diff --git a/apt.txt b/apt.txt
new file mode 100644
index 0000000000000000000000000000000000000000..b4d31fa80bd4a0fcb5a9d64f27914951ae932746
--- /dev/null
+++ b/apt.txt
@@ -0,0 +1 @@
+libgeos-dev
diff --git a/environment.yml b/environment.yml
new file mode 100644
index 0000000000000000000000000000000000000000..bd5b79a27534b45bd6d2c96a1d823b285063c413
--- /dev/null
+++ b/environment.yml
@@ -0,0 +1,15 @@
+name: aqbench
+channels:
+  - conda-forge
+dependencies:
+  - python=3.7
+  - numpy
+  - matplotlib
+  - seaborn
+  - tensorflow>=2.0
+  - scikit-learn
+  - missingno
+  - ipywidgets
+  - notebook
+  - basemap
+  - cartopy
diff --git a/prepare.sh b/prepare.sh
index 79d250cfb400a771d4ae9acc9ccef3b9b5bf59fd..27db8c99aecee491c136f8de0cb867b158ef02d5 100755
--- a/prepare.sh
+++ b/prepare.sh
@@ -1,7 +1,7 @@
 #!/usr/bin/env bash
 
-# 2020.05.28 this preparation script should work for the current version of
-# minibench_retrieval.py on zam347.
+# 2020-11-05 this preparation script should work for the current version of
+# AQ-bench
 # venv is created in this directory.
 
 # check if we are really in the ozone-mapping directory
@@ -14,12 +14,20 @@ else
     return
 fi
 
+# check if file was sourced
+if [[ ${BASH_SOURCE[0]} == ${0} ]]; then
+  echo ERROR: 'prepare.sh' must be sourced.
+  echo Execute by prompting "'source prepare.sh'"
+  exit 1
+fi
+
 # create logs dir in project directory
 mkdir -p log
 
 # create plots dir in project directory
 mkdir -p output
 
+
 # create virtual python environment
 ENV_NAME=venv
 ENV_DIR=./${ENV_NAME}
@@ -41,13 +49,12 @@ pip3 install jupyterlab
 pip3 install notebook
 pip3 install ipywidgets
 
+
 # basemap
 sudo apt-get install libgeos-3.5.0
 sudo apt-get install libgeos-dev
 pip install https://github.com/matplotlib/basemap/archive/master.zip
 
-# pip3 install -r requirements.txt  # we prepare this later
-
 # add current directory to pythonpath
 CWD=$(pwd)
 export PYTHONPATH=$CWD:$PYTHONPATH
diff --git a/resources/AQbench_dataset.csv b/resources/AQbench_dataset.csv
index cca0e6d951397cedad696bbdbf733b57686abc6a..032511ccd8bc210b7c226f41ac40a3edcadf0557 100755
--- a/resources/AQbench_dataset.csv
+++ b/resources/AQbench_dataset.csv
@@ -1,5594 +1,5578 @@
 id,country,htap_region,climatic_zone,lon,lat,alt,relative_alt,type,type_of_area,water_25km,evergreen_needleleaf_forest_25km,evergreen_broadleaf_forest_25km,deciduous_needleleaf_forest_25km,deciduous_broadleaf_forest_25km,mixed_forest_25km,closed_shrublands_25km,open_shrublands_25km,woody_savannas_25km,savannas_25km,grasslands_25km,permanent_wetlands_25km,croplands_25km,urban_and_built-up_25km,cropland-natural_vegetation_mosaic_25km,snow_and_ice_25km,barren_or_sparsely_vegetated_25km,wheat_production,rice_production,nox_emissions,no2_column,population_density,max_population_density_5km,max_population_density_25km,nightlight_1km,nightlight_5km,max_nightlight_25km,o3_average_values,o3_daytime_avg,o3_nighttime_avg,o3_median,o3_perc25,o3_perc75,o3_perc90,o3_perc98,o3_dma8eu,o3_avgdma8epax,o3_drmdmax1h,o3_w90,o3_aot40,o3_nvgt070,o3_nvgt100,dataset
-3336,Germany,EUR,cool_moist,8.30821,54.924969999999995,12.0,3,background,rural,86.1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,4.8,1.8,4.6,0.0,1.1,0.0,0.0,0.0,0.0,0.672115,2.27,953,953,1017,46,20.73,56,33.405,34.7121,32.1032,35.3825,25.9166,41.2871,46.4399,54.8468,53.5738,38.8078,50.7704,86.1266,10197.4742,2.0,0.0,test
-3338,Germany,EUR,cool_moist,12.72528,54.43666999999999,1.0,1,background,rural,55.7,1.2,0.0,0.0,0.0,8.7,0.0,0.0,0.0,0.0,2.2,2.3,20.5,0.0,8.3,0.0,0.0,1.38,0.0,0.093612,2.31,349,386,6619,9,6.38,60,29.8555,32.2933,27.3245,30.2799,21.9242,37.6381,44.0575,53.7778,51.3996,35.8313,48.3935,69.0987,7573.2222,1.0,0.0,train
-3339,Germany,EUR,cool_moist,6.093923,50.754704,205.0,66,background,urban,0.0,1.9,0.0,0.0,0.0,32.8,0.0,0.0,0.0,0.0,3.5,0.0,15.9,16.5,29.2,0.0,0.0,0.9590000000000001,0.0,4.94152,7.06,14514,20125,26839,48,46.87,62,23.8597,28.0062,19.3949,23.8515,13.9652,32.0123,41.1803,58.4009,54.903,32.6169,49.8276,154.1263,8655.473,5.4,1.0,train
-3340,Germany,EUR,cool_moist,8.548389,52.023169,102.0,29,background,urban,0.0,0.0,0.0,0.0,0.0,11.4,0.0,0.0,0.0,0.0,0.0,0.0,38.6,16.4,32.5,0.0,0.0,2.332,0.0,14.1422,5.23,16176,16191,16191,60,54.3,62,20.3253,23.9555,16.3471,19.8611,8.993,29.0232,38.173,53.5109,50.1112,28.6179,46.2694,120.2575,6036.5851,2.6,0.0,test
-3341,Germany,EUR,cool_moist,6.874553999999999,51.861999999999995,45.0,8,background,rural,0.0,0.0,0.0,0.0,0.0,18.5,0.0,0.0,0.0,0.0,0.0,0.0,15.2,9.8,55.4,0.0,0.0,2.9539999999999997,0.0,2.2097700000000002,7.99,3566,3569,12635,48,24.14,58,21.4072,26.1913,16.186,20.5503,9.2702,30.4239,40.6623,58.4082,53.9564,31.0051,50.6809,203.4584,9045.4745,6.8,1.2,train
-3342,Germany,EUR,cool_moist,6.976908,51.525963,40.0,6,industrial,urban,0.0,6.1,0.0,0.0,0.0,23.7,0.0,0.0,0.0,0.0,0.0,0.0,8.6,47.2,12.5,0.0,0.0,0.649,0.0,19.9934,10.48,20282,34286,39682,61,60.95,63,18.0448,22.6934,13.0997,16.3553,5.2517,26.9062,37.231,55.8005,51.2738,27.4605,48.0565,153.3345,6757.6233,4.6,1.2,train
-3343,Germany,EUR,cool_moist,7.457463000000001,51.536910999999996,75.0,6,background,urban,0.0,1.9,0.0,0.0,0.0,23.7,0.0,0.0,0.0,0.0,0.0,0.0,20.8,41.1,11.7,0.0,0.0,2.1830000000000003,0.0,17.1243,9.12,27057,27082,39682,62,59.77,63,18.4454,23.0504,13.5261,17.3357,5.6283,27.3716,37.5838,54.9521,51.6098,27.8689,47.1378,117.0353,6523.5505,3.4,0.8,train
-3344,Germany,EUR,warm_moist,6.7484020000000005,51.524021999999995,28.0,2,industrial,urban,0.0,6.0,0.0,0.0,0.0,17.1,0.0,0.0,0.0,0.0,0.0,0.0,20.5,34.7,20.1,0.0,0.0,3.593,0.0,20.3847,11.15,26631,26864,36502,61,58.4,63,18.4592,22.9733,13.3322,16.6142,5.6245,27.5869,37.9705,56.2024,51.5236,27.7559,48.3247,158.8097,6948.9594,5.0,0.8,train
-3345,Germany,EUR,warm_moist,6.7323830000000005,51.249210999999995,32.0,5,background,urban,0.0,3.6,0.0,0.0,0.0,11.9,0.0,0.0,0.0,0.0,0.0,0.0,27.5,48.2,7.2,0.0,0.0,1.3869999999999998,0.0,43.8791,11.47,29515,34528,34559,63,61.25,63,18.4237,22.6897,13.8022,16.8538,5.7618,27.3704,37.3927,55.1806,50.7478,27.5698,47.3317,152.3359,6353.4955,3.8,0.4,train
-3346,Germany,EUR,cool_moist,6.965642999999999,51.406968,153.0,87,background,suburban,0.0,6.8,0.0,0.0,0.0,23.1,0.0,0.0,0.0,0.0,0.0,0.0,7.6,53.4,7.4,0.0,0.0,4.016,0.0,12.8782,10.4,34349,34349,39682,57,53.87,63,18.9606,20.9744,16.8135,17.1343,8.0959,26.2962,37.1349,57.2116,51.7109,26.1019,45.0343,184.0593,6382.771,4.6,1.0,train
-3347,Germany,EUR,cool_moist,6.873789,50.876121000000005,90.0,20,industrial,suburban,0.0,1.4,0.0,0.0,0.0,13.9,0.0,0.0,0.0,0.0,0.0,0.0,32.7,47.3,4.0,0.0,0.0,5.025,0.0,6.39128,9.03,9046,13039,31661,58,54.24,63,20.9024,24.9496,16.515,20.2339,9.137,29.599,39.1284,58.2244,53.9169,29.7948,49.6037,200.6776,7892.8382,6.0,0.6,train
-3348,Germany,EUR,warm_moist,6.640242,51.337669,32.0,5,background,urban,0.0,4.9,0.0,0.0,0.0,10.2,0.0,0.0,0.0,0.0,0.0,0.0,29.3,42.4,12.2,0.0,0.0,6.621,0.0,12.120999999999999,11.79,16721,22153,36502,55,54.69,63,19.5372,23.9359,14.7759,18.1224,6.6135,28.6885,38.8913,58.3668,54.0605,29.0637,49.7432,206.7036,7986.6894,6.0,0.8,train
-3349,Germany,EUR,warm_moist,6.884636,51.019345,45.0,8,background,urban,0.0,2.1,0.0,0.0,0.0,17.4,0.0,0.0,0.0,0.0,0.0,0.0,20.3,53.9,5.7,0.0,0.0,3.359,0.0,14.0658,10.77,31576,31605,34559,56,52.97,63,18.7799,23.6284,13.4912,17.3773,5.523,28.0638,38.2104,57.9744,53.5189,28.8,49.2305,188.8115,7661.8678,6.4,0.8,train
-3350,Germany,EUR,warm_moist,6.985164,50.889814,45.0,7,background,suburban,0.0,1.5,0.0,0.0,0.0,22.1,0.0,0.0,0.0,0.0,0.0,0.0,21.4,47.0,7.6,0.0,0.0,4.0280000000000005,0.0,55.761,8.88,31661,31661,31661,60,59.12,63,15.2657,20.1825,9.8451,12.239,2.5049,23.6252,34.5924,54.6052,50.1215,25.2948,45.346000000000004,167.7845,6076.3699,4.2,0.2,train
-3351,Germany,EUR,cool_moist,7.005063000000001,51.028878999999996,50.0,9,background,suburban,0.0,2.0,0.0,0.0,0.0,30.5,0.0,0.0,0.0,0.0,0.0,0.0,9.6,47.0,9.9,0.0,0.0,2.483,0.0,18.8597,9.67,28743,31605,34559,61,57.44,63,15.9874,21.1085,10.4127,13.185,2.6036,24.6641,35.7887,55.5201,51.6911,26.1715,46.8485,153.751,6492.1602,3.4,0.8,train
-3352,Germany,EUR,cool_moist,7.569838000000001,51.592206,58.0,5,background,suburban,0.0,1.1,0.0,0.0,0.0,16.5,0.0,0.0,0.0,0.0,0.0,0.0,32.9,36.4,12.4,0.0,0.0,2.7760000000000002,0.0,13.9379,7.95,26975,27057,38108,35,42.7,63,18.9295,24.2849,13.1523,17.7168,5.276,28.320999999999998,38.8914,55.9043,52.82,29.2932,48.4574,141.9811,7471.8102,4.4,0.8,train
-3353,Germany,EUR,cool_moist,7.122713,51.69896,42.0,1,background,suburban,0.0,2.0,0.0,0.0,0.0,22.8,0.0,0.0,0.0,0.0,0.0,0.0,16.0,33.4,24.7,0.0,0.0,1.685,0.0,40.3277,9.97,10971,10981,39682,45,34.7,62,19.7127,24.9675,14.0232,18.7296,6.4153,28.9199,39.5833,57.7551,54.0034,29.9474,49.7162,195.5651,8302.5542,6.0,1.4,train
-3354,Germany,EUR,warm_moist,6.42571,51.154614,78.0,21,background,suburban,0.0,0.0,0.0,0.0,0.0,8.1,0.0,0.0,0.0,0.0,1.8,0.0,49.8,29.8,9.9,0.0,0.0,5.039,0.0,7.563289999999999,11.29,19925,19925,31437,56,48.48,63,18.8233,22.8003,14.5717,17.4789,7.0891,27.3102,37.236,55.6905,51.477,27.7791,47.6577,144.7293,6610.1581,4.0,0.4,test
-3355,Germany,EUR,warm_moist,6.865107000000001,51.45346,37.0,10,background,urban,0.0,6.6,0.0,0.0,0.0,19.4,0.0,0.0,0.0,0.0,0.0,0.0,12.1,49.4,10.5,0.0,0.0,0.016,0.0,15.3988,11.75,24526,36502,39682,63,61.81,63,18.2915,22.7082,13.7759,16.9064,5.5895,27.0437,37.3287,55.8636,51.74100000000001,27.3517,47.4335,165.6976,6695.1583,5.6,1.2,train
-3356,Germany,EUR,cool_moist,7.611581,51.936547,63.0,11,background,urban,0.0,0.0,0.0,0.0,0.0,4.8,0.0,0.0,0.0,0.0,0.0,0.0,57.5,9.8,27.9,0.0,0.0,3.202,0.0,5.6584,6.5,11643,11654,11654,55,47.31,61,20.5605,25.1169,15.5671,19.4493,8.0964,29.8044,39.9749,57.7771,53.8749,29.9397,49.4399,174.748,8238.854,5.2,0.8,train
-3357,Germany,EUR,cool_moist,8.191932000000001,50.930328,635.0,221,background,rural,0.0,3.4,0.0,0.0,0.0,82.3,0.0,0.0,0.0,0.0,0.0,0.0,1.1,7.0,5.7,0.0,0.0,0.204,0.0,0.961857,3.69,3386,3389,3401,6,8.59,57,31.0507,32.6226,29.4267,29.6954,22.4015,38.3692,48.6652,63.6303,58.9761,36.5997,51.5431,162.0816,12005.9477,7.2,0.2,test
-3358,Germany,EUR,cool_moist,6.4693629999999995,50.883475,105.0,106,industrial,rural,0.0,0.0,0.0,0.0,0.0,13.1,0.0,0.0,0.0,0.0,2.5,0.0,54.1,22.8,6.9,0.0,0.0,8.386000000000001,0.0,4.70057,8.96,4056,4060,17017,44,36.72,60,22.7449,27.4854,17.6856,22.6255,11.5146,31.8375,40.5017,58.3094,54.5546,32.3174,50.4379,150.0345,8253.9693,5.0,0.2,train
-3359,Germany,EUR,warm_moist,6.819967,51.303919,41.0,8,background,suburban,0.0,6.0,0.0,0.0,0.0,17.9,0.0,0.0,0.0,0.0,0.0,0.0,17.6,49.7,7.6,0.0,0.0,2.603,0.0,10.4437,11.34,23939,34465,36502,61,55.59,63,18.3969,23.0396,13.4247,16.9853,5.8318,27.1578,37.3329,55.5571,50.9395,27.9934,47.5829,165.3787,6662.7133,5.8,0.6,train
-3360,Germany,EUR,cool_moist,7.582294999999999,51.448762,157.0,17,background,urban,0.0,1.6,0.0,0.0,0.0,42.5,0.0,0.0,0.0,0.0,0.0,0.0,14.7,31.0,9.0,0.0,0.0,2.5380000000000003,0.0,10.2648,7.21,10974,22543,38108,50,37.75,63,19.0091,24.3922,13.1741,17.9339,5.5120000000000005,28.3925,38.8311,56.4687,52.9209,29.354,48.2257,150.6274,7615.6487,4.4,0.8,train
-3361,Germany,EUR,cool_moist,6.2810690000000005,50.653236,572.0,166,background,rural,0.0,3.6,0.0,0.0,0.0,52.3,0.0,0.0,0.0,0.0,2.6,0.0,12.7,8.2,20.6,0.0,0.0,1.5830000000000002,0.0,1.8498299999999999,5.52,7593,7593,20125,12,12.07,62,28.3555,30.3423,26.2124,27.5357,21.1139,34.3354,42.8033,58.9996,53.1059,34.2742,48.0192,124.2741,7681.0113,3.8,0.0,train
-3362,Germany,EUR,cool_moist,8.148061,51.570662,110.0,28,background,rural,0.0,1.3,0.0,0.0,0.0,22.0,0.0,0.0,0.0,0.0,0.0,0.0,58.8,9.0,8.7,0.0,0.0,6.309,0.0,2.01106,5.84,3143,3146,10658,40,26.1,55,23.2652,27.9894,18.1047,23.0639,13.0114,31.6865,40.9328,57.3811,53.717,32.6726,49.1725,141.3592,8494.9841,3.2,0.2,train
-3363,Germany,EUR,cool_moist,7.052633999999999,51.183772999999995,207.0,100,background,suburban,0.0,2.3,0.0,0.0,0.0,35.8,0.0,0.0,0.0,0.0,1.3,0.0,7.1,38.7,14.4,0.0,0.0,3.951,0.0,8.51999,9.38,24010,26229,34559,56,50.89,63,22.7056,25.4725,19.8035,21.2625,12.2026,30.7053,41.357,61.1049,55.5401,30.2611,49.8058,188.9687,8740.1922,7.2,0.8,train
-3364,Germany,EUR,cool_moist,6.629575999999999,51.672809,25.0,12,background,suburban,0.0,3.1,0.0,0.0,0.0,14.0,0.0,0.0,0.0,0.0,0.0,0.0,26.0,15.2,40.7,0.0,0.0,4.806,0.0,75.0858,9.85,6132,6138,36502,56,38.61,63,20.3791,24.9574,15.5076,19.4662,8.0756,29.4366,39.5755,57.1597,53.1969,29.6689,49.7593,187.4504,8070.9914,6.2,0.6,train
-3365,Germany,EUR,cool_moist,7.231895,51.277646999999995,186.0,15,background,urban,0.0,2.3,0.0,0.0,0.0,44.6,0.0,0.0,0.0,0.0,1.6,0.0,6.0,30.0,14.9,0.0,0.0,1.4280000000000002,0.0,6.57605,7.34,26725,26725,34349,55,48.24,63,19.0663,23.8534,13.9163,17.7668,6.6292,27.7547,38.1952,56.6434,52.3366,28.741,48.0652,148.7007,7336.7534,4.0,0.8,train
-3366,Germany,EUR,cool_moist,7.90803,47.91326,1205.0,613,background,rural,0.0,2.1,0.0,0.0,0.0,64.0,0.0,0.0,0.0,0.0,0.0,0.0,10.0,3.5,19.3,0.0,0.0,0.017,0.0,0.941493,3.37,5623,18840,20407,12,9.12,62,42.4705,42.2565,42.0454,41.3899,35.3311,48.8834,57.7992,73.007,66.8585,46.3876,61.7823,246.0503,25395.046000000002,15.75,0.5,train
-3367,Germany,EUR,cool_moist,13.03166,53.1413,65.0,22,background,rural,0.0,19.4,0.0,0.0,0.0,47.9,0.0,0.0,0.0,0.0,1.7,0.0,17.7,0.0,11.9,0.0,0.0,0.475,0.0,0.186579,3.12,1474,1588,1594,0,2.28,44,25.9525,30.7564,21.0914,25.443,15.1161,35.6231,44.48,56.4458,54.1322,34.7391,51.3236,102.1509,10197.2941,2.4,0.0,val
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-3405,Germany,EUR,cool_moist,7.633271000000001,47.588152,275.0,24,background,suburban,0.0,0.0,0.0,0.0,2.7,41.4,0.0,0.0,0.0,0.0,0.0,0.0,22.1,9.9,23.4,0.0,0.0,0.0,0.0,9.06509,3.85,22373,75531,75531,58,55.17,62,23.9037,29.534000000000002,17.8482,21.7639,10.2905,34.3199,46.676,66.1427,62.7421,34.9075,57.369,205.4439,15666.9279,11.6,0.4,train
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-3417,Germany,EUR,cool_moist,10.306561,47.72514,678.0,34,background,suburban,0.0,1.4,0.0,0.0,0.0,30.1,0.0,0.0,0.0,0.0,13.4,0.0,8.6,2.2,43.8,0.0,0.0,0.763,0.0,3.30465,2.3,13612,13612,13612,57,38.05,58,23.2689,28.7897,17.8093,22.8187,9.3516,33.8653,44.742,59.235,56.4928,33.8187,52.5517,113.995,11774.7982,2.2,0.0,test
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-3420,Germany,EUR,cool_moist,12.101855,49.019013,335.0,9,traffic,urban,0.0,2.4,0.0,0.0,0.0,35.2,0.0,0.0,0.0,0.0,0.0,0.0,30.7,7.0,24.4,0.0,0.0,4.86,0.0,4.67018,3.7,21644,21644,21644,62,52.97,62,13.5825,17.9648,10.7436,11.6638,3.6891,21.9894,31.5588,46.2142,43.4442,22.0057,41.6303,33.558,2518.5985,0.0,0.0,train
-3421,Germany,EUR,cool_dry,10.232076,50.048396999999994,231.0,22,background,urban,0.0,0.0,0.0,0.0,0.0,20.7,0.0,0.0,0.0,0.0,0.0,0.0,55.2,5.5,18.1,0.0,0.0,4.0280000000000005,0.0,3.3216900000000003,3.86,13082,16225,16225,60,43.6,60,19.1268,23.9816,14.1907,16.9294,6.4449,28.4895,39.8538,55.2008,52.4602,28.4082,47.8073,83.649,7351.0644,1.2,0.0,train
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-3483,Germany,EUR,cool_moist,13.26644,53.55978399999999,15.0,8,traffic,urban,0.0,2.3,0.0,0.0,0.0,15.3,0.0,0.0,0.0,0.0,0.0,0.0,64.6,2.1,14.3,0.0,0.0,2.395,0.0,2.08111,2.5,8693,8693,8693,55,35.61,55,19.898,22.9556,16.569000000000003,19.0591,10.2115,28.09,36.5956,48.0019,45.5132,26.8844,43.2346,46.0056,3481.9992,0.2,0.0,test
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-3486,Germany,EUR,cool_moist,9.62295,52.82943,50.0,14,background,suburban,0.0,4.3,0.0,0.0,0.0,39.8,0.0,0.0,0.0,0.0,0.0,0.0,12.7,2.5,39.7,0.0,0.0,0.637,0.0,4.40969,3.8,1018,1018,6335,9,12.14,45,23.0523,28.1045,17.512,22.4439,11.5334,32.6369,42.2208,57.8206,53.4561,32.6855,49.5437,137.1793,8849.6512,3.8,0.2,train
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-3488,Germany,EUR,cool_moist,9.685030000000001,53.52418,3.0,0,background,rural,1.0,3.3,0.0,0.0,0.0,13.6,0.0,0.0,0.0,0.0,0.0,0.0,11.5,17.9,51.2,0.0,0.0,2.233,0.0,1.93344,4.67,1968,3885,29191,21,22.58,63,23.6867,27.8717,19.038,23.5301,14.0212,32.4949,40.5591,52.7969,49.8681,32.1962,47.6143,85.3052,6187.8423,1.4,0.2,test
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-3490,Germany,EUR,cool_moist,10.238539999999999,51.50758,185.0,31,background,suburban,0.0,0.0,0.0,0.0,0.0,23.6,0.0,0.0,0.0,0.0,0.0,0.0,46.9,4.4,24.1,0.0,0.0,8.339,0.0,1.53129,3.42,2397,3069,3075,25,14.07,59,25.2179,30.5831,18.2,24.519000000000002,13.5293,33.6344,43.283,58.8496,56.2297,34.9156,48.2942,156.4932,10576.3062,5.0,0.3333,test
-3491,Germany,EUR,cool_moist,8.801219999999999,53.830169999999995,3.0,0,background,rural,39.1,0.0,0.0,0.0,0.0,4.6,0.0,0.0,0.0,0.0,6.3,1.3,21.7,1.1,25.2,0.0,0.0,1.429,0.0,0.817156,3.81,1253,1286,1954,10,10.3,60,26.4672,29.2079,23.4929,27.1643,17.9507,34.963,41.4439,50.5639,48.3701,33.3266,47.2046,73.0553,5125.9727,0.6,0.0,test
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-3495,Germany,EUR,cool_moist,7.21398,53.7153,1.0,1,background,rural,70.8,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,4.8,1.9,11.0,0.0,9.9,0.0,0.0,0.0,0.0,0.173498,3.2,189,1673,1949,6,4.78,47,30.5773,32.4924,28.4986,32.2492,22.3669,38.8551,44.8192,54.342,52.0333,36.6435,50.1378,110.0967,8210.0107,2.2,0.2,val
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-3523,Germany,EUR,cool_moist,7.732456,50.424568,540.0,230,background,rural,0.0,0.0,0.0,0.0,0.0,55.6,0.0,0.0,0.0,0.0,0.0,0.0,16.8,13.1,12.5,0.0,0.0,0.0,0.0,3.09111,5.18,2786,3103,13507,9,17.54,61,29.5435,31.2543,27.7141,28.3521,20.468,37.1366,47.5309,64.0254,59.6329,35.4365,52.3914,167.4255,11610.3454,8.2,0.4,val
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-3530,Germany,EUR,cool_dry,13.009406,51.303771999999995,313.0,90,background,rural,0.0,0.0,0.0,0.0,0.0,10.7,0.0,0.0,0.0,0.0,0.0,0.0,72.6,4.4,11.8,0.0,0.0,6.806,0.0,1.14127,3.88,1041,1041,5277,6,8.77,53,29.5435,31.9167,27.1184,28.4317,20.0487,37.7443,47.6368,62.3257,59.278,36.1484,52.9895,141.9166,12496.956,6.4,0.0,test
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-3532,Germany,EUR,cool_moist,13.730204999999998,51.036105,112.0,21,background,urban,0.0,3.9,0.0,0.0,0.0,17.9,0.0,0.0,0.0,0.0,0.0,0.0,30.1,15.5,32.2,0.0,0.0,0.978,0.0,6.3730199999999995,3.9,7723,8881,8889,61,56.72,62,22.8172,27.9565,17.6311,21.6597,10.3805,32.5467,43.2983,59.5414,56.8197,32.8734,52.0793,150.4639,11278.4489,6.4,0.0,val
-3533,Germany,EUR,cool_moist,12.953459,50.428488,1214.0,342,background,rural,0.0,15.7,0.0,0.0,1.6,44.8,0.0,0.0,0.0,0.0,1.2,0.0,4.7,7.0,24.8,0.0,0.0,0.57,0.0,0.846974,3.05,2436,2441,12212,27,14.48,57,40.4021,40.9958,39.7655,39.475,32.1824,47.7663,57.1777,69.7481,66.1969,45.1945,59.6838,197.8594,23664.9402,12.0,0.2,train
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-3535,Germany,EUR,cool_dry,12.297411,51.317904999999996,115.0,12,background,urban,0.0,2.0,0.0,0.0,0.0,3.1,0.0,0.0,0.0,0.0,1.1,0.0,58.7,16.1,18.5,0.0,0.0,2.759,0.0,7.03989,4.59,45729,45729,45729,57,50.62,63,23.6138,28.4959,18.7127,22.2832,12.7671,32.4847,43.2737,59.4063,56.6722,32.9692,51.5215,171.5805,10860.0294,5.6,0.2,train
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-4119,Germany,EUR,cool_moist,11.948795,48.904228,340.0,38,background,suburban,0.0,2.8,0.0,0.0,0.0,27.2,0.0,0.0,0.0,0.0,0.0,0.0,38.4,6.1,25.1,0.0,0.0,4.87,0.0,1.8831799999999999,3.95,1573,1637,21644,18,15.24,62,16.2308,21.8105,10.6699,13.0372,4.0007,25.6676,36.5496,49.5792,47.7088,26.2342,45.7788,47.9173,4381.2189,0.3333,0.0,train
-4160,Germany,EUR,cool_dry,11.120727,51.168082,138.0,5,background,suburban,0.0,0.0,0.0,0.0,0.0,8.0,0.0,0.0,0.0,0.0,0.0,0.0,74.9,4.9,11.2,0.0,0.0,7.731,0.0,1.25525,3.77,1239,1240,10360,39,16.64,61,22.4491,30.206,18.6349,23.8897,13.1471,33.8963,43.993,58.2552,56.2206,34.6472,48.3235,136.9385,11168.8578,4.5,0.0,val
-4218,Germany,EUR,cool_moist,11.786341,49.487983,393.0,51,background,suburban,0.0,9.1,0.0,0.0,0.0,49.8,0.0,0.0,0.0,0.0,0.0,0.0,7.8,2.8,30.1,0.0,0.0,0.716,0.0,2.1564799999999997,3.47,1830,3933,10733,19,18.47,56,20.9681,27.8534,14.0568,19.2351,6.6427,31.8386,43.5416,57.6002,54.6031,32.5773,52.1931,110.7767,10879.5038,3.0,0.0,train
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-4230,Germany,EUR,cool_moist,12.538174,48.021657,488.0,32,background,suburban,3.1,2.4,0.0,0.0,0.0,25.8,0.0,0.0,0.0,0.0,0.0,0.0,17.8,5.2,44.3,0.0,0.0,0.807,0.0,2.10846,3.28,1621,1622,2790,34,18.22,50,19.7505,26.791999999999998,12.5885,17.6296,4.6808,30.6784,42.6787,58.0058,55.908,31.8312,52.1341,104.6092,10390.7943,1.8,0.0,train
-4231,Germany,EUR,cool_moist,7.94257,52.99796,40.0,10,industrial,suburban,0.0,0.0,0.0,0.0,0.0,9.6,0.0,0.0,0.0,0.0,0.0,0.0,10.3,2.7,75.8,0.0,0.0,1.4809999999999999,0.0,0.9334290000000001,4.43,1472,1474,20103,13,9.77,62,23.8356,28.6369,18.6647,23.5118,13.6002,32.8329,41.1932,55.4086,51.8408,32.9211,49.2034,134.7447,7985.2374,3.4,0.4,test
-4232,Germany,EUR,cool_moist,7.31747,52.49855,30.0,9,background,suburban,0.0,0.0,0.0,0.0,0.0,13.3,0.0,0.0,0.0,0.0,0.0,0.0,14.6,6.4,64.6,0.0,0.0,1.148,0.0,1.21764,5.48,1428,1606,6291,51,30.91,57,23.2733,28.3535,17.8024,22.7458,12.1859,32.3291,41.7306,58.2845,54.0663,32.9012,50.4307,181.0387,9231.814,6.4,0.6,val
-4235,Germany,EUR,cool_moist,6.987601,49.233464,192.0,14,background,urban,0.0,0.0,0.0,0.0,0.0,27.5,0.0,0.0,0.0,0.0,0.0,0.0,22.8,24.2,24.6,0.0,0.0,0.605,0.0,11.3428,4.87,11260,12901,19182,60,50.94,60,18.6312,24.1074,13.0925,16.6823,4.7287,28.6095,38.798,54.405,51.3094,28.8583,48.5678,88.5109,6960.0399,3.0,0.2,train
-4239,Germany,EUR,cool_moist,12.175512,53.78175,17.0,12,background,urban,0.0,4.2,0.0,0.0,0.0,14.3,0.0,0.0,0.0,0.0,0.0,0.0,47.4,0.0,31.9,0.0,0.0,2.3930000000000002,0.0,0.593366,1.98,615,616,1309,23,16.32,50,25.6857,29.4128,21.9451,25.467,16.7564,34.1695,41.9652,53.0014,50.5819,33.3791,47.5581,82.4783,7101.6149,1.8,0.0,val
-4241,Germany,EUR,cool_dry,11.891655,51.837055,71.0,21,background,rural,0.0,0.0,0.0,0.0,0.0,4.7,0.0,0.0,0.0,0.0,0.0,0.0,79.8,5.5,9.5,0.0,0.0,6.599,0.0,1.72698,4.07,1745,1942,5930,7,7.17,58,25.4905,30.4004,20.4838,24.4965,15.7081,33.6094,43.3089,59.1499,56.4357,34.5186,51.8453,175.7207,10880.6425,5.6,0.2,train
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-4245,Germany,EUR,cool_dry,11.172350999999999,52.593168999999996,95.0,51,background,rural,0.0,7.6,0.0,0.0,0.0,14.8,0.0,0.0,0.0,0.0,0.0,0.0,42.5,1.1,33.9,0.0,0.0,3.366,0.0,0.747884,3.29,514,514,4065,0,3.66,34,25.0252,30.1735,19.7567,24.2695,14.2149,33.9854,43.8529,58.5986,55.9755,34.4429,51.1414,152.7973,10814.6721,6.2,0.0,train
-4246,Germany,EUR,cool_moist,10.455910000000001,52.153690000000005,93.0,13,industrial,rural,0.0,0.0,0.0,0.0,0.0,12.3,0.0,0.0,0.0,0.0,0.0,0.0,65.7,11.4,9.6,0.0,0.0,9.627,0.0,3.19955,4.08,5082,6496,15825,36,36.79,63,22.7905,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,47.8521,-999.0,-999.0,-999.0,-999.0,val
-4248,Germany,EUR,cool_moist,10.240623,54.093233,45.0,10,background,rural,0.0,3.4,0.0,0.0,0.0,11.7,0.0,0.0,0.0,0.0,0.0,0.0,33.6,1.5,48.0,0.0,0.0,4.151,0.0,1.39547,3.52,2424,2510,21225,11,11.58,62,28.0045,31.401999999999997,24.5497,27.8967,19.3118,36.1827,43.5958,56.4673,53.2428,35.3227,49.4732,127.7633,8821.692,3.2,0.2,test
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-4264,Germany,EUR,cool_dry,11.037924,50.979455,195.0,16,background,urban,0.0,1.1,0.0,0.0,0.0,10.8,0.0,0.0,0.0,0.0,0.0,0.0,64.0,7.9,15.8,0.0,0.0,3.852,0.0,5.43101,3.78,9158,9166,10360,61,50.37,61,22.0678,26.177,17.9789,21.5644,10.9799,30.8977,40.2945,55.0059,52.2864,30.4813,47.7834,109.5956,7445.6135,2.2,0.0,val
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-4271,Germany,EUR,cool_moist,12.064708,53.817775,17.0,5,background,rural,0.0,2.4,0.0,0.0,0.0,13.4,0.0,0.0,0.0,0.0,0.0,0.0,52.0,0.0,30.5,0.0,0.0,4.702,0.0,0.63576,2.07,614,669,1309,6,7.31,50,27.4893,31.7823,22.7709,27.2364,18.4877,35.8828,43.9335,55.9878,53.2364,35.6514,49.9886,112.9693,9671.7555,2.6,0.0,val
-4538,Latvia,EUR,cool_moist,21.173056,56.16194399999999,18.0,5,background,remote,28.9,1.3,0.0,0.0,0.0,30.4,0.0,0.0,0.0,0.0,0.0,0.0,9.5,0.0,27.5,0.0,0.0,0.243,0.0,0.22774699999999998,1.32,66,226,2639,0,0.0,28,31.8667,36.0975,27.6689,31.9049,22.4252,40.875,48.3161,57.3882,55.2603,39.6902,53.0593,74.0492,14553.2296,0.8,0.0,val
-4539,Canada,NAM,cool_dry,-104.71028000000001,50.200829999999996,595.0,5,background,remote,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,4.7,0.0,95.1,0.0,0.0,0.0,0.0,3.238,0.0,0.310668,0.91,6,6,9963,6,6.01,63,28.3648,33.0602,23.6642,28.0,20.3333,35.6667,43.0,52.0,50.0694,36.4007,47.3942,35.5966,7190.8514,0.0,0.0,test
-4540,Italy,EUR,cool_moist,10.7,44.18,2165.0,778,background,remote,0.0,0.0,0.0,0.0,27.1,40.7,0.0,0.0,0.0,0.0,0.0,0.0,5.6,0.0,25.6,0.0,0.0,0.021,0.0,0.999708,2.12,414,522,5080,5,7.6,51,51.8027,51.7123,51.9034,51.075,44.35,58.4,65.475,75.4765,73.4125,54.6878,70.4434,257.8352,53218.7276,34.0,0.5,train
-4541,Sweden,EUR,cool_moist,19.77,64.25,271.0,76,background,remote,0.0,64.1,0.0,0.0,0.0,5.4,0.0,0.0,27.1,1.8,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.08304199999999999,0.6,17,17,435,8,8.0,53,28.6575,31.2465,26.0758,28.84,21.68,36.26,43.24,48.9612,47.8225,34.3385,46.3193,29.0351,5090.2436,0.0,0.0,train
-4542,Spain,EUR,warm_dry,-16.499208300000003,28.309136100000003,2367.0,1131,background,remote,37.8,1.6,0.0,0.0,0.0,4.0,5.8,24.8,7.4,0.0,5.2,0.0,4.0,1.0,4.2,0.0,2.4,0.06,0.0,0.0,0.97,2930,3398,24163,0,0.95,63,46.7773,45.8448,47.7435,46.104,39.372,52.856,61.6944,73.0243,71.3457,50.4255,66.9534,238.6701,33003.0496,18.8,0.2,train
-4544,United States of America,NAM,cool_moist,-155.57616000000002,19.53623,3397.0,579,background,remote,0.0,0.0,3.7,0.0,0.0,0.0,0.0,21.2,0.0,0.0,7.0,0.0,0.0,0.0,0.0,0.0,65.6,0.0,0.0,0.009152,0.15,48,65,126,0,0.0,5,41.7506,39.1217,44.3138,40.93,32.625,49.74,58.578,71.6262,66.5098,46.2288,64.7733,263.79900000000004,19487.0223,10.4,0.8,train
-4546,Japan,EAS,warm_moist,141.82,39.03,260.0,180,background,remote,60.5,2.9,0.0,0.0,2.6,32.4,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.027000000000000003,0.0,1.13658,1.49,340,807,5210,0,2.98,56,39.6236,40.9233,38.3667,39.24,33.56,45.86,53.32,64.7296,60.8325,44.2048,58.1113,159.8792,19705.5345,7.0,0.0,train
-4548,Canada,NAM,cool_moist,-93.72111,49.66389,369.0,27,background,remote,7.8,38.0,0.0,0.0,0.0,46.7,0.0,0.0,4.3,0.0,0.0,2.3,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.002381,0.52,0,0,0,0,0.0,0,32.5004,34.7394,30.2478,32.0,25.6667,38.6667,46.0,55.0,53.25,37.7186,49.1778,55.6529,9276.5539,0.6667,0.0,train
-4549,Canada,NAM,cool_moist,-123.13333,48.78333,178.0,199,background,remote,78.2,10.5,0.0,0.0,0.0,10.7,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.155013,2.0,267,357,1129,0,0.0,48,27.287,29.305,25.2029,27.6667,20.3333,34.0,39.3333,46.0,44.5833,32.8009,43.5375,22.7069,2438.7865,0.0,0.0,train
-4550,Switzerland,EUR,cool_moist,8.463339999999999,47.067409999999995,1031.0,611,background,remote,7.9,3.8,0.0,0.0,0.0,37.1,0.0,0.0,0.0,0.0,6.4,0.0,9.0,3.9,30.2,0.0,0.0,0.515,0.0,1.72845,2.5,4499,4499,30214,15,21.35,61,39.3238,40.0952,38.5738,39.2,32.1,46.72,55.14,68.564,65.0318,44.0937,59.7662,194.0772,22898.1838,13.6,0.0,test
-4551,United States of America,NAM,tropical_dry,-97.32,31.32,708.0,68,background,remote,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,4.1,1.8,73.2,0.0,14.2,1.4,4.4,0.0,0.0,1.276,0.0,0.349111,2.1,543,543,14877,6,7.88,63,33.4182,40.2838,27.7872,32.625,23.825,42.85,53.125,66.475,64.1531,44.2703,53.9121,159.0468,24610.1323,10.5,0.25,train
-4552,New Zealand,PAN,cool_dry,169.67,-45.03,370.0,40,other,rural,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,96.7,0.0,2.5,0.0,0.0,0.0,0.0,1.524,0.0,0.049484,0.63,6,6,32,0,0.0,0,17.577,20.1259,15.0704,17.5612,11.745,23.47,27.8768,31.465999999999998,30.7712,22.3428,29.3571,2.5449,0.7945,0.0,0.0,train
-4553,Canada,NAM,cool_moist,-84.37889,47.033609999999996,411.0,103,background,remote,7.8,0.0,0.0,0.0,13.6,78.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.077249,0.98,2,2,2,0,0.0,5,31.5292,33.1485,29.9292,31.0,24.0,38.3333,45.3333,58.0,54.4583,36.3991,49.7407,257.2278,8136.5585,4.0,2.0,train
-4555,Italy,EUR,polar_moist,7.7,45.93,3480.0,782,background,remote,0.0,5.5,0.0,0.0,0.0,13.0,0.0,2.1,0.0,0.0,52.6,0.0,2.0,0.0,4.9,18.4,0.0,0.0,0.0,0.100913,0.63,186,306,2277,6,5.67,49,51.7322,52.5764,52.7146,52.2317,46.8492,58.3042,63.6167,70.5379,68.3004,55.7223,63.871,224.9362,56191.3481,11.0,1.3333,train
-4556,Greenland,NPO,polar_dry,-38.455999999999996,72.5805,3283.0,6,background,remote,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.11,0,0,0,0,0.0,0,46.3684,46.3379,46.4126,46.12,42.26,49.95,54.24,59.9772,57.7775,48.3074,56.3575,68.2264,29509.4738,1.0,0.0,test
-4557,Argentina,SAM,warm_dry,-63.883340000000004,-31.66667,338.0,13,background,remote,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,98.4,1.4,0.0,0.0,0.0,1.848,0.0,0.41207,0.11,412,412,30326,60,37.96,61,23.7292,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,35.6291,-999.0,-999.0,-999.0,-999.0,train
-4558,Japan,SPO,unknown,39.58,-69.0,16.0,0,background,remote,74.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,26.0,0.0,0.0,0.0,0.0,0.03,0,0,0,0,0.0,0,25.6838,25.541999999999998,25.831999999999997,26.38,19.3,32.24,33.96,35.08,34.7425,26.4174,34.084,3.1224,0.0,0.0,0.0,train
-4559,Japan,EAS,tropical_wet,123.02,24.47,30.0,25,background,remote,98.5,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.013807,0.58,289,388,624,0,0.95,6,37.9015,38.3587,37.4679,41.56,23.58,49.1,57.56,68.8284,65.6775,42.4616,57.2666,215.2072,25197.0368,10.2,0.4,train
-4562,Barbados,MCA,tropical_moist,-59.431999999999995,13.165,15.0,16,other,rural,78.2,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.3,2.5,2.3,15.1,0.0,0.0,0.0,0.0,11.9263,0.38,10000,13119,13121,15,13.38,63,22.5206,23.0998,22.6147,22.8675,18.03,28.0975,31.6075,35.3754,33.2005,24.3263,31.7334,8.6913,319.4607,0.6,0.0,train
-4564,Canada,NPO,polar_moist,-62.505559999999996,82.45083000000001,187.0,92,background,remote,51.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,8.0,0.0,0.0,0.0,0.0,39.5,1.5,0.0,0.0,0.0,0.11,0,0,0,0,0.0,0,30.4386,30.4058,30.4461,33.3333,23.3333,37.3333,41.0,45.3333,43.125,32.7239,40.2375,12.3321,1455.6909,0.0,0.0,val
-4566,Japan,OCN,unknown,153.98,24.28,8.0,-1,background,remote,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.29,20,20,20,0,0.0,0,28.1936,27.6073,28.441999999999997,26.98,14.76,41.04,47.156000000000006,55.02,51.1408,31.1952,46.1124,48.8638,7647.339,0.0,0.0,val
-4567,Nepal,SAS,polar_moist,86.815,27.958000000000002,5079.0,430,background,remote,0.0,0.0,0.0,0.0,0.0,2.0,0.0,0.0,0.0,0.0,49.0,0.0,0.0,0.0,0.0,44.1,4.3,0.0,0.0,0.109713,0.19,647,885,886,0,0.0,0,47.8371,47.886,47.778999999999996,47.85,39.425,55.325,64.9,76.4095,72.2188,50.9268,69.4133,259.8341,43834.4863,29.5,0.25,val
-4569,Japan,EAS,warm_moist,140.13,36.05,25.0,15,background,urban,4.0,0.0,0.0,0.0,0.0,10.3,1.2,0.0,10.9,0.0,0.0,0.0,53.0,13.8,4.6,0.0,0.0,0.564,0.154,10.7039,7.2,12307,16750,86522,63,62.13,63,27.535999999999998,36.3379,18.7474,26.8,12.68,39.12,50.5,70.878,67.0175,43.1118,62.3004,398.9969,24145.1474,22.0,9.2,test
-4575,Malaysia,SEA,tropical_wet,117.83,4.97,426.0,113,background,remote,0.0,0.0,99.2,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.225,0.683986,0.44,333,333,403,0,0.0,7,9.8604,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,16.5876,-999.0,-999.0,-999.0,-999.0,train
-4576,Germany,EUR,cool_moist,11.009444,47.801388,985.0,282,background,remote,2.1,9.2,0.0,0.0,0.0,39.8,0.0,0.0,0.0,0.0,2.7,0.0,7.5,1.9,36.3,0.0,0.0,0.19699999999999998,0.0,1.09307,2.68,2048,2048,3780,18,13.48,51,37.836,38.7952,36.9085,37.674,30.0135,46.03,55.0534,67.5213,64.6724,42.8574,58.8584,181.8678,21182.16,11.0,0.0,val
-4578,Slovenia,EUR,cool_moist,15.0,46.43,770.0,344,background,remote,0.0,5.1,0.0,0.0,0.0,81.3,0.0,0.0,0.0,0.0,0.0,0.0,2.9,1.4,8.3,0.0,0.0,0.027999999999999997,0.0,0.557277,2.54,169,829,16867,7,6.41,51,37.0421,38.1589,35.955,36.8,27.4,47.2,56.0,66.4,64.2071,42.2755,59.5941,147.1978,22901.2621,7.6,0.0,train
-4579,Latvia,EUR,cool_moist,23.19,56.37,42.0,8,background,remote,0.0,0.0,0.0,0.0,0.0,21.4,0.0,0.0,0.0,0.0,0.0,0.0,53.5,0.0,23.9,0.0,0.0,0.8190000000000001,0.0,0.29333000000000004,1.51,258,334,1893,0,1.64,32,26.3423,29.7318,22.9158,26.1242,18.3506,34.28,41.1615,49.0625,47.3899,33.1668,46.1159,29.886999999999997,4922.8104,0.0,0.0,train
-4580,Austria,EUR,polar_moist,12.95834,47.05444,3106.0,1092,background,remote,1.3,14.0,0.0,0.0,0.0,30.4,0.0,1.5,0.0,0.0,42.9,0.0,0.0,0.0,4.3,3.7,0.0,0.0,0.0,0.100138,0.63,448,495,671,0,0.43,42,48.9963,48.4954,49.4781,49.0886,43.8299,55.1968,60.7287,67.7425,65.1255,51.7016,61.7698,123.1937,41903.7146,3.4,0.0,val
-4583,Bermuda,MCA,tropical_moist,-64.87,32.264,30.0,16,other,suburban,96.6,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.3,1.3,0.0,0.0,0.0,0.0,0.0,0.0,1.0365,0.91,5390,8137,9514,24,17.03,62,28.5582,27.3123,27.8746,29.3,17.6,36.5,41.6,45.85,47.15,29.5517,43.7318,13.9733,1892.2196,0.0,0.0,train
-4584,Hungary,EUR,warm_dry,19.583333,46.966667,125.0,4,background,remote,0.0,0.0,0.0,0.0,1.3,2.5,0.0,0.0,0.0,0.0,0.0,0.0,44.1,2.6,48.2,0.0,0.0,2.665,0.0,1.5195299999999998,2.18,4503,4698,4702,6,7.47,61,29.0395,36.8127,21.1519,27.1221,16.3278,39.9212,52.7178,65.2834,63.6121,41.3633,59.4471,129.3493,24863.1046,8.25,0.0,train
-4587,Bulgaria,EUR,cool_moist,23.5856,42.1792,2925.0,1092,background,remote,0.0,21.4,0.0,0.0,5.6,40.4,0.0,0.0,1.4,0.0,15.8,0.0,7.6,0.0,6.0,0.0,0.0,0.0,0.0,0.026368,1.13,580,580,1791,0,0.39,47,65.5899,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,89.8229,71.1861,86.34,-999.0,-999.0,179.5,-999.0,train
-4589,Egypt,NAF,tropical_dry,31.28333,30.08333,35.0,6,background,remote,0.0,0.0,0.0,0.0,0.0,0.0,0.0,5.4,0.0,0.0,0.0,0.0,20.9,29.9,6.7,0.0,36.0,0.0,0.0,404.837,7.09,940909,973786,1669078,63,63.0,63,20.8776,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,57.8677,36.5537,54.8124,-999.0,-999.0,2.5,-999.0,train
-4590,United States of America,NPO,polar_dry,-156.612,71.32300000000001,11.0,2,background,remote,68.3,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,30.0,0.0,0.0,0.0,0.0,1.2,0.0,0.0,0.0,3.55965,0.16,121,123,124,19,22.44,62,27.2639,27.3085,27.2244,29.074,21.13,34.855,38.312,42.7,41.2273,29.7811,38.9415,10.367,678.4281,0.0,0.0,test
-4591,Antarctica,SPO,unknown,166.67700000000002,-77.845,184.0,79,background,remote,88.2,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,11.3,0.0,0.0,0.0,0.0,0.08,0,0,0,0,0.0,0,26.8537,26.8362,26.9039,28.448,20.482,33.684,35.5072,36.37,36.007,27.5741,35.5244,3.5541,0.0,0.0,0.0,test
-4593,Argentina,SAM,cool_moist,-68.3107,-54.8484,18.0,0,background,remote,25.1,6.7,0.0,0.0,17.8,19.8,0.0,1.1,0.0,0.0,24.8,0.0,0.0,1.4,0.0,1.2,0.0,0.0,0.0,0.258221,0.41,49,102,103,26,24.12,62,20.3369,21.2734,19.4984,19.9,14.35,26.72,30.8,33.34,32.7175,23.3124,31.9428,2.6794,0.0,0.0,0.0,train
-4597,Canada,NAM,cool_dry,-110.185,51.6724,707.0,27,background,remote,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,66.5,0.0,33.4,0.0,0.0,0.0,0.0,0.316,0.0,0.051031,0.79,3,3,15,0,0.0,10,30.1639,34.4191,25.8636,29.3333,23.0,36.6667,44.0,53.6667,51.8333,37.5164,49.2467,43.0035,8891.2406,0.0,0.0,val
-4599,Algeria,NAF,warm_dry,5.63,23.27,2710.0,418,background,remote,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,100.0,0.0,0.0,3.8e-05,0.47,6,6,6,0,0.0,0,40.1122,39.5724,40.6309,39.6,35.6,43.8,48.8,56.2,53.45,41.9954,48.7306,63.2509,10532.0786,0.2,0.0,train
-4600,Malta,EUR,tropical_dry,14.218256,36.072222,160.0,97,background,remote,91.7,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.5,0.0,4.2,1.5,0.0,0.0,0.0,0.0,0.0,0.936243,1.29,7501,7501,14824,43,25.98,62,43.0526,44.4483,41.6425,42.1942,37.2863,48.1298,53.9622,61.2698,58.943999999999996,46.6927,57.4079,79.2347,25755.3586,1.75,0.0,train
-4603,New Zealand,PAN,warm_moist,174.87,-41.41,85.0,-2,background,remote,63.8,0.0,4.8,0.0,0.0,20.4,0.0,0.0,2.0,0.0,3.3,0.0,1.1,3.6,0.0,0.0,0.0,0.0,0.0,0.002656,0.69,157,1015,27930,0,0.17,63,22.753,23.3365,22.1874,23.18,17.82,27.9,31.02,33.24,32.725,25.0759,31.9753,2.91,0.0,0.0,0.0,train
-4604,Netherlands,EUR,cool_moist,6.28,53.33,0.0,0,background,remote,23.3,1.2,0.0,0.0,0.0,1.4,0.0,0.0,0.0,0.0,33.7,1.1,18.8,3.0,16.8,0.0,0.0,2.786,0.0,1.71615,3.75,1532,1778,6916,11,10.11,62,26.3363,30.0514,22.6025,26.9746,17.152,35.2818,42.0371,51.4397,49.5478,34.1834,48.1024,90.2803,6610.3358,1.4,0.2,val
-4608,United States of America,NAM,cool_moist,-105.544,40.0362,3035.0,486,background,unknown,0.0,70.8,0.0,0.0,0.0,0.0,0.0,0.0,1.6,0.0,24.8,0.0,0.0,2.2,0.0,0.0,0.0,0.0,0.0,0.094011,1.31,361,408,46777,0,0.92,63,47.543,48.4315,45.8367,47.5025,42.4525,52.3825,57.6985,65.7907,63.3328,52.5879,64.0667,152.7641,41264.8497,8.5,0.0,train
-4610,Antarctica,SPO,unknown,24.8,-89.99600000000001,2841.0,5,background,remote,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,10.3,0.0,0.0,89.7,0.0,0.0,0.0,0.0,0.11,0,0,0,0,0.0,0,29.2493,29.2263,29.2717,30.76,24.09,34.22,35.54,37.4168,36.395,30.2316,35.5143,6.2174,111.3831,0.0,0.0,test
-4611,Switzerland,EUR,polar_moist,7.985,46.5475,3580.0,1710,background,remote,4.4,7.3,0.0,0.0,0.0,24.2,0.0,1.3,0.0,0.0,34.5,0.0,2.8,0.0,4.8,18.7,0.0,0.0,0.0,0.027505,0.49,0,88,19577,0,1.45,55,52.0616,52.0516,52.1299,51.36,45.84,57.9,63.92,71.96,69.7483,55.4334,66.9972,228.7499,53750.5151,18.0,1.0,train
-4612,Germany,SPO,unknown,-8.25,-70.65,42.0,24,background,remote,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.05,0,0,0,0,0.0,0,24.794,24.8015,24.9095,25.61,18.057000000000002,31.818,33.775999999999996,35.1775,34.5846,25.6632,34.0114,3.158,0.0,0.0,0.0,train
-4614,Argentina,SPO,unknown,-56.62477875,-64.24005890000001,198.0,16,background,remote,96.6,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.2,0.0,0.0,2.1,0.0,0.0,0.0,0.0,0.13,0,0,0,0,0.0,0,17.5061,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,24.5793,-999.0,-999.0,-999.0,-999.0,train
-4616,Germany,EUR,cool_moist,10.98,47.42,2656.0,1446,background,remote,2.8,37.7,0.0,0.0,0.0,37.2,0.0,1.2,0.0,0.0,13.1,0.0,0.0,1.6,4.3,0.0,0.0,0.0,0.0,1.39952,1.14,711,1129,1435,6,6.75,50,48.7135,48.4539,49.0227,48.131,42.8805,54.2145,60.2506,68.2703,65.557,51.4383,62.3654,142.1428,39620.0377,7.0,0.0,test
-4620,Canada,NAM,cool_moist,-79.78139,44.2325,253.0,24,background,remote,3.6,0.0,0.0,0.0,2.1,6.2,0.0,0.0,0.0,0.0,0.0,0.0,31.9,2.8,51.9,0.0,0.0,1.153,0.0,2.83402,2.31,1330,1448,22467,13,14.35,63,31.1322,35.2587,26.9517,30.6667,22.6667,38.3333,46.6667,60.3333,58.4583,39.213,51.312,135.567,13284.1895,5.0,0.0,val
-4621,United States of America,NAM,warm_moist,-124.15100000000001,41.0541,107.0,0,other,suburban,48.6,32.6,0.0,0.0,0.0,13.6,0.0,0.0,0.0,0.0,0.0,0.0,1.3,0.0,1.3,0.0,0.0,0.0,0.0,0.0025039999999999997,0.47,37,82,4856,6,3.43,51,26.8973,28.3157,25.4656,26.78,19.8,33.94,39.76,45.64,44.02,31.4899,43.6945,16.2679,2233.6056,0.0,0.0,train
-4622,Argentina,SAM,warm_dry,-65.6,-22.1,3459.0,17,background,remote,0.0,0.0,0.0,0.0,0.0,0.0,0.0,98.8,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.119932,0.49,182,291,291,59,21.59,61,26.2367,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,39.0873,-999.0,-999.0,-999.0,-999.0,test
-4623,Canada,NAM,cool_moist,-65.20583,44.433609999999994,127.0,34,background,remote,3.4,5.2,0.0,0.0,0.0,91.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.013344,1.13,25,52,206,0,0.32,10,29.9196,32.523,27.2706,30.3333,23.0,37.0,42.0,49.0,47.9306,35.5596,45.32,35.3368,4618.2889,0.0,0.0,train
-4628,Cape Verde,SAF,tropical_dry,-24.871,16.848,10.0,0,background,remote,86.9,0.0,0.0,0.0,0.0,0.0,0.0,3.2,0.0,0.0,6.1,0.0,0.0,0.0,2.0,0.0,1.4,0.0,0.0,0.31945300000000004,0.34,148,2995,4383,0,0.0,60,32.1268,31.7201,32.556,32.8682,26.7537,37.571999999999996,41.3014,45.2952,44.1525,34.2044,41.7325,13.8583,1597.9117,0.0,0.0,train
-4633,American Samoa,OCN,tropical_wet,-170.56400000000002,-14.247,42.0,17,background,unknown,94.5,0.0,2.8,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,2.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.18,0,3482,13838,7,3.46,47,15.3202,14.8154,14.8943,14.15,10.325,18.6,23.7,29.525,26.6594,16.4198,23.6589,2.628,2.0036,0.0,0.0,test
-4635,France,SPO,unknown,123.3335,-75.09985999999999,3233.0,2,background,remote,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.01,0,0,0,0,0.0,0,28.5596,28.5406,28.6892,29.3,24.575,33.05,34.6,36.400999999999996,35.3156,29.3006,34.446,5.625,50.8694,0.0,0.0,test
-4636,Czech Republic,EUR,cool_moist,15.080279999999998,49.57339,534.0,66,background,remote,0.0,3.0,0.0,0.0,0.0,23.4,0.0,0.0,0.0,0.0,0.0,0.0,23.8,1.5,47.1,0.0,0.0,4.7010000000000005,0.0,0.863685,2.31,250,565,3150,6,6.33,48,30.4528,34.6639,26.2299,29.4729,21.4631,38.3549,47.9386,59.8982,58.0636,38.0915,52.9091,94.7851,14380.5532,2.0,0.0,val
-4638,Latvia,EUR,cool_moist,25.90556,57.13485,182.0,23,background,remote,0.0,0.0,0.0,0.0,0.0,76.0,0.0,0.0,0.0,0.0,2.0,0.0,0.0,0.0,20.3,0.0,0.0,0.147,0.0,0.089246,1.25,164,178,226,0,0.0,18,30.1823,33.5049,26.8923,29.8674,22.4506,37.9105,45.8032,54.5228,52.7689,36.8937,51.321000000000005,61.8171,9897.0689,0.8,0.0,val
-4639,Canada,NAM,boreal_moist,-74.97639000000001,49.82222,381.0,16,background,remote,4.8,48.7,0.0,0.0,0.0,23.9,0.0,0.0,19.2,1.2,0.0,1.1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.17549800000000002,0.65,0,0,453,0,1.23,40,29.0648,31.8369,26.3359,29.3333,21.3333,36.6667,42.6667,50.6667,48.4167,34.7241,46.5852,44.0601,5337.876,0.6667,0.0,train
-4640,Indonesia,SEA,tropical_wet,100.32,-0.2,864.5,128,background,remote,3.2,0.0,81.4,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,3.2,3.7,0.0,8.0,0.0,0.0,0.0,2.491,4.6906099999999995,0.0,2037,3273,41791,0,0.31,57,12.5212,12.2723,12.3431,11.775,8.025,15.575,19.75,27.139,24.6187,15.3617,24.416999999999998,3.4918,69.6901,0.0,0.0,train
-4648,Czech Republic,EUR,cool_moist,15.083329999999998,49.58333,534.0,44,background,remote,0.0,3.0,0.0,0.0,0.0,23.4,0.0,0.0,0.0,0.0,0.0,0.0,23.8,1.5,47.1,0.0,0.0,4.7010000000000005,0.0,0.863685,2.31,250,565,3150,6,6.34,48,29.3223,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,46.7898,-999.0,-999.0,-999.0,-999.0,val
-4897,Japan,EAS,cool_moist,141.2,45.11666667,40.0,-32,background,remote,90.8,0.0,0.0,0.0,0.0,5.2,0.0,0.0,1.2,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.059000000000000004,0.0,0.277158,0.7,30,436,462,11,4.8,26,37.1144,38.4208,35.7864,37.2333,30.1,44.1333,50.12,58.56399999999999,55.7179,41.132,53.1974,103.825,14496.8839,2.3333,0.0,test
-4898,Japan,EAS,cool_moist,145.5,43.15,49.0,-2,background,remote,80.7,0.0,0.0,0.0,0.0,5.5,0.0,0.0,0.0,0.0,0.0,0.0,2.0,0.0,8.3,0.0,0.0,0.0,0.0,0.081332,0.83,21,545,1035,0,1.97,60,37.3483,37.7731,36.8868,37.5833,31.4,43.2917,48.8333,56.842,54.4875,40.2357,52.1841,78.4161,11773.6113,1.0,0.0,train
-4899,Japan,EAS,cool_moist,140.35,41.25,105.0,74,background,remote,76.2,0.0,0.0,0.0,0.0,21.7,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.421295,1.18,794,954,1047,6,3.42,23,39.2182,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,52.2503,-999.0,-999.0,-999.0,-999.0,test
-4900,Japan,OCN,tropical_moist,142.2166667,27.08333333,47.0,163,background,remote,98.2,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.38,272,272,272,6,3.39,15,30.2837,30.6155,29.918000000000003,32.7,13.5333,44.4,51.5,59.9,57.125,34.1592,52.7932,75.5053,13291.5328,1.0,0.0,train
-4901,Japan,EAS,warm_moist,138.4,38.23333333,136.0,116,background,remote,74.9,1.0,0.0,0.0,1.6,18.4,0.0,0.0,0.0,0.0,0.0,0.0,2.6,0.0,0.0,0.0,0.0,0.0,0.0,1.07946,1.23,576,774,3377,0,0.0,42,49.2829,49.4434,49.165,47.9333,41.6333,56.2333,64.1667,77.8133,73.3042,52.9128,70.1242,338.2888,46514.2505,31.6667,1.3333,train
-4902,Japan,EAS,cool_moist,137.8,36.7,1850.0,850,background,remote,0.0,0.0,0.0,0.0,3.0,72.3,0.0,0.0,2.4,0.0,9.2,0.0,2.3,0.0,9.7,0.0,0.0,1.4880000000000002,0.0,0.827218,1.54,886,1019,4547,14,18.57,54,49.8122,50.4758,51.2428,48.8,40.6,60.4,71.75,84.75,82.3187,54.8539,78.9006,401.4286,53380.3573,61.5,5.5,train
-4903,Japan,EAS,warm_moist,136.68333330000002,35.56666667,140.0,286,background,rural,0.0,0.0,0.0,0.0,2.7,74.9,0.0,0.0,1.7,0.0,0.0,0.0,10.9,8.5,0.0,0.0,0.0,0.107,0.341,0.33132,2.49,2497,16610,53853,7,9.35,63,21.0591,24.385,17.7037,19.6333,10.5,29.8333,39.2667,52.1667,49.6333,29.9849,48.8979,99.6007,5592.1619,2.0,0.3333,val
-4904,Japan,EAS,warm_moist,133.1833333,36.28333333,90.0,-41,background,remote,83.5,1.8,0.0,0.0,0.0,14.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.863783,1.28,367,678,1747,5,0.96,25,45.6453,46.8084,44.4794,44.3667,38.3,52.3667,61.1133,76.0793,71.4792,50.5491,67.4681,302.487,37124.2573,25.6667,1.6667,train
-4905,Japan,EAS,warm_moist,131.8,34.68333333,53.0,0,background,urban,42.9,0.0,0.0,0.0,0.0,54.8,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.02331,1.82,996,2753,2753,31,19.97,52,33.7147,40.01,27.4311,33.8333,21.2333,44.3,54.2333,68.366,64.6917,45.0503,62.7642,221.1723,25964.7113,14.6667,0.3333,train
-4906,Japan,EAS,warm_moist,132.9333333,33.36666667,790.0,126,background,remote,0.0,0.0,0.0,0.0,0.0,98.9,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.4055,1.88,340,341,1800,0,2.01,21,34.327,33.8554,33.3265,34.2,26.5,41.75,50.85,63.144,59.3,37.2168,50.7659,134.3889,12053.9686,5.0,0.0,train
-4907,Japan,EAS,tropical_wet,128.25,26.86666667,60.0,0,background,remote,85.5,0.0,13.4,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.11588699999999999,0.73,24,335,870,0,0.19,22,35.2434,35.4548,35.1358,41.1,15.0417,48.7667,57.0967,70.1567,65.0851,38.9781,59.5022,213.6029,24388.1158,12.6667,0.6667,val
-4909,Thailand,SEA,tropical_moist,100.5333333,13.76666667,2.0,3,background,urban,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,4.9,5.4,10.1,54.3,23.6,0.0,0.0,0.0,12.719000000000001,16.7034,7.02,268471,434250,434250,63,63.0,63,17.6228,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,test
-4910,Thailand,SEA,tropical_moist,100.5666667,13.73333333,2.0,7,background,urban,5.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,5.1,7.6,8.0,51.1,21.6,0.0,0.0,0.0,6.068,16.7034,7.02,276954,434250,434250,63,63.0,63,16.9832,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,test
-4911,Thailand,SEA,tropical_wet,98.58333333,14.76666667,170.0,272,background,remote,5.7,0.0,64.1,0.0,0.0,2.7,0.0,0.0,12.4,0.0,0.0,2.7,0.0,0.0,10.5,0.0,0.0,0.0,1.17,0.617436,0.89,210,210,522,7,5.9,24,16.8825,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,train
-4912,Thailand,SEA,tropical_moist,98.93333333,18.76666667,350.0,55,background,rural,0.0,0.0,20.5,0.0,0.0,0.0,0.0,0.0,23.5,0.0,0.0,0.0,4.5,5.8,44.7,0.0,0.0,0.0,2.356,2.06744,2.23,34149,34149,34149,59,51.23,63,23.395,33.8648,12.0437,16.0,7.5,31.5,54.5,81.5,75.1667,42.9133,84.2293,396.8204,31130.7035,40.0,14.0,train
-4915,Canada,NAM,cool_moist,-82.12139,49.386390000000006,245.0,12,background,rural,0.0,6.4,0.0,0.0,0.0,89.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,2.8,0.0,0.0,0.024,0.0,0.005047,0.63,56,56,1293,0,5.99,59,26.5489,29.761,23.2921,27.0,18.0,35.0,41.5,50.0,47.8125,32.9219,45.2,30.7528,4290.2336,0.0,0.0,train
-4916,Canada,NAM,cool_dry,-104.20416999999999,50.20278,600.0,1,background,rural,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,99.6,0.0,0.0,0.0,0.0,3.338,0.0,0.15870499999999998,0.82,15,15,251,0,3.37,24,29.0069,33.5228,24.4759,29.0,21.0,36.5,43.5,52.5,50.4167,36.8207,47.7542,37.5257,7409.9926,0.0,0.0,test
-4923,Canada,NAM,cool_moist,-72.86166999999999,45.05028,203.0,87,background,rural,3.7,0.0,0.0,0.0,28.9,15.7,0.0,0.0,0.0,0.0,0.0,0.0,7.4,0.0,42.7,0.0,0.0,0.0,0.0,0.697399,1.71,105,348,2468,9,7.86,58,32.0173,33.964,30.0729,32.0,25.0,39.0,45.5,53.98,52.125,37.3145,47.6889,54.9941,8009.4888,1.0,0.0,train
-4924,Canada,NAM,boreal_moist,-60.36666999999999,53.31111,39.0,24,background,rural,12.5,64.3,0.0,0.0,0.0,1.2,0.0,2.2,9.1,4.7,1.2,3.5,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.118055,0.38,311,311,311,57,38.14,59,29.1747,30.6859,27.6517,30.0,22.0,36.0,41.0,46.0,44.875,33.1863,43.1,15.0887,2411.8067,0.0,0.0,train
-4926,Canada,NAM,cool_moist,-64.22639000000001,50.271390000000004,14.0,1,background,rural,53.7,36.9,0.0,0.0,0.0,2.7,0.0,0.0,3.6,0.0,1.0,1.5,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.146044,0.67,11,17,158,0,1.1,17,25.5745,28.706999999999997,22.3869,26.5,17.5,35.5,40.0,45.5,44.0625,31.7234,42.4333,12.4521,1890.2582,0.0,0.0,test
-4928,Canada,NAM,boreal_moist,-90.2175,51.452220000000004,370.0,13,background,rural,4.0,81.0,0.0,0.0,0.0,5.3,0.0,0.0,5.6,0.0,0.0,2.7,0.0,0.0,0.0,0.0,0.0,0.021,0.0,0.096743,0.53,24,24,30,16,8.12,31,30.6361,32.9321,28.3276,31.0,23.5,37.5,43.5,50.0,48.8125,35.5157,46.3722,42.4784,5687.6804,0.0,0.0,train
-4929,Canada,NAM,cool_moist,-72.55694,45.088609999999996,845.0,528,background,rural,2.2,0.0,0.0,0.0,48.3,30.1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,18.3,0.0,0.0,0.0,0.0,0.675938,1.45,106,106,2468,7,9.66,58,35.6287,35.7049,35.5057,36.0,29.0,42.0,48.5,56.5,54.2321,39.4869,50.5679,75.8976,9282.3703,1.0,0.0,train
-4931,Canada,NAM,boreal_dry,-116.00861,63.50833000000001,240.0,22,background,rural,2.1,1.6,0.0,1.5,0.0,0.0,0.0,30.4,25.8,35.9,1.4,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.08291,0.23,0,0,0,8,0.54,9,29.0891,30.4144,27.7792,29.5,23.5,34.5,40.0,46.5,45.75,32.6122,41.7778,18.1789,2379.6169,0.0,0.0,val
-4935,Austria,EUR,cool_moist,14.879178,48.120277,270.0,14,background,suburban,0.0,1.2,0.0,0.0,0.0,38.6,0.0,0.0,0.0,0.0,0.0,0.0,22.7,2.3,34.9,0.0,0.0,2.707,0.0,5.33295,2.82,1316,1318,1550,44,28.33,56,21.3494,27.857,14.8636,19.3103,7.0128,31.869,44.5483,60.4333,58.3518,33.1963,54.3479,111.587,12383.2473,2.75,0.0,train
-4936,Austria,EUR,cool_moist,15.321947,47.855278000000006,891.0,163,background,rural,0.0,8.4,0.0,0.0,0.0,84.1,0.0,0.0,0.0,0.0,1.1,0.0,1.3,0.0,4.6,0.0,0.0,0.038,0.0,0.8736440000000001,1.59,403,582,1221,5,4.24,25,34.2335,37.5945,32.1849,35.0695,26.7056,42.7456,51.2217,61.6803,60.5749,41.5447,55.5534,106.2464,16670.6634,2.75,0.0,val
-4937,Austria,EUR,cool_moist,15.367789000000002,46.651947,785.0,349,background,rural,0.0,4.5,0.0,0.0,0.0,72.0,0.0,0.0,0.0,0.0,0.0,0.0,2.5,2.0,18.2,0.0,0.0,0.003,0.0,0.628655,2.37,690,1634,27819,6,5.12,63,35.5818,36.8887,34.2785,35.4228,25.2705,45.8732,54.9179,64.9793,63.4861,41.2675,58.4864,126.8483,20280.478,5.75,0.0,test
-4938,Austria,EUR,cool_moist,13.705003,46.558887,574.0,20,industrial,rural,0.0,10.2,0.0,0.0,0.0,71.0,0.0,0.0,0.0,0.0,7.1,0.0,2.1,1.6,6.5,0.0,0.0,0.0,0.0,1.32992,1.51,941,1303,6330,23,13.61,61,22.8325,29.1893,16.4661,20.3052,8.169,35.144,47.5727,59.2417,57.8139,34.0324,53.2232,89.2984,13209.7975,1.75,0.0,val
-4942,Austria,EUR,cool_moist,13.632792000000002,47.716667,460.0,36,background,suburban,4.0,12.1,0.0,0.0,0.0,63.2,0.0,0.0,0.0,0.0,7.3,0.0,1.5,0.0,9.4,0.0,0.0,0.0,0.0,1.6984099999999998,2.06,997,997,2115,35,13.35,43,20.8921,28.5047,18.1338,21.4843,10.7938,33.4058,45.0428,59.0974,57.2101,33.6218,52.4197,98.3376,11888.5225,1.5,0.0,train
-4943,Austria,EUR,cool_moist,16.206951,47.959998999999996,286.0,105,background,suburban,0.0,3.0,0.0,0.0,2.0,40.7,0.0,0.0,0.0,0.0,0.0,0.0,34.9,13.5,5.4,0.0,0.0,0.0,0.0,4.08287,3.63,2545,2545,47085,49,38.5,63,28.4003,32.2912,24.4745,28.4676,16.6405,38.6578,48.8962,61.6785,59.6361,37.2359,56.2492,130.9227,16053.5808,3.25,0.25,test
-4946,Austria,EUR,cool_moist,14.795010999999999,46.585556,480.0,28,background,rural,0.0,6.7,0.0,0.0,0.0,77.8,0.0,0.0,0.0,0.0,0.0,0.0,2.9,0.0,10.9,0.0,0.0,0.23800000000000002,0.0,0.518843,1.94,679,685,5259,21,12.55,39,20.6096,27.3591,13.7913,16.7452,5.117,33.1626,46.5021,60.3832,57.6813,32.0773,54.1096,93.8496,13145.9345,2.0,0.0,train
-4947,Austria,EUR,cool_moist,9.82723,47.156113,580.0,34,background,suburban,1.2,12.5,0.0,0.0,0.0,38.1,0.0,4.5,0.0,0.0,29.8,0.0,1.8,1.7,9.2,0.0,0.0,0.0,0.0,1.6744700000000001,1.66,699,700,6414,41,21.81,54,22.5148,27.27,17.3726,20.304000000000002,6.6651,34.9336,46.8103,61.5318,59.1475,32.9365,54.1694,140.36,13146.4767,4.25,0.0,train
-4949,Austria,EUR,cool_moist,15.495010999999998,46.873055,449.0,98,background,rural,0.0,0.0,0.0,0.0,0.0,57.6,0.0,0.0,0.0,0.0,0.0,0.0,7.3,4.6,29.4,0.0,0.0,0.575,0.0,1.75163,2.71,1632,1664,23854,14,16.1,63,28.7401,32.0644,25.4308,27.9272,15.7041,40.523,51.4918,63.7462,61.8471,38.0319,57.0369,117.0254,17805.2183,4.5,0.0,val
-4951,Austria,EUR,cool_moist,13.040006,48.258334999999995,350.0,7,background,suburban,0.0,4.3,0.0,0.0,0.0,24.4,0.0,0.0,0.0,0.0,0.0,0.0,25.9,3.6,41.1,0.0,0.0,2.763,0.0,2.56366,2.95,1309,1345,2788,51,28.32,60,18.6669,26.8192,13.0695,17.246,5.8286,30.1078,43.519,58.99100000000001,56.7469,31.8261,52.7948,104.3472,11513.9592,1.3333,0.0,train
-4959,Austria,EUR,cool_moist,15.212789,46.813889,368.0,39,background,suburban,0.0,7.8,0.0,0.0,0.0,71.3,0.0,0.0,0.0,0.0,0.0,0.0,4.3,0.0,15.2,0.0,0.0,0.174,0.0,1.40184,2.75,1022,1022,3455,44,20.34,53,21.7032,26.5614,16.7903,19.4293,6.9893,33.5187,45.8805,59.1022,57.6017,31.8416,54.0742,96.77799999999999,12699.223999999998,1.5,0.0,val
-4961,Austria,EUR,cool_moist,15.546679000000001,48.371109000000004,305.0,159,background,rural,0.0,1.7,0.0,0.0,0.0,46.0,0.0,0.0,0.0,0.0,0.0,0.0,35.7,3.2,13.2,0.0,0.0,1.7309999999999999,0.0,0.618027,2.85,881,2863,6166,6,12.89,59,26.2336,32.0892,22.1053,26.2312,15.856,36.2448,47.0588,61.7103,60.0676,36.5118,50.6502,132.4192,14879.3234,5.0,0.25,val
-4963,Austria,EUR,cool_dry,16.526674,47.84,160.0,18,background,suburban,6.6,3.8,0.0,0.0,3.0,21.1,0.0,0.0,0.0,0.0,1.0,0.0,43.9,9.6,10.1,0.0,0.0,0.0,0.0,2.20208,3.11,3158,3903,8998,51,30.13,62,26.4335,29.7412,22.4049,25.7152,13.9164,36.3693,46.8318,60.3453,58.5615,34.9391,53.5197,117.9539,13076.0257,2.75,0.0,train
-4966,Austria,EUR,cool_moist,13.671114000000001,48.39167,525.0,174,background,rural,0.0,1.5,0.0,0.0,0.0,20.8,0.0,0.0,0.0,0.0,0.0,0.0,41.3,0.0,35.1,0.0,0.0,2.255,0.0,1.66925,2.95,1336,1513,5969,8,7.74,56,26.2961,32.2992,25.967,28.2968,18.4529,38.8794,49.5234,61.9247,59.1611,36.4036,54.312,111.00399999999999,14918.556,3.25,0.0,test
-4972,Austria,EUR,cool_moist,15.919448000000001,48.10611,581.0,272,background,rural,0.0,1.9,0.0,0.0,2.5,67.3,0.0,0.0,0.0,0.0,0.0,0.0,14.5,3.0,10.8,0.0,0.0,0.24600000000000002,0.0,5.29467,2.93,2162,2534,51858,6,5.88,57,32.1323,35.3382,32.266999999999996,33.681,24.3539,43.1957,52.6103,64.5022,62.5754,39.9057,57.4868,138.5583,17339.9136,6.25,0.0,train
-4974,Austria,EUR,cool_moist,16.078901000000002,47.046944,276.0,18,background,suburban,0.0,0.0,0.0,0.0,0.0,48.4,0.0,0.0,0.0,0.0,0.0,0.0,14.2,1.6,34.7,0.0,0.0,0.89,0.0,1.74702,2.53,1267,1313,1756,43,21.91,56,21.7934,29.6639,13.9472,18.5525,4.8044,35.4557,48.2446,61.1163,59.3066,35.3355,55.0866,87.1375,15772.8548,1.0,0.0,train
-4976,Austria,EUR,cool_moist,13.915,46.69361,1895.0,1211,background,rural,1.0,11.8,0.0,0.0,0.0,71.2,0.0,0.0,0.0,0.0,2.1,0.0,1.0,1.7,10.8,0.0,0.0,0.0,0.0,3.8619800000000004,1.67,939,4533,6330,10,11.05,61,46.06100000000001,45.6152,46.5543,45.1792,39.3533,52.6336,59.8884,68.0786,65.5303,48.7831,62.4486,139.4357,31632.6258,6.5,0.0,val
-4979,Austria,EUR,cool_moist,15.49361,47.06694,481.0,98,background,suburban,0.0,0.0,0.0,0.0,0.0,68.3,0.0,0.0,0.0,0.0,0.0,0.0,5.8,5.4,20.0,0.0,0.0,0.643,0.0,13.0907,3.18,23772,23854,23854,58,47.03,63,28.1563,29.9496,26.3573,27.9206,15.0588,40.8583,50.8812,60.3837,58.6441,35.6137,54.2605,81.2708,14527.2371,0.6667,0.0,val
-4982,Austria,EUR,cool_moist,15.414179999999998,47.095554,348.0,6,background,suburban,0.0,0.0,0.0,0.0,0.0,69.9,0.0,0.0,0.0,0.0,0.0,0.0,5.5,5.9,18.0,0.0,0.0,0.249,0.0,13.0907,3.18,20698,23835,23854,63,52.19,63,20.2233,26.386999999999997,14.0984,16.4292,4.1618,32.6387,46.6326,60.0132,58.2213,32.0974,54.5286,93.7272,13812.0386,2.0,0.0,val
-4986,Austria,EUR,cool_moist,15.438614000000001,47.077221,450.0,20,background,urban,0.0,0.0,0.0,0.0,0.0,69.9,0.0,0.0,0.0,0.0,0.0,0.0,5.5,5.9,18.0,0.0,0.0,0.643,0.0,13.0907,3.18,23854,23854,23854,63,58.8,63,23.8305,27.4969,20.2263,22.2422,9.0487,36.1592,47.7498,60.4271,58.8782,33.1808,54.2883,95.9309,13719.3633,3.25,0.0,val
-4988,Austria,EUR,cool_moist,15.434175,47.041942999999996,345.0,12,background,urban,0.0,1.1,0.0,0.0,0.0,66.3,0.0,0.0,0.0,0.0,0.0,0.0,6.1,5.4,20.8,0.0,0.0,0.643,0.0,13.0907,3.18,14157,23854,23854,63,60.92,63,18.5032,25.5513,11.4384,13.0774,1.6573,31.4972,46.1118,60.1222,58.2598,31.337,54.6267,92.9871,13429.3621,1.5,0.0,val
-4991,Austria,EUR,cool_moist,14.330010999999999,47.040276,1648.0,722,background,rural,0.0,18.6,0.0,0.0,0.0,68.3,0.0,0.0,0.0,0.0,1.5,0.0,1.5,0.0,9.8,0.0,0.0,0.0,0.0,0.664463,1.27,479,554,598,0,1.28,37,44.0469,43.4609,44.5805,43.3628,37.5042,50.047,57.2398,65.5364,63.4512,46.8612,59.6921,124.7316,24630.656000000003,2.5,0.0,train
-4995,Austria,EUR,cool_moist,13.796679000000001,47.616665000000005,980.0,51,background,rural,1.1,14.7,0.0,0.0,0.0,56.3,0.0,1.3,0.0,0.0,16.3,0.0,1.0,0.0,7.5,0.0,0.0,0.149,0.0,1.49241,1.58,354,355,1738,24,13.1,49,33.5283,35.5118,31.573,33.4922,25.6767,41.1255,48.5015,57.6546,56.3439,39.071999999999996,52.0465,79.7993,12993.8566,1.75,0.0,train
-4996,Austria,EUR,cool_moist,14.574728,48.531113,918.0,252,background,rural,0.0,8.6,0.0,0.0,0.0,47.1,0.0,0.0,0.0,0.0,0.0,0.0,7.9,0.0,35.7,0.0,0.0,0.542,0.0,2.10917,2.3,918,919,3272,9,9.44,38,36.22,37.3972,35.8225,36.074,27.9554,44.9267,54.1594,64.1397,61.8786,41.5109,54.3056,123.9469,18116.5979,4.0,0.0,test
-4997,Austria,EUR,cool_dry,16.73057,48.334721,161.0,13,background,suburban,0.0,0.0,0.0,0.0,1.1,10.2,0.0,0.0,0.0,0.0,0.0,0.0,69.8,8.8,9.0,0.0,0.0,0.0,0.0,0.899912,2.96,1041,1042,51858,29,19.85,63,27.8929,32.9015,22.8677,26.9306,17.1786,36.9636,48.3812,61.797,60.0043,37.3762,55.9501,118.8214,16374.8688,4.25,0.0,train
-5000,Austria,EUR,cool_dry,16.961123,48.14389,165.0,39,background,suburban,1.1,1.2,0.0,0.0,5.4,10.9,0.0,0.0,0.0,0.0,0.0,0.0,60.7,10.0,10.2,0.0,0.0,0.0,0.0,4.60889,3.15,1141,5994,45557,26,19.78,63,28.7865,32.7951,24.7426,27.493000000000002,17.4402,38.6559,50.1741,63.6274,62.1868,37.6904,57.8717,135.61700000000002,17711.2922,6.25,0.0,val
-5006,Austria,EUR,cool_moist,13.105839999999999,47.666946,650.0,234,industrial,rural,1.2,9.5,0.0,0.0,0.0,53.0,0.0,0.0,0.0,0.0,10.4,0.0,1.3,5.3,17.7,0.0,0.0,0.0,0.0,4.5975,1.88,1312,1737,29153,34,24.32,62,30.8072,32.7924,28.8431,30.7629,20.7175,40.4954,50.2606,63.5842,61.4255,37.8319,56.6968,164.4071,16362.3453,7.75,0.0,train
-5008,Austria,EUR,cool_moist,15.971944,47.282776,349.0,94,background,suburban,0.0,2.0,0.0,0.0,0.0,58.5,0.0,0.0,0.0,0.0,0.0,0.0,10.7,1.6,27.1,0.0,0.0,1.047,0.0,2.01593,2.54,1005,1006,1281,57,22.26,57,21.6268,28.2476,15.1035,18.8999,5.6835,35.0899,46.5597,58.1154,55.9718,33.4495,52.7011,72.6286,12433.3456,0.5,0.0,train
-5009,Austria,EUR,cool_moist,13.015847,47.972778000000005,730.0,91,background,rural,0.0,4.6,0.0,0.0,0.0,32.4,0.0,0.0,0.0,0.0,1.5,0.0,13.2,4.7,43.2,0.0,0.0,0.5920000000000001,0.0,3.8285199999999997,2.51,2103,2105,29153,9,10.76,62,33.0995,35.0212,31.2086,33.0313,24.4789,41.9503,51.0503,63.1393,60.5699,39.1914,55.8949,125.4002,16786.4243,6.25,0.0,train
-5010,Austria,EUR,cool_moist,15.046679000000001,48.878609000000004,560.0,36,background,rural,0.0,15.4,0.0,0.0,0.0,39.4,0.0,0.0,0.0,0.0,0.0,0.0,18.2,1.0,25.6,0.0,0.0,0.519,0.0,1.49621,2.07,675,675,2436,5,7.01,42,27.9537,34.9344,24.7322,29.0427,19.6799,38.695,49.2095,61.2599,60.0411,38.9055,54.948,107.7012,16336.3981,2.25,0.0,test
-5011,Austria,EUR,cool_moist,10.744175,47.447781,993.0,139,traffic,rural,2.9,31.8,0.0,0.0,0.0,32.8,0.0,2.7,1.4,0.0,18.2,0.0,1.6,0.0,7.5,0.0,0.0,0.0,0.0,2.29877,1.39,384,385,1552,18,16.04,48,25.4452,30.4419,16.741,21.9511,10.0939,36.0652,46.3707,57.9313,55.3823,35.8933,52.2559,82.4334,12318.7697,2.3333,0.0,test
-5013,Austria,EUR,cool_dry,16.433332,48.086109,172.0,3,background,rural,0.0,0.0,0.0,0.0,4.1,22.6,0.0,0.0,0.0,0.0,0.0,0.0,44.3,23.8,4.1,0.0,0.0,0.0,0.0,2.56511,3.73,3130,5186,51858,41,33.46,63,24.9698,31.7944,20.5041,25.5667,12.8141,36.783,48.9028,63.266999999999996,61.2557,36.9805,57.07,164.7635,16913.6166,5.5,1.0,train
-5015,Austria,EUR,cool_moist,15.016666,47.059166,900.0,376,background,rural,0.0,12.1,0.0,0.0,0.0,77.5,0.0,0.0,0.0,0.0,0.0,0.0,1.2,0.0,7.9,0.0,0.0,0.242,0.0,1.7228299999999999,2.46,1094,1095,1846,0,7.64,54,37.2136,37.0209,37.3746,37.4622,28.8515,46.5696,54.7916,64.5283,61.5111,41.4155,57.2463,111.4515,18392.9275,3.75,0.0,train
-5016,Austria,EUR,cool_moist,13.633332999999999,47.358334,1850.0,589,background,rural,0.0,22.2,0.0,0.0,0.0,44.0,0.0,1.8,0.0,0.0,23.5,0.0,1.4,0.0,5.0,0.0,0.0,0.046,0.0,0.025202000000000002,1.45,356,414,1214,21,17.6,52,42.075,41.3008,42.8384,41.8897,36.2727,47.8773,54.3294,62.0263,59.669,45.0544,56.1889,103.8184,18883.8662,1.5,0.0,train
-5018,Austria,EUR,cool_moist,10.682236999999999,47.470001,880.0,34,background,rural,2.5,26.8,0.0,0.0,0.0,34.9,0.0,2.5,1.3,0.0,16.4,0.0,2.0,0.0,12.8,0.0,0.0,0.0,0.0,1.09979,1.45,384,384,1989,22,18.45,48,27.4777,32.1258,22.4638,26.6383,17.6609,36.1075,45.2615,58.3604,55.7339,37.012,51.9156,113.6083,11652.4175,2.0,0.0,test
-5019,Austria,EUR,warm_dry,16.7664,47.77,117.0,3,background,rural,7.2,4.1,0.0,0.0,3.6,12.8,0.0,0.0,0.0,0.0,1.1,0.0,51.3,6.2,12.5,0.0,0.0,4.292,0.0,0.442737,2.69,414,820,4780,8,5.4,57,29.7204,34.7985,24.7491,29.2297,18.4299,39.2779,49.9249,63.2487,61.6983,39.1463,57.4496,134.9582,18755.0101,4.0,0.0,train
-5022,Austria,EUR,cool_moist,11.378067,47.30611,1910.0,943,background,rural,1.5,33.8,0.0,0.0,0.0,28.5,0.0,2.2,0.0,0.0,25.6,0.0,1.5,2.8,3.2,0.0,0.0,0.0,0.0,6.65838,1.5,13125,14608,14608,34,34.92,63,45.1252,44.5082,45.7689,44.4076,38.9987,51.2456,58.1082,67.1669,64.1217,48.2957,60.1023,146.9755,28003.6726,7.25,0.0,val
-5024,Austria,EUR,cool_moist,11.417788999999999,47.271667,570.0,7,traffic,urban,1.3,33.8,0.0,0.0,0.0,28.6,0.0,2.1,0.0,0.0,25.8,0.0,1.4,2.7,3.1,0.0,0.0,0.027000000000000003,0.0,5.64861,1.46,14608,14608,14608,63,52.48,63,16.2058,22.2596,11.1171,12.2445,1.8208,28.0588,42.0442,55.3174,53.0442,27.3582,45.331,60.8173,7616.6438,0.25,0.0,val
-5025,Austria,EUR,cool_moist,11.366667,47.271111,670.0,65,background,suburban,1.5,33.8,0.0,0.0,0.0,28.5,0.0,2.2,0.0,0.0,25.6,0.0,1.5,2.8,3.2,0.0,0.0,0.027000000000000003,0.0,5.52306,1.43,14323,14608,14608,61,47.82,63,21.4651,27.5153,18.3422,20.9444,8.5795,35.0241,47.4957,60.3475,57.7924,32.7909,48.2414,98.2876,12401.8203,2.0,0.0,val
-5027,Austria,EUR,cool_moist,15.500279999999998,48.724445,556.0,103,background,rural,0.0,2.5,0.0,0.0,0.0,34.6,0.0,0.0,0.0,0.0,0.0,0.0,44.3,0.0,17.5,0.0,0.0,5.702999999999999,0.0,0.9452309999999999,1.74,564,565,834,6,4.96,41,32.7218,35.5553,29.8921,31.8676,23.5921,40.8823,50.6695,62.4178,61.1972,39.4829,55.6637,111.3555,16866.9177,4.25,0.0,val
-5028,Austria,EUR,cool_moist,14.677508,47.179446999999996,715.0,36,background,suburban,0.0,17.9,0.0,0.0,0.0,64.1,0.0,0.0,0.0,0.0,3.6,0.0,3.1,1.4,9.3,0.0,0.0,0.255,0.0,1.4589,1.39,597,612,1094,43,25.01,52,21.9094,28.4276,15.4159,19.1703,8.0297,33.679,45.5928,58.0194,55.8112,33.7415,53.1176,70.5126,12125.3441,0.25,0.0,train
-5032,Austria,EUR,cool_moist,14.77222,48.044998,750.0,30,background,rural,0.0,1.1,0.0,0.0,0.0,45.8,0.0,0.0,0.0,0.0,0.0,0.0,21.3,1.9,29.4,0.0,0.0,3.8139999999999996,0.0,1.73117,2.67,1319,1319,4364,30,20.41,57,25.3976,30.3908,20.3302,24.8111,13.9143,35.0952,45.1721,58.1827,56.538999999999994,35.1976,52.873999999999995,81.932,11597.3047,0.75,0.0,train
-5034,Austria,EUR,cool_dry,17.071392000000003,48.109444,138.0,2,background,suburban,1.2,1.4,0.0,0.0,4.5,7.9,0.0,0.0,0.0,0.0,0.0,0.0,65.2,10.4,8.6,0.0,0.0,0.0,0.0,13.190999999999999,3.19,7307,39989,45557,54,42.51,63,26.3848,31.5138,19.812,24.3348,13.8231,35.3649,47.5267,61.7327,59.9776,36.6425,55.5167,112.6922,15611.7272,3.25,0.0,val
-5036,Austria,EUR,cool_moist,14.289173000000002,46.629719,550.0,62,background,suburban,0.0,5.6,0.0,0.0,0.0,68.6,0.0,0.0,0.0,0.0,1.1,0.0,3.1,2.6,18.0,0.0,0.0,0.305,0.0,5.99899,1.92,10711,10711,10711,61,43.6,62,24.6236,29.2754,19.9411,22.6899,8.6085,38.0516,50.7283,62.3893,60.9916,34.3676,57.0357,100.0294,17137.6868,2.25,0.0,test
-5038,Austria,EUR,cool_moist,14.299167,46.626667,445.0,18,background,urban,0.0,5.6,0.0,0.0,0.0,68.6,0.0,0.0,0.0,0.0,1.1,0.0,3.1,2.6,18.0,0.0,0.0,0.305,0.0,5.99899,1.92,9732,10711,10711,61,44.81,62,17.5738,23.4168,11.6324,13.1246,2.4364,29.2413,43.0835,55.2858,53.5879,27.8633,50.7123,49.9022,8793.4127,0.0,0.0,test
-5040,Austria,EUR,cool_moist,14.5289,46.841941999999996,810.0,135,industrial,rural,0.0,8.3,0.0,0.0,0.0,66.5,0.0,0.0,0.0,0.0,0.0,0.0,4.2,1.3,18.7,0.0,0.0,0.07400000000000001,0.0,0.67152,1.8,556,556,10638,15,9.73,53,23.77,29.9988,17.4648,21.2996,10.0662,35.4846,46.5281,59.028999999999996,56.9873,34.5892,52.776,69.1564,12512.4089,0.25,0.0,test
-5042,Austria,EUR,cool_moist,16.304724,48.301388,200.0,107,background,suburban,0.0,0.0,0.0,0.0,3.4,26.8,0.0,0.0,0.0,0.0,0.0,0.0,44.3,20.6,4.1,0.0,0.0,0.0,0.0,11.38,3.44,31714,51816,51858,48,43.37,63,25.6684,30.5914,22.9874,26.2546,15.1152,36.5285,47.7982,62.3123,59.8878,35.8063,51.5526,161.7247,15046.2121,6.0,0.0,train
-5043,Austria,EUR,cool_moist,15.956672,46.752777,300.0,43,background,rural,0.0,0.0,0.0,0.0,0.0,26.3,0.0,0.0,0.0,0.0,0.0,0.0,23.9,1.6,47.2,0.0,0.0,5.155,0.0,1.97058,2.28,982,1175,6774,8,8.9,56,32.004,37.7148,34.6581,36.1245,26.0989,46.3806,55.4082,64.9234,63.614,42.1559,58.1226,130.6747,22218.0512,4.75,0.0,val
-5046,Austria,EUR,cool_moist,14.866667000000001,48.179722,465.0,165,background,rural,0.0,1.6,0.0,0.0,0.0,37.4,0.0,0.0,0.0,0.0,0.0,0.0,23.4,2.3,35.1,0.0,0.0,2.707,0.0,5.33295,2.82,1345,1502,1550,10,14.76,56,25.5511,32.568000000000005,26.4011,28.2937,18.3038,39.3072,50.6741,64.7071,62.6889,37.2287,56.3901,159.7348,16452.6008,8.5,0.0,train
-5048,Austria,EUR,cool_moist,11.910563,47.459167,600.0,102,background,rural,0.0,19.1,0.0,0.0,0.0,52.8,0.0,1.3,1.1,0.0,15.0,0.0,0.0,1.1,8.2,0.0,0.0,0.0,0.0,1.8876099999999998,2.06,1486,1486,1868,28,21.39,58,22.1219,24.9454,16.3262,18.4176,6.4837,31.8979,44.1762,58.0493,56.1556,30.0879,45.6278,79.3334,9456.0007,1.25,0.0,train
-5049,Austria,EUR,cool_moist,15.62028,48.409447,190.0,28,background,urban,0.0,0.0,0.0,0.0,0.0,38.3,0.0,0.0,0.0,0.0,0.0,0.0,45.9,3.4,11.2,0.0,0.0,3.5460000000000003,0.0,8.368889999999999,2.42,2726,5278,6166,54,33.07,59,23.8567,28.6663,19.0826,22.6543,11.151,33.9879,44.974,59.5893,57.7582,33.8551,54.0465,114.6955,12232.7141,1.5,0.0,val
-5050,Austria,EUR,cool_moist,12.169725,47.581944,550.0,17,background,suburban,0.0,9.8,0.0,0.0,0.0,64.4,0.0,0.0,0.0,0.0,5.2,0.0,0.0,1.3,17.5,0.0,0.0,0.248,0.0,3.71476,1.9,1483,1903,2591,57,29.16,58,19.000999999999998,24.229,13.3962,15.3029,4.6047,29.6609,42.9793,58.7814,56.2137,29.6409,51.9549,119.7542,9964.7172,2.0,0.0,train
-5058,Austria,EUR,cool_moist,13.600842000000002,47.971947,510.0,44,industrial,rural,2.8,6.0,0.0,0.0,0.0,41.9,0.0,0.0,0.0,0.0,1.1,0.0,18.4,2.7,26.7,0.0,0.0,1.965,0.0,1.09267,2.83,1693,1695,2042,43,23.19,49,26.0273,29.3338,20.7974,24.8728,12.3547,35.443000000000005,45.1579,58.6077,56.6975,33.89,52.5066,95.0063,11700.4903,2.25,0.0,train
-5061,Austria,EUR,cool_moist,15.090005,47.383053000000004,540.0,50,background,urban,0.0,17.3,0.0,0.0,0.0,72.6,0.0,0.0,0.0,0.0,2.3,0.0,1.6,1.6,4.2,0.0,0.0,0.049,0.0,3.9255199999999997,2.09,804,805,1844,55,28.76,60,18.5605,25.3751,11.7377,13.705,3.3207,30.665,44.8624,58.0697,56.4235,31.3172,52.405,85.0327,11275.8056,0.75,0.0,train
-5065,Austria,EUR,cool_moist,12.765831,46.819168,681.0,25,background,suburban,1.8,21.0,0.0,0.0,0.0,37.8,0.0,1.7,0.0,0.0,31.7,0.0,0.0,0.0,4.4,0.0,0.0,0.0,0.0,2.76821,0.74,382,382,458,31,20.76,53,22.5139,28.5109,16.2853,20.4456,8.0811,34.9732,46.3234,56.9649,55.4272,33.4527,52.93600000000001,57.2931,11957.588,0.25,0.0,train
-5066,Austria,EUR,cool_moist,14.243620000000002,47.567223,665.0,44,background,suburban,0.0,15.9,0.0,0.0,0.0,58.6,0.0,0.0,0.0,0.0,12.3,0.0,1.5,0.0,9.5,0.0,0.0,0.304,0.0,1.7105299999999999,1.45,355,359,980,52,19.23,52,20.3363,25.8985,14.887,18.7283,6.5383,31.3049,42.0753,54.4561,52.3126,30.8119,49.1594,55.2154,7987.3938,0.25,0.0,test
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-5077,Austria,EUR,cool_moist,9.652781,47.410835,410.0,6,background,urban,9.0,3.8,0.0,0.0,0.0,41.1,0.0,0.0,0.0,0.0,3.5,0.0,4.3,6.5,30.1,0.0,0.0,0.0,0.0,12.2681,1.74,13072,13072,20201,53,46.61,58,23.0724,28.4504,17.2758,21.2311,7.4738,34.8454,47.3066,63.1329,60.7169,33.869,56.2151,183.4218,14619.3177,7.25,0.0,train
-5079,Austria,EUR,cool_moist,16.53,47.43,240.0,8,background,rural,0.0,0.0,0.0,0.0,1.5,34.7,0.0,0.0,0.0,0.0,0.0,0.0,49.6,3.6,10.5,0.0,0.0,1.349,0.0,1.43321,2.31,750,2273,11249,9,11.47,62,27.4673,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,57.2614,-999.0,-999.0,-999.0,-999.0,val
-5082,Austria,EUR,cool_moist,15.881958,47.348053,1137.0,527,background,rural,0.0,5.0,0.0,0.0,0.0,64.1,0.0,0.0,0.0,0.0,0.0,0.0,5.9,1.3,23.5,0.0,0.0,0.478,0.0,1.15934,2.29,1003,1004,1251,6,5.2,57,39.5348,39.7421,39.3305,39.150999999999996,31.3607,47.5404,55.8229,65.4038,63.0814,43.4667,58.3487,118.2497,21185.6668,4.0,0.0,train
-5083,Austria,EUR,cool_dry,16.58057,48.578609,250.0,54,background,suburban,0.0,0.0,0.0,0.0,2.0,8.2,0.0,0.0,0.0,0.0,0.0,0.0,85.5,1.4,2.9,0.0,0.0,0.0,0.0,1.5848200000000001,2.65,785,786,1645,42,17.28,44,27.1848,33.5335,24.7782,28.0304,19.0283,37.9255,48.6116,61.5869,60.0554,37.8506,54.9074,105.0032,15987.6739,3.75,0.0,train
-5084,Austria,EUR,cool_dry,16.302244,48.086109,210.0,37,background,suburban,0.0,1.1,0.0,0.0,3.2,37.5,0.0,0.0,0.0,0.0,0.0,0.0,30.2,23.3,4.2,0.0,0.0,0.0,0.0,4.78863,3.86,5561,6765,51858,61,53.87,63,25.4727,30.3014,22.1834,26.3732,13.1149,37.1836,47.9006,61.6186,59.5786,35.5762,51.5396,139.5455,14741.3413,4.0,0.75,train
-5085,Austria,EUR,cool_moist,15.673060999999999,47.604721000000005,679.0,38,background,suburban,0.0,16.9,0.0,0.0,0.0,73.9,0.0,0.0,0.0,0.0,1.6,0.0,0.0,0.0,6.1,0.0,0.0,0.0,0.0,1.8097,1.82,679,680,1160,34,15.26,42,20.4765,26.6219,14.3729,17.63,5.8477,32.786,43.9317,55.5322,53.9685,32.1051,50.8262,64.20100000000001,9316.4726,0.75,0.0,train
-5088,Austria,EUR,cool_moist,12.972783,46.748055,612.0,45,traffic,rural,1.9,15.9,0.0,0.0,0.0,54.2,0.0,1.6,0.0,0.0,18.9,0.0,1.2,0.0,5.6,0.0,0.0,0.0,0.0,1.3397,0.87,402,423,810,8,5.14,53,20.8849,28.1473,13.6051,17.185,5.7123,33.3425,46.3444,59.7054,58.2807,33.2221,53.5379,86.1728,12661.2534,0.5,0.0,train
-5089,Austria,EUR,cool_moist,16.193064,47.304167,330.0,22,background,rural,0.0,0.0,0.0,0.0,0.0,53.2,0.0,0.0,0.0,0.0,0.0,0.0,21.2,1.7,22.9,0.0,0.0,4.428999999999999,0.0,1.7710299999999999,2.0,1012,1013,2299,43,20.21,57,26.1578,33.549,18.8077,23.9791,12.0355,38.3146,49.816,61.9173,60.0489,38.3578,56.0176,97.5914,18481.2063,2.25,0.0,train
-5090,Austria,EUR,cool_moist,13.195567,46.935558,686.0,27,background,rural,1.2,18.1,0.0,0.0,0.0,36.9,0.0,1.7,0.0,0.0,34.1,0.0,1.0,0.0,5.3,1.1,0.0,0.0,0.0,1.22407,0.93,422,422,671,11,4.25,42,23.249000000000002,29.0105,17.3993,20.855,9.163,35.5392,47.0141,57.6786,56.2935,34.0387,52.9873,70.774,12752.1834,1.0,0.0,val
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-5114,Austria,EUR,cool_moist,13.205839000000001,47.348888,620.0,0,background,suburban,0.0,20.3,0.0,0.0,0.0,49.4,0.0,1.3,0.0,0.0,20.5,0.0,0.0,0.0,6.1,0.0,0.0,0.0,0.0,0.897051,1.22,668,668,1748,40,22.01,50,18.3822,24.5265,12.3393,14.215,4.2256,28.9932,42.8937,56.7151,54.6045,29.7393,51.471000000000004,72.9221,9623.0858,1.0,0.0,train
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-5120,Austria,EUR,cool_moist,14.545568,48.18,295.0,56,traffic,rural,0.0,0.0,0.0,0.0,0.0,20.3,0.0,0.0,0.0,0.0,0.0,0.0,41.7,9.1,27.7,0.0,0.0,6.881,0.0,3.23647,3.08,1314,1425,24156,28,20.53,62,20.432000000000002,27.0855,13.7441,18.2398,5.5702,31.3982,43.355,58.7249,56.7079,32.4256,53.4079,105.3611,10981.0456,1.5,0.0,train
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-5125,Austria,EUR,cool_moist,14.365848000000002,48.278889,250.0,29,industrial,suburban,0.0,1.1,0.0,0.0,0.0,19.6,0.0,0.0,0.0,0.0,0.0,0.0,42.5,9.6,26.9,0.0,0.0,0.0,0.0,9.32343,3.4,17267,24156,24156,48,41.24,62,18.9145,24.9384,13.6976,15.9845,6.6398,28.8288,41.382,54.9992,53.5076,29.316999999999997,47.7697,70.9456,8167.8932,0.0,0.0,train
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-5134,Austria,EUR,cool_dry,15.936114000000002,48.276665,220.0,21,background,rural,0.0,0.0,0.0,0.0,2.6,38.6,0.0,0.0,0.0,0.0,0.0,0.0,46.4,3.7,8.2,0.0,0.0,5.496,0.0,4.30922,3.27,1432,1497,51858,16,17.19,58,25.5876,29.9853,21.0879,24.3361,14.0515,34.857,46.3023,60.9074,58.1808,35.0851,55.5225,141.5789,13193.9956,4.75,0.75,train
-5135,Austria,EUR,cool_moist,9.92722,47.52833,1020.0,391,background,rural,3.4,1.9,0.0,0.0,0.0,43.8,0.0,0.0,0.0,0.0,6.5,0.0,1.6,3.2,38.5,0.0,0.0,0.741,0.0,0.404706,1.93,2398,3578,10742,16,11.51,55,38.3844,39.2304,37.4492,37.866,31.1731,45.8766,54.1927,65.7347,63.1149,43.1063,57.1245,141.4719,20320.9764,8.25,0.0,train
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-5488,Czech Republic,EUR,cool_moist,13.368222,49.770126,360.0,42,background,urban,0.0,5.9,0.0,0.0,0.0,32.8,0.0,0.0,0.0,0.0,0.0,0.0,30.8,6.0,24.2,0.0,0.0,2.93,0.0,8.2378,2.93,14112,17403,17403,62,50.41,63,23.1076,28.8861,17.2834,21.9327,11.8665,32.1992,42.8988,56.0832,54.1319,33.3736,50.1199,94.47200000000001,9464.3351,2.6667,0.0,train
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-5495,Czech Republic,EUR,cool_moist,12.677883999999999,49.669584,740.0,180,background,rural,0.0,11.2,0.0,0.0,0.0,41.7,0.0,0.0,0.0,0.0,0.0,0.0,18.7,1.2,26.9,0.0,0.0,1.8980000000000001,0.0,0.709454,2.62,328,374,3961,7,5.82,45,31.8349,34.0522,29.5742,30.866,22.8328,39.8656,48.5321,60.5723,55.8986,37.6621,50.3818,102.4176,13496.7604,3.3333,0.0,train
-5496,Czech Republic,EUR,cool_dry,17.114725,49.467857,218.0,17,background,urban,0.0,0.0,0.0,0.0,0.0,17.2,0.0,0.0,0.0,0.0,0.0,0.0,66.1,7.1,8.0,0.0,0.0,3.0860000000000003,0.0,2.59338,3.41,7613,10864,13864,52,31.31,62,22.4818,28.584,16.386,20.7996,9.433,33.0657,44.4988,59.0311,57.2777,33.4897,52.6708,83.0349,12078.5469,1.0,0.0,train
-5497,Czech Republic,EUR,cool_moist,13.419506,50.579834000000005,840.0,226,background,rural,0.0,5.3,0.0,0.0,1.5,34.3,0.0,0.0,0.0,0.0,3.3,0.0,23.2,7.3,24.4,0.0,0.0,0.6779999999999999,0.0,4.20376,4.23,256,9518,18516,7,7.46,57,33.5546,35.4244,31.6263,32.7657,25.4327,40.699,50.1319,62.8545,58.9235,39.3765,53.8969,128.798,15027.7218,6.6667,0.0,train
-5498,Czech Republic,EUR,cool_moist,16.383460999999997,50.328011,1011.0,287,background,rural,0.0,8.5,0.0,0.0,0.0,27.4,0.0,0.0,0.0,0.0,0.0,0.0,19.5,1.7,41.7,0.0,0.0,0.0,0.0,0.219993,2.32,692,2001,15519,18,12.78,47,32.9764,33.9492,32.001999999999995,32.0326,24.3995,40.3991,49.0654,60.9657,58.0253,37.6653,52.5409,109.58,11591.9364,1.3333,0.0,train
-5499,Czech Republic,EUR,cool_moist,14.087056,50.791706,590.0,277,background,rural,0.0,6.6,0.0,0.0,2.9,35.9,0.0,0.0,0.0,0.0,0.0,0.0,9.0,5.8,39.5,0.0,0.0,0.359,0.0,6.23909,3.68,2082,5018,21322,9,11.14,59,32.2524,34.515,29.901,31.8991,22.9996,40.6658,50.532,64.3208,60.4859,38.8768,55.2881,157.9005,15850.0066,7.0,0.0,train
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-5504,Czech Republic,EUR,cool_moist,16.0342,49.73509,735.0,129,background,rural,0.0,9.2,0.0,0.0,0.0,23.2,0.0,0.0,0.0,0.0,0.0,0.0,32.5,1.3,32.8,0.0,0.0,0.38299999999999995,0.0,0.491359,2.39,944,982,8145,15,9.56,54,32.8855,35.0275,30.809,31.1658,22.8993,42.0655,52.232,62.0446,61.1608,38.3692,55.2981,94.5283,16774.3551,1.3333,0.0,val
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-5648,Germany,EUR,cool_dry,13.424304000000001,52.349703000000005,43.0,10,background,suburban,0.0,17.4,0.0,0.0,0.0,21.8,0.0,0.0,0.0,0.0,0.0,0.0,15.8,27.2,16.7,0.0,0.0,2.246,0.0,3.1678599999999997,4.6,1043,9587,47369,46,39.37,63,23.7265,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,53.9659,-999.0,-999.0,-999.0,-999.0,val
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-6395,Germany,EUR,cool_moist,11.02792,49.32273,344.0,37,background,urban,0.0,7.8,0.0,0.0,0.0,40.7,0.0,0.0,0.0,0.0,0.0,0.0,12.7,15.8,22.6,0.0,0.0,0.838,0.0,5.91412,4.57,10640,14944,36792,39,29.2,63,18.7039,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,52.0793,-999.0,-999.0,-999.0,-999.0,train
-6430,Germany,EUR,warm_dry,8.435041,49.31884,110.0,11,traffic,urban,0.0,1.1,0.0,0.0,0.0,24.3,0.0,0.0,0.0,0.0,0.0,0.0,32.7,31.7,9.5,0.0,0.0,4.974,0.0,6.558560000000001,7.03,14936,14936,28674,55,39.92,63,20.0832,25.3265,14.73,18.4163,6.7883,29.6318,40.6413,59.6262,55.5672,30.2989,51.041000000000004,151.6206,9981.8126,4.6667,0.3333,val
-6440,Germany,EUR,cool_dry,11.850336,52.602062,34.0,5,background,urban,0.0,8.1,0.0,0.0,0.0,14.8,0.0,0.0,0.0,0.0,1.9,0.0,49.6,2.4,22.7,0.0,0.0,7.3229999999999995,0.0,1.8969200000000002,3.16,1261,1262,1315,47,23.37,52,25.7559,30.57,20.8956,25.1309,15.4237,34.8484,44.6295,59.1935,55.9936,34.674,51.4995,135.0018,11625.3418,5.0,0.0,train
-6576,Denmark,EUR,cool_moist,9.930847,57.046665000000004,30.0,2,background,urban,6.3,2.5,0.0,0.0,0.0,6.6,0.0,0.0,0.0,0.0,3.6,1.1,59.3,2.3,17.5,0.0,0.0,0.61,0.0,8.503689999999999,2.07,3485,3489,3493,62,56.37,63,28.3674,30.3473,25.9871,29.4283,21.1578,36.0315,41.7449,49.1318,47.0707,34.3965,46.001000000000005,38.5717,4611.4796,0.4,0.0,train
-6579,Denmark,EUR,cool_moist,12.571114,55.669167,5.0,3,traffic,urban,56.4,2.4,0.0,0.0,0.0,7.0,0.0,0.0,0.0,0.0,2.7,0.0,6.5,15.7,7.8,0.0,0.0,1.06,0.0,18.4958,2.95,62590,75062,102853,63,61.98,63,17.3182,17.7553,16.8258,16.6704,9.3113,24.5086,30.8658,38.6703,36.7289,22.53,35.6973,11.4504,439.9548,0.0,0.0,val
-6580,Denmark,EUR,cool_moist,12.553336,55.698333999999996,5.0,13,traffic,urban,56.4,2.4,0.0,0.0,0.0,7.0,0.0,0.0,0.0,0.0,2.7,0.0,6.5,15.7,7.8,0.0,0.0,0.0,0.0,18.4958,2.95,75062,102853,102853,63,62.86,63,16.6364,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,val
-6581,Denmark,EUR,cool_moist,12.5614,55.700279,25.0,13,background,urban,56.4,2.4,0.0,0.0,0.0,7.0,0.0,0.0,0.0,0.0,2.7,0.0,6.5,15.7,7.8,0.0,0.0,0.0,0.0,90.8873,2.97,75062,102853,102853,63,62.43,63,28.0897,30.0436,25.8806,28.5896,20.1994,36.0482,42.4364,51.5404,49.1166,34.1498,47.69,57.3742,6091.3393,0.8,0.0,val
-6585,Denmark,EUR,cool_moist,10.73639,54.746390000000005,3.0,2,background,rural,86.2,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.2,1.0,7.7,0.0,1.9,0.0,0.0,0.0,0.0,0.33664,2.66,105,344,1539,0,0.88,19,28.9329,30.4704,27.0748,29.4287,22.1028,36.0329,41.4708,50.3899,47.8987,34.1582,45.3974,54.8314,4908.0791,0.8,0.0,train
-6592,Denmark,EUR,cool_moist,10.389173,55.396389,25.0,10,background,urban,6.8,1.6,0.0,0.0,0.0,3.2,0.0,0.0,0.0,0.0,1.2,0.0,71.3,2.7,12.0,0.0,0.0,1.4909999999999999,0.0,3.20779,2.93,7120,7125,7127,62,57.23,62,27.7185,30.1516,24.8965,28.4629,19.9447,35.595,41.6848,50.7812,48.2365,34.0568,46.0572,52.8437,5713.509,0.8,0.0,train
-6594,Denmark,EUR,cool_moist,12.088669,55.694106999999995,3.0,0,background,rural,13.8,4.5,0.0,0.0,0.0,8.2,0.0,0.0,0.0,0.0,2.3,1.1,45.1,7.6,16.7,0.0,0.0,7.178,0.0,5.38959,3.04,5325,7930,65918,18,21.51,63,29.9588,33.8667,27.9533,31.7296,23.4256,39.0889,45.5599,55.955,52.8651,37.5991,48.0373,83.8635,10280.7239,1.25,0.0,val
-6597,Denmark,EUR,cool_moist,8.433333,56.283333,37.0,32,background,rural,11.5,2.5,0.0,0.0,0.0,11.7,0.0,0.0,0.0,0.0,2.9,1.0,56.0,0.0,13.2,0.0,0.0,2.33,0.0,0.36787800000000004,2.25,399,1334,1429,0,0.67,58,31.046999999999997,33.0911,28.6122,31.4977,24.9656,37.1669,42.4302,51.3762,47.706,36.4459,46.0672,51.4917,6294.8697,1.0,0.25,train
-6599,Denmark,EUR,cool_moist,10.197236,56.151112,20.0,14,background,urban,28.0,2.1,0.0,0.0,0.0,6.1,0.0,0.0,0.0,0.0,1.9,0.0,46.5,3.1,11.1,0.0,0.0,1.413,0.0,12.8686,2.36,7500,7509,7517,62,53.04,63,25.4747,27.7949,22.7176,26.4342,17.5096,33.7891,39.9379,47.358999999999995,45.2715,32.0141,44.8413,34.64,3402.4018,0.25,0.0,val
-6600,Estonia,EUR,cool_moist,27.278622,59.409725,60.0,61,industrial,urban,33.4,0.0,0.0,0.0,0.0,41.5,0.0,0.0,1.3,0.0,2.5,1.7,4.7,0.0,13.2,0.0,0.0,0.0,0.0,3.23358,1.23,8202,8372,8372,58,36.65,61,28.3118,31.4538,25.1496,28.28,20.7814,35.979,42.6355,51.4052,50.085,34.8298,47.1892,46.1125,6354.8876,0.0,0.0,train
-6601,Estonia,EUR,cool_moist,25.940556,59.508889,32.0,25,background,rural,19.1,4.8,0.0,0.0,0.0,52.4,0.0,0.0,1.2,0.0,0.0,1.2,6.0,0.0,14.4,0.0,0.0,0.027000000000000003,0.0,0.095671,1.63,77,156,2228,7,3.59,40,26.8088,30.7079,22.8879,26.7311,18.8967,34.6758,41.4926,51.0774,48.9887,33.9644,46.7857,48.5293,5994.4038,0.2,0.0,train
-6602,Estonia,EUR,cool_moist,24.760565,59.431114,5.0,12,traffic,urban,34.2,1.7,0.0,0.0,0.0,30.5,0.0,0.0,1.6,0.0,2.4,0.0,4.2,4.9,19.4,0.0,0.0,0.084,0.0,13.5974,2.05,17662,24604,25201,63,61.08,63,23.1778,23.5827,22.7491,23.1874,15.5785,30.8162,37.1228,44.6096,43.4838,28.3139,40.9744,17.4287,1483.7067,0.0,0.0,val
-6604,Estonia,EUR,cool_moist,28.179167,59.37616,25.0,12,background,urban,18.3,1.9,0.0,0.0,0.0,61.1,0.0,0.0,3.4,0.0,2.6,2.4,0.0,0.0,6.9,0.0,0.0,0.044000000000000004,0.0,0.302188,1.9,5005,7087,7424,62,44.3,62,26.0442,28.8806,23.2071,25.7537,18.2978,33.7911,40.6766,48.9435,47.6291,32.5374,44.922,32.1572,4362.7079,0.0,0.0,train
-6605,Estonia,EUR,cool_moist,24.698624,59.45694399999999,9.0,11,industrial,urban,37.0,1.7,0.0,0.0,0.0,30.0,0.0,0.0,1.6,0.0,2.4,0.0,3.3,4.9,18.1,0.0,0.0,0.0,0.0,22.0411,1.96,21231,25201,25201,63,56.52,63,25.0545,26.5784,23.4777,25.463,17.6136,32.760999999999996,38.8902,46.251999999999995,44.9926,30.8985,42.6057,21.1096,2342.3669,0.0,0.0,val
-6606,Estonia,EUR,cool_moist,26.758898,58.702778,50.0,36,background,rural,7.2,0.0,0.0,0.0,0.0,48.3,0.0,0.0,1.1,0.0,1.0,0.0,7.5,0.0,33.7,0.0,0.0,0.055999999999999994,0.0,0.187105,1.25,68,104,4873,0,1.11,41,26.9329,30.3329,23.4844,26.6058,18.8566,34.6758,42.1282,50.1128,48.6867,33.5561,46.4066,32.0993,5430.343000000001,0.0,0.0,train
-6607,Estonia,EUR,cool_moist,26.734721999999998,58.37055600000001,41.0,16,background,urban,0.0,0.0,0.0,0.0,0.0,40.4,0.0,0.0,1.5,0.0,0.0,0.0,12.4,0.0,43.3,0.0,0.0,0.032,0.0,1.72459,1.31,23693,23693,23693,63,57.37,63,24.4742,27.2378,21.7094,24.3903,16.155,32.7811,40.2596,48.765,47.1742,31.4612,44.9939,32.2221,4335.1671,0.0,0.0,train
-6610,Estonia,EUR,cool_moist,24.649458,59.414168999999994,6.0,15,background,urban,26.5,1.8,0.0,0.0,0.0,39.6,0.0,0.0,1.8,0.0,2.8,0.0,3.5,4.8,18.2,0.0,0.0,0.0,0.0,22.0411,1.96,25167,25201,25201,62,59.98,63,27.9984,29.9905,25.9452,28.1797,19.6812,36.8812,43.1748,50.5825,49.1178,34.053000000000004,46.8835,34.8208,6960.6399,0.0,0.0,val
-6612,Spain,EUR,warm_moist,-8.92361,42.72056,685.0,563,background,rural,31.1,5.8,4.2,0.0,0.0,29.0,0.0,0.0,7.9,0.0,0.0,1.5,1.9,0.0,17.4,0.0,0.0,0.10800000000000001,0.0,0.7117640000000001,1.87,1537,2910,9996,6,10.21,61,37.6539,37.9726,37.3199,37.1459,31.3375,43.05,50.1796,62.3035,59.3913,41.2661,52.6554,159.153,13620.0083,3.8,0.2,test
-6613,Spain,EUR,warm_dry,4.31639,39.87528,78.0,0,background,rural,80.3,0.0,0.0,0.0,0.0,1.1,0.0,0.0,11.7,0.0,0.0,0.0,3.4,0.0,0.0,0.0,0.0,0.5579999999999999,0.0,2.3687400000000003,1.15,2440,4820,4820,13,16.75,63,40.655,42.7353,38.5782,40.878,34.6423,46.9471,52.3634,60.751999999999995,58.1896,45.5225,55.9025,99.3738,23096.984,3.0,0.0,test
-6614,Spain,EUR,warm_dry,-3.5341699999999996,37.236940000000004,1230.0,363,background,rural,0.0,5.2,0.0,0.0,0.0,0.0,5.8,18.3,16.6,0.0,3.4,0.0,42.9,4.4,0.0,0.0,2.3,0.38799999999999996,0.18600000000000003,11.074000000000002,2.19,6773,34238,44724,20,24.51,63,41.6484,42.9188,40.3209,40.9994,35.1244,48.184,54.9046,62.6488,60.9852,46.4478,60.8102,100.2419,26722.3933,3.0,0.0,train
-6616,Spain,EUR,cool_dry,-3.1425,41.27417,1360.0,24,background,rural,0.0,7.9,0.0,0.0,0.0,0.0,0.0,9.2,32.2,1.5,21.3,0.0,25.3,0.0,0.0,0.0,0.0,0.284,0.0,0.072924,1.38,25,47,190,0,0.7,10,37.83,42.2991,33.379,37.9689,31.0573,44.5683,51.6093,61.5557,60.0918,45.4606,57.8889,117.1466,22795.5772,3.8,0.0,val
-6620,Spain,EUR,warm_dry,-5.8975,41.238890000000005,985.0,85,background,rural,0.0,0.0,0.0,0.0,0.0,0.0,0.0,9.8,1.1,8.6,28.9,0.0,50.8,0.0,0.0,0.0,0.0,0.375,0.0,0.140498,1.31,120,131,302,0,1.54,32,38.031,41.1015,34.9984,37.2967,30.8764,44.6903,52.0007,62.1353,60.2794,44.25,55.6693,105.1722,20765.7558,2.6,0.0,train
-6623,Spain,EUR,warm_moist,-7.70472,42.63472,506.0,93,background,rural,0.0,1.4,0.0,0.0,0.0,24.6,0.0,0.0,10.0,0.0,0.0,0.0,8.3,0.0,54.5,0.0,0.0,0.258,0.0,0.746903,1.79,350,570,1315,10,7.68,47,27.3998,31.1438,23.7535,26.9562,20.2862,33.9056,40.1995,51.1697,49.3431,34.1548,45.126000000000005,55.0965,5539.9711,0.0,0.0,test
-6624,Spain,EUR,warm_dry,-6.555280000000001,37.05194,5.0,13,background,rural,42.2,0.0,0.0,0.0,0.0,0.0,0.0,12.4,12.4,5.5,5.3,0.0,19.5,0.0,0.0,0.0,1.5,0.124,0.0,0.616923,1.66,342,342,1412,6,10.71,59,32.8451,40.7445,24.9944,33.1752,21.6292,43.6098,51.9326,62.0264,59.9712,44.5533,56.9986,144.5499,24349.9272,4.5,0.0,val
-6631,Spain,EUR,warm_moist,-7.988889,43.405556,480.0,99,industrial,rural,2.7,4.0,7.1,0.0,0.0,46.7,0.0,0.0,4.8,0.0,0.0,0.0,1.5,0.0,31.7,0.0,0.0,0.0,0.0,0.344141,2.66,666,666,12218,0,3.29,63,33.3401,35.0039,31.7007,33.1821,27.6685,38.395,44.6104,56.5399,53.0813,38.2175,47.0016,78.6387,8264.1797,1.8,0.0,test
-6640,Spain,EUR,warm_dry,-3.6822220000000003,40.421667,672.0,88,traffic,urban,0.0,0.0,0.0,0.0,0.0,0.0,0.0,39.1,6.9,2.0,8.6,0.0,24.0,19.0,0.0,0.0,0.0,0.048,0.0,73.1912,7.13,79677,79726,93151,63,63.0,63,19.3205,23.2504,15.4022,17.6437,8.1201,27.7687,37.7919,51.8799,49.1594,28.7499,50.3601,75.2541,5685.4895,0.8,0.2,val
-6646,Spain,EUR,warm_dry,-3.639167,40.44,698.0,76,background,urban,0.0,0.0,0.0,0.0,0.0,0.0,0.0,38.9,6.0,1.5,6.8,0.0,27.0,19.2,0.0,0.0,0.0,0.21899999999999997,0.0,73.1912,7.13,79627,79918,93151,63,63.0,63,22.6061,27.180999999999997,18.0318,21.6726,10.1045,32.2688,42.6755,57.7697,55.1075,32.7173,56.5148,114.48200000000001,10950.9713,3.2,0.0,val
-6647,Spain,EUR,warm_dry,-3.705,40.346944,593.0,30,background,urban,0.0,0.0,0.0,0.0,0.0,0.0,0.0,40.9,4.7,1.3,4.8,0.0,29.6,18.3,0.0,0.0,0.0,0.722,0.0,31.3136,6.59,79726,79726,93151,63,62.97,63,19.1541,25.7668,14.130999999999998,19.2977,6.0149,30.325,39.7232,52.8808,48.1837,31.2283,47.7193,59.5012,7096.7815,0.5,0.25,val
-6648,Spain,EUR,warm_dry,-3.7319440000000004,40.394721999999994,625.0,37,background,urban,0.0,0.0,0.0,0.0,0.0,0.0,0.0,42.6,6.2,2.0,6.5,0.0,23.3,18.9,0.0,0.0,0.0,0.048,0.0,31.3136,6.59,79677,79677,93151,63,63.0,63,23.3309,29.4475,17.218,23.0144,7.9196,34.8973,45.8105,59.1489,56.5273,35.423,57.1244,105.2107,13635.3828,2.4,0.2,val
-6653,Spain,EUR,warm_moist,-7.847222,43.45,363.0,111,industrial,suburban,0.0,2.2,4.4,0.0,0.0,51.7,0.0,0.0,3.2,0.0,0.0,0.0,0.0,0.0,37.0,0.0,0.0,0.092,0.0,0.744642,2.49,697,697,6241,46,18.59,51,30.2745,34.4747,26.0362,31.5781,21.4531,38.8962,45.8133,56.7403,53.0187,38.4821,50.0186,88.6766,10299.9063,1.8,0.0,test
-6654,Spain,EUR,warm_dry,3.014722,39.75,7.0,29,background,rural,16.3,0.0,0.0,0.0,0.0,0.0,0.0,0.0,22.9,1.5,4.7,0.0,47.6,1.5,2.2,0.0,0.0,1.379,0.0,1.18961,1.66,1841,5823,15246,22,23.01,62,31.9104,40.12,23.759,33.2823,20.2501,42.8761,50.123999999999995,58.626999999999995,56.6902,43.8153,55.3099,71.3736,20516.811999999998,1.0,0.0,test
-6656,Spain,EUR,warm_dry,-0.290833,40.946667,570.0,110,industrial,rural,0.0,1.6,0.0,0.0,0.0,0.0,0.0,42.8,15.8,0.0,1.9,0.0,37.0,0.0,0.0,0.0,0.0,2.423,0.07400000000000001,0.549077,2.32,267,440,787,0,6.83,61,36.9839,40.3094,33.6367,36.6106,30.2248,43.6981,50.4849,59.2767,57.3331,43.4655,54.9845,74.7604,19476.0322,0.8,0.0,test
-6657,Spain,EUR,warm_dry,-0.178056,41.053056,395.0,30,industrial,rural,0.0,0.0,0.0,0.0,0.0,0.0,0.0,38.6,8.9,0.0,0.0,0.0,50.7,0.0,0.0,0.0,0.0,2.59,0.086,1.4219899999999999,2.11,405,405,787,27,20.63,61,32.367,38.4957,26.2445,33.3826,22.255,41.9538,49.5726,60.5042,58.6639,42.8001,55.4689,82.0357,19213.3292,0.5,0.0,test
-6660,Spain,EUR,warm_dry,-0.249444,40.840833,510.0,60,industrial,rural,0.0,2.4,0.0,0.0,0.0,0.0,0.0,37.6,28.6,0.0,4.6,0.0,25.8,0.0,0.0,0.0,0.0,1.4869999999999999,0.043,0.255605,2.08,216,324,759,12,5.31,56,37.1639,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,57.8616,-999.0,-999.0,-999.0,-999.0,test
-6662,Spain,EUR,warm_moist,-7.506111,43.688056,60.0,72,industrial,suburban,43.9,2.7,0.0,0.0,0.0,43.1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,8.2,0.0,0.0,0.0,0.0,0.700419,2.55,537,1092,5557,22,17.98,56,30.0686,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,45.7006,-999.0,-999.0,-999.0,-999.0,test
-6668,Spain,EUR,cool_moist,-6.44,42.877778,750.0,167,industrial,rural,0.0,10.2,0.0,0.0,0.0,45.5,0.0,0.0,15.7,2.1,4.4,0.0,3.0,0.0,18.1,0.0,0.0,0.005,0.0,0.172789,2.77,107,119,2190,9,4.38,36,23.496,26.5917,20.4099,23.1573,15.0372,30.6759,36.9915,45.0895,42.8811,29.9509,41.2346,25.9049,2728.8587,0.0,0.0,test
-6674,Spain,EUR,warm_moist,-6.603889,42.781389000000004,700.0,129,industrial,rural,0.0,14.3,0.0,0.0,0.0,44.0,0.0,0.0,24.0,2.0,1.2,0.0,3.2,1.2,9.6,0.0,0.0,0.036000000000000004,0.0,0.508733,3.17,1420,1420,3008,21,12.34,62,24.1945,28.2795,20.1389,22.5558,15.7389,30.9766,38.9965,51.8483,48.92100000000001,31.552,45.7335,59.3656,5396.8576,0.4,0.0,test
-6676,Spain,EUR,cool_moist,-4.827222,42.703610999999995,1050.0,42,industrial,rural,0.0,8.7,0.0,0.0,0.0,15.1,0.0,3.7,4.6,0.0,26.8,0.0,30.3,0.0,9.9,0.0,0.0,0.22899999999999998,0.0,0.347044,1.85,62,107,1476,0,0.96,40,28.1757,35.0196,21.3046,28.1697,17.9143,37.4025,45.2319,55.2467,53.5638,39.5741,49.658,60.6556,11156.6842,0.2,0.0,test
-6678,Spain,EUR,warm_dry,-6.5208330000000005,42.625556,720.0,214,industrial,suburban,0.0,16.0,0.0,0.0,0.0,35.4,0.0,0.0,30.8,2.9,1.3,0.0,4.4,1.4,7.4,0.0,0.0,0.10099999999999999,0.0,2.0659400000000003,3.31,653,1483,3014,13,20.95,62,31.4587,32.8292,30.0707,31.8789,24.3602,38.395,45.2119,54.6351,52.6302,37.4948,49.8548,64.6679,8627.2069,0.4,0.0,test
-6682,Spain,EUR,warm_dry,-6.643333,42.611667,560.0,54,industrial,suburban,0.0,13.0,0.0,0.0,0.0,36.3,0.0,0.0,33.3,2.6,1.2,0.0,4.5,1.4,7.4,0.0,0.0,0.107,0.0,84.4753,3.29,1374,2650,3014,25,34.28,62,29.2653,33.6615,24.8489,29.5732,19.1474,38.9965,46.2143,57.9433,56.1263,38.8268,53.8043,106.319,12618.9179,0.6,0.0,test
-6684,Spain,EUR,warm_dry,-5.376969,36.179431,9.0,0,industrial,suburban,49.8,0.0,1.2,0.0,0.0,7.8,0.0,0.0,27.1,0.0,0.0,1.1,8.9,1.6,0.0,0.0,0.0,0.0,0.0,44.5046,2.73,1870,34378,34378,63,58.47,63,31.3688,34.508,28.0964,31.7786,23.6585,39.6982,46.2143,54.4347,52.1415,39.0973,48.4695,50.5574,11568.0331,0.6,0.0,train
-6686,Spain,EUR,warm_dry,2.188889,41.484444,35.0,42,industrial,suburban,26.0,9.0,0.0,0.0,0.0,5.8,0.0,0.0,19.5,0.0,0.0,0.0,6.3,31.7,0.0,0.0,0.0,0.037000000000000005,0.066,98.5927,5.82,71057,234734,234873,63,62.7,63,18.3363,27.5833,9.1667,13.2829,2.3809,31.954,43.4826,55.9058,53.8206,33.1659,52.1344,92.3253,10073.3051,1.75,0.0,train
-6687,Spain,EUR,warm_moist,-3.1130560000000003,43.320833,30.0,33,industrial,suburban,29.4,1.7,0.0,0.0,0.0,43.1,0.0,0.0,2.8,0.0,0.0,0.0,2.7,3.3,15.7,0.0,0.0,0.017,0.0,56.6065,2.77,6104,25608,91187,57,43.59,63,27.8533,31.5433,24.1994,28.3702,20.6511,35.0868,40.6005,49.9235,47.3547,35.3896,45.6626,54.2299,5370.5338,0.6,0.0,val
-6688,Spain,EUR,warm_moist,-3.073889,43.320555999999996,136.0,99,industrial,suburban,29.0,2.2,0.0,0.0,0.0,45.3,0.0,0.0,2.9,0.0,0.0,0.0,2.5,3.4,13.4,0.0,0.0,0.125,0.0,20.5778,3.07,25608,87565,91187,62,53.53,63,27.6933,31.8917,23.4732,29.5732,18.1699,37.5304,44.3597,52.6302,51.1735,36.5197,48.6352,61.696000000000005,10621.0115,0.75,0.0,val
-6691,Spain,EUR,warm_dry,-1.9399110000000002,36.940461,47.0,0,industrial,suburban,55.4,0.0,0.0,0.0,0.0,0.0,0.0,31.4,0.0,0.0,1.9,0.0,8.1,0.0,0.0,0.0,0.0,0.363,0.0,2.57328,1.97,454,1207,1314,8,5.55,58,30.4968,35.3348,25.6235,30.0744,21.7204,38.4284,46.1141,54.8023,52.7137,38.8492,50.4265,51.2007,10198.5457,0.3333,0.0,train
-6692,Spain,EUR,warm_dry,-2.038189,36.84745,50.0,49,industrial,suburban,58.2,0.0,0.0,0.0,0.0,0.0,0.0,30.2,0.0,0.0,2.6,0.0,7.7,0.0,0.0,0.0,0.0,0.0,0.0,0.532617,1.96,508,548,10344,7,4.43,63,38.9381,42.5617,34.007,38.5955,31.2022,45.4875,52.3796,60.5248,58.7077,45.7947,57.5962,80.063,23056.9488,0.75,0.0,train
-6693,Spain,EUR,warm_dry,-2.128189,36.93385,152.0,29,industrial,suburban,25.6,0.0,0.0,0.0,0.0,0.0,1.7,57.3,0.0,0.0,3.1,0.0,9.9,0.0,0.0,0.0,0.0,1.6030000000000002,0.37,0.687355,1.98,547,547,10344,43,25.27,63,34.8224,41.8403,27.8255,36.2898,24.0595,45.7131,53.0312,61.051,59.4471,46.2589,57.6649,80.9485,25838.225,1.2,0.0,train
-6699,Spain,EUR,warm_dry,-0.913333,37.603333,60.0,62,industrial,suburban,59.3,0.0,0.0,0.0,0.0,0.0,0.0,9.7,1.0,0.0,3.5,0.0,22.7,1.3,0.0,0.0,0.0,1.5930000000000002,0.0,36.759,2.05,7431,8409,8409,61,54.2,63,33.0524,38.9262,27.1735,33.8838,23.5583,42.4049,49.321999999999996,56.3394,54.6226,42.6998,52.9953,54.8423,17678.2181,0.0,0.0,val
-6703,Spain,EUR,warm_dry,2.0105560000000002,41.393333,22.0,6,industrial,suburban,30.1,6.3,0.0,0.0,0.0,2.6,0.0,0.0,21.4,0.0,1.1,0.0,8.9,27.8,0.0,0.0,0.0,0.10800000000000001,0.0,34.5163,5.03,32859,61872,234873,63,62.24,63,20.5734,29.4259,11.7889,17.5434,4.0099,33.7084,45.8885,57.0161,55.032,35.0939,53.971000000000004,83.5236,12675.931,0.5,0.0,train
-6705,Spain,EUR,warm_dry,-5.480830999999999,36.175381,45.0,35,industrial,suburban,34.4,0.0,1.2,0.0,0.0,11.0,0.0,0.0,34.6,0.0,1.1,1.1,12.7,1.6,0.0,0.0,0.0,0.21,0.06,9.36637,2.55,971,14823,34378,62,45.91,63,35.7807,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,53.5357,-999.0,-999.0,-999.0,-999.0,train
-6708,Spain,EUR,warm_dry,-5.638889,42.715556,900.0,18,industrial,rural,0.0,3.9,0.0,0.0,0.0,20.2,0.0,5.1,19.0,3.0,15.0,0.0,17.2,1.1,14.7,0.0,0.0,0.348,0.0,0.955514,2.38,219,1957,35622,15,12.68,63,29.3218,35.391,23.2167,29.2724,18.8466,38.9965,46.7156,56.9669,54.7354,39.7853,53.3238,86.2859,13802.4257,0.8,0.0,train
-6720,Spain,EUR,warm_moist,-2.8841669999999997,43.241111,125.0,4,industrial,urban,3.8,2.8,0.0,0.0,0.0,67.3,0.0,0.0,3.6,0.0,0.0,0.0,3.7,3.4,13.7,0.0,0.0,0.213,0.0,6.59514,3.17,55906,90338,91187,62,57.35,63,20.5326,26.6373,15.0032,20.2167,7.5186,31.0769,38.0942,48.4532,46.4244,31.7072,43.2515,33.2821,4576.7125,0.0,0.0,val
-6722,Spain,EUR,warm_dry,-0.0575,40.841944,830.0,200,industrial,rural,0.0,4.6,0.0,0.0,0.0,0.0,0.0,28.7,39.5,0.0,4.7,0.0,21.1,0.0,0.0,0.0,0.0,0.5479999999999999,0.0,0.472683,2.06,58,101,602,5,1.18,61,40.1017,41.7985,38.3998,39.3373,33.2121,46.2945,53.0282,62.1638,60.1914,44.729,58.0273,114.1529,22431.2957,3.8,0.0,test
-6725,Spain,EUR,warm_dry,-6.9380690000000005,37.279639,66.0,36,industrial,urban,20.5,0.0,0.0,0.0,0.0,0.0,0.0,6.7,14.1,5.5,2.1,0.0,45.3,1.8,0.0,0.0,1.3,0.38799999999999996,0.095,43.3762,1.66,15445,15445,15445,63,52.84,63,32.1739,37.8446,26.4125,32.2047,22.5558,41.227,49.2468,58.6451,55.9196,41.8077,53.518,86.2384,17955.0107,1.5,0.0,val
-6726,Spain,EUR,warm_dry,-6.964139,37.185681,1.0,7,industrial,urban,47.9,0.0,0.0,0.0,0.0,0.0,0.0,4.2,10.3,0.0,1.9,0.0,29.6,1.9,0.0,0.0,1.3,0.136,0.0,1.47915,1.58,4603,13497,15445,58,38.26,63,34.5816,40.9894,30.1201,36.3399,26.0645,45.2787,52.4631,62.4879,59.2716,44.7512,54.6386,108.6607,23220.0179,4.6667,0.0,val
-6727,Spain,EUR,warm_moist,-5.703889,43.308889,220.0,0,industrial,suburban,0.0,0.0,0.0,0.0,1.3,48.7,0.0,0.0,2.7,0.0,0.0,0.0,5.9,1.2,39.5,0.0,0.0,0.0,0.0,22.7746,3.71,7765,7807,20609,60,40.7,63,18.7732,24.5915,12.9835,16.9419,7.7191,28.1697,36.39,46.1281,44.0196,29.3241,41.3537,33.9029,3050.1636,0.0,0.0,test
-6728,Spain,EUR,warm_moist,-5.689722,43.306389,216.0,23,industrial,urban,0.0,0.0,0.0,0.0,0.0,49.3,0.0,0.0,2.6,0.0,0.0,0.0,5.8,1.2,39.7,0.0,0.0,0.0,0.0,2.80539,3.36,7765,7807,20609,58,40.11,63,19.9265,25.9887,13.8575,18.4456,7.7442,30.3751,38.0943,47.4694,45.7256,30.8152,42.3116,45.0564,3623.5563,0.4,0.0,test
-6730,Spain,EUR,tropical_dry,-15.416306,28.035117,22.0,55,industrial,suburban,53.0,0.0,0.0,0.0,0.0,0.0,3.2,16.1,10.5,0.0,3.3,0.0,5.0,1.6,6.0,0.0,0.0,0.0,0.0,0.051602999999999996,1.04,16275,30448,69632,63,55.87,63,32.2376,33.5436,31.0407,32.8813,25.8139,39.196999999999996,44.3096,50.525,47.8684,37.6893,46.4107,31.9648,5473.518,0.6,0.0,train
-6732,Spain,EUR,warm_moist,-5.880833,43.551667,15.0,13,traffic,suburban,32.8,0.0,0.0,0.0,0.0,26.6,0.0,0.0,4.1,0.0,0.0,0.0,6.0,2.6,26.2,0.0,0.0,0.0,0.0,3.7635199999999998,3.5,30365,33067,33067,63,54.37,63,23.1192,27.2541,18.9622,23.458000000000002,11.6288,33.2823,40.3999,48.913000000000004,46.6028,32.4147,45.0546,34.8944,3857.179,0.2,0.0,test
-6733,Spain,EUR,warm_moist,-5.941111,43.542221999999995,10.0,42,traffic,urban,32.0,0.0,0.0,0.0,0.0,29.0,0.0,0.0,4.0,0.0,0.0,0.0,5.4,2.6,25.3,0.0,0.0,0.0,0.0,6.03158,3.32,9950,33067,33067,60,45.4,63,14.8318,16.825,12.8641,13.9345,5.9146,22.0545,28.3702,36.4622,34.147,21.0565,32.4102,6.531000000000001,178.8685,0.0,0.0,test
-6734,Spain,EUR,tropical_dry,-15.416092,28.029889,52.0,55,industrial,urban,53.0,0.0,0.0,0.0,0.0,0.0,3.2,16.1,10.5,0.0,3.3,0.0,5.0,1.6,6.0,0.0,0.0,0.0,0.0,0.051602999999999996,1.04,16275,30448,69632,62,57.14,63,32.0106,33.6538,32.3904,33.8337,25.9391,39.8486,44.861000000000004,52.8808,49.4139,37.6391,47.1182,29.3614,6121.2484,0.0,0.0,train
-6735,Spain,EUR,tropical_dry,-6.0031,37.394519,17.0,5,traffic,urban,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,2.0,1.4,0.0,0.0,89.5,5.6,0.0,0.0,0.0,0.605,0.192,10.354000000000001,2.58,57881,80903,80947,63,62.97,63,21.1139,26.3127,15.8186,20.4506,9.7241,30.4754,39.196999999999996,50.0237,47.6303,32.2677,49.6169,55.6435,5072.2513,0.2,0.0,test
-6736,Spain,EUR,warm_dry,-6.920269,37.199769,8.0,11,industrial,suburban,44.4,0.0,0.0,0.0,0.0,0.0,0.0,6.1,10.5,1.2,1.8,0.0,30.5,1.8,0.0,0.0,1.3,0.136,0.0,1.47915,1.58,9910,13568,15445,63,57.12,63,31.3965,36.5206,26.1976,30.9516,21.9292,40.3498,48.9962,58.6451,56.4678,40.192,52.8523,91.5557,15335.8012,0.75,0.0,val
-6737,Spain,EUR,warm_dry,-5.411411,36.1821,2.0,0,industrial,urban,41.6,0.0,1.2,0.0,0.0,9.7,0.0,0.0,31.7,0.0,0.0,1.1,10.1,1.6,0.0,0.0,0.0,0.0,0.0,9.36637,2.55,1870,34378,34378,62,59.24,63,29.5906,33.4312,25.6173,30.7761,20.8516,38.2947,44.8409,52.7525,50.8383,38.1074,48.1137,36.6651,8533.9546,0.0,0.0,train
-6739,Spain,EUR,warm_moist,-8.317222000000001,43.235,160.0,46,industrial,rural,10.4,3.7,7.8,0.0,0.0,27.9,0.0,0.0,5.0,0.0,0.0,0.0,3.3,1.2,39.5,0.0,0.0,0.18100000000000002,0.0,3.47874,3.02,1540,6465,76601,18,22.54,63,27.8529,29.7827,25.9601,27.9692,21.7538,34.0843,38.5955,46.8419,44.8484,32.9117,41.3332,42.443999999999996,2935.4932,0.2,0.0,test
-6740,Spain,EUR,warm_moist,-3.0133330000000003,43.354167,64.0,5,traffic,suburban,28.3,2.2,0.0,0.0,0.0,48.4,0.0,0.0,3.0,0.0,0.0,0.0,2.3,3.4,11.2,0.0,0.0,0.0,0.0,20.5778,3.07,51076,87565,91187,63,60.03,63,19.3567,23.1657,15.6009,20.3838,8.6882,28.9048,35.2539,42.1041,40.8003,27.6138,39.0577,16.5222,1279.3447,0.0,0.0,val
-6750,Spain,EUR,warm_moist,-8.673612,42.434166,20.0,58,industrial,rural,21.0,3.6,1.1,0.0,0.0,32.6,0.0,0.0,15.0,0.0,0.0,1.5,2.2,1.4,20.7,0.0,0.0,0.0,0.0,7.737589999999999,2.08,4421,8546,37976,62,53.74,63,28.4108,32.4537,24.3669,28.5706,19.2978,38.0942,43.8585,52.7405,50.123999999999995,36.6214,46.8328,79.0299,7818.5672,1.0,0.0,test
-6754,Spain,EUR,warm_dry,2.007778,41.555556,277.0,112,traffic,urban,3.0,13.4,0.0,0.0,0.0,10.0,0.0,0.0,31.0,0.0,0.0,0.0,11.3,29.2,0.0,0.0,0.0,0.132,0.152,29.526999999999997,5.23,37805,55138,234873,63,61.52,63,22.0055,25.529,18.4653,21.428,11.2779,31.2022,40.2245,51.8784,49.4035,31.7332,50.3607,59.3642,5988.2732,0.25,0.0,train
-6759,Spain,EUR,warm_dry,-0.363333,41.321111,140.0,102,industrial,rural,0.0,0.0,0.0,0.0,0.0,0.0,0.0,40.0,0.0,0.0,0.0,0.0,59.1,0.0,0.0,0.0,0.0,2.204,0.185,11.6775,2.01,128,236,404,20,18.4,51,34.3686,40.8104,27.9862,34.8262,23.1592,45.8835,55.5624,67.1938,64.8291,45.0247,62.4794,146.1862,30262.9539,9.5,0.0,test
-6760,Spain,EUR,warm_dry,-0.218889,41.279722,160.0,91,industrial,rural,0.0,0.0,0.0,0.0,0.0,0.0,0.0,35.0,0.0,0.0,1.1,0.0,63.3,0.0,0.0,0.0,0.0,1.734,0.11199999999999999,0.570017,2.0,175,179,405,14,4.32,61,35.7875,42.1637,29.5107,36.7033,25.0934,46.7231,55.387,66.8634,64.2903,45.8396,62.1917,136.8745,31215.8523,9.0,0.0,test
-6763,Spain,EUR,warm_moist,-4.049722,43.346111,20.0,8,background,urban,18.4,0.0,0.0,0.0,0.0,30.2,0.0,0.0,1.6,0.0,0.0,0.0,8.2,1.5,37.4,0.0,0.0,0.052000000000000005,0.0,5.72604,2.58,15617,15617,59050,60,47.69,63,24.1181,28.7115,19.5346,24.7613,13.4834,34.0843,40.9012,49.3601,47.4925,33.6994,45.6389,40.1496,4853.7375,0.0,0.0,val
-6766,Spain,EUR,warm_dry,-0.8711110000000001,41.670278,195.0,12,traffic,suburban,0.0,0.0,0.0,0.0,0.0,0.0,0.0,50.6,0.0,0.0,2.8,0.0,42.4,3.3,0.0,0.0,0.0,1.185,0.102,10.5888,2.11,8814,8819,9402,63,62.44,63,22.3722,26.6525,18.0563,23.1057,10.3749,32.3711,40.1929,49.8445,47.7574,31.9759,45.5568,40.2833,5264.6167,0.0,0.0,test
-6769,Spain,EUR,warm_dry,-0.916111,41.651389,212.0,29,traffic,urban,0.0,0.0,0.0,0.0,0.0,0.0,0.0,57.5,0.0,0.0,2.1,0.0,36.5,3.4,0.0,0.0,0.0,1.185,0.102,18.0909,2.1,8814,8814,9402,63,62.72,63,23.8631,27.4479,20.3325,25.2946,12.8383,33.9242,41.3146,50.3263,48.0898,32.6184,47.8288,38.7014,5796.7439,0.0,0.0,test
-6777,Spain,EUR,warm_dry,-5.348361,36.159369,1.0,4,industrial,urban,66.4,0.0,0.0,0.0,0.0,5.9,0.0,0.0,15.9,0.0,0.0,1.0,6.1,1.6,0.0,0.0,0.0,0.0,0.0,44.5046,2.73,28745,34378,34378,63,48.3,63,31.3391,34.9073,27.6984,32.4804,20.9518,41.5027,49.2218,58.6892,56.2893,40.1511,52.7769,70.5626,14421.0691,0.0,0.0,train
-6779,Spain,EUR,warm_dry,-5.435761,36.190481,26.0,2,industrial,suburban,41.6,0.0,1.2,0.0,0.0,9.7,0.0,0.0,31.7,0.0,0.0,1.1,10.1,1.6,0.0,0.0,0.0,0.5710000000000001,0.168,9.36637,2.55,2115,7269,34378,62,55.82,63,31.9813,35.4152,28.3429,32.8813,24.4605,40.0992,45.7131,52.8307,50.9009,39.7741,47.6666,41.3362,10053.8664,0.2,0.0,train
-6785,Spain,EUR,warm_dry,4.259722,39.878056,65.0,36,industrial,suburban,77.0,0.0,0.0,0.0,0.0,1.4,0.0,0.0,13.8,0.0,0.0,0.0,4.1,0.0,0.0,0.0,0.0,0.5579999999999999,0.0,6.96965,1.16,4820,4820,4820,62,41.31,63,34.4983,38.165,30.8392,34.8863,26.5657,42.8059,49.8233,59.0461,56.1226,41.8304,55.037,83.7427,16585.5744,1.8,0.0,test
-6786,Spain,EUR,warm_dry,4.253889,39.892222,55.0,26,industrial,urban,77.0,0.0,0.0,0.0,0.0,1.4,0.0,0.0,13.8,0.0,0.0,0.0,4.1,0.0,0.0,0.0,0.0,0.5579999999999999,0.0,6.96965,1.16,3809,4820,4820,62,38.66,63,35.1604,37.3311,33.2759,35.5078,28.4153,42.3046,48.9651,57.3418,54.8482,41.2695,53.4535,59.2076,13720.6209,0.0,0.0,test
-6787,Spain,EUR,warm_moist,-7.876944,42.351944,132.0,1,traffic,urban,0.0,2.0,0.0,0.0,0.0,42.6,0.0,0.0,13.0,2.5,0.0,0.0,3.4,0.0,35.7,0.0,0.0,0.0,0.0,9.46443,2.07,15228,17713,17713,61,49.71,62,18.47,24.6017,12.4075,15.7891,5.0099,29.3626,38.5855,50.4749,47.7005,29.5374,45.5128,63.5817,5183.7784,1.0,0.0,test
-6788,Spain,EUR,warm_dry,1.069167,41.113333000000004,60.0,59,industrial,suburban,30.6,4.3,0.0,0.0,0.0,5.8,0.0,2.5,29.0,0.0,3.3,0.0,12.9,10.0,0.0,0.0,0.0,2.37,1.716,7.837510000000001,2.39,3101,14279,26446,39,51.37,63,28.4745,35.0843,21.9045,30.1997,17.4181,38.9714,46.3647,56.7454,54.7896,39.5951,52.9685,72.0517,13267.3161,0.25,0.0,val
-6793,Spain,EUR,warm_dry,1.218889,41.156110999999996,87.0,45,industrial,suburban,42.6,1.6,0.0,0.0,0.0,2.7,0.0,2.5,16.7,0.0,3.3,0.0,18.1,11.0,0.0,0.0,0.0,0.9790000000000001,0.738,8.005189999999999,3.15,17626,21873,26446,63,62.8,63,28.3338,35.7791,20.9437,27.9441,16.2903,39.3473,47.9937,58.8957,57.533,40.5229,55.7177,87.1229,16255.9804,0.5,0.0,val
-6795,Spain,EUR,warm_dry,1.826111,41.731944,238.0,21,traffic,urban,0.0,16.5,0.0,0.0,0.0,15.9,0.0,0.0,39.9,0.0,1.6,0.0,19.2,5.7,0.0,0.0,0.0,0.096,0.068,6.440840000000001,2.63,21449,21449,34123,63,53.38,63,20.2084,27.0885,13.3301,17.9193,6.3908,30.8263,41.9788,55.5123,52.2856,32.3292,55.3874,92.8665,8941.274,0.25,0.0,train
-6797,Spain,EUR,warm_dry,-0.151667,41.258889,160.0,79,industrial,rural,0.0,0.0,0.0,0.0,0.0,0.0,0.0,38.5,0.0,0.0,1.2,0.0,59.0,0.0,0.0,0.0,0.0,2.8510000000000004,0.205,0.981701,1.96,130,232,410,5,2.52,61,32.8316,38.3036,27.3544,32.6591,23.2901,42.7123,51.7781,62.775,60.2908,41.9875,58.086999999999996,127.1277,22054.6806,3.0,0.0,test
-6798,Spain,EUR,warm_dry,-0.326667,41.288333,175.0,107,industrial,urban,0.0,0.0,0.0,0.0,0.0,0.0,0.0,37.1,0.0,0.0,0.0,0.0,61.9,0.0,0.0,0.0,0.0,1.9369999999999998,0.16399999999999998,7.24595,2.03,173,173,506,33,13.74,55,31.4018,37.0599,25.7363,31.6077,21.3481,41.4486,49.8132,60.5699,58.729,40.9847,56.6938,98.3659,19772.1369,2.4,0.0,test
-6799,Spain,EUR,tropical_dry,-16.260832999999998,28.463611,75.0,87,industrial,urban,71.6,0.0,1.5,0.0,0.0,5.0,1.5,2.4,5.7,0.0,1.5,0.0,3.8,2.0,3.0,0.0,0.0,0.013000000000000001,0.0,0.0,0.9,24045,24163,24163,60,44.59,63,26.6759,28.2203,26.0142,27.6935,19.799,34.7109,40.2245,46.3647,44.3128,32.2635,42.0445,21.8575,1718.6394,0.0,0.0,train
-6800,Spain,EUR,tropical_dry,-16.266944,28.459721999999996,95.0,87,industrial,urban,71.6,0.0,1.5,0.0,0.0,5.0,1.5,2.4,5.7,0.0,1.5,0.0,3.8,2.0,3.0,0.0,0.0,0.013000000000000001,0.0,0.0,0.9,10609,24045,24163,62,47.99,63,24.0118,25.2547,22.7625,23.8924,16.5409,31.4111,38.2613,45.2787,42.7725,28.8708,42.1772,20.3269,1640.3148,0.0,0.0,train
-6801,Spain,EUR,warm_dry,-16.374167,28.383056,145.0,157,industrial,suburban,53.9,1.4,1.4,0.0,0.0,4.9,3.2,11.3,8.0,0.0,3.0,0.0,5.4,2.2,4.1,0.0,0.0,0.0,0.0,0.096554,0.88,5075,8181,24163,54,33.97,63,26.4202,29.2485,23.7065,25.7303,19.0471,33.2489,39.9321,48.119,45.6546,33.4797,45.0984,47.0115,3602.1204,0.0,0.0,train
-6803,Spain,EUR,warm_dry,1.6277780000000002,41.578889000000004,284.0,17,industrial,suburban,0.0,9.4,0.0,0.0,0.0,3.6,0.0,0.0,36.1,0.0,3.2,0.0,42.8,3.4,1.1,0.0,0.0,0.247,0.201,3.49402,2.62,11283,12482,21449,61,49.27,63,21.5425,29.4407,13.6333,20.1749,7.6439,32.8312,43.232,54.0086,52.3952,34.4578,52.6535,62.5525,9078.2749,0.0,0.0,train
-6805,Spain,EUR,warm_moist,-8.741944,42.219167,53.0,31,traffic,urban,30.1,2.9,0.0,0.0,0.0,32.3,0.0,0.0,16.1,0.0,0.0,1.2,2.4,1.7,12.6,0.0,0.0,0.177,0.0,20.1507,2.15,25272,37976,37976,63,58.1,63,24.1456,28.0998,20.2523,24.4204,13.5134,33.8939,41.3322,50.6353,48.1842,33.079,45.5896,62.4343,5896.528,0.4,0.0,test
-6806,Spain,EUR,warm_moist,-8.418889,43.367778,35.0,36,traffic,urban,46.4,3.6,5.3,0.0,0.0,20.7,0.0,0.0,3.8,0.0,0.0,0.0,3.1,1.8,13.6,0.0,0.0,0.0,0.0,15.1204,2.78,76601,76601,76601,63,56.09,63,22.1178,23.7275,20.5075,22.5257,13.333,30.1245,37.0817,46.5423,43.133,27.8668,41.4989,25.3995,1852.3684,0.2,0.0,test
-6808,Spain,EUR,warm_dry,2.22,41.433333000000005,9.0,14,traffic,suburban,43.1,4.9,0.0,0.0,0.0,3.0,0.0,0.0,12.5,0.0,0.0,0.0,5.0,29.9,0.0,0.0,0.0,0.0,0.0,26.4064,5.81,136139,234734,234873,63,58.51,63,20.4499,29.4752,11.4486,16.9168,3.1328,35.0868,45.7382,56.5148,54.747,35.0589,53.6448,77.6427,12069.3618,0.25,0.0,train
-6811,Spain,EUR,warm_dry,-4.909167,41.316389,721.0,3,industrial,suburban,0.0,0.0,0.0,0.0,0.0,0.0,3.1,10.7,3.2,0.0,0.0,0.0,81.7,0.0,0.0,0.0,0.0,1.511,0.0,2.33446,1.74,1952,1952,9074,62,25.7,62,28.5067,36.7944,20.2497,29.3727,16.4407,39.6982,49.5225,61.7528,59.4793,41.9158,57.3889,108.6756,19037.7597,3.4,0.0,train
-6817,Spain,EUR,warm_dry,-5.391381,36.208789,51.0,54,industrial,suburban,49.8,0.0,1.2,0.0,0.0,7.8,0.0,0.0,27.1,0.0,0.0,1.1,8.9,1.6,0.0,0.0,0.0,0.292,0.067,5.480659999999999,2.37,1870,34378,34378,62,51.26,63,33.1681,36.2144,30.0897,33.5831,25.4379,41.3523,48.495,56.3895,54.2122,41.0665,51.0421,56.5592,12932.8015,0.0,0.0,train
-6820,Spain,EUR,warm_moist,-8.028611,43.554444000000004,290.0,145,industrial,rural,16.9,4.5,6.1,0.0,0.0,51.1,0.0,0.0,2.5,0.0,0.0,0.0,1.7,0.0,15.4,0.0,0.0,0.14800000000000002,0.0,0.755961,2.51,453,582,13608,11,11.1,63,34.1409,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,45.4249,-999.0,-999.0,-999.0,-999.0,test
-6827,Spain,EUR,warm_dry,-0.447222,39.481111,41.0,23,traffic,urban,23.6,0.0,0.0,0.0,0.0,1.1,0.0,14.9,10.8,0.0,1.0,0.0,41.5,4.9,0.0,0.0,0.0,0.473,1.7209999999999999,29.9435,3.2,67009,93280,93280,63,63.0,63,25.8949,32.9125,18.8558,26.5828,12.6313,38.1113,46.1812,55.7415,53.6866,38.3828,52.968999999999994,60.5075,12387.104,0.0,0.0,train
-6828,Spain,EUR,warm_dry,-0.19,38.966667,22.0,24,traffic,urban,37.6,0.0,0.0,0.0,0.0,0.0,0.0,5.7,34.9,0.0,2.8,0.0,16.3,1.0,0.0,0.0,0.0,0.585,1.7380000000000002,3.6528699999999996,1.83,16717,16717,16717,63,55.89,63,30.1639,35.8644,24.4694,30.8764,19.2476,40.8009,48.6704,57.3719,55.8244,41.0284,54.2617,62.2571,16402.5916,0.2,0.0,train
-6831,Spain,EUR,warm_dry,-0.234722,39.667221999999995,10.0,15,traffic,urban,46.7,0.0,0.0,0.0,0.0,0.0,0.0,5.1,28.5,0.0,1.1,0.0,13.9,2.4,0.0,0.0,0.0,0.0,0.0,5.42215,3.1,4160,7839,93280,63,57.0,63,28.458000000000002,34.3864,23.3437,28.8213,18.3792,39.3474,47.8684,56.986000000000004,55.2402,39.0825,53.0456,65.4908,14637.7719,0.25,0.0,train
-6833,Spain,EUR,warm_dry,-3.749167,40.42,645.0,34,background,suburban,0.0,0.0,0.0,0.0,0.0,0.0,0.0,39.9,8.4,2.5,9.6,0.0,19.9,19.1,0.0,0.0,0.0,0.048,0.0,106.67200000000001,7.08,79677,79677,93151,63,63.0,63,27.0893,33.528,20.7186,27.2715,14.0347,38.2717,48.8909,62.7152,60.6876,38.9212,60.4099,138.9363,18485.5601,7.2,0.4,val
-6836,Spain,EUR,warm_dry,2.8430560000000002,42.392778,217.0,77,background,rural,0.0,1.9,0.0,0.0,0.0,50.6,0.0,0.0,25.0,0.0,0.0,0.0,16.7,1.8,2.0,0.0,0.0,0.016,0.0,1.68757,2.05,393,736,17001,19,18.2,63,35.5307,38.8663,32.2097,35.2873,27.5682,42.8059,51.2769,62.7553,60.7628,43.3387,57.4935,124.5197,19000.1381,4.0,0.0,val
-6837,Spain,EUR,warm_dry,1.121389,41.152221999999995,110.0,62,traffic,suburban,34.8,3.7,0.0,0.0,0.0,5.5,0.0,2.4,24.0,0.0,3.4,0.0,14.8,10.1,0.0,0.0,0.0,2.057,1.2790000000000001,31.4176,2.66,26446,26446,26446,63,60.63,63,29.3028,35.0267,23.7168,30.0744,20.0496,39.0967,47.1166,57.391999999999996,55.6533,39.792,53.3021,77.1352,14763.3415,1.0,0.0,val
-6838,Spain,EUR,warm_dry,0.582778,40.708056,8.0,4,background,suburban,28.6,1.7,0.0,0.0,0.0,0.0,0.0,4.4,14.6,0.0,2.4,1.7,41.0,2.3,1.5,0.0,0.0,1.33,1.391,4.01391,1.98,2048,2802,3758,58,31.49,63,31.211,36.0333,26.3638,32.8813,20.9518,41.2019,48.52,57.6426,55.7003,41.3428,54.5496,72.9386,15567.4358,0.6,0.0,train
-6840,Spain,EUR,warm_dry,0.8102779999999999,41.554167,264.0,31,background,rural,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.6,10.2,0.0,1.7,0.0,83.9,1.2,0.0,0.0,0.0,2.244,1.6,1.29603,2.18,909,909,8037,45,25.34,63,29.1858,35.3947,22.9826,29.0719,18.88,39.4309,49.2886,59.8146,57.6635,39.5871,56.5919,81.7712,18154.3876,0.3333,0.0,train
-6842,Spain,EUR,warm_dry,2.441944,41.693056,208.0,66,background,rural,14.0,4.9,0.0,0.0,0.0,43.0,0.0,0.0,17.1,0.0,0.0,0.0,8.0,10.7,1.2,0.0,0.0,0.285,0.221,6.9049,4.44,4460,4460,55489,58,46.42,63,25.0175,34.6272,15.425,21.9543,10.0248,37.7935,50.7355,64.4594,62.6801,40.4378,61.6594,151.9893,21141.3741,6.6,0.0,test
-6844,Spain,EUR,warm_dry,0.614167,41.63,220.0,25,traffic,urban,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.5,0.0,0.0,0.0,0.0,96.4,1.5,0.0,0.0,0.0,2.57,0.8809999999999999,6.11916,2.22,8037,8037,8037,63,54.4,63,23.9981,30.729,17.2851,23.433000000000003,10.1501,34.9615,46.2394,59.2716,57.1727,36.0062,56.4315,94.5285,13942.7241,0.25,0.0,train
-6847,Spain,EUR,warm_dry,2.09,41.477778,124.0,44,background,urban,14.4,10.7,0.0,0.0,0.0,6.8,0.0,0.0,25.6,0.0,0.0,0.0,8.2,31.9,0.0,0.0,0.0,0.028999999999999998,0.051,35.9606,5.7,24015,83322,234873,63,61.7,63,19.9509,28.6684,11.2612,16.4407,4.7117,32.3801,44.3096,55.4973,53.4573,34.3609,53.173,70.4196,11262.0108,0.8,0.0,train
-6852,Spain,EUR,warm_dry,-0.375833,39.456111,11.0,13,traffic,urban,32.9,0.0,0.0,0.0,0.0,1.4,0.0,12.4,5.4,0.0,0.0,0.0,39.4,4.9,1.0,0.0,0.0,0.278,0.6579999999999999,14.07,3.16,88747,93280,93280,63,62.57,63,22.9306,26.8937,18.9942,23.3578,11.3781,32.8813,40.7007,50.1541,47.7556,32.0383,47.8019,38.0953,4185.5352,0.0,0.0,train
-6854,Spain,EUR,warm_moist,-2.918333,43.2675,33.0,98,traffic,urban,15.2,2.8,0.0,0.0,0.0,59.7,0.0,0.0,3.3,0.0,0.0,0.0,2.9,3.3,11.6,0.0,0.0,0.065,0.0,18.6622,3.23,91187,91187,91187,63,61.1,63,18.2804,21.8586,14.5988,18.5459,7.8193,26.8665,32.8813,40.4,38.9213,26.2964,36.9306,15.6857,911.0672,0.0,0.0,val
-6855,Spain,EUR,warm_dry,1.4194440000000002,38.916667,25.0,30,industrial,suburban,69.4,0.0,0.0,0.0,0.0,0.0,2.0,0.0,13.5,0.0,3.0,1.5,7.1,0.0,0.0,0.0,0.0,0.0,0.0,3.7794800000000004,1.79,11625,11625,11625,63,47.9,63,32.326,37.7994,29.791999999999998,35.5212,26.6158,42.6388,49.3387,57.3085,54.9484,41.8618,51.3956,58.7634,14593.014,0.6667,0.0,train
-6856,Spain,EUR,warm_dry,1.436667,38.908333,44.0,2,industrial,urban,68.6,0.0,0.0,0.0,0.0,0.0,1.9,0.0,13.4,0.0,3.7,1.6,7.7,0.0,0.0,0.0,0.0,0.0,0.0,3.7794800000000004,1.79,11625,11625,11625,57,42.65,63,36.8353,39.7991,33.8886,37.603,28.8815,45.3923,52.129,59.3468,57.313,43.8048,56.0421,69.2126,18919.0526,0.4,0.0,train
-6857,Spain,EUR,cool_moist,1.129722,42.406944,692.0,17,background,rural,0.0,21.2,0.0,0.0,0.0,32.0,0.0,0.0,14.2,0.0,17.7,0.0,6.0,0.0,8.6,0.0,0.0,0.16399999999999998,0.0,0.46557,0.9,125,242,4406,22,8.04,40,23.0569,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,46.4252,-999.0,-999.0,-999.0,-999.0,test
-6860,Spain,EUR,warm_dry,-3.783919,38.092931,368.0,88,industrial,urban,0.0,0.0,0.0,0.0,0.0,0.0,0.0,6.2,18.2,9.0,1.6,0.0,63.2,0.0,1.2,0.0,0.0,1.183,0.43,1.26175,1.71,2372,2673,4625,53,23.4,63,28.7932,36.1155,20.8246,28.8213,15.2878,40.7258,50.7506,59.8355,57.9715,41.9881,57.2977,76.0007,20168.1076,0.5,0.0,train
-6863,Spain,EUR,warm_dry,-6.833839,37.281560999999996,52.0,47,industrial,suburban,15.1,0.0,0.0,0.0,0.0,0.0,0.0,8.7,13.7,7.0,2.0,0.0,48.3,1.8,0.0,0.0,1.1,1.038,0.371,0.9351889999999999,1.65,1229,4326,15445,60,35.71,63,29.6183,35.3444,23.8653,29.1972,20.5508,38.4702,46.49,56.2642,54.0086,39.1433,51.61600000000001,62.9222,12800.4632,0.25,0.0,val
-6867,Spain,EUR,warm_dry,2.102778,41.562778,190.0,70,traffic,urban,5.9,11.9,0.0,0.0,0.0,17.1,0.0,0.0,27.3,0.0,0.0,0.0,8.0,27.6,0.0,0.0,0.0,0.19699999999999998,0.163,32.9275,5.74,72799,72799,234873,63,62.9,63,20.7621,25.3208,16.2289,19.2977,9.2729,30.4503,40.0992,52.0563,49.7011,30.9699,49.4311,55.8784,6104.0668,0.0,0.0,train
-6869,Spain,EUR,warm_moist,-5.864722,43.357778,276.0,96,traffic,urban,0.0,0.0,0.0,0.0,1.4,46.6,0.0,0.0,2.9,0.0,0.0,0.0,6.0,1.4,41.0,0.0,0.0,0.0,0.0,13.6651,3.82,15175,15175,33067,63,54.85,63,21.5778,24.7221,18.4302,21.5533,10.927,30.6759,37.593,47.0163,44.9612,29.7204,42.3864,33.5835,3045.0609999999997,0.4,0.0,test
-6870,Spain,EUR,warm_moist,-5.831389,43.367222,206.0,31,traffic,urban,0.0,0.0,0.0,0.0,0.0,42.8,0.0,0.0,4.2,0.0,0.0,0.0,7.3,3.1,40.1,0.0,0.0,0.0,0.0,13.6651,3.82,15175,15175,30365,63,56.46,63,19.7014,24.6056,14.8322,18.5459,6.3156,30.4754,38.395,48.2193,46.1893,30.0055,43.5437,42.4353,3621.5759999999996,0.4,0.0,test
-6871,Spain,EUR,warm_moist,-5.656667,43.536111,10.0,21,traffic,urban,34.6,0.0,0.0,0.0,0.0,22.3,0.0,0.0,4.2,0.0,0.0,0.0,6.7,2.8,27.7,0.0,0.0,0.0,0.0,14.9305,3.49,20595,20609,33067,63,58.2,63,19.2639,21.3523,17.1941,19.3478,9.8243,27.468000000000004,33.8838,41.4024,39.2346,25.6797,38.262,13.017000000000001,900.0579,0.0,0.0,test
-6872,Spain,EUR,warm_moist,-5.696111,43.541111,11.0,18,traffic,urban,34.6,0.0,0.0,0.0,0.0,22.3,0.0,0.0,4.2,0.0,0.0,0.0,6.7,2.8,27.7,0.0,0.0,0.0,0.0,14.9305,3.49,20590,20595,33067,63,59.58,63,18.8107,22.4092,15.24,19.3479,9.1226,27.0168,32.8813,39.9127,37.8812,26.3271,36.4585,11.5294,569.8339,0.0,0.0,test
-6873,Spain,EUR,warm_moist,-5.705833,43.531110999999996,12.0,18,traffic,urban,33.7,0.0,0.0,0.0,0.0,22.3,0.0,0.0,4.2,0.0,0.0,0.0,6.7,2.8,28.7,0.0,0.0,0.0,0.0,123.682,3.47,20590,20595,33067,62,56.72,63,20.4722,23.748,17.2513,20.6511,9.724,29.8739,36.6908,44.1091,42.0916,28.4606,40.184,17.4019,1654.0699,0.0,0.0,test
-6874,Spain,EUR,warm_dry,2.496667,41.69,143.0,54,industrial,suburban,17.7,4.1,0.0,0.0,0.0,41.4,0.0,0.0,17.9,0.0,0.0,0.0,7.3,9.4,1.2,0.0,0.0,0.285,0.221,6.9049,4.44,3938,4460,55489,57,36.58,63,19.5701,29.6029,9.5788,14.6612,3.2581,33.3951,45.8634,57.8205,55.8883,35.3562,55.129,92.927,13441.777,2.0,0.0,test
-6876,Spain,EUR,warm_dry,-4.106944,38.681667,675.0,42,industrial,suburban,0.0,0.0,0.0,0.0,0.0,0.0,0.0,11.1,30.6,12.6,19.0,0.0,25.4,0.0,0.0,0.0,0.0,1.245,0.0,1.1772799999999999,1.63,3151,3312,3312,58,45.05,63,30.0479,35.7748,24.2943,30.7761,19.0973,40.7508,49.2218,59.5473,56.5357,40.9712,56.1707,150.1173,16732.7616,3.2,2.4,test
-6877,Spain,EUR,warm_dry,-4.1097220000000005,38.691111,705.0,49,industrial,urban,0.0,0.0,0.0,0.0,0.0,0.0,0.0,11.1,30.6,12.6,19.0,0.0,25.4,0.0,0.0,0.0,0.0,0.799,0.0,1.1772799999999999,1.63,3151,3312,3312,62,46.72,63,27.241999999999997,31.9104,23.2488,27.5682,17.7063,36.9664,45.7382,54.8858,52.5519,36.7639,50.4181,111.2945,10662.497,1.5,2.5,test
-6878,Spain,EUR,warm_dry,-4.088611,38.684444,685.0,54,industrial,suburban,0.0,0.0,0.0,0.0,0.0,0.0,0.0,12.5,28.4,12.4,18.0,0.0,27.5,0.0,0.0,0.0,0.0,1.245,0.0,1.39841,1.66,3151,3312,3312,61,46.74,63,33.4308,39.6536,27.3104,34.2648,24.5908,42.9061,51.1064,61.5523,59.0273,44.1366,59.5508,180.2689,21300.5071,5.6,5.8,test
-6882,Spain,EUR,warm_moist,-7.740278,43.536111,540.0,161,industrial,rural,1.8,3.2,2.8,0.0,0.0,60.8,0.0,0.0,2.2,0.0,0.0,0.0,0.0,0.0,28.0,0.0,0.0,0.06,0.0,0.32777399999999995,2.51,119,659,1875,5,1.29,56,37.9648,38.9098,37.0469,37.593,32.3801,43.0064,49.0212,60.5498,56.3018,41.9248,50.4809,117.1339,13214.6512,4.8,0.0,test
-6884,Spain,EUR,cool_moist,-4.840833,42.795278,1120.0,103,industrial,urban,0.0,9.4,0.0,0.0,0.0,24.7,0.0,2.7,5.4,1.0,26.2,0.0,15.5,0.0,14.2,0.0,0.0,0.023,0.0,0.347044,1.85,961,1280,1476,35,14.74,40,30.2363,35.5152,25.4296,30.1997,21.5533,39.222,46.49,56.5148,54.3219,39.9103,51.722,66.8964,12741.6661,0.5,0.0,test
-6893,Spain,EUR,cool_moist,-5.623611,42.802778,945.0,47,industrial,suburban,0.0,4.5,0.0,0.0,0.0,23.5,0.0,4.0,18.9,2.8,14.3,0.0,13.9,1.1,16.4,0.0,0.0,0.125,0.0,18.1597,2.24,755,766,35622,49,19.42,63,31.4032,36.6266,26.2462,31.7786,21.5533,40.7007,48.4198,59.3789,57.0035,40.7254,54.9213,94.3455,16104.8656,2.2,0.0,train
-6894,Spain,EUR,warm_dry,-4.4944440000000005,41.961389000000004,734.0,9,industrial,suburban,0.0,0.0,0.0,0.0,0.0,0.0,0.0,2.1,0.0,0.0,2.4,0.0,94.2,0.0,0.0,0.0,0.0,2.16,0.0,1.80818,1.72,3849,3849,11538,60,44.02,63,31.5121,37.6329,25.3855,32.7109,21.2025,41.6029,49.713,61.1513,58.6576,42.3979,56.0172,100.1812,18690.3042,1.8,0.0,train
-6904,Spain,EUR,cool_moist,2.22,42.313611,1226.0,357,background,rural,0.0,7.7,0.0,0.0,1.2,63.3,0.0,0.0,2.4,0.0,10.5,0.0,4.4,0.0,9.9,0.0,0.0,0.016,0.0,0.228688,1.34,78,584,12227,0,4.23,62,37.5738,40.5502,34.6147,37.2922,30.5756,44.3096,50.6352,59.9483,58.2817,44.0095,55.6207,121.325,19486.4976,2.6,0.4,train
-6905,Spain,EUR,warm_dry,3.214444,41.96,200.0,98,background,rural,65.3,2.7,0.0,0.0,0.0,7.6,0.0,0.0,7.6,0.0,0.0,0.0,10.9,3.5,1.7,0.0,0.0,0.02,0.0,2.14776,1.82,1300,3921,8187,44,28.1,63,39.7598,41.9929,37.5196,39.0967,32.9816,46.2143,53.4322,62.655,60.1446,45.0946,56.607,113.9938,22867.6128,3.4,0.0,val
-6907,Spain,EUR,warm_moist,-5.926667,43.580278,5.0,5,industrial,suburban,46.6,0.0,0.0,0.0,0.0,23.6,0.0,0.0,3.1,0.0,0.0,0.0,4.5,2.6,18.0,0.0,0.0,0.0,0.0,6.03158,3.32,33067,33067,33067,63,54.23,63,16.0457,18.636,13.4024,16.2402,6.2154,23.859,30.1747,37.192,34.9364,22.7177,32.8725,9.7535,439.0283,0.2,0.0,test
-6912,Spain,EUR,warm_dry,1.722778,41.220556,22.0,9,traffic,urban,46.9,3.1,0.0,0.0,0.0,0.0,0.0,0.0,18.5,0.0,1.9,0.0,19.5,7.5,0.0,0.0,0.0,0.0,0.0,5.38462,2.92,18701,21676,33430,57,42.17,63,26.872,33.4705,20.3264,26.4404,15.4131,38.2196,46.6153,56.1088,54.2279,38.0381,53.0013,79.7322,14353.5442,0.75,0.0,train
-6914,Spain,EUR,warm_dry,-2.940556,42.688056,471.0,2,industrial,urban,0.0,0.0,0.0,0.0,0.0,20.1,0.0,0.0,1.2,0.0,1.3,0.0,68.0,0.0,7.8,0.0,0.0,1.5190000000000001,0.0,2.21405,2.02,4830,5049,11944,57,36.72,62,26.8426,32.3426,21.3622,27.7687,16.8417,36.0893,43.7081,56.0386,53.9835,36.9155,50.5659,69.9033,9923.025,0.4,0.0,test
-6915,Spain,EUR,warm_moist,2.509444,42.146389,496.0,127,background,rural,0.0,1.6,0.0,0.0,1.0,74.9,0.0,0.0,6.7,0.0,0.0,0.0,6.8,2.0,6.9,0.0,0.0,0.001,0.0,0.21168299999999998,2.22,4112,7755,13814,7,18.3,63,26.1884,35.361,17.0479,24.9617,11.9295,37.994,48.3195,61.7528,59.538999999999994,40.6235,58.1182,121.6513,16858.8689,3.0,0.0,val
-6916,Spain,EUR,cool_moist,1.778056,42.370278000000006,1060.0,26,background,rural,0.0,19.4,0.0,0.0,0.0,37.8,0.0,0.0,7.0,0.0,20.9,0.0,7.6,0.0,6.8,0.0,0.0,0.324,0.0,0.970469,1.07,246,266,12331,21,13.83,61,29.949,40.371,19.5454,30.1746,15.0372,43.5076,52.4297,61.853,60.1488,44.7246,59.1107,119.6122,25476.6174,2.4,0.2,train
-6917,Spain,EUR,warm_moist,-2.963333,43.144444,122.0,38,traffic,suburban,0.0,1.7,0.0,0.0,1.0,60.7,0.0,0.0,2.6,0.0,0.0,0.0,9.6,3.2,20.1,0.0,0.0,0.059000000000000004,0.0,4.60605,2.87,7316,7316,91187,53,28.14,63,18.7608,22.9812,14.2357,17.9444,8.4208,27.8689,35.4878,43.5076,41.4848,27.7965,39.3252,21.6334,2322.6953,0.0,0.0,val
-6918,Spain,EUR,warm_moist,-2.943333,43.148056,114.0,68,industrial,suburban,0.0,1.7,0.0,0.0,1.1,63.0,0.0,0.0,2.6,0.0,0.0,0.0,8.0,3.2,19.3,0.0,0.0,0.059000000000000004,0.0,4.60605,2.87,2853,7316,91187,44,30.21,63,18.1409,23.3692,12.511,16.2903,6.5161,27.3176,35.9389,46.6153,44.0778,28.3924,41.8951,34.0156,2588.3213,0.0,0.0,val
-6919,Spain,EUR,warm_moist,-2.8861830000000004,43.209641999999995,53.0,30,background,urban,0.0,2.3,0.0,0.0,0.0,67.4,0.0,0.0,3.4,0.0,0.0,0.0,5.1,3.3,16.9,0.0,0.0,0.213,0.0,6.59514,3.17,6673,55906,91187,58,44.34,63,16.6336,21.8706,11.0282,14.7866,5.263,26.5657,34.5856,43.8585,42.0728,26.6828,39.3872,20.4749,1529.2293,0.0,0.0,val
-6920,Spain,EUR,warm_moist,-5.683333,43.296944,212.0,23,industrial,urban,0.0,0.0,0.0,0.0,0.0,49.3,0.0,0.0,2.6,0.0,0.0,0.0,5.8,1.2,39.7,0.0,0.0,0.0,0.0,0.8369690000000001,2.79,7161,7765,20609,54,37.91,63,21.8396,27.6089,16.0643,19.8491,9.9245,32.0794,40.9012,51.1225,48.495,32.6585,46.5356,65.1671,6074.2179,1.4,0.0,test
-6921,Spain,EUR,warm_dry,-4.7325,41.6,706.0,18,industrial,suburban,0.0,0.0,0.0,0.0,0.0,0.0,3.8,13.4,5.7,0.0,2.5,0.0,71.7,2.1,0.0,0.0,0.0,2.174,0.0,1.6909299999999998,2.01,20873,23970,23970,63,57.1,63,27.3835,34.3847,20.3722,28.0995,15.8893,37.8536,46.8559,58.2441,56.7303,39.4709,54.0999,84.6619,14229.4287,0.4,0.0,train
-6925,Spain,EUR,warm_moist,-5.65,43.541667,7.0,0,traffic,urban,35.9,0.0,0.0,0.0,0.0,22.9,0.0,0.0,4.0,0.0,0.0,0.0,6.2,2.6,26.8,0.0,0.0,0.0,0.0,14.9305,3.49,20595,20609,33067,63,55.29,63,20.3753,24.3087,17.5279,20.5508,10.902000000000001,29.6985,36.3399,43.7332,41.9789,28.5361,39.0478,19.6749,2412.181,0.0,0.0,test
-6926,Spain,EUR,warm_moist,-7.6930559999999995,43.312778,465.0,52,industrial,rural,0.0,1.2,0.0,0.0,0.0,36.3,0.0,0.0,4.1,0.0,0.0,0.0,4.0,0.0,53.4,0.0,0.0,0.068,0.0,1.06093,2.05,550,551,877,34,15.38,51,28.5175,33.7707,23.2739,29.8739,18.6461,38.1945,44.9111,56.3755,52.9184,37.8988,48.8608,80.7685,9583.5871,1.2,0.0,test
-6927,Spain,EUR,warm_moist,-5.810833000000001,43.403611,163.0,7,industrial,urban,0.0,0.0,0.0,0.0,0.0,42.8,0.0,0.0,4.2,0.0,0.0,0.0,7.3,3.1,40.1,0.0,0.0,0.0,0.0,15.5303,3.94,8135,15175,33067,63,57.82,63,20.5414,25.6013,15.4473,21.1774,6.7667,31.7034,38.0942,45.5877,43.6079,30.3597,41.8365,30.5733,2495.3547,0.0,0.0,test
-6929,Spain,EUR,warm_dry,-4.110278,38.703610999999995,685.0,72,industrial,suburban,0.0,0.0,0.0,0.0,0.0,0.0,0.0,11.1,30.6,12.6,19.0,0.0,25.4,0.0,0.0,0.0,0.0,0.799,0.0,1.9718900000000001,1.63,3151,3312,3312,62,46.92,63,31.0203,35.8384,26.9313,32.2464,23.3912,39.8319,46.6153,55.6376,53.8415,40.2985,48.5429,113.9115,12425.2455,0.6667,0.6667,test
-6934,Spain,EUR,warm_dry,-3.5173,36.743119,50.0,57,background,urban,50.1,1.1,0.0,0.0,0.0,0.0,4.6,13.6,16.0,0.0,1.1,0.0,8.8,1.6,1.7,0.0,0.0,0.0,0.0,2.55293,1.55,5549,7684,7684,61,42.03,62,33.506,38.821,28.2031,34.0843,24.9367,41.9789,49.4974,58.3945,56.1389,43.7712,55.9583,68.0206,18250.6793,0.25,0.0,train
-6938,Spain,EUR,warm_moist,-5.985,43.343333,250.0,146,industrial,rural,0.0,0.0,0.0,0.0,1.5,50.6,0.0,0.0,2.3,0.0,0.0,0.0,5.8,1.4,37.4,0.0,0.0,0.0,0.0,33.8073,3.64,9603,14233,33067,27,18.32,63,24.9804,30.6972,19.2833,24.9617,13.9345,35.2873,42.2044,52.129,50.1401,35.4988,47.2488,82.9612,7243.4051,0.6,0.0,test
-6939,Spain,EUR,warm_dry,0.440833,41.059166999999995,363.0,44,background,rural,0.0,2.4,0.0,0.0,0.0,0.0,2.4,26.2,39.3,0.0,1.5,0.0,26.4,0.0,0.0,0.0,0.0,0.364,0.36700000000000005,1.51661,1.57,607,614,2040,42,12.74,61,38.4914,42.2631,34.7296,38.4952,30.5756,47.317,54.8357,64.0585,62.1914,45.7535,58.928999999999995,102.9541,27962.3282,5.0,0.0,val
-6941,Spain,EUR,warm_dry,-0.057222,40.012778000000004,106.0,81,industrial,suburban,24.1,2.8,0.0,0.0,0.0,0.0,0.0,9.6,43.2,0.0,6.6,0.0,8.6,3.9,0.0,0.0,0.0,0.606,1.8130000000000002,44.7222,2.9,13838,22033,22226,63,59.33,63,32.8938,37.455999999999996,29.7725,33.4578,26.1898,41.3523,48.7456,57.7679,55.716,41.5021,52.9447,75.479,15551.9813,2.0,0.0,train
-6942,Spain,EUR,warm_dry,-0.23333299999999998,39.962778,163.0,66,industrial,suburban,8.4,9.4,0.0,0.0,0.0,0.0,0.0,8.1,59.3,0.0,3.0,0.0,7.3,3.6,0.0,0.0,0.0,0.83,2.72,2.77089,2.85,3055,4738,22226,56,43.73,63,31.393,36.865,25.9339,31.1771,22.0545,40.1995,49.0213,58.9458,57.4797,41.9133,56.1337,80.148,17408.98,0.0,0.0,train
-6944,Spain,EUR,warm_dry,-2.446719,36.841331,51.0,7,traffic,urban,39.7,0.0,0.0,0.0,0.0,0.0,1.7,44.2,0.0,0.0,3.4,0.0,4.8,3.3,0.0,0.0,2.1,0.0,0.0,9.291960000000001,1.87,9616,10090,13162,63,50.49,63,28.546999999999997,32.8405,24.3508,29.6734,19.7488,37.6932,44.1091,51.8543,49.1341,37.3135,48.5386,34.6078,7388.6195,0.2,0.0,train
-6947,Spain,EUR,warm_dry,2.288333,42.004721999999994,460.0,8,background,suburban,0.0,2.7,0.0,0.0,0.0,62.7,0.0,0.0,6.2,0.0,0.0,0.0,16.3,1.8,9.2,0.0,0.0,0.237,0.11199999999999999,2.16077,1.89,4409,13814,13814,62,42.18,63,22.3629,32.6966,12.1417,17.7439,5.9146,35.7885,49.5426,64.8524,62.8304,38.0329,63.9887,195.9186,20461.3022,9.4,1.0,train
-6950,Spain,EUR,warm_dry,-0.151944,41.505556,327.0,13,background,rural,0.0,0.0,0.0,0.0,0.0,0.0,0.0,36.3,1.3,0.0,0.0,0.0,60.6,0.0,0.0,0.0,0.0,0.64,0.027000000000000003,2.8434,1.92,129,129,410,19,7.78,25,31.4273,37.2509,25.6592,30.9766,22.0546,40.5002,48.92100000000001,59.3689,57.3084,41.4263,55.8876,81.3187,17988.7898,0.6,0.0,train
-6952,Spain,EUR,warm_dry,0.009444,40.584722,1235.0,420,industrial,rural,0.0,3.8,0.0,0.0,0.0,0.0,0.0,9.0,55.8,0.0,16.2,0.0,11.4,0.0,3.0,0.0,0.0,0.0,0.0,0.6110260000000001,1.74,99,127,512,0,0.03,53,42.4358,42.2882,42.6028,41.2403,35.9222,47.952,55.3035,63.6575,62.3835,45.4696,58.2386,99.9493,20237.5795,1.0,0.0,test
-6953,Spain,EUR,warm_dry,-0.403889,42.136111,488.0,36,traffic,urban,0.0,1.3,0.0,0.0,0.0,8.4,0.0,2.2,3.8,0.0,7.1,0.0,75.0,0.0,1.6,0.0,0.0,0.856,0.0,3.17591,1.53,4008,4056,4206,60,36.46,63,31.9802,36.7456,27.1524,33.0818,21.9543,42.2044,50.7556,60.4836,58.4321,41.6423,56.0865,81.993,18762.0297,0.2,0.0,val
-6954,Spain,EUR,warm_dry,-1.143333,41.762778000000004,235.0,22,traffic,suburban,0.0,0.0,0.0,0.0,0.0,0.0,0.0,40.5,1.2,0.0,3.1,0.0,51.2,2.7,0.0,0.0,0.0,1.8030000000000002,0.302,2.7494400000000003,1.98,2358,5606,9402,40,37.84,63,25.8831,31.6474,20.1542,25.9642,14.536,35.989000000000004,44.7106,57.6286,55.1865,37.0118,53.2603,88.9597,11281.2359,1.0,0.0,test
-6956,Spain,EUR,warm_dry,0.196944,41.918611,279.0,38,industrial,suburban,0.0,0.0,0.0,0.0,0.0,0.0,0.0,2.8,10.4,0.0,2.6,0.0,82.9,0.0,0.0,0.0,0.0,4.651,0.402,8.73863,1.62,1416,1416,3554,60,27.04,62,30.6475,35.0265,24.0299,29.0719,19.0471,39.2638,48.4532,59.3134,58.2378,38.8021,55.4985,73.9577,15836.511999999999,1.6667,0.0,train
-6957,Spain,EUR,warm_dry,-1.106667,40.336389000000004,915.0,56,background,urban,0.0,2.4,0.0,0.0,0.0,0.0,0.0,32.3,36.3,0.0,13.4,0.0,15.2,0.0,0.0,0.0,0.0,0.276,0.098,1.7016200000000001,1.31,1017,1017,1018,58,31.64,63,30.8016,38.2479,23.3401,32.4803,19.2978,42.1042,49.6228,58.1438,56.7529,42.4723,55.7854,61.7819,18758.6568,0.0,0.0,train
-6958,Spain,EUR,warm_dry,-3.703333,40.419167,657.0,79,background,urban,0.0,0.0,0.0,0.0,0.0,0.0,0.0,39.9,8.4,2.5,9.6,0.0,19.9,19.1,0.0,0.0,0.0,0.048,0.0,106.67200000000001,7.08,79677,79726,93151,63,63.0,63,22.0313,26.8837,17.1569,20.808000000000003,9.2228,31.8593,42.9307,56.9409,54.1787,32.5078,55.8304,95.35700000000001,10445.7383,1.0,0.2,val
-6959,Spain,EUR,warm_dry,-1.064722,37.693611,80.0,24,industrial,suburban,22.9,0.0,0.0,0.0,0.0,0.0,0.0,25.9,1.0,0.0,5.1,0.0,41.3,1.3,0.0,0.0,0.0,3.8569999999999998,0.0,15.1155,2.0,5871,5916,8409,54,46.65,63,32.3888,39.2063,25.5045,32.0794,21.9543,42.8059,51.8282,61.051,59.6852,44.9168,57.4032,99.8286,24485.9897,4.4,0.0,val
-6960,Spain,EUR,warm_moist,-5.9275,43.558611,20.0,30,traffic,urban,32.0,0.0,0.0,0.0,0.0,29.0,0.0,0.0,4.0,0.0,0.0,0.0,5.4,2.6,25.3,0.0,0.0,0.0,0.0,6.03158,3.32,33067,33067,33067,63,55.51,63,21.3742,24.5083,18.2495,21.9543,10.4258,30.8764,37.192,44.9111,42.9061,29.2516,40.8064,23.5816,2286.3881,0.0,0.0,test
-6964,Spain,EUR,warm_dry,-0.036111000000000004,39.959167,44.0,16,industrial,suburban,48.5,1.7,0.0,0.0,0.0,0.0,0.0,6.4,29.4,0.0,2.2,0.0,6.7,4.0,0.0,0.0,0.0,0.606,1.8130000000000002,7.00697,2.91,11892,22226,22226,62,55.91,63,22.5394,30.8895,14.1868,22.0546,6.8499,35.3875,44.6104,54.8036,52.5568,36.2026,52.2305,57.2483,10120.8538,0.6,0.0,train
-6966,Spain,EUR,warm_moist,-6.5472220000000005,43.177778,330.0,0,industrial,suburban,0.0,1.6,0.0,0.0,0.0,60.6,0.0,0.0,5.1,0.0,1.4,0.0,1.7,0.0,28.7,0.0,0.0,0.06,0.0,0.898452,2.68,267,283,562,23,10.11,26,25.1312,30.5728,19.7032,24.9618,14.2352,34.8863,42.1042,51.746,49.3345,35.184,46.8713,60.6753,7205.5548,0.0,0.0,test
-6967,Spain,EUR,warm_moist,-5.5961110000000005,43.275278,267.0,160,industrial,suburban,0.0,0.0,0.0,0.0,1.1,52.7,0.0,0.0,2.3,0.0,0.0,0.0,4.1,0.0,38.5,0.0,0.0,0.0,0.0,0.42441,2.59,5012,6071,20609,47,30.26,63,22.9724,29.4344,16.5141,21.2526,11.8292,32.8563,41.1017,51.1666,49.0714,34.5576,45.7118,62.6059,6392.4424,0.4,0.0,test
-6968,Spain,EUR,warm_dry,-0.249167,40.416667,1125.0,301,background,suburban,0.0,4.2,0.0,0.0,0.0,0.0,0.0,8.0,53.9,0.0,23.6,0.0,7.2,0.0,2.5,0.0,0.0,0.064,0.002,0.183602,1.39,340,443,445,13,7.25,53,37.574,41.00899999999999,34.1078,37.5429,31.2774,43.5247,49.7731,59.2099,57.0161,43.9975,54.8737,79.8954,18163.9421,1.0,0.0,train
-6970,Spain,EUR,warm_dry,0.084722,40.691666999999995,1200.0,341,industrial,rural,0.0,8.0,0.0,0.0,0.0,1.2,0.0,9.1,57.4,0.0,10.4,0.0,11.9,0.0,1.8,0.0,0.0,0.168,0.0,0.073919,1.76,27,70,1260,0,0.0,47,41.95399999999999,42.5026,41.5085,41.6029,35.0868,48.3697,55.2367,62.7803,61.0886,45.6869,56.1824,90.7751,22483.6145,1.5,0.0,test
-6971,Spain,EUR,warm_dry,2.155278,41.386111,27.0,45,traffic,urban,48.1,4.5,0.0,0.0,0.0,2.6,0.0,0.0,12.5,0.0,0.0,0.0,2.7,27.9,0.0,0.0,0.0,0.005,0.0,10.0947,5.03,234873,234873,234873,63,61.63,63,17.0807,20.2238,13.9086,16.5409,6.6832,25.7303,33.416,42.1042,39.222,24.8605,39.5502,19.1736,1044.3137,0.0,0.0,train
-6972,Spain,EUR,warm_moist,-8.746944000000001,42.202778,26.0,48,industrial,suburban,29.0,3.2,0.0,0.0,0.0,31.5,0.0,0.0,19.6,0.0,0.0,1.0,2.4,1.5,11.4,0.0,0.0,0.177,0.0,20.1507,2.15,37710,37710,37976,61,56.18,63,26.566,31.6369,21.5076,27.6935,15.1625,36.4652,44.1091,54.3394,52.2207,36.8302,48.2531,99.1225,9254.6301,1.5,0.0,test
-6974,Spain,EUR,warm_dry,-0.091111,40.637221999999994,1150.0,235,background,rural,0.0,4.5,0.0,0.0,0.0,0.0,0.0,11.5,55.8,0.0,16.7,0.0,7.9,0.0,2.7,0.0,0.0,0.205,0.08900000000000001,0.6698069999999999,1.58,106,113,282,20,8.97,32,44.6102,45.2926,43.8724,43.7081,38.2947,50.3917,57.0411,64.7803,63.0309,47.985,59.1522,94.8776,29540.1033,2.0,0.0,test
-6975,Spain,EUR,warm_moist,-2.49,43.064167,218.0,0,traffic,urban,0.0,1.7,0.0,0.0,1.4,72.5,0.0,0.0,1.2,0.0,0.0,0.0,10.8,0.0,11.7,0.0,0.0,0.042,0.0,1.36586,2.31,8879,8879,17799,52,31.8,63,18.2938,23.2696,13.36,18.2117,6.0149,28.2365,35.588,45.2787,43.413999999999994,27.9984,40.9854,24.1184,2201.7634,0.0,0.0,val
-6976,Spain,EUR,warm_dry,-3.636111,42.336110999999995,929.0,47,background,urban,0.0,1.5,0.0,0.0,0.0,5.0,0.0,0.0,1.5,0.0,5.0,0.0,78.1,0.0,7.7,0.0,0.0,0.73,0.0,7.09463,1.71,8970,21905,22570,45,40.54,63,30.0185,35.6695,24.4485,31.2774,21.2526,39.0967,47.0163,58.5589,56.402,40.593,52.9936,85.4663,14098.403,1.6,0.0,train
-6977,Spain,EUR,warm_dry,0.010556,39.981944,10.0,1,industrial,suburban,49.4,0.0,0.0,0.0,0.0,0.0,0.0,6.9,27.2,0.0,4.1,0.0,6.7,3.8,0.0,0.0,0.0,0.0,0.0,1.61015,2.73,10563,22226,22226,63,56.05,63,27.3309,37.759,19.2179,29.5732,12.7816,42.1042,49.6228,58.8957,57.0787,41.9249,54.6932,87.6479,19423.2354,0.75,0.0,train
-6979,Spain,EUR,warm_dry,-5.658333,40.949721999999994,797.0,4,background,urban,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.6,3.0,11.4,0.0,81.5,0.0,0.0,0.0,0.0,2.032,0.0,4.0650900000000005,1.64,11889,39401,39401,63,53.4,63,27.4964,33.4872,21.574,28.0694,16.3739,37.9272,46.7824,59.4805,56.8907,38.9292,56.3115,94.8966,14183.3226,1.3333,0.0,train
-6980,Spain,EUR,tropical_dry,-5.95165,37.398311,29.0,10,background,suburban,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.4,0.0,0.0,0.0,91.3,5.6,0.0,0.0,0.0,0.5429999999999999,0.066,18.5486,2.58,80903,80903,80947,63,62.9,63,26.7859,35.027,18.4136,26.8665,12.530999999999999,38.8962,49.7531,62.254,60.1237,41.1657,60.0576,150.3833,19386.2054,3.8,0.0,test
-6981,Spain,EUR,tropical_dry,-15.4075,28.032221999999997,5.0,2,industrial,urban,53.0,0.0,0.0,0.0,0.0,0.0,3.2,16.1,10.5,0.0,3.3,0.0,5.0,1.6,6.0,0.0,0.0,0.0,0.0,0.051602999999999996,1.04,16275,30448,69632,63,53.12,63,23.8223,25.0451,22.6468,23.3912,17.2092,30.0744,35.7551,44.1091,40.2036,29.025,39.9287,16.1018,1194.0319,0.0,0.0,train
-6983,Spain,EUR,warm_moist,-8.656944000000001,42.421944,15.0,43,traffic,urban,21.0,3.6,1.1,0.0,0.0,32.6,0.0,0.0,15.0,0.0,0.0,1.5,2.2,1.4,20.7,0.0,0.0,0.0,0.0,7.737589999999999,2.08,7162,8546,37976,61,54.35,63,22.6346,26.9104,18.404,23.2475,11.4182,32.4803,39.6882,49.0375,46.782,31.8574,45.1018,70.7297,4633.5923,0.8,0.0,test
-6984,Spain,EUR,warm_moist,-1.651389,42.807221999999996,449.0,28,background,urban,0.0,0.0,0.0,0.0,1.7,26.4,0.0,0.0,2.3,0.0,0.0,0.0,55.5,1.6,11.7,0.0,0.0,0.825,0.018000000000000002,10.4944,1.78,104648,104648,104648,63,62.16,63,26.2091,29.4406,22.941,28.0434,14.1299,36.799,44.4742,55.298,52.2547,34.969,49.0707,65.3045,7937.2877,0.4,0.0,test
-6985,Spain,EUR,warm_dry,-6.268569,36.506019,4.0,6,traffic,urban,56.4,0.0,0.0,0.0,0.0,0.0,0.0,0.0,2.0,0.0,4.5,0.0,30.6,2.9,0.0,0.0,1.2,0.0,0.0,8.170739999999999,1.8,22052,50371,50371,61,46.15,63,34.2123,37.3088,31.1034,35.588,25.3627,43.6079,50.3245,58.2441,55.976000000000006,41.1192,53.7571,58.5846,15128.5536,0.0,0.0,test
-6986,Spain,EUR,warm_dry,2.154444,41.400278,75.0,82,traffic,urban,48.1,4.5,0.0,0.0,0.0,2.6,0.0,0.0,12.5,0.0,0.0,0.0,2.7,27.9,0.0,0.0,0.0,0.005,0.0,98.5927,5.82,234873,234873,234873,63,62.72,63,19.3493,22.1939,16.5734,18.7965,9.0223,28.1948,35.8386,45.3096,42.4331,27.2054,41.7611,25.7085,2005.2834,0.0,0.0,train
-6991,Spain,EUR,warm_moist,-2.501389,42.653333,833.0,82,background,rural,0.0,0.0,0.0,0.0,1.9,21.1,0.0,1.7,2.2,0.0,1.2,0.0,58.9,0.0,12.0,0.0,0.0,0.748,0.0,0.231057,1.81,63,202,20832,9,6.2,63,37.1752,39.2409,35.1822,36.5905,30.325,43.3572,49.8734,60.3994,57.3607,42.305,53.0423,96.495,15514.3714,2.5,0.0,train
-6992,Spain,EUR,warm_moist,-3.231389,42.875278,911.0,249,background,rural,0.0,0.0,0.0,0.0,0.0,36.6,0.0,0.0,2.4,0.0,1.9,0.0,39.6,0.0,18.1,0.0,0.0,0.091,0.0,0.244089,1.5,62,94,2724,0,1.62,53,38.8563,42.9653,34.7333,39.196999999999996,31.9791,45.7131,52.9309,65.3617,61.5093,46.4632,57.5205,173.9712,25433.5679,7.0,0.8,train
-6993,Spain,EUR,warm_moist,-2.6358330000000003,43.172222,113.0,7,industrial,urban,1.5,2.2,0.0,0.0,0.0,80.2,0.0,0.0,2.1,0.0,0.0,0.0,2.6,0.0,9.7,0.0,0.0,0.017,0.0,4.6029599999999995,2.56,9805,9805,58412,57,37.77,63,19.5104,24.7348,14.3301,17.6687,7.3933,27.3176,35.3374,44.9863,44.5423,29.4897,42.3018,41.7177,2951.7364,0.2,0.0,val
-6994,Spain,EUR,warm_moist,-2.7038889999999998,43.406110999999996,116.0,48,background,rural,42.6,2.2,0.0,0.0,0.0,39.2,0.0,0.0,2.8,0.0,0.0,0.0,2.0,3.1,7.2,0.0,0.0,0.0,0.0,1.40103,2.27,1512,5183,91187,36,22.36,63,34.8699,37.0103,30.0093,33.7502,26.2315,40.9346,47.7849,56.1723,56.2276,41.6766,52.5868,59.1615,12477.3608,0.75,0.0,train
-6995,Spain,EUR,warm_moist,-2.668056,42.855556,518.0,24,traffic,urban,0.0,1.3,0.0,0.0,2.1,33.3,0.0,0.0,1.3,0.0,0.0,0.0,42.0,1.2,18.0,0.0,0.0,0.7190000000000001,0.0,7.3639399999999995,2.18,11936,11944,11944,62,53.27,63,20.4668,23.5622,17.4236,20.8014,10.0248,29.3226,37.3424,47.6178,45.2548,28.0898,44.0825,30.4123,2926.389,0.0,0.0,test
-6996,Spain,EUR,warm_moist,-1.960278,43.322778,23.0,28,traffic,urban,46.1,0.0,0.0,0.0,0.0,33.9,0.0,0.0,1.2,0.0,0.0,0.0,2.0,1.7,13.6,0.0,0.0,0.179,0.0,35.8053,2.68,34829,34829,34829,63,54.31,63,17.4683,17.5991,11.4897,13.5334,4.5112,23.3076,30.325,38.0942,36.3086,21.9673,38.466,10.3033,284.103,0.0,0.0,test
-6997,Spain,EUR,warm_moist,-1.899444,43.314444,23.0,19,industrial,urban,41.3,0.0,0.0,0.0,1.5,35.5,0.0,0.0,1.4,0.0,0.0,0.0,2.1,1.6,16.1,0.0,0.0,0.11800000000000001,0.0,6.9569399999999995,2.57,12467,34183,34829,62,48.74,63,19.7607,24.7867,14.9582,18.7965,6.7667,30.325,38.5955,46.86600000000001,44.7267,29.2965,44.5538,21.7942,2532.4712,0.0,0.0,test
-6998,Spain,EUR,warm_moist,-1.9775,43.2675,18.0,45,traffic,urban,32.5,0.0,0.0,0.0,1.9,44.1,0.0,0.0,1.2,0.0,0.0,0.0,2.1,1.6,16.1,0.0,0.0,0.07200000000000001,0.0,2.68425,2.63,16790,34829,34829,60,49.54,63,19.5392,24.1437,14.5745,18.7965,7.0174,30.0744,38.7208,49.317,45.8008,29.4789,44.0753,35.2317,3130.5784,0.0,0.0,test
-6999,Spain,EUR,warm_moist,-2.077778,43.130833,90.0,8,traffic,urban,4.6,0.0,0.0,0.0,6.9,62.2,0.0,0.0,0.0,0.0,0.0,0.0,3.6,0.0,19.9,0.0,0.0,0.021,0.0,2.8346400000000003,2.42,1634,6497,34829,44,26.47,63,17.2339,23.9678,11.1357,14.536,4.0099,28.32,36.8412,46.6154,45.0534,28.6744,42.3269,36.4097,3035.756,0.0,0.0,test
-7000,Spain,EUR,warm_moist,-2.1911110000000003,43.048333,153.0,0,traffic,suburban,0.0,0.0,0.0,0.0,9.7,60.1,0.0,0.0,0.0,0.0,0.0,0.0,8.8,0.0,19.6,0.0,0.0,0.017,0.0,2.25148,1.98,3791,10412,10412,57,34.51,57,18.9396,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,42.239,-999.0,-999.0,-999.0,-999.0,test
-7001,Spain,EUR,warm_moist,-2.268056,43.18,110.0,0,traffic,urban,13.8,0.0,0.0,0.0,0.0,67.3,0.0,0.0,1.2,0.0,0.0,0.0,2.2,0.0,13.9,0.0,0.0,0.031,0.0,0.972018,2.38,2853,2856,30866,40,21.71,62,23.4983,30.264,16.7739,23.1573,10.0248,34.6858,43.7081,54.7835,52.4727,35.7484,48.6227,70.6924,8949.0971,1.0,0.2,test
-7002,Spain,EUR,warm_moist,-2.680556,42.854721999999995,517.0,20,traffic,urban,0.0,1.3,0.0,0.0,2.1,33.3,0.0,0.0,1.3,0.0,0.0,0.0,42.0,1.2,18.0,0.0,0.0,0.7190000000000001,0.0,7.3639399999999995,2.18,11936,11944,11944,63,56.22,63,24.8542,28.0506,21.7029,26.8164,13.7841,35.3375,42.1042,50.6252,47.9042,33.6541,46.8109,35.6551,5109.5734,0.0,0.0,test
-7003,Spain,EUR,warm_dry,-6.225169,36.522831,1.0,6,background,urban,40.4,0.0,0.0,0.0,0.0,0.0,0.0,0.0,2.5,0.0,4.3,0.0,45.6,3.5,0.0,0.0,1.2,0.055999999999999994,0.0,8.170739999999999,1.8,2666,50371,50371,62,54.08,63,31.1851,35.2469,27.1093,32.5806,22.1548,40.2997,47.2168,54.9359,52.3671,38.7718,50.6738,44.5288,10283.1347,0.0,0.0,test
-7004,Spain,EUR,warm_dry,3.146667,39.8375,15.0,4,background,rural,46.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,19.3,1.1,3.2,1.0,24.9,1.2,1.1,0.0,0.0,0.083,0.0,1.4229399999999999,1.54,5,2788,5823,35,29.41,62,34.3995,38.6813,29.7387,35.2038,25.7303,43.0357,49.2886,57.9768,56.3415,42.4422,52.9836,72.9394,16812.6199,0.6667,0.0,test
-7005,Spain,EUR,warm_dry,3.042222,39.844722,25.0,20,background,rural,42.1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,19.1,0.0,4.3,0.0,27.2,1.2,1.7,0.0,0.0,2.5380000000000003,0.0,64.2791,1.52,2604,3632,5823,7,16.85,62,33.4498,39.1015,28.1076,34.0844,24.7988,41.9788,48.9962,58.1113,55.4538,42.2085,53.8613,75.057,16911.0836,1.2,0.0,test
-7006,Spain,EUR,tropical_dry,-5.980389,37.429860999999995,21.0,4,industrial,suburban,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,2.6,4.3,0.0,0.0,85.5,5.6,0.0,0.0,0.0,0.5429999999999999,0.066,36.9066,2.38,63347,80903,80947,63,62.07,63,26.9972,34.7746,19.2035,26.666,13.4332,38.2948,49.2218,62.1538,59.6726,41.0878,60.8354,141.3416,18646.7306,2.8,0.0,test
-7007,Spain,EUR,warm_dry,-3.711389,40.478333,673.0,82,traffic,urban,0.0,0.0,0.0,0.0,0.0,0.0,0.0,37.0,10.1,3.2,12.7,0.0,17.6,18.7,0.0,0.0,0.0,0.003,0.0,106.67200000000001,7.08,79578,79627,93151,63,62.59,63,22.8141,27.1926,18.4374,22.656,9.2228,33.3716,43.0381,56.2391,53.73,33.1807,55.0434,101.0463,9682.4916,1.6,0.2,val
-7009,Spain,EUR,warm_moist,-3.790278,43.4675,30.0,19,background,urban,50.4,1.5,0.0,0.0,0.0,13.5,0.0,0.0,1.7,0.0,0.0,0.0,7.3,1.6,21.8,0.0,0.0,0.0,0.0,15.4015,2.29,13454,59050,59050,60,52.31,63,27.111,30.7915,23.4484,28.1697,18.3454,35.989000000000004,42.2646,50.1561,48.6829,35.025999999999996,46.2542,40.0957,5655.4809,0.0,0.0,val
-7010,Spain,EUR,cool_moist,-4.135555999999999,43.001111,850.0,31,background,urban,1.9,1.2,0.0,0.0,1.8,33.5,0.0,0.0,1.1,0.0,5.0,0.0,16.5,0.0,38.5,0.0,0.0,3.148,0.0,1.05617,1.69,5246,5532,5532,60,27.5,62,31.605999999999998,35.2847,27.9154,32.6809,23.1573,40.2997,46.6153,57.1413,54.4221,39.8894,51.1533,92.31700000000001,11569.3977,2.0,0.0,val
-7011,Spain,EUR,warm_moist,-4.256944,43.153611,651.0,167,background,rural,0.0,0.0,0.0,0.0,2.6,51.3,0.0,0.0,0.0,0.0,1.1,0.0,7.2,0.0,36.0,0.0,0.0,0.0,0.0,0.014887000000000001,2.01,62,165,5532,6,1.02,62,36.6238,38.8176,34.4211,36.39,30.0744,42.8059,48.4298,57.5424,55.9008,42.0163,51.2222,92.8853,14071.5267,2.2,0.2,val
-7013,Spain,EUR,warm_dry,-1.956667,38.981667,686.0,4,background,urban,0.0,0.0,0.0,0.0,0.0,0.0,0.0,18.2,0.0,0.0,0.0,0.0,81.1,0.0,0.0,0.0,0.0,1.4380000000000002,0.0,2.02935,1.44,2129,2131,2134,9,10.06,63,33.129,36.2175,25.5289,31.410999999999998,21.6954,40.6004,48.6203,56.8072,55.8047,41.3209,55.755,52.2074,16066.7329,0.0,0.0,val
-7014,Spain,EUR,warm_dry,-3.2633330000000003,40.573611,662.0,25,background,suburban,0.0,0.0,0.0,0.0,0.0,0.0,0.0,16.3,2.0,0.0,3.9,0.0,75.9,1.6,0.0,0.0,0.0,1.775,0.0,4.2106699999999995,3.89,15776,15776,44220,63,54.7,63,29.1539,36.4773,21.9205,28.5005,15.4382,40.6305,52.2292,67.5451,64.7226,43.8204,64.8983,220.4465,25048.623,12.2,0.6,val
-7015,Spain,EUR,warm_dry,-3.171667,40.629721999999994,700.0,62,background,urban,0.0,0.0,0.0,0.0,0.0,0.0,0.0,10.2,2.8,0.0,3.2,0.0,82.5,1.2,0.0,0.0,0.0,1.504,0.0,3.5279300000000005,3.2,3562,6521,32989,62,56.58,63,28.5413,34.3598,22.7181,27.9491,15.4232,40.2797,50.8759,64.1587,61.4073,40.9395,61.7376,183.9151,21866.1715,10.6,0.4,val
-7018,Spain,EUR,warm_dry,0.372778,40.554722,181.0,62,background,rural,22.5,0.0,0.0,0.0,0.0,0.0,0.0,7.8,29.5,0.0,4.0,0.0,31.2,1.4,1.3,0.0,0.0,0.29100000000000004,3.187,2.34932,2.04,366,1142,6982,30,15.68,63,36.1515,42.3189,30.0202,37.0416,26.6329,44.9111,52.0287,61.3317,59.8069,45.84,56.846000000000004,103.4719,25793.977000000003,3.8,0.0,test
-7019,Spain,EUR,warm_dry,-0.169444,40.735,619.0,6,background,rural,0.0,3.1,0.0,0.0,0.0,0.0,0.0,29.5,43.3,0.0,10.2,0.0,12.5,0.0,0.0,0.0,0.0,0.102,0.062,0.385319,1.74,31,134,602,0,0.21,54,31.8848,40.5775,23.1991,34.385,17.2427,44.3768,52.8337,62.4254,60.4203,44.8611,57.4688,89.3522,24474.2723,0.8,0.0,test
-7020,Spain,EUR,warm_moist,-2.4772220000000003,42.849167,594.0,46,background,suburban,0.0,1.2,0.0,0.0,6.3,35.1,0.0,0.0,0.0,0.0,0.0,0.0,36.0,1.2,18.5,0.0,0.0,1.21,0.0,1.8336400000000002,1.97,425,574,11944,12,15.76,63,27.9848,33.0976,22.9521,29.2724,18.5459,37.3925,45.0113,55.1364,52.8558,37.3121,49.4952,58.0959,9611.4778,0.0,0.0,test
-7024,Spain,EUR,warm_dry,-2.810969,36.769719,97.0,40,background,urban,37.0,0.0,0.0,0.0,0.0,0.0,5.2,41.1,1.3,0.0,4.0,0.0,3.7,1.6,0.0,0.0,4.9,1.942,0.242,1.3328,1.7,4727,4730,13162,63,50.32,63,31.7252,38.8763,24.6473,33.4828,21.3528,42.8059,50.0237,58.2441,56.7243,43.6568,54.6891,61.3786,19423.1952,0.2,0.0,train
-7027,Spain,EUR,warm_dry,-3.612661,37.1961,689.0,83,traffic,urban,0.0,3.7,0.0,0.0,0.0,0.0,5.0,16.6,12.1,0.0,2.4,0.0,53.1,4.6,0.0,0.0,1.4,1.665,0.308,7.6612800000000005,2.25,44724,44724,44724,62,61.64,63,22.914,29.0836,16.5385,21.804000000000002,8.5211,34.3349,45.6128,55.387,52.8495,36.1914,53.5904,50.5487,11284.3218,0.0,0.0,train
-7028,Spain,EUR,warm_dry,-3.3777779999999997,40.479167,595.0,13,traffic,urban,0.0,0.0,0.0,0.0,0.0,0.0,0.0,31.1,1.6,0.0,4.2,0.0,56.1,6.4,0.0,0.0,0.0,1.092,0.0,5.471030000000001,4.52,32901,44220,93151,63,57.29,63,25.0938,33.4789,16.7631,24.1096,8.7216,37.6932,49.9736,65.059,62.0911,40.1231,63.61600000000001,199.4626,20854.9377,9.4,0.0,val
-7029,Spain,EUR,warm_dry,-3.6447220000000002,40.540556,688.0,43,industrial,urban,0.0,0.0,0.0,0.0,0.0,0.0,0.0,29.7,8.7,2.6,14.2,0.0,27.2,17.0,0.0,0.0,0.0,0.7020000000000001,0.0,39.8981,6.43,46370,79578,93151,63,61.31,63,25.936999999999998,32.0203,19.9615,26.1647,12.0298,37.0917,47.9186,64.1587,61.5021,37.8192,62.0792,190.0024,17770.4341,7.0,0.0,val
-7030,Spain,EUR,warm_dry,-3.8016669999999997,40.281110999999996,699.0,45,industrial,urban,0.0,0.0,0.0,0.0,0.0,0.0,0.0,36.0,3.3,0.0,5.1,0.0,41.2,13.6,0.0,0.0,0.0,0.7859999999999999,0.0,7.66878,5.04,47622,73344,79726,63,62.84,63,25.2989,30.7149,19.9817,25.7637,13.8342,35.2372,44.8109,57.7428,55.6335,35.8886,54.8535,85.6166,12017.2832,0.4,0.0,val
-7032,Spain,EUR,warm_dry,-3.735833,40.339721999999995,676.0,45,traffic,urban,0.0,0.0,0.0,0.0,0.0,0.0,0.0,40.9,4.7,1.3,4.8,0.0,29.6,18.3,0.0,0.0,0.0,0.722,0.0,31.3136,6.59,37602,73678,93151,63,63.0,63,23.9889,30.3695,17.6737,24.26,8.3206,35.8888,46.0639,60.0485,57.605,36.7441,57.9168,112.2007,14178.588,2.4,0.0,val
-7033,Spain,EUR,warm_dry,-3.876389,40.324166999999996,660.0,47,background,urban,0.0,0.0,0.0,0.0,0.0,0.0,0.0,37.0,5.1,2.5,8.4,0.0,31.9,14.9,0.0,0.0,0.0,1.0070000000000001,0.0,49.4296,6.06,61576,72482,79726,63,62.41,63,25.7746,32.4149,19.1777,26.1647,12.932,36.5905,47.3171,60.7323,58.7829,38.1499,58.0136,106.6335,15662.2314,2.6,0.0,val
-7034,Spain,EUR,warm_dry,-1.701111,37.688889,340.0,55,industrial,suburban,0.0,0.0,0.0,0.0,0.0,0.0,3.1,65.6,2.2,0.0,0.0,0.0,26.1,1.8,0.0,0.0,0.0,1.339,0.0,2.48935,1.77,821,821,1963,63,48.1,63,38.7396,47.5596,29.8817,38.9965,26.0645,50.6252,59.1463,67.0659,65.6696,52.5127,63.6252,133.7007,46021.9151,15.8,0.0,val
-7035,Spain,EUR,warm_moist,-5.872778,43.372778000000004,286.0,92,background,urban,0.0,0.0,0.0,0.0,0.0,44.2,0.0,0.0,4.0,0.0,0.0,0.0,6.8,2.9,39.3,0.0,0.0,0.0,0.0,13.6651,3.82,15175,15175,33067,63,52.94,63,28.2735,32.3738,24.2154,29.5732,18.5459,38.3449,45.1116,52.3796,50.5939,36.7535,47.8528,40.5737,8417.9882,0.0,0.0,test
-7036,Spain,EUR,tropical_dry,-15.4275,28.0,9.0,182,traffic,urban,50.6,0.0,0.0,0.0,0.0,0.0,3.5,18.8,9.8,0.0,3.6,0.0,4.3,1.7,6.2,0.0,0.0,0.0,0.0,0.0,1.09,17101,30448,69632,62,55.22,63,20.873,20.5778,21.1701,20.5508,14.8701,26.3986,31.7452,37.593,36.1519,24.449,34.5219,10.8839,79.5719,0.0,0.0,train
-7038,Spain,EUR,warm_moist,-3.838056,43.407222,16.0,11,industrial,suburban,23.3,0.0,0.0,0.0,0.0,22.7,0.0,0.0,1.9,0.0,0.0,0.0,9.1,1.7,38.0,0.0,0.0,0.0,0.0,13.2775,2.45,12564,43123,59050,60,53.83,63,24.8061,29.1968,20.4538,25.6635,14.7365,34.1846,41.1017,49.8233,48.3518,33.874,45.7401,36.9196,4808.2652,0.2,0.0,val
-7039,Spain,EUR,warm_moist,-3.841111,43.420833,10.0,14,industrial,urban,36.7,0.0,0.0,0.0,0.0,17.3,0.0,0.0,1.8,0.0,0.0,0.0,8.9,1.8,30.3,0.0,0.0,0.0,0.0,13.2775,2.45,12564,43123,59050,61,56.87,63,25.1962,28.916,21.4726,26.3652,16.1399,34.7861,41.2019,48.6203,46.7908,33.7308,44.7621,30.092,4169.4778,0.0,0.0,val
-7040,Spain,EUR,warm_moist,-3.221389,43.382778,20.0,13,background,urban,41.7,1.9,0.0,0.0,0.0,33.9,0.0,0.0,1.9,0.0,0.0,0.0,1.8,2.3,15.1,0.0,0.0,0.069,0.0,2.5279,2.49,3190,3190,87565,59,32.61,63,29.9798,32.3598,27.6007,31.2774,22.4555,38.4952,44.3999,52.3856,50.9761,37.4928,48.7974,50.5729,7282.0659,0.2,0.0,val
-7041,Spain,EUR,warm_moist,-4.062778,43.264444,88.0,0,background,urban,10.1,0.0,0.0,0.0,1.3,39.1,0.0,0.0,1.1,0.0,0.0,0.0,6.8,0.0,39.9,0.0,0.0,0.0,0.0,1.27381,2.48,2167,11712,16325,39,19.54,63,22.4074,27.807,16.984,22.656,10.125,32.9816,39.9989,49.0052,47.1291,32.7211,44.7056,45.2541,4164.948,0.2,0.0,val
-7045,Spain,EUR,warm_dry,1.1925,41.91,370.0,62,background,rural,0.0,4.0,0.0,0.0,0.0,5.7,0.0,0.0,21.3,0.0,2.5,0.0,64.6,0.0,1.7,0.0,0.0,0.583,0.0,0.692318,1.66,692,692,2214,27,12.92,56,28.3149,38.1511,18.447,26.7662,12.0298,42.8059,54.6452,66.6649,65.1236,43.1125,63.0785,132.3146,28672.5874,8.2,0.0,train
-7046,Spain,EUR,warm_dry,-5.564722,42.608889000000005,838.0,36,traffic,suburban,0.0,2.9,0.0,0.0,0.0,6.0,0.0,7.7,12.2,1.7,15.4,0.0,46.3,0.0,6.5,0.0,0.0,0.6970000000000001,0.0,9.615730000000001,2.38,35622,35622,35622,63,57.97,63,27.4576,34.5774,20.3843,27.066999999999997,14.703,38.5955,48.6203,61.6525,59.8355,40.2798,56.5023,107.4891,17477.7359,2.0,0.0,train
-7048,Spain,EUR,warm_dry,-6.725556,42.558611,450.0,26,industrial,rural,0.0,16.1,0.0,0.0,0.0,35.3,0.0,0.0,32.9,2.4,1.2,0.0,3.9,1.3,6.6,0.0,0.0,0.64,0.0,0.988952,3.01,1524,1872,3014,33,30.2,62,18.9906,26.3943,11.6284,17.0923,5.0976,29.4228,39.598,54.3204,51.2994,30.9651,49.1564,84.3287,8347.4553,0.8,0.2,test
-7050,Spain,EUR,warm_dry,-6.203069,36.460589,35.0,17,background,suburban,47.8,0.0,0.0,0.0,0.0,0.0,0.0,0.0,3.3,0.0,4.5,0.0,37.0,3.4,0.0,0.0,1.2,0.10300000000000001,0.017,6.64221,1.9,20170,50364,50371,61,49.3,63,35.2631,38.7353,31.7625,36.2898,27.066999999999997,43.9086,50.6252,58.1439,55.9634,42.6233,53.4259,62.5016,17017.1781,0.0,0.0,test
-7052,Spain,EUR,warm_moist,-2.930278,43.298333,21.0,6,traffic,suburban,15.2,2.8,0.0,0.0,0.0,59.7,0.0,0.0,3.3,0.0,0.0,0.0,2.9,3.3,11.6,0.0,0.0,0.13,0.0,18.6622,3.23,91187,91187,91187,62,60.74,63,23.160999999999998,28.8339,16.9767,23.5583,9.3565,34.7526,41.9371,49.8801,48.1817,33.6777,46.3914,34.3256,5195.1537,0.0,0.0,val
-7053,Spain,EUR,warm_dry,-4.715,41.666389,694.0,4,industrial,urban,0.0,0.0,0.0,0.0,0.0,0.0,3.0,10.0,3.7,0.0,2.4,0.0,77.9,2.1,0.0,0.0,0.0,2.114,0.0,13.2249,2.01,23970,23970,23970,63,59.42,63,24.8718,31.3294,18.4047,25.0119,12.3305,35.8888,45.1116,57.4421,54.9359,36.7897,52.6979,72.8731,11884.858999999999,0.4,0.0,train
-7054,Spain,EUR,warm_dry,-4.741111,41.683333000000005,753.0,40,industrial,suburban,0.0,0.0,0.0,0.0,0.0,0.0,3.0,10.0,3.7,0.0,2.4,0.0,77.9,2.1,0.0,0.0,0.0,2.114,0.0,13.2249,2.01,16795,23970,23970,62,52.48,63,26.8108,32.7572,20.8576,27.1672,15.9394,36.8913,45.2118,56.6401,54.7271,37.4464,52.3152,79.0773,11893.3906,0.6,0.0,train
-7055,Spain,EUR,warm_moist,-3.134444,43.213056,62.0,30,background,urban,9.5,1.9,0.0,0.0,0.0,54.0,0.0,0.0,2.6,0.0,0.0,0.0,5.7,3.4,21.6,0.0,0.0,0.157,0.0,5.22831,2.73,2685,3518,91187,46,26.76,63,23.7977,30.3219,16.7244,23.5583,10.902000000000001,35.1871,42.4049,52.0287,50.2404,35.646,46.8826,59.4882,7338.0001,0.0,0.0,val
-7056,Spain,EUR,warm_moist,-2.155,43.250556,225.0,134,background,rural,25.2,0.0,0.0,0.0,0.0,55.0,0.0,0.0,1.2,0.0,0.0,0.0,2.2,1.2,14.1,0.0,0.0,0.11900000000000001,0.0,3.27353,2.62,482,9093,34829,10,17.88,63,37.211999999999996,37.9976,36.108000000000004,36.2564,30.7427,42.1042,47.6679,56.306000000000004,55.0536,41.2452,50.7609,70.1699,11188.5883,0.75,0.0,test
-7058,Spain,EUR,warm_dry,-7.01145,38.887631,390.0,10,background,urban,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.5,12.0,4.2,0.0,79.4,0.0,1.4,0.0,0.0,0.529,0.721,1.74795,1.44,1364,1412,5113,63,46.79,63,26.634,33.1784,20.0993,26.4515,16.2447,36.2412,45.3406,56.583,54.5802,37.9679,51.7505,81.3114,13704.3071,2.2,0.0,val
-7059,Spain,EUR,warm_dry,-2.427778,42.463889,386.0,20,background,urban,0.0,1.1,0.0,0.0,0.0,12.0,0.0,2.5,7.4,0.0,3.2,0.0,67.1,0.0,4.8,0.0,0.0,3.003,0.08900000000000001,5.6066199999999995,1.84,11978,20832,20832,63,56.03,63,23.3172,26.4729,20.136,23.3026,13.3731,32.6132,40.1132,50.1741,48.1479,31.2794,45.875,41.9467,5524.1877,0.0,0.0,train
-7060,Spain,EUR,warm_dry,2.622778,39.563889,117.0,61,background,suburban,41.2,1.8,0.0,0.0,0.0,2.6,0.0,0.0,19.6,0.0,3.0,1.0,23.7,4.0,1.0,0.0,0.0,0.0,0.0,3.2992199999999996,1.84,22264,26984,28589,61,50.0,63,34.6576,36.3863,31.4786,35.0066,26.1422,43.2119,50.4849,60.213,57.1614,41.7874,55.5339,82.1163,19692.0458,2.8,0.0,test
-7066,Spain,EUR,warm_dry,2.658056,39.5725,23.0,0,traffic,urban,32.7,1.8,0.0,0.0,0.0,2.5,0.0,0.0,20.6,1.1,3.4,0.0,30.6,4.0,1.2,0.0,0.0,0.0,0.0,3.2992199999999996,1.84,13307,28572,28589,61,55.01,63,23.996,24.5107,18.7232,21.1189,11.8126,30.1412,37.2087,45.7632,42.7892,28.0949,43.9939,24.979,2192.9625,0.0,0.0,test
-7067,Spain,EUR,warm_dry,-3.590278,40.043611,501.0,11,background,urban,0.0,0.0,0.0,0.0,0.0,0.0,0.0,29.7,0.0,0.0,0.0,0.0,69.5,0.0,0.0,0.0,0.0,1.9069999999999998,0.0,5.13079,2.87,3134,3134,8339,63,48.69,63,26.6626,33.4818,19.8827,27.066999999999997,14.0347,37.8937,47.4173,57.9834,56.3251,39.1933,55.6209,72.2584,15078.6903,0.2,0.0,val
-7068,Spain,EUR,warm_dry,-3.867222,40.447778,730.0,58,background,suburban,0.0,0.0,0.0,0.0,0.0,0.0,0.0,40.2,12.6,3.8,11.1,0.0,15.0,16.6,0.0,0.0,0.0,0.643,0.0,30.1129,6.27,19663,29451,93151,63,62.71,63,30.2516,35.8949,24.6671,30.8764,18.9469,40.7007,51.0262,66.3642,64.1963,41.805,63.2153,159.5556,22164.749,8.4,0.0,val
-7069,Spain,EUR,warm_dry,-3.772222,40.666389,905.0,166,traffic,urban,0.0,4.6,0.0,0.0,0.0,1.1,0.0,20.4,21.7,3.5,23.5,0.0,16.9,5.6,1.9,0.0,0.0,0.853,0.0,4.1595,4.87,3153,36328,79627,63,44.38,63,30.3973,33.7164,27.14,30.6759,19.6486,40.1994,49.5225,63.457,60.7879,38.6389,61.0294,168.0619,17193.0056,7.2,0.0,val
-7071,Spain,EUR,warm_dry,-6.360278,39.472778000000005,389.0,114,background,urban,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,5.6,35.1,27.0,0.0,30.9,0.0,0.0,0.0,0.0,0.728,0.373,2.3482,1.39,716,716,1808,62,46.06,63,29.7933,35.042,24.554000000000002,29.5015,20.2814,39.2704,48.6355,58.7755,56.6149,39.2263,54.7892,111.43,18100.6746,8.6,0.0,train
-7072,Spain,EUR,warm_dry,-5.939722,39.849167,376.0,64,background,rural,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,29.6,54.6,8.6,0.0,5.6,0.0,0.0,0.0,0.0,0.031,0.046,0.048167,1.4,49,156,2529,0,0.0,62,33.2376,39.7225,26.7152,33.4006,23.0801,42.8753,52.5099,63.3887,61.6885,43.3908,59.3322,111.2092,24067.8602,5.6,0.0,train
-7073,Spain,EUR,warm_dry,-0.45777799999999996,39.15,60.0,3,background,suburban,3.9,0.0,0.0,0.0,0.0,0.0,0.0,16.7,35.8,0.0,1.0,0.0,37.1,0.0,3.2,0.0,0.0,0.608,1.4609999999999999,4.63194,2.1,5703,8545,71877,61,54.39,63,26.6177,35.3443,17.8875,26.0645,13.6007,38.3118,46.6654,56.1389,54.6477,40.333,52.5672,60.1281,13730.9045,0.4,0.0,train
-7075,Spain,EUR,warm_dry,-0.36833299999999997,39.478056,11.0,14,background,urban,32.6,0.0,0.0,0.0,0.0,1.3,0.0,12.1,9.7,0.0,1.3,0.0,36.0,4.9,0.0,0.0,0.0,0.278,0.6579999999999999,14.07,3.16,79246,93280,93280,63,62.98,63,22.2344,27.9822,16.2197,22.5558,9.8995,32.7472,40.2245,49.3722,46.7355,32.6746,46.1325,33.5965,5226.4642,0.0,0.0,train
-7076,Spain,EUR,warm_dry,-6.114489,36.660861,49.0,44,industrial,suburban,8.7,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,2.9,0.0,82.0,3.4,0.0,0.0,0.0,1.765,0.447,6.14246,1.91,2533,3235,50371,58,44.52,63,31.4646,38.0879,24.7244,32.2047,20.5508,41.9789,49.9987,58.2692,56.4208,42.126000000000005,53.2204,70.215,17785.8342,0.75,0.0,test
-7077,Spain,EUR,warm_dry,-0.46694399999999997,38.706389,534.0,99,background,urban,0.0,0.0,0.0,0.0,0.0,0.0,1.0,44.0,30.4,0.0,4.6,0.0,18.9,0.0,0.0,0.0,0.0,0.11199999999999999,0.6829999999999999,5.3234900000000005,1.72,7776,7776,15709,62,39.6,63,35.7182,40.8772,30.5511,35.4377,26.8665,44.3768,52.4999,61.6369,59.8857,45.1526,57.4234,92.5,24684.4864,1.6,0.0,train
-7078,Spain,EUR,tropical_dry,-0.682778,38.242222,44.0,43,background,suburban,26.2,0.0,0.0,0.0,0.0,0.0,0.0,30.5,0.0,0.0,2.4,0.0,37.6,1.9,0.0,0.0,0.0,0.872,4.459,4.22455,2.2,10399,10399,24632,58,51.41,63,33.1682,39.6389,26.7848,33.0818,23.2074,43.0234,51.1265,60.7281,59.4082,43.8989,57.428999999999995,74.1154,23196.8187,0.2,0.0,train
-7079,Spain,EUR,warm_dry,-0.417778,39.509444,25.0,32,traffic,urban,23.6,0.0,0.0,0.0,0.0,1.1,0.0,14.9,10.8,0.0,1.0,0.0,41.5,4.9,0.0,0.0,0.0,0.473,1.7209999999999999,34.8671,3.42,31513,75872,93280,63,63.0,63,29.4795,36.4023,22.6675,29.924,18.1449,40.3328,48.8208,58.8656,56.7266,40.8615,55.8078,76.3968,17129.7828,0.6,0.0,train
-7080,Spain,EUR,warm_dry,-1.230833,37.975556,80.0,54,industrial,suburban,0.0,0.0,0.0,0.0,0.0,0.0,0.0,50.7,1.3,0.0,2.6,0.0,39.6,3.5,0.0,0.0,0.0,0.7170000000000001,0.0,5.95937,2.36,23033,23033,23033,63,57.08,63,29.9465,39.9197,19.9101,29.6734,13.4332,44.3096,55.2366,66.4644,64.472,46.1374,63.8383,146.0146,30827.1133,8.0,0.2,train
-7082,Spain,EUR,tropical_dry,-6.042461,37.34075,50.0,47,background,suburban,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.4,0.0,0.0,0.0,91.8,5.5,0.0,0.0,0.0,2.301,0.45299999999999996,10.354000000000001,2.58,33256,66866,80947,63,62.1,63,31.8738,39.3492,24.4617,31.1771,20.0496,42.5052,52.931000000000004,64.8324,62.9432,44.3563,61.9998,178.6295,26151.9084,7.2,0.0,test
-7084,Spain,EUR,warm_dry,-4.7466669999999995,41.620556,690.0,3,traffic,urban,0.0,0.0,0.0,0.0,0.0,0.0,3.6,11.9,4.6,0.0,2.2,0.0,74.7,2.1,0.0,0.0,0.0,2.114,0.0,13.2249,2.01,20873,23970,23970,63,59.85,63,25.9217,32.068000000000005,19.7843,26.3652,13.4332,36.9915,46.0138,57.8431,55.9133,37.3934,54.0166,89.072,12762.8199,1.6,0.0,train
-7085,Spain,EUR,warm_dry,-1.144722,37.993611,40.0,9,traffic,suburban,0.0,0.0,0.0,0.0,0.0,0.0,0.0,44.8,0.0,0.0,2.9,0.0,45.8,3.5,0.0,0.0,0.0,0.955,0.0,4.922680000000001,2.35,7395,10849,23033,63,62.98,63,24.6218,33.0699,16.1605,23.2575,7.7191,38.796,48.52,58.603,56.6401,39.358000000000004,56.1211,70.7939,16122.0149,0.0,0.0,train
-7087,Spain,EUR,tropical_dry,-0.471944,38.359444,45.0,56,traffic,urban,47.7,0.0,0.0,0.0,0.0,0.0,0.0,29.2,0.0,0.0,2.6,0.0,17.1,1.9,0.0,0.0,0.0,0.267,1.499,7.8011800000000004,2.38,18383,24506,24632,62,54.82,63,28.0739,34.0732,21.8196,29.5401,17.5434,38.796,45.7963,53.778999999999996,51.6862,38.6198,50.8459,44.7854,10802.0896,0.0,0.0,train
-7090,Spain,EUR,tropical_dry,-5.9796309999999995,37.347189,26.0,6,background,urban,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.3,0.0,0.0,0.0,91.8,5.7,0.0,0.0,0.0,1.143,0.23199999999999998,18.5486,2.58,80947,80947,80947,63,62.9,63,26.93,34.8246,18.8893,26.3652,12.8318,38.796,49.6228,62.4545,59.7227,41.3869,60.6198,141.3108,19343.4416,2.4,0.4,test
-7092,Spain,EUR,tropical_dry,-5.833719,37.342461,68.0,59,background,urban,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.7,0.0,0.0,3.2,0.0,87.1,5.6,1.1,0.0,0.0,0.958,0.218,5.86048,2.44,3389,6922,80947,63,48.52,63,31.6834,38.1447,25.326999999999998,31.7285,21.6535,41.4024,50.926,62.254,60.1989,43.3774,61.0229,128.281,21816.5576,3.6,0.0,test
-7093,Spain,EUR,warm_dry,-0.893611,41.635278,220.0,44,background,urban,0.0,0.0,0.0,0.0,0.0,0.0,0.0,55.4,0.0,0.0,2.1,0.0,38.7,3.3,0.0,0.0,0.0,1.185,0.102,10.5888,2.11,8814,8814,9402,63,61.24,63,26.6854,30.6289,22.7741,27.8484,16.985,36.1336,43.4352,53.4004,51.3398,35.2934,50.0707,51.0221,8287.9194,0.0,0.0,test
-7094,Spain,EUR,warm_dry,2.24,41.936667,498.0,44,background,suburban,0.0,4.9,0.0,0.0,0.0,57.8,0.0,0.0,9.8,0.0,0.0,0.0,17.0,1.7,8.3,0.0,0.0,0.054000000000000006,0.0,3.75812,2.12,7028,11414,13814,63,45.89,63,24.5264,35.1567,13.9635,21.6536,6.5662,38.395,52.7705,69.3997,66.715,41.2526,69.1564,257.3757,26316.3731,16.6,3.4,train
-7095,Spain,EUR,warm_dry,-2.4666669999999997,41.766667,1090.0,36,traffic,urban,0.0,4.2,0.0,0.0,0.0,3.1,0.0,6.2,19.9,0.0,25.2,0.0,34.2,0.0,6.0,0.0,0.0,0.41700000000000004,0.0,1.25213,1.25,1796,1796,1796,61,33.3,63,29.3052,31.8529,26.7259,30.2749,21.9543,37.3925,42.9061,49.9235,47.7932,35.921,46.2271,29.8175,5678.3976,0.0,0.0,train
-7096,Spain,EUR,tropical_dry,-5.991489,37.388081,19.0,9,background,urban,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.4,0.0,0.0,0.0,91.3,5.6,0.0,0.0,0.0,0.5429999999999999,0.066,18.5486,2.58,80903,80947,80947,63,63.0,63,28.278000000000002,35.4426,20.3004,27.4429,15.0372,39.0967,50.123999999999995,63.1537,60.6187,41.3361,60.0985,157.3168,20318.2778,5.5,0.5,test
-7097,Spain,EUR,warm_dry,-3.575,40.474722,631.0,33,background,urban,0.0,0.0,0.0,0.0,0.0,0.0,0.0,33.0,5.4,1.8,9.8,0.0,32.5,16.8,0.0,0.0,0.0,0.486,0.0,51.2438,6.46,77987,93151,93151,63,62.8,63,25.2116,32.3285,18.0981,23.9894,9.8243,36.9534,48.7574,63.7353,61.6895,38.2731,61.8976,181.928,18519.313000000002,8.4,0.4,val
-7100,Spain,EUR,warm_dry,-5.6635,36.233861,189.0,153,background,rural,11.7,0.0,1.3,0.0,0.0,11.8,0.0,0.0,39.5,1.1,2.2,0.0,27.5,0.0,1.3,0.0,0.0,0.001,0.0,0.371849,2.03,884,884,19548,0,0.37,63,34.3821,37.8284,30.935,33.9841,26.7662,41.4024,48.2193,57.2978,54.9108,41.411,51.8868,62.881,13631.2048,0.0,0.0,train
-7101,Spain,EUR,warm_dry,-1.7433330000000002,42.175833000000004,365.0,29,industrial,rural,0.0,0.0,0.0,0.0,0.0,0.0,0.0,23.9,1.6,0.0,4.7,0.0,66.1,1.1,0.0,0.0,0.0,3.19,0.0,2.39105,1.76,726,1434,3423,60,32.96,63,31.8964,36.9168,26.8888,32.1495,23.5232,40.1594,48.2092,59.4376,57.6451,40.9488,54.5512,86.7371,16259.4571,0.6,0.0,test
-7102,Spain,EUR,warm_moist,-2.778611,43.211110999999995,49.0,90,industrial,suburban,0.0,2.5,0.0,0.0,0.0,74.1,0.0,0.0,3.0,0.0,0.0,0.0,3.6,2.5,12.7,0.0,0.0,0.04,0.0,8.93714,3.04,2770,3822,91187,47,41.71,63,18.4652,26.0965,12.3476,18.5459,5.5136,30.5756,39.0967,49.6227,47.2821,31.3177,41.7867,38.3928,4136.0976,0.0,0.0,val
-7103,Spain,EUR,warm_moist,-5.772778,43.250833,206.0,52,traffic,urban,0.0,0.0,0.0,0.0,1.9,51.6,0.0,0.0,3.0,0.0,1.2,0.0,6.0,1.2,34.6,0.0,0.0,0.0,0.0,1.7874599999999998,3.06,4611,5973,15175,56,32.9,63,20.9668,26.0087,15.9212,19.3479,10.8268,29.6734,37.7935,48.6203,45.9136,31.1252,44.4918,79.0265,4700.7011,0.8,0.0,test
-7105,Spain,EUR,tropical_dry,-5.913839,37.284489,49.0,27,background,urban,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,92.0,5.5,0.0,0.0,0.0,0.735,0.136,3.7477400000000003,2.5,7602,10634,80947,63,51.17,63,29.3939,36.3943,22.4301,29.1722,18.4206,39.598,48.92100000000001,60.1488,57.7387,41.5874,58.1677,116.1789,18189.3183,1.6,0.0,test
-7106,Spain,EUR,warm_dry,-5.666869,37.99435,573.0,111,background,rural,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,61.7,30.4,3.8,0.0,2.5,0.0,0.0,0.0,0.0,0.386,0.0,0.159622,1.13,246,246,464,8,2.03,35,31.4178,40.1204,22.8628,32.7811,19.8491,42.3047,51.0262,59.6917,58.3945,44.5848,56.8612,76.6161,21241.5953,0.8,0.0,test
-7107,Spain,EUR,warm_dry,-3.781569,37.78255,480.0,88,background,urban,0.0,0.0,0.0,0.0,0.0,0.0,0.0,4.8,8.2,0.0,1.7,0.0,83.9,0.0,0.0,0.0,0.0,0.645,0.193,1.4496799999999999,1.59,4209,4210,4214,63,52.3,63,32.291,36.8688,27.6679,33.1821,20.9518,43.5076,52.931000000000004,62.1758,60.3314,43.1254,58.481,106.898,22352.3171,4.6,0.0,train
-7108,Spain,EUR,warm_dry,-4.979889,36.498169,39.0,40,background,suburban,46.0,4.9,0.0,0.0,0.0,3.7,1.9,2.0,26.7,3.2,1.6,0.0,6.9,2.0,0.0,0.0,0.0,0.0,0.0,0.9398989999999999,1.71,8904,9175,14575,63,52.93,63,32.2615,37.0536,27.5099,32.5806,23.5583,40.851,47.6178,56.6402,54.2279,42.1189,52.0621,61.9109,14030.5807,0.0,0.0,train
-7109,Spain,EUR,warm_dry,-6.924619,37.271481,48.0,9,industrial,urban,20.5,0.0,0.0,0.0,0.0,0.0,0.0,6.7,14.1,5.5,2.1,0.0,45.3,1.8,0.0,0.0,1.3,0.38799999999999996,0.095,43.3762,1.66,15445,15445,15445,62,53.7,63,31.7732,37.5621,25.8783,32.0794,22.3553,41.1017,49.321999999999996,59.1463,56.9743,41.6635,54.7439,82.2644,17024.8782,0.2,0.0,val
-7111,Spain,EUR,warm_dry,-1.585556,42.208333,475.0,178,background,rural,0.0,0.0,0.0,0.0,0.0,0.0,0.0,16.7,0.0,0.0,1.4,0.0,79.9,0.0,0.0,0.0,0.0,3.665,0.20600000000000002,0.449089,1.66,580,1570,2549,0,12.45,63,36.1156,39.8623,32.3902,35.451,28.6291,42.9396,51.3102,62.2707,61.13399999999999,43.4263,56.1844,97.8461,21223.2723,2.3333,0.0,test
-7112,Spain,EUR,warm_dry,-1.626944,42.074721999999994,383.0,58,background,rural,0.0,0.0,0.0,0.0,0.0,0.0,0.0,28.4,1.2,0.0,3.2,0.0,65.1,0.0,0.0,0.0,0.0,4.47,0.18,2.53038,1.91,2383,2549,2549,61,39.23,63,34.3607,39.3456,29.4412,34.36,25.2725,43.2142,52.56,64.8968,62.6441,43.7868,59.3316,143.8174,24091.8667,6.4,0.0,test
-7113,Spain,EUR,warm_dry,-1.8083330000000002,42.308333000000005,460.0,109,background,rural,0.0,0.0,0.0,0.0,0.0,0.0,0.0,18.3,1.7,0.0,7.0,0.0,70.2,0.0,0.0,0.0,0.0,3.662,0.213,0.830263,1.72,750,1256,3423,29,24.9,62,36.1366,39.7012,32.6386,35.7735,28.4198,43.5728,51.7681,63.6114,61.348,43.4698,56.8602,129.525,21520.1244,5.0,0.0,test
-7115,Spain,EUR,warm_dry,-5.453431,36.136231,24.0,12,industrial,urban,45.2,0.0,1.2,0.0,0.0,9.4,0.0,0.0,27.7,0.0,1.0,1.3,10.3,1.6,0.0,0.0,0.0,0.21,0.06,9.36637,2.55,7269,14823,34378,63,55.37,63,29.2878,32.3382,26.2682,30.701,20.3002,38.5955,44.861000000000004,51.753,49.6802,37.5475,49.1042,35.6969,7550.1676,0.0,0.0,train
-7116,Spain,EUR,warm_dry,1.2427780000000002,41.118611,14.0,18,background,urban,42.6,1.6,0.0,0.0,0.0,2.7,0.0,2.5,16.7,0.0,3.3,0.0,18.1,11.0,0.0,0.0,0.0,0.9790000000000001,0.738,8.005189999999999,3.15,14284,21832,26446,63,52.45,63,26.6745,33.6966,19.6101,27.5682,13.2327,38.9965,47.317,57.4421,55.6251,38.4179,53.9676,74.6471,14155.396999999999,0.8,0.4,val
-7117,Spain,EUR,warm_dry,-1.281389,39.558611,804.0,51,background,rural,0.0,1.7,0.0,0.0,0.0,0.0,1.7,36.4,37.2,0.0,1.5,0.0,21.3,0.0,0.0,0.0,0.0,0.22699999999999998,0.619,2.34039,1.38,590,774,774,30,16.18,61,34.4148,40.7166,28.1812,34.5856,26.0895,43.4074,51.4272,60.65,59.3826,44.3524,58.1113,83.8742,22627.2419,1.4,0.0,test
-7118,Spain,EUR,warm_dry,-0.831944,39.708056,430.0,77,background,rural,0.0,1.3,0.0,0.0,0.0,0.0,1.2,21.4,58.1,0.0,1.2,0.0,16.7,0.0,0.0,0.0,0.0,0.141,1.433,0.9993350000000001,1.81,1262,1262,6367,10,12.53,63,36.5999,43.1262,30.0871,35.9219,28.111,44.1091,53.1014,65.5622,63.0059,47.0226,64.3093,139.7526,28151.2374,5.2,0.0,test
-7119,Spain,EUR,warm_dry,-2.6194439999999997,42.518333,480.0,45,traffic,suburban,0.0,0.0,0.0,0.0,1.1,16.0,0.0,1.8,3.2,0.0,1.6,0.0,67.3,0.0,7.7,0.0,0.0,1.98,0.0,1.3632600000000001,1.74,538,1058,20832,33,23.52,63,33.5209,38.599000000000004,28.0159,33.4828,24.9617,41.6029,49.4223,60.8505,58.8151,42.2673,54.4257,88.1485,17910.3127,0.8,0.0,train
-7122,Spain,EUR,warm_dry,-0.14666700000000002,38.571389,44.0,186,background,suburban,44.0,0.0,0.0,0.0,0.0,0.0,0.0,18.0,21.9,0.0,5.6,0.0,7.8,1.0,0.0,0.0,0.0,0.038,0.311,3.02943,1.93,19925,19925,19925,63,55.84,63,39.8181,43.4999,36.1468,39.4977,32.6809,46.7028,53.3018,61.0711,59.4471,46.5565,57.1043,79.1799,26291.5832,0.6,0.0,train
-7124,Spain,EUR,warm_dry,-0.852778,38.084722,32.0,8,background,suburban,8.4,0.0,0.0,0.0,0.0,0.0,0.0,35.6,0.0,0.0,2.3,0.0,48.9,2.5,0.0,0.0,0.0,0.47600000000000003,4.342,1.08915,2.11,3583,8525,12380,62,55.31,63,26.9557,37.2686,16.0828,25.8452,10.902000000000001,40.3498,50.3746,60.4475,58.2378,42.1401,57.3101,82.0396,20465.6179,0.75,0.0,train
-7125,Spain,EUR,warm_dry,2.176389,41.3875,5.0,12,background,urban,48.1,4.5,0.0,0.0,0.0,2.6,0.0,0.0,12.5,0.0,0.0,0.0,2.7,27.9,0.0,0.0,0.0,0.0,0.0,10.0947,5.03,202272,234873,234873,63,58.35,63,21.3155,26.7138,15.9091,21.1523,8.2203,32.2799,40.6004,50.7255,48.6203,31.8431,46.3127,40.2219,5568.0491,0.0,0.0,train
-7127,Spain,EUR,warm_dry,2.043611,41.493333,200.0,104,background,urban,9.0,11.5,0.0,0.0,0.0,6.9,0.0,0.0,27.4,0.0,1.1,0.0,11.5,31.1,0.0,0.0,0.0,0.049,0.0,35.9606,5.7,20080,57604,234873,63,62.86,63,26.750999999999998,35.5792,18.0537,25.3627,9.8243,40.8009,53.1314,66.1637,63.8413,40.9707,63.9427,186.5512,25009.3741,12.8,0.4,train
-7128,Spain,EUR,warm_dry,-0.189722,40.051944,160.0,50,industrial,urban,9.6,8.0,0.0,0.0,0.0,0.0,0.0,8.9,55.6,0.0,5.4,0.0,7.7,3.9,0.0,0.0,0.0,0.20800000000000002,1.581,7.3350100000000005,2.95,1638,2218,22226,46,38.45,63,28.6188,37.0229,20.2293,27.7186,16.0397,40.1994,49.4409,60.0486,58.2817,42.2789,56.5407,83.8202,18734.526,0.4,0.0,train
-7131,Spain,EUR,warm_dry,-0.065,39.892222,37.0,9,industrial,rural,47.7,2.7,0.0,0.0,0.0,0.0,0.0,5.1,30.7,0.0,1.5,0.0,7.9,3.3,0.0,0.0,0.0,0.0,0.0,2.58664,2.73,8905,10529,22226,58,41.38,63,25.6454,35.5047,15.8224,24.9618,9.724,39.2972,49.5396,59.5674,58.0812,41.8435,57.1942,90.2315,18569.5841,1.8,0.0,train
-7132,Spain,EUR,warm_dry,-0.468333,40.054167,466.0,26,background,rural,0.0,15.2,0.0,0.0,0.0,0.0,0.0,10.3,69.0,0.0,3.7,0.0,0.0,0.0,0.0,0.0,0.0,0.011000000000000001,0.0,0.077542,2.04,127,178,3024,8,5.56,62,32.8578,40.2842,25.5138,32.6809,22.221999999999998,42.4721,51.3099,62.224,59.5185,44.173,60.2465,107.28,23182.6569,1.6,0.0,test
-7133,Spain,EUR,warm_dry,-0.078889,40.269444,259.0,89,background,rural,0.0,1.6,0.0,0.0,0.0,0.0,0.0,10.0,59.5,0.0,17.5,0.0,8.5,0.0,2.1,0.0,0.0,0.049,0.013999999999999999,0.47425,2.22,175,236,5949,0,4.37,62,29.0674,37.6858,20.4788,30.1747,14.7535,41.8034,48.92100000000001,58.1138,55.9898,42.8225,53.8579,68.7861,17646.2407,0.4,0.0,train
-7134,Spain,EUR,warm_dry,-0.603333,39.930556,616.0,150,background,suburban,0.0,10.9,0.0,0.0,0.0,0.0,0.0,15.2,67.9,0.0,3.2,0.0,2.0,0.0,0.0,0.0,0.0,0.051,0.619,0.720896,1.64,371,411,1581,34,12.89,62,32.7091,38.8242,26.6473,32.9816,23.7588,41.547,49.0999,58.8235,56.8657,43.836000000000006,55.9412,88.1791,18870.1241,1.4,0.0,test
-7135,Spain,EUR,warm_moist,-1.9844439999999999,43.302778,88.0,61,background,urban,32.5,0.0,0.0,0.0,1.9,44.1,0.0,0.0,1.2,0.0,0.0,0.0,2.1,1.6,16.1,0.0,0.0,0.179,0.0,35.8053,2.68,34829,34829,34829,63,58.76,63,21.8687,26.7743,17.8807,23.057,12.0298,31.5781,38.0942,45.3622,43.6392,31.336,39.4596,22.8909,2216.5659,0.0,0.0,test
-7136,Spain,EUR,warm_moist,-2.011111,43.309444,3.0,82,traffic,urban,34.5,0.0,0.0,0.0,1.2,44.2,0.0,0.0,1.2,0.0,0.0,0.0,2.1,1.6,14.7,0.0,0.0,0.141,0.0,38.3038,2.65,28258,34829,34829,62,51.05,63,23.4324,28.3568,18.7033,24.5607,11.2278,34.1595,41.2019,49.723,47.6661,33.504,45.2891,36.8801,4576.6961,0.0,0.0,test
-7137,Spain,EUR,warm_dry,-0.44138900000000003,38.934722,195.0,48,background,suburban,0.0,0.0,0.0,0.0,0.0,0.0,0.0,17.7,43.6,0.0,2.3,0.0,33.0,1.0,1.3,0.0,0.0,0.282,2.67,2.43439,1.89,2262,2382,16717,36,28.03,63,29.3363,37.7576,20.2748,29.1032,16.8351,40.4752,49.3976,59.1418,57.486000000000004,41.5858,56.2748,74.1689,18701.5795,0.75,0.0,train
-7138,Spain,EUR,warm_dry,-0.518889,39.571944,101.0,30,background,suburban,4.2,0.0,0.0,0.0,0.0,0.0,0.0,20.9,24.4,0.0,1.2,0.0,43.1,4.8,0.0,0.0,0.0,0.598,4.154,14.5863,3.1,14482,14482,93280,63,62.37,63,26.7871,35.6751,18.0639,25.5632,12.9495,39.0967,49.6854,62.655,60.1801,41.4818,60.2631,111.9293,19798.9057,2.5,0.0,train
-7139,Spain,EUR,warm_dry,-0.697222,38.788056,510.0,135,background,suburban,0.0,0.0,0.0,0.0,0.0,0.0,0.0,37.6,29.8,0.0,2.9,0.0,27.9,0.0,0.0,0.0,0.0,0.087,0.061,1.2316200000000002,1.78,3458,4196,7776,5,7.21,63,36.5002,42.3306,32.7659,36.2146,28.695999999999998,44.6104,52.6302,61.7778,58.3544,45.6014,56.7842,85.1739,25663.9596,1.25,0.0,train
-7141,Spain,EUR,warm_moist,-2.902222,43.255,76.0,25,background,urban,5.9,2.5,0.0,0.0,0.0,64.0,0.0,0.0,3.4,0.0,0.0,0.0,4.2,3.4,15.1,0.0,0.0,0.213,0.0,18.6622,3.23,55906,90338,91187,63,58.95,63,22.7825,28.3591,16.7039,23.2575,8.3206,34.5856,42.1042,52.6302,49.6478,33.9145,46.7294,61.6597,6880.1124,0.2,0.0,val
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-7145,Spain,EUR,warm_moist,-1.64,42.812222,455.0,26,traffic,urban,0.0,0.0,0.0,0.0,5.5,32.5,0.0,0.0,2.1,0.0,0.0,0.0,43.3,1.6,13.9,0.0,0.0,0.825,0.018000000000000002,10.4944,1.78,104648,104648,104648,63,61.61,63,22.3662,23.4888,21.2951,22.5167,10.5661,32.4864,40.1535,50.2423,47.6618,29.5344,46.5288,37.977,3140.0644,0.0,0.0,test
-7146,Spain,EUR,tropical_dry,-15.5625,27.764721999999995,17.0,46,traffic,urban,56.0,0.0,0.0,0.0,0.0,0.0,3.3,26.1,2.6,0.0,3.1,0.0,1.2,0.0,6.5,0.0,0.0,0.0,0.015,0.0,0.98,1755,2068,14609,57,37.35,63,24.8728,28.9656,20.781999999999996,25.463,18.0196,31.9791,37.3925,43.5076,42.3906,32.4234,41.3758,14.4084,1945.6253,0.0,0.0,train
-7147,Spain,EUR,tropical_dry,-15.541110999999999,27.773889,18.0,0,traffic,urban,58.7,0.0,0.0,0.0,0.0,0.0,2.6,24.0,2.5,0.0,2.8,0.0,1.4,0.0,6.5,0.0,0.0,0.0,0.015,0.0,0.98,851,2068,17101,55,31.93,63,30.241,33.8812,26.6006,31.4779,23.2576,38.1945,43.2069,49.2218,47.6804,37.6196,46.4013,24.2457,5663.6235,0.0,0.0,train
-7149,Spain,EUR,tropical_dry,-15.442222000000001,27.898333,286.0,213,industrial,urban,55.4,0.0,0.0,0.0,0.0,0.0,2.7,20.9,6.3,0.0,2.8,0.0,2.5,1.5,6.7,0.0,0.0,0.0,0.43799999999999994,0.04768,1.04,6791,14609,69632,62,50.93,63,33.0298,33.5391,32.5044,33.7836,26.666,39.6982,44.7206,51.327,49.5852,37.7548,46.3998,33.5981,5203.3408,0.0,0.0,train
-7150,Spain,EUR,warm_dry,-2.231667,42.341667,584.0,123,industrial,rural,0.0,4.0,0.0,0.0,0.0,4.8,2.3,10.4,15.9,1.1,10.5,0.0,48.7,0.0,1.5,0.0,0.0,0.37799999999999995,0.0,0.651402,1.9,113,328,15761,16,10.68,63,34.1516,37.567,30.7414,33.7836,26.8665,41.3022,49.0012,60.0486,57.5799,41.2977,54.1833,101.2825,17552.6394,2.6,0.0,train
-7151,Spain,EUR,warm_moist,-1.649444,42.826944,418.0,31,background,urban,0.0,0.0,0.0,0.0,5.5,32.5,0.0,0.0,2.1,0.0,0.0,0.0,43.3,1.6,13.9,0.0,0.0,0.825,0.018000000000000002,10.4944,1.78,104648,104648,104648,63,60.3,63,26.2342,29.7231,22.7572,28.4003,15.2858,36.4462,43.1818,52.2392,50.2067,34.6711,47.4314,43.7874,6490.0219,0.0,0.0,test
-7153,Spain,EUR,warm_moist,-2.165833,42.894444,530.0,8,background,suburban,0.0,0.0,0.0,0.0,10.8,42.4,0.0,0.0,0.0,0.0,1.3,0.0,23.6,0.0,21.4,0.0,0.0,0.064,0.0,0.325669,1.69,1828,2864,10412,41,20.11,57,29.9925,34.185,25.8308,30.5756,20.5508,39.0967,47.6178,57.6426,54.7292,38.7879,50.4417,64.2572,11370.9987,0.5,0.0,test
-7154,Spain,EUR,tropical_dry,-4.4475,36.719639,36.0,33,background,urban,31.8,0.0,0.0,0.0,0.0,0.0,2.2,10.4,14.3,3.1,1.9,0.0,25.0,6.6,3.4,0.0,0.0,0.193,0.08199999999999999,39.1059,2.03,22659,23127,36363,63,59.93,63,29.9901,36.3022,23.7063,31.8789,19.1474,41.1017,48.7205,57.6205,55.4103,41.5526,54.0988,66.9983,16179.0104,0.2,0.0,train
-7155,Spain,EUR,tropical_dry,-4.4655309999999995,36.729561,86.0,119,background,suburban,27.9,0.0,0.0,0.0,0.0,0.0,2.2,10.6,14.0,3.3,1.9,0.0,29.5,6.7,2.7,0.0,0.0,0.193,0.08199999999999999,39.1059,2.03,23127,23140,36363,63,61.29,63,35.5478,40.2844,30.886999999999997,36.1895,27.1672,44.4099,51.8282,60.3493,58.5448,45.0352,57.1606,77.1289,22425.912,0.2,0.0,train
-7156,Spain,EUR,warm_dry,-3.484167,40.455,597.0,29,background,urban,0.0,0.0,0.0,0.0,0.0,0.0,0.0,36.7,1.7,0.0,4.5,0.0,41.9,14.3,0.0,0.0,0.0,0.7879999999999999,0.0,8.650139999999999,5.51,29295,34139,93151,63,61.29,63,25.2144,32.5756,17.9073,24.660999999999998,10.7265,36.8913,47.9186,61.9533,59.4721,38.5376,60.1456,180.2058,17597.8976,7.8,0.0,val
-7157,Spain,EUR,warm_dry,-2.0597220000000003,42.34,402.0,63,industrial,rural,0.0,2.8,0.0,0.0,0.0,2.1,2.4,14.1,9.3,0.0,11.0,0.0,56.5,0.0,0.0,0.0,0.0,1.641,0.0,1.80647,1.86,906,2052,3423,35,18.99,62,30.5231,34.6074,26.4117,30.3751,21.9543,38.8962,46.9161,58.3443,55.9384,38.3974,52.5227,80.8076,13500.5619,2.6,0.0,train
-7158,Spain,EUR,warm_dry,0.288889,40.645,428.0,144,background,rural,1.3,5.8,0.0,0.0,0.0,1.5,0.0,7.5,43.3,0.0,5.5,0.0,32.9,0.0,1.6,0.0,0.0,0.461,0.664,0.561136,1.94,512,827,5833,42,14.32,63,41.2116,44.489,37.9862,40.6004,34.6858,47.6178,54.4347,63.7577,61.9157,47.4468,58.4031,97.1918,29477.8848,2.8,0.0,test
-7159,Spain,EUR,warm_moist,-1.2825,42.580556,397.0,18,industrial,suburban,0.0,3.6,0.0,0.0,0.0,23.3,0.0,1.0,16.2,0.0,9.2,0.0,41.2,0.0,4.6,0.0,0.0,2.786,0.162,0.311738,1.36,908,908,908,36,15.37,46,31.2808,37.4246,25.0856,32.518,19.5484,42.6054,50.8759,60.1488,58.4415,42.1783,55.3733,77.6387,19135.118000000002,1.25,0.0,test
-7160,Spain,EUR,warm_dry,-16.360278,28.377778000000003,10.0,157,industrial,urban,53.9,1.4,1.4,0.0,0.0,4.9,3.2,11.3,8.0,0.0,3.0,0.0,5.4,2.2,4.1,0.0,0.0,0.0,0.0,0.096554,0.88,1249,5075,24163,52,35.1,63,29.6352,33.1335,26.1516,30.0744,20.5508,38.5955,45.6128,55.0111,51.7687,39.0081,49.2318,64.4589,8525.948,0.5,0.0,train
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-7169,Spain,EUR,warm_dry,-0.278889,39.684722,54.0,59,background,suburban,37.0,1.0,0.0,0.0,0.0,0.0,0.0,7.7,32.6,0.0,1.2,0.0,15.8,3.4,0.0,0.0,0.0,0.55,2.135,5.42215,3.1,6794,7839,79246,63,56.14,63,30.3393,36.9406,23.7523,31.2774,18.9469,41.3192,49.723,59.4495,56.6151,42.0924,56.9738,79.5333,18798.2812,0.6,0.0,train
-7170,Spain,EUR,warm_dry,-16.522778,28.146110999999998,500.0,404,industrial,suburban,46.1,0.0,0.0,0.0,0.0,0.0,4.3,29.6,2.6,0.0,5.8,0.0,2.1,0.0,5.2,0.0,1.9,0.0,0.0,0.022050999999999998,1.03,1113,2466,9900,16,18.02,63,34.2473,35.4522,33.0473,33.6833,27.1672,41.8034,48.2193,55.2366,53.3319,39.2346,51.3122,54.2948,11630.1598,0.0,0.0,train
-7171,Spain,EUR,tropical_dry,-16.651667,28.073889,309.0,218,background,suburban,53.1,0.0,0.0,0.0,0.0,0.0,1.8,26.8,1.5,0.0,5.5,0.0,2.0,0.0,5.6,0.0,2.4,0.0,0.401,0.09628300000000001,1.13,7646,9468,9468,54,50.9,63,31.1972,34.3198,28.0578,30.5756,22.9568,38.5955,46.886,55.6717,53.3069,38.1132,51.6617,48.8442,10234.6424,0.0,0.0,train
-7172,Spain,EUR,tropical_dry,-16.654444,28.009444000000002,3.0,-12,background,suburban,65.1,0.0,0.0,0.0,0.0,0.0,1.1,20.5,1.3,0.0,3.5,0.0,1.7,0.0,5.2,0.0,0.0,0.0,0.0,0.09628300000000001,1.13,6957,9144,9468,46,28.95,63,27.0498,30.7904,23.3126,27.2675,19.0471,35.187,42.1042,48.92100000000001,46.9662,34.5439,46.3362,26.906,4790.9633,0.0,0.0,train
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-7181,Spain,EUR,warm_dry,-6.117239,36.68855,62.0,30,background,urban,8.7,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,2.9,0.0,82.0,3.4,0.0,0.0,0.0,0.892,0.235,6.14246,1.91,2532,2533,50371,63,55.43,63,31.337,37.257,25.423000000000002,32.5806,21.6535,41.6029,48.8208,56.6401,54.8607,41.5271,52.8447,64.8031,15750.298999999999,0.0,0.0,test
-7182,Spain,EUR,warm_dry,2.919444,39.715556,118.0,42,background,suburban,15.0,0.0,0.0,0.0,0.0,1.1,0.0,0.0,24.9,1.1,4.4,0.0,47.1,1.7,2.3,0.0,0.0,1.153,0.0,1.26914,1.73,4868,5743,28589,53,27.44,63,35.0083,42.5175,27.5896,35.588,24.3102,45.3622,53.382,63.9081,61.0886,46.6456,57.0341,126.0927,29500.7693,7.5,0.0,test
-7183,Spain,EUR,warm_dry,-2.463219,36.9231,148.0,108,industrial,urban,17.9,0.0,0.0,0.0,0.0,0.0,4.6,65.1,0.0,0.0,2.2,0.0,3.2,4.5,0.0,0.0,1.1,0.561,0.096,4.6097,1.85,5919,10090,13162,58,37.63,63,33.6436,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,60.1345,-999.0,-999.0,-999.0,-999.0,train
-7184,Spain,EUR,warm_dry,-2.3905,36.86495,55.0,66,background,suburban,28.3,0.0,0.0,0.0,0.0,0.0,2.2,55.0,0.0,0.0,3.1,0.0,6.3,3.4,0.0,0.0,0.0,1.0590000000000002,0.331,3.6257900000000003,1.85,9892,9892,11631,60,51.05,63,36.1482,42.5509,29.7719,36.5905,26.5657,45.8133,53.4322,61.9533,60.1237,47.2451,58.6501,79.1794,27835.0197,0.6,0.0,train
-7185,Spain,EUR,warm_dry,-0.5275,38.397222,123.0,52,industrial,urban,30.8,0.0,0.0,0.0,0.0,0.0,0.0,41.0,2.6,0.0,2.8,0.0,18.9,2.2,0.0,0.0,0.0,0.293,2.488,7.7365,2.43,18778,24506,24632,63,60.77,63,27.5694,34.6775,20.5701,28.1428,16.1023,38.5541,47.3672,57.1579,54.7426,39.3122,53.5678,67.6884,14049.0391,0.25,0.0,train
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-7190,Spain,EUR,warm_dry,-6.80745,37.133789,31.0,44,industrial,suburban,48.9,0.0,0.0,0.0,0.0,0.0,0.0,9.2,10.9,2.7,1.9,0.0,21.5,1.8,0.0,0.0,1.2,0.0,0.0,1.9663700000000002,1.63,1219,1230,15445,43,19.71,63,34.6113,40.9503,28.2006,34.9615,24.8114,44.1091,51.5024,62.0284,59.8355,45.3136,56.8242,104.0718,23428.0644,3.0,0.0,val
-7192,Spain,EUR,warm_dry,-7.150181,37.304639,39.0,25,background,rural,27.2,0.0,0.0,0.0,0.0,0.0,1.1,10.5,12.5,8.8,3.8,1.1,30.0,1.9,0.0,0.0,1.5,1.368,0.153,1.7996599999999998,1.45,985,1337,15445,49,24.3,63,27.0845,31.6328,17.1977,24.3937,13.1993,34.4185,42.6054,52.7973,50.3329,36.2373,50.9666,49.1103,8212.6131,0.0,0.0,val
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-7199,Spain,EUR,warm_dry,-3.4666669999999997,40.910278000000005,940.0,77,background,rural,0.0,8.2,0.0,0.0,0.0,0.0,2.9,11.5,26.9,2.7,15.1,0.0,30.2,0.0,1.7,0.0,0.0,0.214,0.0,0.100869,1.96,153,297,1590,8,4.79,61,41.4807,44.7964,38.2351,40.7007,33.8838,48.92100000000001,57.2416,69.925,68.3608,48.3113,66.2284,243.2308,34672.3916,20.6,1.4,val
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-7201,Spain,EUR,warm_dry,-3.7141669999999998,40.324721999999994,638.0,50,traffic,urban,0.0,0.0,0.0,0.0,0.0,0.0,0.0,40.9,4.7,1.3,4.8,0.0,29.6,18.3,0.0,0.0,0.0,0.722,0.0,31.3136,6.59,37602,73678,93151,63,62.93,63,22.3452,29.0092,15.8453,21.8875,6.5161,34.2514,44.6103,56.6401,55.0111,34.3728,54.0318,62.0782,10932.2499,0.0,0.0,val
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-7205,Spain,EUR,warm_dry,-4.396944,40.368889,549.0,100,background,rural,0.0,2.9,0.0,0.0,0.0,1.7,1.4,22.1,33.3,8.8,17.0,0.0,10.7,0.0,2.0,0.0,0.0,0.368,0.0,1.7186700000000001,2.63,890,1248,1679,51,19.35,54,36.0699,40.2127,31.9932,36.4903,28.1697,44.1091,52.53,63.5572,61.4854,43.9449,59.3864,123.8978,24286.6534,5.8,0.0,val
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-7208,Spain,EUR,warm_dry,-3.2766669999999998,40.167221999999995,764.0,67,background,rural,0.0,0.0,0.0,0.0,0.0,0.0,0.0,34.0,0.0,0.0,0.0,0.0,64.3,0.0,0.0,0.0,0.0,0.584,0.0,2.0606,2.22,803,803,6048,43,16.22,63,31.9718,36.9474,27.0127,32.2799,22.8565,41.2019,50.0237,61.051,59.1839,42.0293,58.2107,98.3516,19351.0192,1.4,0.0,val
-7209,Spain,EUR,warm_dry,1.181111,41.280278,243.0,108,industrial,rural,5.4,4.7,0.0,0.0,0.0,6.2,0.0,2.8,31.0,0.0,7.7,0.0,30.4,9.8,0.0,0.0,0.0,0.691,0.833,146.216,2.74,1629,4841,26446,43,30.12,63,35.2279,39.0265,31.4611,34.8362,27.4429,42.1042,49.6228,61.2766,58.8487,43.4736,58.0828,151.996,19008.1439,4.25,0.5,val
-7210,Spain,EUR,warm_dry,0.756111,41.1025,220.0,99,background,rural,11.6,4.0,0.0,0.0,0.0,1.0,1.9,8.3,50.8,0.0,4.0,0.0,13.9,3.3,0.0,0.0,0.0,0.317,0.0,0.799497,1.59,379,811,7600,8,6.37,63,37.5122,42.0773,33.0752,37.4928,28.7712,46.5151,54.3344,63.2565,61.3267,45.0949,57.9589,117.8265,27152.0371,4.0,0.0,val
-7212,Spain,EUR,warm_dry,1.6877779999999998,41.348611,200.0,36,background,suburban,18.9,7.2,0.0,0.0,0.0,1.8,0.0,0.0,31.7,0.0,3.0,0.0,27.7,7.3,0.0,0.0,0.0,0.182,0.059000000000000004,7.02398,2.97,16975,16975,21676,63,53.49,63,25.8584,34.1832,17.5752,24.8114,12.7816,38.0942,47.8684,57.7679,56.1075,39.3353,54.5337,72.5686,15821.086000000001,0.25,0.0,train
-7213,Spain,EUR,warm_dry,2.444444,41.548889,40.0,59,background,urban,47.4,3.1,0.0,0.0,0.0,14.4,0.0,0.0,11.6,0.0,0.0,0.0,6.0,16.2,0.0,0.0,0.0,0.0,0.0,9.48073,4.64,21290,55489,234734,63,50.55,63,30.2821,35.3403,25.2084,30.1746,19.1474,41.2019,50.0238,60.3493,58.4321,40.8316,57.4659,112.6268,18746.4337,2.2,0.2,train
-7215,Spain,EUR,warm_dry,-4.0208330000000005,39.868056,500.0,23,background,suburban,0.0,0.0,0.0,0.0,0.0,0.0,0.0,26.4,0.0,0.0,1.2,0.0,71.1,0.0,0.0,0.0,0.0,0.983,0.0,2.7094,2.44,4916,4916,4916,63,52.5,63,29.0547,36.0079,21.9773,29.0218,14.4157,41.8034,52.6302,65.462,63.1437,42.4429,62.0449,154.8445,23790.5377,6.2,0.2,val
-7216,Spain,EUR,warm_dry,-6.338056,38.9075,214.0,6,background,suburban,0.0,0.0,0.0,0.0,0.0,0.0,0.0,9.9,2.4,17.8,8.2,0.0,58.4,0.0,0.0,0.0,0.0,0.9670000000000001,0.66,3.8946099999999997,1.46,1355,2992,3441,58,41.0,63,29.8994,37.2635,22.5585,29.5566,19.0484,39.5115,50.2868,62.2656,60.2125,42.1303,57.9803,121.9851,20536.718,5.0,0.0,val
-7217,Spain,EUR,warm_dry,-6.395,38.429167,551.0,137,background,suburban,0.0,0.0,0.0,0.0,0.0,0.0,0.0,9.0,7.9,10.9,6.7,0.0,63.0,0.0,1.5,0.0,0.0,1.136,0.39299999999999996,1.3168799999999998,1.29,1993,3759,3759,53,30.11,62,40.2216,44.0853,36.2283,39.5784,32.6099,47.293,55.0723,64.0378,62.0173,47.3373,59.4307,118.8083,30098.2539,8.4,0.0,val
-7218,Spain,EUR,warm_dry,-5.7437190000000005,36.73975,216.0,137,industrial,suburban,0.0,1.2,0.0,0.0,0.0,5.3,0.0,0.0,16.3,0.0,3.2,0.0,70.0,0.0,1.3,0.0,0.0,1.268,0.125,0.608817,1.64,866,867,3743,9,16.46,63,40.8321,44.235,37.4664,40.2245,32.8312,48.495,55.8883,63.6575,61.7308,47.511,59.1711,91.7161,29787.1552,2.0,0.0,test
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-7222,Spain,EUR,warm_dry,1.31,38.994444,65.0,137,background,suburban,70.8,0.0,0.0,0.0,0.0,0.0,1.9,0.0,13.3,0.0,2.2,1.4,7.0,0.0,0.0,0.0,0.0,0.405,0.0,2.72844,1.82,1887,2143,11625,60,31.9,63,41.0425,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,57.5998,-999.0,-999.0,-999.0,-999.0,train
-7223,Spain,EUR,warm_dry,-0.460833,39.551389,122.0,70,background,suburban,13.6,0.0,0.0,0.0,0.0,0.0,0.0,16.9,15.8,0.0,1.3,0.0,45.2,4.9,0.0,0.0,0.0,0.486,3.075,34.8671,3.42,6068,20896,93280,63,62.67,63,28.5029,34.481,21.8448,28.6546,18.2953,38.3448,45.7382,54.2592,52.6949,39.0303,52.9596,51.2846,11718.684,0.25,0.0,train
-7224,Spain,EUR,warm_dry,2.687778,39.678889,172.0,70,background,rural,34.8,1.9,0.0,0.0,0.0,2.8,0.0,0.0,23.4,0.0,3.8,0.0,25.6,3.8,1.7,0.0,0.0,0.826,0.0,18.5074,1.88,1058,10441,28589,45,34.74,63,37.9794,40.0677,36.8087,38.1256,31.1521,45.099,51.9034,61.026,57.6614,43.2236,54.823,87.4926,19345.4264,3.0,0.0,test
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-7234,Spain,EUR,warm_dry,-3.503056,40.593333,800.0,107,background,suburban,0.0,0.0,0.0,0.0,0.0,0.0,0.0,24.1,5.7,1.5,14.8,0.0,41.9,11.3,0.0,0.0,0.0,1.263,0.0,15.829,6.2,5971,9535,93151,60,49.96,63,34.5951,39.3513,29.8644,35.0868,24.5607,44.5101,54.0337,68.0082,66.2765,44.6807,65.4219,227.6428,28485.0742,15.6,0.4,val
-7237,Spain,EUR,warm_dry,-3.721111,42.345556,929.0,38,background,urban,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,2.7,0.0,90.7,0.0,4.2,0.0,0.0,0.723,0.0,9.734,1.75,22456,22570,22570,63,55.89,63,29.7202,37.8632,27.3321,33.8337,23.5583,42.856,50.6253,61.1513,59.208999999999996,42.6035,50.1741,88.6852,20139.0688,2.0,0.0,train
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-7239,Spain,EUR,tropical_dry,-0.7175,38.259167,99.0,56,traffic,urban,17.7,0.0,0.0,0.0,0.0,0.0,0.0,34.8,0.0,0.0,2.3,0.0,42.1,1.5,0.0,0.0,0.0,0.872,4.459,5.198180000000001,2.12,10393,10399,24632,63,56.83,63,32.5494,38.1777,26.9151,32.9816,23.0901,42.5052,49.723,58.0436,56.4104,42.9295,54.9173,64.0206,19615.1884,0.0,0.0,train
-7240,Spain,EUR,warm_dry,1.8483330000000002,42.097778000000005,661.0,159,background,rural,0.0,10.9,0.0,0.0,0.0,49.6,0.0,0.0,20.0,0.0,1.9,0.0,13.7,0.0,3.4,0.0,0.0,0.023,0.013000000000000001,0.799477,1.52,8049,8049,8049,49,25.02,59,30.9857,36.09,25.8275,29.8739,20.1498,40.7508,50.2242,62.8555,60.4621,40.8454,60.0815,169.2451,19648.3426,6.2,0.6,test
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-7246,Spain,EUR,warm_dry,-2.129444,40.061944,948.0,28,background,suburban,0.0,0.0,0.0,0.0,0.0,0.0,0.0,18.5,53.7,0.0,3.9,0.0,22.5,0.0,0.0,0.0,0.0,0.457,0.0,1.3330000000000002,1.16,604,612,612,61,37.5,63,30.993000000000002,36.4306,25.2876,32.2046,18.4832,42.856,51.3771,61.2515,58.9897,42.4517,58.4151,92.9259,19773.8292,1.75,0.0,train
-7247,Spain,EUR,warm_dry,-4.850833000000001,39.958056,369.0,7,background,suburban,0.0,0.0,0.0,0.0,0.0,0.0,0.0,6.8,17.1,14.7,19.3,0.0,40.9,0.0,0.0,0.0,0.0,2.435,0.0,2.0219400000000003,2.03,6711,6711,6711,61,35.88,63,24.058000000000003,30.2042,17.8422,22.9367,11.6087,34.3349,44.9412,56.4737,54.6251,35.7261,53.3022,73.8492,12697.696000000002,2.4,0.0,train
-7248,Spain,EUR,tropical_dry,-6.036161,37.555019,1.0,19,industrial,rural,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.2,9.0,19.9,1.6,0.0,62.7,5.1,0.0,0.0,0.0,1.715,0.49200000000000005,2.06248,1.93,991,1867,80947,34,28.36,63,28.9729,35.6381,22.2288,28.8213,19.4231,37.9689,45.8635,54.3845,52.3483,39.3083,51.5151,53.6026,11828.7131,0.0,0.0,test
-7249,Spain,EUR,tropical_dry,-13.5475,28.976944,47.0,43,industrial,urban,67.9,0.0,0.0,0.0,0.0,0.0,0.0,8.0,0.0,0.0,8.4,0.0,0.0,2.0,1.1,0.0,11.9,0.0,0.0,6.52899,0.93,34358,34358,34358,63,45.12,63,38.4474,38.9294,37.9523,39.4977,32.4804,45.2118,49.8934,55.3369,53.6076,42.5352,51.6948,43.5133,13755.4919,0.0,0.0,train
-7250,Spain,EUR,tropical_dry,-13.51655,28.990311,36.0,0,industrial,suburban,67.9,0.0,0.0,0.0,0.0,0.0,0.0,8.0,0.0,0.0,8.4,0.0,0.0,2.0,1.1,0.0,11.9,0.0,0.0,6.52899,0.93,3377,34358,34358,60,40.44,63,40.4749,41.6113,39.4015,41.2019,34.6858,47.1166,51.5275,57.3419,55.2241,44.9613,52.5284,53.0091,19722.8296,0.0,0.0,train
-7251,Spain,EUR,tropical_dry,-13.852222,28.500278,20.0,4,industrial,urban,48.6,0.0,0.0,0.0,0.0,0.0,0.0,11.9,0.0,0.0,4.5,0.0,0.0,0.0,0.0,0.0,34.1,0.0,0.01,0.0,0.92,481,1457,1457,49,31.06,63,36.4778,36.6683,35.5161,36.9664,30.1997,42.6054,47.4925,53.5074,51.0012,40.2303,49.7631,36.3183,9553.9687,0.0,0.0,test
-7252,Spain,EUR,tropical_dry,-13.853610999999999,28.5025,15.0,4,background,urban,48.6,0.0,0.0,0.0,0.0,0.0,0.0,11.9,0.0,0.0,4.5,0.0,0.0,0.0,0.0,0.0,34.1,0.0,0.01,0.0,0.92,481,1457,1457,49,31.06,63,37.4928,38.8815,36.9129,38.8461,32.8312,43.8585,48.3697,55.4622,52.4736,42.482,48.1485,46.8145,12356.6277,0.0,0.0,test
-7253,Spain,EUR,warm_moist,-8.241389,43.480556,5.0,22,traffic,urban,38.7,4.1,6.6,0.0,0.0,29.3,0.0,0.0,3.4,0.0,0.0,0.0,2.4,1.9,12.0,0.0,0.0,0.0,0.0,9.74059,2.86,6762,12218,76601,61,51.8,63,26.0992,28.8607,23.4326,26.8665,16.2703,35.5579,42.7939,52.2168,48.995,32.9935,46.4959,41.2281,5450.6675,0.0,0.0,test
-7254,Spain,EUR,warm_moist,-8.559167,42.875833,220.0,136,background,urban,0.0,6.3,6.8,0.0,0.0,34.2,0.0,0.0,9.8,0.0,0.0,0.0,1.6,0.0,40.8,0.0,0.0,0.0,0.0,3.30948,2.45,5072,5953,5953,63,52.53,63,26.2415,29.8785,22.6116,26.3051,18.4356,33.6006,40.4892,51.1323,48.5625,33.858000000000004,45.3648,82.6147,6329.5274,1.4,0.0,test
-7255,Spain,EUR,warm_dry,-3.545833,40.43,621.0,45,traffic,urban,0.0,0.0,0.0,0.0,0.0,0.0,0.0,36.5,3.6,0.0,4.9,0.0,37.6,16.3,0.0,0.0,0.0,1.746,0.0,51.2438,6.46,93151,93151,93151,63,62.93,63,20.1932,26.9109,13.5445,18.5459,4.8119,31.3776,42.1042,57.5423,55.3745,32.816,55.0428,125.5739,10393.0121,2.0,0.0,val
-7260,Spain,EUR,warm_dry,-6.570419,37.0161,22.0,29,background,rural,42.2,0.0,0.0,0.0,0.0,0.0,0.0,12.4,12.4,5.5,5.3,0.0,19.5,0.0,0.0,0.0,1.5,0.0,0.0,0.616923,1.66,308,342,1219,52,19.63,59,32.5013,40.0991,24.8544,34.0843,20.6511,43.7081,51.6277,61.5021,59.3218,44.2384,56.6084,113.1302,22762.1631,2.6,0.0,val
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-7263,Spain,EUR,warm_dry,-0.253889,41.105833000000004,320.0,42,industrial,rural,0.0,0.0,0.0,0.0,0.0,0.0,0.0,38.8,2.6,0.0,0.0,0.0,57.4,0.0,0.0,0.0,0.0,2.807,0.07400000000000001,1.12314,2.03,389,405,787,7,5.48,61,31.655,37.3764,26.0106,32.5164,22.3904,40.8831,47.8007,57.1672,55.20399999999999,41.4765,54.1396,67.8515,15853.0587,1.8,0.0,test
-7264,Spain,EUR,warm_dry,-1.868611,38.114722,1.0,134,background,rural,0.0,1.5,0.0,0.0,0.0,0.0,2.8,53.1,13.1,0.0,0.0,0.0,28.3,0.0,0.0,0.0,0.0,0.474,0.0,1.61028,1.32,472,740,2367,55,25.41,60,39.1482,43.8606,34.4216,38.6957,31.5781,46.3146,53.7028,62.7813,61.026,47.001000000000005,60.3934,91.4202,28406.0539,0.8,0.0,val
-7265,Spain,EUR,cool_moist,0.181944,42.457778000000005,1005.0,286,background,rural,0.0,21.6,0.0,0.0,0.0,34.9,0.0,0.0,21.0,0.0,7.7,0.0,10.5,0.0,3.7,0.0,0.0,0.048,0.0,1.13239,0.94,44,82,194,0,3.7,27,37.5964,39.3679,35.8292,37.0416,30.1746,44.4099,51.327,59.7478,58.407,42.7242,54.372,69.9782,17934.4943,0.4,0.0,val
-7266,Spain,EUR,warm_dry,-0.265833,39.634167,3.0,4,industrial,suburban,42.1,0.0,0.0,0.0,0.0,0.0,0.0,7.7,25.0,0.0,1.4,0.0,17.0,5.0,0.0,0.0,0.0,0.55,2.135,5.42215,3.1,6805,7614,93280,60,55.88,63,26.3823,33.6114,19.2029,27.3296,15.6387,36.8286,44.1452,52.7685,51.0579,38.1816,50.37,43.2568,9659.9719,0.0,0.0,train
-7267,Spain,EUR,warm_dry,-0.336389,39.480278000000006,7.0,1,background,urban,42.2,0.0,0.0,0.0,0.0,1.3,0.0,9.4,7.1,0.0,1.4,0.0,31.4,5.1,0.0,0.0,0.0,0.278,0.6579999999999999,14.07,3.16,79246,93280,93280,63,58.94,63,27.4176,33.9874,20.8319,27.7687,15.9394,38.8962,46.7155,55.6296,53.7367,38.2062,52.8694,53.0597,13024.2403,0.2,0.0,train
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-7269,Spain,EUR,warm_dry,-5.639722,40.960833,743.0,7,background,suburban,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.4,2.4,9.0,0.0,85.0,0.0,0.0,0.0,0.0,2.032,0.0,4.0650900000000005,1.64,11889,39401,39401,63,54.69,63,29.6403,36.9999,22.3627,30.5756,18.8466,39.8987,48.92100000000001,60.4495,58.193999999999996,41.8464,55.6523,85.869,18236.0472,2.2,0.0,train
-7270,Spain,EUR,warm_dry,-3.833889,40.341944,693.0,55,background,urban,0.0,0.0,0.0,0.0,0.0,0.0,0.0,38.2,4.8,1.8,7.3,0.0,31.7,16.0,0.0,0.0,0.0,0.7859999999999999,0.0,49.4296,6.06,72062,73923,79918,63,62.95,63,27.759,34.0147,21.5508,27.9692,15.0372,38.5955,49.6228,64.6319,62.2665,40.2812,61.6307,146.6071,19905.8419,7.4,0.0,val
-7271,Spain,EUR,warm_dry,2.288333,41.600833,140.0,36,traffic,urban,20.2,7.9,0.0,0.0,0.0,22.8,0.0,0.0,17.1,0.0,0.0,0.0,7.0,23.4,0.0,0.0,0.0,0.19699999999999998,0.27899999999999997,12.994000000000002,4.91,36644,36644,234734,63,60.85,63,20.6427,29.3772,11.8478,17.9193,3.2581,34.0843,46.3647,58.9834,56.526,35.2197,56.6455,89.915,13691.7576,0.75,0.0,train
-7272,Spain,EUR,warm_dry,2.237778,41.449444,6.0,36,traffic,urban,43.1,4.9,0.0,0.0,0.0,3.0,0.0,0.0,12.5,0.0,0.0,0.0,5.0,29.9,0.0,0.0,0.0,0.037000000000000005,0.066,26.4064,5.81,136139,234734,234873,63,55.44,63,24.2825,31.351999999999997,17.3003,22.9317,9.0223,37.8436,47.2419,57.7679,56.0292,36.93,54.8288,98.8887,13938.1681,1.25,0.0,train
-7274,Spain,EUR,warm_dry,-4.844831,36.9623,359.0,86,background,rural,0.0,0.0,0.0,0.0,0.0,0.0,1.0,2.7,9.5,1.7,1.4,0.0,82.4,0.0,0.0,0.0,0.0,0.5820000000000001,0.177,0.397708,1.49,558,615,2353,0,1.36,61,40.7851,46.5933,35.0337,41.6029,32.3801,50.0237,57.7428,66.1637,64.0585,49.7283,60.9849,124.6843,37351.4638,5.8,0.0,train
-7276,Spain,EUR,warm_moist,-8.530833,42.887778000000004,260.0,97,traffic,urban,0.0,5.8,6.5,0.0,0.0,32.6,0.0,0.0,9.7,0.0,0.0,0.0,1.8,0.0,43.0,0.0,0.0,0.0,0.0,3.30948,2.45,5953,5953,5953,63,49.67,63,27.0099,30.5234,23.5666,27.5381,18.7263,35.2372,41.8435,53.0065,50.5012,35.1957,46.5483,82.6619,6744.9669,1.4,0.0,test
-7277,Spain,EUR,warm_dry,2.015,41.314721999999996,14.0,27,traffic,suburban,42.5,5.5,0.0,0.0,0.0,2.2,0.0,0.0,17.9,0.0,1.0,0.0,6.9,22.5,0.0,0.0,0.0,0.319,0.0,34.5163,5.03,39229,42575,234873,63,61.4,63,29.2317,35.829,22.6821,29.0719,16.6662,41.1017,51.0011,62.1237,59.6006,41.4564,58.221000000000004,119.7361,20878.8679,3.75,0.0,train
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-7282,Spain,EUR,warm_dry,-0.336667,39.705278,320.0,37,industrial,suburban,27.4,1.0,0.0,0.0,0.0,0.0,0.0,9.7,35.5,0.0,1.3,0.0,19.5,4.1,0.0,0.0,0.0,0.235,1.401,6.46753,3.0,975,5434,93280,52,38.36,63,32.1475,40.9051,23.4407,33.5831,18.3454,44.6104,53.0513,63.3567,61.3392,46.2601,60.5303,108.3319,27400.8546,2.6,0.0,train
-7283,Spain,EUR,warm_dry,-0.342778,39.4575,7.0,3,traffic,urban,43.3,0.0,0.0,0.0,0.0,1.4,0.0,9.3,4.4,0.0,1.0,0.0,33.1,4.9,0.0,0.0,0.0,0.278,0.6579999999999999,14.07,3.16,83919,88747,93280,63,61.22,63,24.1106,29.2271,19.0298,25.2795,14.0518,34.0593,40.3999,48.2023,46.1558,33.3312,45.7278,25.4226,4002.6706,0.0,0.0,train
-7284,Spain,EUR,warm_dry,-1.064722,38.451667,642.0,53,background,rural,0.0,0.0,0.0,0.0,0.0,0.0,1.3,71.3,2.3,0.0,1.1,0.0,22.9,0.0,0.0,0.0,0.0,1.295,0.462,0.64354,1.64,875,893,19400,11,11.02,63,38.1888,43.9221,32.4172,37.7764,30.2749,45.7131,53.6026,63.056000000000004,61.0886,47.1499,59.9527,95.9459,28699.924,2.0,0.0,train
-7285,Spain,EUR,warm_dry,-0.803333,38.454722,355.0,57,background,suburban,0.0,0.0,0.0,0.0,0.0,0.0,0.0,64.9,4.0,0.0,1.7,0.0,27.3,0.0,0.0,0.0,0.0,0.1,1.35,5.34509,1.78,10775,19400,24632,54,49.59,63,30.1571,39.3057,21.0352,30.6759,17.5434,41.8205,51.327,60.5277,58.5574,43.9233,58.0979,82.7044,22422.9077,0.4,0.0,train
-7286,Spain,EUR,tropical_dry,-0.506667,38.340278000000005,55.0,1,background,urban,39.2,0.0,0.0,0.0,0.0,0.0,0.0,33.4,0.0,0.0,2.5,0.0,20.6,2.0,0.0,0.0,0.0,0.452,3.245,7.7365,2.43,15236,24506,24632,63,56.55,63,28.9785,35.9736,22.0332,30.6929,17.0091,40.2997,47.718,55.8883,54.1928,40.2986,53.4778,51.2523,14422.1964,0.2,0.0,train
-7287,Spain,EUR,warm_dry,-1.253889,40.099444,728.0,8,background,rural,0.0,1.9,0.0,0.0,0.0,0.0,0.0,30.9,55.0,0.0,10.3,0.0,1.4,0.0,0.0,0.0,0.0,0.021,0.121,0.585377,1.27,443,443,995,10,5.33,14,27.4961,36.8167,18.144000000000002,28.4454,14.1601,39.3474,47.7431,56.3895,54.2749,40.6364,53.8027,57.477,15406.7915,0.0,0.0,train
-7288,Spain,EUR,tropical_dry,-15.411667000000001,28.003611,113.0,107,background,urban,50.6,0.0,0.0,0.0,0.0,0.0,3.5,18.8,9.8,0.0,3.6,0.0,4.3,1.7,6.2,0.0,0.0,0.0,0.0,0.051602999999999996,1.04,16078,17101,69632,63,56.63,63,33.1409,33.6604,32.7988,33.959,26.4404,40.4751,45.6128,51.753,49.2898,37.923,48.6282,39.3545,6344.1766,0.0,0.0,train
-7289,Spain,EUR,warm_dry,-16.399722,28.337221999999997,275.0,230,background,suburban,52.0,1.4,1.3,0.0,0.0,3.9,4.0,14.3,7.0,0.0,3.6,0.0,5.1,2.2,4.2,0.0,0.0,0.0,0.596,0.096554,0.88,2838,4848,24163,57,36.74,63,33.9886,37.2368,30.8422,34.2848,27.468000000000004,41.1017,46.1141,52.4297,50.7953,41.0631,49.0898,36.5088,10623.1376,0.0,0.0,train
-7290,Spain,EUR,tropical_dry,-0.9752780000000001,37.603056,10.0,7,background,urban,54.8,0.0,0.0,0.0,0.0,0.0,0.0,11.8,1.1,0.0,3.6,0.0,24.9,1.3,0.0,0.0,0.0,1.453,0.0,36.759,2.05,5109,6005,8409,63,57.27,63,26.6377,33.0061,20.329,28.695999999999998,16.0397,36.8411,43.4826,50.6252,48.9649,37.2686,48.3732,35.7251,9269.9084,0.0,0.0,val
-7291,Spain,EUR,warm_dry,-4.538333000000001,42.019444,953.0,14,traffic,urban,0.0,0.0,0.0,0.0,0.0,0.0,0.0,2.1,0.0,0.0,2.3,0.0,94.2,0.0,0.0,0.0,0.0,1.159,0.0,4.47129,1.56,8905,10711,11538,62,43.27,63,29.8491,34.8063,24.9136,31.0769,20.7513,38.9965,46.8158,58.4887,55.4246,39.3079,53.3648,81.3564,13465.3874,1.6,0.0,train
-7292,Spain,EUR,warm_dry,2.2247220000000003,41.846667,621.0,113,background,rural,0.0,8.4,0.0,0.0,0.0,49.3,0.0,0.0,15.7,0.0,0.0,0.0,18.2,3.5,4.4,0.0,0.0,0.196,0.0,2.09538,2.65,4113,6607,13814,60,38.77,63,29.6155,37.938,21.3217,28.4454,16.2903,40.6004,52.0036,67.2238,65.2552,43.1007,66.2009,244.517,25318.5867,12.25,1.5,train
-7293,Spain,EUR,warm_dry,-3.6001,37.165681,666.0,60,background,urban,0.0,4.5,0.0,0.0,0.0,0.0,5.5,18.4,14.5,0.0,3.5,0.0,45.8,4.6,0.0,0.0,2.0,2.335,0.319,7.6612800000000005,2.25,38461,44724,44724,62,61.32,63,25.6654,30.4945,20.8374,25.463,13.8342,36.0893,46.0138,56.6401,54.4347,37.3791,55.5597,63.3352,12666.3807,0.0,0.0,train
-7295,Spain,EUR,warm_dry,-0.408333,39.481111,11.0,16,traffic,urban,23.6,0.0,0.0,0.0,0.0,1.1,0.0,14.9,10.8,0.0,1.0,0.0,41.5,4.9,0.0,0.0,0.0,0.278,0.6579999999999999,29.9435,3.2,93280,93280,93280,63,63.0,63,24.5923,32.0692,17.0739,25.864,11.328,36.6908,43.9086,51.8583,49.8805,36.6737,50.04,48.6685,9830.9712,0.0,0.0,train
-7296,Spain,EUR,warm_dry,-5.746389,41.509722,720.0,34,traffic,urban,0.0,0.0,0.0,0.0,0.0,0.0,0.0,16.0,2.5,1.9,11.1,0.0,66.3,0.0,0.0,0.0,0.0,2.9939999999999998,0.0,2.8853299999999997,1.57,4990,4990,5714,62,43.55,62,28.3651,33.7027,23.0711,28.5707,18.0446,38.395,47.317,57.6426,55.6001,38.5746,53.8056,85.7791,13807.1758,1.2,0.0,train
-7302,Spain,EUR,warm_dry,-3.6855559999999996,40.409721999999995,672.0,88,background,urban,0.0,0.0,0.0,0.0,0.0,0.0,0.0,42.7,5.3,1.4,5.8,0.0,25.4,18.9,0.0,0.0,0.0,0.048,0.0,73.1912,7.13,79677,79726,93151,63,63.0,63,23.0583,28.7532,17.3742,22.2551,9.488999999999999,33.9899,45.0618,58.766000000000005,56.0103,34.6529,57.1118,119.1375,12552.1223,2.6,0.2,val
-7304,Spain,EUR,warm_dry,-3.6119440000000003,40.372778000000004,630.0,62,background,urban,0.0,0.0,0.0,0.0,0.0,0.0,0.0,41.8,4.7,1.0,4.9,0.0,27.9,19.3,0.0,0.0,0.0,0.645,0.0,18.6782,6.6,79726,79726,93151,63,62.13,63,25.8055,32.2929,19.2909,25.471,12.2302,36.769,48.0046,61.0767,58.7967,38.1663,58.4499,120.456,16596.9448,3.8,0.2,val
-7306,Spain,EUR,warm_dry,-3.718611,40.384722,605.0,36,traffic,urban,0.0,0.0,0.0,0.0,0.0,0.0,0.0,42.6,6.2,2.0,6.5,0.0,23.3,18.9,0.0,0.0,0.0,0.048,0.0,31.3136,6.59,79677,79677,93151,63,63.0,63,19.2867,24.4849,14.0806,17.4662,5.4555,29.53,39.7878,51.9385,48.9635,30.4055,50.3615,59.5492,6298.5707,0.4,0.0,val
-7308,Spain,EUR,warm_dry,-3.7744440000000004,40.518056,700.0,25,background,suburban,0.0,0.0,0.0,0.0,0.0,0.0,0.0,32.3,14.4,3.6,17.6,0.0,13.2,17.5,0.0,0.0,0.0,0.32299999999999995,0.0,50.251000000000005,6.35,79529,79578,93151,57,44.15,63,26.5045,34.4733,18.5595,25.881,11.5095,38.3569,49.8834,64.0484,61.853,40.1982,61.6065,147.0072,19948.4637,6.2,0.0,val
-7309,Spain,EUR,warm_dry,-3.608889,40.465,669.0,75,background,suburban,0.0,0.0,0.0,0.0,0.0,0.0,0.0,34.7,6.8,2.3,11.1,0.0,26.5,18.0,0.0,0.0,0.0,0.21899999999999997,0.0,73.1912,7.13,79918,93151,93151,63,63.0,63,27.2361,33.2872,21.1561,26.7522,14.6362,38.1323,48.9271,63.1462,60.8693,39.1516,60.2195,162.7042,18557.212,7.0,0.4,val
-7310,Spain,EUR,warm_dry,-3.689722,40.500556,715.0,68,background,urban,0.0,0.0,0.0,0.0,0.0,0.0,0.0,35.3,8.3,2.7,12.4,0.0,22.1,18.7,0.0,0.0,0.0,0.003,0.0,39.8981,6.43,79578,79627,93151,63,61.73,63,26.611,31.625,21.5776,26.3652,14.0367,37.2206,47.8534,62.2532,59.2526,37.2854,59.4063,152.3171,16520.8108,6.2,0.2,val
-7312,Spain,EUR,tropical_dry,-15.521111,28.111389000000003,226.0,252,background,suburban,56.8,0.0,0.0,0.0,0.0,0.0,4.2,12.0,11.2,0.0,3.0,0.0,6.0,1.4,4.2,0.0,0.0,0.0,0.415,0.094476,0.83,22732,66853,69632,61,56.78,63,33.4878,36.3786,30.6105,35.2873,26.5657,41.8034,46.8158,52.8548,50.5751,40.266999999999996,48.9874,34.9571,9267.3713,0.0,0.0,train
-7313,Spain,EUR,tropical_dry,-15.43,28.1075,85.0,115,background,urban,59.3,0.0,0.0,0.0,0.0,0.0,3.1,11.3,10.5,0.0,2.8,0.0,5.0,1.6,5.1,0.0,0.0,0.0,0.0,0.101173,0.94,66926,69632,69632,63,59.09,63,30.3991,32.5151,28.2564,31.8288,24.0595,38.3448,43.3572,48.6579,46.631,36.5533,46.1508,21.8661,3873.5229999999997,0.0,0.0,train
-7314,Spain,EUR,warm_dry,-16.570833,28.383056,371.0,359,background,suburban,39.9,1.9,0.0,0.0,0.0,5.4,7.6,20.0,9.3,0.0,3.8,0.0,4.3,0.0,3.1,0.0,2.5,0.159,0.0,0.0,0.94,21813,21813,23556,57,39.13,63,30.4086,32.2772,28.5677,30.7762,24.7613,36.4903,41.3022,46.9161,44.8359,36.1102,43.4121,18.4507,3276.4349,0.0,0.0,train
-7315,Spain,EUR,tropical_dry,-13.555832999999998,28.967778000000003,22.0,19,background,urban,66.1,0.0,0.0,0.0,0.0,0.0,0.0,7.9,0.0,0.0,9.4,0.0,0.0,2.0,1.1,0.0,12.8,0.0,0.0,6.52899,0.93,34358,34358,34358,62,43.26,63,34.6164,35.7727,33.4481,35.4878,28.8714,41.3022,46.114,51.6277,49.8984,39.4272,48.0291,36.1014,7947.804,0.0,0.0,train
-7316,Spain,EUR,warm_dry,-17.771110999999998,28.645278,208.0,129,background,suburban,66.8,2.9,2.7,0.0,0.0,7.9,4.1,0.0,8.4,0.0,0.0,1.7,3.3,0.0,0.0,0.0,0.0,0.042,0.0,1.15418,0.79,3240,4951,7729,26,16.47,51,27.9209,31.8286,24.1162,28.3702,19.6486,36.4903,43.0064,51.0784,48.5075,36.4484,47.1929,34.2541,5777.5327,0.0,0.0,train
-7317,Spain,EUR,warm_moist,-8.408889,43.3825,25.0,0,traffic,urban,46.4,3.6,5.3,0.0,0.0,20.7,0.0,0.0,3.8,0.0,0.0,0.0,3.1,1.8,13.6,0.0,0.0,0.0,0.0,15.1204,2.78,54207,76601,76601,62,46.52,63,22.7694,25.1332,20.4404,22.6661,13.942,30.8062,38.2145,48.1094,45.6005,29.1347,42.6658,35.3506,5023.8185,0.2,0.0,test
-7318,Spain,EUR,warm_moist,-8.250278,43.492778,13.0,55,background,suburban,38.7,4.1,6.6,0.0,0.0,29.3,0.0,0.0,3.4,0.0,0.0,0.0,2.4,1.9,12.0,0.0,0.0,0.0,0.0,9.74059,2.86,6762,12218,76601,63,49.29,63,31.3327,34.8131,27.7547,33.0818,22.89,40.4334,46.8827,57.9767,53.2568,39.3091,51.3341,82.1456,10611.9732,2.5,0.0,test
-7319,Spain,EUR,warm_moist,-2.160278,42.904722,530.0,8,background,suburban,0.0,0.0,0.0,0.0,10.8,42.4,0.0,0.0,0.0,0.0,1.3,0.0,23.6,0.0,21.4,0.0,0.0,0.064,0.0,2.11856,1.73,1828,2864,10412,41,19.95,57,27.8791,31.7381,22.0066,27.3176,17.794,35.0868,43.1066,53.6326,51.3145,35.6384,49.5145,52.456,7171.916,0.0,0.0,test
-7320,Spain,EUR,warm_dry,-3.8330559999999996,40.119167,548.0,47,background,suburban,0.0,0.0,0.0,0.0,0.0,0.0,0.0,26.5,0.0,0.0,1.7,0.0,68.0,3.7,0.0,0.0,0.0,1.535,0.0,3.8607099999999996,3.97,1906,3164,73344,57,51.83,63,31.6034,39.5925,23.9564,32.5806,18.0446,44.673,55.6376,67.6674,66.0854,45.8919,64.3054,165.8193,30822.0955,11.75,0.0,val
-7321,Spain,EUR,warm_dry,-4.110556,40.955556,952.0,62,traffic,urban,0.0,11.8,0.0,0.0,0.0,3.2,0.0,2.5,11.9,0.0,19.8,0.0,46.7,0.0,2.8,0.0,0.0,0.469,0.0,2.06347,1.7,4881,5019,5019,63,52.75,63,30.8336,36.552,25.1734,30.4754,20.1499,40.8009,50.7255,62.1538,59.8857,41.8176,57.6726,108.51700000000001,20107.2804,3.6,0.0,val
-7322,Spain,EUR,warm_dry,-0.513889,38.351110999999996,20.0,42,industrial,suburban,39.2,0.0,0.0,0.0,0.0,0.0,0.0,33.4,0.0,0.0,2.5,0.0,20.6,2.0,0.0,0.0,0.0,0.293,2.488,7.7365,2.43,24506,24632,24632,63,60.37,63,31.3662,38.5082,24.2836,31.8914,20.6762,42.1042,49.2468,57.6426,55.6063,42.9119,53.9462,67.7827,18840.2126,0.5,0.0,train
-7323,Spain,EUR,warm_dry,-0.244444,39.823611,250.0,118,background,suburban,26.4,5.7,0.0,0.0,0.0,0.0,0.0,6.1,46.3,0.0,1.6,0.0,10.0,2.7,0.0,0.0,0.0,0.62,2.065,4.759930000000001,2.83,7084,7084,21511,62,36.58,63,31.8838,36.7199,27.0587,31.7034,23.3076,40.2245,47.2418,56.1389,54.0243,40.6897,53.26,79.798,14102.5257,1.0,0.0,train
-7324,Spain,EUR,warm_dry,-0.396389,39.450278000000004,15.0,16,traffic,urban,32.9,0.0,0.0,0.0,0.0,1.4,0.0,12.4,5.4,0.0,0.0,0.0,39.4,4.9,1.0,0.0,0.0,0.278,0.6579999999999999,14.07,3.16,88747,93280,93280,63,62.94,63,24.1573,31.0928,17.1995,25.3126,10.4007,36.0893,43.2319,51.8783,49.3878,35.887,50.2255,50.8626,7508.8517,0.25,0.0,train
-7325,Spain,EUR,warm_dry,-4.903969,38.137931,571.0,108,industrial,suburban,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,66.2,27.4,2.3,0.0,1.2,0.0,0.0,0.0,0.0,0.17300000000000001,0.0,26.6939,1.21,724,724,3878,9,4.95,59,40.558,43.8396,37.2849,39.9739,32.7059,48.7456,56.2642,64.0334,61.9815,46.7908,60.3699,98.9259,30007.7879,2.0,0.0,train
-7326,Spain,EUR,warm_dry,-3.61925,37.135560999999996,684.0,57,background,urban,0.0,4.0,0.0,0.0,0.0,0.0,5.2,18.4,12.4,0.0,2.4,0.0,49.8,4.8,0.0,0.0,1.7,2.335,0.319,7.6612800000000005,2.25,38461,44724,44724,62,60.86,63,29.351,38.4404,20.2772,29.4061,15.0372,42.4383,52.7973,62.655,60.8171,44.2489,61.0111,93.0946,25626.2139,0.6667,0.0,train
-7327,Spain,EUR,warm_moist,-5.6705559999999995,43.516667,46.0,35,background,suburban,34.6,0.0,0.0,0.0,0.0,22.3,0.0,0.0,4.2,0.0,0.0,0.0,6.7,2.8,27.7,0.0,0.0,0.0,0.0,14.9305,3.49,20590,20595,33067,63,55.32,63,25.3488,31.4702,20.7374,27.3176,12.7816,37.8436,45.7382,55.5124,53.1314,37.2564,48.7652,64.8248,10283.9391,0.25,0.0,test
-7328,Spain,EUR,tropical_dry,-16.278889000000003,28.458056,200.0,153,industrial,urban,71.6,0.0,1.5,0.0,0.0,5.0,1.5,2.4,5.7,0.0,1.5,0.0,3.8,2.0,3.0,0.0,0.0,0.013000000000000001,0.0,0.0,0.9,10609,24045,24163,63,51.21,63,30.0216,31.1572,28.5258,30.701,23.057,37.3424,42.856,49.3721,47.2366,34.6699,45.6848,27.463,3422.7273,0.0,0.0,train
-7329,Spain,EUR,tropical_dry,-16.276389,28.461667,158.0,242,industrial,urban,71.6,0.0,1.5,0.0,0.0,5.0,1.5,2.4,5.7,0.0,1.5,0.0,3.8,2.0,3.0,0.0,0.0,0.013000000000000001,0.0,0.0,0.9,10609,24045,24163,63,51.21,63,29.0905,30.4459,27.8265,29.9073,22.5558,36.4235,41.4358,47.952,45.218999999999994,33.9837,44.1918,31.8991,2930.0112,0.3333,0.0,train
-7331,Spain,EUR,tropical_dry,-13.860833,28.498381,20.0,35,background,urban,48.6,0.0,0.0,0.0,0.0,0.0,0.0,11.9,0.0,0.0,4.5,0.0,0.0,0.0,0.0,0.0,34.1,0.0,0.01,5.98456,1.0,481,1457,1457,58,33.02,63,37.1706,38.5522,36.3736,38.3449,31.7034,43.9838,48.6203,53.8833,52.0036,41.8854,49.4749,38.5543,11808.7258,0.0,0.0,test
-7332,Spain,EUR,warm_dry,-17.775555999999998,28.667778000000002,245.0,317,industrial,suburban,64.3,2.9,2.9,0.0,0.0,9.0,4.3,0.0,9.3,0.0,0.0,1.8,3.5,0.0,0.0,0.0,0.0,0.042,0.0,1.15418,0.79,3240,4951,7729,43,21.2,51,30.6966,32.2541,30.1602,32.2046,22.4305,40.3498,47.1165,54.0086,51.847,37.2911,49.1647,36.0421,8135.3178,0.0,0.0,train
-7333,Spain,EUR,warm_dry,-17.764444,28.685278000000004,52.0,32,industrial,urban,64.3,2.9,2.9,0.0,0.0,9.0,4.3,0.0,9.3,0.0,0.0,1.8,3.5,0.0,0.0,0.0,0.0,0.083,0.0,1.15418,0.79,4951,6232,7729,48,20.41,51,29.3918,30.2579,26.8729,29.3225,20.6761,36.8412,43.8585,50.8758,49.2155,35.1849,48.1349,33.2081,5509.4393,0.0,0.0,train
-7334,Spain,EUR,warm_moist,-8.467222,43.347221999999995,20.0,115,industrial,suburban,40.9,3.3,5.8,0.0,0.0,20.7,0.0,0.0,4.1,0.0,0.0,0.0,3.1,1.2,19.2,0.0,0.0,0.496,0.0,15.1204,2.78,6062,76601,76601,63,54.46,63,25.7885,27.3137,21.5459,23.7254,17.2092,30.9098,37.7601,48.119,45.3831,31.1315,42.887,50.7299,3977.4199,0.0,0.0,test
-7335,Spain,EUR,warm_moist,0.729444,42.051389,1570.0,749,background,rural,0.0,8.0,0.0,0.0,0.0,5.3,0.0,0.0,44.8,0.0,11.1,0.0,27.2,0.0,2.2,0.0,0.0,0.14300000000000002,0.0,0.164961,1.22,25,78,258,0,0.58,50,45.7011,45.5546,45.8465,44.9863,39.3474,51.3771,57.8932,65.8028,63.7985,48.3973,61.4442,103.4344,30174.6953,2.75,0.0,test
-7337,Spain,EUR,warm_dry,-3.688889,41.665556,801.0,6,traffic,urban,0.0,0.0,0.0,0.0,0.0,0.0,0.0,4.8,8.8,0.0,5.7,0.0,78.9,0.0,0.0,0.0,0.0,0.9490000000000001,0.0,1.8983400000000001,1.51,2511,3458,3458,60,36.41,62,28.9493,34.7551,23.1523,29.0719,17.8441,38.9965,47.9185,59.0521,57.1789,39.9241,55.5325,86.4025,15782.0778,1.6,0.0,train
-7338,Spain,EUR,warm_moist,-3.475278,42.951944,613.0,27,background,rural,0.0,0.0,0.0,0.0,0.0,32.6,0.0,0.0,4.8,0.0,3.6,0.0,32.3,0.0,24.9,0.0,0.0,0.245,0.0,0.9500129999999999,1.4,341,341,341,36,17.95,53,31.9476,39.1985,28.1933,35.0868,24.1848,42.4801,48.9962,59.5222,58.032,42.5649,51.9849,86.80799999999999,19119.1325,2.75,0.0,train
-7339,Spain,EUR,warm_dry,-5.566389,42.575278000000004,814.0,15,background,suburban,0.0,2.9,0.0,0.0,0.0,6.0,0.0,7.7,12.2,1.7,15.4,0.0,46.3,0.0,6.5,0.0,0.0,1.6469999999999998,0.0,2.0540599999999998,2.12,30634,35622,35622,63,54.02,63,26.6414,33.6739,19.6833,26.5657,15.0372,37.4927,46.4148,57.8431,55.4371,38.775999999999996,53.3642,78.0288,13962.559,0.8,0.0,train
-7340,Spain,EUR,cool_moist,-5.089722,43.041389,1140.0,48,background,rural,0.0,4.2,0.0,0.0,2.4,47.9,0.0,0.0,3.9,0.0,12.7,0.0,6.0,0.0,21.5,0.0,0.0,1.795,0.0,0.50757,1.44,65,80,579,7,3.97,22,30.504,36.7078,26.3835,32.7059,22.8064,39.7233,45.6128,54.0086,51.8157,40.1062,48.2123,49.7308,10891.7332,0.0,0.0,test
-7341,Spain,EUR,warm_moist,-6.223889,40.569722,985.0,124,background,rural,0.0,10.6,0.0,0.0,0.0,1.4,0.0,0.0,24.1,21.4,24.6,0.0,13.8,0.0,3.1,0.0,0.0,0.086,0.0,0.090804,1.1,125,125,852,0,0.0,45,38.3,40.9961,35.4127,37.7183,31.7034,44.9863,52.3796,61.3543,58.8957,44.8229,55.9184,87.3449,21417.8616,0.0,0.0,test
-7342,Spain,EUR,warm_dry,-2.856944,41.723611,1017.0,41,background,rural,0.0,19.7,0.0,0.0,0.0,5.5,0.0,7.9,31.6,0.0,15.0,0.0,16.5,0.0,2.0,0.0,0.0,0.315,0.0,0.83741,1.04,93,93,1840,0,0.26,55,28.408,34.6959,22.2117,28.1697,18.6461,37.6932,45.5126,54.5349,52.4798,38.0251,50.5652,52.9907,14459.6027,0.0,0.0,train
-7343,Spain,EUR,warm_dry,2.1166669999999996,41.394721999999994,81.0,125,background,urban,42.0,5.3,0.0,0.0,0.0,2.8,0.0,0.0,16.1,0.0,0.0,0.0,3.4,28.1,0.0,0.0,0.0,0.005,0.0,10.0947,5.03,185970,234873,234873,63,62.89,63,27.9029,32.3716,23.3921,28.3201,17.5434,38.0942,46.4148,55.387,52.9121,37.5995,52.7615,63.7082,11611.1308,0.0,0.0,train
-7344,Spain,EUR,warm_dry,2.701111,39.546389000000005,2.0,5,industrial,suburban,30.4,1.4,0.0,0.0,0.0,1.8,0.0,0.0,18.0,1.5,3.3,0.0,36.8,3.7,1.1,0.0,0.0,0.132,0.43799999999999994,21.4885,1.83,220,21919,28589,59,47.44,63,27.2851,35.688,18.7925,29.7402,11.6956,40.4334,48.2594,57.4755,54.5098,40.9088,52.5985,60.5013,14321.823,0.3333,0.0,test
-7345,Spain,EUR,warm_dry,-1.9854,37.193419,380.0,339,background,rural,17.1,0.0,0.0,0.0,0.0,0.0,1.2,64.2,0.0,0.0,1.1,0.0,13.2,1.3,0.0,0.0,0.0,0.484,0.08800000000000001,0.5049859999999999,1.94,259,829,3849,12,7.99,61,45.9559,48.2351,43.647,45.3622,39.4726,52.0037,58.5198,65.2865,63.6732,51.1431,61.0462,102.2539,40093.268,2.75,0.0,train
-7346,Spain,EUR,warm_dry,-6.147222,40.077778,181.0,85,background,urban,0.0,1.1,0.0,0.0,0.0,2.0,0.0,0.0,32.8,30.9,9.0,0.0,17.5,0.0,4.9,0.0,0.0,0.38299999999999995,0.121,1.94718,1.4,2023,2529,2529,0,4.42,62,36.2387,40.4702,32.0081,36.5579,27.4294,45.1147,53.1908,63.6121,61.5598,44.4316,59.3836,114.4392,25342.7535,4.75,0.0,train
-7348,Spain,EUR,tropical_dry,-16.263333,28.458056,68.0,39,industrial,urban,71.6,0.0,1.5,0.0,0.0,5.0,1.5,2.4,5.7,0.0,1.5,0.0,3.8,2.0,3.0,0.0,0.0,0.013000000000000001,0.0,0.0,0.9,10609,24045,24163,62,47.99,63,26.3478,26.8318,25.8624,26.5657,18.4206,34.3349,40.8511,48.3521,46.4117,31.5808,45.483000000000004,25.8479,1631.2826,0.0,0.0,train
-7349,Spain,EUR,warm_dry,-0.934444,39.260833,493.0,44,background,rural,0.0,2.2,0.0,0.0,0.0,0.0,1.4,29.5,63.3,0.0,1.1,0.0,2.2,0.0,0.0,0.0,0.0,0.0,0.0,0.07938200000000001,1.51,58,120,1292,26,8.44,59,33.7462,38.3294,29.1861,33.416,26.5657,40.7675,47.2837,55.6376,53.6118,40.8495,53.7258,49.975,13970.7673,0.0,0.0,test
-7351,Spain,EUR,tropical_dry,-16.276944,28.455278000000003,169.0,153,traffic,suburban,68.4,0.0,1.5,0.0,0.0,5.1,2.4,3.4,6.2,0.0,1.6,0.0,4.0,2.0,3.3,0.0,0.0,0.013000000000000001,0.0,0.0,0.9,10609,24045,24163,60,47.77,63,33.2334,35.3078,32.2256,35.0868,27.0669,41.77,46.7824,53.1314,51.1056,39.3414,47.2937,41.8243,7884.5116,0.0,0.0,train
-7352,Spain,EUR,tropical_dry,-15.414722,28.026389,115.0,55,traffic,suburban,53.0,0.0,0.0,0.0,0.0,0.0,3.2,16.1,10.5,0.0,3.3,0.0,5.0,1.6,6.0,0.0,0.0,0.0,0.0,0.051602999999999996,1.04,16275,30448,69632,62,57.14,63,33.1334,35.0344,34.4123,35.421,28.7378,41.1017,46.1141,52.1289,50.0405,38.8716,45.87,33.8734,6765.1477,0.0,0.0,train
-7356,Spain,EUR,tropical_dry,-0.69,37.991111,10.0,9,traffic,urban,55.5,0.0,0.0,0.0,0.0,0.0,0.0,12.9,0.0,0.0,2.1,0.0,26.8,0.0,0.0,0.0,0.0,0.053,0.114,2.18178,1.88,8803,12380,12380,63,52.89,63,32.6647,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,56.2698,-999.0,-999.0,-999.0,-999.0,train
-7358,Spain,EUR,warm_moist,-8.162306,42.932867,390.0,72,background,urban,0.0,2.5,4.3,0.0,0.0,24.0,0.0,0.0,5.8,0.0,0.0,0.0,2.0,0.0,61.1,0.0,0.0,0.0,0.0,1.31066,1.8,627,788,5916,28,8.94,44,24.3542,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,42.0738,-999.0,-999.0,-999.0,-999.0,test
-7359,Spain,EUR,warm_moist,-7.408542,42.061667,760.0,178,background,rural,0.0,14.9,0.0,0.0,0.0,11.2,0.0,0.0,51.7,4.5,0.0,0.0,8.1,0.0,9.1,0.0,0.0,0.024,0.0,0.902708,1.57,134,151,1832,0,1.38,53,32.436,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,49.6209,-999.0,-999.0,-999.0,-999.0,train
-7361,Spain,EUR,warm_dry,-0.359167,39.782222,200.0,57,background,rural,8.8,6.3,0.0,0.0,0.0,0.0,0.0,9.4,54.7,0.0,1.2,0.0,17.6,0.0,0.0,0.0,0.0,0.145,1.3459999999999999,6.46753,3.0,1035,5529,24824,17,15.91,63,34.1797,41.4312,26.9161,34.4185,24.0595,43.775,51.6277,61.1513,58.8539,45.581,57.1641,78.2759,23684.5477,0.0,0.0,train
-7362,Spain,EUR,warm_dry,-0.625556,39.564721999999996,510.0,35,background,suburban,0.0,0.0,0.0,0.0,0.0,0.0,0.0,25.1,30.3,0.0,0.0,0.0,39.9,3.1,0.0,0.0,0.0,0.514,3.7510000000000003,6.0526,2.78,1373,3145,93280,57,37.23,63,32.8583,42.6217,23.1872,33.5831,18.88,44.9445,54.6352,65.6624,63.4069,47.1933,63.6898,134.7967,30687.8617,7.0,0.0,train
-7363,Spain,EUR,tropical_dry,-16.271835999999997,28.456742,119.0,39,industrial,urban,68.4,0.0,1.5,0.0,0.0,5.1,2.4,3.4,6.2,0.0,1.6,0.0,4.0,2.0,3.3,0.0,0.0,0.013000000000000001,0.0,0.0,0.9,10609,24045,24163,63,51.21,63,29.5139,28.8781,26.8406,28.5707,20.0496,35.9222,41.77,49.2886,46.2812,32.5802,44.4491,35.4802,3496.8277,0.0,0.0,train
-7364,Spain,EUR,tropical_dry,-16.264881,28.463006,85.0,87,background,urban,71.6,0.0,1.5,0.0,0.0,5.0,1.5,2.4,5.7,0.0,1.5,0.0,3.8,2.0,3.0,0.0,0.0,0.013000000000000001,0.0,0.0,0.9,24045,24163,24163,62,47.99,63,30.3147,31.0742,28.256999999999998,29.7402,21.3862,38.2613,45.1116,53.6327,50.7088,34.685,46.5457,51.9135,6059.2738,0.3333,0.0,train
-7365,Spain,EUR,warm_dry,-16.368333,28.380160999999998,128.0,157,industrial,suburban,53.9,1.4,1.4,0.0,0.0,4.9,3.2,11.3,8.0,0.0,3.0,0.0,5.4,2.2,4.1,0.0,0.0,0.0,0.0,0.096554,0.88,5075,8181,24163,58,35.45,63,32.7603,34.7703,30.7422,33.2489,25.3962,40.0992,46.1141,53.6327,51.1265,39.5214,48.24,65.9679,9857.6029,0.3333,0.0,train
-7368,Spain,EUR,tropical_dry,-13.848975,28.506156,15.0,4,industrial,urban,57.3,0.0,0.0,0.0,0.0,0.0,0.0,9.6,0.0,0.0,3.4,0.0,0.0,0.0,0.0,0.0,29.0,0.0,0.01,0.0,0.92,1282,1456,1457,57,29.82,63,40.4568,43.4876,41.3437,43.6079,36.5905,49.1215,53.3821,58.6451,56.8907,46.8715,51.8257,63.0364,24543.0512,0.0,0.0,test
-7372,Finland,EUR,cool_moist,25.133333,61.215835999999996,132.0,20,background,rural,9.4,19.7,0.0,0.0,0.0,58.3,0.0,0.0,6.7,0.0,1.0,1.5,0.0,0.0,0.0,0.0,0.0,0.02,0.0,0.018827,1.33,82,88,408,7,1.48,47,25.3117,29.7519,20.8706,25.5632,17.3429,33.4828,41.2019,50.3245,48.4323,33.3501,45.4117,37.1943,5294.8043,0.2,0.0,train
-7377,Finland,EUR,cool_moist,31.046955,63.143058999999994,235.0,69,background,rural,5.8,55.5,0.0,0.0,0.0,8.4,0.0,0.0,23.7,1.6,0.0,4.0,0.0,0.0,0.0,0.0,0.0,0.011000000000000001,0.0,0.010792,0.77,18,27,31,0,0.0,15,29.4373,30.6842,28.1879,28.7712,22.6561,35.8888,42.3047,49.6228,47.693000000000005,33.3211,44.4947,31.3375,4217.2124,0.0,0.0,test
-7381,Finland,EUR,cool_moist,23.496677,60.81694399999999,104.0,18,background,rural,1.2,25.4,0.0,0.0,0.0,44.3,0.0,0.0,5.6,0.0,0.0,4.3,13.9,0.0,3.3,0.0,0.0,0.579,0.0,1.25642,1.37,298,520,1427,53,33.97,62,27.365,30.7457,23.7136,26.9416,19.2977,34.9615,42.2295,51.2518,49.3721,34.1271,46.695,39.6078,6277.8314,0.0,0.0,train
-7390,Finland,EUR,cool_moist,24.950561999999998,60.1875,21.0,29,background,urban,43.4,23.4,0.0,0.0,0.0,15.5,0.0,0.0,3.7,0.0,0.0,1.1,0.0,11.0,0.0,0.0,0.0,0.0,0.0,9.58323,2.76,34877,34877,34877,63,58.54,63,24.4401,25.7484,23.0826,24.660999999999998,16.3404,32.5806,39.2972,49.0213,47.3922,30.3614,44.3156,39.1425,3485.377,0.2,0.0,val
-7391,Finland,EUR,cool_moist,27.670002,62.893612,112.0,34,background,urban,18.4,9.9,0.0,1.2,0.0,42.1,0.0,0.0,23.7,0.0,0.0,1.6,0.0,0.0,0.0,0.0,0.0,0.001,0.0,1.8424599999999998,1.01,913,956,1023,62,55.84,62,24.526999999999997,25.9318,23.1386,24.5608,17.7439,31.5781,37.8938,44.3497,43.3197,29.6967,41.158,18.2218,1725.1108,0.0,0.0,train
-7408,Finland,EUR,cool_moist,24.689449,60.31361,64.0,28,background,rural,9.7,35.0,0.0,0.0,0.0,32.8,0.0,0.0,5.8,0.0,1.5,1.8,0.0,10.5,1.1,0.0,0.0,0.18899999999999997,0.0,1.6784299999999999,2.17,7856,8154,34877,37,37.08,63,27.553,30.9819,22.8482,27.066999999999997,18.5459,35.588,42.7307,52.0036,50.123999999999995,34.8037,47.7828,43.1092,6843.1745,0.0,0.0,val
-7414,Finland,EUR,cool_moist,24.939170999999998,60.169724,5.0,32,traffic,urban,43.4,23.4,0.0,0.0,0.0,15.5,0.0,0.0,3.7,0.0,0.0,1.1,0.0,11.0,0.0,0.0,0.0,0.0,0.0,9.58323,2.76,9922,34877,34877,62,52.24,63,19.2359,19.3779,19.0992,19.0471,11.4283,26.4655,32.8814,40.6004,39.009,24.1623,38.3964,14.9716,617.0159,0.0,0.0,val
-7417,Finland,EUR,cool_moist,25.591394,60.978058,150.0,65,background,suburban,5.0,27.4,0.0,0.0,0.0,50.3,0.0,0.0,6.1,0.0,1.8,1.9,2.4,0.0,1.9,0.0,0.0,0.248,0.0,2.05325,1.57,6310,6752,6752,60,54.96,63,25.9397,27.9521,23.9564,25.5632,18.5459,32.8312,39.6731,49.3722,47.5238,31.5488,43.7499,35.4364,3964.5427,0.0,0.0,train
-7423,Finland,NPO,boreal_moist,29.401684000000003,66.321663,310.0,132,background,rural,3.6,19.6,0.0,0.0,0.0,0.0,0.0,0.0,75.1,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0068260000000000005,0.62,23,23,24,0,0.0,62,29.7527,31.1835,28.3514,29.4729,23.458000000000002,36.0893,41.8034,46.9161,45.2118,33.6462,43.7411,19.9045,3180.8402,0.0,0.0,train
-7425,Finland,EUR,cool_moist,25.709175,62.290001000000004,143.0,25,background,suburban,6.9,23.1,0.0,0.0,0.0,50.1,0.0,0.0,16.4,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.008,0.0,6.0563,1.22,4154,7182,7182,61,55.31,63,20.4232,22.9809,17.8507,20.4506,13.4332,27.3677,33.9841,40.7007,39.4016,26.3973,37.1933,12.7968,802.1015,0.0,0.0,train
-7432,Finland,EUR,cool_moist,25.497791,65.043335,8.0,11,background,suburban,29.1,9.5,0.0,0.0,0.0,26.2,0.0,0.0,21.5,2.2,3.8,0.0,3.4,1.1,1.5,0.0,0.0,0.011000000000000001,0.0,9.63032,1.02,3467,3722,3733,63,61.54,63,25.2861,26.5469,22.7563,24.8114,17.0422,32.4553,39.598,45.8634,44.532,30.6358,43.2236,22.1544,2387.3691,0.0,0.0,val
-7436,Finland,NPO,boreal_moist,28.303057,68.47694399999999,262.0,69,background,rural,0.0,12.5,0.0,0.0,0.0,0.0,0.0,14.0,62.9,5.5,3.2,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.002904,0.51,3,5,16,0,0.61,27,31.9387,32.7905,31.1077,31.5781,25.864,38.0943,43.0064,47.8183,46.6905,35.0995,44.4789,21.2651,4027.1999,0.0,0.0,test
-7440,Finland,EUR,cool_moist,22.099459,60.425278000000006,6.0,0,industrial,rural,20.6,39.5,0.0,0.0,0.0,17.0,0.0,0.0,9.6,0.0,1.3,6.1,1.9,2.1,0.0,0.0,0.0,0.078,0.0,1.03346,1.65,379,6743,7810,26,31.05,63,28.5611,30.9935,25.9079,28.8714,21.8541,35.588,41.3022,49.4223,47.61600000000001,34.6182,45.4063,35.1075,4470.3778,0.0,0.0,train
-7443,Finland,NPO,boreal_moist,24.11611111,67.9733333,565.0,207,background,rural,2.2,2.0,0.0,0.0,0.0,0.0,0.0,5.0,85.6,3.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.023344,0.72,8,8,9,0,1.73,60,32.4851,33.6399,32.8192,33.0818,27.4011,39.4309,43.6079,48.4532,47.4716,36.0866,43.0985,27.574,4398.9649,0.0,0.0,train
-7448,Finland,EUR,cool_moist,25.040838,60.286944999999996,21.0,4,background,urban,24.2,29.8,0.0,0.0,0.0,26.1,0.0,0.0,3.8,0.0,1.1,1.4,0.0,11.1,0.0,0.0,0.0,0.042,0.0,41.4417,2.8,31918,31918,34877,62,61.94,63,22.669,25.928,19.4182,23.057,13.6588,31.4528,39.0967,47.7431,46.2864,30.447,44.3131,29.5216,3426.4997,0.0,0.0,val
-7457,Finland,OCN,cool_moist,21.373894,59.779167,7.0,4,background,rural,98.9,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.36,0,0,8,0,0.0,0,32.9739,33.973,32.0148,32.7811,27.468000000000004,38.2948,43.1066,50.8257,48.6704,36.9319,46.5676,37.5909,5343.6573,0.0,0.0,train
-7458,Finland,EUR,cool_moist,21.604070999999998,63.10120799999999,16.0,0,background,urban,25.3,6.2,0.0,0.0,0.0,44.4,0.0,0.0,14.9,0.0,3.3,0.0,1.2,0.0,2.8,0.0,0.0,0.262,0.0,5.6018,1.01,2086,3195,3226,62,52.27,62,27.8553,28.9085,26.6995,27.7687,20.9518,35.0868,41.0014,47.5175,46.0156,32.6859,44.1269,30.5037,3225.3393,0.0,0.0,train
-7461,Finland,EUR,cool_moist,25.102501,60.223888,25.0,5,background,suburban,38.0,23.8,0.0,0.0,0.0,19.4,0.0,0.0,3.6,0.0,0.0,1.3,0.0,11.0,0.0,0.0,0.0,0.0,0.0,42.1721,2.77,29469,34855,34877,62,57.73,63,23.8062,26.9825,20.671,24.5607,15.4382,32.3801,39.2972,48.52,46.9286,31.555,44.3323,32.8022,3717.0458,0.2,0.0,val
-7463,Finland,EUR,cool_moist,27.67578,60.52706,4.0,13,background,rural,42.1,21.1,0.0,0.0,0.0,27.9,0.0,0.0,5.3,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.114,1.52,94,95,1599,7,3.71,53,27.2726,30.9038,23.6806,27.6935,19.9243,34.9615,41.3523,50.123999999999995,48.4793,34.3182,46.1017,45.2223,5672.6652,0.0,0.0,train
-7465,Finland,EUR,cool_moist,24.19195,62.588609999999996,180.0,32,background,rural,3.2,32.3,0.0,0.0,0.0,38.2,0.0,0.0,25.3,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.025,0.0,0.079178,1.05,66,66,99,8,9.8,50,27.4216,29.6722,25.160999999999998,27.066999999999997,20.8516,33.8838,40.2997,47.1165,45.6045,32.4527,43.4444,25.8168,3214.7629,0.0,0.0,train
-7478,France,EUR,cool_moist,7.2279800000000005,44.1056,1826.0,696,background,rural,0.0,15.6,0.0,0.0,0.0,36.7,0.0,0.0,5.1,0.0,30.1,0.0,4.2,0.0,7.5,0.0,0.0,0.0,0.0,0.046830000000000004,1.11,139,187,650,7,5.02,33,47.0978,48.8092,45.3979,46.2812,39.5979,53.4656,61.3852,72.0583,68.9205,52.0093,66.8528,224.3095,44321.6668,21.3333,0.0,val
-7479,France,EUR,warm_dry,7.2044440000000005,43.651112,2.0,0,background,rural,55.7,2.3,0.0,0.0,0.0,10.0,0.0,0.0,12.2,0.0,3.2,0.0,3.2,8.7,4.0,0.0,0.0,0.0,0.0,13.9812,2.74,16133,58521,68751,42,35.23,63,28.1919,37.5405,18.8438,25.5632,11.2779,43.8585,56.6401,68.4192,66.477,43.727,64.0585,191.0246,32046.5202,15.0,0.0,val
-7481,France,EUR,warm_dry,0.623889,44.192221999999994,50.0,6,background,urban,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,98.2,1.1,0.0,0.0,0.0,2.219,0.0,2.30452,1.98,16026,16026,16026,62,51.46,63,25.8395,32.0832,19.5209,25.2291,13.0322,36.9247,47.4507,61.1513,59.8564,37.1853,53.7339,120.8431,15525.1793,3.3333,0.3333,train
-7484,France,EUR,warm_moist,-0.135461,46.824369,120.0,23,industrial,rural,0.0,0.0,0.0,0.0,0.0,1.1,0.0,0.0,0.0,0.0,0.0,0.0,93.0,0.0,5.6,0.0,0.0,3.87,0.0,1.03702,2.18,717,717,8055,29,12.41,58,28.3717,33.7615,22.9764,27.9023,19.3813,36.5905,44.7774,57.1414,54.9276,37.6189,50.9123,82.7917,11283.4804,2.0,0.0,train
-7485,France,EUR,warm_dry,5.4413860000000005,43.530291999999996,188.0,66,background,urban,3.7,4.6,0.0,0.0,0.0,7.3,0.0,0.0,37.6,0.0,5.6,0.0,25.0,13.1,1.9,0.0,0.0,3.991,0.0,56.2617,2.82,12301,12301,51746,63,58.57,63,26.4158,33.3475,19.4961,25.5632,11.8627,38.2613,50.123999999999995,66.1603,63.928999999999995,39.1178,62.1081,259.6482,20353.6236,12.6667,1.6667,test
-7487,France,EUR,warm_dry,5.461806,43.555758000000004,293.0,159,background,suburban,1.2,5.1,0.0,0.0,0.0,9.0,0.0,0.0,39.0,0.0,5.1,0.0,25.1,12.2,2.2,0.0,0.0,3.991,0.0,56.2617,2.82,9435,12292,49871,61,52.05,63,30.0114,39.2607,20.8846,28.4036,14.3689,43.2737,56.3059,73.3481,70.9672,44.7275,66.9856,342.7832,32396.784,27.6667,5.0,test
-7489,France,EUR,warm_dry,8.735692,41.924686,28.0,39,background,urban,46.1,4.9,0.0,0.0,0.0,36.2,0.0,0.0,7.2,0.0,0.0,0.0,1.6,1.0,1.5,0.0,0.0,0.0,0.0,10.8074,1.45,820,7656,8735,59,37.25,63,29.5254,35.4308,23.6681,28.7377,18.3788,40.4333,49.2886,58.6451,57.0936,40.3872,55.6023,71.2265,17900.2266,0.6667,0.0,test
-7491,France,EUR,warm_dry,8.820278,41.964442,15.0,21,industrial,rural,23.9,5.7,0.0,0.0,0.0,55.4,0.0,0.0,7.4,0.0,1.2,0.0,1.8,1.0,2.7,0.0,0.0,0.508,0.0,2.87082,1.56,5878,6708,8735,49,37.04,63,26.6727,35.1119,18.2952,24.2266,14.536,37.0918,49.1048,60.8171,58.7704,40.1215,57.6954,89.9723,17758.2727,1.0,0.0,test
-7493,France,EUR,warm_dry,8.757586,41.949231,58.0,78,background,suburban,36.1,5.3,0.0,0.0,0.0,45.1,0.0,0.0,7.5,0.0,0.0,0.0,1.6,1.0,1.7,0.0,0.0,0.508,0.0,10.8074,1.45,6708,7656,8735,62,45.35,63,30.3423,36.8619,23.8616,28.9048,19.2142,40.4333,49.7899,60.8171,58.478,41.2723,57.8863,100.0212,19102.4072,1.6667,0.0,test
-7494,France,EUR,warm_dry,2.146111,43.928056,182.0,9,background,urban,0.0,0.0,0.0,0.0,0.0,2.6,0.0,0.0,1.1,0.0,0.0,0.0,80.3,2.0,13.9,0.0,0.0,6.501,0.0,4.366709999999999,1.6,15276,15276,15276,63,46.92,63,25.0236,30.7535,19.2822,24.3937,13.5335,36.0893,45.4458,56.1389,54.6978,35.1425,49.2366,58.4985,10612.1522,0.3333,0.0,train
-7498,France,EUR,warm_moist,-0.529722,45.012221999999994,3.0,2,background,suburban,2.0,2.1,0.0,0.0,0.0,5.7,0.0,0.0,13.8,0.0,1.2,0.0,39.1,6.5,28.1,0.0,0.0,0.0,0.0,8.77426,2.7,1997,3874,66051,40,25.01,63,28.8299,34.643,23.0783,28.5707,18.5459,38.0942,47.4507,60.483000000000004,58.5406,38.8643,52.6943,91.3344,14997.0731,2.3333,0.0,train
-7501,France,EUR,warm_moist,6.240556,46.195833,441.0,27,background,urban,5.5,0.0,0.0,0.0,1.8,31.2,0.0,0.0,0.0,0.0,1.1,0.0,18.3,5.4,35.4,0.0,0.0,2.2319999999999998,0.0,3.57334,2.78,40773,47983,111231,62,54.58,63,23.5199,28.7364,18.351,22.3887,9.8577,34.4185,45.946999999999996,60.1488,58.0185,33.3356,54.3641,126.2799,12950.2639,4.6667,0.0,train
-7503,France,EUR,warm_dry,7.094725,43.599722,77.0,56,background,suburban,48.6,5.8,0.0,0.0,0.0,11.5,0.0,0.0,13.4,0.0,4.0,0.0,3.2,7.5,5.1,0.0,0.0,0.0,0.0,4.18125,2.61,35645,35645,68751,63,59.58,63,22.8832,33.7681,12.0416,20.4673,3.1745,38.8043,50.7923,62.4879,60.65,39.6276,58.512,121.3549,20337.5984,3.6667,0.0,val
-7504,France,EUR,warm_dry,-0.550067,47.447392,33.0,16,background,urban,0.0,0.0,0.0,0.0,0.0,1.5,0.0,0.0,0.0,0.0,0.0,0.0,78.3,2.9,15.9,0.0,0.0,3.458,0.0,7.31358,2.53,23767,52254,52254,61,53.03,63,27.7313,32.7409,22.7478,27.7353,18.3788,36.2564,44.9445,59.5507,56.8699,37.2,51.8394,119.9685,12215.9966,4.0,0.0,val
-7505,France,EUR,warm_dry,5.3625,43.880086,205.0,19,background,rural,0.0,2.2,0.0,0.0,0.0,20.8,0.0,0.0,18.6,0.0,5.7,0.0,30.6,1.5,20.2,0.0,0.0,3.7889999999999997,0.0,1.14382,1.76,2149,3124,8279,28,22.7,61,31.3681,40.1133,22.7003,30.4085,17.5434,43.2737,55.1364,71.6773,69.5679,45.1034,66.4252,273.0012,31295.0549,25.0,3.3333,train
-7509,France,EUR,warm_dry,5.5717360000000005,43.294783,107.0,33,background,urban,29.4,5.4,0.0,0.0,0.0,11.9,0.0,0.0,26.3,0.0,3.6,0.0,9.2,11.5,1.2,0.0,0.0,1.879,0.0,6.7470300000000005,3.25,16390,27376,51781,63,57.51,63,28.3949,38.4083,22.9822,30.5756,17.0422,43.1066,54.1339,66.665,64.8793,43.7499,55.8673,163.4652,27262.3038,12.0,0.0,test
-7511,France,EUR,warm_dry,2.385278,48.903611,42.0,13,background,urban,0.0,0.0,0.0,0.0,1.0,11.9,0.0,0.0,0.0,0.0,0.0,0.0,22.4,59.0,4.2,0.0,0.0,0.0,0.0,81.9417,9.77,250636,333891,333891,63,63.0,63,19.2888,21.8047,13.7569,15.789000000000001,4.7618,27.066999999999997,37.593,54.2742,50.5939,26.7104,48.4615,118.789,6712.6999,2.0,0.0,val
-7513,France,EUR,warm_dry,4.8050809999999995,43.949725,31.0,4,background,urban,0.0,2.5,0.0,0.0,0.0,10.2,0.0,0.0,11.2,0.0,2.4,0.0,50.4,12.0,11.0,0.0,0.0,4.024,0.0,6.397390000000001,2.91,19862,20337,20337,63,59.96,63,28.1947,33.8237,22.612,27.4011,16.8751,38.4284,49.7898,63.3968,61.3601,38.7191,60.4212,161.1418,19045.8677,6.3333,0.3333,train
-7520,France,EUR,warm_dry,3.504831,43.287758000000004,20.0,8,background,suburban,64.3,0.0,0.0,0.0,0.0,0.0,0.0,0.0,3.5,0.0,5.3,0.0,15.4,8.4,0.0,0.0,0.0,0.0,0.0,0.712519,2.02,1630,5728,11325,55,33.53,63,35.4687,39.5895,31.3488,34.5856,25.7303,44.4433,53.9668,65.6625,63.8454,43.581,58.0518,157.9021,24120.7862,9.3333,0.3333,test
-7521,France,EUR,polar_moist,6.887319000000001,45.878614,3842.0,1808,background,rural,1.6,7.3,0.0,0.0,0.0,26.5,0.0,2.1,0.0,0.0,44.0,0.0,2.2,0.0,3.1,11.5,0.0,0.0,0.0,0.457697,1.18,71,561,3352,7,11.55,59,44.3523,44.0422,44.4044,44.3598,38.3449,50.3746,55.6376,63.6575,61.4019,47.8906,61.4073,146.5923,26367.3388,4.5,0.0,train
-7523,France,EUR,cool_moist,6.389722,45.675,352.0,12,background,urban,0.0,3.1,0.0,0.0,1.6,56.6,0.0,0.0,0.0,0.0,17.7,0.0,3.9,1.4,14.3,0.0,0.0,0.804,0.0,2.38823,1.83,6328,6696,6696,59,34.44,60,19.8003,25.758000000000003,13.8373,16.2068,6.0149,29.4061,43.775,61.3184,59.2507,31.2729,55.9761,132.6076,12673.1214,3.3333,0.0,train
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-7526,France,EUR,warm_dry,4.1388,44.142758,170.0,46,background,suburban,0.0,0.0,0.0,0.0,0.0,52.4,0.0,0.0,6.1,0.0,0.0,0.0,27.0,1.9,11.9,0.0,0.0,22.026999999999997,0.0,1.97775,1.97,3638,13295,13295,37,38.74,60,31.3686,38.0258,24.7349,31.5781,20.3838,41.4358,51.4606,64.4929,63.0727,42.2172,58.6426,150.5357,22002.7705,5.6667,0.0,train
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-7585,France,EUR,warm_dry,6.076103,43.398733,274.0,36,background,suburban,0.0,8.7,0.0,0.0,0.0,39.8,0.0,0.0,38.2,0.0,2.1,0.0,6.9,1.5,1.9,0.0,0.0,1.757,0.0,1.46443,2.21,2912,4493,9611,41,27.57,61,32.7611,40.5005,25.0929,31.9123,20.3838,43.4408,55.905,70.4275,68.3357,44.842,64.8927,217.7233,31495.0924,20.6667,0.3333,val
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-7598,France,EUR,warm_dry,5.171944,43.485833,6.0,4,background,urban,23.8,3.0,0.0,0.0,0.0,1.8,0.0,0.0,23.0,0.0,7.3,0.0,17.7,17.2,3.3,0.0,0.0,0.0,0.0,17.9277,3.75,1161,8696,51746,58,46.45,63,30.5998,37.6684,23.0533,29.7403,18.3788,41.8953,53.3654,67.6674,65.2378,42.2704,64.0988,267.8251,25688.5764,15.6667,3.3333,test
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-7633,France,EUR,warm_dry,2.330556,48.799444,51.0,26,background,urban,0.0,0.0,0.0,0.0,0.0,9.9,0.0,0.0,0.0,0.0,0.0,0.0,24.6,55.7,7.3,0.0,0.0,0.0,0.0,41.8314,9.11,103982,208344,333891,63,62.99,63,20.8097,25.9586,15.7066,20.2167,7.1844,31.0769,40.4334,56.6401,52.3796,31.1422,49.2294,155.2483,8660.4467,5.0,0.3333,val
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-7652,France,EUR,polar_moist,6.87,45.9225,1038.0,33,background,urban,1.8,7.5,0.0,0.0,0.0,30.5,0.0,2.0,0.0,0.0,39.9,0.0,1.7,0.0,3.2,11.7,0.0,0.0,0.0,0.887597,1.15,845,1487,3352,48,26.19,59,19.4651,26.1129,12.8193,15.7055,5.0124,30.7427,44.1091,56.6401,54.4472,31.4489,50.8368,61.3514,10334.6116,0.0,0.0,train
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-7665,France,EUR,warm_dry,-0.610064,47.430164000000005,55.0,35,background,suburban,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,83.0,2.8,12.0,0.0,0.0,6.795,0.0,6.41361,2.54,6438,25155,52254,32,33.23,63,28.9691,34.0926,23.8311,28.7377,20.2167,36.7576,44.9445,59.4805,56.5357,38.3615,51.7632,118.4856,12564.6158,3.6667,0.0,val
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-7671,France,EUR,warm_moist,7.331392,43.793331,235.0,40,industrial,rural,31.0,5.1,0.0,0.0,0.0,30.4,0.0,0.0,11.9,0.0,4.0,0.0,3.2,6.9,6.9,0.0,0.0,2.766,0.0,10.1573,2.82,7073,32112,68751,32,33.53,63,18.7997,30.8633,6.6737,9.6906,1.8379,32.9147,51.4606,67.1027,64.3676,37.3981,64.1888,188.2036,23121.0493,11.6667,0.0,val
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-7674,France,EUR,warm_moist,4.953958,45.823225,180.0,7,background,suburban,0.0,0.0,0.0,0.0,0.0,3.4,0.0,0.0,0.0,0.0,0.0,0.0,51.0,27.6,17.2,0.0,0.0,3.589,0.0,11.5921,3.86,14481,27430,142272,56,55.46,63,23.1462,29.1847,17.2222,22.0546,9.1894,34.5856,45.7799,58.9792,56.3268,33.9878,53.1299,120.4721,12517.0579,3.6667,0.0,test
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-7747,France,EUR,cool_moist,6.7211110000000005,48.814944,217.0,6,background,urban,0.0,0.0,0.0,0.0,3.0,14.0,0.0,0.0,0.0,0.0,0.0,0.0,58.0,0.0,24.4,0.0,0.0,4.412,0.0,0.519212,3.14,2794,2794,5324,24,11.29,49,26.7348,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,54.1445,-999.0,-999.0,-999.0,-999.0,train
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-7755,France,EUR,warm_dry,3.094583,45.780892,370.0,31,background,urban,0.0,0.0,0.0,0.0,0.0,19.0,0.0,0.0,0.0,0.0,0.0,0.0,37.9,8.8,33.3,0.0,0.0,3.9589999999999996,0.0,3.59982,2.14,43517,43517,43517,63,59.09,63,24.4717,28.6401,20.25,25.7303,12.530999999999999,34.9615,43.4408,54.4681,52.3169,33.553000000000004,48.3455,52.3354,7914.6861,0.0,0.0,train
-7756,France,EUR,warm_moist,3.4,50.3275,34.0,13,background,urban,0.0,0.0,0.0,0.0,0.0,5.1,0.0,0.0,0.0,0.0,0.0,0.0,68.5,17.0,8.8,0.0,0.0,5.58,0.0,7.54023,5.82,17439,17439,38730,61,53.78,63,21.8851,27.0618,16.7306,21.3862,10.9437,30.7427,39.9321,55.6376,51.4189,31.9246,49.1698,197.5637,8208.8918,6.3333,1.0,train
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-7761,France,EUR,warm_moist,5.496389,47.096722,223.0,22,background,urban,0.0,0.0,0.0,0.0,11.8,14.5,0.0,0.0,0.0,0.0,0.0,0.0,48.9,1.9,22.8,0.0,0.0,5.763,0.0,2.78065,2.35,7063,7063,7589,54,33.57,58,26.71,31.9778,18.2839,24.0595,12.530999999999999,35.8387,46.6154,61.6525,57.9872,36.6717,52.1264,104.6507,14085.5831,2.5,0.0,test
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-7766,France,EUR,warm_dry,1.3663889999999999,48.753889,130.0,53,background,urban,0.0,0.0,0.0,0.0,0.0,2.6,0.0,0.0,0.0,0.0,0.0,0.0,87.8,0.0,8.5,0.0,0.0,5.513999999999999,0.0,4.6946699999999995,4.19,13881,13881,13881,62,43.72,63,27.291999999999998,31.2822,20.6445,25.5632,16.0397,34.5856,43.3572,59.6476,54.9798,35.3753,52.5948,128.77100000000002,10832.8586,5.0,0.0,val
-7768,France,EUR,cool_moist,5.089872,44.520744,460.0,90,background,rural,0.0,1.1,0.0,0.0,0.0,39.2,0.0,0.0,4.6,0.0,2.8,0.0,33.6,1.2,17.2,0.0,0.0,1.526,0.0,0.259531,1.7,705,1593,4939,10,6.56,54,36.0793,40.3279,31.7857,34.9197,26.5657,44.2762,54.4681,67.8111,65.5789,44.1798,62.9132,244.3303,26219.3166,12.0,0.6667,test
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-7773,France,EUR,warm_dry,1.418611,43.575556,143.0,9,background,urban,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.3,0.0,0.0,0.0,87.2,8.4,2.2,0.0,0.0,2.85,0.0,6.0975,2.43,54065,56436,56436,63,62.55,63,26.8858,32.6063,20.9834,27.066999999999997,14.536,38.4284,48.1191,60.9842,59.2507,37.6117,53.5861,141.9509,14825.5264,4.3333,0.0,train
-7777,France,EUR,warm_moist,-2.3400220000000003,47.267508,9.0,10,background,suburban,47.4,1.6,0.0,0.0,0.0,5.0,0.0,0.0,0.0,0.0,0.0,1.4,29.7,1.5,11.5,0.0,0.0,0.0,0.0,3.3734599999999997,2.14,5680,13333,19878,58,39.8,63,20.6939,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,val
-7778,France,EUR,warm_moist,-1.6902689999999998,47.146089,19.0,18,background,suburban,0.0,1.2,0.0,0.0,0.0,2.3,0.0,0.0,0.0,0.0,0.0,0.0,71.2,4.9,18.4,0.0,0.0,3.36,0.0,5.67169,2.89,4414,12075,66343,38,29.43,63,28.2852,33.5265,23.018,28.4036,18.88,37.0918,44.6104,58.3109,55.93,37.7914,51.288000000000004,103.9372,11516.308,2.3333,0.0,val
-7785,Réunion,SAF,tropical_moist,55.453821999999995,-20.884708,39.0,34,background,urban,61.2,0.0,22.7,0.0,0.0,0.0,0.0,0.0,2.1,0.0,0.0,0.0,1.7,0.0,9.1,0.0,0.0,0.0,0.0,0.9837889999999999,0.55,2050,6371,6371,62,45.65,63,14.7176,15.3505,12.2095,13.5335,9.2729,18.2952,22.3052,25.8138,24.8427,17.4173,25.725,1.3458,0.0,0.0,0.0,train
-7787,France,EUR,warm_moist,-0.45888900000000005,46.329586,48.0,13,background,urban,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,90.2,0.0,8.4,0.0,0.0,2.892,0.0,4.32885,2.19,11122,11122,11122,62,46.99,62,25.5805,30.049,21.1012,25.061999999999998,16.5409,34.0843,42.1042,54.4246,52.2751,34.2282,47.3933,62.2978,7872.246999999999,0.3333,0.0,val
-7788,Réunion,SAF,tropical_moist,55.618978000000006,-20.910586,5.0,19,industrial,suburban,57.2,0.0,28.2,0.0,0.0,0.0,0.0,0.0,1.3,0.0,0.0,1.2,1.1,0.0,10.2,0.0,0.0,0.0,0.0,2.52656,0.49,4735,6369,6371,40,26.69,63,24.3076,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,34.7038,-999.0,-999.0,-999.0,-999.0,train
-7792,France,EUR,cool_moist,6.452811,48.172778,325.0,17,background,urban,0.0,0.0,0.0,0.0,2.0,46.6,0.0,0.0,0.0,0.0,0.0,0.0,19.9,2.3,28.6,0.0,0.0,1.444,0.0,2.05153,2.38,8016,9288,9288,55,37.66,61,23.9046,29.9224,17.6553,23.2241,11.0273,34.0843,44.4433,59.7645,56.3269,34.9154,51.9932,119.4101,11611.8276,4.3333,0.0,val
-7794,France,EUR,warm_moist,1.093694,49.442458,17.0,55,background,urban,0.0,1.2,0.0,0.0,2.0,13.7,0.0,0.0,0.0,0.0,0.0,0.0,55.1,5.9,21.0,0.0,0.0,1.3030000000000002,0.0,43.3997,4.12,60193,63422,63422,63,62.56,63,20.0705,24.534000000000002,15.5524,19.3813,7.6857,29.6149,38.5955,52.129,48.1608,29.4386,46.1203,104.7566,5771.9369,1.6667,0.0,val
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-7828,France,EUR,warm_dry,2.189444,48.846389,134.0,118,background,urban,0.0,0.0,0.0,0.0,1.5,10.5,0.0,0.0,0.0,0.0,0.0,0.0,24.6,51.7,10.1,0.0,0.0,3.057,0.0,26.679000000000002,8.79,73123,148417,333891,63,62.8,63,21.4618,25.238000000000003,17.7028,21.2192,10.526,30.5756,39.0967,53.8332,50.1449,30.1796,46.8913,106.6168,6587.017,3.0,0.0,val
-7834,France,EUR,warm_moist,-2.332067,47.253056,6.0,0,background,suburban,55.2,1.4,0.0,0.0,0.0,4.7,0.0,0.0,0.0,0.0,0.0,1.3,26.5,1.5,7.2,0.0,0.0,0.0,0.0,3.3734599999999997,2.14,3132,13333,19878,40,31.97,63,33.3611,37.2416,29.4913,34.5856,25.8139,41.3523,48.119,58.1438,56.2955,41.0771,52.3295,109.0063,14104.3849,2.5,0.0,val
-7835,France,EUR,warm_dry,0.845,43.883611,222.0,85,background,rural,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,99.7,0.0,0.0,0.0,0.0,7.7410000000000005,0.0,0.686894,1.95,188,204,1908,6,4.36,52,33.471,36.7032,30.2615,32.0794,25.061999999999998,40.6004,49.2886,60.65,58.3527,40.0835,52.4244,101.9108,15175.6407,2.3333,0.0,train
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-7839,France,EUR,warm_moist,4.829794000000001,45.735292,172.0,2,background,urban,0.0,0.0,0.0,0.0,0.0,4.0,0.0,0.0,0.0,0.0,0.0,0.0,42.0,29.0,24.2,0.0,0.0,1.942,0.0,47.2871,4.24,91737,142272,142272,63,62.97,63,20.8442,25.0187,16.7114,19.2142,6.0149,31.9123,43.2737,57.5023,55.7421,29.8842,50.3192,101.1015,9579.1952,2.0,0.3333,test
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-7856,France,EUR,warm_dry,4.374219,43.834403,40.0,20,background,urban,0.0,0.0,0.0,0.0,0.0,13.9,0.0,0.0,12.4,0.0,2.4,0.0,53.9,7.9,7.6,0.0,0.0,5.048,0.0,8.51259,2.25,13204,13365,15393,63,60.14,63,29.7836,37.0923,25.0161,30.8262,18.7965,42.3547,53.8833,68.9205,62.7594,40.1624,59.4873,212.6226,26037.0273,9.3333,1.5,train
-7859,France,EUR,cool_moist,6.872778,48.071669,660.0,6,background,urban,0.0,2.6,0.0,0.0,0.0,78.0,0.0,0.0,0.0,0.0,0.0,0.0,1.8,2.0,14.9,0.0,0.0,0.428,0.0,0.280508,2.27,2210,2210,5334,45,24.55,54,23.4753,28.1903,18.7884,24.2266,12.1968,33.0818,41.1017,52.6068,50.2702,32.7313,46.3322,46.3108,6173.7309,0.0,0.0,val
-7860,France,EUR,warm_dry,3.1429169999999997,45.82375,330.0,9,background,suburban,0.0,0.0,0.0,0.0,0.0,15.6,0.0,0.0,0.0,0.0,0.0,0.0,44.1,8.9,30.5,0.0,0.0,3.9589999999999996,0.0,6.05401,2.19,23785,39223,43517,61,53.64,63,25.951,32.1362,19.6982,26.3151,12.530999999999999,37.0918,47.3672,62.1538,59.6789,37.2511,54.0253,102.811,14774.3219,4.0,0.0,train
-7861,France,EUR,warm_moist,2.410869,47.098083,147.0,12,background,urban,0.0,0.0,0.0,0.0,3.2,5.8,0.0,0.0,0.0,0.0,0.0,0.0,80.2,2.1,8.5,0.0,0.0,5.832000000000001,0.0,2.28124,1.93,12007,12009,14208,62,53.45,62,26.0555,31.1545,20.4817,25.061999999999998,15.5384,34.5856,44.861000000000004,57.9233,54.8858,35.4836,51.618,79.5974,11169.3645,0.5,0.0,train
-7871,France,EUR,warm_moist,5.735664,45.162178000000004,214.0,8,background,urban,0.0,3.1,0.0,0.0,2.2,56.2,0.0,0.0,0.0,0.0,7.0,0.0,5.6,8.7,16.5,0.0,0.0,1.237,0.0,4.02947,2.14,51051,101479,101479,63,57.47,63,17.8318,22.831999999999997,12.8432,14.2018,3.6758,27.9024,41.2687,56.473,53.946000000000005,27.1762,49.2477,96.488,8631.0104,1.3333,0.0,test
-7872,France,EUR,cool_moist,5.6767,45.0578,310.0,106,background,suburban,0.0,3.7,0.0,0.0,1.8,55.9,0.0,0.0,0.0,0.0,6.1,0.0,6.0,6.0,20.0,0.0,0.0,0.777,0.0,1.98248,2.06,4060,8022,101479,41,26.39,63,26.5038,31.9333,21.0489,24.8949,12.3639,38.4284,49.7898,64.4929,61.5272,36.977,58.7229,198.0461,18623.1002,9.0,0.0,test
-7873,France,EUR,cool_moist,5.882389,45.279908,260.0,36,background,suburban,0.0,3.6,0.0,0.0,1.4,52.4,0.0,0.0,0.0,0.0,12.9,0.0,4.3,9.1,15.0,0.0,0.0,0.89,0.0,3.23743,2.09,12807,12807,101479,57,41.33,63,20.17,26.8323,13.5743,16.8751,5.6807,30.7427,44.4433,61.6525,59.5223,32.0651,55.6117,158.1957,13309.878999999999,6.3333,0.0,test
-7879,France,EUR,warm_moist,-0.322778,43.307778000000006,227.0,40,background,urban,0.0,0.0,0.0,0.0,0.0,13.3,0.0,0.0,1.3,0.0,0.0,0.0,17.5,1.6,66.1,0.0,0.0,2.499,0.0,4.7683,1.88,19427,36441,36441,62,51.18,63,25.6103,32.2507,18.9659,25.7303,12.6981,36.2564,45.4458,57.3084,54.7605,37.4622,52.0739,95.3188,11666.3055,2.3333,0.0,train
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-7883,France,EUR,warm_dry,2.241111,43.601389000000005,176.0,3,background,urban,0.0,0.0,0.0,0.0,0.0,34.4,0.0,0.0,1.3,0.0,0.0,0.0,47.2,0.0,16.1,0.0,0.0,6.551,0.0,2.11262,1.55,6569,6569,6569,61,43.74,63,22.3515,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,41.1303,-999.0,-999.0,-999.0,-999.0,train
-7884,France,EUR,warm_dry,6.1318,43.119719,33.0,29,background,urban,40.7,5.4,0.0,0.0,0.0,21.3,0.0,0.0,15.7,0.0,1.4,1.0,5.1,8.1,0.0,0.0,0.0,5.046,0.0,3.9141800000000004,2.36,6294,7532,50059,61,50.63,63,34.1073,39.8206,28.4217,34.2514,23.3912,44.3597,54.1339,65.8295,63.6575,44.166000000000004,61.1606,183.2405,27024.8258,8.0,0.0,test
-7885,France,EUR,warm_moist,3.127047,50.775481,21.0,6,background,suburban,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,67.7,27.4,4.6,0.0,0.0,3.915,0.0,22.5209,7.46,19414,59357,92617,63,62.27,63,19.8092,24.7255,14.8711,19.3813,8.6882,28.5707,36.9247,52.3027,48.306999999999995,29.3653,46.4352,136.6303,6051.3635,5.0,0.3333,train
-7887,France,EUR,warm_moist,2.9,50.449456,38.0,9,background,suburban,0.0,0.0,0.0,0.0,0.0,1.1,0.0,0.0,0.0,0.0,0.0,0.0,67.2,28.5,3.0,0.0,0.0,4.423,0.0,11.6433,6.41,21126,26755,69324,63,62.42,63,19.919,24.723000000000003,15.0968,19.5484,9.5236,28.5707,36.5905,50.1507,46.1529,29.2056,45.2964,97.5176,5088.3968,2.0,0.0,train
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-7918,France,EUR,warm_dry,4.020556,49.224167,93.0,13,background,urban,0.0,0.0,0.0,0.0,1.9,7.9,0.0,0.0,0.0,0.0,0.0,0.0,80.1,3.4,6.5,0.0,0.0,2.344,0.0,9.83494,4.0,45324,49149,49149,61,50.81,63,23.2367,28.3695,18.0111,22.7229,12.3639,32.0794,41.2688,56.0687,52.4214,33.1309,49.3815,121.1938,8622.3304,4.6667,0.3333,train
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-7921,France,EUR,warm_dry,0.6533220000000001,47.3445,85.0,43,background,urban,0.0,0.0,0.0,0.0,1.0,6.0,0.0,0.0,0.0,0.0,0.0,0.0,65.4,3.8,23.1,0.0,0.0,6.361000000000001,0.0,7.35578,2.47,15882,30877,54276,57,47.27,63,25.660999999999998,30.8727,20.3749,25.3961,15.5384,34.5856,43.6079,58.2408,55.5332,35.4197,50.5844,84.7685,10360.4516,1.3333,0.0,train
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-7928,France,EUR,cool_moist,2.06,45.81,810.0,85,background,rural,0.0,0.0,0.0,0.0,0.0,59.1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,39.5,0.0,0.0,0.019,0.0,0.100189,1.37,71,87,1905,0,0.0,28,38.477,39.5924,37.1968,37.4259,31.5781,44.7775,52.6302,62.4879,59.4178,42.8348,53.5889,86.3399,17359.2061,1.6667,0.0,val
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-7948,France,EUR,warm_moist,-0.9394440000000001,44.865556,43.0,6,background,rural,4.3,11.8,0.0,0.0,0.0,34.9,0.0,0.0,23.4,2.8,2.1,0.0,6.6,2.0,11.6,0.0,0.0,0.223,0.0,0.791431,2.33,182,802,30710,5,1.68,63,28.3748,35.1248,21.4186,28.2365,17.7105,37.7601,46.9495,60.1488,58.5824,39.2508,51.6974,100.1099,14373.7299,2.0,0.0,train
-7949,France,EUR,warm_moist,-0.5761109999999999,44.7225,49.0,39,background,suburban,0.0,4.7,0.0,0.0,0.0,19.3,0.0,0.0,22.1,1.6,1.8,0.0,21.2,6.4,22.8,0.0,0.0,1.495,0.0,3.27832,2.82,3719,20521,66051,23,32.47,63,27.3194,33.6992,20.8518,27.066999999999997,16.2068,37.0917,46.7824,59.9817,57.5799,38.5149,52.3778,90.2023,13978.0962,1.6667,0.0,train
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-7953,France,EUR,warm_dry,2.165556,48.679444000000004,159.0,67,background,suburban,0.0,0.0,0.0,0.0,2.6,11.0,0.0,0.0,0.0,0.0,0.0,0.0,38.5,30.9,15.9,0.0,0.0,9.472000000000001,0.0,8.83146,7.12,21524,38449,316381,55,50.59,63,25.3596,29.7983,20.9285,25.061999999999998,15.7055,33.7502,42.9396,57.8832,55.0529,34.4675,50.3719,156.4701,10108.43,5.0,0.6667,val
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-7959,France,EUR,warm_moist,0.1975,45.662886,55.0,25,background,suburban,0.0,0.0,0.0,0.0,0.0,2.0,0.0,0.0,0.0,0.0,0.0,0.0,77.8,0.0,19.3,0.0,0.0,2.366,0.0,3.4824900000000003,2.26,16801,25534,25534,59,47.03,62,22.7309,32.2632,19.7204,25.061999999999998,14.7866,35.8386,46.1141,58.8957,57.6739,36.7637,44.1816,79.4743,12814.7769,0.5,0.0,val
-7960,France,EUR,warm_dry,2.635278,48.840278000000005,80.0,58,background,urban,0.0,0.0,0.0,0.0,0.0,10.6,0.0,0.0,0.0,0.0,0.0,0.0,42.8,38.2,6.7,0.0,0.0,3.097,0.0,9.443660000000001,7.5,14779,45875,333891,63,62.0,63,21.0227,26.4274,15.6377,19.5484,8.6882,30.7427,40.7675,57.4755,53.7789,31.76,49.5859,136.6378,9370.5987,5.0,0.3333,val
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-7965,France,EUR,cool_moist,6.118333,45.895278000000005,453.0,17,background,urban,1.0,1.4,0.0,0.0,2.1,43.4,0.0,0.0,0.0,0.0,3.3,0.0,7.1,2.4,39.0,0.0,0.0,0.39399999999999996,0.0,1.74062,2.47,37631,37631,37631,62,55.02,63,19.5075,25.8871,13.1114,16.708,4.5112,30.7427,42.7725,56.9743,54.5934,30.6961,51.0509,87.2626,9871.726999999999,1.6667,0.0,train
-7967,Réunion,SAF,tropical_moist,55.468842,-20.889892,20.0,13,background,urban,59.2,0.0,24.4,0.0,0.0,0.0,0.0,0.0,2.0,0.0,0.0,1.2,1.6,0.0,9.4,0.0,0.0,0.0,0.0,0.9837889999999999,0.55,6371,6371,6371,62,50.11,63,13.9254,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,train
-7968,France,EUR,warm_moist,4.854214,45.757733,160.0,9,background,urban,0.0,0.0,0.0,0.0,0.0,3.6,0.0,0.0,0.0,0.0,0.0,0.0,43.4,30.4,21.8,0.0,0.0,1.65,0.0,47.2871,4.24,117085,133144,142272,63,63.0,63,22.8059,27.1733,18.4311,21.7204,8.0198,34.5856,45.946999999999996,59.3669,57.7679,31.9123,52.56,125.4247,12341.841999999999,5.6667,0.3333,test
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-7971,France,EUR,warm_dry,4.265814,43.925391999999995,75.0,2,background,suburban,0.0,0.0,0.0,0.0,0.0,22.4,0.0,0.0,15.6,0.0,1.3,0.0,44.4,5.6,10.4,0.0,0.0,0.235,0.0,2.2328,2.07,9660,9660,13365,26,15.38,63,29.1516,37.3347,20.9086,29.9073,15.5384,40.6004,51.4607,65.9966,64.6808,41.9104,59.9856,170.3609,22828.9981,6.6667,0.3333,train
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-7975,France,EUR,warm_moist,0.099722,45.608821999999996,51.0,23,background,suburban,0.0,0.0,0.0,0.0,0.0,1.4,0.0,0.0,0.0,0.0,0.0,0.0,84.1,0.0,13.6,0.0,0.0,2.036,0.0,3.5226699999999997,2.25,3891,13548,25534,39,33.18,62,24.3023,30.758000000000003,17.777,23.7253,12.8652,34.5855,44.0924,56.1389,54.5307,35.424,49.5151,61.2533,10054.148000000001,0.3333,0.0,val
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-8020,France,EUR,cool_moist,5.804447,49.535003,265.0,22,background,suburban,0.0,0.0,0.0,0.0,0.0,23.4,0.0,0.0,0.0,0.0,0.0,0.0,39.2,8.8,27.2,0.0,0.0,0.9209999999999999,0.0,19.5627,4.69,8504,19838,19966,54,48.34,62,22.3816,28.6973,16.0606,22.0546,10.8602,31.7452,40.6004,56.9743,53.3403,33.3761,50.1277,115.6541,9053.3674,4.3333,0.3333,train
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-8025,France,EUR,warm_dry,1.470575,48.437969,158.0,20,background,urban,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,96.0,1.3,2.5,0.0,0.0,10.795,0.0,5.53644,4.21,27140,27140,27140,62,48.57,63,26.314,30.6721,20.1617,24.8114,16.0397,33.5831,42.6054,59.8982,57.0787,34.8694,51.3186,137.9992,10660.1354,6.0,0.0,train
-8028,Martinique,MCA,tropical_moist,-61.0775,14.603056,49.0,43,background,suburban,53.2,0.0,14.5,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,5.0,1.4,2.3,22.5,0.0,0.0,0.0,0.0,73.0913,0.81,5860,7287,7291,53,44.24,63,14.9671,14.1487,15.8262,14.2018,10.1919,19.7154,24.5608,29.7403,28.6125,17.2241,26.0069,2.3069,0.0,0.0,0.0,val
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-8033,France,EUR,warm_dry,1.7033,48.9964,32.0,5,background,suburban,0.0,0.0,0.0,0.0,1.4,6.3,0.0,0.0,0.0,0.0,0.0,0.0,70.4,6.4,14.6,0.0,0.0,5.797999999999999,0.0,4.400180000000001,6.13,27444,30471,45255,63,50.73,63,21.9417,27.3298,16.6455,21.8875,10.6931,31.2439,40.0992,55.2701,50.8609,32.0194,47.1658,121.899,7619.7859,2.6667,0.0,train
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-8045,France,EUR,warm_moist,-0.767692,48.069433000000004,54.0,0,background,urban,0.0,0.0,0.0,0.0,1.3,1.6,0.0,0.0,0.0,0.0,0.0,0.0,88.5,0.0,8.0,0.0,0.0,4.638,0.0,1.84598,2.66,21436,21436,21436,61,49.45,63,25.2782,30.213,20.3678,25.7303,15.8726,34.0843,41.77,54.9693,52.2125,34.8747,48.7595,82.5896,8430.3086,1.6667,0.0,val
-8048,France,EUR,warm_dry,2.661389,48.541389,56.0,5,background,suburban,0.0,0.0,0.0,0.0,4.1,19.6,0.0,0.0,0.0,0.0,0.0,0.0,56.3,7.3,12.0,0.0,0.0,4.762,0.0,7.1169199999999995,4.44,32627,32627,48664,63,52.64,63,20.5389,25.5678,15.5599,19.7155,10.0248,29.0719,38.5955,52.9643,50.6461,30.4349,46.9451,79.385,6522.8615,2.0,0.0,train
-8058,France,EUR,warm_dry,1.416667,44.030558,113.0,29,background,rural,0.0,0.0,0.0,0.0,0.0,1.9,0.0,0.0,0.0,0.0,0.0,0.0,85.2,1.0,11.1,0.0,0.0,8.902000000000001,0.0,1.8872400000000003,1.95,5960,5960,5960,21,27.33,63,29.355,34.2411,24.3323,28.4036,19.3813,38.7208,47.9519,60.3159,58.666000000000004,38.2618,51.3533,86.0618,14775.5873,1.0,0.0,test
-8063,Réunion,SAF,tropical_moist,55.468336,-20.903294,150.0,112,background,suburban,59.2,0.0,24.4,0.0,0.0,0.0,0.0,0.0,2.0,0.0,0.0,1.2,1.6,0.0,9.4,0.0,0.0,0.0,0.0,3.02792,0.55,6371,6371,6371,62,49.71,63,18.3462,20.1105,16.6339,18.2117,13.7006,23.2241,26.5657,29.9073,28.9257,21.6732,28.8323,2.4125,1.6892,0.0,0.0,train
-8064,France,EUR,warm_dry,2.4572,48.7067,68.0,37,background,urban,0.0,0.0,0.0,0.0,0.0,11.8,0.0,0.0,0.0,0.0,0.0,0.0,41.0,36.4,9.1,0.0,0.0,0.426,0.0,19.7647,8.57,31110,48664,333891,62,60.26,63,20.7371,25.7128,15.8393,19.3813,8.8552,30.2415,39.9321,55.8047,51.5322,30.4869,47.8663,128.96200000000002,7859.0921,3.6667,0.3333,val
-8069,France,EUR,warm_moist,4.84,46.316108,190.0,20,background,urban,0.0,0.0,0.0,0.0,2.0,8.4,0.0,0.0,0.0,0.0,0.0,0.0,45.9,2.0,41.1,0.0,0.0,4.728,0.0,3.99664,2.66,6540,12709,12709,60,47.22,61,22.456,28.1715,16.5983,21.7204,8.6882,33.2489,43.942,58.8122,56.1807,33.5144,52.2997,131.2325,11353.0703,3.6667,0.3333,train
-8072,France,EUR,warm_moist,0.758833,49.498294,10.0,2,background,rural,0.0,1.1,0.0,0.0,2.2,12.9,0.0,0.0,0.0,0.0,0.0,0.0,56.4,4.0,22.2,0.0,0.0,5.191,0.0,1.42087,3.87,1198,3453,63422,20,22.59,63,24.9885,31.0668,18.9273,25.8974,14.2018,34.5855,42.1042,54.8123,51.6904,35.6108,49.3399,144.1327,8501.2133,3.6667,0.3333,val
-8074,France,EUR,warm_moist,3.077681,50.671172,17.0,4,background,urban,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,67.8,28.3,3.3,0.0,0.0,0.7190000000000001,0.0,23.236,7.18,92617,92617,92617,63,62.64,63,21.4357,25.9106,16.9847,21.2192,9.5235,31.0769,39.5812,54.301,50.6461,30.6285,49.2985,153.7593,7417.4066,4.0,0.3333,train
-8077,France,EUR,warm_dry,2.010036,47.959014,127.0,19,background,suburban,0.0,0.0,0.0,0.0,3.8,23.5,0.0,0.0,0.0,0.0,0.0,0.0,51.2,4.0,16.8,0.0,0.0,10.011000000000001,0.0,3.75017,3.12,4407,10827,52019,22,26.8,63,27.079,32.9718,21.1539,26.2316,16.8751,35.7551,45.7799,60.8171,57.6008,37.3425,53.0539,129.6204,13418.4231,5.0,0.0,test
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-8091,France,EUR,cool_moist,6.223336,49.110281,204.0,33,background,suburban,0.0,0.0,0.0,0.0,1.5,13.1,0.0,0.0,0.0,0.0,0.0,0.0,61.1,9.0,14.1,0.0,0.0,4.149,0.0,5.14323,5.07,36542,43710,43710,62,55.1,63,22.9961,28.9262,16.9794,22.2217,10.526,32.9147,43.2737,60.483000000000004,57.0369,33.8768,52.7319,169.5781,11463.365,6.6667,0.0,train
-8092,France,EUR,cool_moist,6.180833,49.119442,192.0,14,background,urban,0.0,0.0,0.0,0.0,1.5,14.9,0.0,0.0,0.0,0.0,0.0,0.0,56.2,12.1,14.0,0.0,0.0,4.149,0.0,16.3423,4.9,43710,43710,43710,62,61.0,63,21.2353,27.1563,15.2067,19.7154,8.5211,30.9098,41.77,59.0561,56.2085,32.0893,51.1852,139.7931,10097.771,5.6667,0.0,train
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-8099,France,EUR,warm_dry,2.7201560000000002,47.997981,97.0,9,background,urban,0.0,0.0,0.0,0.0,1.8,8.5,0.0,0.0,0.0,0.0,0.0,0.0,76.1,1.2,12.2,0.0,0.0,16.467,0.0,1.7990700000000002,3.0,13016,15580,15580,57,40.72,60,26.2147,32.3916,19.9796,25.7303,15.3714,35.7551,45.6129,59.9817,57.4964,36.994,52.7657,115.1114,13215.3382,4.6667,0.0,train
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-8102,France,EUR,warm_moist,4.366667,46.666667,312.0,27,background,urban,0.0,0.0,0.0,0.0,2.6,9.1,0.0,0.0,0.0,0.0,0.0,0.0,11.1,1.6,75.1,0.0,0.0,2.9219999999999997,0.0,1.3972200000000001,2.1,7867,10976,14299,45,29.39,58,23.3891,29.3735,17.2885,22.8899,11.5285,32.7477,42.4383,57.4755,54.0295,33.9244,49.549,106.0647,9845.1787,2.6667,0.0,test
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-8104,France,EUR,warm_dry,3.113833,45.797278000000006,340.0,16,background,urban,0.0,0.0,0.0,0.0,0.0,17.2,0.0,0.0,0.0,0.0,0.0,0.0,40.8,9.0,32.1,0.0,0.0,3.9589999999999996,0.0,5.946969999999999,2.2,43517,43517,43517,63,61.27,63,26.4862,31.7965,21.0489,27.7353,13.5335,37.7601,47.1166,59.9817,58.0394,37.0558,52.6575,89.8863,13293.4218,2.0,0.0,train
-8106,France,EUR,warm_moist,0.185369,49.545414,20.0,20,background,suburban,42.6,0.0,0.0,0.0,0.0,3.2,0.0,0.0,0.0,0.0,3.1,0.0,35.5,3.4,10.6,0.0,0.0,3.95,0.0,98.2504,3.76,26246,34213,40594,61,53.51,63,24.0159,28.6458,19.3973,25.5632,13.7005,33.416,40.0992,50.6252,48.2026,33.2362,46.0405,84.2217,5727.5965,2.0,0.0,val
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-8119,France,EUR,cool_moist,7.34255,47.7239,330.0,88,background,suburban,0.0,0.0,0.0,0.0,5.4,20.4,0.0,0.0,0.0,0.0,0.0,0.0,40.8,9.6,23.6,0.0,0.0,3.242,0.0,5.51622,3.83,33660,38219,50616,47,44.19,63,26.6393,31.3495,21.9754,25.8974,15.8726,36.0893,46.2811,63.1562,60.4412,35.4948,54.3074,176.8955,14489.5949,8.6667,0.0,train
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-8122,Martinique,MCA,tropical_moist,-61.0656,14.6061,16.0,8,background,urban,48.8,0.0,16.6,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,5.6,1.7,2.3,23.7,0.0,0.0,0.0,0.0,73.0913,0.81,5860,7287,7291,63,50.28,63,9.7611,9.1992,10.3183,8.6882,5.5136,13.0322,17.8775,25.061999999999998,22.1172,11.5729,20.9657,1.9535,0.0,0.0,0.0,val
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-8125,France,EUR,warm_dry,2.2780560000000003,48.881389,36.0,12,background,urban,0.0,0.0,0.0,0.0,1.3,10.6,0.0,0.0,0.0,0.0,0.0,0.0,20.7,60.0,5.8,0.0,0.0,0.0,0.0,77.7005,10.21,190009,247795,333891,63,63.0,63,16.8866,20.4899,13.2835,15.2043,4.6782,25.5632,35.0868,50.7923,47.5611,25.1732,44.1118,114.679,4865.4821,2.6667,0.0,val
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-8134,France,EUR,cool_moist,6.135555999999999,45.916944,461.0,28,background,urban,0.0,1.3,0.0,0.0,2.1,38.6,0.0,0.0,0.0,0.0,2.5,0.0,9.5,2.5,42.5,0.0,0.0,0.39399999999999996,0.0,3.46253,2.6,27376,37631,37631,62,56.82,63,23.2095,28.3854,18.0434,22.3887,9.5236,34.0843,45.4458,60.1488,58.3527,33.2662,53.4965,113.4157,12879.0262,3.6667,0.0,train
-8136,France,EUR,cool_moist,6.1360220000000005,48.656944,360.0,146,background,suburban,0.0,0.0,0.0,0.0,8.4,12.6,0.0,0.0,0.0,0.0,0.0,0.0,47.8,6.7,24.0,0.0,0.0,4.013999999999999,0.0,9.3105,3.34,22434,45886,86610,59,52.55,63,25.578000000000003,30.2305,20.9366,25.7303,15.3714,34.7526,43.942,58.4078,55.3035,34.8119,50.5091,110.1917,10457.1147,1.6667,0.0,train
-8137,France,EUR,cool_moist,6.190430999999999,48.688171999999994,200.0,15,background,urban,0.0,0.0,0.0,0.0,6.8,12.1,0.0,0.0,0.0,0.0,0.0,0.0,51.4,7.2,22.1,0.0,0.0,5.821000000000001,0.0,9.3105,3.34,86610,86610,86610,63,61.07,63,21.5249,26.843000000000004,16.3212,20.5508,9.3565,30.9098,41.2687,57.4755,55.0111,31.3412,49.251999999999995,113.3925,8990.5588,3.3333,0.0,train
-8142,France,EUR,cool_moist,2.6613,50.483925,20.0,9,background,suburban,0.0,0.0,0.0,0.0,0.0,1.5,0.0,0.0,0.0,0.0,0.0,0.0,73.2,22.2,3.0,0.0,0.0,8.607999999999999,0.0,3.45853,5.37,13103,25064,35298,60,59.99,63,21.7177,26.9734,17.5053,21.8875,11.3615,30.7427,38.4284,51.4907,48.3,30.8047,46.6135,96.0198,5771.6975,2.3333,0.0,train
-8143,France,EUR,warm_dry,2.482167,49.276385999999995,28.0,5,background,suburban,0.0,0.0,0.0,0.0,1.9,17.0,0.0,0.0,0.0,0.0,0.0,0.0,65.5,3.6,11.6,0.0,0.0,3.1839999999999997,0.0,5.02879,5.76,30485,30485,30485,62,51.73,63,21.2455,27.2603,15.1953,20.3837,8.354,31.0769,40.6004,56.1389,52.7973,32.3287,49.6764,214.5801,8842.0355,6.0,0.6667,train
-8144,France,EUR,warm_moist,8.1584,48.9193,114.0,1,background,rural,0.0,1.6,0.0,0.0,1.2,42.2,0.0,0.0,0.0,0.0,0.0,0.0,25.0,13.9,15.9,0.0,0.0,2.345,0.0,3.47661,5.04,3416,4403,22819,15,21.2,63,22.8052,29.453000000000003,16.0964,21.7204,8.8552,33.0818,44.1091,64.1587,61.0886,34.6805,57.3474,243.7172,14301.8191,10.0,1.6667,train
-8151,France,EUR,warm_moist,-0.257778,49.289444,6.0,3,background,rural,39.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,50.7,2.6,5.6,0.0,0.0,4.762,0.0,4.0453,3.2,9690,9690,58732,52,34.53,63,27.578000000000003,31.1803,23.9394,28.0694,20.8015,34.5856,40.3498,48.3696,46.1141,35.0455,42.4074,44.2412,4566.3861,0.0,0.0,val
-8152,France,EUR,warm_dry,1.576389,50.693892,54.0,46,background,suburban,52.6,0.0,0.0,0.0,0.0,3.3,0.0,0.0,0.0,0.0,2.9,0.0,35.0,0.0,4.9,0.0,0.0,0.0,0.0,1.16134,4.16,9086,15775,49770,49,37.22,63,28.5779,31.3393,25.8174,29.5732,21.0521,36.4234,42.1042,51.6277,49.3513,35.41,47.6234,85.7508,6083.8414,1.6667,0.0,train
-8153,France,EUR,warm_dry,1.9559529999999998,48.390456,150.0,14,background,rural,0.0,0.0,0.0,0.0,0.0,1.4,0.0,0.0,0.0,0.0,0.0,0.0,91.8,0.0,5.8,0.0,0.0,14.449000000000002,0.0,3.08717,4.39,562,574,7517,7,7.4,59,25.0829,30.7809,19.3126,24.2266,15.8726,32.5806,41.4358,57.148,54.4472,34.9611,49.4676,139.4232,9220.8624,4.0,0.0,train
-8154,France,EUR,cool_moist,3.3065830000000003,49.863028,87.0,15,background,suburban,0.0,0.0,0.0,0.0,0.0,2.4,0.0,0.0,0.0,0.0,0.0,0.0,89.8,3.9,3.5,0.0,0.0,3.478,0.0,2.3469599999999997,4.24,17408,29145,29145,60,44.91,62,23.8669,28.8629,18.9453,23.057,14.0347,32.4135,40.7675,55.357,52.1081,33.3473,49.0652,138.7087,8324.0531,4.3333,0.3333,train
-8156,France,EUR,warm_moist,1.31,45.869997,333.0,35,background,suburban,0.0,0.0,0.0,0.0,0.0,14.4,0.0,0.0,0.0,0.0,0.0,0.0,13.8,1.2,69.8,0.0,0.0,1.5830000000000002,0.0,4.40115,1.83,11523,22661,22661,59,50.65,63,28.8518,33.2442,24.3078,28.5707,19.8825,37.593,45.7799,56.9743,55.3453,37.147,49.917,60.0459,11096.2495,0.0,0.0,train
-8161,France,EUR,warm_dry,2.360278,48.828609,57.0,11,background,urban,0.0,0.0,0.0,0.0,0.0,11.6,0.0,0.0,0.0,0.0,0.0,0.0,20.8,59.6,5.6,0.0,0.0,0.0,0.0,115.46799999999999,10.6,223668,316381,333891,63,63.0,63,18.8841,22.8436,14.9337,17.5434,6.6832,27.7353,37.4259,54.4681,50.2284,27.8795,46.7494,122.5107,6558.0775,3.0,0.3333,val
-8163,France,EUR,warm_dry,2.3466669999999996,48.891667,71.0,18,background,urban,0.0,0.0,0.0,0.0,1.2,11.3,0.0,0.0,0.0,0.0,0.0,0.0,20.4,60.7,4.9,0.0,0.0,0.0,0.0,115.46799999999999,10.6,301239,316381,333891,63,63.0,63,17.6559,21.2877,13.9958,16.3738,5.6807,26.5657,35.2539,50.2911,46.7615,26.0969,44.1396,92.5155,4870.5321,2.6667,0.0,val
-8166,France,EUR,warm_dry,2.335833,48.848889,51.0,12,background,urban,0.0,0.0,0.0,0.0,1.2,11.3,0.0,0.0,0.0,0.0,0.0,0.0,19.2,60.3,6.5,0.0,0.0,0.0,0.0,115.46799999999999,10.6,316381,333891,333891,63,63.0,63,22.1612,24.7652,16.6249,19.5484,8.5211,29.8238,39.3473,56.6402,53.6327,29.7925,49.9994,174.7728,8183.7079,5.5,0.0,val
-8168,France,EUR,warm_dry,2.351111,48.859444,49.0,10,background,urban,0.0,0.0,0.0,0.0,0.0,11.6,0.0,0.0,0.0,0.0,0.0,0.0,20.8,59.6,5.6,0.0,0.0,0.0,0.0,115.46799999999999,10.6,316381,333891,333891,63,63.0,63,13.9642,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,val
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-8172,France,EUR,warm_moist,5.928333,45.564721999999996,280.0,33,background,urban,1.7,1.3,0.0,0.0,2.4,47.2,0.0,0.0,0.0,0.0,1.2,0.0,7.6,4.1,34.4,0.0,0.0,1.112,0.0,3.56471,2.45,25865,25865,25865,58,47.58,63,21.0874,25.8678,16.3868,18.5459,6.8503,31.9123,44.1091,60.3159,57.573,30.5409,53.3193,121.7907,11563.8552,3.6667,0.0,val
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-8176,France,EUR,warm_moist,0.727222,45.189721999999996,142.0,4,background,urban,0.0,0.0,0.0,0.0,0.0,10.4,0.0,0.0,5.7,0.0,0.0,0.0,15.6,0.0,67.3,0.0,0.0,0.505,0.0,1.51187,1.93,20314,20314,20314,60,45.46,62,25.5372,32.3773,18.6362,25.7303,13.3664,36.7576,46.1141,57.6426,55.8674,37.1441,50.2614,75.3285,12462.8493,0.3333,0.0,test
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-8182,France,EUR,warm_dry,5.727364,43.335192,675.0,287,background,rural,6.6,6.0,0.0,0.0,0.0,26.4,0.0,0.0,32.7,0.0,4.9,0.0,11.9,7.8,2.4,0.0,0.0,0.9390000000000001,0.0,0.538607,2.71,1208,2540,51781,12,9.39,63,41.0441,43.8678,38.0559,39.765,31.5781,49.1215,59.3134,72.0115,69.559,47.4193,65.6901,241.9987,33716.998999999996,23.3333,1.0,test
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-8209,France,EUR,cool_moist,6.653472,49.155831,243.0,54,background,rural,0.0,0.0,0.0,0.0,0.0,16.0,0.0,0.0,0.0,0.0,0.0,0.0,49.1,13.3,20.9,0.0,0.0,1.8519999999999999,0.0,81.4169,4.82,2787,5202,19182,32,36.16,60,21.4518,28.2656,16.4622,21.052,10.7766,31.0768,42.1042,57.7278,54.9798,32.7408,51.0657,119.7141,10102.9052,2.0,0.0,train
-8215,France,EUR,warm_dry,1.910625,47.902021999999995,111.0,10,background,urban,0.0,0.0,0.0,0.0,2.6,27.5,0.0,0.0,0.0,0.0,0.0,0.0,49.0,4.1,16.2,0.0,0.0,7.695,0.0,9.78172,3.2,52019,52019,52019,63,60.75,63,21.3698,29.16,19.5999,22.8064,13.5335,33.5831,43.8585,58.6451,56.0449,33.5162,43.3096,105.2772,10911.0284,2.5,0.0,test
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-8221,France,EUR,warm_dry,3.800817,43.695367,130.0,68,background,suburban,8.4,0.0,0.0,0.0,0.0,16.1,0.0,0.0,31.5,0.0,5.9,0.0,20.6,10.6,4.5,0.0,0.0,0.444,0.0,11.8622,2.22,8887,21266,64709,58,42.15,63,33.4213,38.5368,28.2997,33.2489,23.8925,42.6054,51.2935,64.4929,62.9474,42.6794,58.2998,149.5466,22535.0781,6.0,0.0,train
-8222,France,EUR,warm_dry,3.9115559999999996,43.570608,5.0,4,background,suburban,30.2,1.2,0.0,0.0,0.0,5.9,0.0,0.0,20.4,0.0,4.8,1.0,20.0,13.0,1.6,0.0,1.0,3.03,0.0,2.98434,2.47,10763,60279,64709,59,57.82,63,29.6009,37.1627,22.1369,30.0744,16.0397,42.2712,52.29600000000001,65.9966,63.6575,42.3539,58.6123,185.9587,24137.4133,8.6667,0.0,train
-8226,France,EUR,warm_moist,-4.1041360000000005,47.998158000000004,30.0,24,background,urban,19.8,0.0,0.0,0.0,0.0,2.9,0.0,0.0,0.0,0.0,0.0,0.0,39.3,0.0,34.8,0.0,0.0,2.782,0.0,2.3086,1.95,9521,11512,11512,62,44.58,63,26.6245,31.9862,21.1952,28.5707,17.0421,35.9222,43.6079,53.7997,51.7739,36.2186,48.8521,66.9485,8346.9803,1.3333,0.0,train
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-8237,France,EUR,warm_moist,4.074656,46.041111,259.0,17,background,urban,0.0,0.0,0.0,0.0,0.0,15.9,0.0,0.0,0.0,0.0,0.0,0.0,21.8,1.3,60.1,0.0,0.0,2.088,0.0,6.02264,2.11,16737,16737,16737,59,46.38,62,24.410999999999998,29.3011,19.5046,23.8089,12.530999999999999,34.4185,44.0089,57.4755,54.9484,33.8615,50.2007,88.1598,10074.7904,1.0,0.0,train
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-8248,France,EUR,cool_moist,3.277361,45.104721999999995,1040.0,142,background,rural,0.0,0.0,0.0,0.0,0.0,37.6,0.0,0.0,0.0,0.0,0.0,0.0,16.1,0.0,44.3,0.0,0.0,1.137,0.0,0.49266000000000004,1.42,112,142,2452,6,1.63,45,38.3855,39.9447,36.8641,37.4259,31.410999999999998,44.6104,52.4631,61.6859,59.4178,42.9598,54.0241,87.2854,17892.9621,0.6667,0.0,train
-8249,France,EUR,cool_moist,6.5858360000000005,48.024606,380.0,46,background,urban,0.0,1.3,0.0,0.0,1.8,62.3,0.0,0.0,0.0,0.0,0.0,0.0,6.9,2.8,24.7,0.0,0.0,0.295,0.0,2.9750099999999997,2.28,3321,3321,9288,53,27.14,61,22.1601,28.3948,15.9271,21.0521,8.6882,33.0819,43.4408,57.5156,54.8649,33.7024,50.2512,86.8939,10165.6831,1.6667,0.0,val
-8252,France,EUR,warm_moist,-1.7006080000000001,48.117472,34.0,16,background,urban,0.0,0.0,0.0,0.0,0.0,3.5,0.0,0.0,0.0,0.0,0.0,0.0,84.1,2.3,9.6,0.0,0.0,2.824,0.0,13.1147,2.68,56167,56167,56167,63,61.59,63,23.385,28.5221,19.7962,24.0596,15.0372,32.5806,40.0992,52.8808,50.2806,32.9854,44.3979,52.023,6382.1175,0.0,0.0,val
-8254,France,EUR,warm_moist,-1.690319,48.092681,47.0,11,background,urban,0.0,0.0,0.0,0.0,0.0,3.1,0.0,0.0,0.0,0.0,0.0,0.0,86.5,2.3,7.7,0.0,0.0,5.3420000000000005,0.0,2.6610400000000003,2.61,10965,56167,56167,63,61.1,63,22.5169,26.3136,18.6962,22.5558,13.7841,30.5756,38.3448,49.6227,47.4925,30.5673,43.451,52.6073,4408.1545,1.0,0.0,val
-8259,France,EUR,warm_dry,3.115056,45.894194,350.0,17,background,urban,0.0,0.0,0.0,0.0,0.0,16.1,0.0,0.0,0.0,0.0,0.0,0.0,46.6,8.8,27.6,0.0,0.0,8.575,0.0,6.05401,2.19,8836,8836,43517,57,43.82,63,27.4712,32.4371,22.4345,27.9024,16.2068,37.593,46.9495,60.0051,58.1021,37.3459,53.106,89.3682,14044.2179,1.6667,0.0,train
-8261,France,EUR,warm_dry,7.478864,43.7585,18.0,9,background,rural,54.9,2.9,0.0,0.0,0.0,18.3,0.0,0.0,9.6,0.0,1.1,0.0,2.0,6.6,3.9,0.0,0.0,0.0,0.0,4.61926,2.88,3018,31032,68751,52,38.78,63,29.4179,36.8893,21.9541,28.5707,16.5409,41.2688,51.9619,63.6575,61.3601,42.3393,59.1453,157.2459,23750.0967,6.6667,0.0,val
-8264,France,EUR,warm_dry,5.219722,43.510556,45.0,80,industrial,suburban,21.2,3.1,0.0,0.0,0.0,2.4,0.0,0.0,26.8,0.0,5.7,0.0,17.7,18.0,2.6,0.0,0.0,0.0,0.0,6.26411,3.42,7118,8696,49871,63,54.09,63,29.9621,37.4662,21.773000000000003,28.2365,17.2093,41.1017,53.1314,71.009,67.918,42.6868,64.4593,314.8175,26930.9749,20.3333,4.3333,test
-8265,France,EUR,warm_moist,5.0443,45.0425,150.0,11,background,urban,0.0,0.0,0.0,0.0,0.0,20.8,0.0,0.0,0.0,0.0,0.0,0.0,44.8,7.4,26.0,0.0,0.0,6.832999999999999,0.0,5.18965,2.62,8862,10367,21473,58,41.04,63,26.171,32.1638,19.9661,25.3126,12.7816,37.8436,49.6227,61.1513,59.0837,36.9449,56.409,103.2909,17088.2524,1.5,0.0,val
-8272,France,EUR,cool_moist,3.0471939999999997,45.764666999999996,520.0,196,background,suburban,0.0,0.0,0.0,0.0,0.0,21.9,0.0,0.0,0.0,0.0,0.0,0.0,30.7,9.1,37.3,0.0,0.0,1.524,0.0,3.59982,2.14,38297,43517,43517,54,45.2,63,29.193,31.9959,26.416999999999998,29.239,19.8825,37.7601,46.2812,58.9792,56.473,37.3084,52.4928,85.4332,11698.833999999999,1.6667,0.3333,train
-8273,France,EUR,warm_moist,2.801139,49.696697,86.0,7,background,rural,0.0,0.0,0.0,0.0,0.0,4.7,0.0,0.0,0.0,0.0,0.0,0.0,87.2,0.0,6.7,0.0,0.0,12.374,0.0,3.20242,4.44,2884,3174,7218,32,19.66,55,23.1211,28.9425,17.352999999999998,22.3887,12.530999999999999,31.7452,40.6004,55.0662,51.2936,33.3674,49.3212,152.7006,8242.9198,4.0,0.3333,train
-8278,France,EUR,cool_moist,4.395422,45.420089000000004,552.0,78,background,urban,0.0,1.1,0.0,0.0,0.0,35.4,0.0,0.0,0.0,0.0,0.0,0.0,22.3,7.6,33.0,0.0,0.0,0.431,0.0,6.667389999999999,2.36,13922,29917,29917,60,47.05,62,25.5982,29.8646,21.3198,24.8949,13.8676,35.9222,45.946999999999996,59.3134,57.3711,34.766999999999996,52.3975,125.5973,12642.8266,4.0,0.0,test
-8279,France,EUR,warm_moist,5.072297,45.753528,217.0,32,background,suburban,0.0,0.0,0.0,0.0,0.0,2.1,0.0,0.0,0.0,0.0,0.0,0.0,46.4,26.3,24.6,0.0,0.0,9.465,0.0,14.2277,3.8,4386,8377,142272,57,51.7,63,25.8395,31.3635,20.3223,24.7278,13.7005,36.7576,47.1166,60.7001,57.8306,36.0225,54.495,152.7277,14454.3993,6.6667,0.0,test
-8280,France,EUR,warm_moist,-0.8861110000000001,47.054444000000004,90.0,10,background,urban,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,88.7,0.0,10.1,0.0,0.0,3.4810000000000003,0.0,2.1928,2.31,8623,8824,8824,61,46.04,63,27.9545,33.812,22.0945,28.4036,18.2117,37.2588,45.4457,59.8146,57.7261,38.2902,51.1278,111.0282,12670.0246,2.3333,0.0,val
-8281,France,EUR,cool_moist,6.349722,45.274722,555.0,129,background,urban,0.0,7.3,0.0,0.0,0.0,28.3,0.0,2.2,0.0,0.0,45.9,0.0,7.4,0.0,4.9,0.0,0.0,0.373,0.0,0.7675890000000001,1.14,6471,6471,6471,53,28.77,56,24.3915,29.4269,19.3181,22.7229,12.1969,34.9197,45.946999999999996,58.1438,56.3686,34.1983,52.251999999999995,72.6612,12350.6216,1.0,0.0,val
-8282,France,EUR,warm_moist,4.515003,45.475325,366.0,55,background,urban,0.0,0.0,0.0,0.0,0.0,23.8,0.0,0.0,0.0,0.0,0.0,0.0,25.3,10.4,38.9,0.0,0.0,1.078,0.0,1.40085,3.51,10420,10420,29917,57,39.1,62,21.1643,27.2041,15.1559,19.2142,7.0174,32.2464,44.2762,59.4805,57.4755,32.6826,52.968,172.2016,11621.1817,4.0,0.3333,test
-8283,France,EUR,warm_moist,-1.488056,43.479721999999995,35.0,13,background,urban,30.7,1.2,0.0,0.0,0.0,14.6,0.0,0.0,2.4,0.0,0.0,0.0,4.9,1.9,43.1,0.0,0.0,0.596,0.0,2.39452,2.22,20105,23318,23318,60,52.2,63,24.5938,29.4481,19.7273,25.2291,13.3664,34.7526,42.6054,53.1314,50.6253,34.0775,47.4168,72.6814,6892.8253,0.6667,0.0,train
-8285,France,EUR,warm_moist,-0.44404399999999994,47.787731,50.0,22,background,rural,0.0,0.0,0.0,0.0,0.0,1.8,0.0,0.0,0.0,0.0,0.0,0.0,82.5,0.0,15.5,0.0,0.0,6.885,0.0,0.492097,2.69,488,653,4794,8,6.4,57,27.1415,31.9589,22.4715,26.5658,18.7965,34.335,42.6054,56.1389,53.1001,35.8333,48.2943,89.4474,9156.096,1.0,0.0,val
-8287,France,EUR,warm_moist,-0.384444,44.913056,16.0,6,background,suburban,0.0,1.8,0.0,0.0,0.0,1.8,0.0,0.0,10.2,0.0,0.0,0.0,46.5,5.8,32.0,0.0,0.0,1.796,0.0,2.49379,2.66,4090,4758,66051,38,35.02,63,25.5219,32.0391,18.8034,25.2291,14.2018,35.588,45.6129,58.9792,56.9534,37.032,51.6509,91.9238,12434.1742,1.6667,0.0,train
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-8304,France,EUR,warm_moist,6.003611,44.086386,509.0,91,industrial,suburban,0.0,5.4,0.0,0.0,0.0,26.1,0.0,0.0,14.4,0.0,14.6,0.0,18.1,2.0,18.5,0.0,0.0,7.274,0.0,1.17025,1.35,1214,2164,2258,51,24.27,56,34.223,39.6849,28.7858,33.2489,24.3937,43.775,53.6327,64.9941,63.6784,43.2545,61.1461,142.9657,25105.6977,6.6667,0.0,train
-8310,France,EUR,warm_moist,0.9,45.89,227.0,14,background,urban,0.0,0.0,0.0,0.0,0.0,3.8,0.0,0.0,0.0,0.0,0.0,0.0,32.9,0.0,62.5,0.0,0.0,1.6030000000000002,0.0,0.45701099999999995,1.91,2602,2602,20646,47,20.08,61,25.7856,32.8874,18.707,25.8974,14.0347,36.0893,45.2787,57.4755,55.5332,37.2237,50.24100000000001,72.2944,11796.9558,0.3333,0.0,train
-8311,France,EUR,warm_moist,4.8203309999999995,45.755317,250.0,55,background,urban,0.0,0.0,0.0,0.0,0.0,4.0,0.0,0.0,0.0,0.0,0.0,0.0,42.0,29.0,24.2,0.0,0.0,1.942,0.0,47.2871,4.24,91737,142272,142272,63,62.9,63,23.8878,28.4551,19.4225,22.7229,9.5236,35.2539,46.6153,61.1847,58.7704,33.4498,54.2787,170.9744,13400.8369,5.6667,0.3333,test
-8313,France,EUR,warm_dry,4.117222,48.299167,110.0,10,background,suburban,0.0,0.0,0.0,0.0,6.7,5.7,0.0,0.0,0.0,0.0,0.0,0.0,74.3,1.9,10.5,0.0,0.0,4.37,0.0,2.43997,3.03,18226,23474,37566,61,48.09,63,23.5385,29.201,17.8795,22.3887,12.8651,32.5806,42.6054,56.6401,53.9877,33.6827,49.9235,84.3445,9547.7707,1.6667,0.0,train
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-8316,Guadeloupe,MCA,tropical_moist,-61.59026899999999,16.256114,13.0,20,background,suburban,42.2,0.0,21.7,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,4.1,3.2,2.3,25.0,0.0,0.0,0.0,0.0,19.5084,0.6,13350,24677,24677,62,49.86,63,17.139,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,35.3374,-999.0,-999.0,-999.0,-999.0,train
-8317,Guadeloupe,MCA,tropical_moist,-61.5381,16.2387,10.0,1,background,urban,44.3,0.0,18.6,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,3.6,3.4,2.5,26.1,0.0,0.0,0.0,0.0,19.5084,0.6,14251,24677,24677,63,54.48,63,15.5458,14.644,15.9599,14.536,10.5261,19.7989,25.3126,30.5756,29.0719,18.2053,30.2035,3.6193,0.153,0.0,0.0,train
-8318,Guadeloupe,MCA,tropical_moist,-61.51888100000001,16.25,14.0,22,background,suburban,44.3,0.0,18.6,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,3.6,3.4,2.5,26.1,0.0,0.0,0.0,0.0,19.5084,0.6,14251,24677,24677,63,57.78,63,16.6788,16.0333,17.2706,15.7055,9.8577,22.3887,28.7378,37.2588,34.7526,20.0738,35.3977,32.0183,239.5198,0.0,0.0,train
-8322,France,EUR,warm_dry,4.050278,48.295003,110.0,13,background,urban,0.0,0.0,0.0,0.0,6.4,4.2,0.0,0.0,0.0,0.0,0.0,0.0,76.5,1.9,10.5,0.0,0.0,1.871,0.0,3.2938300000000003,3.17,23474,37566,37566,62,56.32,63,22.3405,27.8282,16.8502,21.3863,11.5285,31.2439,41.2688,55.3035,53.2776,32.3406,49.0025,86.1945,8294.2128,1.3333,0.0,train
-8328,France,EUR,warm_dry,7.783117,48.5704,139.0,4,background,urban,0.0,1.0,0.0,0.0,0.0,18.5,0.0,0.0,0.0,0.0,0.0,0.0,41.9,15.7,21.8,0.0,0.0,1.817,0.0,4.65209,5.0,50374,52046,52046,62,57.15,63,19.9484,25.0331,14.9127,17.8776,6.5161,29.239,41.1017,60.483000000000004,57.019,29.6765,52.2985,194.7404,10808.1028,7.3333,1.3333,train
-8331,France,EUR,warm_dry,7.7816279999999995,48.6103,136.0,4,background,urban,0.0,1.0,0.0,0.0,0.0,18.5,0.0,0.0,0.0,0.0,0.0,0.0,41.9,15.7,21.8,0.0,0.0,1.113,0.0,11.3011,4.71,52046,52046,52046,61,56.88,63,21.9635,27.9142,16.0892,20.2167,7.8528,32.2465,43.942,63.4403,60.838,32.6621,55.5245,221.3161,13899.8222,12.6667,1.6667,train
-8335,France,EUR,warm_dry,7.687817,48.515667,144.0,3,background,suburban,0.0,1.1,0.0,0.0,1.7,20.6,0.0,0.0,0.0,0.0,0.0,0.0,40.0,14.5,22.0,0.0,0.0,2.003,0.0,10.208,4.9,10680,32629,52046,59,51.08,63,20.5275,27.6696,13.3657,18.3788,5.8478,31.4111,43.1067,62.2573,59.1672,32.8455,54.8732,208.313,12894.4292,10.3333,1.0,train
-8337,France,EUR,warm_moist,4.772867,45.319635999999996,138.0,34,background,suburban,0.0,0.0,0.0,0.0,0.0,20.0,0.0,0.0,0.0,0.0,0.0,0.0,38.3,6.9,32.8,0.0,0.0,5.8870000000000005,0.0,5.46673,3.6,2288,6423,14561,39,35.42,59,24.4064,31.6134,17.2398,22.8899,8.6881,36.2563,49.2886,64.8571,62.2373,36.7974,58.2385,212.7059,17829.6029,9.0,1.0,train
-8339,France,EUR,warm_moist,3.4334580000000003,50.438678,23.0,4,background,suburban,0.0,0.0,0.0,0.0,0.0,6.0,0.0,0.0,0.0,0.0,0.0,0.0,64.6,16.4,12.6,0.0,0.0,4.657,0.0,6.27754,6.09,6977,6977,38730,51,41.4,63,18.9468,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,34.0786,-999.0,-999.0,-999.0,-999.0,train
-8341,France,EUR,warm_moist,-2.75,48.516669,43.0,65,background,urban,26.3,0.0,0.0,0.0,0.0,4.6,0.0,0.0,0.0,0.0,0.0,0.0,51.2,0.0,15.6,0.0,0.0,4.373,0.0,2.77018,2.17,19028,23147,23147,61,50.38,62,27.0608,30.0924,24.0174,27.7353,20.2167,34.2514,40.4334,49.9569,48.119,33.9811,45.5235,43.9741,4830.5787,0.3333,0.0,train
-8347,France,EUR,warm_moist,-1.084722,49.116389,56.0,22,background,urban,0.0,0.0,0.0,0.0,0.0,1.5,0.0,0.0,0.0,0.0,4.3,0.0,78.3,0.0,15.2,0.0,0.0,2.52,0.0,2.27735,2.98,9144,9144,9144,57,30.17,57,26.8221,31.0733,22.6333,27.7353,18.5459,34.9197,41.486000000000004,52.6302,50.4094,35.227,46.8293,65.4436,6611.1222,1.0,0.0,test
-8349,France,EUR,warm_moist,2.839,50.532030999999996,22.0,5,background,suburban,0.0,0.0,0.0,0.0,0.0,1.5,0.0,0.0,0.0,0.0,0.0,0.0,63.2,32.0,3.2,0.0,0.0,10.103,0.0,5.80541,7.01,8806,13923,92617,61,55.62,63,21.5082,26.6211,16.2865,21.5533,10.0248,31.0769,38.5955,54.1339,50.479,31.39,46.7992,152.6993,6876.6140000000005,5.0,0.6667,train
-8350,France,EUR,warm_dry,5.091944,43.638053,75.0,21,background,urban,8.0,3.0,0.0,0.0,0.0,6.0,0.0,0.0,24.6,0.0,9.3,0.0,27.5,8.3,11.8,0.0,0.0,6.648,0.0,6.01854,3.13,9023,9023,14138,63,48.45,63,28.1129,34.3415,21.331999999999997,27.5682,16.165,38.7626,49.7898,64.3024,62.1329,39.2395,59.9923,191.4008,19252.9663,6.6667,1.0,test
-8351,France,EUR,warm_moist,2.239806,49.868889,30.0,16,background,suburban,0.0,0.0,0.0,0.0,0.0,1.6,0.0,0.0,0.0,0.0,0.0,0.0,93.9,1.3,2.9,0.0,0.0,5.403,0.0,2.96457,3.95,4550,13388,36360,56,37.6,63,21.7156,27.8662,15.6347,21.7204,9.8577,31.410999999999998,39.0967,53.7998,49.581,32.3706,47.4498,129.6368,6962.5836,4.0,0.0,train
-8352,France,EUR,warm_dry,1.7689400000000002,50.9499,2.0,1,background,suburban,52.3,0.0,0.0,0.0,0.0,1.4,0.0,0.0,0.0,0.0,1.7,0.0,39.4,1.6,3.3,0.0,0.0,4.507,0.0,3.3271800000000002,5.14,3007,10752,25343,39,33.75,63,25.8853,28.8685,22.923000000000002,27.4011,18.0446,34.4185,40.0992,48.2861,46.9913,33.2924,44.8758,35.1374,3699.6324,0.3333,0.0,val
-8354,France,EUR,warm_dry,5.1177779999999995,43.331389,17.0,14,industrial,suburban,62.0,2.3,0.0,0.0,0.0,0.0,0.0,0.0,7.8,0.0,3.6,1.4,4.2,15.9,0.0,0.0,0.0,0.0,0.0,3.5701199999999997,3.75,1138,10399,51746,41,28.86,63,33.6539,38.6524,28.1432,32.9147,23.8924,42.6054,51.6277,64.9941,62.0285,42.7674,59.7165,204.7309,22298.72,8.3333,1.3333,test
-8355,France,EUR,cool_moist,7.011114,48.051117,1200.0,551,background,rural,0.0,2.3,0.0,0.0,0.0,71.9,0.0,0.0,0.0,0.0,0.0,0.0,6.5,3.1,14.9,0.0,0.0,0.29100000000000004,0.0,0.342401,2.77,587,961,8522,21,13.0,60,39.4431,40.0005,38.8745,38.2613,32.4135,45.6128,53.6327,66.8754,63.1771,43.7453,56.2987,157.7832,18802.5179,8.6667,0.0,val
-8356,France,EUR,cool_moist,6.122775,49.107503,170.0,1,background,suburban,0.0,0.0,0.0,0.0,1.8,13.6,0.0,0.0,0.0,0.0,0.0,0.0,59.1,9.8,14.5,0.0,0.0,1.3730000000000002,0.0,16.3423,4.9,6627,33273,43710,62,56.35,63,23.1666,29.2182,17.1773,22.5558,10.6931,33.2489,42.6054,59.3134,56.2642,34.293,51.8219,166.0895,10566.2732,5.3333,0.0,train
-8357,France,EUR,cool_moist,3.6879169999999997,45.274725,1060.0,123,background,rural,0.0,0.0,0.0,0.0,0.0,57.0,0.0,0.0,0.0,0.0,0.0,0.0,13.0,0.0,28.4,0.0,0.0,0.0,0.0,0.482491,1.47,199,631,3505,6,5.3,35,36.2574,38.241,34.2633,35.2539,29.239,42.6054,50.6253,59.9817,57.7679,41.3965,51.5451,74.6027,14824.2458,0.6667,0.0,train
-8359,France,EUR,warm_moist,-1.8366669999999998,47.831944,30.0,12,background,rural,0.0,0.0,0.0,0.0,0.0,2.5,0.0,0.0,0.0,0.0,0.0,0.0,89.4,0.0,7.8,0.0,0.0,4.253,0.0,0.7428600000000001,2.39,980,1001,9798,23,10.25,62,27.4706,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,47.9742,-999.0,-999.0,-999.0,-999.0,val
-8363,France,EUR,cool_moist,2.9645799999999998,45.77217,1450.0,324,background,rural,0.0,0.0,0.0,0.0,0.0,25.5,0.0,0.0,0.0,0.0,0.0,0.0,22.4,8.8,42.1,0.0,0.0,0.10400000000000001,0.0,1.63903,2.13,1074,3513,43517,11,15.1,63,43.8667,43.4549,44.2023,43.1066,37.3423,49.8734,57.6426,66.1637,63.6261,47.1285,57.9228,110.8189,25431.7325,1.5,0.0,train
-8364,France,EUR,cool_moist,6.957444000000001,49.195389,338.0,67,background,suburban,0.0,0.0,0.0,0.0,0.0,24.3,0.0,0.0,0.0,0.0,0.0,0.0,27.5,21.5,25.8,0.0,0.0,0.605,0.0,4.16629,4.56,19182,19182,19182,49,46.77,60,26.201999999999998,30.5239,21.7427,25.2291,15.3714,35.421,46.2812,62.655,59.2925,34.6336,53.1736,150.4299,13123.2393,6.3333,0.3333,train
-8365,France,EUR,warm_moist,0.167167,45.647417,83.0,33,background,urban,0.0,0.0,0.0,0.0,0.0,2.3,0.0,0.0,0.0,0.0,0.0,0.0,76.1,0.0,20.6,0.0,0.0,2.366,0.0,3.4824900000000003,2.26,16801,25534,25534,61,49.02,62,24.2474,28.6568,19.6809,23.8924,14.3689,33.5831,42.7725,53.4656,51.9917,33.1128,47.0257,47.4235,7528.6786,0.0,0.0,val
-8367,France,EUR,cool_moist,4.966111,48.645835999999996,147.0,19,background,urban,1.1,0.0,0.0,0.0,5.9,12.7,0.0,0.0,0.0,0.0,0.0,0.0,50.1,1.7,28.0,0.0,0.0,2.858,0.0,4.79968,3.19,6068,7469,7469,61,36.8,63,24.2066,29.584,18.7876,23.3912,13.7005,33.0818,42.6054,56.9743,53.946000000000005,33.951,49.6227,81.4139,9348.0821,1.0,0.0,test
-8368,France,EUR,warm_dry,2.839872,42.719833,61.0,32,background,suburban,10.7,1.6,0.0,0.0,0.0,12.2,0.0,3.0,31.0,0.0,7.6,0.0,16.4,13.5,2.2,0.0,0.0,3.53,0.0,5.73733,1.84,13301,19685,23965,61,54.69,63,37.8871,42.251999999999995,33.5732,38.7626,29.4061,46.7824,54.9693,66.4978,65.3283,46.4651,59.4754,139.5618,28892.3775,11.6667,0.0,train
-8371,France,EUR,warm_dry,1.966347,47.918078,111.0,16,background,urban,0.0,0.0,0.0,0.0,3.4,21.3,0.0,0.0,0.0,0.0,0.0,0.0,54.5,4.0,16.0,0.0,0.0,11.37,0.0,9.78172,3.2,10576,27661,52019,60,52.92,63,26.1042,31.6679,19.4391,24.5608,14.536,35.0868,45.6128,61.6526,58.3945,36.396,54.3323,135.82,13514.7026,6.0,0.0,test
-8374,France,EUR,warm_moist,5.7531,45.1828,219.0,2,background,urban,0.0,3.2,0.0,0.0,1.9,54.5,0.0,0.0,0.0,0.0,9.2,0.0,5.7,9.2,15.4,0.0,0.0,0.49,0.0,4.02947,2.14,40142,101479,101479,63,59.02,63,19.1037,25.3979,12.8699,16.0397,3.5087,30.7427,43.7749,58.3109,56.1389,30.2237,51.6421,123.1554,11003.1752,4.0,0.0,test
-8376,France,EUR,warm_moist,2.254722,50.748333,16.0,11,background,urban,0.0,0.0,0.0,0.0,0.0,2.1,0.0,0.0,0.0,0.0,0.0,0.0,88.9,3.3,4.9,0.0,0.0,9.796,0.0,3.74631,5.08,10744,12070,12070,62,48.04,62,19.392,23.3198,15.479000000000001,19.5484,10.5261,27.2341,33.7502,44.5001,41.8535,27.316,41.1017,57.7414,2637.4651,1.0,0.0,test
-8377,France,EUR,warm_moist,2.3046,49.9025,28.0,11,background,urban,0.0,0.0,0.0,0.0,0.0,1.4,0.0,0.0,0.0,0.0,0.0,0.0,94.8,1.3,2.4,0.0,0.0,4.3580000000000005,0.0,5.5461599999999995,4.3,34258,36360,36360,62,56.17,63,20.7711,25.2767,16.2994,20.8015,10.0248,29.5732,37.3424,50.3746,46.4587,29.9791,44.6978,91.5555,5100.9127,2.5,0.0,train
-8378,France,EUR,warm_moist,2.335556,51.033058000000004,3.0,2,background,suburban,43.2,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,47.9,6.5,0.0,0.0,0.0,1.646,0.0,7.28253,6.26,33652,33652,33652,63,58.65,63,20.0159,23.0151,17.0376,20.2167,11.0273,28.4036,35.421,44.1091,42.5636,27.438000000000002,41.3305,31.9387,2096.2563,1.0,0.0,test
-8379,France,EUR,warm_dry,4.8333330000000005,43.788333,60.0,68,background,rural,0.0,2.5,0.0,0.0,0.0,5.2,0.0,0.0,11.5,0.0,4.7,0.0,47.6,10.6,17.7,0.0,0.0,11.309000000000001,0.0,1.24706,2.99,1424,2012,20337,41,22.78,63,30.4071,36.3783,24.0459,29.4061,18.5459,41.6029,53.0646,66.3308,63.7201,40.8437,61.5095,189.2938,23769.8357,9.0,0.3333,train
-8380,France,EUR,warm_moist,0.35873299999999997,49.528928,117.0,28,background,suburban,11.1,0.0,0.0,0.0,0.0,4.5,0.0,0.0,0.0,0.0,2.9,0.0,57.5,3.8,18.0,0.0,0.0,8.282,0.0,3.017,3.54,3675,3675,40594,36,29.6,63,27.5529,30.6049,24.5492,27.9023,19.8825,34.7527,41.6029,53.9668,50.0822,34.6551,47.5093,124.0236,7149.1496,3.0,0.6667,val
-8383,France,EUR,cool_moist,2.807369,50.308864,90.0,30,background,suburban,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,82.0,16.0,1.3,0.0,0.0,3.767,0.0,5.407109999999999,5.99,7141,14926,35298,62,51.91,63,22.2637,27.1692,17.1759,22.0546,11.5285,31.244,39.0967,53.9668,50.3328,31.9599,48.7359,168.5175,7325.5234,5.3333,0.3333,train
-8384,France,EUR,cool_moist,6.304828,48.633339,210.0,13,background,urban,0.0,0.0,0.0,0.0,6.2,13.3,0.0,0.0,0.0,0.0,0.0,0.0,48.0,5.8,26.4,0.0,0.0,6.4910000000000005,0.0,18.0773,3.22,3950,5633,86610,54,39.0,63,21.6979,28.0631,15.2963,20.885,9.3565,31.2439,41.77,58.1438,54.3845,32.9543,51.1238,117.8212,9964.8321,2.6667,0.0,train
-8385,France,EUR,warm_moist,-1.9941669999999998,48.654996999999995,10.0,5,background,urban,46.4,1.7,0.0,0.0,0.0,2.3,0.0,0.0,0.0,0.0,0.0,0.0,38.1,0.0,9.1,0.0,0.0,5.041,0.0,2.33757,2.13,20205,20205,20205,61,45.1,62,29.5021,32.7131,26.2606,30.4085,22.5558,36.7158,42.9395,52.4631,50.8132,36.5471,47.3635,55.5223,7014.4447,0.3333,0.0,test
-8386,France,EUR,warm_dry,2.23,43.610556,183.0,17,background,urban,0.0,0.0,0.0,0.0,0.0,34.4,0.0,0.0,1.3,0.0,0.0,0.0,47.2,0.0,16.1,0.0,0.0,6.619,0.0,2.11262,1.55,6569,6569,6569,63,43.09,63,29.8203,36.3849,23.1906,30.0744,17.794,41.1017,51.3771,61.1513,58.8957,40.8868,53.7298,84.1853,18107.5433,1.0,0.0,train
-8388,France,EUR,warm_dry,3.576389,47.800556,96.0,2,background,urban,0.0,0.0,0.0,0.0,1.9,4.7,0.0,0.0,0.0,0.0,0.0,0.0,73.3,1.9,18.2,0.0,0.0,4.396,0.0,5.04747,2.63,9407,9407,9407,58,39.96,61,23.3032,29.4334,17.0062,22.7229,11.6956,33.0819,42.6054,56.8206,53.9877,34.2276,49.5904,87.14200000000001,9257.0105,1.3333,0.0,train
-8389,France,EUR,warm_moist,5.046944,47.341389,251.0,26,background,urban,0.0,0.0,0.0,0.0,9.8,9.4,0.0,0.0,0.0,0.0,0.0,0.0,57.5,4.2,19.1,0.0,0.0,4.899,0.0,11.437999999999999,2.36,45458,46924,46924,63,59.33,63,24.2797,28.6854,19.8936,23.5583,12.3639,34.4185,44.4433,59.6476,56.2642,33.7214,51.4586,124.2275,11528.681999999999,4.6667,0.0,train
-8390,Réunion,SAF,tropical_moist,55.471928000000005,-21.342914,5.0,0,background,urban,50.9,0.0,27.1,0.0,0.0,1.7,2.3,0.0,4.5,0.0,1.0,1.0,2.4,0.0,7.2,0.0,0.0,0.0,0.0,0.656611,0.73,5872,6354,6362,55,34.75,61,14.8097,16.945999999999998,12.9294,15.0372,9.5235,20.8015,24.0596,26.8164,26.0958,19.2681,25.7384,1.4326,0.0,0.0,0.0,train
-8391,Réunion,SAF,warm_moist,55.582618999999994,-21.204814000000002,1601.0,294,background,rural,9.2,0.0,57.6,0.0,0.0,1.8,3.5,0.0,6.3,0.0,2.2,2.4,2.6,0.0,12.2,0.0,0.0,0.0,0.0,2.81117,0.71,6358,6360,6367,10,8.72,61,20.2765,23.0147,17.613,20.3002,14.0347,25.8138,30.0744,36.5906,33.8963,25.0075,34.2405,9.9709,244.774,0.0,0.0,train
-8392,France,EUR,warm_moist,5.002222,47.345553,350.0,99,background,suburban,0.0,0.0,0.0,0.0,9.8,9.4,0.0,0.0,0.0,0.0,0.0,0.0,57.5,4.2,19.1,0.0,0.0,4.899,0.0,11.437999999999999,2.36,21548,46924,46924,61,48.57,63,28.4857,31.8064,25.0672,28.0695,18.5459,37.2589,47.2836,61.3184,57.7888,36.3988,52.293,142.8342,12927.0149,5.6667,0.0,train
-8393,Réunion,SAF,tropical_moist,55.459061,-21.334406,17.0,3,background,urban,50.9,0.0,27.1,0.0,0.0,1.7,2.3,0.0,4.5,0.0,1.0,1.0,2.4,0.0,7.2,0.0,0.0,0.0,0.0,0.656611,0.73,3277,6354,6362,59,37.25,61,10.7088,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,22.4819,-999.0,-999.0,-999.0,-999.0,train
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-8398,France,EUR,warm_moist,3.170833,46.996669,178.0,19,background,urban,0.0,0.0,0.0,0.0,14.1,8.8,0.0,0.0,0.0,0.0,0.0,0.0,47.1,1.6,28.2,0.0,0.0,4.452,0.0,3.71411,1.93,13471,20864,20864,55,39.1,58,24.526999999999997,30.8625,18.044,24.0595,12.8652,34.5856,44.2762,57.6426,54.6143,35.2904,50.5227,80.4785,10622.8643,1.0,0.0,train
-8400,France,EUR,warm_moist,5.066111,47.308056,255.0,17,background,urban,0.0,0.0,0.0,0.0,9.3,8.7,0.0,0.0,0.0,0.0,0.0,0.0,61.5,4.4,16.0,0.0,0.0,4.899,0.0,11.437999999999999,2.36,45458,46924,46924,63,60.2,63,25.1427,30.2047,19.9566,24.3937,12.530999999999999,35.9222,46.4482,61.4855,58.6451,35.2252,53.1945,147.8146,13455.2562,6.3333,0.0,train
-8401,France,EUR,warm_dry,3.277222,48.200556,67.0,9,background,urban,0.0,0.0,0.0,0.0,3.8,4.9,0.0,0.0,0.0,0.0,0.0,0.0,79.6,1.6,9.9,0.0,0.0,4.333,0.0,3.8402300000000005,3.22,10146,10146,10146,61,45.4,62,24.1281,30.0459,18.257,23.5583,12.8652,33.7502,42.6054,57.4755,54.7813,34.9217,49.8344,89.2763,9948.7298,2.3333,0.0,test
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-8408,France,EUR,warm_dry,4.426667,43.457221999999994,2.0,0,background,rural,64.6,5.3,0.0,0.0,0.0,1.0,0.0,0.0,4.1,0.0,2.5,2.6,14.0,0.0,0.0,0.0,3.4,0.0,0.0,0.43443699999999996,2.51,25,138,2030,50,13.07,62,32.9555,37.2214,28.247,32.5806,23.3912,42.4383,51.1265,61.3183,59.7102,41.2555,55.0632,130.4561,18340.7671,3.6667,0.6667,train
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-8415,France,EUR,warm_moist,4.8022,45.6019,235.0,31,background,suburban,0.0,0.0,0.0,0.0,0.0,4.8,0.0,0.0,0.0,0.0,0.0,0.0,36.9,23.8,33.9,0.0,0.0,2.62,0.0,7.46382,4.17,10863,12600,142272,60,52.2,63,21.8331,28.1581,15.5581,19.8825,6.8503,33.416,45.2787,60.3159,58.4153,33.2163,54.645,181.4198,12998.1961,6.0,1.0,train
-8417,France,EUR,cool_moist,6.4847220000000005,46.374444,425.0,78,background,urban,23.4,1.1,0.0,0.0,1.0,32.8,0.0,0.0,0.0,0.0,1.9,0.0,19.3,4.2,15.8,0.0,0.0,1.043,0.0,1.7216900000000002,1.87,14455,14455,35905,62,43.62,63,28.6625,31.6066,21.8508,24.8113,14.2853,36.5905,48.6203,66.4143,64.5973,36.5085,58.5281,232.5684,18106.4987,12.0,0.5,train
-8418,France,EUR,cool_dry,3.992778,49.246111,90.0,6,background,suburban,0.0,0.0,0.0,0.0,1.9,8.5,0.0,0.0,0.0,0.0,0.0,0.0,78.8,3.5,7.0,0.0,0.0,4.273,0.0,4.20688,3.78,7792,45324,49149,61,53.49,63,22.8027,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,50.578,-999.0,-999.0,-999.0,-999.0,train
-8419,France,EUR,warm_dry,5.929328,43.122814,2.0,6,background,urban,44.2,4.7,0.0,0.0,0.0,16.8,0.0,0.0,15.0,0.0,2.0,0.0,5.6,9.3,0.0,0.0,0.0,0.0,0.0,13.2348,2.54,18642,50059,50059,62,57.39,63,26.9137,33.4967,20.3459,27.9023,12.530999999999999,39.2638,48.9545,61.8196,59.7102,38.7002,58.7574,153.9943,17494.8808,5.6667,0.3333,test
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-8427,France,EUR,warm_dry,2.575278,48.955553,65.0,9,background,suburban,0.0,0.0,0.0,0.0,0.0,11.9,0.0,0.0,0.0,0.0,0.0,0.0,40.1,39.3,6.6,0.0,0.0,3.8280000000000003,0.0,25.846,8.91,46520,75807,333891,63,62.44,63,19.1742,25.0367,13.3447,17.5434,5.8478,28.9048,39.2638,56.1389,52.5675,30.3263,48.732,159.1329,8383.4094,5.0,0.3333,val
-8429,France,EUR,warm_moist,1.76,45.26,264.0,14,background,urban,0.0,0.0,0.0,0.0,0.0,28.1,0.0,0.0,1.4,0.0,0.0,0.0,1.9,0.0,66.9,0.0,0.0,0.392,0.0,0.930375,1.74,7593,7593,15039,49,22.14,61,21.6624,30.0444,13.2632,19.7154,6.5161,34.2514,44.6104,57.6426,55.387,35.5813,50.7073,64.3517,11255.6733,0.6667,0.0,test
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-8439,France,EUR,warm_moist,0.109253,49.348,45.0,54,background,suburban,26.4,0.0,0.0,0.0,0.0,3.9,0.0,0.0,0.0,0.0,4.4,0.0,37.3,3.6,22.9,0.0,0.0,4.038,0.0,2.2395099999999997,3.91,7292,7292,40594,43,29.27,63,27.9186,31.4958,24.3414,28.4036,20.5508,35.0868,41.4358,52.29600000000001,50.0614,35.3808,47.1704,89.9255,6519.7048,1.6667,0.0,val
-8444,France,EUR,warm_dry,0.7169439999999999,47.469444,107.0,13,background,suburban,0.0,0.0,0.0,0.0,0.0,4.5,0.0,0.0,0.0,0.0,0.0,0.0,69.7,4.1,20.1,0.0,0.0,4.901,0.0,5.91296,2.34,3195,15658,54276,47,36.01,63,26.4581,32.0176,20.8383,26.2316,16.8751,35.0868,43.6079,57.8832,55.6376,36.2471,50.5799,93.1541,10623.6177,2.6667,0.0,train
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-8452,France,EUR,warm_moist,4.924919,45.778906,173.0,2,background,urban,0.0,0.0,0.0,0.0,0.0,3.1,0.0,0.0,0.0,0.0,0.0,0.0,48.6,29.3,18.3,0.0,0.0,3.589,0.0,16.5517,4.08,26262,112423,142272,63,61.85,63,22.607,28.5746,16.6841,21.0521,6.8503,34.7526,46.9495,62.1538,59.8773,33.5972,54.1815,153.6561,14248.5194,7.6667,0.3333,test
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-8467,France,EUR,warm_moist,4.719281,45.986383000000004,204.0,26,background,urban,0.0,0.0,0.0,0.0,0.0,12.2,0.0,0.0,0.0,0.0,0.0,0.0,48.6,11.6,26.7,0.0,0.0,5.029,0.0,5.69307,3.48,32425,32425,142272,62,52.74,63,18.5489,23.3467,13.7272,16.3738,4.5112,28.7378,39.4309,54.6352,50.8341,28.1823,48.0493,111.2747,7815.0683,2.6667,0.3333,train
-8468,France,EUR,warm_dry,2.507222,48.881947,85.0,37,background,urban,0.0,0.0,0.0,0.0,0.0,10.7,0.0,0.0,0.0,0.0,0.0,0.0,34.0,48.2,5.2,0.0,0.0,0.040999999999999995,0.0,27.3298,8.51,79601,125488,333891,63,63.0,63,20.7887,25.6717,15.9163,19.3813,7.8528,30.5757,40.7675,57.1414,53.7162,30.7964,49.4984,161.2006,9050.274,6.0,0.0,val
-8471,France,EUR,warm_dry,2.377222,48.776111,95.0,51,background,urban,0.0,0.0,0.0,0.0,0.0,10.4,0.0,0.0,0.0,0.0,0.0,0.0,25.4,55.9,6.3,0.0,0.0,0.0,0.0,41.8314,9.11,79690,141867,333891,63,62.98,63,21.7924,24.772,14.5414,18.2952,7.0174,29.3226,39.4476,56.0286,51.3353,30.0639,48.8888,128.0317,7854.2304,4.0,0.0,val
-8475,France,EUR,warm_moist,4.876289,44.870244,109.0,18,background,suburban,0.0,0.0,0.0,0.0,0.0,32.7,0.0,0.0,0.0,0.0,0.0,0.0,40.3,7.7,17.9,0.0,0.0,7.816,0.0,4.2188,2.64,5761,20337,21473,59,45.2,63,25.8398,32.5465,18.9933,24.0595,11.8627,37.2588,50.2911,66.3308,63.9081,37.794000000000004,61.2226,184.4908,20643.0372,13.0,0.0,val
-8477,France,EUR,warm_moist,4.8934809999999995,44.933514,125.0,22,background,urban,0.0,0.0,0.0,0.0,0.0,29.4,0.0,0.0,0.0,0.0,0.0,0.0,41.7,7.9,19.8,0.0,0.0,7.816,0.0,6.45421,2.86,21473,21473,21473,63,59.59,63,24.5533,30.4073,18.547,23.2241,10.526,35.9222,47.952,63.4904,61.3601,35.5652,58.0714,145.59799999999998,16887.6482,7.6667,0.0,val
-8478,France,EUR,warm_moist,3.5079300000000004,50.35856,33.0,28,background,urban,0.0,0.0,0.0,0.0,0.0,10.3,0.0,0.0,0.0,0.0,1.3,0.0,60.8,13.3,14.0,0.0,0.0,3.2680000000000002,0.0,7.872999999999999,5.61,38730,38730,38730,63,60.8,63,20.8213,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,46.3485,-999.0,-999.0,-999.0,-999.0,train
-8480,France,EUR,cool_moist,3.8760830000000004,45.030111,650.0,42,background,suburban,0.0,0.0,0.0,0.0,0.0,40.9,0.0,0.0,0.0,0.0,0.0,0.0,19.9,0.0,37.7,0.0,0.0,2.822,0.0,2.3631,1.54,12889,12889,12889,43,31.84,59,25.451,30.545,20.3363,25.7303,13.3664,35.9222,45.1116,56.6401,54.5098,35.5667,50.0678,56.4005,9561.3593,0.0,0.0,train
-8481,France,EUR,warm_moist,-2.758197,47.656711,17.0,13,background,urban,26.4,3.3,0.0,0.0,0.0,5.4,0.0,0.0,0.0,0.0,0.0,1.8,32.5,0.0,29.1,0.0,0.0,0.0,0.0,2.78392,2.15,21918,21918,21918,62,51.09,62,27.1381,31.0935,23.1696,27.7353,18.3788,35.9222,43.2737,53.9668,51.753,35.3448,47.6938,78.2126,7844.4826,1.3333,0.0,train
-8482,France,EUR,warm_moist,-2.763889,47.648889000000004,17.0,16,background,urban,26.4,3.3,0.0,0.0,0.0,5.4,0.0,0.0,0.0,0.0,0.0,1.8,32.5,0.0,29.1,0.0,0.0,0.0,0.0,2.78392,2.15,21918,21918,21918,60,47.55,62,28.754,32.8428,24.5829,29.5732,20.3837,36.9247,44.7774,54.9693,52.4422,37.0943,48.4993,66.3874,9425.0389,1.3333,0.0,train
-8483,France,EUR,warm_dry,9.190019,42.2361,655.0,283,background,rural,0.0,13.5,0.0,0.0,0.0,56.7,0.0,0.0,12.1,0.0,11.8,0.0,3.4,0.0,2.0,0.0,0.0,0.0,0.0,0.6123069999999999,1.14,295,490,766,6,3.3,52,44.4653,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,58.84,-999.0,-999.0,-999.0,-999.0,test
-8486,France,EUR,warm_moist,2.610806,46.814719000000004,180.0,7,background,rural,0.0,0.0,0.0,0.0,6.3,3.4,0.0,0.0,0.0,0.0,0.0,0.0,76.6,0.0,13.3,0.0,0.0,2.76,0.0,0.214008,1.77,75,518,6049,0,0.76,49,26.162,32.6662,19.563,25.8974,16.2068,34.9197,43.775,55.8582,53.4238,36.457,49.025,68.7151,9955.4281,0.6667,0.0,train
-8488,France,EUR,cool_moist,6.157611,47.62,217.0,12,background,urban,0.0,0.0,0.0,0.0,8.5,21.8,0.0,0.0,0.0,0.0,0.0,0.0,25.7,0.0,43.0,0.0,0.0,2.512,0.0,3.17519,2.39,8072,11608,11608,48,31.04,57,23.2095,29.0748,17.3764,22.0546,10.5261,33.2489,43.1066,58.8122,55.4706,33.5425,50.9396,108.4742,10463.8926,4.3333,0.0,test
-8489,France,EUR,warm_moist,4.875408,45.525971999999996,160.0,72,background,urban,0.0,0.0,0.0,0.0,0.0,5.0,0.0,0.0,0.0,0.0,0.0,0.0,42.8,19.3,32.1,0.0,0.0,4.583,0.0,3.89555,3.95,10402,16154,117085,53,39.1,63,19.4458,24.9352,13.9277,15.8726,5.3466,30.4086,42.9396,58.3109,55.9927,30.0563,52.5895,90.9214,9682.5055,1.3333,0.0,train
-8491,France,EUR,warm_dry,2.073772,47.221928000000005,115.0,13,background,urban,0.0,0.0,0.0,0.0,3.5,31.7,0.0,0.0,0.0,0.0,0.0,0.0,46.8,0.0,16.8,0.0,0.0,5.907,0.0,5.74965,2.33,5233,5233,5233,50,28.14,59,25.7105,31.8692,19.4564,25.061999999999998,14.536,35.588,45.4458,59.9817,57.3084,36.3517,51.8253,102.3376,12223.2413,2.6667,0.0,train
-8493,France,EUR,warm_dry,0.764083,47.381910999999995,49.0,0,background,urban,0.0,0.0,0.0,0.0,1.8,3.1,0.0,0.0,0.0,0.0,0.0,0.0,70.0,4.1,20.3,0.0,0.0,8.748,0.0,3.3444199999999995,2.41,7222,19055,54276,56,50.97,63,25.0776,30.8081,17.7043,23.5583,12.2803,34.0843,44.861000000000004,60.1488,57.9872,35.6823,53.4628,94.7091,12469.2179,2.0,0.0,train
-8494,France,EUR,warm_dry,3.2233419999999997,49.613108000000004,45.0,10,background,urban,0.0,0.0,0.0,0.0,1.8,9.8,0.0,0.0,0.0,0.0,0.0,0.0,68.6,3.3,16.2,0.0,0.0,8.152000000000001,0.0,1.7331,4.24,7805,7805,14271,51,28.21,61,23.3616,28.9042,17.8145,22.5558,13.0322,31.9123,41.1017,56.473,53.4447,33.4413,49.6094,129.9384,8959.4956,4.3333,0.0,train
-8497,France,EUR,warm_dry,5.2443029999999995,43.457221999999994,110.0,105,background,urban,31.5,2.8,0.0,0.0,0.0,1.7,0.0,0.0,22.4,0.0,4.6,0.0,14.0,19.1,1.4,0.0,0.0,0.0,0.0,16.3179,3.77,18049,18049,51781,63,54.66,63,31.8271,37.6983,25.5101,30.7427,20.2167,42.2712,53.6327,68.0016,65.0985,42.4298,62.7223,250.8385,26234.4881,14.3333,2.6667,test
-8502,France,EUR,cool_moist,5.58942,45.360176,290.0,132,background,urban,0.0,0.0,0.0,0.0,1.8,37.3,0.0,0.0,0.0,0.0,1.2,0.0,13.7,7.9,37.5,0.0,0.0,0.76,0.0,5.51025,2.76,9102,9102,101479,55,40.92,63,18.1422,28.3623,17.0416,21.052,9.0223,33.8337,46.114,60.1488,57.9872,33.5271,43.3411,117.2159,13814.6415,2.5,0.0,test
-8503,France,EUR,cool_moist,7.381747,49.125975,349.0,52,background,rural,0.0,0.0,0.0,0.0,0.0,45.7,0.0,0.0,0.0,0.0,0.0,0.0,19.9,6.8,26.7,0.0,0.0,1.913,0.0,1.14669,3.92,568,918,11004,8,8.13,57,26.1772,31.2435,22.6367,26.3151,17.794,34.8362,43.8585,59.397,55.669,34.9272,45.2739,133.0537,10815.1467,6.0,0.0,val
-8506,France,EUR,warm_moist,5.638511,45.281773,191.0,6,background,suburban,0.0,0.0,0.0,0.0,1.8,44.6,0.0,0.0,0.0,0.0,1.3,0.0,10.6,9.4,31.5,0.0,0.0,0.917,0.0,14.0162,2.63,5443,8056,101479,48,35.32,63,16.0717,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,test
-8508,France,EUR,cool_moist,7.130725,48.493794,754.0,248,background,rural,0.0,2.9,0.0,0.0,1.1,75.7,0.0,0.0,0.0,0.0,0.0,0.0,6.1,0.0,13.3,0.0,0.0,0.0,0.0,1.33264,2.89,542,2049,6255,8,5.71,52,31.8521,33.3681,30.2671,31.244,24.3937,38.2613,46.7824,63.1562,57.6963,37.4567,51.0956,135.1378,10487.3395,5.3333,0.3333,train
-8509,France,EUR,cool_moist,7.315158,48.85695,340.0,38,background,rural,0.0,0.0,0.0,0.0,1.5,39.4,0.0,0.0,0.0,0.0,0.0,0.0,35.7,1.2,21.2,0.0,0.0,0.261,0.0,1.9729599999999998,3.55,460,855,6818,10,8.8,55,29.5989,33.6268,25.6285,29.239,19.0471,39.0967,49.6228,65.6624,62.0911,37.6524,55.478,181.25099999999998,16819.3363,11.3333,0.0,test
-8517,France,EUR,warm_dry,3.058333,48.761666999999996,120.0,33,background,rural,0.0,0.0,0.0,0.0,1.6,5.1,0.0,0.0,0.0,0.0,0.0,0.0,85.8,0.0,6.7,0.0,0.0,11.283,0.0,1.88865,3.86,1024,6685,25413,9,12.55,63,23.5535,29.6465,17.5518,22.7229,13.8676,32.0794,40.9346,54.301,51.4606,34.1245,48.0507,89.8235,7835.6862,1.6667,0.0,test
-8518,France,EUR,warm_dry,1.866381,49.063086,122.0,70,background,rural,0.0,0.0,0.0,0.0,1.3,6.3,0.0,0.0,0.0,0.0,0.0,0.0,64.8,14.7,11.9,0.0,0.0,4.157,0.0,5.0981,5.9,1471,4378,45255,18,21.69,63,26.6094,30.6068,22.6019,26.2316,18.0446,34.2514,42.6054,58.3109,54.8649,34.7898,49.7813,146.5236,9644.5924,5.0,0.6667,train
-8519,France,EUR,warm_dry,2.343889,49.100278,140.0,101,background,rural,0.0,0.0,0.0,0.0,1.4,14.6,0.0,0.0,0.0,0.0,0.0,0.0,41.2,34.6,7.3,0.0,0.0,7.593999999999999,0.0,4.66017,7.02,3692,6857,301239,35,36.66,63,26.0326,29.9538,22.0351,25.5632,16.2068,34.7526,44.4433,59.8146,55.9997,34.7772,51.8284,208.3788,11491.7548,7.6667,1.0,val
-8520,France,EUR,warm_dry,2.750278,49.028056,162.0,67,background,rural,0.0,0.0,0.0,0.0,0.0,12.3,0.0,0.0,0.0,0.0,0.0,0.0,62.5,16.6,7.3,0.0,0.0,11.958,0.0,4.25098,7.02,1789,4454,108118,21,28.06,63,26.4786,30.0526,22.9125,25.5632,16.5409,34.7527,44.4433,59.7578,55.575,34.5212,50.4658,157.2221,10457.4373,4.6667,0.3333,val
-8521,France,EUR,warm_dry,1.6767,48.8603,98.0,16,background,rural,0.0,0.0,0.0,0.0,2.6,9.9,0.0,0.0,0.0,0.0,0.0,0.0,66.5,5.4,15.2,0.0,0.0,9.493,0.0,3.52624,5.79,1940,2330,34604,17,16.69,63,24.4859,29.959,19.034000000000002,24.5608,15.2043,32.5806,40.0992,53.9668,51.3353,33.9806,46.1592,104.5601,7202.8382,2.3333,0.3333,train
-8522,France,EUR,warm_dry,2.646667,48.354444,127.0,56,background,rural,0.0,0.0,0.0,0.0,2.5,17.3,0.0,0.0,0.0,0.0,0.0,0.0,66.8,2.2,10.6,0.0,0.0,5.671,0.0,4.78655,3.56,1223,2110,32627,10,12.5,63,25.4925,31.8078,19.2976,24.7279,15.0372,34.2514,44.2762,58.9792,56.2642,36.417,52.125,138.5512,11977.6212,3.6667,0.0,train
-8523,France,EUR,warm_dry,1.8833330000000001,48.581944,152.0,25,background,rural,0.0,0.0,0.0,0.0,3.2,10.9,0.0,0.0,0.0,0.0,0.0,0.0,66.9,2.7,16.1,0.0,0.0,12.784,0.0,4.17408,5.85,1518,4942,46795,12,16.84,63,25.1159,30.3258,19.947,24.3937,15.5385,33.416,42.2713,58.067,53.9668,34.6959,49.4909,150.3124,9555.109,5.0,0.6667,val
-8524,France,EUR,warm_dry,2.236944,48.364167,134.0,20,background,rural,0.0,0.0,0.0,0.0,0.0,4.0,0.0,0.0,0.0,0.0,0.0,0.0,85.4,0.0,9.5,0.0,0.0,9.575,0.0,1.02391,4.09,267,1462,8629,7,6.87,59,26.2159,32.1266,20.305999999999997,25.061999999999998,16.708,34.0843,43.4408,58.8122,56.0553,36.336999999999996,51.451,134.8129,11264.8474,6.0,0.3333,test
-8525,France,EUR,warm_moist,-0.396042,46.143172,93.0,31,background,rural,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,92.4,0.0,5.5,0.0,0.0,4.538,0.0,0.46293999999999996,2.01,239,412,11122,0,2.8,62,28.6143,33.9309,23.134,27.7353,19.3813,36.7576,44.9612,57.1413,55.0807,37.6899,50.1775,70.418,11060.0174,0.6667,0.0,val
-8528,France,EUR,warm_moist,-1.626667,49.636389,8.0,47,background,urban,41.3,0.0,0.0,0.0,0.0,4.5,0.0,0.0,0.0,0.0,5.4,0.0,37.0,0.0,10.2,0.0,0.0,1.99,0.0,1.97628,2.91,22445,22445,22445,61,46.48,63,27.824,29.7364,25.9037,28.5707,21.5533,34.9197,40.4333,47.4507,45.7382,33.6548,43.4371,29.721999999999998,3155.0648,0.0,0.0,train
-8530,France,EUR,warm_moist,-1.1536030000000002,46.162556,10.0,8,background,urban,44.8,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,2.0,1.7,45.4,2.3,1.0,0.0,0.0,0.0,0.0,5.11447,2.01,26006,26006,26006,63,54.69,63,25.2302,28.0098,22.4038,25.5632,16.2068,33.7502,40.4333,50.6252,48.2443,32.2909,44.9547,40.7863,4726.3399,0.3333,0.0,train
-8532,United Kingdom,EUR,cool_moist,-2.094278,57.15736,5.0,21,background,urban,51.6,0.0,0.0,0.0,0.0,11.4,0.0,0.0,0.0,0.0,22.7,0.0,9.3,2.2,1.4,0.0,0.0,0.0,0.0,5.58598,1.8,49081,49081,49081,63,54.71,63,21.7812,23.1994,20.3446,22.3887,14.0347,29.4061,35.421,43.0331,40.8093,27.755,39.8493,16.1828,972.6389,0.0,0.0,train
-8535,United Kingdom,EUR,cool_moist,-3.034178,52.50385,370.0,185,background,rural,0.0,0.0,0.0,0.0,0.0,8.1,0.0,0.0,0.0,0.0,72.4,0.0,12.5,0.0,6.9,0.0,0.0,2.637,0.0,0.295614,2.69,533,677,2135,8,4.35,40,30.0049,31.1364,28.8585,30.7427,25.3962,35.421,39.765,47.4507,45.7799,34.19,43.2438,35.6598,2981.5288,0.3333,0.0,test
-8540,United Kingdom,EUR,cool_moist,-1.5104360000000001,53.56292,100.0,22,background,urban,0.0,1.4,0.0,0.0,0.0,19.4,0.0,0.0,0.0,0.0,25.9,0.0,26.5,18.4,7.3,0.0,0.0,6.497999999999999,0.0,5.90532,6.71,8243,10642,18022,63,52.68,63,19.2369,21.3079,17.1572,20.0496,13.0322,26.0645,30.7427,37.4259,35.9222,25.2554,35.2276,15.6675,583.9421,0.0,0.0,test
-8542,United Kingdom,EUR,cool_moist,-5.928833,54.59965,10.0,9,background,urban,9.2,2.3,0.0,0.0,0.0,4.8,0.0,0.0,0.0,0.0,76.1,0.0,1.2,5.0,0.0,0.0,0.0,1.131,0.0,4.17244,2.6,50338,50338,50338,63,62.24,63,20.430999999999997,21.1502,19.7454,21.0521,12.6981,28.0694,33.7502,40.7675,39.4309,25.6994,38.5301,13.9618,645.7831,0.0,0.0,test
-8547,United Kingdom,EUR,cool_moist,-1.83,52.437172,10.0,32,background,urban,0.0,1.1,0.0,0.0,0.0,3.9,0.0,0.0,0.0,0.0,9.1,0.0,45.2,29.4,10.9,0.0,0.0,6.425,0.0,19.3048,6.53,28198,47784,47829,63,62.77,63,21.7209,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,40.8665,-999.0,-999.0,-999.0,-999.0,test
-8551,United Kingdom,EUR,cool_moist,-1.830569,52.51171899999999,93.0,22,background,urban,0.0,1.2,0.0,0.0,0.0,4.2,0.0,0.0,0.0,0.0,9.1,0.0,41.5,32.0,11.6,0.0,0.0,0.826,0.0,30.7937,7.13,47139,47784,47829,63,63.0,63,19.0313,22.4786,15.5994,19.3813,8.6882,27.7353,35.0868,44.4366,42.1042,27.4996,41.4344,47.3594,2366.1182,0.6667,0.0,test
-8555,United Kingdom,EUR,cool_moist,-3.007175,53.80489,15.0,8,background,urban,50.2,1.3,0.0,0.0,0.0,2.8,0.0,0.0,0.0,0.0,24.7,0.0,11.4,5.7,2.9,0.0,0.0,0.946,0.0,9.645539999999999,3.94,38160,38160,38160,62,53.94,63,23.8004,30.1769,25.1779,29.5732,19.0471,36.5905,42.1042,49.1216,46.8033,34.5201,46.1486,38.8951,4822.5898,0.5,0.0,test
-8557,United Kingdom,EUR,cool_moist,-0.8147220000000001,52.93028,32.0,11,background,suburban,0.0,0.0,0.0,0.0,0.0,1.1,0.0,0.0,0.0,0.0,2.7,0.0,87.7,5.0,3.1,0.0,0.0,11.165,0.0,1.56474,6.18,1453,3209,41389,10,10.75,63,23.4691,27.4711,19.5327,23.7253,15.3714,31.0769,37.7601,47.4507,45.4458,31.7319,43.412,45.7992,3352.4857,0.0,0.0,test
-8558,United Kingdom,EUR,cool_moist,-1.826744,50.73957,30.0,31,background,urban,38.5,1.5,0.0,0.0,0.0,17.6,0.0,0.0,1.0,0.0,3.0,1.3,18.3,4.0,14.3,0.0,0.0,0.0,0.0,11.1461,4.23,30426,37954,38906,60,46.88,63,25.703000000000003,29.4509,21.9615,27.066999999999997,17.7105,34.0843,40.0992,49.4557,48.0773,33.9339,45.9953,65.1039,4567.0107,1.0,0.0,test
-8561,United Kingdom,EUR,cool_moist,-0.147572,50.840835999999996,10.0,49,background,urban,42.6,0.0,0.0,0.0,0.0,2.5,0.0,0.0,0.0,0.0,15.2,0.0,27.9,3.7,7.3,0.0,0.0,0.0,0.0,10.004,4.15,13630,41693,41693,63,52.48,63,24.7647,28.3045,21.2446,26.0645,16.0397,34.0843,39.4309,49.4557,46.8242,33.093,45.4789,67.137,4401.6802,1.3333,0.0,val
-8565,United Kingdom,EUR,cool_moist,-2.584482,51.462839,15.0,12,background,urban,10.1,0.0,0.0,0.0,0.0,5.2,0.0,0.0,0.0,0.0,46.0,0.0,19.9,6.4,10.9,0.0,0.0,1.8130000000000002,0.0,15.2109,4.98,21615,21617,21617,63,62.34,63,20.7159,23.8532,17.6191,21.7204,11.3614,29.0719,36.0893,45.1116,42.4801,28.6759,42.3206,40.8292,2312.0161,0.3333,0.0,train
-8568,United Kingdom,EUR,cool_moist,-3.20578,55.862280000000005,180.0,72,background,rural,9.8,0.0,0.0,0.0,0.0,19.3,0.0,0.0,0.0,0.0,52.0,0.0,8.6,5.5,3.1,0.0,0.0,0.0,0.0,1.14455,2.81,4963,13807,74745,51,36.92,63,29.1652,30.9339,27.4068,29.7402,23.7253,35.421,40.7675,47.1166,45.4179,34.4692,44.3616,20.6178,2908.6777,0.0,0.0,val
-8572,United Kingdom,EUR,warm_moist,1.098061,51.273990000000005,35.0,27,background,urban,26.1,0.0,0.0,0.0,0.0,3.2,0.0,0.0,0.0,0.0,3.8,1.2,52.6,2.9,9.0,0.0,0.0,0.0,0.0,1.88916,5.09,6053,6058,15273,51,32.8,62,22.4177,26.9586,17.893,23.5582,13.5334,30.5756,38.0942,48.6203,46.4274,30.9942,43.4712,62.0113,4355.8109,0.5,0.0,train
-8573,United Kingdom,EUR,warm_moist,-3.17625,51.48178,12.0,13,background,urban,37.6,0.0,0.0,0.0,0.0,8.5,0.0,0.0,0.0,0.0,29.3,1.4,7.8,7.0,7.1,0.0,0.0,3.5669999999999997,0.0,4.19442,5.09,12617,12762,19570,62,56.83,63,19.1944,21.6083,16.801,19.3813,11.0273,26.7328,33.0818,42.1042,39.7233,26.1001,38.8006,32.7709,1469.04,0.3333,0.0,train
-8577,United Kingdom,EUR,cool_moist,-2.68345,51.05625,54.0,19,background,rural,0.0,0.0,0.0,0.0,0.0,1.9,0.0,0.0,0.0,0.0,38.4,0.0,34.7,0.0,24.3,0.0,0.0,7.327999999999999,0.0,2.96143,3.75,2205,2221,3190,9,12.65,61,27.7447,31.1725,24.3632,28.4036,20.7179,35.0868,40.7675,50.123999999999995,47.8684,35.0526,45.8441,63.4626,5203.7771,1.0,0.0,train
-8584,United Kingdom,EUR,cool_moist,-1.5196120000000002,52.394399,95.0,22,background,urban,0.0,0.0,0.0,0.0,0.0,1.8,0.0,0.0,0.0,0.0,3.8,0.0,73.3,11.8,9.0,0.0,0.0,5.3839999999999995,0.0,10.4051,5.75,38939,38939,47784,63,59.44,63,21.3276,25.1493,17.5759,21.7204,12.3639,29.7402,36.0893,45.5393,43.2737,29.6759,41.9037,40.6487,2839.482,0.3333,0.0,test
-8585,United Kingdom,EUR,cool_moist,-3.0069529999999998,51.6538,71.0,48,background,urban,18.2,0.0,0.0,0.0,0.0,14.7,0.0,0.0,0.0,0.0,41.7,0.0,6.1,6.5,10.5,0.0,0.0,3.2239999999999998,0.0,124.738,4.21,9518,9518,19570,58,45.93,63,21.8859,24.5382,19.2383,22.7229,13.7006,29.7403,35.7551,43.1067,41.8118,28.7461,40.0769,29.7019,1973.5492,0.0,0.0,train
-8586,United Kingdom,EUR,cool_moist,-7.329115,55.001225,32.0,36,background,urban,8.4,1.4,0.0,0.0,0.0,12.9,0.0,0.0,0.0,0.0,74.4,0.0,0.0,0.0,0.0,0.0,0.0,0.10300000000000001,0.0,6.758139999999999,1.52,19652,26278,26278,60,45.08,62,24.1307,25.2113,23.0534,24.7278,16.708,31.0769,37.0918,44.4433,42.313,29.5899,41.6883,21.4531,1658.5435,0.0,0.0,val
-8591,United Kingdom,EUR,cool_moist,-3.182186,55.945589,81.0,69,background,urban,21.9,1.1,0.0,0.0,0.0,14.1,0.0,0.0,0.0,0.0,38.5,1.1,13.3,6.9,2.6,0.0,0.0,0.365,0.0,13.2478,3.0,74745,74745,74745,63,62.68,63,20.2761,20.8678,19.6803,21.0521,13.3664,27.4011,32.7477,39.7049,37.7601,24.7127,35.2272,12.4925,763.7148,0.0,0.0,val
-8592,United Kingdom,EUR,cool_moist,-3.20687,55.313340000000004,269.0,22,background,rural,0.0,0.0,0.0,0.0,0.0,31.5,0.0,0.0,0.0,0.0,63.2,0.0,1.5,0.0,3.0,0.0,0.0,0.0,0.0,0.016130000000000002,1.67,79,81,405,0,0.0,29,26.5415,29.6159,23.4899,27.4011,20.0496,33.416,38.0942,45.7799,43.6496,32.9301,42.9293,25.7026,2509.5722,0.3333,0.0,val
-8593,United Kingdom,EUR,cool_moist,-3.532465,50.725083000000005,43.0,57,traffic,urban,10.6,0.0,0.0,0.0,0.0,5.8,0.0,0.0,0.0,0.0,38.5,0.0,20.0,0.0,22.3,0.0,0.0,0.07200000000000001,0.0,7.4103,2.58,34777,34777,34777,62,43.71,63,17.7492,19.5743,18.1349,19.5484,11.0273,26.5658,32.0794,39.598,37.593,24.0171,36.1649,15.6081,749.3571,0.0,0.0,train
-8596,United Kingdom,EUR,cool_moist,-5.101102,56.82266,5.0,109,background,rural,2.5,4.9,0.0,0.0,0.0,34.9,0.0,16.0,0.0,0.0,32.2,0.0,4.0,0.0,3.9,0.0,0.0,0.0,0.0,0.991384,0.98,3380,3380,3380,34,17.14,49,25.4887,27.4509,23.5234,27.4011,17.7105,34.4185,39.4309,45.7799,44.1927,31.7622,43.2294,22.0884,1961.807,0.3333,0.0,val
-8597,Gibraltar,EUR,warm_dry,-5.350280000000001,36.112778000000006,50.0,-2,background,urban,66.4,0.0,0.0,0.0,0.0,5.9,0.0,0.0,15.9,0.0,0.0,1.0,6.1,1.6,0.0,0.0,0.0,0.0,0.0,44.5046,2.73,4739,28745,45165,22,22.27,63,30.3496,35.6949,24.9801,32.0793,18.3788,42.1041,50.4582,59.4805,56.6819,40.5754,53.9365,68.0366,14837.1554,1.0,0.0,train
-8601,United Kingdom,EUR,cool_moist,-4.255161,55.857730000000004,5.0,0,background,urban,0.0,2.2,0.0,0.0,0.0,21.4,0.0,0.0,0.0,0.0,54.8,0.0,1.1,14.2,5.7,0.0,0.0,0.0,0.0,20.1294,3.62,58562,58562,58562,63,62.99,63,16.5772,16.2848,14.4368,15.0372,6.5161,23.057,29.072,36.0892,34.5856,20.2307,34.2811,12.360999999999999,116.8104,0.0,0.0,train
-8605,United Kingdom,EUR,cool_moist,-2.4720560000000003,53.460080000000005,21.0,5,background,suburban,0.0,1.3,0.0,0.0,0.0,12.2,0.0,0.0,0.0,0.0,34.1,0.0,11.9,30.2,9.2,0.0,0.0,6.399,0.0,7.2457,8.05,17282,26434,41677,44,55.85,63,19.9643,24.145,15.8274,20.7179,9.3565,29.0719,36.4235,45.1116,43.2737,28.9795,42.6349,30.2749,2479.7905,0.3333,0.0,test
-8608,United Kingdom,EUR,cool_moist,-2.4508,54.68423000000001,847.0,521,background,rural,0.0,0.0,0.0,0.0,0.0,7.5,0.0,0.0,0.0,0.0,86.1,0.0,1.3,0.0,4.6,0.0,0.0,0.0,0.0,0.562573,2.15,306,306,1458,0,0.0,52,28.0174,28.0483,27.9895,28.4036,23.057,33.7501,37.0918,42.4383,40.3498,31.1728,38.6578,13.3939,577.7481,0.0,0.0,train
-8611,United Kingdom,EUR,cool_moist,-0.80855,54.33494399999999,267.0,154,background,rural,2.0,0.0,0.0,0.0,0.0,27.8,0.0,0.0,0.0,0.0,36.6,0.0,29.9,0.0,2.0,0.0,0.0,0.5379999999999999,0.0,0.421246,3.11,266,553,6493,0,1.53,60,29.429000000000002,31.5552,27.3487,29.7402,23.0571,35.7551,41.77,51.1265,47.9102,35.1633,46.3843,61.3432,5182.312,1.0,0.0,val
-8616,United Kingdom,EUR,cool_moist,-0.34122199999999997,53.748780000000004,4.0,4,background,urban,12.0,0.0,0.0,0.0,0.0,1.8,0.0,0.0,0.0,0.0,2.9,1.8,73.7,6.1,0.0,0.0,0.0,4.956,0.0,34.248000000000005,5.28,25323,36049,36049,63,56.24,63,16.8064,18.3514,15.2946,16.0397,8.354,23.7253,30.4086,39.0967,36.3399,22.144000000000002,34.7032,12.8849,790.3725,0.0,0.0,train
-8620,United Kingdom,EUR,cool_moist,-1.7520099999999998,53.403369999999995,420.0,93,background,rural,0.0,1.3,0.0,0.0,0.0,20.0,0.0,0.0,0.0,0.0,58.2,0.0,4.0,7.0,9.0,0.0,0.0,2.4090000000000003,0.0,0.576095,4.89,2187,2197,28533,7,8.01,63,27.3194,29.0308,25.6086,27.7353,21.3862,33.0818,38.4284,46.4483,43.9838,32.6401,43.1552,41.1652,3149.3762,0.3333,0.0,test
-8621,United Kingdom,EUR,cool_moist,-1.5331190000000001,52.28881,175.0,10,background,urban,0.0,0.0,0.0,0.0,0.0,1.1,0.0,0.0,0.0,0.0,3.1,0.0,82.7,6.3,6.6,0.0,0.0,6.37,0.0,4.68302,5.35,6202,6202,39214,62,45.95,63,20.3928,23.8713,16.988,20.0496,10.6931,28.7378,36.4234,47.4507,45.1116,28.315,43.3331,55.5965,3428.3296,1.0,0.0,test
-8622,United Kingdom,EUR,cool_moist,-1.5464719999999998,53.80378,78.0,21,background,urban,0.0,1.1,0.0,0.0,0.0,10.5,0.0,0.0,0.0,0.0,27.1,0.0,33.9,20.2,6.3,0.0,0.0,0.7490000000000001,0.0,47.1153,5.19,16966,16983,16983,63,63.0,63,17.6857,19.5578,15.8152,17.3763,8.6882,25.7303,32.7477,41.77,39.0967,23.8648,38.3439,24.4009,1217.2919,0.3333,0.0,test
-8624,United Kingdom,EUR,cool_moist,-1.133006,52.631347999999996,65.0,12,background,urban,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,6.3,0.0,75.7,7.2,9.7,0.0,0.0,0.233,0.0,18.0886,6.38,46937,50564,50603,63,62.64,63,15.7052,18.1946,13.3071,15.0372,7.6857,22.7229,29.0719,37.4259,35.0868,22.3016,33.6992,12.4386,740.5293,0.0,0.0,test
-8625,United Kingdom,EUR,cool_moist,-2.7366650000000003,52.221740000000004,75.0,0,background,suburban,0.0,0.0,0.0,0.0,0.0,5.9,0.0,0.0,0.0,0.0,41.0,0.0,34.3,0.0,18.4,0.0,0.0,6.624,0.0,2.25963,3.38,1246,1247,2447,23,14.58,62,23.6674,27.906999999999996,19.4222,24.7279,14.3689,32.4135,39.0967,48.4532,46.1559,32.1944,45.4585,65.0827,3935.7728,0.3333,0.0,test
-8626,United Kingdom,EUR,cool_moist,-1.185319,60.139219999999995,85.0,8,background,rural,66.7,5.2,0.0,0.0,0.0,10.9,0.0,0.0,0.0,0.0,15.6,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.4075,1.15,1152,4095,4095,16,15.04,52,33.2065,34.2177,33.2257,34.5856,29.0719,39.0967,43.1066,47.6178,45.5711,36.9323,45.5278,30.336,3930.4266,0.0,0.0,val
-8631,United Kingdom,EUR,cool_moist,-2.8443330000000002,53.34633,26.0,27,industrial,urban,7.1,2.0,0.0,0.0,0.0,9.3,0.0,0.0,0.0,0.0,32.1,0.0,15.6,22.5,9.5,0.0,0.0,2.7489999999999997,0.0,92.2773,6.98,35697,39278,40511,57,54.28,63,23.4619,26.1522,20.8061,24.3937,15.3714,31.7452,38.7625,46.1141,44.5268,30.6238,43.4965,40.6775,2770.52,0.0,0.0,test
-8634,United Kingdom,EUR,warm_dry,-0.125889,51.522290000000005,20.0,29,background,urban,0.0,1.8,0.0,0.0,0.0,10.7,0.0,0.0,0.0,0.0,9.8,0.0,11.0,61.0,4.2,0.0,0.0,0.0,0.0,78.6076,11.01,121239,132790,147838,63,63.0,63,12.7746,14.3515,11.2772,11.6956,4.0099,19.0471,26.3986,37.4259,34.1261,18.5203,32.8024,26.6856,945.2437,0.0,0.0,train
-8641,United Kingdom,EUR,warm_dry,0.070842,51.452664,60.0,35,background,suburban,0.0,1.7,0.0,0.0,0.0,10.1,0.0,0.0,0.0,0.0,15.2,0.0,20.1,45.4,5.7,0.0,0.0,0.0,0.0,31.6435,9.11,47514,70545,147838,63,62.98,63,19.5128,22.6096,16.4176,19.7154,9.0223,28.4036,35.421,46.1141,43.2737,27.1524,41.3835,57.1362,2677.8521,0.3333,0.0,train
-8643,United Kingdom,EUR,warm_dry,-0.12643900000000002,51.58605,30.0,47,background,urban,0.0,1.6,0.0,0.0,0.0,10.4,0.0,0.0,0.0,0.0,10.9,0.0,14.1,58.0,3.9,0.0,0.0,0.0,0.0,78.6076,11.01,132790,145800,147838,63,63.0,63,18.3911,21.9643,14.8137,18.0446,8.354,26.3987,34.4185,46.4482,42.0624,27.028000000000002,40.1096,49.7616,3000.6037,1.0,0.0,train
-8644,United Kingdom,EUR,warm_dry,-0.441614,51.48879,35.0,7,industrial,urban,0.0,2.2,0.0,0.0,0.0,24.6,0.0,0.0,0.0,0.0,7.1,0.0,14.1,42.3,8.5,0.0,0.0,2.511,0.0,58.1576,9.46,30381,51706,147838,63,63.0,63,17.2773,20.8259,13.7855,17.0422,6.349,26.3987,33.416,44.1091,41.227,26.3597,41.1531,44.3439,2246.5536,0.3333,0.0,train
-8647,United Kingdom,EUR,warm_dry,-0.46086099999999997,51.49633,34.0,10,background,suburban,0.0,2.1,0.0,0.0,0.0,25.8,0.0,0.0,0.0,0.0,7.0,0.0,16.3,38.3,9.4,0.0,0.0,2.511,0.0,58.1576,9.46,28312,33237,147838,63,62.96,63,12.9386,15.6691,10.2439,10.0248,3.0074,20.3838,29.4061,40.0992,37.4259,21.0479,35.3725,26.3765,1145.8068,0.3333,0.0,train
-8650,United Kingdom,EUR,warm_dry,-0.154611,51.522529999999996,35.0,27,traffic,urban,0.0,2.5,0.0,0.0,0.0,12.3,0.0,0.0,0.0,0.0,8.8,0.0,9.2,61.2,4.6,0.0,0.0,0.0,0.0,78.6076,11.01,121239,132790,147838,63,63.0,63,8.6734,8.9983,7.7487,5.5136,2.5062,11.5285,19.5484,30.5756,27.8815,12.3316,23.7109,4.6613,76.8655,0.0,0.0,train
-8651,United Kingdom,EUR,warm_dry,-0.21343099999999998,51.52106,5.0,10,background,urban,0.0,2.9,0.0,0.0,0.0,14.0,0.0,0.0,0.0,0.0,8.0,0.0,10.1,58.8,5.0,0.0,0.0,0.0,0.0,66.8901,11.06,135487,135487,147838,63,63.0,63,18.7626,22.1095,15.4111,18.3788,7.6857,27.4011,35.4209,47.7849,44.2941,27.1115,42.9731,57.1576,3585.5765,0.6667,0.0,train
-8654,United Kingdom,EUR,warm_moist,-0.339647,51.42099,29.0,4,background,urban,0.0,2.1,0.0,0.0,0.0,22.4,0.0,0.0,0.0,0.0,9.4,0.0,9.4,48.2,7.4,0.0,0.0,2.859,0.0,26.6475,10.41,23042,43156,147838,63,62.56,63,22.2454,26.2175,18.2659,22.7229,13.0322,30.4086,38.0942,50.123999999999995,46.0305,30.639,44.769,89.16799999999999,5434.0562,2.3333,0.0,train
-8656,United Kingdom,EUR,warm_dry,-0.131931,51.49467,5.0,11,background,urban,0.0,2.1,0.0,0.0,0.0,11.5,0.0,0.0,0.0,0.0,9.5,0.0,10.1,60.7,4.7,0.0,0.0,0.0,0.0,48.7382,10.63,123144,147838,147838,63,63.0,63,17.5955,19.6223,15.5997,17.3763,8.6882,25.3962,32.0794,42.6455,40.2663,24.2886,38.226,37.8922,1873.9518,0.0,0.0,train
-8657,United Kingdom,EUR,cool_moist,-7.90033,54.43951,130.0,71,background,rural,3.6,4.0,0.0,0.0,0.0,26.7,0.0,0.0,0.0,0.0,63.5,0.0,0.0,0.0,2.1,0.0,0.0,0.0,0.0,0.062451,1.68,201,230,5758,0,1.09,58,25.1854,29.1666,21.248,26.3987,17.3763,33.7501,39.0967,46.4483,44.7357,33.0931,44.4585,37.8739,3116.8131,0.3333,0.0,train
-8658,United Kingdom,EUR,cool_moist,0.18125,50.7937,125.0,94,background,rural,54.4,0.0,0.0,0.0,0.0,1.9,0.0,0.0,0.0,0.0,12.6,0.0,22.2,2.0,6.0,0.0,0.0,0.0,0.0,3.98616,3.97,2383,21715,40631,7,15.59,63,21.9609,26.4689,22.5502,24.5608,18.0446,30.0744,35.588,49.1216,44.2344,29.8259,34.6932,64.843,2862.9779,0.5,0.0,val
-8661,United Kingdom,EUR,warm_moist,-2.2378810000000002,53.481519999999996,45.0,22,background,urban,0.0,1.2,0.0,0.0,0.0,12.6,0.0,0.0,0.0,0.0,43.6,0.0,7.3,25.1,9.5,0.0,0.0,0.0,0.0,31.5722,8.29,41549,41677,41677,63,63.0,63,14.4464,15.8501,13.0559,13.0322,5.0124,22.0546,29.7402,37.7601,35.7551,20.2659,35.2681,8.2606,481.93199999999996,0.0,0.0,test
-8662,United Kingdom,EUR,cool_moist,-2.24328,53.369026,68.0,39,industrial,suburban,0.0,1.0,0.0,0.0,0.0,12.4,0.0,0.0,0.0,0.0,48.5,0.0,6.4,22.8,8.3,0.0,0.0,0.9259999999999999,0.0,36.6971,8.18,14274,33913,41677,63,60.78,63,20.6679,23.583000000000002,17.7779,21.7204,12.3639,28.7378,34.4185,43.1066,41.3523,27.9995,40.3966,31.6057,1839.3572,0.3333,0.0,test
-8664,United Kingdom,EUR,cool_moist,-0.7722220000000001,52.554444,145.0,69,background,rural,0.0,0.0,0.0,0.0,0.0,1.6,0.0,0.0,0.0,0.0,4.2,0.0,85.7,3.2,4.5,0.0,0.0,11.638,0.0,19.1168,4.7,1769,4230,50603,8,11.17,63,21.1458,23.7967,18.5307,20.0496,14.0347,27.5682,34.5856,44.1092,41.9162,27.0815,38.8962,30.5382,2300.3493,0.5,0.0,test
-8665,United Kingdom,EUR,cool_moist,-1.220874,54.569297,10.0,8,industrial,urban,20.9,0.0,0.0,0.0,0.0,11.7,0.0,0.0,0.0,0.0,31.6,0.0,22.8,10.3,0.0,0.0,0.0,3.0839999999999996,0.0,7.875489999999999,4.07,29018,29018,29018,63,62.53,63,23.373,25.5472,21.1694,24.0595,16.0397,31.4111,37.4259,45.1116,43.2737,30.1094,41.9903,21.2719,1840.6482,0.0,0.0,val
-8666,United Kingdom,EUR,cool_moist,-3.144889,53.16230600000001,114.0,21,background,suburban,3.1,1.2,0.0,0.0,0.0,15.7,0.0,0.0,0.0,0.0,59.6,0.0,6.7,3.7,9.2,0.0,0.0,2.707,0.0,2.21795,4.04,4035,4035,19252,43,29.23,63,23.0649,25.9574,20.1533,24.7279,16.0397,30.7427,36.0893,42.1042,40.141,30.0397,39.3407,27.864,1599.6751,0.0,0.0,test
-8667,United Kingdom,EUR,cool_moist,-4.6914620000000005,51.781784,169.0,108,background,rural,26.0,1.3,0.0,0.0,0.0,3.0,0.0,0.0,0.0,0.0,66.4,0.0,1.4,0.0,0.0,0.0,0.0,1.703,0.0,0.29720799999999997,2.52,920,926,952,7,8.11,56,29.8539,31.406999999999996,28.3498,30.4086,24.3937,35.7551,40.7675,47.4507,45.2787,34.498000000000005,43.3744,36.3232,3188.5446,0.0,0.0,train
-8668,United Kingdom,EUR,cool_moist,-1.610528,54.97825,45.0,47,background,urban,16.9,0.0,0.0,0.0,0.0,12.7,0.0,0.0,0.0,0.0,44.9,0.0,6.6,16.0,1.2,0.0,0.0,1.4509999999999998,0.0,12.645,3.21,24984,27377,27406,63,62.95,63,20.7131,21.7703,19.7021,20.7179,12.3639,28.4036,35.421,43.4408,41.9371,26.3275,40.7281,14.7996,1169.1114,0.0,0.0,val
-8671,United Kingdom,EUR,cool_moist,-0.885933,52.27349,129.0,53,background,urban,0.0,0.0,0.0,0.0,0.0,1.1,0.0,0.0,0.0,0.0,2.3,0.0,86.6,5.0,4.8,0.0,0.0,7.82,0.0,6.29951,5.38,23331,33431,33431,63,56.68,63,24.9236,27.1967,20.7961,24.0596,16.0397,31.5781,38.5955,49.6227,47.5551,31.9083,44.8857,74.5737,4631.2649,1.5,0.0,test
-8674,United Kingdom,EUR,warm_moist,1.301976,52.61419300000001,10.0,19,background,suburban,0.0,0.0,0.0,0.0,0.0,2.7,0.0,0.0,0.0,0.0,5.8,0.0,87.7,2.2,1.3,0.0,0.0,3.3789999999999996,0.0,6.04097,4.58,12286,25386,31244,55,42.7,63,20.1311,23.3659,16.9463,20.3837,12.6981,27.4011,33.7502,41.4358,40.5169,26.9991,38.7114,27.6261,1474.6219,0.3333,0.0,test
-8676,United Kingdom,EUR,cool_moist,-1.146447,52.954730000000005,41.0,17,background,urban,0.0,0.0,0.0,0.0,0.0,3.7,0.0,0.0,0.0,0.0,5.7,0.0,63.5,13.1,13.1,0.0,0.0,2.142,0.0,12.5798,6.54,30526,41790,46187,63,62.74,63,16.7119,18.9778,14.3778,16.0397,7.0174,24.3937,31.7452,40.4334,38.6373,23.4952,37.9596,22.0711,1174.4214,0.3333,0.0,test
-8680,United Kingdom,EUR,cool_moist,-3.196527,55.657472,167.0,0,background,suburban,0.0,0.0,0.0,0.0,0.0,26.6,0.0,0.0,0.0,0.0,67.2,0.0,2.2,0.0,3.5,0.0,0.0,0.0,0.0,0.360712,1.74,678,1086,8385,31,11.53,62,26.1111,29.1446,23.1191,28.0694,18.0446,34.4185,40.7675,47.4507,45.3622,32.9327,45.1227,25.7331,3413.9372,0.3333,0.0,val
-8681,United Kingdom,EUR,warm_moist,-4.142361,50.37167,18.0,9,background,urban,34.8,1.1,0.0,0.0,0.0,4.6,0.0,0.0,0.0,0.0,38.5,0.0,12.8,1.8,5.5,0.0,0.0,0.011000000000000001,0.0,12.8395,2.35,12715,38250,38250,58,46.38,63,21.8273,23.833000000000002,19.8072,22.7229,14.7031,29.7402,34.7526,42.1041,40.3081,27.9835,39.396,11.1675,805.1881,0.0,0.0,train
-8683,United Kingdom,EUR,cool_moist,-3.770822,51.58395,5.0,38,industrial,urban,35.3,1.1,0.0,0.0,0.0,15.2,0.0,0.0,0.0,0.0,30.5,0.0,5.4,3.4,8.0,0.0,0.0,0.0,0.0,5.12153,4.2,4558,5348,12750,61,41.5,63,25.5907,27.8808,23.3444,26.7328,18.0446,33.0818,39.0967,47.7849,44.9445,32.1891,43.7336,34.6664,2855.2431,0.3333,0.0,train
-8684,United Kingdom,EUR,warm_moist,-1.068583,50.82881,5.0,0,background,urban,28.9,2.3,0.0,0.0,0.0,6.2,0.0,0.0,0.0,0.0,5.0,1.7,39.1,6.3,9.7,0.0,0.0,0.0,0.0,32.0758,5.62,44084,44084,46736,63,56.99,63,22.5374,25.4531,19.622,23.057,14.0347,30.7427,36.7576,45.7799,42.9813,30.0506,42.1701,31.3206,2263.7022,0.0,0.0,test
-8685,United Kingdom,EUR,cool_moist,-2.6803529999999998,53.76559,40.0,30,background,urban,1.2,1.0,0.0,0.0,0.0,8.5,0.0,0.0,0.0,0.0,64.6,0.0,11.1,6.9,6.2,0.0,0.0,3.721,0.0,10.3006,5.63,11644,11644,38160,63,61.51,63,20.3032,22.5996,18.0641,21.0521,12.0297,28.7378,34.4185,41.77,39.9321,26.9936,39.245,19.5298,1124.9661,0.0,0.0,test
-8687,United Kingdom,EUR,cool_moist,-0.944067,51.45309,58.0,15,background,urban,0.0,0.0,0.0,0.0,0.0,19.7,0.0,0.0,0.0,0.0,8.9,0.0,42.0,9.8,18.1,0.0,0.0,0.0,0.0,12.1052,6.27,25732,49609,49609,63,59.75,63,19.8264,23.8814,15.8241,19.7154,9.6906,28.4036,35.421,46.7824,44.1091,28.7134,42.5052,52.6982,3274.6378,0.6667,0.0,train
-8689,United Kingdom,EUR,warm_dry,0.634889,51.45617,14.0,6,background,rural,18.5,2.8,0.0,0.0,0.0,4.8,0.0,0.0,0.0,0.0,7.6,1.6,43.8,12.2,7.4,0.0,0.0,5.776,0.0,4.38543,6.51,11940,12690,25866,21,29.07,63,22.6183,27.3076,19.8142,24.5608,15.0372,31.5782,38.0942,47.1165,44.9236,31.5532,42.0592,49.3648,3579.9211,0.5,0.0,train
-8692,United Kingdom,EUR,warm_moist,-2.334139,53.484809999999996,30.0,12,industrial,urban,0.0,0.0,0.0,0.0,0.0,12.6,0.0,0.0,0.0,0.0,40.0,0.0,8.3,28.7,8.8,0.0,0.0,2.8339999999999996,0.0,25.1442,8.57,26512,27385,41677,63,62.88,63,16.6028,19.1736,14.088,16.0397,6.349,25.061999999999998,32.0794,41.1017,38.3866,23.566999999999997,37.2942,20.8818,1004.3622,0.0,0.0,test
-8695,United Kingdom,EUR,cool_moist,-1.995556,52.520619999999994,172.0,44,background,urban,0.0,1.3,0.0,0.0,0.0,6.0,0.0,0.0,0.0,0.0,11.6,0.0,38.0,30.4,12.3,0.0,0.0,0.0,0.0,36.0197,6.84,41913,46705,47829,63,63.0,63,22.8472,25.373,20.3003,23.5583,13.5335,31.5781,38.5955,50.123999999999995,46.6153,30.6586,45.773999999999994,45.1261,4259.5677,0.5,0.0,test
-8699,United Kingdom,EUR,cool_moist,-1.473306,53.37772,35.0,21,background,urban,0.0,0.0,0.0,0.0,0.0,16.3,0.0,0.0,0.0,0.0,30.1,0.0,27.4,14.6,9.9,0.0,0.0,0.162,0.0,16.1335,6.06,18022,18022,18022,63,62.26,63,19.901,21.0487,18.735,20.3838,10.6931,28.0694,33.7501,41.1017,39.222,25.9447,38.8006,17.4894,921.1367,0.0,0.0,test
-8703,United Kingdom,EUR,warm_moist,-1.395778,50.90814,7.0,6,background,urban,12.3,1.1,0.0,0.0,0.0,20.0,0.0,0.0,0.0,0.0,5.2,1.3,35.9,7.5,15.6,0.0,0.0,0.0,0.0,103.471,5.86,46170,46736,46736,63,60.77,63,17.9118,20.5871,15.2984,18.0446,9.0223,25.7303,32.0794,41.1017,38.8043,25.1096,36.7279,24.3575,1124.9055,0.0,0.0,test
-8704,United Kingdom,EUR,warm_dry,0.678408,51.544206,37.0,22,background,urban,25.0,3.7,0.0,0.0,0.0,4.0,0.0,0.0,0.0,0.0,5.5,2.0,44.4,10.5,3.7,0.0,0.0,2.471,0.0,31.5863,7.0,16024,22106,25866,58,48.69,63,20.0417,23.1308,17.5554,21.0521,12.530999999999999,28.0694,34.0843,42.6054,40.3498,27.2433,37.7083,27.604,1523.4479,0.0,0.0,train
-8707,United Kingdom,EUR,warm_dry,1.049031,51.77798,8.0,2,background,rural,42.4,3.1,0.0,0.0,0.0,1.4,0.0,0.0,0.0,0.0,1.3,1.8,46.6,1.7,1.3,0.0,0.0,6.8389999999999995,0.0,1.31768,6.01,2901,5418,6383,8,12.64,63,24.7676,28.1386,21.4235,25.3962,17.7105,32.0794,38.0942,46.8425,45.1116,31.9892,44.4339,40.8378,3201.5558,0.3333,0.0,train
-8715,United Kingdom,EUR,cool_moist,-2.175133,53.028209999999994,172.0,38,background,urban,0.0,0.0,0.0,0.0,0.0,4.3,0.0,0.0,0.0,0.0,74.1,0.0,7.7,5.2,8.4,0.0,0.0,0.7140000000000001,0.0,14.0225,4.88,31653,32310,32310,63,62.05,63,20.1332,21.2054,19.0835,20.3838,12.3639,27.7353,33.7502,42.8527,40.0992,25.4862,38.9236,27.9959,1291.8564,0.0,0.0,test
-8717,United Kingdom,EUR,cool_moist,-4.7765830000000005,57.73445600000001,266.0,94,background,rural,0.0,2.9,0.0,0.0,0.0,32.9,0.0,32.1,0.0,0.0,29.0,0.0,0.0,0.0,1.7,0.0,0.0,0.0,0.0,0.020832,0.84,13,17,1929,0,0.0,36,32.0446,33.5062,30.6028,32.4135,26.0645,38.4284,43.1066,48.7874,47.2001,36.2451,45.9247,24.1061,4638.1679,0.3333,0.0,train
-8719,United Kingdom,EUR,cool_moist,-1.406878,54.88361,110.0,61,background,urban,36.6,0.0,0.0,0.0,0.0,9.5,0.0,0.0,0.0,0.0,25.4,0.0,9.7,15.9,1.5,0.0,0.0,2.681,0.0,5.283119999999999,3.51,18813,23894,27406,63,60.45,63,23.8878,24.8938,22.8998,25.061999999999998,16.3738,31.410999999999998,37.7601,45.1116,43.0649,29.4058,40.988,27.1934,1428.0970000000002,0.0,0.0,val
-8723,United Kingdom,EUR,cool_moist,0.317969,51.47707,8.0,12,background,urban,4.8,1.9,0.0,0.0,0.0,8.7,0.0,0.0,0.0,0.0,12.3,0.0,34.3,29.2,6.4,0.0,0.0,6.644,0.0,10.6184,8.37,11974,15138,131829,63,62.28,63,18.6558,22.16,15.2766,18.7129,8.354,27.4011,34.4185,44.1091,42.2713,26.5072,40.4856,42.1035,2335.4888,0.0,0.0,train
-8729,United Kingdom,EUR,cool_moist,1.122017,52.95049,16.0,11,background,rural,44.0,0.0,0.0,0.0,0.0,2.9,0.0,0.0,0.0,0.0,3.5,0.0,47.3,0.0,0.0,0.0,0.0,0.0,0.0,0.954398,3.71,1270,1366,3032,8,7.75,44,32.2567,34.3792,30.1144,32.0794,25.061999999999998,39.0967,45.7799,54.8023,53.5491,38.1281,50.1537,100.4567,9105.3737,2.0,0.0,test
-8732,United Kingdom,EUR,cool_moist,-2.638139,53.54914,45.0,15,background,urban,0.0,1.1,0.0,0.0,0.0,12.3,0.0,0.0,0.0,0.0,31.0,0.0,19.4,26.7,8.3,0.0,0.0,2.739,0.0,15.2485,6.98,19875,19875,40511,63,61.48,63,20.7489,24.3891,17.1101,21.0521,8.6882,31.4111,38.0942,46.1141,44.4851,29.5465,43.823,36.5929,2852.5895,0.3333,0.0,test
-8734,United Kingdom,EUR,cool_moist,-3.022722,53.37286999999999,38.0,31,background,urban,27.1,2.0,0.0,0.0,0.0,7.4,0.0,0.0,0.0,0.0,21.9,0.0,14.7,19.0,5.7,0.0,0.0,1.482,0.0,44.7393,5.76,14703,17694,40511,63,60.13,63,21.105999999999998,23.5277,18.736,21.8039,13.0323,28.5707,35.0868,44.1091,41.3523,27.7613,41.0852,29.5942,1764.5055,0.0,0.0,test
-8740,United Kingdom,EUR,cool_moist,-3.71651,50.5976,119.0,91,background,rural,8.4,1.4,0.0,0.0,0.0,7.3,0.0,0.0,0.0,0.0,53.5,0.0,15.7,1.4,11.7,0.0,0.0,2.188,0.0,1.61496,2.58,2639,2642,34777,8,9.37,63,30.2046,32.8656,27.6584,30.4086,23.3912,37.0918,42.7725,51.7948,48.9127,36.4148,48.1796,59.7946,6724.7183,1.6667,0.0,train
-8743,Greece,EUR,warm_dry,22.945288,40.633774,27.0,34,traffic,urban,17.3,0.0,0.0,0.0,0.0,3.1,0.0,0.0,12.2,0.0,8.2,0.0,48.9,8.2,0.0,0.0,0.0,0.0,0.0,21.3978,2.67,238321,238321,238321,62,58.04,63,23.7208,31.4498,19.8862,21.0521,7.7692,41.1017,55.1364,67.918,63.3442,37.3835,65.9211,150.5812,25419.0513,12.0,0.0,train
-8744,Greece,EUR,warm_dry,23.09,38.37,110.0,109,background,rural,5.4,0.0,0.0,0.0,0.0,1.7,0.0,0.0,33.8,0.0,5.0,0.0,47.0,0.0,2.0,0.0,0.0,1.548,0.221,0.32236,1.39,830,901,1885,16,10.26,57,28.147,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,54.6688,-999.0,-999.0,-999.0,-999.0,test
-8746,Greece,EUR,tropical_dry,23.726843,37.978207,100.0,86,traffic,urban,25.9,0.0,0.0,0.0,0.0,0.0,0.0,1.4,12.3,0.0,3.9,0.0,26.0,26.6,0.0,0.0,0.0,0.0,0.0,14.012,3.91,367431,367431,367431,63,62.99,63,17.9108,23.4393,12.3431,15.7055,5.5136,26.8999,37.2588,51.4606,49.3721,29.2337,49.1864,83.2968,5477.7602,0.0,0.0,test
-8747,Greece,EUR,warm_dry,23.819418,37.995106,290.0,106,background,suburban,28.2,0.0,0.0,0.0,0.0,0.0,0.0,0.0,11.0,0.0,3.9,0.0,27.2,25.7,0.0,0.0,0.0,0.036000000000000004,0.0,6.01193,3.31,104328,237344,367431,63,60.58,63,43.7998,47.0203,40.5642,43.775,33.5831,54.1339,61.8196,71.1761,70.1109,52.3388,67.9654,257.8926,45071.488,30.6667,2.3333,test
-8749,Greece,EUR,tropical_dry,23.538446,38.05135,20.0,11,industrial,urban,29.1,0.0,0.0,0.0,0.0,0.0,0.0,1.2,24.9,0.0,3.8,0.0,18.1,18.9,0.0,0.0,0.0,0.0,0.0,15.61,3.55,9262,15018,367431,62,56.17,63,31.9657,39.1853,24.7489,32.2464,18.3788,44.4433,53.7997,67.3333,62.8012,46.3887,66.0662,210.0971,26926.6716,11.6667,1.6667,test
-8755,Greece,EUR,warm_dry,22.893438,40.67355,30.0,20,industrial,urban,13.5,0.0,0.0,0.0,0.0,2.3,0.0,0.0,10.2,0.0,7.9,0.0,56.1,8.1,0.0,0.0,0.0,0.043,0.262,15.3563,2.71,54210,238321,238321,62,60.92,63,41.1438,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,76.2983,-999.0,-999.0,-999.0,-999.0,train
-8756,Greece,EUR,warm_dry,23.879023,37.901306,140.0,46,background,suburban,43.2,0.0,0.0,0.0,0.0,0.0,0.0,1.3,5.4,0.0,4.2,0.0,23.3,20.2,0.0,0.0,0.0,0.187,0.0,6.01193,3.31,4012,5058,367431,62,56.34,63,40.1738,44.3031,36.0266,40.2663,28.7378,51.6277,59.9817,68.1687,66.9364,49.0379,64.2176,152.6505,38025.6182,15.6667,0.0,test
-8758,Greece,EUR,warm_dry,23.697842,38.076814,165.0,64,background,suburban,11.7,1.2,0.0,0.0,0.0,1.7,0.0,1.2,28.0,0.0,3.2,0.0,26.0,24.9,0.0,0.0,0.0,0.057999999999999996,0.0,59.6506,4.01,66569,205819,367431,63,62.13,63,31.8655,38.6265,25.1466,33.2489,19.3813,44.2762,51.9619,64.3258,62.5506,44.5255,61.4597,220.5332,24283.001,11.6667,1.0,test
-8759,Greece,EUR,warm_dry,23.776885999999998,38.069633,210.0,118,background,suburban,11.3,1.2,0.0,0.0,0.0,1.8,0.0,1.0,24.5,0.0,4.1,0.0,29.0,25.7,0.0,0.0,0.0,0.0,0.002,47.5343,3.7,116104,192476,367431,63,63.0,63,32.3341,39.4501,25.1584,33.2489,17.8775,47.4507,55.6376,65.3249,64.0334,45.4922,65.0633,246.9005,30419.057999999997,16.3333,2.3333,test
-8760,Greece,EUR,warm_dry,23.787357,38.030838,170.0,68,traffic,urban,17.6,1.2,0.0,0.0,0.0,1.6,0.0,1.3,17.2,0.0,4.4,0.0,28.4,26.6,0.0,0.0,0.0,0.0,0.002,47.5343,3.7,192476,280643,367431,63,62.99,63,33.157,40.6364,25.7395,34.9197,18.5459,48.1191,56.6401,66.9991,64.9941,46.3799,65.2396,244.7086,31511.7046,15.6667,2.3333,test
-8761,Greece,EUR,tropical_dry,23.713009,37.931995,50.0,47,background,urban,35.7,0.0,0.0,0.0,0.0,0.0,0.0,1.4,6.7,0.0,3.9,0.0,23.9,26.1,0.0,0.0,0.0,0.0,0.0,14.012,3.91,261279,367431,367431,63,60.06,63,34.2963,42.153999999999996,26.3338,35.421,19.7154,48.7873,58.3109,70.58800000000001,68.5655,48.4998,69.5445,244.8955,37896.007000000005,23.0,2.0,test
-8762,Greece,EUR,warm_dry,22.876231,40.739841999999996,229.0,226,background,suburban,10.3,0.0,0.0,0.0,0.0,2.0,0.0,0.0,10.9,0.0,10.2,0.0,57.7,7.8,0.0,0.0,0.0,4.718999999999999,0.379,15.1547,2.54,941,7042,238321,54,42.4,63,41.8638,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,59.5799,-999.0,-999.0,-999.0,-999.0,train
-8763,Greece,EUR,warm_dry,23.638914,38.306217,100.0,22,industrial,urban,9.8,1.3,0.0,0.0,0.0,1.9,0.0,0.0,35.5,0.0,2.5,0.0,39.8,6.9,0.0,0.0,0.0,1.984,0.027999999999999997,4.6557699999999995,1.78,1916,2414,31673,59,40.3,63,27.041,32.4195,21.6686,27.066999999999997,18.3788,36.2563,43.1066,50.2911,48.8082,36.578,46.6413,37.9372,9229.6676,0.0,0.0,test
-8764,Greece,EUR,warm_dry,23.031681,40.588931,363.0,257,background,suburban,15.9,0.0,0.0,0.0,0.0,5.1,0.0,0.0,16.5,0.0,10.0,0.0,42.4,7.5,0.0,0.0,0.0,6.0360000000000005,0.46399999999999997,1.1833799999999999,2.57,6751,41809,238321,58,47.6,63,45.5756,50.0386,45.5433,48.8709,34.8362,60.9006,70.6748,81.4515,79.4779,55.5388,72.3943,313.9659,62511.1985,85.0,1.5,train
-8765,Greece,EUR,tropical_dry,23.733047,37.999458000000004,105.0,75,traffic,urban,25.9,0.0,0.0,0.0,0.0,0.0,0.0,1.4,12.3,0.0,3.9,0.0,26.0,26.6,0.0,0.0,0.0,0.0,0.0,14.012,3.91,367431,367431,367431,63,63.0,63,12.458,14.8268,10.1171,8.8552,3.0074,18.7129,30.0744,42.2712,38.6999,19.9865,36.5491,16.217,1108.7747,0.0,0.0,test
-8768,Greece,EUR,warm_dry,23.688354,38.020804999999996,80.0,46,background,urban,19.5,1.1,0.0,0.0,0.0,1.7,0.0,1.3,22.8,0.0,2.8,0.0,22.5,26.0,0.0,0.0,0.0,0.057999999999999996,0.0,59.6506,4.01,205819,280643,367431,63,63.0,63,31.6885,38.0117,25.4005,32.0793,17.7105,45.7799,53.9669,64.827,62.9056,43.9269,65.0925,233.3189,26573.9436,10.6667,1.3333,test
-8769,Greece,EUR,warm_dry,23.647510999999998,37.943287,20.0,6,traffic,urban,43.0,0.0,0.0,0.0,0.0,0.0,1.3,1.2,8.1,0.0,3.0,0.0,17.0,24.2,0.0,0.0,0.0,0.0,0.0,27.7365,4.0,156681,241014,367431,63,54.41,63,21.0883,26.6344,15.6206,19.2142,7.1844,32.4135,43.1066,54.9359,50.6252,33.269,53.6705,62.3478,8600.9326,0.0,0.0,test
-8771,Greece,EUR,warm_dry,22.802366,40.657845,14.0,-1,industrial,urban,21.9,0.0,0.0,0.0,0.0,0.0,0.0,0.0,5.5,0.0,4.6,0.0,57.3,8.1,0.0,0.0,0.0,0.0,2.092,15.3563,2.71,3554,4787,238321,55,42.09,63,24.7422,34.6627,19.337,24.0595,12.0298,35.588,45.2787,55.4706,52.5467,36.8429,52.8834,96.4067,12575.8602,0.3333,0.0,train
-8772,Greece,EUR,warm_dry,23.758183,38.143524,550.0,482,background,suburban,10.4,1.2,0.0,0.0,0.0,2.0,0.0,0.0,27.7,0.0,3.5,0.0,29.6,23.3,0.0,0.0,0.0,0.0,0.0,12.1957,2.93,12053,12859,367431,59,42.64,63,45.2196,47.1489,43.4256,44.7774,34.7527,55.22,62.4879,70.3407,68.6699,51.5378,70.835,344.0478,43489.8225,28.3333,5.0,test
-8775,Greece,EUR,tropical_dry,23.706789,37.983627,40.0,26,industrial,suburban,25.9,0.0,0.0,0.0,0.0,0.0,0.0,1.4,12.3,0.0,3.9,0.0,26.0,26.6,0.0,0.0,0.0,0.0,0.0,14.012,3.91,214972,367431,367431,63,63.0,63,23.6663,31.2065,16.0351,23.0571,8.0198,36.7576,46.6153,56.9743,55.1782,36.7407,55.9414,134.4464,13287.9793,2.6667,0.6667,test
-8780,Croatia,EUR,warm_moist,14.483510999999998,45.320794,109.0,11,industrial,urban,25.8,1.3,0.0,0.0,17.5,35.8,0.0,0.0,0.0,0.0,1.5,0.0,2.0,2.4,13.0,0.0,0.0,0.0,0.0,21.1525,1.86,967,1448,4132,59,45.36,61,39.9638,39.7538,40.1912,40.3473,30.7348,49.4661,57.5925,66.1503,64.1295,44.6564,63.486999999999995,137.5544,25861.7175,6.3333,0.0,test
-8784,Croatia,EUR,warm_moist,16.006469,45.764947,119.0,8,traffic,urban,0.0,0.0,0.0,0.0,27.1,5.3,0.0,0.0,0.0,0.0,0.0,0.0,22.5,8.4,36.4,0.0,0.0,1.5819999999999999,0.0,9.9222,2.58,398,672,19469,63,61.5,63,25.305999999999997,31.7322,18.9489,22.2802,8.3306,39.2132,52.956,67.4288,63.5447,38.4683,62.0081,194.6093,22760.457000000002,8.3333,0.0,train
-8785,Hungary,EUR,cool_dry,17.556665,47.105278000000006,248.0,23,background,suburban,0.0,0.0,0.0,0.0,25.5,7.2,0.0,0.0,0.0,0.0,0.0,0.0,24.1,1.8,39.3,0.0,0.0,1.7830000000000001,0.0,19.7672,2.14,4549,4553,4797,42,18.3,52,31.1719,37.1616,25.199,29.7402,18.5375,43.1484,54.4982,66.2944,64.094,41.5,58.7574,136.7964,24842.3903,6.6667,0.0,train
-8788,Hungary,EUR,warm_dry,19.184174,47.430836,153.0,23,background,suburban,0.0,1.5,0.0,0.0,4.0,2.4,0.0,0.0,0.0,0.0,1.2,0.0,38.8,30.5,20.3,0.0,0.0,2.405,0.0,14.2854,3.67,32586,67918,146289,62,59.19,63,24.0688,31.5979,16.4985,21.8875,9.2562,35.9055,48.8876,62.4682,60.3535,37.0314,55.3915,111.2544,18045.4564,2.6667,0.0,train
-8789,Hungary,EUR,warm_dry,19.146122000000002,47.541942999999996,122.0,12,background,urban,0.0,1.6,0.0,0.0,11.7,3.6,0.0,0.0,0.0,0.0,1.3,0.0,28.1,32.0,20.5,0.0,0.0,0.7440000000000001,0.0,27.6269,3.79,53207,89480,146289,63,60.73,63,20.94,28.3609,14.7734,19.1223,6.5412,32.5555,45.7632,61.3147,58.479,34.2365,56.5637,133.0393,14026.115,4.0,0.0,train
-8790,Hungary,EUR,warm_dry,18.960009,47.561943,265.0,131,background,suburban,0.0,1.8,0.0,0.0,13.8,2.8,0.0,0.0,0.0,0.0,1.1,0.0,34.1,29.3,16.0,0.0,0.0,0.8059999999999999,0.0,14.6736,3.61,17446,31508,146289,59,49.12,63,25.3434,32.7303,17.7702,23.9258,10.8602,37.2421,48.754,63.5028,61.1283,37.8212,57.507,158.0411,18291.6364,7.6667,0.0,train
-8794,Hungary,EUR,warm_dry,21.624445,47.513332,111.0,9,background,urban,0.0,0.0,0.0,0.0,3.8,2.8,0.0,0.0,0.0,0.0,0.0,0.0,53.1,4.9,35.2,0.0,0.0,2.593,0.0,6.40667,1.94,6285,6290,6290,52,36.59,60,26.3811,33.2025,19.4176,25.1455,13.9177,37.2254,48.8041,60.768,58.7704,38.2364,54.6205,97.991,17383.8864,2.3333,0.0,train
-8795,Hungary,EUR,warm_dry,18.936113,46.976112,215.0,23,industrial,urban,0.0,2.1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,87.7,3.7,5.4,0.0,0.0,2.6910000000000003,0.0,3.14585,2.33,11241,13358,13358,61,34.5,62,27.97,32.1395,23.7824,26.833000000000002,16.637,37.7434,48.0271,60.7262,58.0833,36.379,57.3631,160.2212,17391.0909,7.6667,0.0,train
-8797,Hungary,EUR,warm_dry,18.746122,47.790001000000004,122.0,36,background,urban,0.0,2.1,0.0,0.0,27.5,3.7,0.0,0.0,0.0,0.0,0.0,0.0,43.9,4.1,18.2,0.0,0.0,1.916,0.0,1.82943,3.05,4632,10046,10046,56,29.41,57,22.1809,27.3871,17.058,20.3838,11.3447,31.2105,41.7165,52.8016,50.3349,31.4911,47.3627,45.3162,7191.7297,0.0,0.0,train
-8799,Hungary,EUR,warm_dry,17.649735999999997,47.676113,101.0,4,background,urban,0.0,1.2,0.0,0.0,3.1,5.5,0.0,0.0,0.0,0.0,0.0,0.0,70.4,7.0,12.7,0.0,0.0,2.481,0.0,3.00133,2.62,7817,10169,10169,61,48.46,62,23.9151,28.9753,18.8513,22.4722,11.9086,33.959,45.3121,58.8028,56.9743,34.175,52.6283,82.9834,12073.6,1.0,0.0,test
-8804,Hungary,EUR,cool_dry,20.616404,48.247223,155.0,23,background,urban,0.0,0.0,0.0,0.0,38.1,7.0,0.0,0.0,0.0,0.0,0.0,0.0,28.3,5.0,21.3,0.0,0.0,0.981,0.0,1.73934,2.17,9503,9503,10141,30,20.62,61,24.2013,32.2003,16.3631,21.3528,9.8577,35.9222,49.3454,62.933,60.7085,37.089,56.9577,110.9764,19094.9855,3.3333,0.0,train
-8811,Hungary,EUR,warm_dry,18.211123,46.080276,200.0,115,background,suburban,0.0,0.0,0.0,0.0,18.7,1.9,0.0,0.0,0.0,0.0,0.0,0.0,59.2,3.9,16.2,0.0,0.0,1.351,0.0,1.41801,1.81,13459,13459,13459,60,42.03,60,32.739000000000004,36.8744,28.465999999999998,32.0293,20.4255,44.7858,55.4371,67.4623,64.7623,41.8006,61.1865,167.1208,26579.5614,18.0,0.0,train
-8813,Hungary,EUR,cool_dry,20.703058,48.218056,135.0,18,background,suburban,0.0,0.0,0.0,0.0,31.2,6.3,0.0,0.0,0.0,0.0,0.0,0.0,38.2,5.1,18.9,0.0,0.0,2.8480000000000003,0.0,1.0430700000000002,2.23,1477,6590,10141,21,16.3,61,22.8521,31.0228,14.7192,18.88,8.6506,34.5689,48.4699,61.6234,59.8585,35.8262,56.9789,93.1194,17529.3622,2.6667,0.0,train
-8814,Hungary,EUR,warm_dry,16.838896,47.671946999999996,113.0,2,background,rural,6.2,3.8,0.0,0.0,3.8,13.1,0.0,0.0,0.0,0.0,0.0,0.0,49.2,4.8,16.9,0.0,0.0,2.5989999999999998,0.0,0.7086899999999999,2.59,489,1045,4780,0,4.02,57,26.6172,32.8926,20.4466,25.4797,14.9536,36.2564,47.8016,61.7237,59.8773,36.9798,55.979,119.2225,16234.1669,3.6667,0.0,train
-8815,Hungary,EUR,cool_dry,16.575008,47.691944,241.0,90,background,urban,4.3,3.8,0.0,0.0,2.6,26.3,0.0,0.0,0.0,0.0,0.0,0.0,43.4,5.9,12.3,0.0,0.0,1.7280000000000002,0.0,1.62133,2.65,4780,4780,4780,55,28.47,57,26.8603,32.3794,21.3415,26.2483,13.3706,37.7768,49.9452,63.8626,61.8635,37.2293,57.357,157.4252,17885.353,4.6667,0.0,train
-8816,Hungary,EUR,warm_dry,18.920002,47.306667,99.0,4,background,suburban,0.0,2.3,0.0,0.0,1.5,0.0,0.0,0.0,0.0,0.0,0.0,0.0,68.5,15.0,10.2,0.0,0.0,2.311,0.0,3.4790400000000004,3.31,5572,11762,146289,57,39.47,63,22.3792,30.0244,14.6863,20.2,9.1727,32.8396,45.3622,59.0227,57.2346,34.9872,55.133,108.9045,13742.0063,2.6667,0.0,train
-8820,Hungary,EUR,warm_dry,18.420835,47.55722,199.0,63,traffic,urban,0.0,0.0,0.0,0.0,20.2,3.2,0.0,0.0,0.0,0.0,0.0,0.0,48.3,5.4,22.0,0.0,0.0,1.446,0.0,2.8878,2.66,11347,11347,11347,47,29.72,58,24.8365,31.4192,18.2395,22.5391,11.8627,35.1202,48.5835,62.3182,60.3201,36.6944,55.5152,137.8349,17259.1273,5.0,0.0,train
-8821,Hungary,EUR,cool_dry,17.901121,47.09111,274.0,65,background,suburban,14.7,0.0,0.0,0.0,21.3,4.1,0.0,0.0,0.0,0.0,1.3,0.0,24.7,5.3,27.2,0.0,0.0,1.821,0.0,0.7415010000000001,2.03,3495,6547,6548,54,29.72,58,26.0621,31.4533,20.4774,25.0954,14.2018,36.1561,47.6228,60.5387,58.0758,35.9747,55.911,108.8752,14855.6238,3.3333,0.0,train
-8826,Ireland,EUR,cool_moist,-6.1216669999999995,53.187222,47.0,64,background,suburban,42.7,1.5,0.0,0.0,0.0,17.6,0.0,0.0,0.0,0.0,27.8,0.0,0.0,8.4,0.0,0.0,0.0,0.0,0.0,1.7277,1.88,17764,17764,109503,52,38.0,63,26.2134,28.7686,25.3624,28.32,21.453000000000003,34.1846,39.2973,46.06399999999999,44.0402,32.8999,40.9304,18.1833,2072.4772,0.0,0.0,train
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-8842,Ireland,EUR,warm_moist,-8.383333,51.916668,75.0,59,background,rural,6.9,1.9,0.0,0.0,0.0,7.0,0.0,0.0,0.0,0.0,61.9,0.0,16.3,1.1,4.2,0.0,0.0,0.0,0.0,2.05799,1.56,10106,28782,53007,59,48.47,63,23.0752,25.1343,22.6311,24.5608,18.1449,30.4253,35.3023,40.8009,37.8729,28.0085,37.9888,12.1831,1072.6922,0.0,0.0,train
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-8849,Ireland,EUR,warm_moist,-8.60695,52.667778000000006,91.0,7,background,suburban,2.4,0.0,0.0,0.0,0.0,11.1,0.0,0.0,0.0,0.0,84.3,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,4.405880000000001,1.97,20790,25109,25109,62,52.88,63,23.3676,25.918000000000003,20.7871,23.9592,15.6387,31.1771,37.9639,45.2118,43.7958,30.0069,43.3157,25.9211,2064.235,0.0,0.0,val
-8855,Ireland,EUR,warm_moist,-8.474999,51.900002,10.0,21,traffic,urban,9.3,2.0,0.0,0.0,0.0,5.4,0.0,0.0,0.0,0.0,60.8,0.0,15.6,1.1,5.0,0.0,0.0,0.0,0.0,19.0817,1.63,53007,53007,53007,63,58.11,63,16.8814,17.937,15.3439,16.6412,9.5586,23.3678,29.2413,36.7668,34.7992,21.6972,31.701,7.8644,229.3083,0.0,0.0,train
-8858,Ireland,EUR,cool_moist,-6.278055999999999,53.353885999999996,25.0,17,background,urban,22.7,1.8,0.0,0.0,0.0,12.2,0.0,0.0,0.0,0.0,42.1,0.0,9.7,10.0,0.0,0.0,0.0,0.406,0.0,25.8472,2.73,109503,109503,109503,63,63.0,63,20.8393,22.1149,19.5974,21.8541,14.1684,28.1697,33.4494,39.7651,38.1193,26.2868,36.9934,10.6346,321.8114,0.0,0.0,train
-8862,Ireland,EUR,cool_moist,-6.131945,53.274723,15.0,54,background,suburban,45.7,1.6,0.0,0.0,0.0,12.2,0.0,0.0,0.0,0.0,24.4,0.0,4.6,9.9,0.0,0.0,0.0,0.0,0.0,5.1759900000000005,2.3,36421,36421,109503,63,53.52,63,22.2912,24.1938,20.371,22.3762,15.7389,28.7774,35.6883,43.1021,41.5027,27.9113,40.7996,19.3513,2208.0999,0.0,0.0,train
-8865,Ireland,EUR,cool_moist,10.244444,51.939721999999996,10.0,218,background,rural,0.0,11.7,0.0,0.0,0.0,27.8,0.0,0.0,0.0,0.0,0.0,0.0,42.5,4.5,12.7,0.0,0.0,2.912,0.0,2.23643,3.52,1963,1996,5925,6,8.76,51,32.9118,33.8623,31.9531,33.4285,27.8773,38.796,42.9396,48.8876,46.5736,36.9317,45.4885,36.6865,3599.8624,0.3333,0.0,val
-8894,Italy,EUR,cool_moist,11.621111,46.679169,550.0,249,traffic,suburban,1.3,34.3,0.0,0.0,0.0,32.4,0.0,1.5,0.0,0.0,22.9,0.0,1.2,0.0,5.0,0.0,0.0,0.0,0.0,0.69703,1.2,2051,3126,3349,16,15.53,53,9.4555,15.128,3.8205,2.5062,0.5012,15.0372,31.0769,45.6129,42.7621,19.5828,41.38399999999999,31.7222,2159.2684,0.0,0.0,test
-8895,Italy,EUR,cool_moist,11.275277,46.330833,230.0,49,traffic,suburban,0.0,23.7,0.0,0.0,0.0,54.5,0.0,0.0,0.0,0.0,4.3,0.0,1.5,2.6,12.2,0.0,0.0,0.645,0.0,3.33275,1.46,2666,2666,22486,41,21.39,61,16.2522,22.855999999999998,9.5606,7.0174,1.5037,27.066999999999997,45.6128,65.6625,62.6863,28.6397,58.302,162.5724,13507.7445,10.5,0.0,test
-8896,Italy,EUR,warm_moist,9.586111,45.308609000000004,64.0,5,background,rural,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,91.9,5.2,2.4,0.0,0.0,2.133,4.032,5.1573199999999995,6.31,2189,6192,20801,17,28.92,62,23.8698,34.0551,13.5744,17.8776,5.3466,37.2588,56.306000000000004,76.3556,72.0741,40.2375,71.024,319.7203,32120.9143,30.6667,1.3333,test
-8898,Italy,EUR,warm_dry,11.865001,42.744724,420.0,85,unknown,unknown,5.4,0.0,0.0,0.0,2.0,10.6,0.0,0.0,6.1,0.0,0.0,0.0,42.7,0.0,31.8,0.0,0.0,1.4469999999999998,0.0,1.92976,1.76,677,1311,2311,27,11.96,57,33.8304,39.626,27.9754,34.0843,22.3052,45.1116,53.382,61.9032,60.1175,42.9044,58.2724,85.8556,25219.9387,1.0,0.0,train
-8899,Italy,EUR,warm_dry,15.271667,37.079997999999996,62.0,62,traffic,urban,60.1,0.0,0.0,0.0,0.0,1.0,0.0,0.0,8.0,0.0,1.4,0.0,20.6,5.3,1.3,0.0,0.0,0.0,0.0,1.52149,1.71,7531,9923,11613,62,51.43,63,37.2794,45.3267,34.1527,39.3474,30.5756,49.4974,58.3945,67.918,65.7251,49.2416,58.5178,146.7546,38265.6881,9.5,0.0,train
-8900,Italy,EUR,warm_dry,12.061944,45.046667,4.0,0,background,urban,4.2,1.9,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,87.0,5.2,0.0,0.0,0.0,4.7,0.13,3.46829,4.24,2214,2641,6626,45,30.09,63,26.0633,33.8415,17.6369,23.8089,8.2705,40.0992,54.3845,67.918,65.4745,39.0733,63.9675,207.2316,27202.4117,11.0,0.0,train
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-8910,Italy,EUR,warm_dry,16.560278,40.827778,100.0,43,traffic,suburban,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.8,10.1,8.0,18.6,0.0,57.2,2.8,0.0,0.0,0.0,2.5660000000000003,0.0,4.22958,1.83,2630,2630,5439,62,38.52,63,30.5978,33.1474,27.9907,30.2415,20.7179,40.4334,48.6203,58.3109,56.111999999999995,37.1629,55.9247,78.6351,13830.3318,0.3333,0.0,train
-8915,Italy,EUR,warm_dry,16.291666,41.231667,10.0,74,traffic,urban,23.9,0.0,0.0,0.0,0.0,0.0,0.0,1.1,11.0,5.9,3.2,0.0,46.6,7.3,0.0,0.0,0.0,1.4909999999999999,0.0,5.03683,1.96,3990,7949,16040,63,48.59,63,33.0545,36.9223,28.9592,32.5806,22.5558,43.6079,52.9644,63.1562,61.4576,41.6685,61.1551,132.2481,23518.2991,4.3333,0.0,train
-8916,Italy,EUR,cool_moist,7.298889,45.730278000000006,576.0,40,background,suburban,0.0,15.0,0.0,0.0,0.0,14.7,0.0,2.2,0.0,0.0,52.8,0.0,3.8,0.0,6.2,3.0,0.0,0.0,0.0,3.65617,0.9,12015,12015,12015,48,37.98,62,24.2337,32.686,15.7723,21.8875,5.6807,38.9296,51.4606,62.4879,60.4203,38.6689,58.8347,109.9509,19724.1803,2.3333,0.0,train
-8918,Italy,EUR,cool_moist,7.324167,45.735832,581.0,15,traffic,urban,0.0,15.6,0.0,0.0,0.0,15.4,0.0,2.2,0.0,0.0,51.1,0.0,4.0,1.0,6.8,2.7,0.0,0.0,0.0,3.23789,0.87,12015,12015,12015,56,40.59,62,24.0362,27.761,20.3235,23.3912,9.3565,35.7551,47.2837,57.6426,56.0762,32.9865,52.5732,70.52199999999999,11977.9728,0.6667,0.0,train
-8923,Italy,EUR,warm_moist,13.381945000000002,42.364166,710.0,109,traffic,suburban,0.0,0.0,0.0,0.0,7.6,22.1,0.0,0.0,1.8,0.0,15.5,0.0,22.6,1.2,28.4,0.0,0.0,0.509,0.0,2.57682,1.57,2332,2332,2332,61,48.76,62,28.840999999999998,33.4027,18.8399,24.5608,12.0297,38.0942,50.6252,63.6575,62.1224,38.2814,60.6302,141.515,22708.3904,5.5,0.0,test
-8924,Italy,EUR,warm_dry,11.888888,43.461113,260.0,29,background,urban,0.0,0.0,0.0,0.0,2.0,32.0,0.0,0.0,2.1,0.0,0.0,0.0,35.1,2.1,26.4,0.0,0.0,2.12,0.0,3.67441,2.08,3646,3649,3649,62,42.47,62,26.855999999999998,33.555,21.1991,27.066999999999997,12.530999999999999,40.3499,51.3771,62.9056,61.026,38.4969,58.9668,133.6431,20848.321,6.5,0.0,val
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-8932,Italy,EUR,cool_moist,11.905833,46.030833,263.0,29,background,suburban,0.0,4.8,0.0,0.0,4.1,52.0,0.0,0.0,0.0,0.0,2.7,0.0,17.6,0.0,17.7,0.0,0.0,0.652,0.0,3.25929,2.19,2681,2761,6590,52,29.17,56,20.4913,29.4796,10.722000000000001,14.2018,4.5112,32.5806,49.6228,67.6674,64.4441,35.1198,63.4397,225.7185,20058.0179,12.0,0.0,train
-8933,Italy,EUR,warm_dry,12.475277,41.89389,31.0,16,traffic,urban,3.6,0.0,0.0,0.0,0.0,4.1,0.0,0.0,8.6,0.0,0.0,0.0,54.2,24.5,3.8,0.0,0.0,0.059000000000000004,0.0,23.4858,4.0,25514,25531,31987,63,62.87,63,18.9977,26.7983,11.2108,14.7031,3.1745,30.9098,44.7774,59.8147,57.7888,32.5636,58.4537,138.091,13080.278,2.6667,0.0,train
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-8941,Italy,EUR,warm_dry,14.782222,40.923333,382.0,41,traffic,urban,0.0,0.0,0.0,0.0,10.9,19.4,0.0,0.0,11.0,0.0,0.0,0.0,23.9,13.2,21.5,0.0,0.0,0.188,0.0,7.18268,3.19,19702,19702,36285,61,55.03,63,20.7984,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,41.1074,-999.0,-999.0,-999.0,-999.0,test
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-8949,Italy,EUR,warm_dry,13.508610999999998,43.611664000000005,100.0,46,background,urban,52.7,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,41.0,5.2,0.0,0.0,0.0,0.0,0.0,5.36452,2.68,10762,11839,12720,63,51.2,63,28.9783,30.0983,27.895,29.7402,18.88,39.0967,47.1333,56.3761,54.0295,34.4656,51.0757,64.8979,10716.6665,0.3333,0.0,val
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-9038,Italy,EUR,warm_moist,10.733889,44.516110999999995,150.0,52,background,suburban,0.0,0.0,0.0,0.0,1.1,15.5,0.0,0.0,0.0,0.0,0.0,0.0,54.4,7.0,20.6,0.0,0.0,2.025,0.052000000000000005,5.5176099999999995,4.41,5561,14336,14336,56,35.13,63,20.2092,27.844,12.6172,14.536,5.0124,29.5732,48.4532,73.5152,70.5286,33.0277,67.6274,329.0615,22247.8132,25.3333,2.3333,test
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-9358,Italy,EUR,warm_dry,16.258333,38.237221000000005,10.0,17,background,suburban,47.8,0.0,0.0,0.0,0.0,23.0,0.0,0.0,7.1,0.0,0.0,0.0,17.0,1.4,2.3,0.0,0.0,0.0,0.0,1.2910700000000002,1.23,2706,8527,8527,47,24.9,55,34.3368,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,56.1076,42.3147,53.0813,-999.0,-999.0,0.0,-999.0,train
-9360,Italy,EUR,warm_moist,12.153611,45.525,12.0,4,background,urban,16.2,1.6,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,2.0,63.2,16.6,0.0,0.0,0.0,1.736,0.096,19.7167,6.24,15595,15595,30399,61,61.32,63,19.9783,27.8694,11.3671,15.0372,3.0074,32.8312,47.6178,63.1562,60.7127,33.3289,58.7161,155.8041,16288.8555,4.0,0.0,train
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-9366,Italy,EUR,warm_moist,12.510278,45.836945,14.0,5,background,rural,0.0,0.0,0.0,0.0,0.0,1.6,0.0,0.0,0.0,0.0,0.0,0.0,86.8,7.2,4.0,0.0,0.0,1.805,0.102,3.67748,4.21,3208,5938,15549,45,46.18,63,25.9423,35.1669,16.0489,22.3887,7.8528,39.8903,55.6376,72.5127,70.2571,40.7822,68.2668,298.6691,30522.3577,27.3333,1.6667,test
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-9434,Italy,EUR,cool_moist,9.566389,46.131664,262.0,37,background,urban,2.9,8.5,0.0,0.0,4.5,45.2,0.0,0.0,0.0,0.0,22.8,0.0,3.0,0.0,9.2,1.6,0.0,0.06,0.0,1.55031,1.35,2343,4738,13152,45,27.28,56,24.0498,27.3483,20.7174,21.7204,11.0273,33.9172,45.946999999999996,64.4929,62.1955,32.1578,58.5319,209.0662,13279.2054,8.6667,0.6667,val
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-9447,Italy,EUR,warm_dry,18.304167,40.1325,10.0,10,background,suburban,23.8,0.0,0.0,0.0,0.0,0.0,0.0,2.3,40.8,5.6,4.2,0.0,15.2,6.7,0.0,0.0,0.0,2.217,0.0,2.39071,1.74,6252,8632,9219,60,51.18,62,35.1838,41.0604,29.1069,35.421,25.2291,45.6546,54.6352,64.9106,63.4695,45.0833,60.5584,140.2281,28618.209,7.3333,0.0,train
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-9454,Italy,EUR,warm_dry,13.1325,43.767776,3.0,8,background,suburban,48.3,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,47.0,3.0,0.0,0.0,0.0,6.063,0.0,6.42909,2.55,3134,6098,12720,61,40.43,63,20.8644,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,41.2796,-999.0,-999.0,-999.0,-999.0,val
-9455,Italy,EUR,warm_dry,17.331945,40.700832,400.0,103,traffic,urban,3.7,0.0,0.0,0.0,0.0,0.0,0.0,1.2,39.4,6.7,3.9,0.0,33.2,8.5,1.9,0.0,0.0,1.1440000000000001,0.0,2.24269,2.12,2801,3068,10425,61,39.66,63,32.6219,35.9418,29.3425,33.5831,22.8899,42.9395,51.1265,62.3208,59.2925,40.5489,58.9468,119.0264,17799.209,2.6667,0.0,train
-9456,Italy,EUR,warm_dry,17.115833,40.591941999999996,118.0,110,industrial,urban,21.2,1.0,0.0,0.0,0.0,0.0,0.0,0.0,17.5,1.2,4.1,0.0,43.0,7.6,2.4,0.0,0.0,1.555,0.0,30.6933,2.86,3988,3990,10425,61,38.46,63,31.6118,36.1079,31.0509,33.0818,22.5558,44.3597,55.1364,66.6649,64.5346,40.6128,57.0739,164.0274,24866.7981,23.5,0.0,train
-9458,Italy,EUR,warm_dry,16.561943,41.204445,10.0,31,background,suburban,37.3,0.0,0.0,0.0,0.0,0.0,0.0,2.7,16.5,14.3,2.8,0.0,14.8,10.7,0.0,0.0,0.0,1.318,0.0,6.58783,1.73,16040,16040,34813,61,46.84,63,31.9527,35.8238,27.9195,31.5781,22.0546,41.8536,50.123999999999995,58.8957,56.5461,40.5911,56.9097,89.80799999999999,17656.023,1.0,0.0,train
-9459,Italy,EUR,warm_dry,15.945,41.665279,30.0,128,background,rural,29.8,1.4,0.0,0.0,2.7,11.2,0.0,0.0,6.8,0.0,7.6,0.0,27.3,1.4,10.9,0.0,0.0,0.0,0.0,2.8868,1.75,942,2518,2563,36,29.23,60,39.8712,40.652,39.0749,39.0967,31.5781,47.7849,54.8022,64.1587,61.9031,44.9476,60.7557,137.7147,23501.7783,4.0,0.0,train
-9462,Italy,EUR,warm_dry,14.254444,40.862778000000006,145.0,121,background,suburban,30.3,0.0,0.0,0.0,0.0,1.0,0.0,0.0,3.2,0.0,0.0,0.0,18.8,44.1,1.3,0.0,0.0,0.0,0.0,32.7177,3.99,106928,131001,131001,62,60.6,63,23.7155,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,43.8395,-999.0,-999.0,-999.0,-999.0,test
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-9475,Italy,EUR,warm_moist,8.620556,45.438334999999995,159.0,23,background,urban,0.0,0.0,0.0,0.0,0.0,6.1,0.0,0.0,0.0,0.0,0.0,0.0,76.0,9.1,7.6,0.0,0.0,2.292,2.772,5.4698,5.25,14426,14426,25894,57,43.59,62,24.1465,30.8225,17.5445,19.3813,4.0099,38.4284,55.5708,75.0189,72.9722,36.0517,67.4643,275.677,28536.2969,34.3333,0.6667,val
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-9773,Italy,EUR,warm_moist,9.348888,45.840832,237.0,39,background,suburban,4.1,2.9,0.0,0.0,8.4,34.7,0.0,0.0,0.0,0.0,2.0,0.0,10.0,19.8,17.6,0.0,0.0,0.08900000000000001,0.016,6.82222,5.53,7474,11662,53243,56,46.36,62,29.3424,33.7814,24.8757,26.8999,8.8552,43.6079,60.3159,85.712,83.3938,40.0139,77.7437,472.3591,34976.1667,54.3333,10.3333,val
-9774,Italy,EUR,warm_dry,18.0,40.48,50.0,18,background,suburban,19.8,0.0,0.0,0.0,0.0,0.0,0.0,3.4,30.9,7.0,4.5,0.0,25.5,7.8,0.0,0.0,0.0,2.365,0.0,2.78303,2.02,4101,5486,10612,43,38.89,63,36.1757,41.0876,30.9603,36.0893,25.8139,46.86600000000001,55.387,64.7051,63.0936,45.3333,61.9688,118.6643,29226.745,5.0,0.0,train
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-9830,Italy,EUR,warm_dry,11.649722,44.825001,9.0,3,background,urban,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,95.1,4.7,0.0,0.0,0.0,7.642,0.35200000000000004,4.7378,4.43,4600,4603,5224,55,46.09,63,24.2321,31.8601,15.8373,21.3863,5.3466,38.2613,53.2985,68.6699,66.101,37.0379,64.4378,190.8594,24978.2564,14.0,0.0,train
-9835,Italy,EUR,warm_dry,12.109167,42.421946999999996,338.0,122,traffic,urban,2.8,0.0,0.0,0.0,1.2,9.3,0.0,0.0,12.5,0.0,0.0,0.0,43.6,0.0,29.0,0.0,0.0,0.948,0.0,1.4586299999999999,1.85,2312,2312,3381,61,41.66,62,31.1085,33.8204,-999.0,31.8288,22.0546,40.3498,47.3672,55.6376,52.6929,38.5432,52.8775,55.0061,12381.0518,0.0,0.0,train
-9838,Italy,EUR,warm_moist,9.009444,45.000278,90.0,18,background,urban,0.0,0.0,0.0,0.0,2.4,6.8,0.0,0.0,0.0,0.0,0.0,0.0,73.1,2.5,14.8,0.0,0.0,0.6920000000000001,1.5130000000000001,4.40109,4.67,6993,7970,7970,58,41.52,61,21.7986,27.3035,16.2637,17.8775,4.3441,34.9197,48.7873,66.6649,63.4765,32.4189,62.4633,231.0691,18812.832,15.0,0.3333,train
-9840,Italy,EUR,warm_dry,10.912222,45.4625,91.0,20,background,suburban,3.8,0.0,0.0,0.0,0.0,3.1,0.0,0.0,0.0,0.0,0.0,0.0,60.9,11.5,20.0,0.0,0.0,1.7830000000000001,0.147,17.8128,5.52,13147,18574,18574,60,60.71,63,22.5683,31.8792,12.652999999999999,15.0372,3.6758,35.9222,55.3035,76.5226,73.4943,37.6583,71.0033,330.8421,29846.1217,36.3333,1.0,train
-9843,Italy,EUR,warm_dry,10.97,45.416111,65.0,18,traffic,urban,1.8,0.0,0.0,0.0,0.0,3.6,0.0,0.0,0.0,0.0,0.0,0.0,59.4,12.4,22.1,0.0,0.0,2.188,0.134,17.8128,5.52,18569,18574,18574,63,62.04,63,17.7549,24.1926,11.3275,11.2779,1.0025,30.325,46.1141,62.4044,59.8982,28.835,56.9913,138.9219,14580.1949,4.5,0.0,train
-9845,Italy,EUR,warm_moist,8.565555999999999,45.930279,197.0,16,background,urban,8.9,4.2,0.0,0.0,11.7,50.2,0.0,0.0,0.0,0.0,2.3,0.0,2.3,4.7,14.5,0.0,0.0,0.33299999999999996,0.0,4.2499400000000005,2.57,13305,13305,21259,40,34.5,60,27.5855,32.008,22.9252,24.5608,12.1969,38.5955,54.301,75.7441,71.6564,38.0544,71.0237,376.9287,25844.8567,31.3333,4.6667,test
-9846,Italy,EUR,warm_moist,8.402499,45.31889,131.0,10,background,suburban,0.0,0.0,0.0,0.0,0.0,1.7,0.0,0.0,0.0,0.0,0.0,0.0,92.0,5.4,0.0,0.0,0.0,2.96,3.177,4.86956,4.24,7656,7656,14426,58,37.96,61,27.448,35.452,19.4184,23.7253,7.0174,42.9396,58.6451,75.3531,72.6589,41.6424,69.6744,270.8639,34780.0664,36.3333,0.0,test
-9848,Italy,EUR,warm_dry,9.131111,39.248333,20.0,11,traffic,urban,32.3,2.4,0.0,0.0,0.0,4.8,0.0,0.0,19.7,0.0,1.6,0.0,30.5,5.9,0.0,0.0,0.0,0.0,0.0,8.54064,1.57,20763,20856,22417,63,61.41,63,19.8698,23.0079,16.6497,19.2142,11.6956,27.234,34.7526,44.4433,41.958,26.7076,42.6382,17.613,1797.5215,0.0,0.0,train
-9850,Italy,EUR,warm_dry,15.904722,40.313889,605.0,50,industrial,rural,0.0,0.0,0.0,0.0,8.8,17.2,0.0,0.0,16.8,0.0,1.3,0.0,20.3,0.0,35.0,0.0,0.0,1.746,0.0,0.471905,1.25,505,588,2765,41,24.83,55,36.3755,41.4575,31.3573,36.3399,27.066999999999997,45.3623,54.3094,62.9056,60.8828,46.2806,60.6486,99.5096,25922.7695,3.0,0.0,train
-9851,Italy,EUR,warm_dry,14.714444,36.926392,598.0,201,background,urban,5.1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,4.4,0.0,7.6,0.0,77.9,2.9,0.0,0.0,0.0,0.0,0.0,2.20457,1.38,2681,2696,6891,62,46.95,62,31.3644,32.6169,30.1181,31.3275,25.8138,37.593,42.856,49.1216,47.5328,35.3982,46.6049,28.234,4753.78,0.0,0.0,train
-9853,Italy,EUR,warm_dry,8.310278,44.808056,250.0,88,background,rural,0.0,0.0,0.0,0.0,0.0,8.0,0.0,0.0,0.0,0.0,0.0,0.0,63.7,2.5,24.6,0.0,0.0,1.696,0.096,1.52383,3.37,1589,3006,6986,21,25.78,62,34.1118,37.7386,30.4508,33.5831,18.3788,48.7873,60.1488,73.8494,72.0324,42.9325,66.2428,232.3195,33957.1107,28.3333,0.0,train
-9854,Italy,EUR,warm_dry,7.636111,44.961113,232.0,10,background,suburban,0.0,0.0,0.0,0.0,1.1,5.0,0.0,0.0,0.0,0.0,0.0,0.0,58.1,23.1,12.5,0.0,0.0,2.623,3.762,5.1929300000000005,4.71,7249,24777,89500,59,51.03,63,22.6466,31.3675,13.875,16.8751,4.8453,36.0893,53.6327,69.2747,65.5162,37.8503,62.9644,188.4157,25363.0596,12.0,0.0,train
-9866,Italy,EUR,warm_dry,9.098055,39.234444,10.0,28,traffic,urban,28.4,2.6,0.0,0.0,0.0,6.5,0.0,0.0,16.8,0.0,1.6,0.0,35.3,6.0,0.0,0.0,0.0,0.0,0.0,8.17633,1.66,20856,22417,22417,63,58.42,63,21.5612,24.829,18.2774,22.0546,12.8651,29.5732,36.0893,43.942,41.4985,29.0976,41.5606,19.0361,1877.5929,0.0,0.0,train
-9867,Italy,EUR,warm_dry,16.286111,41.316666999999995,15.0,17,traffic,urban,49.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,8.4,3.0,1.1,0.0,31.0,5.8,0.0,0.0,0.0,2.108,0.0,4.646780000000001,1.85,8633,10048,12881,63,43.95,63,28.9375,36.5493,27.2908,31.5782,20.5508,43.3572,52.6302,63.1562,60.9007,41.1643,53.6006,112.9554,23198.6892,4.0,0.0,train
-9875,Italy,EUR,warm_dry,18.172778,40.358056,49.0,27,background,suburban,20.5,0.0,0.0,0.0,0.0,0.0,0.0,4.1,33.1,9.0,6.2,0.0,17.3,8.7,0.0,0.0,0.0,1.6880000000000002,0.0,7.08745,2.07,4781,8963,10612,62,61.35,62,36.605,42.4358,30.4805,37.2588,26.2316,47.4507,56.473,65.9966,64.2214,46.9211,63.2128,134.5152,32304.8109,6.3333,0.0,train
-9876,Italy,EUR,warm_dry,9.121667,39.232777,10.0,40,traffic,urban,32.3,2.4,0.0,0.0,0.0,4.8,0.0,0.0,19.7,0.0,1.6,0.0,30.5,5.9,0.0,0.0,0.0,0.0,0.0,8.54064,1.57,20856,22417,22417,63,60.59,63,20.2936,23.7177,16.6771,19.5484,11.6956,27.7353,36.2564,47.6178,45.403999999999996,27.6989,45.8446,34.3635,3537.3703,0.0,0.0,train
-9877,Italy,EUR,warm_dry,9.139167,39.205555,10.0,5,traffic,urban,41.9,2.5,0.0,0.0,0.0,6.0,0.0,0.0,15.6,0.0,1.5,0.0,24.0,5.7,0.0,0.0,0.0,0.0,0.0,8.54064,1.57,9671,20763,22417,59,40.18,63,23.4959,26.9717,20.0,23.8925,14.703,32.0793,39.0967,47.6178,44.7148,31.3385,45.9635,26.7867,3564.6751,0.0,0.0,train
-9878,Italy,EUR,warm_dry,9.105834,39.215557000000004,3.0,1,traffic,urban,32.3,2.4,0.0,0.0,0.0,4.8,0.0,0.0,19.7,0.0,1.6,0.0,30.5,5.9,0.0,0.0,0.0,0.0,0.0,8.54064,1.57,215,20856,22417,63,51.71,63,21.1861,24.9008,17.3965,20.7179,11.1944,29.5732,38.2613,49.0914,45.0489,29.2191,47.0296,27.9341,3648.0525,0.0,0.0,train
-9879,Liechtenstein,EUR,cool_moist,9.523894,47.123886,450.0,9,traffic,rural,1.1,7.2,0.0,0.0,0.0,43.3,0.0,2.0,0.0,0.0,15.2,0.0,7.1,3.1,20.2,0.0,0.0,0.0,0.0,0.434064,1.81,2300,3694,5437,48,30.55,54,24.3969,27.5383,21.2547,23.4079,10.927,35.4376,46.8409,62.1538,59.4439,33.1898,54.0209,166.6011,12533.9168,7.5,0.0,train
-9881,Lithuania,EUR,cool_moist,26.004169,55.463333,180.0,16,background,rural,1.6,8.1,0.0,0.0,0.0,42.7,0.0,0.0,2.4,0.0,0.0,0.0,5.8,0.0,37.2,0.0,0.0,0.16,0.0,0.059936,1.16,595,892,910,0,0.0,49,27.7682,32.9337,22.5903,27.0168,18.0279,37.2923,45.6462,55.394,53.5393,36.465,51.03,82.3472,11190.916000000001,2.0,0.0,test
-9883,Lithuania,EUR,cool_moist,24.289728,54.092499,130.0,8,background,rural,0.0,45.8,0.0,0.0,0.0,38.5,0.0,0.0,0.0,0.0,0.0,0.0,2.6,0.0,12.0,0.0,0.0,0.023,0.0,0.148778,1.56,157,157,1834,0,0.0,48,24.8517,31.4885,18.0596,23.8757,13.0991,35.9723,45.3455,57.4498,55.5959,35.8022,52.4329,88.3614,11809.8962,2.0,0.0,train
-9885,Lithuania,EUR,cool_moist,23.835835,54.883614,73.0,46,background,urban,1.4,3.0,0.0,0.0,0.0,33.0,0.0,0.0,0.0,0.0,0.0,0.0,21.7,4.1,34.1,0.0,0.0,0.943,0.0,2.6295900000000003,1.84,884,14228,29371,34,36.03,62,24.1067,28.0189,20.1108,23.4246,14.7365,33.0985,40.8143,51.2608,48.8368,32.1978,47.7376,70.6062,6120.1323,1.0,0.0,val
-9886,Lithuania,EUR,cool_moist,23.986222,54.895128,31.0,24,traffic,urban,1.7,1.3,0.0,0.0,0.0,29.0,0.0,0.0,0.0,0.0,0.0,0.0,23.9,4.1,37.0,0.0,0.0,0.5710000000000001,0.0,3.01631,1.83,29371,29371,29371,54,48.53,62,22.2057,25.05,19.3372,21.7872,13.2327,30.5756,38.0107,47.4825,45.1408,29.4606,44.4101,37.5126,3701.8788,0.6667,0.0,val
-9887,Lithuania,EUR,cool_moist,23.95778,55.28,44.0,16,industrial,urban,0.0,0.0,0.0,0.0,0.0,14.1,0.0,0.0,0.0,0.0,0.0,0.0,50.9,0.0,34.3,0.0,0.0,0.909,0.0,0.622708,1.63,495,495,698,42,27.76,53,22.5885,25.3446,19.6792,21.1189,14.8743,29.2014,37.9088,48.5197,46.7615,29.0151,44.7677,35.3478,3866.1666,0.0,0.0,val
-9889,Lithuania,EUR,cool_moist,21.17946,55.69,12.0,11,traffic,urban,43.2,1.1,0.0,0.0,0.0,8.4,0.0,0.0,0.0,0.0,0.0,0.0,16.3,1.8,26.9,0.0,0.0,0.40700000000000003,0.0,2.99835,1.56,23668,23779,24507,59,50.39,60,21.8136,22.7759,20.8763,21.8206,13.0322,30.0744,36.6072,44.4329,42.9396,27.3636,41.972,22.3282,1518.9884,0.0,0.0,train
-9891,Lithuania,EUR,cool_moist,22.33139,56.309723,67.0,12,industrial,urban,0.0,0.0,0.0,0.0,0.0,24.4,0.0,0.0,0.0,0.0,0.0,0.0,29.2,0.0,44.7,0.0,0.0,0.523,0.0,1.64578,1.4,751,752,754,43,19.86,59,26.9217,29.1056,24.5552,26.95,19.2643,34.7526,41.1685,48.8709,46.9608,33.0445,45.8117,28.3922,4925.5144,0.0,0.0,val
-9895,Lithuania,EUR,cool_moist,21.030848000000002,55.376389,5.0,0,background,rural,81.0,1.2,0.0,0.0,0.0,5.6,0.0,0.0,1.4,0.0,2.2,1.4,1.7,0.0,5.0,0.0,0.0,0.131,0.0,0.218027,1.29,220,354,458,0,0.38,14,30.6827,32.7481,28.5815,31.645,22.4723,38.7291,44.4934,52.7538,51.3124,36.3985,49.926,44.7775,7531.5407,0.3333,0.0,train
-9896,Lithuania,EUR,cool_moist,23.308027,55.937836,122.0,19,traffic,urban,0.0,0.0,0.0,0.0,0.0,19.7,0.0,0.0,0.0,0.0,0.0,0.0,40.2,1.2,36.7,0.0,0.0,0.495,0.0,4.81874,1.57,20357,20357,20357,58,44.68,58,21.6184,22.3054,20.8008,20.8182,13.0824,29.355999999999998,37.2923,46.489,44.6555,26.7147,43.4808,28.6529,2181.8911,0.0,0.0,train
-9897,Lithuania,EUR,cool_moist,25.210835,54.686111,170.0,41,background,urban,0.0,10.5,0.0,0.0,0.0,38.0,0.0,0.0,0.0,0.0,0.0,0.0,3.6,4.5,41.8,0.0,0.0,0.163,0.0,9.59019,1.65,12695,17553,17553,59,55.83,63,23.1709,25.675,20.5695,21.4865,13.8008,31.7285,40.5503,51.6946,49.4661,29.8733,45.592,60.4836,5837.4408,0.6667,0.0,val
-9900,Lithuania,EUR,cool_moist,25.289444,54.715279,119.0,15,traffic,urban,0.0,9.7,0.0,0.0,0.0,34.9,0.0,0.0,0.0,0.0,0.0,0.0,5.2,4.5,44.5,0.0,0.0,0.035,0.0,17.1833,1.56,17535,17553,17553,62,57.43,63,18.8184,21.263,16.489,17.2928,8.6547,27.3343,36.2597,47.9353,45.5272,26.0342,42.2271,34.3036,2871.4183,0.0,0.0,val
-9905,Lithuania,EUR,cool_moist,21.886948,56.008334999999995,155.0,33,background,rural,0.0,0.0,0.0,0.0,0.0,26.5,0.0,0.0,0.0,0.0,0.0,0.0,20.8,0.0,50.4,0.0,0.0,0.3,0.0,0.5813229999999999,1.51,421,421,754,0,0.0,48,25.3412,29.683000000000003,21.0768,25.5967,17.4432,33.132,39.73,48.6537,46.6508,32.8979,44.5091,31.4647,4167.372,0.0,0.0,val
-9906,Luxembourg,EUR,cool_moist,5.846956,49.731945,295.0,17,background,rural,0.0,0.0,0.0,0.0,0.0,42.7,0.0,0.0,0.0,0.0,1.7,0.0,15.1,5.8,34.5,0.0,0.0,1.033,0.0,7.8581,4.07,1853,2956,19966,14,22.05,62,22.1254,28.6519,15.3046,21.7204,9.1894,31.5363,41.4358,57.3084,53.3821,33.6791,50.9786,130.843,9346.0218,3.3333,0.0,test
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-9909,Luxembourg,EUR,cool_moist,5.976675,49.50528,292.0,12,industrial,urban,0.0,0.0,0.0,0.0,0.0,18.2,0.0,0.0,0.0,0.0,0.0,0.0,43.2,14.3,23.0,0.0,0.0,1.547,0.0,46.2908,4.84,19962,19962,19966,59,51.16,62,22.4677,27.9063,16.8344,22.0546,10.1919,32.0794,41.4358,57.5023,54.0295,32.5508,50.3628,122.046,9325.6203,5.0,0.0,train
-9910,Luxembourg,EUR,cool_moist,6.138058,49.59833,280.0,12,background,urban,0.0,0.0,0.0,0.0,0.0,23.3,0.0,0.0,0.0,0.0,0.0,0.0,34.5,9.9,31.1,0.0,0.0,2.5069999999999997,0.0,11.2737,4.93,18395,19966,19966,60,53.87,62,17.4456,21.8066,12.9519,15.0372,5.5136,25.7303,36.2564,52.6302,47.4298,26.0972,45.3536,90.0821,5374.7902,3.6667,0.0,train
-9911,Luxembourg,EUR,cool_moist,6.126953,49.611389,280.0,44,traffic,urban,0.0,0.0,0.0,0.0,0.0,23.3,0.0,0.0,0.0,0.0,0.0,0.0,34.5,9.9,31.1,0.0,0.0,1.136,0.0,41.3863,4.78,18395,19966,19966,62,58.05,62,12.1623,14.2394,10.0608,10.0248,3.2581,18.5459,26.8164,39.0015,36.0893,18.2999,35.266,14.9904,737.58,0.0,0.0,train
-9912,Luxembourg,EUR,cool_moist,6.176397,49.94389,515.0,105,background,rural,0.0,0.0,0.0,0.0,0.0,47.8,0.0,0.0,0.0,0.0,1.1,0.0,15.0,0.0,35.2,0.0,0.0,0.813,0.0,6.63081,3.76,1303,1303,4522,22,15.08,47,31.4041,34.2787,28.465,30.2415,22.0546,39.2638,49.4557,66.685,62.7385,38.2625,55.3499,217.9734,15965.4401,11.0,0.3333,test
-9915,Latvia,EUR,cool_moist,21.004694,56.523175,4.0,4,traffic,urban,49.2,1.1,0.0,0.0,0.0,19.9,0.0,0.0,0.0,0.0,0.0,0.0,12.4,0.0,14.6,0.0,0.0,0.0,0.0,5.68775,1.4,15365,15365,15365,58,34.57,58,28.4164,29.4985,27.441,28.9048,21.1523,36.0893,41.5862,48.4372,46.3751,33.335,43.6779,20.6973,3074.8382,0.0,0.0,val
-9919,Latvia,EUR,cool_moist,27.333369,56.510203000000004,157.0,15,traffic,urban,2.5,0.0,0.0,0.0,0.0,22.7,0.0,0.0,0.0,0.0,0.0,0.0,12.6,0.0,58.7,0.0,0.0,0.099,0.0,2.40551,1.06,3922,10898,19203,48,26.53,51,25.1754,26.9608,23.5333,25.087,18.4958,31.6032,37.3675,44.247,41.9413,29.6159,40.2018,14.0927,1824.8495,0.0,0.0,train
-9923,Latvia,EUR,cool_moist,24.156508,56.935928000000004,7.0,5,background,urban,12.9,10.9,0.0,0.0,0.0,48.3,0.0,0.0,2.1,0.0,0.0,1.8,0.0,6.2,16.1,0.0,0.0,0.287,0.0,16.4827,2.18,27479,27479,27479,63,60.84,63,27.3544,29.284000000000002,25.3526,26.8999,19.5734,35.187,41.5027,47.9256,46.3647,33.0564,45.4726,27.7164,4282.9097,0.0,0.0,train
-9925,Latvia,EUR,cool_moist,24.115872,56.95060600000001,8.0,11,background,urban,16.1,10.0,0.0,0.0,0.0,47.1,0.0,0.0,2.1,0.0,0.0,1.8,0.0,6.2,15.0,0.0,0.0,0.0,0.0,16.4827,2.18,27479,27479,27479,63,62.25,63,24.5125,25.6146,23.1846,24.2517,15.7055,32.9816,40.2112,48.1762,45.7193,29.752,46.1172,24.3727,3882.6519,0.0,0.0,train
-9926,Latvia,EUR,cool_moist,24.1158,56.9575,6.0,11,traffic,urban,16.1,10.0,0.0,0.0,0.0,47.1,0.0,0.0,2.1,0.0,0.0,1.8,0.0,6.2,15.0,0.0,0.0,0.0,0.0,16.4827,2.18,27479,27479,27479,63,62.14,63,10.2894,9.2526,11.2857,8.0366,3.9598,14.890999999999998,21.7037,30.4754,28.5686,12.3452,27.4283,5.0185,51.742,0.0,0.0,train
-9929,Latvia,EUR,cool_moist,21.591989,57.404633,1.0,4,background,urban,45.6,3.2,0.0,0.0,0.0,33.6,0.0,0.0,0.0,0.0,0.0,0.0,8.8,0.0,6.9,0.0,0.0,0.391,0.0,6.61888,1.25,7926,8279,8279,61,40.27,62,28.9104,28.3598,24.0202,26.666,18.2953,34.760999999999996,41.2019,46.882,45.3184,32.4033,47.3527,20.8596,3242.7561,0.0,0.0,val
-9931,Montenegro,EUR,warm_moist,19.0989,42.0994,25.0,0,traffic,urban,60.0,0.0,0.0,0.0,1.3,9.6,0.0,0.0,4.2,0.0,1.2,0.0,6.6,0.0,14.9,0.0,0.0,0.0,0.0,0.000241,1.08,627,814,1018,59,30.41,59,34.0144,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,57.4156,-999.0,-999.0,-999.0,-999.0,train
-9933,Montenegro,EUR,warm_moist,18.9464,42.777867,590.0,29,traffic,urban,0.0,0.0,0.0,0.0,3.1,7.9,0.0,0.0,0.0,0.0,1.7,0.0,23.0,0.0,63.0,0.0,0.0,0.0,0.0,0.8754569999999999,1.03,806,806,808,60,40.76,60,27.0446,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,46.9285,-999.0,-999.0,-999.0,-999.0,test
-9937,Macedonia,EUR,warm_dry,21.356396,41.040001000000004,586.0,19,industrial,urban,0.0,0.0,0.0,0.0,7.9,6.3,0.0,0.0,0.0,0.0,15.1,0.0,53.4,0.0,15.8,0.0,0.0,0.284,0.54,2.5427299999999997,1.68,6124,6124,6124,47,28.26,59,30.0925,34.8754,22.8451,27.9742,15.9294,40.7822,50.3997,59.9303,57.1257,39.7243,55.1785,92.62700000000001,18542.8251,2.0,0.0,val
-9938,Macedonia,EUR,cool_dry,21.33667,41.030277000000005,600.0,53,traffic,urban,0.0,0.0,0.0,0.0,10.4,7.2,0.0,0.0,0.0,0.0,10.4,0.0,51.2,0.0,18.1,0.0,0.0,0.0,0.0,2.5427299999999997,1.68,6124,6124,6124,56,30.24,59,33.77,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,66.2202,-999.0,-999.0,-999.0,-999.0,val
-9944,Macedonia,EUR,warm_dry,22.007227,41.440556,269.0,98,industrial,urban,0.0,1.2,0.0,0.0,6.8,12.9,0.0,0.0,6.8,0.0,16.7,0.0,34.8,1.5,18.0,0.0,0.0,0.9209999999999999,0.31,1.7180000000000002,1.57,1627,1628,2183,47,18.36,47,23.7261,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,45.446999999999996,-999.0,-999.0,-999.0,-999.0,val
-9946,Macedonia,EUR,warm_dry,22.415848,41.913891,349.0,56,traffic,urban,0.0,0.0,0.0,0.0,17.3,2.7,0.0,0.0,0.0,0.0,10.2,0.0,31.6,0.0,36.5,0.0,0.0,0.691,0.44,1.84621,1.19,2474,2474,2474,31,16.92,55,23.0092,28.1255,20.0551,23.859,14.7189,33.1884,40.8731,48.4248,46.1285,32.5001,43.021,23.4225,4512.1626,0.0,0.0,val
-9947,Macedonia,EUR,warm_dry,21.714737,42.135559,337.0,8,industrial,urban,0.0,0.0,0.0,0.0,5.9,0.0,0.0,0.0,0.0,0.0,3.9,0.0,59.8,2.3,27.6,0.0,0.0,1.115,0.17300000000000001,1.70888,1.58,6169,6173,42986,58,31.94,62,32.4751,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,59.2791,-999.0,-999.0,-999.0,-999.0,val
-9948,Macedonia,EUR,cool_moist,20.698902,41.535831,1333.0,448,background,rural,0.0,0.0,0.0,0.0,30.1,7.4,0.0,0.0,0.0,0.0,1.4,0.0,25.2,0.0,34.5,0.0,0.0,0.133,0.0,0.047228,0.91,354,390,10373,5,0.76,44,52.6521,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,train
-9949,Macedonia,EUR,warm_dry,21.470003,41.978333,235.0,9,industrial,urban,0.0,0.0,0.0,0.0,11.9,5.2,0.0,0.0,0.0,0.0,5.3,0.0,44.4,5.7,26.2,0.0,0.0,0.773,0.0,3.8036800000000004,2.07,51419,51419,51419,60,49.66,63,12.2188,19.1838,8.1603,7.0424,2.4561,20.5508,38.7709,50.6288,48.567,23.4441,41.9958,43.4405,7080.6751,0.5,0.0,val
-9950,Macedonia,EUR,warm_dry,21.6525,41.987442,268.0,50,industrial,suburban,0.0,0.0,0.0,0.0,7.0,1.8,0.0,0.0,0.0,0.0,3.7,0.0,53.1,6.1,27.6,0.0,0.0,2.097,0.036000000000000004,2.41625,1.78,2785,3412,51419,27,23.67,63,25.7341,33.5786,-999.0,24.2374,11.2278,38.5554,50.119,60.224,58.0812,38.866,58.7448,86.0522,18313.331000000002,0.5,0.0,val
-9952,Macedonia,EUR,warm_dry,21.440838,41.999168,270.0,19,traffic,urban,0.0,0.0,0.0,0.0,12.3,7.1,0.0,0.0,0.0,0.0,6.6,0.0,42.0,5.5,24.7,0.0,0.0,0.773,0.0,3.8036800000000004,2.07,33602,51419,51419,63,58.0,63,16.2088,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,32.6523,-999.0,-999.0,-999.0,-999.0,val
-9953,Macedonia,EUR,warm_dry,20.968069,42.004444,84.0,37,traffic,urban,0.0,1.0,0.0,0.0,6.5,8.7,0.0,0.0,0.0,0.0,9.9,0.0,35.3,2.8,35.1,0.0,0.0,1.53,0.218,3.83981,1.39,9822,10783,14337,54,28.97,58,24.0887,29.1395,22.2541,24.3854,14.9069,34.533,44.9472,56.606,54.4704,33.8099,48.277,76.5029,10822.9955,1.0,0.0,val
-9954,Macedonia,EUR,warm_dry,21.764736,41.718613,180.0,34,industrial,urban,0.0,0.0,0.0,0.0,5.0,1.6,0.0,0.0,1.1,0.0,23.5,0.0,40.1,0.0,27.2,0.0,0.0,1.042,0.001,2.31661,1.4,1812,1813,1813,51,20.58,52,29.5031,37.7083,25.9339,31.131999999999998,20.4857,43.1079,52.931000000000004,62.1538,59.9796,42.9945,54.7372,92.2694,23246.5018,0.5,0.0,val
-9955,Macedonia,EUR,warm_dry,21.765291,41.705833,191.0,128,traffic,urban,0.0,0.0,0.0,0.0,5.2,2.2,0.0,0.0,1.3,0.0,25.8,0.0,37.8,0.0,26.2,0.0,0.0,1.042,0.001,2.31661,1.4,1813,1813,1813,27,18.42,52,23.5473,-999.0,18.3784,22.1298,11.4533,33.9527,43.1818,50.8799,48.3488,32.8683,49.4588,-999.0,-999.0,0.0,-999.0,val
-9956,Malta,EUR,tropical_dry,14.434464000000002,35.890018,86.0,60,background,urban,83.9,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,2.1,0.0,6.6,5.8,0.0,0.0,0.0,2.0180000000000002,0.0,9.33019,1.58,36496,92879,92879,63,59.92,63,34.3918,41.0996,32.5057,38.0441,30.6258,44.6855,50.525,59.2837,56.1577,44.8259,49.0787,77.9917,20388.1494,1.5,0.0,train
-9958,Malta,EUR,tropical_dry,14.197153,36.06707,114.0,99,background,rural,93.4,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.2,0.0,3.5,0.0,0.0,0.0,0.0,0.0,0.0,0.896884,1.29,1393,7501,11126,30,19.38,62,46.9823,48.8987,45.0809,45.8467,40.9346,52.7263,59.1296,67.3198,64.9983,51.6694,62.6507,170.6406,41579.625,10.3333,0.0,train
-9960,Malta,EUR,tropical_dry,14.511666,35.881664,40.0,17,industrial,urban,85.5,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,2.0,0.0,5.7,5.3,0.0,0.0,0.0,2.092,0.0,2.57156,1.62,45742,92879,92879,62,59.83,63,33.8289,37.5215,30.1774,35.2706,26.219,42.4383,48.8375,57.1397,54.0337,41.9185,53.2253,75.7545,15546.3183,0.3333,0.0,train
-9961,Malta,EUR,tropical_dry,14.489985999999998,35.895835999999996,2.0,37,traffic,urban,84.6,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,2.0,0.0,6.3,5.5,0.0,0.0,0.0,2.0180000000000002,0.0,9.33019,1.58,92879,92879,92879,63,61.04,63,26.4838,30.0451,23.8033,28.4704,19.799,35.538000000000004,40.8009,47.7105,44.8986,34.5083,46.7474,21.5167,3592.4522,0.0,0.0,train
-9963,Malta,EUR,tropical_dry,14.538985999999998,35.852290999999994,56.0,50,background,urban,86.2,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.9,0.0,5.4,5.3,0.0,0.0,0.0,2.092,0.0,2.57156,1.62,47489,47489,92879,62,51.01,63,36.2247,39.9101,32.5969,36.9581,29.3393,43.775,50.8491,59.3816,57.4442,43.8645,56.353,84.4878,19132.9469,1.3333,0.0,train
-9968,Netherlands,EUR,cool_moist,4.917294999999999,52.39093,4.0,2,background,urban,14.7,5.3,0.0,0.0,0.0,11.5,0.0,0.0,0.0,0.0,21.4,0.0,9.1,28.1,8.3,0.0,0.0,0.0,0.0,21.6921,7.96,41618,48375,54388,63,60.04,63,18.2461,21.2392,15.2861,17.8871,6.9677,27.2877,34.8722,46.9706,43.869,25.8018,43.4477,117.6533,3549.8757,1.0,0.0,train
-9976,Netherlands,EUR,cool_moist,4.919536,52.348572,7.0,2,traffic,urban,10.4,5.6,0.0,0.0,0.0,12.7,0.0,0.0,0.0,0.0,21.8,0.0,9.9,29.0,9.2,0.0,0.0,1.048,0.0,21.6921,7.96,48375,51230,54388,63,62.74,63,18.2675,21.0745,15.5139,17.102,7.1038,27.0973,35.6495,48.9758,45.5556,25.4528,45.3069,105.4289,4285.8709,2.5,0.5,train
-9988,Netherlands,EUR,cool_moist,5.573492,52.916916,1.0,0,background,rural,33.4,2.6,0.0,0.0,0.0,3.1,0.0,0.0,0.0,0.0,34.4,0.0,13.3,2.1,10.0,0.0,0.0,1.217,0.0,0.45503000000000005,4.27,1252,1268,8973,11,8.32,59,24.8489,28.0717,21.6511,25.5278,16.4719,32.9769,39.6584,50.9186,48.0013,32.209,47.6293,106.7685,5684.618,1.6667,0.3333,train
-9989,Netherlands,EUR,cool_moist,6.01807,52.655003,1.0,0,background,rural,1.6,1.6,0.0,0.0,0.0,10.8,0.0,0.0,0.0,0.0,18.9,0.0,26.5,5.2,34.5,0.0,0.0,0.469,0.0,1.5547,5.39,3237,3507,5419,11,15.24,61,22.9027,26.9325,19.0255,23.0275,13.2432,31.3622,38.7224,52.0429,47.7427,30.7444,46.8627,123.7711,5822.746,3.0,0.3333,test
-9991,Netherlands,EUR,cool_moist,5.61915,52.448502000000005,-4.0,0,background,rural,14.5,3.5,0.0,0.0,0.0,24.1,0.0,0.0,0.0,0.0,5.5,1.2,30.6,5.4,14.1,0.0,0.0,3.273,0.0,2.3588,6.43,1603,3028,23807,8,9.0,61,20.838,26.3694,17.1763,21.5082,12.4934,30.2147,37.8692,50.4748,46.8481,30.587,41.5208,109.06299999999999,5413.6017,3.0,0.0,test
-9992,Netherlands,EUR,cool_moist,5.148902,51.519444,15.0,4,background,rural,0.0,0.0,0.0,0.0,0.0,19.1,0.0,0.0,0.0,0.0,0.0,0.0,9.4,17.2,52.9,0.0,0.0,1.496,0.0,5.4886800000000004,8.76,5805,14597,30610,28,31.64,63,19.6359,25.5732,14.9465,19.6499,9.7942,28.9052,37.4258,52.6911,48.5131,29.4024,47.4161,120.6323,6287.8382,3.6667,0.0,train
-9995,Netherlands,EUR,cool_moist,4.7808470000000005,51.603333,1.0,2,background,suburban,1.3,2.8,0.0,0.0,0.0,10.3,0.0,0.0,0.0,0.0,0.0,0.0,23.8,15.1,45.3,0.0,0.0,1.159,0.0,13.7877,9.12,20567,20586,25434,63,58.1,63,19.3629,24.1717,14.6469,18.3632,8.3192,27.9168,36.6009,53.5594,48.6917,28.7079,47.2611,160.8094,6180.1675,4.3333,0.6667,train
-9997,Netherlands,EUR,cool_moist,4.988614,52.203056,-1.0,0,traffic,rural,4.3,5.7,0.0,0.0,0.0,14.6,0.0,0.0,0.0,0.0,22.6,0.0,14.4,23.5,13.8,0.0,0.0,0.0,0.0,9.014569999999999,8.19,3934,8337,51230,39,34.0,63,15.7005,19.1082,12.3839,14.6098,5.7727,23.4799,30.6819,43.3458,39.4731,23.6077,39.0466,60.2162,2270.9216,0.3333,0.0,train
-9998,Netherlands,EUR,cool_moist,5.561678,51.267497999999996,32.0,4,background,rural,0.0,3.1,0.0,0.0,0.0,21.1,0.0,0.0,0.0,0.0,1.3,0.0,5.8,16.1,52.1,0.0,0.0,2.451,0.0,2.88167,8.35,5453,5682,30610,49,29.88,63,19.9586,25.1785,14.7535,19.4793,9.0762,28.5572,37.0009,53.167,48.7791,29.7207,47.4588,121.3182,6428.3412,2.6667,0.6667,train
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-10043,Netherlands,EUR,warm_moist,6.043064,51.120277,32.0,6,background,rural,0.0,2.0,0.0,0.0,0.0,12.7,0.0,0.0,0.0,0.0,0.0,0.0,33.0,21.3,30.8,0.0,0.0,2.439,0.0,3.7650699999999997,9.47,5064,5746,26839,19,20.12,63,20.8188,26.0596,15.6118,20.0208,9.7092,29.2706,38.4743,56.4836,51.632,30.7001,49.9077,218.8039,8024.1764,6.0,0.6667,test
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-10056,Netherlands,EUR,cool_moist,5.1211139999999995,52.068889,1.0,3,traffic,urban,0.0,3.3,0.0,0.0,0.0,17.3,0.0,0.0,0.0,0.0,24.9,0.0,16.9,13.4,22.9,0.0,0.0,1.032,0.0,9.39214,7.43,33108,33108,33108,62,61.81,63,16.4097,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,40.8274,-999.0,-999.0,-999.0,-999.0,train
-10057,Netherlands,EUR,cool_moist,5.128334,52.102222,2.0,3,background,urban,0.0,3.3,0.0,0.0,0.0,17.3,0.0,0.0,0.0,0.0,24.9,0.0,16.9,13.4,22.9,0.0,0.0,1.032,0.0,19.4926,7.37,26450,33058,33108,62,61.05,63,20.8469,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,46.9117,-999.0,-999.0,-999.0,-999.0,train
-10062,Netherlands,EUR,cool_moist,6.933333,52.876663,10.0,2,background,rural,0.0,0.0,0.0,0.0,0.0,8.3,0.0,0.0,0.0,0.0,0.0,0.0,33.8,3.4,53.7,0.0,0.0,1.1159999999999999,0.0,3.75216,4.72,1272,1273,4349,10,10.76,58,22.6593,27.5904,17.668,22.1664,12.8883,31.0467,38.8429,53.9125,49.6551,31.7052,48.9388,148.2024,6760.9042,4.6667,0.0,val
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-10146,Poland,EUR,cool_moist,15.678769,50.861875,341.0,0,background,urban,0.0,11.7,0.0,0.0,0.0,39.7,0.0,0.0,1.3,0.0,1.2,0.0,4.9,1.7,38.9,0.0,0.0,0.972,0.0,1.50126,2.29,7322,10125,10825,39,25.42,56,23.7615,29.8022,16.9162,23.057,10.359000000000002,34.4185,45.6128,59.4805,56.5427,34.8098,52.3852,68.7451,10974.9551,0.6667,0.0,train
-10148,Poland,EUR,cool_moist,16.653614,50.433521999999996,300.0,18,background,urban,0.0,9.3,0.0,0.0,0.0,32.6,0.0,0.0,0.0,0.0,0.0,0.0,22.9,1.0,32.8,0.0,0.0,2.995,0.0,2.2507900000000003,2.45,15519,15519,15519,38,21.25,47,21.5262,28.8557,14.3071,19.7154,7.4768,32.5806,44.4433,57.7997,55.7281,33.5931,51.1785,74.582,11138.5105,0.3333,0.0,train
-10156,Poland,EUR,cool_moist,15.431735,51.317696999999995,190.0,14,background,rural,0.0,36.5,0.0,0.0,0.0,24.8,0.0,0.0,0.0,0.0,1.1,0.0,17.9,1.6,17.6,0.0,0.0,0.243,0.0,0.984166,3.02,288,871,19394,17,10.63,56,22.6871,29.7631,15.5975,21.3863,10.359000000000002,32.2465,43.6079,58.1439,55.7421,33.9926,51.4299,80.8243,11056.7701,1.6667,0.0,train
-10164,Poland,EUR,cool_moist,16.269675,50.768758,436.0,24,background,urban,0.0,2.8,0.0,0.0,0.0,26.4,0.0,0.0,0.0,0.0,0.0,0.0,27.3,4.2,38.3,0.0,0.0,0.0,0.0,2.1463,2.61,19681,19681,30644,54,38.27,58,25.8296,32.025,19.6437,25.061999999999998,13.7006,36.4234,47.4507,60.8572,58.7495,36.4263,53.3743,87.7271,14265.5664,2.3333,0.0,train
-10167,Poland,EUR,cool_dry,17.141122,51.115939000000004,120.0,2,background,suburban,0.0,0.0,0.0,0.0,0.0,11.4,0.0,0.0,0.0,0.0,0.0,0.0,55.0,8.3,24.6,0.0,0.0,1.76,0.0,14.3051,3.9,25220,28437,28437,48,43.31,63,21.506999999999998,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,46.9545,-999.0,-999.0,-999.0,-999.0,train
-10168,Poland,EUR,cool_dry,17.029267,51.129391,121.0,2,background,urban,0.0,0.0,0.0,0.0,0.0,10.1,0.0,0.0,0.0,0.0,0.0,0.0,58.3,7.9,23.3,0.0,0.0,0.121,0.0,28.8198,3.97,28437,28437,28437,62,61.45,63,22.9864,28.8035,17.2581,21.7204,10.5261,33.0818,43.6079,57.9767,55.4497,33.4565,51.4502,94.6785,11368.2675,2.0,0.0,train
-10181,Poland,EUR,cool_dry,18.0,53.134167000000005,40.0,1,background,urban,0.0,23.3,0.0,0.0,0.0,15.9,0.0,0.0,0.0,0.0,0.0,0.0,31.3,5.8,22.3,0.0,0.0,0.0,0.0,9.51792,2.79,18770,27397,27451,63,56.61,63,21.9756,23.8229,-999.0,18.6461,8.6464,28.6208,36.766,47.693000000000005,45.3779,27.5501,45.1849,-999.0,5396.6361,0.5,-999.0,train
-10182,Poland,EUR,cool_moist,18.781944,53.871667,44.0,47,background,urban,0.0,3.2,0.0,0.0,0.0,15.6,0.0,0.0,0.0,0.0,0.0,0.0,61.1,2.4,16.4,0.0,0.0,1.6,0.0,2.3186400000000003,2.44,1048,1405,22092,12,13.24,61,22.2316,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,47.1577,-999.0,-999.0,-999.0,-999.0,val
-10192,Poland,EUR,cool_moist,17.933332999999998,53.65,40.0,5,background,rural,0.0,37.9,0.0,0.0,0.0,14.8,0.0,0.0,0.0,0.0,0.0,0.0,30.6,1.1,14.5,0.0,0.0,0.149,0.0,0.49837299999999995,2.1,1013,1114,9622,0,3.38,60,26.918000000000003,32.641999999999996,21.1991,26.3151,16.5785,35.7718,45.1817,60.4368,58.4509,36.4641,52.4083,123.4481,12638.2251,3.6667,0.0,train
-10197,Poland,EUR,cool_dry,23.149445,52.029167,144.0,3,background,urban,0.0,0.0,0.0,0.0,0.0,18.4,0.0,0.0,0.0,0.0,0.0,0.0,39.4,2.2,39.3,0.0,0.0,0.927,0.0,2.3331,1.93,15530,15530,15530,53,33.11,59,22.2125,26.3984,18.0408,20.8182,13.2996,29.7236,38.7509,50.5912,48.7372,30.3331,44.5942,45.8996,5953.4886,0.6667,0.0,train
-10198,Poland,EUR,cool_moist,22.996668,50.591389,240.0,49,background,rural,0.0,16.5,0.0,0.0,0.0,25.3,0.0,0.0,0.0,0.0,0.0,0.0,29.2,0.0,26.3,0.0,0.0,0.5429999999999999,0.0,0.303118,1.81,609,653,9639,8,9.41,59,23.9443,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,56.4459,-999.0,47.4189,-999.0,-999.0,-999.0,-999.0,val
-10200,Poland,EUR,cool_dry,22.569134,51.25943,191.0,30,background,urban,0.0,0.0,0.0,0.0,0.0,6.3,0.0,0.0,0.0,0.0,0.0,0.0,76.7,4.8,11.7,0.0,0.0,0.816,0.0,19.4977,2.4,31465,31465,31465,63,59.68,63,21.3761,26.2569,17.2754,20.6887,11.0273,30.6007,40.4501,52.5645,50.4122,30.8448,47.6299,63.3053,6831.1394,0.5,0.0,test
-10204,Poland,EUR,cool_dry,22.598611,51.163333,202.0,12,background,suburban,0.0,0.0,0.0,0.0,0.0,3.1,0.0,0.0,0.0,0.0,0.0,0.0,85.3,4.4,6.8,0.0,0.0,2.202,0.0,1.02183,2.39,1325,19493,31465,23,22.78,63,24.537,29.5317,19.5637,22.8315,12.8568,34.760999999999996,44.3598,56.0276,54.5819,33.7638,50.7218,79.6568,11128.4226,1.0,0.0,test
-10206,Poland,EUR,cool_dry,19.233333,52.143333,177.0,7,background,rural,0.0,0.0,0.0,0.0,0.0,3.6,0.0,0.0,0.0,0.0,0.0,0.0,84.2,1.7,9.9,0.0,0.0,2.822,0.0,0.872647,3.64,728,849,16271,9,9.77,56,25.3059,31.739,18.862000000000002,24.2767,15.0873,34.1553,44.2628,58.1665,55.6794,36.096,52.9406,106.6419,11726.1533,1.6667,0.0,train
-10207,Poland,EUR,cool_dry,19.529722,51.758057,235.0,33,background,urban,0.0,1.4,0.0,0.0,0.0,13.0,0.0,0.0,0.0,0.0,0.0,0.0,41.8,13.7,29.7,0.0,0.0,2.388,0.0,4.75102,3.97,32848,32848,32848,62,58.05,63,26.4288,30.6447,22.2411,25.8473,15.5092,35.8554,45.9771,59.5497,57.9183,35.1579,53.1171,103.8898,12900.8202,2.0,0.0,train
-10211,Poland,EUR,cool_dry,19.36861,51.668056,186.0,7,industrial,urban,0.0,1.8,0.0,0.0,0.0,14.1,0.0,0.0,0.0,0.0,0.0,0.0,35.2,13.7,34.8,0.0,0.0,1.5590000000000002,0.0,2.58336,4.03,17363,18548,32848,59,41.38,63,23.1081,27.9965,18.1761,21.9543,12.249,31.5593,41.5328,57.5854,55.9102,32.6121,50.4771,122.8025,9592.7327,2.0,0.0,train
-10212,Poland,EUR,cool_dry,19.5175,51.291111,166.0,28,background,rural,0.0,6.3,0.0,0.0,0.0,19.1,0.0,0.0,0.0,0.0,1.4,0.0,38.9,4.3,29.8,0.0,0.0,2.531,0.0,1.92146,4.31,927,1032,21129,9,8.26,61,27.8246,33.5411,22.1766,26.9834,17.5768,36.8453,46.9328,61.308,59.4679,37.6258,54.4002,113.6311,14921.8265,2.0,0.0,train
-10214,Poland,EUR,cool_dry,19.696957,51.404408000000004,195.0,16,background,urban,0.0,5.7,0.0,0.0,0.0,18.8,0.0,0.0,0.0,0.0,0.0,0.0,45.2,2.8,27.0,0.0,0.0,1.954,0.0,9.15277,4.17,15367,15367,21129,55,39.07,61,22.5756,28.3592,16.8152,21.0855,10.5093,32.0418,43.0732,58.1188,56.1848,33.1626,52.1703,86.4816,10636.2958,1.0,0.0,train
-10217,Poland,EUR,cool_dry,15.228658,52.738220999999996,22.0,15,background,urban,0.0,20.8,0.0,0.0,0.0,38.0,0.0,0.0,0.0,0.0,0.0,0.0,12.9,1.8,26.1,0.0,0.0,0.852,0.0,4.85893,2.47,21408,21408,21408,60,46.28,61,21.4696,25.4921,17.4951,20.5509,10.1919,31.0769,39.5979,51.7948,49.5004,29.6615,46.4886,46.2981,5408.616,0.3333,0.0,train
-10219,Poland,EUR,cool_dry,15.205832999999998,52.172501000000004,77.0,16,background,rural,0.0,35.6,0.0,0.0,0.0,35.6,0.0,0.0,0.0,0.0,0.0,0.0,12.3,0.0,14.9,0.0,0.0,0.136,0.0,0.573236,3.0,155,784,1791,0,0.44,50,24.5979,31.0438,18.1573,23.7253,14.3689,33.0818,43.1066,57.2683,54.847,35.1329,49.9771,73.9067,10775.6648,1.6667,0.0,train
-10220,Poland,EUR,cool_dry,15.124,52.43696,86.0,3,background,urban,0.0,29.5,0.0,0.0,0.0,38.9,0.0,0.0,0.0,0.0,0.0,0.0,14.3,0.0,15.5,0.0,0.0,0.574,0.0,0.28227800000000003,2.81,670,670,1077,21,11.92,37,24.1862,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,47.1305,-999.0,-999.0,-999.0,-999.0,train
-10224,Poland,EUR,cool_dry,15.5189,51.9398,150.0,73,background,urban,0.0,26.8,0.0,0.0,0.0,31.2,0.0,0.0,0.0,0.0,0.0,0.0,13.2,2.6,25.7,0.0,0.0,0.785,0.0,5.94641,2.98,27511,27511,27511,58,43.34,60,26.0435,28.3294,23.883000000000003,25.3962,16.2068,34.7527,43.775,55.9718,54.3328,32.3515,49.3851,72.7662,8456.44,0.6667,0.0,train
-10226,Poland,EUR,cool_moist,19.948889,50.010278,230.0,39,background,urban,0.0,0.0,0.0,0.0,0.0,18.2,0.0,0.0,0.0,0.0,0.0,0.0,26.0,11.4,43.0,0.0,0.0,3.3569999999999998,0.0,15.7609,4.76,20260,31065,31065,62,57.55,63,16.6169,22.4565,10.7628,12.7816,4.0099,25.3126,37.0918,51.8783,49.4497,27.5594,46.298,67.4731,5747.0943,1.0,0.0,test
-10236,Poland,EUR,cool_moist,20.2575,50.007222,230.0,42,background,urban,0.0,0.0,0.0,0.0,0.0,17.3,0.0,0.0,0.0,0.0,0.0,0.0,31.6,7.7,42.7,0.0,0.0,3.661,0.0,1.9335200000000001,3.56,1881,2401,31065,26,26.96,63,23.7464,29.1201,18.5359,22.3887,12.0297,33.4995,43.775,56.8072,54.7605,33.4586,50.8611,84.0352,10460.0545,0.3333,0.0,test
-10237,Poland,EUR,cool_moist,21.117222,49.604444,327.0,144,background,rural,0.0,3.0,0.0,0.0,3.5,42.9,0.0,0.0,0.0,0.0,0.0,0.0,7.7,0.0,41.4,0.0,0.0,0.036000000000000004,0.0,1.7791400000000002,2.23,2211,2283,9963,8,9.6,55,28.363000000000003,33.2929,23.4295,27.4011,18.2117,36.9247,46.6153,57.4755,55.6376,37.5856,53.4362,115.29,13139.3831,2.6667,0.0,train
-10238,Poland,EUR,cool_moist,21.004722,50.020278000000005,230.0,25,background,urban,0.0,0.0,0.0,0.0,0.0,16.7,0.0,0.0,0.0,0.0,0.0,0.0,40.8,2.7,38.6,0.0,0.0,3.247,0.0,4.16389,3.55,19875,22651,22651,58,48.38,60,17.9123,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,40.8897,-999.0,-999.0,-999.0,-999.0,train
-10243,Poland,EUR,cool_dry,20.791511,51.835164,180.0,32,background,rural,0.0,0.0,0.0,0.0,0.0,10.6,0.0,0.0,0.0,0.0,0.0,0.0,18.5,0.0,69.8,0.0,0.0,2.42,0.0,1.62679,3.28,810,1034,5479,26,18.87,56,25.7948,30.1072,21.4737,25.0453,15.8434,34.4394,43.5628,55.93600000000001,54.5641,35.3159,50.7431,73.0521,9592.6942,0.0,0.0,train
-10244,Poland,EUR,cool_dry,20.454651000000002,52.285858000000005,81.0,7,background,rural,0.0,6.7,0.0,0.0,0.0,13.4,0.0,0.0,0.0,0.0,0.0,0.0,46.7,4.6,27.0,0.0,0.0,1.006,0.0,2.16682,3.36,611,1252,30371,12,7.83,62,25.1045,32.3166,17.8864,23.7922,13.5669,35.2915,45.7582,60.1428,57.5152,36.8023,54.49100000000001,108.6686,13928.0896,2.3333,0.0,train
-10245,Poland,EUR,cool_dry,20.955916000000002,52.407577,95.0,7,background,suburban,0.0,8.6,0.0,0.0,0.0,21.1,0.0,0.0,1.0,0.0,0.0,0.0,11.7,21.7,33.7,0.0,0.0,0.419,0.0,4.81535,3.86,33909,33909,87128,56,45.46,63,23.0868,28.7701,17.3978,21.7538,12.0297,32.2965,42.4768,56.8597,55.0912,33.3325,50.1221,91.3731,9576.6694,1.3333,0.0,train
-10247,Poland,EUR,cool_dry,19.687704999999998,52.55621899999999,104.0,39,industrial,urban,0.0,9.4,0.0,0.0,0.0,13.6,0.0,0.0,0.0,0.0,0.0,1.1,53.7,2.8,17.5,0.0,0.0,0.938,0.0,6.91513,3.2,18805,18826,18826,62,50.27,63,23.2293,27.2452,19.0718,21.971,13.3497,31.6909,41.1401,54.9416,51.4627,31.2185,48.7088,79.8535,8171.3216,1.6667,0.0,val
-10251,Poland,EUR,cool_dry,21.147451,51.399096,173.0,17,background,urban,0.0,0.0,0.0,0.0,0.0,13.3,0.0,0.0,0.0,0.0,0.0,0.0,44.5,3.8,37.5,0.0,0.0,1.411,0.0,1.7665400000000002,2.96,26800,26800,26800,63,56.03,63,21.8576,26.4875,17.2478,20.5007,11.0106,30.8514,40.4802,53.355,51.4556,31.2171,47.1907,58.0522,7837.269,0.3333,0.0,train
-10255,Poland,EUR,cool_dry,20.962153,52.280983,98.0,13,background,urban,0.0,8.4,0.0,0.0,0.0,22.7,0.0,0.0,0.0,0.0,0.0,0.0,13.6,25.9,26.5,0.0,0.0,0.183,0.0,34.8716,4.65,77084,87128,87128,63,62.8,63,20.8254,25.5791,16.0822,19.5484,8.4041,30.559,40.9346,55.8548,53.8206,30.9152,50.8857,88.9639,8494.4997,1.0,0.0,train
-10256,Poland,EUR,cool_dry,21.042459,52.290859000000005,85.0,5,background,urban,0.0,8.7,0.0,0.0,0.0,23.0,0.0,0.0,0.0,0.0,0.0,0.0,11.9,25.4,28.3,0.0,0.0,0.484,0.0,120.64200000000001,4.69,80758,87128,87128,63,62.89,63,20.4716,25.1413,15.7915,18.997,8.9722,29.4228,39.5312,54.0407,51.6235,30.1401,47.0647,64.751,7147.6883,0.0,0.0,train
-10259,Poland,EUR,cool_dry,21.01904,52.224583,112.0,34,background,urban,0.0,7.4,0.0,0.0,0.0,23.9,0.0,0.0,0.0,0.0,0.0,0.0,12.7,25.8,27.8,0.0,0.0,0.07200000000000001,0.0,120.64200000000001,4.69,87128,87128,87128,63,63.0,63,20.8407,24.2704,17.4488,19.281,9.4066,29.9909,39.8486,54.0253,50.9845,29.3357,48.4043,70.8198,6677.8543,0.6667,0.0,train
-10262,Poland,EUR,cool_dry,21.033819,52.160773,102.0,18,background,urban,0.0,5.4,0.0,0.0,0.0,21.0,0.0,0.0,0.0,0.0,0.0,0.0,14.6,23.4,33.8,0.0,0.0,0.9129999999999999,0.0,9.02534,4.68,43643,86444,87128,63,62.32,63,22.9726,27.9249,18.025,21.6703,11.4951,32.4135,42.7558,57.4254,54.8983,32.9897,51.1551,77.2227,9880.6165,1.0,0.0,train
-10270,Poland,EUR,cool_moist,23.230001,53.14194499999999,146.0,30,background,suburban,0.0,11.4,0.0,0.0,0.0,31.7,0.0,0.0,0.0,0.0,0.0,0.0,9.8,4.7,42.0,0.0,0.0,0.597,0.0,3.41701,1.59,27515,41886,41886,53,42.05,63,25.7234,32.6574,22.6028,26.8164,18.2952,36.0893,44.861000000000004,56.9058,54.4159,36.7816,48.1258,80.4458,11287.4317,1.5,0.0,train
-10272,Poland,EUR,cool_moist,23.641945,53.218891000000006,180.0,17,background,rural,0.0,12.7,0.0,0.0,0.0,33.7,0.0,0.0,0.0,0.0,0.0,0.0,21.6,0.0,30.1,0.0,0.0,0.09300000000000001,0.0,0.176466,1.79,149,189,1613,0,0.72,45,25.5454,31.4956,19.6529,24.8114,15.5385,35.0868,43.4408,55.4706,53.6327,35.8608,49.7046,85.3796,9601.7948,1.0,0.0,train
-10277,Poland,EUR,cool_moist,21.482778,49.739167,238.0,15,background,urban,0.0,0.0,0.0,0.0,2.0,23.2,0.0,0.0,0.0,0.0,0.0,0.0,15.4,2.6,56.6,0.0,0.0,2.884,0.0,5.652340000000001,2.21,11759,11759,14858,53,38.59,61,23.3949,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,49.3795,-999.0,-999.0,-999.0,-999.0,train
-10283,Poland,EUR,cool_moist,17.046667000000003,54.463612,25.0,28,background,urban,3.9,4.1,0.0,0.0,0.0,32.0,0.0,0.0,0.0,0.0,0.0,0.0,23.9,1.0,34.5,0.0,0.0,0.7879999999999999,0.0,3.04914,1.82,13152,21459,24915,57,40.43,62,24.9511,28.5142,21.4161,24.7554,15.7866,33.7251,41.0718,51.5983,49.0125,32.616,46.7963,57.2297,5906.8513,0.6667,0.0,train
-10291,Poland,EUR,cool_moist,18.493334,54.560832999999995,70.0,60,background,urban,34.8,3.2,0.0,0.0,0.0,20.5,0.0,0.0,0.0,0.0,0.0,0.0,14.0,6.2,19.0,0.0,0.0,0.317,0.0,9.013630000000001,2.48,12968,25231,25678,62,57.23,63,25.2834,27.3755,23.2052,25.7462,17.0205,33.6215,40.0157,48.5822,47.0301,31.5103,45.7984,37.6985,3943.8738,0.3333,0.0,train
-10292,Poland,EUR,cool_moist,18.557499,54.328331000000006,105.0,69,background,urban,17.8,2.4,0.0,0.0,0.0,16.3,0.0,0.0,0.0,0.0,0.0,0.0,33.6,5.9,21.7,0.0,0.0,1.431,0.0,5.4963,2.83,11526,20876,25678,61,54.09,63,21.7072,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,45.8509,28.5147,44.5953,-999.0,-999.0,0.0,-999.0,train
-10295,Poland,EUR,cool_moist,18.620001000000002,54.380276,40.0,10,background,urban,30.0,2.6,0.0,0.0,0.0,13.6,0.0,0.0,0.0,0.0,0.0,0.0,28.7,6.4,16.3,0.0,0.0,0.025,0.0,10.8991,2.84,20876,20876,25678,63,62.44,63,20.9781,23.7232,18.2516,21.026999999999997,11.1776,29.9575,36.7576,46.066,43.8877,27.9281,42.3382,33.9218,2642.2942,0.0,0.0,train
-10297,Poland,EUR,cool_moist,18.464806,54.465847,147.0,102,background,urban,28.9,2.9,0.0,0.0,0.0,22.2,0.0,0.0,0.0,0.0,0.0,0.0,15.1,7.0,22.0,0.0,0.0,0.94,0.0,5.77458,2.73,23331,25678,25678,59,52.25,63,24.644000000000002,28.1584,21.122,25.2458,15.4716,33.5831,40.4333,50.5584,48.52,32.678000000000004,46.6717,59.5623,5089.8313,0.3333,0.0,train
-10303,Poland,EUR,cool_moist,20.605010999999998,50.872547999999995,275.0,33,background,urban,0.0,5.7,0.0,0.0,0.0,33.1,0.0,0.0,0.0,0.0,0.0,0.0,13.8,4.2,42.8,0.0,0.0,0.735,0.0,4.71603,3.11,25067,25067,25067,62,54.22,63,22.7616,28.4255,16.7028,21.6369,9.6739,33.299,44.0506,58.8977,56.4501,33.6237,52.8634,94.6612,11464.5216,1.3333,0.0,test
-10309,Poland,EUR,cool_moist,19.027222000000002,49.81361,365.0,58,background,urban,1.1,1.5,0.0,0.0,0.0,41.1,0.0,0.0,0.0,0.0,0.0,2.0,7.9,8.4,37.1,0.0,0.0,0.583,0.0,17.3094,3.94,19288,19288,19288,63,53.68,63,26.1191,29.4878,22.7789,25.061999999999998,14.1183,35.9222,47.2837,60.483000000000004,58.663000000000004,35.0791,53.7719,138.0999,13649.0267,3.6667,0.0,train
-10312,Poland,EUR,cool_moist,18.639166,49.738056,353.0,22,background,urban,0.0,4.8,0.0,0.0,0.0,35.0,0.0,0.0,0.0,0.0,0.0,0.0,5.0,12.7,41.1,0.0,0.0,3.47,0.0,24.5346,3.97,11034,13263,29735,44,39.66,61,29.1054,33.6255,24.7548,27.5682,17.5434,39.598,50.8508,63.4068,61.5093,38.4258,57.0244,151.5741,18251.96,5.0,0.0,train
-10315,Poland,EUR,cool_moist,19.130001,50.836388,265.0,17,background,urban,0.0,6.0,0.0,0.0,0.0,27.9,0.0,0.0,0.0,0.0,0.0,0.0,27.6,6.9,31.5,0.0,0.0,0.503,0.0,18.3277,4.71,20499,20499,20509,62,53.73,63,24.7273,30.9129,18.5857,24.2266,12.530999999999999,34.9197,45.4458,60.1488,57.756,35.6643,53.6807,115.0316,13490.8564,3.3333,0.0,train
-10316,Poland,EUR,cool_moist,19.230832999999997,50.328888,293.0,38,background,urban,0.0,10.3,0.0,0.0,0.0,28.2,0.0,0.0,0.0,0.0,0.0,0.0,3.9,31.3,24.6,0.0,0.0,0.24600000000000002,0.0,6.96134,6.82,18492,29623,44964,60,57.78,63,20.8935,27.0605,14.6973,18.3788,6.6832,31.5781,43.3572,59.6475,58.0126,32.2258,52.68899999999999,119.2599,11592.0118,3.6667,0.0,train
-10319,Poland,EUR,cool_moist,18.974445000000003,50.264446,273.0,14,background,urban,0.0,5.1,0.0,0.0,0.0,25.1,0.0,0.0,0.0,0.0,0.0,0.0,6.3,41.8,20.3,0.0,0.0,0.588,0.0,11.4431,7.28,32165,44752,44964,62,61.47,63,19.3349,25.5151,13.2226,16.708,5.3466,29.239,41.1685,58.3109,56.1598,30.4667,50.4403,142.3099,10035.2704,3.3333,0.0,train
-10321,Poland,EUR,cool_moist,18.515832999999997,50.111111,245.0,11,background,urban,0.0,3.3,0.0,0.0,0.0,27.7,0.0,0.0,0.0,0.0,0.0,0.0,21.5,17.5,28.4,0.0,0.0,0.561,0.0,12.1229,6.33,14763,14763,20126,62,50.28,63,22.7608,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,52.443999999999996,-999.0,-999.0,-999.0,-999.0,train
-10327,Poland,EUR,cool_moist,18.455557000000002,50.007778,271.0,24,background,urban,0.0,3.5,0.0,0.0,0.0,19.8,0.0,0.0,0.0,0.0,0.0,0.0,20.5,24.0,30.2,0.0,0.0,2.436,0.0,5.95132,5.14,8220,13527,29735,55,45.64,63,22.2156,27.818,16.5948,20.0496,9.3565,31.9123,43.942,59.8146,57.5799,32.598,52.5851,151.7745,12006.3311,4.0,0.0,train
-10328,Poland,EUR,cool_moist,18.772499,50.316666,255.0,18,background,urban,0.0,5.7,0.0,0.0,0.0,28.0,0.0,0.0,0.0,0.0,0.0,0.0,12.8,30.9,21.7,0.0,0.0,0.35700000000000004,0.0,22.0868,7.26,31458,31458,44964,62,59.34,63,20.434,26.3928,14.4526,17.8776,6.8503,30.4085,42.1042,58.888999999999996,56.9086,31.3466,51.9603,144.4873,11055.4388,4.0,0.3333,train
-10329,Poland,EUR,cool_moist,19.458334,50.711113,291.0,28,background,rural,0.0,6.2,0.0,0.0,0.0,26.6,0.0,0.0,0.0,0.0,0.0,0.0,22.2,3.9,40.9,0.0,0.0,0.625,0.0,0.786088,4.63,699,964,20499,11,8.76,63,29.6206,35.4083,23.8878,28.4036,18.713,38.7626,49.6227,63.6575,61.3184,39.5232,55.6515,136.6204,18965.5453,5.3333,0.3333,train
-10333,Poland,EUR,cool_moist,19.410833,54.16805600000001,16.0,19,background,urban,12.5,0.0,0.0,0.0,1.1,9.6,0.0,0.0,0.0,0.0,0.0,0.0,46.2,1.0,27.0,0.0,0.0,1.1,0.0,4.21033,2.18,13137,18753,20342,61,42.07,61,26.5846,29.3272,23.9348,25.2876,15.0873,37.8436,46.3145,57.6426,55.3118,33.1192,53.0897,78.9004,10771.8354,0.0,0.0,train
-10334,Poland,RBU,cool_moist,22.307222,54.305831999999995,167.0,23,background,urban,0.0,1.3,0.0,0.0,0.0,30.6,0.0,0.0,0.0,0.0,0.0,0.0,9.7,0.0,57.3,0.0,0.0,1.2329999999999999,0.0,0.512493,1.66,707,708,709,33,18.65,45,25.4137,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,45.6356,-999.0,-999.0,-999.0,-999.0,train
-10336,Poland,EUR,cool_moist,20.481939999999998,53.787780000000005,120.0,20,background,urban,0.0,11.8,0.0,0.0,0.0,39.3,0.0,0.0,0.0,0.0,0.0,0.0,9.7,2.2,34.8,0.0,0.0,0.32899999999999996,0.0,2.54398,1.98,26232,26232,26232,61,50.46,62,26.1983,30.0023,22.4025,26.29,16.4595,35.3374,43.044,54.3169,51.8157,34.4428,49.001000000000005,61.1597,8341.1453,0.5,0.0,train
-10337,Poland,EUR,cool_moist,19.96528,53.691669999999995,120.0,12,background,urban,0.0,3.3,0.0,0.0,0.0,34.7,0.0,0.0,0.0,0.0,0.0,0.0,25.3,0.0,33.6,0.0,0.0,0.6579999999999999,0.0,0.985817,2.12,14149,14149,14149,41,21.47,49,25.9107,29.8198,22.2041,25.3794,16.4574,34.8362,42.8059,54.288000000000004,51.8572,33.6725,48.7658,70.4839,8353.3854,0.3333,0.0,train
-10343,Poland,EUR,cool_dry,16.877288,52.420319,84.0,24,background,urban,0.0,3.0,0.0,0.0,0.0,19.5,0.0,0.0,0.0,0.0,0.0,0.0,50.7,11.2,14.0,0.0,0.0,0.45299999999999996,0.0,20.07,3.32,27446,28163,28163,63,62.67,63,21.7669,27.2302,16.3938,20.3837,9.9747,31.1437,41.3657,55.8274,53.9803,31.9432,49.0794,74.4115,8621.9274,0.3333,0.0,train
-10345,Poland,EUR,cool_dry,17.773464999999998,52.50139,122.0,21,background,rural,0.0,3.1,0.0,0.0,0.0,12.5,0.0,0.0,0.0,0.0,0.0,0.0,71.7,2.8,8.6,0.0,0.0,1.8230000000000002,0.0,1.17864,3.14,987,994,22387,6,7.5,60,28.226999999999997,34.3832,22.0791,26.9333,16.5075,38.1193,49.043,64.7094,62.5708,39.0391,57.9352,165.8528,18601.9823,8.6667,0.0,train
-10353,Poland,EUR,cool_dry,14.382307999999998,53.12231800000001,15.0,22,background,rural,0.0,1.2,0.0,0.0,0.0,26.5,0.0,0.0,0.0,0.0,0.0,0.0,51.7,1.8,18.0,0.0,0.0,1.225,0.0,0.8615659999999999,3.31,358,521,1921,8,9.21,58,26.3028,30.7369,21.9356,25.7303,17.2093,34.2514,42.9396,55.4706,53.0479,34.2473,49.7697,85.6349,9022.1322,1.6667,0.0,test
-10358,Poland,EUR,cool_dry,14.663347,53.380975,17.0,8,background,urban,3.0,6.8,0.0,0.0,0.0,28.5,0.0,0.0,0.0,0.0,0.0,0.0,33.2,6.4,20.4,0.0,0.0,0.408,0.0,1.03595,2.99,5178,17389,17389,58,39.56,63,25.713,29.7118,21.7069,25.3962,16.0397,34.7526,43.0732,57.1414,53.7789,34.0788,50.6821,100.7644,9402.8401,2.0,0.0,test
-10364,Portugal,EUR,warm_dry,-9.207505000000001,38.738888,109.0,144,background,urban,34.0,0.0,0.0,0.0,0.0,2.3,0.0,1.7,17.3,0.0,3.4,1.0,20.4,14.8,2.1,0.0,0.0,0.094,0.028999999999999998,37.4962,3.6,81509,138925,138925,63,63.0,63,23.0446,27.4777,18.6207,24.544,11.1442,33.6499,40.7508,49.9776,47.2816,32.7285,45.4164,54.5666,5126.2734,0.0,0.0,train
-10365,Portugal,EUR,warm_dry,-9.063066000000001,38.649445,9.0,17,traffic,urban,33.5,0.0,0.0,0.0,0.0,1.1,0.0,1.6,15.9,1.4,2.5,1.6,26.0,12.6,1.2,0.0,0.0,0.254,0.0,10.28,3.27,62804,62804,138925,63,60.64,63,26.4508,30.9055,22.0449,26.5908,16.4657,35.9891,43.8836,53.9584,49.8421,36.3788,49.2569,58.937,8075.3729,0.0,0.0,train
-10366,Portugal,EUR,warm_dry,-9.040556,38.896114000000004,40.0,15,background,urban,10.7,0.0,0.0,0.0,0.0,0.0,0.0,0.0,27.0,0.0,1.8,1.1,43.8,9.1,3.6,0.0,0.0,0.0,0.0,12.3917,2.97,14150,21849,138925,62,49.68,63,27.9521,31.9914,24.0159,28.838,16.9753,38.3114,46.5301,56.9171,54.5892,37.4685,50.8835,95.6159,11390.8751,1.6667,0.3333,train
-10368,Portugal,EUR,warm_dry,-8.894175,38.529167,2.0,26,background,urban,28.1,0.0,0.0,0.0,0.0,0.0,0.0,1.9,22.7,2.6,3.8,2.2,31.7,2.6,1.1,0.0,0.0,0.16399999999999998,0.45,87.7133,2.26,22007,27213,62804,62,52.62,63,30.9909,35.5845,26.415,31.9708,21.7789,40.3206,48.1023,59.6823,57.0077,40.3526,54.9378,142.4909,15089.8562,3.6667,0.3333,train
-10374,Portugal,EUR,warm_moist,-8.55583,41.09666,88.0,46,background,urban,28.4,9.0,0.0,0.0,0.0,2.7,0.0,0.0,35.2,0.0,0.0,0.0,5.3,13.1,4.8,0.0,0.0,0.055,0.0,11.3678,3.36,30809,69784,87542,63,62.19,63,20.9195,28.4469,13.4568,20.3002,6.7667,31.8288,41.3523,53.6327,51.1578,33.8965,48.7132,97.3293,7619.5295,1.0,0.5,test
-10375,Portugal,EUR,warm_dry,-9.113623,38.733334,56.0,46,background,urban,23.6,0.0,0.0,0.0,0.0,0.0,0.0,1.8,19.7,1.3,3.1,1.0,31.2,14.2,1.6,0.0,0.0,0.0,0.0,43.1741,3.56,41804,138925,138925,63,55.69,63,28.2837,32.4681,24.0851,29.3559,18.9301,37.7768,45.145,54.9817,52.0893,37.4024,49.0209,95.7335,10090.606,1.0,0.0,train
-10377,Portugal,EUR,warm_moist,-8.4608,41.359997,60.0,61,background,urban,1.5,3.5,0.0,0.0,0.0,4.3,0.0,0.0,48.1,0.0,0.0,0.0,14.6,10.9,16.2,0.0,0.0,0.034,0.0,6.97094,3.17,16586,16586,80230,58,53.44,63,17.654,25.6449,9.6482,15.7055,3.6758,28.5707,37.0918,52.9644,49.9778,31.6677,50.0952,166.5701,6668.3815,3.3333,1.0,test
-10381,Portugal,EUR,warm_dry,-7.678622,37.3125,300.0,154,background,rural,1.8,0.0,0.0,0.0,0.0,0.0,2.4,18.0,22.3,44.4,3.1,0.0,6.6,0.0,0.0,0.0,0.0,0.092,0.002,0.305539,1.23,60,498,3183,0,0.0,62,40.3694,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,54.1455,-999.0,-999.0,-999.0,-999.0,val
-10382,Portugal,EUR,warm_dry,-8.281958,39.211391,43.0,22,background,rural,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,65.1,21.4,0.0,0.0,11.8,0.0,0.0,0.0,0.0,0.141,0.10800000000000001,0.159021,1.41,56,154,1500,0,0.76,61,36.3276,40.5599,32.1537,35.4878,27.635,44.0423,53.0646,66.149,63.9206,44.6811,58.7763,191.8243,23895.05,9.3333,1.0,train
-10386,Portugal,EUR,warm_moist,-8.645011,41.200832,100.0,82,background,suburban,34.7,5.3,0.0,0.0,0.0,1.6,0.0,0.0,32.0,0.0,0.0,0.0,7.0,13.1,5.0,0.0,0.0,0.0,0.0,28.628,3.44,80230,80230,87542,63,63.0,63,23.0688,28.3546,17.7621,23.3912,11.1944,33.0818,40.6005,50.0639,47.952,33.3287,46.0788,74.0061,5440.6767,0.6667,0.0,test
-10389,Portugal,EUR,warm_moist,-8.617509,41.237778000000006,90.0,41,traffic,urban,32.0,4.1,0.0,0.0,0.0,1.8,0.0,0.0,33.0,0.0,0.0,0.0,8.5,13.0,6.4,0.0,0.0,0.0,0.0,28.628,3.44,44011,80128,87542,63,62.9,63,20.7357,26.7199,14.7453,20.8015,8.0198,30.325,38.5954,52.8808,49.486999999999995,32.4011,44.8339,134.2475,6380.1841,3.0,1.0,test
-10391,Portugal,EUR,warm_moist,-7.795845,41.374443,1086.0,297,background,rural,0.0,8.2,0.0,0.0,0.0,7.2,0.0,0.0,66.9,0.0,3.4,0.0,6.4,0.0,6.1,0.0,0.0,0.013999999999999999,0.0,2.8778799999999998,1.58,627,1712,17415,6,5.88,62,43.8099,45.8282,41.7479,42.1042,37.0917,48.7874,57.3084,73.6823,71.4476,49.3318,66.4794,353.2046,33205.4101,25.6667,8.3333,train
-10392,Portugal,EUR,warm_dry,-9.148903,38.748611,86.0,87,traffic,urban,23.6,0.0,0.0,0.0,0.0,0.0,0.0,1.8,19.7,1.3,3.1,1.0,31.2,14.2,1.6,0.0,0.0,0.0,0.0,43.1741,3.56,138925,138925,138925,63,62.86,63,23.6476,26.851999999999997,20.4935,24.4355,12.3305,33.817,41.8201,50.9594,48.637,32.022,46.2533,45.8943,5201.4929999999995,0.0,0.0,train
-10393,Portugal,EUR,warm_moist,-8.551683,41.206112,140.0,59,background,suburban,25.0,6.8,0.0,0.0,0.0,1.8,0.0,0.0,37.3,0.0,0.0,0.0,7.8,13.2,6.7,0.0,0.0,0.006999999999999999,0.0,22.5622,3.48,77650,80128,87542,63,62.81,63,22.6341,28.7918,16.5054,22.7229,11.0273,32.5806,40.4334,52.7973,49.6854,33.9667,47.1927,102.3571,6970.1637,1.6667,0.6667,test
-10394,Portugal,EUR,warm_moist,-8.670836,40.589443,32.0,17,background,rural,31.5,10.5,0.0,0.0,0.0,1.3,0.0,0.0,34.9,0.0,1.3,0.0,9.1,1.9,7.7,0.0,0.0,0.006999999999999999,0.122,3.7929199999999996,2.15,4208,6868,14234,49,48.22,62,26.6989,33.1521,20.2557,25.8974,16.0397,36.5905,45.2787,55.9718,53.5491,36.8798,50.5751,121.419,11884.8315,4.6667,0.3333,test
-10396,Portugal,EUR,warm_dry,-9.065014,38.651112,30.0,17,industrial,urban,33.5,0.0,0.0,0.0,0.0,1.1,0.0,1.6,15.9,1.4,2.5,1.6,26.0,12.6,1.2,0.0,0.0,0.254,0.0,10.28,3.27,62804,62804,138925,63,60.64,63,28.9542,33.4398,24.4566,29.3476,18.8466,38.2279,47.0614,58.7443,55.9314,38.9377,54.4344,135.9895,13307.8596,3.6667,0.6667,train
-10398,Portugal,EUR,warm_moist,-8.583333,40.679169,20.0,6,industrial,suburban,18.3,17.2,0.0,0.0,0.0,7.0,0.0,0.0,34.7,0.0,1.2,0.0,8.6,2.5,8.8,0.0,0.0,0.032,0.335,5.25175,2.37,2349,5549,24872,52,42.56,63,20.8114,28.8568,12.7599,18.713,5.8478,32.4135,43.775,58.488,56.0345,34.1408,53.7075,191.5202,11765.5548,4.3333,1.3333,test
-10399,Portugal,EUR,warm_moist,-28.631403000000002,38.605,310.0,322,background,rural,80.6,0.0,1.1,0.0,0.0,9.1,0.0,0.0,0.0,0.0,2.6,0.0,2.9,0.0,2.4,0.0,0.0,0.0,0.0,0.251031,0.43,434,2138,4454,6,6.69,47,35.954,36.0269,35.8572,37.5596,30.8263,42.3715,45.9804,51.9168,48.8479,38.4587,48.074,32.2839,7248.4098,0.0,0.0,train
-10400,Portugal,EUR,warm_dry,-8.690000999999999,38.635002,57.0,25,background,rural,5.7,0.0,0.0,0.0,0.0,0.0,0.0,0.0,50.5,5.6,1.8,1.7,30.8,0.0,1.3,0.0,0.0,0.299,0.652,2.64301,2.0,504,527,27213,13,19.01,63,30.7141,38.6188,22.8254,30.4085,19.8992,40.0616,49.3304,62.4662,60.2595,43.0496,56.5115,174.7028,19850.3042,7.3333,0.3333,train
-10403,Portugal,EUR,warm_moist,-8.098624000000001,40.64389,741.0,342,background,rural,0.0,19.4,0.0,0.0,0.0,18.6,0.0,0.0,53.3,0.0,1.1,0.0,2.8,0.0,3.9,0.0,0.0,0.0,0.0,2.25532,1.58,470,1014,15086,10,9.88,63,36.0422,37.571999999999996,34.4417,35.0868,28.7377,42.2712,50.123999999999995,62.1538,59.7311,41.1382,55.9784,209.1143,15812.8021,10.0,2.6667,test
-10405,Portugal,EUR,warm_moist,-8.58945,41.164448,146.0,81,traffic,urban,25.0,6.8,0.0,0.0,0.0,1.8,0.0,0.0,37.3,0.0,0.0,0.0,7.8,13.2,6.7,0.0,0.0,0.008,0.0,22.1212,3.49,87542,87542,87542,63,63.0,63,17.9121,22.326,13.4817,16.541,6.7667,26.8164,35.8387,47.1166,43.6705,27.6568,43.4464,96.0785,3427.3541,1.5,0.5,test
-10406,Portugal,EUR,warm_moist,-8.461678,41.571388,51.0,33,background,suburban,0.0,2.4,0.0,0.0,0.0,17.8,0.0,0.0,48.9,0.0,0.0,0.0,8.1,1.7,20.6,0.0,0.0,0.01,0.0,12.6183,2.36,8187,47916,47916,61,58.29,62,21.2921,30.5533,12.0201,20.3838,5.1795,33.0818,41.9371,57.8097,54.1757,36.3323,51.5769,163.5895,10919.8233,4.0,0.3333,test
-10407,Portugal,EUR,warm_dry,-7.175286,40.135281,473.0,28,background,rural,0.0,6.2,0.0,0.0,0.0,0.0,0.0,0.0,40.8,31.7,5.2,0.0,15.1,0.0,0.0,0.0,0.0,0.037000000000000005,0.132,0.33371999999999996,1.26,106,518,5002,9,9.45,50,32.8066,39.9715,25.7006,33.2489,23.057,42.6054,50.6252,60.6467,59.3552,43.928999999999995,57.3739,96.6766,21129.5951,1.3333,0.3333,train
-10409,Portugal,EUR,warm_moist,-8.243897,40.122498,147.0,46,background,urban,0.0,38.0,0.0,0.0,0.0,12.0,0.0,0.0,44.6,0.0,0.0,0.0,2.9,0.0,1.3,0.0,0.0,0.0,0.038,1.1335600000000001,1.71,2799,3271,26480,51,21.56,63,23.1884,28.3212,18.0524,22.8899,12.8651,32.2464,40.7675,51.9619,49.9569,32.8658,47.1555,96.0604,6980.2426,2.3333,0.6667,test
-10410,Portugal,EUR,warm_dry,-7.926675,37.014998999999996,4.0,12,background,urban,51.9,0.0,0.0,0.0,0.0,0.0,0.0,2.3,14.7,3.6,2.5,1.5,21.2,0.0,0.0,0.0,0.0,0.0,0.0,10.7568,1.37,9182,9182,14795,56,40.22,63,36.2883,40.0314,32.5822,36.7158,28.8714,44.3848,51.1766,59.1172,57.2134,43.9212,55.0803,74.6125,20038.8895,0.0,0.0,val
-10412,Portugal,EUR,warm_dry,-9.157783,38.663612,20.0,25,background,urban,34.3,0.0,0.0,0.0,0.0,1.3,0.0,1.8,16.3,1.1,3.1,1.0,23.5,14.6,1.2,0.0,0.0,0.126,0.0,11.067,3.45,49030,49030,138925,63,61.42,63,28.5954,32.8426,24.3749,29.9073,18.2785,38.3282,45.815,57.3743,54.3532,37.9959,51.9549,136.5024,11506.8318,2.6667,0.0,train
-10416,Portugal,EUR,warm_dry,-9.165291,38.828888,100.0,14,background,urban,16.6,0.0,0.0,0.0,0.0,1.5,0.0,1.3,19.8,0.0,3.5,1.0,34.4,14.7,5.0,0.0,0.0,0.0,0.077,27.4529,3.14,52067,77813,138925,63,62.42,63,28.1777,32.7347,23.6028,29.756999999999998,16.6078,38.8962,46.8659,58.1195,55.441,37.9994,51.2242,124.757,12323.2659,4.0,0.0,train
-10417,Portugal,EUR,warm_dry,-9.245833,39.278332,63.0,106,background,rural,28.0,0.0,0.0,0.0,0.0,1.1,0.0,0.0,38.7,0.0,5.6,0.0,20.5,0.0,4.2,0.0,0.0,0.068,0.188,1.97672,1.68,1302,2491,13739,25,27.63,63,33.7714,38.0094,29.5101,33.7167,25.5799,41.4359,48.9511,59.4942,57.4651,41.8396,53.1696,138.944,16328.6885,4.6667,0.3333,train
-10418,Portugal,EUR,warm_dry,-8.249737,37.091667,45.0,53,background,urban,48.2,0.0,0.0,0.0,0.0,0.0,0.0,2.0,15.8,6.0,1.6,0.0,24.5,0.0,0.0,0.0,0.0,0.0,0.0,0.06655,1.19,8699,8699,8699,60,45.85,63,34.7169,38.8955,30.5205,34.8362,26.5657,42.856,50.2994,58.5338,56.2861,43.1146,52.4405,65.5137,17476.4696,0.0,0.0,val
-10419,Portugal,EUR,warm_moist,-8.423895,41.135559,25.0,17,background,suburban,3.3,11.6,0.0,0.0,0.0,5.5,0.0,0.0,49.0,0.0,0.0,0.0,8.0,12.8,8.8,0.0,0.0,0.019,0.0,18.1667,3.27,3032,11277,87542,26,32.47,63,21.4299,26.5049,16.3023,22.2217,12.0298,30.7427,36.7576,44.6104,42.7934,30.8247,40.5149,43.9712,2516.6236,0.6667,0.0,test
-10420,Portugal,EUR,warm_dry,-9.205003,38.476112,173.0,-17,background,urban,73.4,0.0,0.0,0.0,0.0,0.0,0.0,1.0,8.9,0.0,1.2,0.0,7.5,3.0,0.0,0.0,0.0,0.0,0.0,0.572148,2.55,734,1650,62804,10,13.85,63,33.4506,36.2588,30.6927,34.3349,25.8139,41.4275,48.7873,59.4848,56.6276,40.6648,52.0906,164.5351,14184.0922,4.6667,0.3333,train
-10421,Portugal,EUR,warm_moist,-8.720799000000001,41.308601,25.0,31,background,suburban,49.8,1.5,0.0,0.0,0.0,1.8,0.0,0.0,20.1,0.0,0.0,0.0,7.8,11.5,6.2,0.0,0.0,0.018000000000000002,0.0,5.165780000000001,2.92,6940,30384,87542,60,53.0,63,20.4704,27.1073,13.8489,20.5508,8.5211,30.5756,38.5954,48.8709,46.7406,31.6266,44.5853,72.2194,4759.9157,1.5,0.0,test
-10422,Portugal,EUR,warm_moist,-8.693897,41.802223,777.0,677,background,rural,13.8,4.9,0.0,0.0,0.0,24.2,0.0,0.0,33.4,0.0,0.0,0.0,3.0,0.0,18.7,0.0,0.0,0.026000000000000002,0.0,1.24443,1.64,302,1136,18384,6,11.0,62,37.1332,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,50.4044,-999.0,-999.0,-999.0,-999.0,test
-10423,Portugal,EUR,warm_dry,-8.833333,37.966667,103.0,44,industrial,suburban,51.6,0.0,0.0,0.0,0.0,0.0,1.2,0.0,32.3,2.1,6.0,0.0,4.4,0.0,0.0,0.0,0.0,0.311,0.092,1.66665,1.7,1418,1610,2244,62,50.5,63,37.093,38.9281,34.3372,36.3399,29.8238,43.1066,49.6227,59.1464,56.1806,42.4519,53.1352,96.5822,14935.1216,0.3333,0.0,test
-10425,Portugal,EUR,warm_dry,-8.677778,40.184444,96.0,25,background,rural,9.0,9.4,0.0,0.0,0.0,2.6,0.0,0.0,55.5,0.0,1.1,0.0,12.1,1.4,7.8,0.0,0.0,0.057999999999999996,0.49700000000000005,2.97208,1.8,1831,2489,20505,50,30.21,63,32.1646,37.4014,26.9395,32.2464,22.7229,40.9346,48.7874,61.1513,59.5014,41.2858,54.2434,157.1753,17889.6719,7.6667,0.3333,test
-10429,Portugal,EUR,warm_dry,-9.182236999999999,38.801945,124.0,99,traffic,urban,22.0,0.0,0.0,0.0,0.0,1.4,0.0,1.6,19.0,0.0,3.4,1.1,30.6,14.9,3.3,0.0,0.0,0.095,0.046,27.4529,3.14,61746,99728,138925,63,62.83,63,30.1321,32.8507,27.5601,30.7511,20.3754,39.8987,48.2694,60.0235,56.4584,38.0557,52.5445,111.8043,12258.6191,3.0,0.0,train
-10430,Portugal,EUR,warm_dry,-9.107228,38.77,34.0,21,background,urban,18.4,0.0,0.0,0.0,0.0,0.0,0.0,1.7,20.2,1.0,3.2,1.0,35.4,14.2,2.5,0.0,0.0,0.0,0.077,43.1741,3.56,67542,77813,138925,63,58.88,63,26.5869,31.0747,22.1025,27.752,15.2126,37.0249,44.9779,55.9337,53.0228,36.257,50.7238,106.9433,10079.9156,1.3333,0.0,train
-10431,Portugal,EUR,warm_dry,-9.08168,38.633334999999995,3.0,8,background,suburban,33.5,0.0,0.0,0.0,0.0,1.1,0.0,1.6,15.9,1.4,2.5,1.6,26.0,12.6,1.2,0.0,0.0,0.254,0.0,10.28,3.27,62804,62804,138925,63,62.08,63,28.0376,32.9543,23.175,28.8046,17.5768,37.8436,46.0472,57.6089,55.3264,38.0668,53.0757,129.1842,12007.8879,2.6667,0.0,train
-10433,Portugal,EUR,warm_moist,-8.382514,41.279720000000005,300.0,44,background,urban,0.0,5.4,0.0,0.0,0.0,3.3,0.0,0.0,57.7,0.0,0.0,0.0,11.5,8.7,13.1,0.0,0.0,0.026000000000000002,0.0,6.18639,3.09,13998,17606,87542,61,57.41,63,21.2609,-999.0,-999.0,21.5533,8.7717,33.0818,40.851,53.8833,50.4686,34.1204,49.4525,-999.0,8641.6764,1.5,-999.0,test
-10434,Portugal,EUR,warm_moist,-8.54807,41.189167,93.0,53,traffic,suburban,15.5,7.5,0.0,0.0,0.0,2.4,0.0,0.0,41.9,0.0,0.0,0.0,9.5,13.4,8.5,0.0,0.0,0.006999999999999999,0.0,22.1212,3.49,77650,80128,87542,63,62.83,63,20.0459,26.1788,13.907,19.2978,6.7667,30.0744,39.0968,51.8784,48.4636,31.7099,47.9575,119.3552,5855.7864,1.5,0.0,test
-10439,Portugal,EUR,warm_dry,-16.920835,32.64167,65.0,0,background,urban,70.6,0.0,2.1,0.0,0.0,15.8,0.0,0.0,4.8,0.0,0.0,1.1,3.1,0.0,1.3,0.0,0.0,0.0,0.0,5.3851,1.09,25649,25649,25649,53,41.09,63,24.7691,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,46.2208,-999.0,-999.0,-999.0,-999.0,train
-10441,Portugal,EUR,warm_dry,-9.230846000000001,38.754166,30.0,87,background,urban,34.0,0.0,0.0,0.0,0.0,2.3,0.0,1.7,17.3,0.0,3.4,1.0,20.4,14.8,2.1,0.0,0.0,0.094,0.028999999999999998,37.4962,3.6,105824,105824,138925,63,63.0,63,30.1028,33.9624,26.3199,31.4278,20.5007,40.2746,47.9938,58.9699,57.4734,39.0379,53.6643,116.5111,13811.6847,3.0,0.0,train
-10442,Portugal,EUR,warm_dry,-9.210286,38.705002,20.0,37,background,urban,39.8,0.0,0.0,0.0,0.0,2.1,0.0,1.7,15.5,1.0,2.9,0.0,18.7,14.5,1.3,0.0,0.0,0.094,0.028999999999999998,37.4962,3.6,33612,105824,138925,63,62.66,63,30.3092,33.6898,26.9223,31.2523,20.9017,39.5729,47.419,58.2287,55.4351,38.943000000000005,52.6253,155.9359,13017.9748,3.3333,0.3333,train
-10446,Portugal,EUR,warm_dry,-8.697514,38.016666,254.0,120,industrial,urban,19.9,0.0,0.0,0.0,0.0,0.0,1.2,1.4,48.1,10.8,6.0,0.0,10.4,0.0,0.0,0.0,0.0,0.001,0.012,0.552899,1.48,964,1238,2244,53,20.21,63,36.2243,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,51.6973,-999.0,-999.0,-999.0,-999.0,test
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-10449,Portugal,EUR,warm_dry,-8.716666,37.866665000000005,195.0,109,industrial,rural,29.6,0.0,0.0,0.0,0.0,1.1,1.2,0.0,46.3,6.6,6.6,0.0,6.9,0.0,0.0,0.0,0.0,0.24600000000000002,0.064,0.6332399999999999,1.72,465,1396,2244,8,4.99,63,24.0429,25.6077,22.4845,24.2266,19.2142,29.5732,34.0843,40.2663,39.3056,27.826,35.7663,23.4816,4535.5029,0.0,0.0,test
-10450,Portugal,EUR,warm_dry,-16.879456,32.642223,180.0,62,background,urban,73.6,0.0,1.7,0.0,0.0,14.3,0.0,0.0,4.3,0.0,0.0,1.1,3.0,0.0,0.0,0.0,0.0,0.0,0.0,0.9262670000000001,1.08,19613,25649,25649,43,38.08,63,29.6262,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,46.4279,-999.0,-999.0,-999.0,-999.0,train
-10452,Portugal,EUR,warm_dry,-7.397514,38.614998,187.0,16,background,rural,0.0,0.0,0.0,0.0,0.0,1.3,1.2,0.0,14.0,30.8,5.6,0.0,41.9,0.0,3.2,0.0,0.0,0.7909999999999999,0.34,0.267435,1.38,142,184,2433,8,2.72,55,22.9607,27.4814,18.4386,23.057,14.8701,30.7427,37.0917,44.7774,43.398999999999994,31.7724,41.4202,18.4042,1858.5269,0.0,0.0,val
-10453,Portugal,EUR,warm_moist,-8.662233,41.258888,88.0,42,background,suburban,42.1,3.2,0.0,0.0,0.0,1.7,0.0,0.0,26.2,0.0,0.0,0.0,7.6,12.6,5.2,0.0,0.0,0.0,0.0,28.628,3.44,12783,33545,87542,63,62.28,63,22.7306,28.281999999999996,16.8026,22.89,11.8627,32.5806,40.0992,50.2911,47.9728,33.038000000000004,45.2622,75.0875,5262.2819,0.0,0.0,test
-10456,Portugal,EUR,warm_moist,-8.401402000000001,40.352222,32.0,68,background,suburban,0.0,22.0,0.0,0.0,0.0,4.2,0.0,0.0,55.1,0.0,0.0,0.0,11.5,0.0,5.9,0.0,0.0,0.0,0.0,6.17557,1.95,2258,4450,26480,17,22.33,63,25.4519,33.3358,17.5887,26.0645,12.8652,36.2564,45.2787,58.3109,55.6794,38.1426,52.2731,164.0564,12600.3437,2.6667,0.6667,test
-10457,Romania,EUR,cool_dry,23.563482,46.064223999999996,246.0,25,background,urban,0.0,0.0,0.0,0.0,20.1,5.0,0.0,0.0,0.0,0.0,0.0,0.0,40.9,1.1,32.2,0.0,0.0,1.6380000000000001,0.0,1.5349,1.89,8830,8830,8830,51,29.28,61,28.7451,36.2089,21.2269,25.8339,15.1408,39.8636,53.2163,67.4337,65.3118,41.9372,63.7155,199.0824,27518.1139,20.0,0.6667,val
-10458,Romania,EUR,cool_dry,23.561398999999998,45.9669,256.0,17,industrial,urban,0.0,0.0,0.0,0.0,22.4,6.1,0.0,0.0,0.0,0.0,0.0,0.0,37.8,1.4,31.8,0.0,0.0,1.761,0.0,1.10552,1.95,3604,4705,8830,59,26.08,61,18.2569,24.2723,12.2075,16.7406,7.5729,27.4019,35.5849,44.2031,42.4564,28.395,41.4942,19.9807,2846.2406,0.0,0.0,val
-10459,Romania,EUR,cool_moist,23.225601,46.108295,450.0,90,industrial,urban,0.0,0.0,0.0,0.0,41.7,13.0,0.0,0.0,0.0,0.0,0.0,0.0,14.6,0.0,30.3,0.0,0.0,0.705,0.0,0.29431999999999997,1.4,575,575,8784,11,4.39,43,35.9225,46.6561,25.2544,32.7911,20.8023,49.4231,63.1636,77.435,74.6676,52.8946,71.8763,298.6691,51846.8771,48.3333,4.0,val
-10461,Romania,EUR,cool_dry,24.87715,44.858171,278.0,26,background,urban,0.0,0.0,0.0,0.0,18.5,0.0,0.0,0.0,0.0,0.0,0.0,0.0,48.5,4.0,27.8,0.0,0.0,1.122,0.0,2.84653,1.91,47254,47254,47254,63,51.46,63,16.2377,19.8454,12.703,14.8467,7.9904,23.3609,30.2208,36.0833,34.6633,23.0423,34.1565,5.0217,49.3582,0.0,0.0,train
-10462,Romania,EUR,cool_dry,25.007398000000002,44.816642,296.0,9,background,suburban,0.0,0.0,0.0,0.0,22.8,0.0,0.0,0.0,0.0,0.0,0.0,0.0,45.8,4.3,26.0,0.0,0.0,2.705,0.0,1.03777,1.72,1699,6521,47254,12,19.11,63,24.4998,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,49.8762,-999.0,47.4917,-999.0,-999.0,-999.0,-999.0,train
-10464,Romania,EUR,warm_dry,24.975479999999997,44.755625,268.0,16,industrial,suburban,0.0,0.0,0.0,0.0,7.8,0.0,0.0,0.0,0.0,0.0,0.0,0.0,72.0,4.7,15.1,0.0,0.0,2.084,0.0,0.8405959999999999,1.86,1148,1318,47254,10,10.38,63,27.9518,36.1297,19.7994,25.4805,15.6562,39.5911,50.7436,59.544,57.3612,40.8114,55.4305,85.4605,20129.952,0.5,0.0,train
-10469,Romania,EUR,warm_dry,21.334721,46.181389,107.0,5,traffic,urban,0.0,0.0,0.0,0.0,2.4,1.1,0.0,0.0,0.0,0.0,0.0,0.0,88.4,5.5,2.5,0.0,0.0,1.202,0.0,1.53518,1.96,10808,10816,10824,62,52.25,63,19.1531,22.8048,15.6753,17.5083,10.3038,26.5619,35.1469,44.6473,43.1145,26.7279,42.235,22.0749,3200.6949,0.0,0.0,test
-10470,Romania,EUR,warm_dry,21.302483,46.190552000000004,107.0,4,background,urban,0.0,0.0,0.0,0.0,1.3,1.1,0.0,0.0,0.0,0.0,0.0,0.0,90.9,5.6,1.1,0.0,0.0,1.157,0.0,1.53518,1.96,10808,10816,10824,63,53.99,63,23.2819,28.4903,18.1764,21.5909,12.7825,32.0702,42.4816,52.992,51.102,33.1643,48.7172,43.0976,8948.4127,0.0,0.0,test
-10474,Romania,EUR,warm_dry,26.184734,44.411114000000005,30.0,17,industrial,urban,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,74.5,19.7,3.3,0.0,0.0,1.756,0.0,30.9763,2.92,108824,122705,122705,62,59.23,63,19.01,23.2896,14.717,18.2618,8.6547,28.2365,36.1895,44.3437,41.8494,27.480999999999998,41.3015,19.4723,1899.7256,0.0,0.0,train
-10476,Romania,EUR,warm_dry,26.148348000000002,44.395835999999996,30.0,3,industrial,urban,0.0,0.0,0.0,0.0,1.3,0.0,0.0,0.0,0.0,0.0,0.0,0.0,73.4,19.9,3.7,0.0,0.0,1.17,0.0,2.30625,2.67,122705,122705,122705,63,60.1,63,16.9983,19.6916,14.3134,15.4382,9.5236,22.6811,30.6709,40.439,38.4952,22.8286,37.04,15.8903,1830.98,0.0,0.0,train
-10477,Romania,EUR,warm_dry,26.052244,44.411667,30.0,13,industrial,urban,0.0,0.0,0.0,0.0,1.2,0.0,0.0,0.0,0.0,0.0,0.0,0.0,72.8,20.1,4.3,0.0,0.0,1.464,0.0,34.3218,2.92,122594,122705,122705,63,60.62,63,11.1029,13.4307,8.7346,8.1201,3.8596,15.8642,24.5608,36.2968,31.7724,16.5926,30.0252,12.2425,769.4442,0.5,0.0,train
-10481,Romania,EUR,cool_dry,26.910671,46.564594,161.0,15,background,urban,0.0,0.0,0.0,0.0,13.8,1.4,0.0,0.0,0.0,0.0,0.0,0.0,49.5,4.6,30.0,0.0,0.0,0.9329999999999999,0.0,5.01644,1.76,27144,48813,49072,60,45.55,62,22.3152,26.8228,18.0302,21.3453,13.1438,30.0863,38.1336,48.5466,46.45399999999999,30.9662,44.3694,37.3184,4548.6348,0.0,0.0,test
-10482,Romania,EUR,cool_dry,26.927031,46.555931,160.0,8,industrial,urban,0.0,0.0,0.0,0.0,14.4,1.5,0.0,0.0,0.0,0.0,0.0,0.0,45.9,4.8,32.7,0.0,0.0,0.512,0.0,5.01644,1.76,48813,49072,49072,59,43.48,62,20.6676,25.4751,16.0484,19.5141,11.8096,28.4554,36.0958,45.6297,43.5036,29.1429,41.2932,37.5628,3780.9719,0.3333,0.0,test
-10483,Romania,EUR,cool_dry,26.793090999999997,46.256931,201.0,38,industrial,urban,0.0,0.0,0.0,0.0,27.6,17.2,0.0,0.0,0.0,0.0,0.0,0.0,20.9,3.4,30.5,0.0,0.0,0.49700000000000005,0.0,1.12022,1.56,11314,11314,11314,49,29.8,56,20.5381,26.4759,14.6334,-999.0,-999.0,-999.0,-999.0,-999.0,45.2041,30.3159,42.3111,30.775,-999.0,0.0,0.0,test
-10493,Romania,EUR,warm_dry,27.922553999999998,45.16853,28.0,7,industrial,rural,0.0,3.3,0.0,0.0,0.0,1.1,0.0,0.0,0.0,0.0,0.0,0.0,87.1,5.8,0.0,0.0,0.0,2.521,0.0,0.23242800000000002,1.71,641,21894,55727,9,6.72,62,32.2818,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,57.1795,-999.0,-999.0,-999.0,-999.0,train
-10494,Romania,EUR,cool_dry,26.658577,47.739891,169.0,41,background,urban,0.0,0.0,0.0,0.0,7.8,0.0,0.0,0.0,0.0,0.0,0.0,0.0,78.9,2.8,9.3,0.0,0.0,0.551,0.0,3.0169799999999998,1.47,17295,44052,44052,52,32.53,61,24.0891,27.9839,20.2644,23.595,15.1053,32.1608,40.4746,49.3493,47.9132,32.1375,46.2844,34.7812,4934.4529,0.0,0.0,test
-10496,Romania,EUR,cool_moist,25.603586,45.64975,569.0,52,background,urban,0.0,3.1,0.0,0.0,13.3,31.7,0.0,0.0,0.0,0.0,0.0,0.0,30.7,6.1,14.4,0.0,0.0,0.456,0.0,4.10576,1.59,24731,24749,24768,63,55.68,63,8.0344,8.3713,7.7914,6.9033,2.9974,11.7779,16.3264,22.1391,20.3672,10.7048,20.489,1.7336,0.0,0.0,0.0,test
-10498,Romania,EUR,cool_dry,25.62414,45.718143,516.0,19,background,suburban,0.0,1.3,0.0,0.0,20.5,17.6,0.0,0.0,0.0,0.0,0.0,0.0,39.0,6.1,15.0,0.0,0.0,2.781,0.0,12.0449,1.59,13123,22982,24768,34,33.5,63,29.3846,36.1179,22.6967,29.2958,18.4907,39.3674,48.803999999999995,59.3063,57.123000000000005,40.4868,55.1446,101.0078,16719.3971,5.0,0.0,test
-10500,Romania,EUR,warm_dry,26.819145000000002,45.153605999999996,98.0,15,background,urban,0.0,0.0,0.0,0.0,6.2,0.0,0.0,0.0,0.0,0.0,0.0,0.0,85.6,3.3,4.7,0.0,0.0,1.328,0.0,2.08201,1.77,23809,26324,26324,62,37.89,62,20.0623,23.1372,16.9238,19.9168,11.9571,27.421,34.0267,41.4801,39.9961,26.5484,38.3488,18.02,993.1637,0.0,0.0,train
-10503,Romania,EUR,cool_moist,23.550278,46.765278,350.0,40,background,urban,0.0,0.0,0.0,0.0,14.5,4.5,0.0,0.0,0.0,0.0,0.0,0.0,36.4,2.2,41.8,0.0,0.0,0.5660000000000001,0.0,2.10699,1.83,25925,26630,26630,62,46.34,63,16.5189,21.4783,11.5675,13.4808,6.3507,24.0846,34.6046,47.118,43.9216,26.1768,44.4147,40.7273,3431.2432,0.0,0.0,train
-10504,Romania,EUR,cool_dry,23.630569,46.782222999999995,343.0,11,industrial,urban,0.0,0.0,0.0,0.0,7.6,1.3,0.0,0.0,0.0,0.0,0.0,0.0,47.7,2.7,40.2,0.0,0.0,0.8220000000000001,0.0,2.38468,1.78,26609,26609,26630,62,46.99,63,14.1143,17.7418,10.4769,11.9295,5.106,21.1314,29.2049,39.0301,36.4986,21.3974,36.2962,14.4397,1274.1168,0.0,0.0,train
-10505,Romania,EUR,cool_dry,23.877501000000002,47.153889,279.0,8,background,urban,0.0,0.0,0.0,0.0,13.3,3.7,0.0,0.0,0.0,0.0,0.0,0.0,23.1,0.0,59.0,0.0,0.0,1.071,0.0,0.9249629999999999,1.47,4654,5284,10416,51,24.25,53,19.6071,25.453000000000003,13.7315,16.9006,9.3237,28.0656,38.0922,48.6178,46.1134,30.0077,46.461999999999996,38.6236,4623.2808,0.0,0.0,train
-10507,Romania,EUR,warm_dry,27.327959000000003,44.201763,12.0,11,background,urban,1.7,2.6,0.0,0.0,0.0,1.1,0.0,0.0,0.0,0.0,0.0,0.0,84.5,4.8,2.8,0.0,0.0,2.105,0.0,2.1517,1.74,7966,9081,9177,56,29.02,60,26.8038,32.8591,20.7944,26.1673,16.0378,36.7854,46.0965,55.0307,52.8799,36.7148,49.732,45.7113,11951.5425,0.0,0.0,train
-10508,Romania,EUR,cool_dry,21.872139,45.299332,259.0,110,industrial,urban,0.0,0.0,0.0,0.0,51.3,10.0,0.0,0.0,0.0,0.0,0.0,0.0,3.9,1.6,33.2,0.0,0.0,0.342,0.0,0.337215,1.67,2379,5996,5996,47,23.93,54,21.3496,24.2132,18.4417,19.5233,12.6268,28.52,37.878,50.78,48.2262,27.5294,46.4753,42.4882,4270.6456,0.5,0.0,train
-10509,Romania,EUR,cool_moist,22.352751,45.518608,283.0,41,industrial,urban,0.0,0.0,0.0,0.0,47.4,19.8,0.0,0.0,0.0,0.0,0.0,0.0,4.8,0.0,26.3,0.0,0.0,0.09,0.0,0.27419499999999997,1.47,2928,2928,6600,20,6.45,43,20.4375,26.5594,19.3803,21.8516,14.1463,30.3638,38.5409,48.9279,45.4866,27.8053,37.8756,76.7069,4190.9835,0.3333,0.0,train
-10516,Romania,EUR,warm_dry,28.623802,44.149409999999996,20.0,39,industrial,urban,46.4,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,44.3,7.8,0.0,0.0,0.0,0.639,0.0,15.8956,1.67,41782,44013,46218,61,50.53,62,25.0978,28.8063,21.6125,-999.0,-999.0,-999.0,-999.0,-999.0,43.949,32.6056,41.718,37.376999999999995,-999.0,0.0,0.0,train
-10518,Romania,EUR,warm_dry,28.261229999999998,44.248325,60.0,5,industrial,urban,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,93.3,5.6,0.0,0.0,0.0,6.2010000000000005,0.0,0.796964,1.7,5684,6486,24267,45,19.57,56,23.0268,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,43.7305,-999.0,-999.0,-999.0,-999.0,train
-10522,Romania,EUR,cool_dry,25.478067000000003,44.916218,261.0,22,industrial,urban,0.0,0.0,0.0,0.0,31.9,0.0,0.0,0.0,0.0,0.0,0.0,0.0,34.3,4.8,28.0,0.0,0.0,1.868,0.0,3.4767900000000003,1.75,18982,19912,19912,52,31.2,62,26.5341,32.9869,20.0372,24.8302,14.7008,37.1538,47.5441,58.3453,55.4825,37.4849,50.6391,93.8523,14581.3516,1.0,0.0,train
-10523,Romania,EUR,cool_moist,25.421743,45.131382,464.0,60,industrial,urban,0.0,1.4,0.0,0.0,36.1,13.1,0.0,0.0,0.0,0.0,0.0,0.0,6.2,5.2,37.3,0.0,0.0,0.302,0.0,0.892601,1.68,5129,5576,19912,24,15.71,62,24.2937,29.9051,18.5787,22.8574,13.9487,33.5062,43.0675,52.4046,49.9575,34.4219,49.1978,47.5247,7861.3429,0.0,0.0,train
-10527,Romania,EUR,warm_dry,23.778622,44.326664,83.0,28,traffic,urban,0.0,0.0,0.0,0.0,1.3,0.0,0.0,0.0,0.0,0.0,0.0,0.0,87.7,4.2,6.1,0.0,0.0,1.298,0.0,6.21856,2.3,18999,45294,45326,61,45.74,62,23.2203,29.0095,17.0854,20.7338,10.199,33.7122,44.7592,59.2639,55.4253,35.333,57.3319,121.0293,12520.3497,2.5,0.0,train
-10528,Romania,EUR,warm_dry,23.733614000000003,44.386669,98.0,13,industrial,suburban,0.0,0.0,0.0,0.0,1.6,0.0,0.0,0.0,0.0,0.0,0.0,0.0,84.1,3.8,10.0,0.0,0.0,4.863,0.0,6.21856,2.3,1661,1661,45326,26,19.65,62,29.4851,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,65.6105,-999.0,-999.0,-999.0,-999.0,train
-10529,Romania,EUR,warm_dry,23.719622,44.34223,128.0,4,background,suburban,0.0,0.0,0.0,0.0,1.6,0.0,0.0,0.0,0.0,0.0,0.0,0.0,87.3,4.1,6.4,0.0,0.0,3.5410000000000004,0.0,6.21856,2.3,233,18999,45326,16,23.44,62,28.1121,35.9484,20.2812,26.4538,15.9182,38.8173,49.0592,61.0451,58.4937,40.7763,59.195,131.5777,19743.753,5.3333,0.0,train
-10531,Romania,EUR,cool_moist,25.134665,47.324791,908.0,26,background,rural,0.0,20.6,0.0,0.0,0.0,55.6,0.0,0.0,0.0,0.0,1.1,0.0,2.6,0.0,19.0,0.0,0.0,0.0,0.0,0.281115,1.21,150,219,2709,8,3.39,46,28.6801,35.9776,21.5439,28.1505,17.2422,38.702,48.7919,58.7719,56.9156,40.1555,53.4932,74.778,16080.1846,2.0,0.0,train
-10532,Romania,EUR,warm_dry,23.275267000000003,45.051628,203.0,25,industrial,urban,0.0,0.0,0.0,0.0,29.2,3.4,0.0,0.0,0.0,0.0,1.1,0.0,21.5,1.7,43.0,0.0,0.0,0.899,0.0,2.4922400000000002,2.72,6227,16026,16193,61,30.62,62,13.5766,16.5989,10.5421,12.404000000000002,5.6849,20.1632,25.958000000000002,32.513000000000005,30.8977,19.3372,30.2404,5.4822,98.146,0.0,0.0,train
-10543,Romania,EUR,warm_dry,26.038738000000002,43.963814,20.0,3,background,rural,0.0,2.1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,83.1,4.8,7.4,0.0,0.0,3.138,0.0,0.8766940000000001,1.92,1871,8399,27066,8,9.74,61,23.9895,32.1021,15.8726,21.4205,11.3556,34.9678,46.1547,57.255,55.1202,36.9277,50.6581,61.218999999999994,12883.7587,0.0,0.0,train
-10544,Romania,EUR,cool_dry,22.908752,45.871384,187.0,10,industrial,urban,0.0,0.0,0.0,0.0,43.5,9.3,0.0,0.0,0.0,0.0,0.0,0.0,15.9,3.3,27.6,0.0,0.0,0.43,0.0,2.51905,1.94,12663,12975,12975,54,30.08,59,18.4397,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,47.394,29.4997,46.442,-999.0,-999.0,0.5,-999.0,val
-10549,Romania,EUR,cool_moist,25.811356,46.326617999999996,710.0,42,background,rural,0.0,3.7,0.0,0.0,6.9,38.2,0.0,0.0,0.0,0.0,0.0,0.0,24.9,1.2,24.9,0.0,0.0,0.687,0.0,0.918117,1.42,3240,4864,4866,12,13.88,59,21.7435,26.5763,16.8741,21.1574,13.7809,28.9992,35.1588,42.4517,40.3617,29.6222,40.2641,28.3408,2689.1954,0.0,0.0,train
-10554,Romania,EUR,cool_dry,27.614458000000003,47.158058000000004,79.0,3,industrial,urban,0.0,0.0,0.0,0.0,10.4,0.0,0.0,0.0,0.0,0.0,0.0,0.0,67.5,4.7,16.9,0.0,0.0,0.7240000000000001,0.0,1.14008,1.52,51152,51152,51152,62,48.34,63,21.361,26.8807,15.8251,19.7714,10.5029,30.7705,40.506,48.8172,47.6823,30.8343,44.8739,33.2477,6492.771,0.0,0.0,train
-10555,Romania,EUR,cool_dry,27.545277000000002,47.198890999999996,165.0,81,background,rural,0.0,0.0,0.0,0.0,11.8,0.0,0.0,0.0,0.0,0.0,0.0,0.0,68.2,4.4,14.8,0.0,0.0,0.687,0.0,6.55552,1.56,34009,34009,51152,47,37.94,63,30.706,33.5266,27.883000000000003,30.3058,22.4522,38.4789,45.3881,53.5055,51.6895,36.5688,48.3041,46.8667,9953.091999999999,0.0,0.0,train
-10556,Romania,EUR,cool_dry,27.693067,47.137159999999994,49.0,16,background,suburban,0.0,0.0,0.0,0.0,8.4,0.0,0.0,0.0,0.0,0.0,0.0,0.0,69.7,4.7,16.8,0.0,0.0,1.433,0.0,1.14008,1.52,24286,44302,51152,18,20.28,63,22.985,28.0424,17.704,21.7275,12.3098,32.4359,41.7192,50.5944,49.0592,31.7416,47.3577,38.9292,8287.9242,0.0,0.0,train
-10560,Romania,EUR,cool_moist,23.57049,47.651990000000005,223.0,44,background,urban,0.0,0.0,0.0,0.0,24.8,20.4,0.0,0.0,0.0,0.0,0.0,0.0,19.5,0.0,34.3,0.0,0.0,0.841,0.0,3.27276,1.55,8703,8703,8703,62,41.99,62,21.0345,24.1956,17.8465,19.9694,11.8812,29.3445,36.9416,45.3153,43.6094,28.4298,41.0928,21.7725,2933.7159,0.0,0.0,train
-10561,Romania,EUR,cool_moist,23.605289000000003,47.751308,354.0,45,background,suburban,0.0,0.0,0.0,0.0,24.2,25.8,0.0,0.0,0.0,0.0,0.0,0.0,16.3,0.0,32.5,0.0,0.0,0.01,0.0,0.386304,1.49,8689,8696,8703,14,9.14,62,22.1941,28.0555,16.5973,20.5772,12.5134,30.9453,40.6516,48.7755,46.6024,32.1666,45.2323,25.1408,4903.7485,0.0,0.0,train
-10563,Romania,EUR,cool_moist,23.62831,47.704409999999996,290.0,73,industrial,urban,0.0,0.0,0.0,0.0,24.1,24.6,0.0,0.0,0.0,0.0,0.0,0.0,17.3,0.0,32.9,0.0,0.0,0.01,0.0,0.386304,1.49,7577,8696,8703,32,23.49,62,22.2483,26.294,18.1931,20.8265,13.7319,29.2854,38.2321,48.3978,45.9276,30.5239,43.7658,29.0226,3830.8659,0.0,0.0,train
-10565,Romania,EUR,cool_dry,24.533613,46.533356,308.0,9,industrial,urban,0.0,0.0,0.0,0.0,2.2,0.0,0.0,0.0,0.0,0.0,0.0,0.0,68.4,1.6,26.9,0.0,0.0,0.607,0.0,5.16493,2.09,39316,43788,43788,62,42.93,63,14.6011,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,36.2334,-999.0,35.4969,-999.0,-999.0,-999.0,-999.0,test
-10571,Romania,EUR,warm_dry,24.351112,44.429446999999996,169.0,22,industrial,urban,0.0,1.8,0.0,0.0,2.4,0.0,0.0,0.0,0.0,0.0,0.0,0.0,82.1,4.2,8.1,0.0,0.0,4.707,0.0,1.44477,2.0,1432,1684,7395,52,28.2,60,23.9812,28.3362,19.6503,22.8315,15.4148,31.9352,39.4469,47.9814,46.2692,31.8927,45.4367,36.2247,5983.7363,0.0,0.0,train
-10573,Romania,EUR,warm_dry,26.025902,44.939201000000004,160.0,26,background,urban,0.0,0.0,0.0,0.0,10.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,66.4,10.7,12.1,0.0,0.0,0.6409999999999999,0.0,5.86836,2.19,39748,46180,46180,62,55.05,63,19.0939,23.7197,14.5229,16.0196,7.6621,27.2762,39.6205,54.3431,52.1355,28.1739,50.1811,88.9338,7084.6983,0.0,0.0,train
-10574,Romania,EUR,warm_dry,26.018019,44.984646000000005,150.0,24,background,suburban,0.0,0.0,0.0,0.0,10.5,0.0,0.0,0.0,0.0,0.0,0.0,0.0,60.6,9.4,18.8,0.0,0.0,0.6409999999999999,0.0,5.86836,2.19,4794,39748,46180,49,45.0,63,20.6246,25.3644,15.8552,18.5509,10.4759,28.5882,39.1191,50.8734,48.1861,30.3841,46.4491,75.7968,5887.7095,1.6667,0.0,train
-10575,Romania,EUR,warm_dry,26.025917,44.850227000000004,140.0,18,industrial,suburban,0.0,0.0,0.0,0.0,7.1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,74.8,12.3,4.8,0.0,0.0,1.376,0.0,1.5791,2.1,2999,46180,46180,21,21.66,63,22.3683,29.2353,15.3914,19.7731,11.2516,31.6149,41.9194,54.0577,51.9573,33.5948,48.5544,77.5428,9200.0289,0.6667,0.0,train
-10580,Romania,EUR,cool_dry,24.153469,45.785114,445.0,31,background,urban,0.0,1.7,0.0,0.0,20.5,15.4,0.0,0.0,0.0,0.0,0.0,0.0,28.8,1.5,32.0,0.0,0.0,0.7879999999999999,0.0,1.9948400000000002,1.74,17795,19511,19511,62,47.85,63,22.6831,27.8719,17.4127,21.641,11.0749,32.981,41.2333,50.2427,47.1592,32.6117,45.067,36.9911,5243.2599,0.5,0.0,train
-10584,Romania,EUR,cool_dry,23.046906,47.195065,275.0,28,industrial,urban,0.0,0.0,0.0,0.0,13.0,2.8,0.0,0.0,0.0,0.0,0.0,0.0,27.3,0.0,55.9,0.0,0.0,1.064,0.0,0.5883729999999999,1.66,10641,10641,10641,53,24.67,55,23.944000000000003,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,52.2994,31.2674,49.0722,-999.0,-999.0,0.5,-999.0,train
-10585,Romania,EUR,warm_dry,22.877022,47.799683,123.0,5,background,urban,0.0,0.0,0.0,0.0,2.9,0.0,0.0,0.0,0.0,0.0,0.0,0.0,86.8,1.8,7.6,0.0,0.0,1.153,0.0,0.717117,1.71,12262,12262,12262,61,36.15,62,15.1428,18.2565,12.0779,14.061,8.3231,21.041999999999998,27.2432,34.4268,32.5239,21.2611,31.9313,6.9675,165.7829,0.0,0.0,train
-10587,Romania,EUR,cool_dry,26.24905,47.649184999999996,385.0,80,background,urban,0.0,0.0,0.0,0.0,4.3,5.0,0.0,0.0,0.0,0.0,0.0,0.0,73.2,2.5,14.6,0.0,0.0,1.369,0.0,1.80748,1.44,5617,31165,31165,62,43.15,62,28.4393,32.3193,24.6511,27.7102,18.4339,37.3574,46.3493,55.9813,53.3599,36.381,50.8527,55.8576,11673.1726,0.0,0.0,test
-10592,Romania,EUR,warm_dry,28.774727000000002,45.176094,30.0,33,industrial,urban,6.3,6.7,0.0,0.0,2.3,8.5,0.0,0.0,1.6,0.0,0.0,1.6,59.5,6.7,5.5,0.0,0.0,1.5430000000000001,0.0,1.44539,1.48,458,4574,28485,52,27.18,60,28.6372,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,50.9489,35.5778,49.3434,-999.0,-999.0,0.0,-999.0,train
-10596,Romania,EUR,warm_dry,21.151775,45.913494,119.0,17,background,suburban,0.0,0.0,0.0,0.0,1.1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,92.5,4.3,1.4,0.0,0.0,1.37,0.0,0.49898100000000006,2.24,946,946,161859,13,8.32,63,22.3352,26.6518,18.1608,20.631,13.442,29.5017,38.3646,49.665,47.0325,29.838,44.6968,35.59,4870.3397,0.0,0.0,test
-10597,Romania,EUR,warm_dry,21.250942000000002,45.736702,89.0,2,industrial,urban,0.0,0.0,0.0,0.0,1.6,0.0,0.0,0.0,0.0,0.0,0.0,0.0,92.4,3.7,2.0,0.0,0.0,0.915,0.0,2.09555,2.31,161859,161859,161859,62,50.52,63,17.171,21.2245,13.4445,14.9754,9.0411,23.2947,32.9056,43.3443,41.1599,24.7591,39.5753,24.8015,1900.7373,0.0,0.0,test
-10601,Romania,EUR,warm_dry,25.312403,43.980331,41.0,1,background,urban,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,96.9,2.3,0.0,0.0,0.0,8.892999999999999,0.0,0.770541,1.8,2035,8123,8123,40,18.64,53,18.3802,23.6109,13.0254,16.9853,8.4547,26.9262,35.0364,43.5342,41.2627,27.3409,38.7371,18.9337,2522.8602,0.0,0.0,train
-10602,Romania,EUR,warm_dry,24.9018,43.757984,31.0,4,industrial,urban,0.0,2.5,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,90.8,2.0,1.5,0.0,0.0,1.325,0.0,0.677471,1.88,5317,5380,5380,20,13.69,36,21.5952,27.9378,15.2743,19.4894,11.6037,29.8538,40.3559,49.4219,48.0094,31.9375,46.3967,34.5924,5810.5179,0.0,0.0,train
-10605,Romania,EUR,warm_dry,27.211592,45.696625,52.0,14,background,rural,0.0,0.0,0.0,0.0,7.3,0.0,0.0,0.0,0.0,0.0,0.0,0.0,82.3,3.2,6.1,0.0,0.0,2.47,0.0,0.468958,1.57,42662,42662,42662,46,28.8,61,23.8107,27.939,17.165,21.9192,13.1839,30.9014,38.5253,48.2025,45.8777,31.5773,44.1667,38.5719,3963.5559,0.0,0.0,train
-10606,Romania,EUR,cool_dry,27.730885999999998,46.632141,110.0,12,background,urban,0.0,0.0,0.0,0.0,5.5,0.0,0.0,0.0,0.0,0.0,0.0,0.0,72.6,0.0,20.8,0.0,0.0,0.7879999999999999,0.0,0.768782,1.62,10908,18662,18662,52,27.53,58,17.4692,21.695,13.3074,16.2377,9.9158,24.1823,30.913,38.9474,37.5998,24.8806,35.5379,11.6798,570.7447,0.0,0.0,train
-10607,Romania,EUR,cool_dry,28.1011,46.677389,85.0,32,background,urban,0.0,0.0,0.0,0.0,3.9,0.0,0.0,0.0,0.0,0.0,0.0,0.0,85.3,0.0,9.9,0.0,0.0,0.727,0.0,0.397375,1.44,5802,8460,8460,21,14.13,46,29.3889,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,51.3534,-999.0,-999.0,-999.0,-999.0,train
-10608,Serbia,EUR,warm_dry,20.450073,44.798637,87.0,20,traffic,urban,0.0,3.0,0.0,0.0,1.1,3.5,0.0,0.0,1.3,0.0,0.0,0.0,46.5,16.3,27.6,0.0,0.0,0.196,0.0,7.872210000000001,3.38,1536,1537,1542,63,62.97,63,12.7642,17.4369,8.1049,7.9864,2.2389,19.3312,32.614000000000004,46.8305,43.9253,21.9677,44.3695,57.6373,3403.1259999999997,1.0,0.0,test
-10609,Serbia,EUR,warm_dry,20.4592,44.821000000000005,97.0,37,background,urban,0.0,3.0,0.0,0.0,0.0,3.1,0.0,0.0,1.0,0.0,0.0,0.0,55.4,15.9,20.0,0.0,0.0,0.196,0.0,27.4777,3.4,1535,1536,1541,63,62.66,63,25.2943,31.8246,18.7784,23.3578,10.2754,37.6432,50.1742,64.7602,61.8217,38.0347,60.9218,240.2266,20466.6782,8.5,2.0,test
-10610,Serbia,EUR,warm_dry,20.399625,44.804272,74.0,5,background,urban,0.0,3.1,0.0,0.0,0.0,3.1,0.0,0.0,1.2,0.0,0.0,0.0,49.4,15.9,25.6,0.0,0.0,1.541,0.0,20.8705,3.48,1535,1536,1541,63,61.86,63,23.9521,30.7129,17.2247,21.0521,9.2228,35.187,49.321999999999996,65.2113,62.9307,36.4567,61.5029,261.3902,19434.137,12.5,1.5,test
-10611,Serbia,EUR,warm_dry,20.475531,44.797014000000004,141.0,70,background,urban,0.0,3.0,0.0,0.0,1.1,3.1,0.0,0.0,1.2,0.0,0.0,0.0,48.3,15.5,26.9,0.0,0.0,0.196,0.0,7.872210000000001,3.38,1536,1537,1542,63,62.79,63,22.5808,27.9267,17.2772,20.0997,7.8193,34.6858,46.5652,59.019,57.1226,33.1537,56.3977,149.5933,13286.6862,4.0,0.5,test
-10613,Serbia,EUR,warm_dry,21.947,43.403999999999996,806.0,375,background,rural,0.0,0.0,0.0,0.0,25.3,3.1,0.0,0.0,0.0,0.0,0.0,0.0,38.1,4.0,28.7,0.0,0.0,1.597,0.0,1.46527,1.7,1572,1573,1578,9,10.49,62,43.3547,43.7808,42.9322,44.0088,33.6332,53.5826,60.1488,68.3691,66.5334,47.8472,64.4254,150.4907,34366.4768,9.0,0.0,train
-10617,Serbia,EUR,warm_dry,19.836443,45.253677,87.0,7,traffic,urban,0.0,1.9,0.0,0.0,6.9,5.0,0.0,0.0,0.0,0.0,0.0,0.0,71.4,5.0,9.2,0.0,0.0,1.3219999999999998,0.0,15.0246,2.53,1309,1310,1314,63,59.19,63,17.2093,21.7327,12.6791,13.9846,5.8645,25.864,37.4426,50.9761,47.3672,26.3985,44.0835,78.9356,7543.7163,2.5,0.0,test
-10622,Sweden,EUR,cool_moist,12.941675,57.72028,170.0,17,traffic,urban,1.2,47.5,0.0,0.0,0.0,49.4,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.03,0.0,3.36911,1.73,1130,1131,1132,62,47.54,63,27.4852,29.8456,25.0696,28.1642,20.1531,35.3698,41.1967,48.0599,46.0921,33.4849,45.6369,31.5519,4021.5339,0.3333,0.0,train
-10623,Sweden,EUR,cool_moist,15.335576999999999,63.848888,380.0,61,background,rural,5.6,28.8,0.0,0.0,0.0,22.4,0.0,0.0,39.1,2.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.086299,0.56,9,9,18,0,0.58,50,29.4697,30.7627,28.1894,29.3894,22.4388,37.1586,42.3047,46.7847,45.9888,33.5845,44.0454,19.8071,3257.6992,0.0,0.0,test
-10624,Sweden,EUR,cool_moist,13.008061,55.583889,3.0,13,traffic,urban,39.9,0.0,0.0,0.0,0.0,2.8,0.0,0.0,0.0,0.0,1.9,1.2,42.7,5.4,4.7,0.0,0.0,4.505,0.0,2.3403,2.97,21878,21878,21878,63,61.97,63,23.9343,23.7985,24.0649,24.7596,16.2652,31.599,37.0784,44.0622,42.7038,28.408,40.9761,24.9526,1528.3421,0.0,0.0,val
-10626,Sweden,EUR,cool_moist,11.970002000000001,57.708611,30.0,1,background,urban,24.4,25.7,0.0,0.0,0.0,33.7,0.0,0.0,0.0,0.0,1.4,2.1,1.1,7.0,3.5,0.0,0.0,0.0,0.0,13.0171,2.12,11265,13311,13311,63,62.43,63,25.2436,27.756,23.7803,26.7787,15.8893,35.1933,42.4706,50.8232,48.898999999999994,32.4178,44.5297,50.2092,6116.4594,0.5,0.0,train
-10631,Sweden,EUR,cool_moist,12.690839,56.047501000000004,10.0,0,background,urban,31.2,1.5,0.0,0.0,0.0,13.4,0.0,0.0,0.0,0.0,2.6,0.0,35.8,3.7,10.5,0.0,0.0,0.025,0.0,4.51694,2.45,597,4039,10869,63,51.17,63,27.1373,28.226,26.0205,27.7887,20.9314,33.7184,38.721,45.9015,43.5848,31.8496,43.0631,27.7068,2259.0101,0.0,0.0,val
-10637,Sweden,EUR,cool_moist,13.200842000000002,55.700832,20.0,29,background,urban,16.9,0.0,0.0,0.0,0.0,6.0,0.0,0.0,0.0,0.0,1.2,0.0,60.1,4.9,9.5,0.0,0.0,3.696,0.0,2.2544299999999997,2.71,2598,2776,21878,63,53.94,63,24.381999999999998,26.2207,24.3733,24.585,18.0238,30.8543,35.7406,44.0922,41.3145,29.1111,40.2484,29.4243,2004.5329,0.3333,0.0,val
-10640,Sweden,EUR,cool_moist,18.631124,59.8325,20.0,9,background,rural,7.2,20.7,0.0,0.0,0.0,66.3,0.0,0.0,1.5,0.0,0.0,0.0,0.0,0.0,2.6,0.0,0.0,1.084,0.0,1.01865,1.72,299,300,765,9,8.38,62,27.9241,31.0379,24.8173,28.2198,20.6511,35.4544,41.4776,48.1194,46.6884,34.2374,45.0464,34.5552,4223.4216,0.0,0.0,val
-10645,Sweden,EUR,cool_moist,13.001964,55.606388,25.0,9,background,urban,39.9,0.0,0.0,0.0,0.0,2.8,0.0,0.0,0.0,0.0,1.9,1.2,42.7,5.4,4.7,0.0,0.0,5.015,0.0,12.3333,2.83,21390,21878,21878,63,60.76,63,27.4439,29.0003,25.8845,28.1405,20.0797,35.1386,40.7339,49.937,48.4093,33.178000000000004,46.2772,61.3179,4877.5715,0.6667,0.0,val
-10656,Sweden,EUR,cool_moist,18.057505,59.31694399999999,20.0,22,background,urban,7.8,47.2,0.0,0.0,0.0,25.0,0.0,0.0,2.9,0.0,0.0,1.2,0.0,12.8,1.5,0.0,0.0,0.0,0.0,21.5069,2.11,41782,47996,48124,63,63.0,63,25.5783,26.2894,24.8685,25.6802,18.2117,33.1111,39.08,46.4382,45.1742,30.5202,43.1878,30.7965,2285.5846,0.0,0.0,train
-10662,Sweden,EUR,cool_moist,13.149460000000001,56.028059999999996,163.0,123,background,rural,1.5,1.1,0.0,0.0,0.0,33.5,0.0,0.0,0.0,0.0,1.2,0.0,45.6,1.6,15.1,0.0,0.0,0.040999999999999995,0.0,0.164453,2.29,375,396,4160,6,7.61,63,30.1092,32.6944,27.596,30.1245,22.7563,37.2756,43.2236,53.2872,51.1599,36.2584,48.1345,65.2581,7450.1765,1.3333,0.0,val
-10666,Slovenia,EUR,cool_moist,15.267776999999999,46.235001000000004,240.0,0,background,urban,0.0,0.0,0.0,0.0,6.4,50.5,0.0,0.0,0.0,0.0,0.0,0.0,6.0,1.8,34.6,0.0,0.0,0.218,0.0,4.6527199999999995,2.85,20033,20033,20033,55,33.16,59,22.5955,30.0696,15.1855,18.6294,5.3466,35.9556,50.6085,64.417,61.9428,35.5031,56.6604,142.7598,18902.5815,6.6667,0.0,train
-10669,Slovenia,EUR,cool_moist,15.088335999999998,46.144444,290.0,61,background,urban,0.0,0.0,0.0,0.0,10.1,55.5,0.0,0.0,0.0,0.0,0.0,0.0,5.1,1.5,27.6,0.0,0.0,0.053,0.0,20.0884,2.65,4710,10390,20033,26,17.26,59,24.4659,32.4528,16.6629,21.0521,8.6213,37.2881,51.1599,64.7936,62.5357,38.1133,57.8007,149.19799999999998,20485.8624,7.0,0.0,train
-10671,Slovenia,EUR,warm_moist,13.718055,45.543056,56.0,15,background,urban,32.4,0.0,0.0,0.0,2.9,33.7,0.0,0.0,0.0,0.0,0.0,0.0,4.0,3.5,21.6,0.0,0.0,0.792,0.0,2.3368900000000004,2.48,11326,11345,34007,55,37.92,63,35.7878,38.8175,32.7112,36.2814,24.519000000000002,46.9035,57.1247,69.8588,67.1241,44.1565,65.4341,211.8666,31012.8117,17.0,0.0,test
-10674,Slovenia,EUR,cool_moist,14.533579999999999,46.29775,1740.0,1068,background,rural,0.0,3.0,0.0,0.0,0.0,71.0,0.0,0.0,0.0,0.0,1.9,0.0,6.6,4.5,11.8,0.0,0.0,0.251,0.0,5.09401,2.51,662,2416,22604,6,6.73,62,48.7321,48.3631,49.1634,47.835,41.5027,54.9025,63.1896,71.9674,70.3371,51.6877,66.3821,205.4033,40773.3629,19.6667,0.3333,train
-10676,Slovenia,EUR,warm_moist,14.517222,46.065834,299.0,21,background,urban,0.0,0.0,0.0,0.0,4.8,58.7,0.0,0.0,0.0,0.0,0.0,0.0,7.8,5.6,22.8,0.0,0.0,0.589,0.0,11.0498,2.84,22604,22604,22604,61,58.13,62,21.7125,29.0557,14.2506,17.2259,4.4652,34.8989,50.1557,64.8187,62.5819,34.551,58.0529,160.5286,18660.1026,6.3333,0.0,train
-10677,Slovenia,EUR,cool_moist,15.656670000000002,46.55944,270.0,45,traffic,urban,0.0,0.0,0.0,0.0,3.2,35.7,0.0,0.0,0.0,0.0,0.0,0.0,14.2,3.0,42.9,0.0,0.0,0.439,0.0,11.2309,2.39,27819,27819,27819,62,50.23,63,19.9007,23.2193,18.2053,18.9719,8.496,30.5756,40.9012,52.5616,50.6002,27.5722,46.977,50.3367,5968.8382,0.0,0.0,train
-10678,Slovenia,EUR,cool_moist,16.19611,46.6525,188.0,6,background,rural,0.0,0.0,0.0,0.0,2.6,16.9,0.0,0.0,0.0,0.0,0.0,0.0,34.8,1.5,44.1,0.0,0.0,0.514,0.0,2.27605,2.26,6545,6774,17898,28,25.04,56,26.3465,34.5326,18.185,24.0762,11.2946,38.9965,51.6862,63.9947,62.4841,39.5159,58.2701,128.0093,21731.4069,4.0,0.0,val
-10679,Slovenia,EUR,warm_moist,13.656944000000001,45.955833,113.0,62,background,urban,5.1,0.0,0.0,0.0,7.8,50.8,0.0,0.0,0.0,0.0,0.0,0.0,13.8,4.9,16.9,0.0,0.0,0.0,0.0,4.75587,2.76,14290,14290,14290,50,35.24,62,26.111,33.3752,18.9269,23.4079,9.2228,38.9296,52.3027,71.5329,69.0923,40.2712,65.2745,240.3346,26336.7843,21.6667,0.0,train
-10680,Slovenia,EUR,warm_moist,13.916667000000002,45.936668,918.0,822,background,rural,0.0,0.0,0.0,0.0,7.5,73.6,0.0,0.0,0.0,0.0,0.0,0.0,2.3,1.6,14.9,0.0,0.0,0.6970000000000001,0.0,1.13533,2.48,583,6042,14290,7,6.91,59,41.7289,43.87,39.601,41.6697,32.3091,50.3412,59.3752,72.0352,69.51100000000001,47.621,64.8038,226.3218,35357.2603,26.0,0.6667,train
-10687,Slovenia,EUR,cool_moist,15.035556,46.138889,250.0,55,background,suburban,0.0,0.0,0.0,0.0,9.8,58.6,0.0,0.0,0.0,0.0,0.0,0.0,5.0,1.3,25.2,0.0,0.0,0.0,0.0,20.0884,2.65,7499,10390,20033,24,19.29,59,21.5453,29.0246,14.1131,16.9753,6.3657,33.3993,47.8851,62.2761,59.6404,34.9524,54.4065,126.9334,15540.0935,5.0,0.0,train
-10691,Slovenia,EUR,cool_moist,15.000842,46.131386,240.0,0,traffic,urban,0.0,0.0,0.0,0.0,9.1,60.6,0.0,0.0,0.0,0.0,0.0,0.0,4.9,0.0,24.5,0.0,0.0,0.028999999999999998,0.0,20.0884,2.65,820,6170,11528,21,14.6,58,20.101,26.1006,14.1653,16.0731,6.4159,30.4754,44.1526,58.2705,55.6493,31.5313,52.3371,85.3522,10386.594000000001,1.6667,0.0,train
-10695,Slovakia,EUR,cool_moist,19.115278,48.733334,425.0,66,background,urban,0.0,1.8,0.0,0.0,17.6,49.2,0.0,0.0,0.0,0.0,0.0,0.0,7.8,3.0,20.3,0.0,0.0,0.813,0.0,5.70147,2.04,9172,10427,10427,60,39.14,63,30.6589,35.9467,25.3548,30.2507,18.3374,42.176,51.5596,63.0385,61.4554,41.068999999999996,57.5027,106.3643,21853.5837,3.3333,0.0,val
-10696,Slovakia,EUR,cool_dry,17.116667,48.166668,287.0,63,background,suburban,0.0,1.6,0.0,0.0,9.2,10.1,0.0,0.0,0.0,0.0,0.0,0.0,57.6,10.8,9.7,0.0,0.0,0.778,0.0,50.21,3.2,45557,45557,45557,62,58.96,63,31.7973,34.3253,29.2616,30.9048,21.1398,41.2496,51.4977,66.0544,61.6569,38.795,58.8224,265.7702,18845.8534,10.3333,1.6667,val
-10698,Slovakia,EUR,cool_dry,17.125564999999998,48.125,138.0,5,background,urban,0.0,1.3,0.0,0.0,6.8,8.7,0.0,0.0,0.0,0.0,0.0,0.0,62.4,10.5,9.2,0.0,0.0,0.778,0.0,50.21,3.2,39989,45557,45557,62,55.77,63,25.239,30.873,19.6745,23.5031,12.9429,34.9423,47.1804,62.7019,60.8787,35.9943,55.8512,133.7387,16027.1373,4.0,0.3333,val
-10703,Slovakia,EUR,cool_moist,20.25,49.066666,694.0,24,background,rural,0.0,10.7,0.0,0.0,0.0,45.7,0.0,0.0,0.0,0.0,4.8,0.0,17.9,2.2,17.5,0.0,0.0,1.4569999999999999,0.0,4.63929,1.6,7391,9231,11758,50,35.7,63,32.4467,37.5669,27.3446,32.9482,22.7429,42.0206,49.4223,58.9121,57.1061,41.5434,53.602,69.0685,17077.1734,0.0,0.0,val
-10706,Slovakia,EUR,cool_moist,21.913622,48.930836,160.0,15,background,urban,1.1,0.0,0.0,0.0,34.0,15.2,0.0,0.0,0.0,0.0,0.0,0.0,26.1,3.6,19.3,0.0,0.0,2.0780000000000003,0.0,1.8084200000000001,1.78,13619,13619,13619,34,16.37,43,27.0577,33.3771,20.7829,25.7337,15.1943,37.5278,47.7267,58.2285,56.1019,37.9391,53.0894,72.8611,14512.4142,0.0,0.0,train
-10707,Slovakia,EUR,cool_dry,20.240284,48.631111,289.0,10,background,urban,0.0,1.6,0.0,0.0,44.0,24.3,0.0,0.0,0.0,0.0,0.0,0.0,10.9,0.0,18.1,0.0,0.0,0.125,0.0,1.02324,1.61,672,798,4355,9,3.62,45,22.1252,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,52.395,-999.0,-999.0,-999.0,-999.0,val
-10708,Slovakia,EUR,cool_moist,20.992231,48.783333,1244.0,509,background,rural,0.0,0.0,0.0,0.0,21.5,42.3,0.0,0.0,0.0,0.0,0.0,0.0,16.9,4.4,14.4,0.0,0.0,0.0,0.0,0.408953,2.01,670,1479,47241,0,1.38,63,43.5947,43.827,43.3698,43.4074,35.5989,51.3253,59.0611,67.8018,65.2773,47.2971,59.4304,119.6319,29591.0082,5.6667,0.0,test
-10715,Slovakia,EUR,cool_moist,21.246122,48.755001,248.0,23,background,suburban,0.0,0.0,0.0,0.0,27.6,19.4,0.0,0.0,0.0,0.0,0.0,0.0,31.6,5.4,15.7,0.0,0.0,1.8530000000000002,0.0,24.6286,2.31,47241,47241,47241,58,41.66,63,33.1745,37.195,29.1841,33.3325,21.9426,43.7867,52.159,63.201,61.3919,41.4383,57.1629,109.85600000000001,22773.8908,3.6667,0.0,test
-10724,Slovakia,EUR,cool_dry,18.14112,48.28305,149.0,6,background,urban,0.0,0.0,0.0,0.0,4.8,2.8,0.0,0.0,0.0,0.0,0.0,0.0,84.0,5.4,2.8,0.0,0.0,2.151,0.0,1.08874,2.71,14783,15437,16255,14,22.83,59,27.1835,35.0647,23.1327,27.6785,18.2214,38.696999999999996,49.7451,62.9563,59.9217,39.1166,52.5377,119.9134,18757.0276,3.5,0.0,test
-10732,Slovakia,EUR,cool_moist,18.628067,48.781944,276.0,28,background,urban,0.0,0.0,0.0,0.0,19.7,42.2,0.0,0.0,0.0,0.0,0.0,0.0,15.1,2.6,19.3,0.0,0.0,2.088,0.0,1.3723299999999998,2.39,15498,15498,15498,54,29.1,56,25.7069,31.1125,20.2026,24.9943,13.0632,36.2301,46.5326,58.4809,56.8924,36.1817,52.5822,74.7743,13272.6843,0.0,0.0,val
-10738,Slovakia,EUR,cool_moist,20.291117,49.152778999999995,808.0,125,background,rural,0.0,9.2,0.0,0.0,0.0,43.1,0.0,0.0,0.0,0.0,4.5,0.0,19.0,2.4,20.5,0.0,0.0,2.846,0.0,1.8650400000000003,1.53,1013,2518,11758,20,19.07,63,32.7695,37.0535,28.4571,31.944000000000003,23.0637,41.7487,50.0926,59.7848,57.3661,41.2222,54.2202,75.4988,16462.217,0.0,0.0,val
-10751,Slovakia,EUR,cool_moist,18.771114,49.211945,356.0,11,background,urban,0.0,2.7,0.0,0.0,2.7,61.6,0.0,0.0,0.0,0.0,0.0,0.0,7.5,5.2,19.6,0.0,0.0,2.343,0.0,9.9616,2.74,13044,17682,21655,55,44.64,61,24.3484,31.5791,17.0925,20.8483,9.3164,35.8913,48.8597,62.8382,60.5335,37.3159,56.5553,111.0525,17359.2969,2.0,0.0,train
-10874,United States of America,NAM,tropical_moist,-87.881412,30.498001000000002,37.19,35,unknown,unknown,44.2,0.0,2.0,0.0,0.0,4.6,0.0,0.0,12.7,0.0,0.0,3.0,6.6,0.0,24.9,0.0,0.0,0.445,0.08,0.42755699999999996,2.04,1883,3116,6330,52,40.45,62,30.4806,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,52.0646,-999.0,-999.0,-999.0,-999.0,train
-10877,United States of America,NAM,warm_moist,-87.650562,34.758781,122.0,26,unknown,unknown,2.1,1.4,0.0,0.0,11.8,5.2,0.0,0.0,8.5,0.0,1.5,0.0,18.0,2.3,48.6,0.0,0.0,0.956,0.0,0.380058,2.38,2141,8886,12559,62,59.08,62,27.2307,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,52.3111,-999.0,-999.0,-999.0,-999.0,train
-10880,United States of America,NAM,warm_moist,-86.136587,32.498567,53.95,69,unknown,unknown,0.0,0.0,0.0,0.0,0.0,17.6,0.0,0.0,61.7,0.0,1.7,0.0,5.3,5.7,7.3,0.0,0.0,0.21600000000000003,0.0,25.4005,2.55,761,1684,24498,20,19.38,63,31.4889,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,52.6955,-999.0,-999.0,-999.0,-999.0,train
-10881,United States of America,NAM,warm_moist,-86.05386700000001,33.904039000000004,152.4,7,unknown,unknown,0.0,1.2,0.0,0.0,4.0,25.8,0.0,0.0,53.9,0.0,0.0,0.0,1.6,2.9,10.2,0.0,0.0,0.0,0.0,0.812706,2.53,2023,2223,10895,21,21.52,63,26.2262,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,51.2714,-999.0,-999.0,-999.0,-999.0,val
-10883,United States of America,NAM,tropical_moist,-85.423117,31.190657,350.0,12,unknown,unknown,0.0,0.0,0.0,0.0,0.0,2.4,0.0,0.0,24.6,0.0,3.1,0.0,19.4,1.6,48.7,0.0,0.0,0.371,0.0,0.299085,1.9,8126,12153,12153,61,49.16,62,28.3149,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,50.743,-999.0,-999.0,-999.0,-999.0,train
-10885,United States of America,NAM,warm_moist,-86.815,33.553056,177.0,10,unknown,unknown,0.0,0.0,0.0,0.0,1.7,33.6,0.0,0.0,45.4,0.0,0.0,0.0,1.1,17.4,0.0,0.0,0.0,0.168,0.0,32.8954,3.42,9464,21983,30742,63,62.07,63,23.9525,33.371,14.5113,22.6,10.2,35.2,47.8,61.2,58.925,39.1412,54.7895,152.9407,16338.9017,4.0,0.2,train
-10886,United States of America,NAM,warm_moist,-86.915,33.485556,180.0,24,unknown,unknown,0.0,0.0,0.0,0.0,0.0,35.8,0.0,0.0,44.2,0.0,0.0,0.0,1.1,17.1,0.0,0.0,0.0,0.408,0.0,4.34759,3.45,30497,30497,30742,63,62.06,63,27.3893,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,54.4799,-999.0,-999.0,-999.0,-999.0,train
-10887,United States of America,NAM,warm_moist,-87.00361099999999,33.331111,163.0,7,unknown,unknown,0.0,0.0,0.0,0.0,0.0,42.2,0.0,0.0,43.4,0.0,0.0,0.0,1.8,10.9,0.0,0.0,0.0,0.0,0.0,2.4882400000000002,3.13,1358,4851,30742,60,46.93,63,27.1243,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,54.6527,-999.0,-999.0,-999.0,-999.0,train
-10888,United States of America,NAM,warm_moist,-87.30555600000001,33.459722,226.0,51,unknown,unknown,0.0,0.0,0.0,0.0,1.0,74.4,0.0,0.0,22.6,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.302219,2.33,351,379,1612,6,6.7,42,35.8218,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,55.0345,-999.0,-999.0,-999.0,-999.0,train
-10889,United States of America,NAM,warm_moist,-86.54916700000001,33.545278,195.0,7,unknown,unknown,0.0,1.2,0.0,0.0,5.9,30.8,0.0,0.0,50.9,0.0,0.0,0.0,1.0,6.4,3.4,0.0,0.0,0.042,0.0,5.7222,3.26,2475,2961,20671,52,35.17,63,24.9253,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,54.7153,-999.0,-999.0,-999.0,-999.0,train
-10890,United States of America,NAM,warm_moist,-86.81666700000001,33.386389,180.0,24,unknown,unknown,0.0,0.0,0.0,0.0,1.5,29.6,0.0,0.0,48.9,0.0,0.0,0.0,2.3,16.7,0.0,0.0,0.0,0.105,0.0,1.68412,3.32,18287,18287,30742,63,62.27,63,27.497,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,55.8961,-999.0,-999.0,-999.0,-999.0,train
-10891,United States of America,NAM,warm_moist,-86.669167,33.704722,204.0,41,unknown,unknown,0.0,0.0,0.0,0.0,7.6,32.1,0.0,0.0,46.4,0.0,0.0,0.0,0.0,9.1,3.7,0.0,0.0,0.0,0.0,7.857889999999999,2.87,4647,10907,21983,50,41.7,63,27.7075,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,58.2407,-999.0,-999.0,-999.0,-999.0,train
-10892,United States of America,NAM,warm_moist,-86.9425,33.801667,212.0,106,unknown,unknown,0.0,0.0,0.0,0.0,4.9,40.6,0.0,0.0,44.5,0.0,0.0,0.0,0.0,1.5,8.0,0.0,0.0,0.0,0.0,3.08922,2.65,919,1152,3950,17,12.97,62,35.5408,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,55.3528,-999.0,-999.0,-999.0,-999.0,train
-10893,United States of America,NAM,warm_moist,-86.773889,33.578333,173.0,9,unknown,unknown,0.0,0.0,0.0,0.0,3.3,32.3,0.0,0.0,45.6,0.0,0.0,0.0,0.0,16.4,1.1,0.0,0.0,0.168,0.0,27.5599,3.5,14194,20671,30742,63,62.39,63,27.7903,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,55.9811,-999.0,-999.0,-999.0,-999.0,train
-10896,United States of America,NAM,warm_moist,-86.58637,34.687670000000004,183.0,14,unknown,unknown,0.0,0.0,0.0,0.0,12.4,7.2,0.0,0.0,15.6,0.0,3.4,0.0,19.7,5.5,35.5,0.0,0.0,0.20800000000000002,0.0,0.745165,2.37,10337,13849,19091,62,59.78,63,32.8799,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,56.0576,-999.0,-999.0,-999.0,-999.0,train
-10898,United States of America,NAM,warm_moist,-86.756174,34.772727,227.99,25,unknown,unknown,0.0,0.0,0.0,0.0,3.7,3.6,0.0,0.0,8.4,0.0,2.8,0.0,32.0,5.8,42.6,0.0,0.0,1.456,0.0,1.77085,2.48,5680,10101,19091,60,58.91,63,29.9683,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,53.6418,-999.0,-999.0,-999.0,-999.0,train
-10899,United States of America,NAM,tropical_moist,-88.087526,30.769940999999996,10.67,13,unknown,unknown,9.4,4.2,4.0,0.0,0.0,16.8,0.0,0.0,42.4,0.0,0.0,11.7,1.6,6.6,2.7,0.0,0.0,0.0,0.0,19.4191,2.24,3994,12670,29458,62,58.14,63,25.3519,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,52.8762,-999.0,-999.0,-999.0,-999.0,train
-10901,United States of America,NAM,tropical_moist,-88.14114000000001,30.474674,19.81,12,unknown,unknown,46.4,0.0,2.6,0.0,0.0,4.3,0.0,0.0,19.8,0.0,0.0,3.6,2.8,4.3,14.4,0.0,0.0,0.083,0.0,2.27305,2.22,790,1607,29458,17,20.26,63,28.6035,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,53.3055,-999.0,-999.0,-999.0,-999.0,train
-10903,United States of America,NAM,warm_moist,-86.256367,32.40712,76.2,26,unknown,unknown,0.0,0.0,0.0,0.0,0.0,11.4,0.0,0.0,61.4,0.0,3.8,0.0,6.4,6.5,9.7,0.0,0.0,1.262,0.0,21.0801,2.52,13824,19089,24498,63,60.05,63,29.5217,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,53.3673,-999.0,-999.0,-999.0,-999.0,train
-10905,United States of America,NAM,warm_moist,-86.976939,34.518735,173.74,19,unknown,unknown,3.0,1.2,0.0,0.0,4.5,5.1,0.0,0.0,9.1,0.0,1.5,1.2,16.8,3.3,54.1,0.0,0.0,0.324,0.0,0.767003,2.46,4990,10476,11427,28,29.44,63,29.3239,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,54.9861,-999.0,-999.0,-999.0,-999.0,train
-10906,United States of America,NAM,warm_moist,-85.083841,32.467971,140.21,45,unknown,unknown,0.0,0.0,0.0,0.0,0.0,29.5,0.0,0.0,59.2,0.0,1.1,0.0,2.0,6.8,0.0,0.0,0.0,0.289,0.0,0.495558,2.44,4632,12372,24990,44,39.64,63,30.7269,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,53.1667,-999.0,-999.0,-999.0,-999.0,train
-10907,United States of America,NAM,warm_moist,-86.825092,33.317316,134.11,16,unknown,unknown,0.0,0.0,0.0,0.0,1.3,29.4,0.0,0.0,51.0,0.0,0.0,0.0,2.7,14.7,0.0,0.0,0.0,0.0,0.0,1.68412,3.32,6395,11115,30742,59,56.68,63,27.5244,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,55.876999999999995,-999.0,-999.0,-999.0,-999.0,train
-10908,United States of America,NAM,warm_moist,-88.201865,32.36401,96.32,23,unknown,unknown,0.0,0.0,0.0,0.0,0.0,69.2,0.0,0.0,29.8,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.001,0.280578,2.14,161,161,370,0,0.0,48,29.2607,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,49.5872,-999.0,-999.0,-999.0,-999.0,train
-10909,United States of America,NAM,warm_moist,-88.27795400000001,32.362706,63.7,12,unknown,unknown,0.0,0.0,0.0,0.0,0.0,72.1,0.0,0.0,27.3,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.280578,2.14,138,161,461,0,0.48,31,20.8585,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,44.492,-999.0,-999.0,-999.0,-999.0,train
-10911,United States of America,NAM,warm_moist,-87.459731,33.0896,69.0,19,unknown,unknown,0.0,0.0,0.0,0.0,0.0,55.1,0.0,0.0,37.2,0.0,0.0,0.0,1.6,3.8,0.0,0.0,0.0,0.057,0.0,0.171165,2.31,468,1825,20645,13,11.32,63,22.2633,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,46.8093,-999.0,-999.0,-999.0,-999.0,train
-10913,United States of America,NAM,cool_moist,-149.824602,61.205861,39.0,29,unknown,unknown,39.8,3.9,0.0,0.0,0.0,15.0,0.0,10.5,14.4,0.0,8.3,1.9,0.0,4.0,0.0,0.0,0.0,0.0,0.0,8.32242,1.03,13568,19674,19674,63,62.89,63,17.0403,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,40.1724,-999.0,-999.0,-999.0,-999.0,test
-10916,United States of America,NAM,boreal_dry,-147.72741299999998,64.84569,132.0,1,unknown,unknown,0.0,15.6,0.0,4.8,0.0,31.8,0.0,10.0,31.3,2.1,1.7,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07107999999999999,0.73,4365,6242,6277,63,61.65,63,13.5131,18.4959,11.062000000000001,12.6667,2.3333,24.0,33.3333,43.3333,41.375,21.8516,35.3286,13.1098,1488.118,0.0,0.0,val
-10917,United States of America,NAM,cool_moist,-149.455255,61.59879599999999,102.0,65,unknown,unknown,10.6,2.6,0.0,0.0,0.0,37.4,0.0,13.6,19.2,0.0,11.3,1.3,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.18995499999999998,0.65,1014,2031,2031,60,51.11,62,20.5412,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,35.5533,-999.0,-999.0,-999.0,-999.0,test
-10920,United States of America,NAM,cool_dry,-111.652777,35.206111,2120.0,30,unknown,unknown,0.0,38.0,0.0,0.0,0.0,0.0,3.3,6.7,30.7,0.0,17.7,0.0,0.0,1.5,0.0,0.0,0.0,0.0,0.0,0.889008,1.15,11154,11154,11154,62,43.57,63,40.5531,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,61.9516,-999.0,-999.0,-999.0,-999.0,test
-10923,United States of America,NAM,tropical_dry,-111.1074,33.6547,786.0,107,unknown,unknown,2.2,0.0,0.0,0.0,0.0,0.0,5.7,75.6,10.8,0.0,3.2,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.066061,1.28,47,47,115,0,1.33,8,46.6203,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,66.4698,-999.0,-999.0,-999.0,-999.0,val
-10925,United States of America,NAM,tropical_dry,-113.58,34.2319,376.0,33,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,95.8,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,3.5,0.0,0.0,0.008998,1.02,11,11,71,0,0.0,0,42.3599,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,62.8599,-999.0,-999.0,-999.0,-999.0,test
-10927,United States of America,NAM,tropical_dry,-112.14256999999999,33.48385,333.0,15,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,39.0,0.0,0.0,0.0,0.0,5.5,55.0,0.0,0.0,0.0,0.0,0.0,0.904969,4.96,60789,60789,67274,63,63.0,63,27.6648,40.0399,15.1814,26.8,4.6,44.8,57.0,69.6,67.075,48.0115,65.6792,219.0511,34734.9246,15.6,0.6,val
-10928,United States of America,NAM,tropical_dry,-111.86506999999999,33.41045,383.0,17,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,49.3,0.0,0.0,0.0,0.0,5.3,44.7,0.0,0.0,0.0,0.0,0.0,55.8989,3.78,52465,52465,65151,63,63.0,63,28.6467,43.5391,21.8771,32.5,18.0,46.5,58.5,70.0,67.375,50.3071,59.6411,241.1702,39479.0545,15.0,0.0,val
-10929,United States of America,NAM,tropical_dry,-112.06626000000001,33.56033,378.0,29,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,42.6,0.0,0.0,0.0,0.0,3.7,53.6,0.0,0.0,0.0,0.0,0.0,66.3776,5.16,37799,50307,67274,63,62.88,63,31.4287,43.1445,19.5467,31.4,12.6,47.2,59.6,72.6,69.85,50.6313,69.8844,270.8537,41534.0048,26.0,1.0,val
-10930,United States of America,NAM,tropical_dry,-111.73331,33.45223,384.0,32,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,62.0,0.0,0.0,0.0,0.0,5.9,31.8,0.0,0.0,0.0,0.11,0.0,48.0868,3.2,28584,32574,52465,63,62.63,63,35.6658,42.5741,28.7162,35.0,25.75,45.25,55.7,67.25,64.225,47.6693,64.8822,164.9242,32433.7115,6.2,0.0,val
-10931,United States of America,NAM,tropical_dry,-112.19196000000001,33.57454,350.0,20,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,47.3,0.0,0.0,0.0,0.0,4.5,47.9,0.0,0.0,0.0,0.0,0.0,30.3736,5.3,41692,53438,67274,63,63.0,63,30.0202,41.2107,18.8087,30.25,12.6875,44.5,56.0,67.5,64.975,47.9275,63.72,199.03099999999998,32527.5287,10.6,0.2,val
-10933,United States of America,NAM,tropical_dry,-111.855622,33.706328000000006,733.0,204,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,77.4,0.0,0.0,0.0,0.0,1.8,19.6,0.0,0.0,0.0,0.0,0.0,10.8892,2.37,2151,2230,45038,62,50.18,63,43.6352,47.913000000000004,39.3815,42.5,35.75,50.75,59.5,70.25,67.4688,52.0421,68.8012,220.2781,42950.6189,17.0,0.0,val
-10934,United States of America,NAM,tropical_dry,-112.04601000000001,33.45793,339.0,14,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,37.8,0.0,0.0,0.0,0.0,5.7,55.4,0.0,0.0,0.0,0.0,0.0,12.0648,5.11,12082,65151,67274,63,63.0,63,26.9586,39.1341,14.6762,26.2,5.4,43.2,55.2,67.6,64.775,46.2998,64.6022,193.9955,30275.7362,10.6,0.0,val
-10935,United States of America,NAM,tropical_dry,-111.91721000000001,33.47968,368.0,15,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,38.9,0.0,0.0,0.0,0.0,3.0,57.6,0.0,0.0,0.0,0.8340000000000001,0.0,8.71342,4.72,28431,33204,67274,63,62.98,63,29.0114,40.3502,17.5571,28.4,11.6,43.6,56.0,68.8,66.2,47.2466,67.21300000000001,201.1035,32320.6582,14.0,0.0,val
-10939,United States of America,NAM,tropical_dry,-112.07533000000001,33.40316,326.0,14,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,48.1,0.0,0.0,0.0,0.0,5.7,43.9,0.0,0.0,1.8,0.434,0.0,12.0648,5.11,34965,34965,67274,63,62.31,63,28.7131,40.5867,16.6848,28.6,8.8,45.0,56.8,68.2,66.2,47.7815,64.7082,199.768,33644.4315,11.8,0.2,val
-10940,United States of America,NAM,tropical_dry,-111.88431000000001,33.29898,366.0,6,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,57.2,0.0,0.0,0.0,0.0,8.6,29.6,0.0,0.0,4.3,1.33,0.0,0.494821,2.85,49293,49293,65151,63,61.79,63,29.682,41.3604,17.6706,29.75,11.75,44.5,55.5,66.5,64.9357,47.6966,63.2798,166.4534,31835.6553,8.2,0.0,val
-10941,United States of America,NAM,tropical_dry,-111.93473,33.4124,352.0,15,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,40.3,0.0,0.0,0.0,0.0,5.1,53.7,0.0,0.0,0.0,0.0,0.0,8.71342,4.72,45499,47867,67274,63,63.0,63,25.7841,37.1137,14.2747,24.5,7.0,40.75,52.75,64.5,61.9857,43.9042,62.0982,146.6827,25060.9479,4.6,0.0,val
-10943,United States of America,NAM,tropical_dry,-112.01738999999999,33.821690000000004,587.0,41,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,85.3,0.0,0.0,0.0,0.0,0.0,11.9,0.0,0.0,0.0,0.0,0.0,3.9744599999999997,2.26,901,3685,45038,25,30.13,63,43.0769,48.6969,37.4087,42.25,34.25,51.0,60.0,70.0,67.85,52.6134,67.1622,189.1862,45233.6226,19.6,0.0,val
-10944,United States of America,NAM,tropical_dry,-112.34183999999999,33.63713,359.0,22,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,68.5,0.0,0.0,0.0,0.0,3.5,27.6,0.0,0.0,0.0,0.053,0.0,0.7231270000000001,3.37,16403,20863,67274,63,63.0,63,32.1452,40.6956,23.5623,31.75,19.5,43.75,53.125,63.75,61.6821,46.1277,59.623000000000005,148.8726,26434.6588,5.6,0.0,val
-10945,United States of America,NAM,tropical_dry,-112.6207,33.37005,258.0,17,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,83.7,0.0,0.0,0.0,0.0,11.9,0.0,0.0,0.0,3.0,1.765,0.0,0.038256,2.37,1317,1840,2143,31,25.26,63,25.7508,35.9329,15.432,25.0,10.75,38.25,48.5,59.25,56.75,41.9168,55.563,86.64200000000001,16875.9087,1.0,0.0,val
-10946,United States of America,NAM,tropical_dry,-111.676928,33.629246,435.23,19,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,85.1,0.0,0.0,0.0,0.0,1.7,12.3,0.0,0.0,0.0,0.10800000000000001,0.0,2.2089,2.41,369,2529,43431,19,24.4,63,32.8327,44.153999999999996,21.9067,32.25,19.5,45.0,55.25,66.5,64.3438,48.5317,63.7129,151.4856,32710.0109,7.75,0.0,val
-10948,United States of America,NAM,tropical_dry,-112.160597,33.290229,326.0,9,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,65.3,0.0,0.0,0.0,0.0,5.3,20.9,0.0,0.0,8.1,0.24,0.0,0.046492,2.65,286,2926,60789,44,26.47,63,38.8301,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,62.1678,-999.0,-999.0,-999.0,-999.0,val
-10949,United States of America,NAM,tropical_dry,-111.855654,33.488242,377.0,16,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,48.8,0.0,0.0,0.0,0.0,3.9,47.1,0.0,0.0,0.0,0.0,0.0,55.8989,3.78,612,31847,67274,60,57.39,63,32.1891,42.0672,22.4007,30.8,19.4,43.6,55.6,68.6,65.425,48.1886,66.8139,197.1212,32197.1395,10.6,0.2,val
-10950,United States of America,NAM,tropical_dry,-111.755334,33.507992,394.0,15,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,62.9,0.0,0.0,0.0,0.0,4.3,32.6,0.0,0.0,0.0,0.11,0.0,37.2124,3.01,557,9500,52465,27,34.5,63,36.7374,45.0073,28.5374,34.8,26.0,46.2,58.2,71.2,68.2,50.5154,69.8523,229.1459,38666.6515,19.0,0.2,val
-10951,United States of America,NAM,tropical_dry,-111.805769,33.474609,412.0,12,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,54.9,0.0,0.0,0.0,0.0,3.9,40.9,0.0,0.0,0.0,0.0,0.0,55.8989,3.78,2690,43431,65151,59,54.38,63,38.0437,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,66.3275,-999.0,-999.0,-999.0,-999.0,val
-10952,United States of America,NAM,tropical_dry,-111.83851999999999,33.508125,366.0,17,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,48.8,0.0,0.0,0.0,0.0,3.9,47.1,0.0,0.0,0.0,0.0,0.0,65.7267,3.52,474,5832,65151,51,44.46,63,37.7549,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,66.2724,-999.0,-999.0,-999.0,-999.0,val
-10953,United States of America,NAM,warm_dry,-111.7987,33.9828,1582.0,668,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,4.4,89.3,3.5,0.0,2.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.423525,1.47,30,40,2149,0,0.0,63,49.0655,50.3987,47.7539,49.25,43.25,56.0,62.5,70.75,68.15,53.506,66.64,173.1154,51611.0657,17.4,0.0,val
-10956,United States of America,NAM,tropical_dry,-111.60925,33.54549,436.0,14,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,86.2,0.0,0.0,0.0,0.0,1.6,11.3,0.0,0.0,0.0,0.0,0.0,27.7148,2.76,31,3383,48489,8,8.94,63,35.2823,45.8977,24.642,34.6,21.6,47.4,58.0,70.0,67.675,50.7489,67.8542,199.0759,39353.7562,18.2,0.4,val
-10957,United States of America,NAM,tropical_dry,-111.72528999999999,33.61103,505.0,92,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,79.9,0.0,0.0,0.0,0.0,1.8,17.6,0.0,0.0,0.0,0.11699999999999999,0.0,5.59657,2.71,9851,9851,48489,62,49.63,63,38.3933,45.3997,31.4964,37.0,28.6667,47.3333,58.0,71.0,68.4167,49.8678,67.3267,211.4159,38979.4245,18.6667,0.3333,val
-10958,United States of America,NAM,tropical_dry,-111.67183,33.71881,478.0,23,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,90.5,2.2,0.0,2.0,0.0,0.0,3.7,0.0,0.0,0.0,0.004,0.0,1.9104900000000002,1.92,96,620,21644,27,14.01,63,37.4402,45.2975,29.6151,35.5,27.25,45.4375,55.5,67.75,65.5,49.3781,66.3833,186.8956,33863.8725,10.2,0.4,val
-10964,United States of America,NAM,tropical_dry,-112.095767,33.503833,346.0,14,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,36.0,0.0,0.0,0.0,0.0,5.1,58.4,0.0,0.0,0.0,0.0,0.0,66.3776,5.16,46180,65151,67274,63,63.0,63,28.1986,40.3703,16.0984,28.1,6.4,44.6,56.8,69.492,66.8,48.0821,66.221,223.6402,34907.9658,15.4,0.4,val
-10969,United States of America,NAM,tropical_dry,-110.73711599999999,32.174538,938.0,87,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,79.3,2.3,0.0,3.8,0.0,0.0,13.9,0.0,0.0,0.0,0.046,0.0,2.32232,1.99,1557,10006,39530,13,21.54,63,41.6323,46.3297,36.9705,40.8,34.2,48.6,56.2,65.8,64.575,49.8662,63.0902,137.73,35447.035,5.8,0.0,val
-10970,United States of America,NAM,tropical_dry,-110.87806699999999,32.204411,789.0,31,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,73.6,0.0,0.0,1.1,0.0,0.0,23.9,0.0,0.0,0.0,0.0,0.0,61.6711,2.07,32286,32286,41056,63,62.99,63,29.7758,39.7211,19.8474,30.0,16.6,42.2,51.6,61.876000000000005,59.65,45.0326,57.8665,99.7251,23184.7954,2.0,0.0,val
-10971,United States of America,NAM,tropical_dry,-111.06352,32.425261,0.0,123,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,80.9,1.5,0.0,0.0,0.0,2.2,14.0,0.0,0.0,0.0,0.0,0.0,2.69182,1.67,2528,2529,41056,43,39.23,63,37.4895,43.9886,31.0564,37.0,28.8,46.0,54.14,63.0,61.65,47.5516,58.8289,95.2158,29243.687,2.0,0.0,val
-10972,United States of America,NAM,tropical_montane,-110.77435700000001,32.047670000000004,937.0,46,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,88.6,0.0,0.0,3.9,0.0,0.0,6.7,0.0,0.0,0.0,0.028999999999999998,0.0,0.31654499999999997,1.76,344,410,39530,16,17.76,63,34.3626,42.8829,25.9282,35.2,23.6,44.8,53.2,63.2,61.65,47.5863,59.8483,122.3083,28233.6926,3.6,0.0,val
-10974,United States of America,NAM,tropical_dry,-110.9823,32.29515,703.0,27,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,72.8,0.0,0.0,0.0,0.0,0.0,24.9,0.0,0.0,0.0,0.0,0.0,5.35228,2.12,41056,41056,41056,63,62.99,63,28.9572,39.4913,18.4934,29.6,14.0,42.6,52.2,62.163999999999994,60.4571,44.7567,58.4356,100.2576,23502.8285,1.6,0.0,val
-10975,United States of America,NAM,tropical_dry,-110.99643999999999,31.87952,0.0,61,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,90.8,2.0,0.0,3.9,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.30732,1.3,3733,3884,3884,59,35.05,60,35.2571,44.0836,26.5276,36.8,24.8,45.6,54.4,63.0,61.8107,47.5095,59.9718,110.0435,29777.8204,2.8,0.0,val
-10976,United States of America,NAM,tropical_dry,-110.98011499999998,32.173,727.56,19,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,72.5,0.0,0.0,0.0,0.0,0.0,24.8,0.0,0.0,0.0,0.008,0.0,1.1860600000000001,2.07,30537,38189,41056,63,62.71,63,27.6152,38.4832,16.8573,29.0,11.4,41.6,50.6,60.4,59.2,43.7543,57.7625,95.809,20821.2931,1.4,0.0,val
-10977,United States of America,NAM,tropical_dry,-111.12716,32.38082,679.09,19,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,84.2,0.0,0.0,0.0,0.0,1.7,13.1,0.0,0.0,0.0,0.07,0.0,0.27316399999999996,1.71,2454,2529,41056,54,35.59,63,26.284000000000002,38.2497,14.4544,27.4,8.0,41.4,50.8,59.8,58.475,43.8446,56.23,76.5074,20651.2877,0.2,0.0,val
-10978,United States of America,NAM,tropical_dry,-111.5436,33.4214,525.0,52,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,86.0,0.0,0.0,0.0,0.0,3.6,9.9,0.0,0.0,0.0,0.018000000000000002,0.0,20.7579,2.48,2725,16775,47043,62,52.09,63,36.0452,41.5961,30.5225,35.2,27.4,44.0,53.6,65.0,62.5917,45.982,63.1839,158.4312,27448.0592,6.2,0.2,val
-10979,United States of America,NAM,tropical_dry,-111.76225,32.954361,446.0,27,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,70.7,0.0,0.0,0.0,0.0,14.8,1.1,0.0,0.0,13.2,0.09699999999999999,0.0,1.63209,1.94,2100,3179,4445,63,42.92,63,31.0933,41.63,20.6524,32.6,17.8,43.8,53.0,62.6,61.0583,46.1211,58.6735,91.1322,26192.542999999998,2.2,0.0,val
-10980,United States of America,NAM,tropical_dry,-111.30805600000001,32.508306,579.0,10,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,96.5,0.0,0.0,0.0,0.0,2.1,0.0,0.0,0.0,0.0,0.536,0.0,0.013013999999999998,1.67,143,854,2528,13,9.77,62,31.6129,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,59.0425,-999.0,-999.0,-999.0,-999.0,val
-10983,United States of America,NAM,tropical_dry,-111.739999,33.080087,146.0,9,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,75.8,0.0,0.0,0.0,0.0,15.3,1.8,0.0,0.0,6.9,0.20800000000000002,0.0,0.724605,2.08,159,159,13285,33,17.82,63,36.3818,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,61.4998,-999.0,-999.0,-999.0,-999.0,val
-10984,United States of America,NAM,tropical_dry,-111.28559399999999,33.293465000000005,634.0,32,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,1.2,93.2,2.6,0.0,0.0,0.0,2.3,0.0,0.0,0.0,0.0,0.0,0.0,0.282577,1.53,89,89,2732,6,4.25,61,46.9737,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,65.4624,-999.0,-999.0,-999.0,-999.0,val
-10986,United States of America,NAM,warm_dry,-112.4761,34.5467,1591.0,28,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,8.0,62.6,18.2,0.0,7.7,0.0,0.0,2.3,0.0,0.0,0.0,0.0,0.0,1.0866,1.13,3724,7597,7597,56,37.42,62,38.0178,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,61.0918,-999.0,-999.0,-999.0,-999.0,test
-10990,United States of America,NAM,tropical_dry,-114.61443999999999,32.690278,51.0,25,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,21.2,0.0,0.0,2.3,0.0,25.6,5.0,0.0,0.0,45.5,2.68,0.0,3.82726,1.8,20356,23932,23932,63,59.68,63,37.9869,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,64.5377,-999.0,-999.0,-999.0,-999.0,val
-10992,United States of America,NAM,warm_moist,-90.193141,35.197288,67.0,3,unknown,unknown,1.4,1.4,0.0,0.0,2.5,4.5,0.0,0.0,7.3,0.0,0.0,1.3,57.5,15.8,6.7,0.0,0.0,2.49,4.5489999999999995,6.169230000000001,3.18,1033,13846,41729,60,51.3,63,28.2528,36.4718,20.0454,27.6,17.0,38.6,50.0,64.6,62.45,42.3296,57.8469,197.90900000000002,20564.6286,11.2,1.0,train
-10997,United States of America,NAM,warm_moist,-93.20826,35.832726,711.0,169,unknown,unknown,0.0,0.0,0.0,0.0,84.1,2.5,0.0,0.0,6.8,0.0,0.0,0.0,0.0,0.0,6.5,0.0,0.0,0.0,0.0,0.020182,1.55,57,57,124,0,0.0,14,37.7926,38.7899,36.8004,37.0,30.4,44.8,52.6,61.6,59.675,42.5252,53.6111,89.4083,16493.2457,1.6,0.0,train
-10998,United States of America,NAM,warm_moist,-94.143316,34.454406,0.0,120,unknown,unknown,0.0,0.0,0.0,0.0,2.8,59.2,0.0,0.0,27.2,0.0,1.5,0.0,1.5,0.0,7.4,0.0,0.0,0.0,0.0,0.048549,1.55,83,111,1594,0,0.0,56,39.1162,40.3714,37.8651,38.4,31.0,46.8,54.6,64.2,62.35,44.3744,55.742,129.1928,21063.7894,5.8,0.0,test
-10999,United States of America,NAM,warm_moist,-92.281296,34.756189,80.0,13,unknown,unknown,0.0,0.0,0.0,0.0,2.8,12.3,0.0,0.0,43.7,0.0,1.8,0.0,17.5,12.2,8.4,0.0,0.0,0.97,0.049,12.574000000000002,2.62,14124,23001,23001,63,62.39,63,26.9188,34.9274,18.901,26.0,15.4,36.8,47.8,61.6,59.3,40.2859,55.7467,143.3574,16741.5407,5.4,0.0,val
-11000,United States of America,NAM,warm_moist,-92.260581,34.835721,164.0,71,unknown,unknown,0.0,1.2,0.0,0.0,2.6,5.9,0.0,0.0,46.8,0.0,2.5,0.0,16.8,12.4,11.0,0.0,0.0,1.6480000000000001,1.446,29.7074,2.54,16058,16058,23001,61,51.97,63,32.7831,38.1176,27.4341,31.8,23.4,40.8,51.0,65.24,62.475,42.6839,58.3822,175.59799999999998,20991.9513,9.6,0.0,val
-11002,United States of America,NAM,warm_moist,-92.32869699999999,34.681343,0.0,23,unknown,unknown,0.0,0.0,0.0,0.0,2.2,17.8,0.0,0.0,45.2,0.0,1.9,0.0,12.2,11.5,8.1,0.0,0.0,0.735,0.10099999999999999,0.576091,2.52,8128,23001,23001,62,55.22,63,24.7366,32.9396,16.5298,23.8,11.8,35.6,47.0,61.6,58.65,39.2904,55.2689,164.1059,15400.8864,6.4,0.2,val
-11003,United States of America,NAM,warm_moist,-92.44716899999999,35.579646999999994,156.0,11,unknown,unknown,1.2,1.9,0.0,0.0,37.2,4.6,0.0,0.0,29.4,0.0,3.3,0.0,0.0,0.0,21.0,0.0,0.0,0.0,0.0,0.22358000000000003,1.88,385,452,523,25,14.45,32,15.7223,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,36.7389,-999.0,-999.0,-999.0,-999.0,val
-11004,United States of America,NAM,warm_moist,-94.116827,36.1797,1.0,17,unknown,unknown,0.0,2.3,0.0,0.0,8.0,1.6,0.0,0.0,11.5,0.0,24.7,0.0,9.2,3.5,38.7,0.0,0.0,0.0,0.0,4.482530000000001,1.98,6619,16092,16092,60,53.27,63,32.0188,37.9174,26.1261,31.8,22.4,41.4,50.8,62.4,60.225,43.0019,55.6956,130.929,19540.2751,5.8,0.0,val
-11005,United States of America,NAM,warm_moist,-94.167436,36.011703000000004,1.0,23,unknown,unknown,0.0,0.0,0.0,0.0,16.3,0.0,0.0,0.0,23.5,0.0,21.4,0.0,5.7,1.9,31.3,0.0,0.0,0.0,0.0,0.727677,1.97,2232,10242,16092,22,21.8,63,31.4536,39.68,23.2439,32.6667,19.3333,42.6667,52.2,63.0,60.25,44.6495,56.1704,119.8356,22509.616,5.0,0.0,val
-11009,United States of America,NAM,warm_dry,-121.784217,37.687526,137.0,34,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,28.9,11.5,34.0,0.0,12.1,12.1,0.0,0.0,0.0,0.0,0.0,1.1657899999999999,3.35,28752,28752,49109,63,58.04,63,23.6638,31.805999999999997,14.7182,23.8,10.2,35.2,43.6,60.08,56.325,37.8622,54.3187,204.97,11472.7297,6.0,0.6,train
-11010,United States of America,NAM,warm_dry,-122.16993500000001,37.743065,11.0,15,unknown,unknown,30.6,1.3,0.0,0.0,0.0,1.8,0.0,0.0,25.7,1.2,1.4,0.0,2.1,34.1,0.0,0.0,0.0,0.0,0.0,0.19788599999999998,4.39,56128,56128,105051,63,61.14,63,18.9931,23.0394,14.4988,19.4,9.0,27.8,34.4,41.8,39.8536,27.7126,39.5202,31.0221,1282.2752,0.0,0.0,train
-11012,United States of America,NAM,warm_dry,-122.282347,37.814780999999996,0.0,4,unknown,unknown,36.1,1.5,0.0,0.0,0.0,2.8,0.0,0.0,21.0,0.0,0.0,1.0,2.7,33.0,0.0,0.0,0.0,0.0,0.0,26.3693,3.9,84926,100758,209849,63,62.41,63,18.5384,22.6418,15.642000000000001,20.0,9.5,28.0,34.75,41.5,39.6562,27.1653,38.558,15.47,818.4824,0.0,0.0,train
-11014,United States of America,NAM,warm_dry,-122.031547,37.654456,290.0,239,unknown,unknown,21.6,0.0,0.0,0.0,0.0,0.0,0.0,0.0,23.5,3.1,10.2,1.2,5.2,32.5,0.0,0.0,0.0,0.0,0.0,2.38082,4.48,7456,56997,91181,39,42.3,63,29.3354,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,46.0097,-999.0,-999.0,-999.0,-999.0,train
-11016,United States of America,NAM,warm_dry,-120.76351499999998,38.339905,377.0,172,unknown,unknown,0.0,15.6,0.0,0.0,0.0,2.7,0.0,0.0,50.5,19.6,6.9,0.0,2.8,0.0,0.0,0.0,0.0,0.0,0.0,0.500053,1.32,398,766,1562,28,17.53,60,27.3663,37.3559,16.4793,26.8,12.0,39.6,52.2,67.4,65.0929,42.6214,64.4309,183.5748,24458.3471,11.6,0.4,train
-11017,United States of America,NAM,warm_dry,-121.843286,39.757371,62.0,13,unknown,unknown,0.0,7.5,0.0,0.0,0.0,0.0,0.0,0.0,33.6,15.6,7.1,0.0,30.7,4.1,0.0,0.0,0.0,0.192,9.232999999999999,0.19860799999999998,1.14,16924,25994,25994,63,55.19,63,26.5189,33.0349,18.5321,26.5,13.0,37.0,47.5,60.5,58.6875,38.3037,55.5776,88.2139,15036.8963,0.5,0.0,test
-11018,United States of America,NAM,warm_moist,-121.61883600000002,39.714040999999995,0.0,194,unknown,unknown,0.0,31.4,0.0,0.0,0.0,2.1,0.0,0.0,30.1,14.1,5.6,0.0,10.9,4.4,0.0,0.0,0.0,0.0,0.059000000000000004,2.3449,1.16,1147,1205,25994,5,8.85,63,41.9223,44.2199,39.4351,40.6,33.8,49.4,58.8,69.4,68.025,47.9462,65.1994,180.6652,32861.0148,17.0,0.2,test
-11020,United States of America,NAM,warm_dry,-120.68156699999999,38.201852,0.0,48,unknown,unknown,0.0,7.9,0.0,0.0,0.0,1.9,0.0,0.0,48.0,27.9,11.8,0.0,1.6,0.0,0.0,0.0,0.0,0.0,0.0,0.12393699999999999,1.28,319,429,1562,31,9.71,60,30.191,39.6314,19.9341,30.0,16.6,41.4,53.4,67.6,65.425,44.148999999999994,64.1451,188.5509,26571.9852,11.2,0.2,train
-11022,United States of America,NAM,warm_dry,-122.017728,39.202935,17.0,3,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,7.9,4.0,5.0,0.0,80.7,0.0,0.0,0.0,0.0,2.3819999999999997,15.017999999999999,2.12011,1.19,409,409,729,38,15.67,48,25.7678,33.6347,17.1219,24.8,14.8,35.8,45.8,56.8,53.825,38.4893,53.5699,65.7441,11978.5327,0.2,0.0,train
-11023,United States of America,NAM,warm_dry,-122.026154,37.936013,26.0,17,unknown,unknown,7.0,2.8,0.0,0.0,0.0,2.0,0.0,0.0,32.1,4.2,9.7,1.5,12.8,27.0,0.0,0.0,0.0,0.063,0.0,14.6628,3.38,31273,49200,100758,62,57.98,63,23.8049,30.2213,16.7942,24.2,13.8,33.2,40.4,54.8,51.4,35.3839,48.3867,141.7862,7828.0186,3.0,0.2,train
-11026,United States of America,NAM,warm_dry,-121.64191799999999,38.006311,-2.0,0,unknown,unknown,2.2,1.6,0.0,0.0,0.0,1.1,0.0,0.0,13.3,2.7,14.5,2.2,53.7,6.8,0.0,0.0,0.0,0.297,0.0,8.129560000000001,2.56,3714,6081,32122,23,17.82,63,26.4451,33.5407,18.7499,26.0,16.25,36.0,45.0,60.19,55.85,38.6796,53.5785,160.0532,12656.1443,3.6,0.4,val
-11028,United States of America,NAM,warm_dry,-122.35681100000001,37.9604,20.0,11,unknown,unknown,36.5,2.9,0.0,0.0,0.0,3.7,0.0,0.0,17.8,0.0,1.2,2.0,4.5,30.3,0.0,0.0,0.0,0.003,0.0,15.9855,3.1,63302,63302,209849,63,60.24,63,22.8461,26.7182,19.0212,23.75,14.75,31.75,38.0,44.5,42.7723,31.2057,41.4323,33.1161,2165.4751,0.0,0.0,train
-11029,United States of America,NAM,warm_dry,-121.93418799999999,37.743649,119.0,47,unknown,unknown,4.4,0.0,0.0,0.0,0.0,1.1,0.0,0.0,32.0,7.5,21.0,0.0,7.6,24.9,0.0,0.0,0.0,0.0,0.0,27.8334,4.04,28620,28620,91181,62,58.5,63,24.4898,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,48.1516,-999.0,-999.0,-999.0,-999.0,train
-11034,United States of America,NAM,warm_moist,-120.82191599999999,38.725282,585.0,179,unknown,unknown,0.0,29.1,0.0,0.0,0.0,2.7,0.0,0.0,54.8,6.0,3.7,0.0,1.0,2.4,0.0,0.0,0.0,0.0,0.0,4.178999999999999,1.44,3997,3997,8192,59,37.92,62,41.1038,44.3308,37.6143,39.5,32.0,49.6,60.0,73.2,71.275,48.0828,68.8956,280.0869,35917.09,29.4,2.0,val
-11036,United States of America,NAM,cool_moist,-120.033084,38.811609999999995,2250.0,282,unknown,unknown,7.9,62.4,0.0,0.0,0.0,0.0,0.0,0.0,5.6,0.0,17.3,0.0,4.3,0.0,0.0,0.0,0.0,0.0,0.0,0.62679,0.67,504,2211,11364,6,4.4,58,45.0944,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,59.0995,-999.0,-999.0,-999.0,-999.0,train
-11038,United States of America,NAM,warm_moist,-121.003373,38.890941,0.0,192,unknown,unknown,0.0,25.4,0.0,0.0,0.0,3.2,0.0,0.0,57.1,4.4,1.2,0.0,1.7,5.6,0.0,0.0,0.0,0.0,0.0,3.4628300000000003,1.64,469,532,12639,11,9.3,63,41.9701,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,69.2155,-999.0,-999.0,-999.0,-999.0,val
-11040,United States of America,NAM,warm_dry,-119.74196599999999,36.705506,89.0,6,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.5,1.0,7.7,0.0,68.0,18.6,2.1,0.0,0.0,1.881,0.24100000000000002,1.96586,2.86,6144,43803,54559,63,58.06,63,32.5044,43.5993,21.1573,31.5,14.75,48.5,65.75,82.75,76.575,48.724,76.837,401.4766,45093.3273,54.4,9.25,train
-11041,United States of America,NAM,warm_dry,-119.77318999999999,36.781333000000004,96.0,7,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.4,2.2,19.7,0.0,56.7,17.5,1.4,0.0,0.0,0.214,0.0,1.96586,2.86,54559,54559,54559,63,62.96,63,23.5181,40.2549,18.8078,28.0,12.0,43.5,60.8,81.5,77.25,46.5951,62.0742,438.0214,40288.6488,55.0,8.5,train
-11044,United States of America,NAM,warm_dry,-119.874444,36.841389,65.0,16,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.3,1.6,20.3,0.0,56.7,18.3,0.0,0.0,0.0,1.3030000000000002,0.23399999999999999,0.542151,2.58,10451,30677,54559,63,51.84,63,31.2192,44.0448,21.6922,31.0,16.75,47.75,64.0,81.5,77.125,49.9421,69.706,383.2056,46621.21599999999,55.5,7.75,train
-11047,United States of America,NAM,warm_dry,-120.38233100000001,36.634225,58.83,6,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,12.4,0.0,0.0,1.3,0.0,85.1,0.0,0.0,0.0,0.0,3.2310000000000003,0.5820000000000001,0.8918360000000001,1.87,184,184,1495,0,0.0,61,31.5693,41.9527,20.1595,30.0,17.4,43.8,57.2,71.928,68.8,47.9117,66.4855,215.0556,33821.1709,21.4,0.2,train
-11048,United States of America,NAM,warm_dry,-119.503611,36.5975,78.0,5,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.2,3.2,4.5,11.7,0.0,71.3,4.5,3.4,0.0,0.0,3.5389999999999997,0.745,0.312028,2.69,4876,16881,16881,17,28.77,63,32.8119,44.8306,19.2354,30.0,15.0,46.6,64.8,85.584,80.0,51.4628,82.3484,410.1699,49220.9732,70.6,12.4,train
-11049,United States of America,NAM,warm_dry,-119.71735600000001,36.819111,86.0,8,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.1,2.4,4.0,33.0,0.0,40.0,17.4,1.6,0.0,0.0,0.214,0.0,27.5499,2.58,34331,34331,54559,63,62.83,63,34.2519,45.3422,21.8663,32.6,15.8,49.6,66.6,86.4,82.325,51.8081,83.1193,461.2043,52965.1902,77.6,17.8,train
-11052,United States of America,NAM,warm_dry,-122.191903,39.533761,1.0,8,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,5.9,3.3,17.2,0.0,71.5,0.0,1.1,0.0,0.0,1.454,15.232999999999999,0.009202,1.12,4197,4311,4793,39,15.22,50,28.2333,36.8034,18.9118,28.2,15.8,39.6,49.4,60.0,57.475,41.9813,56.4606,92.6621,17768.1726,0.8,0.0,train
-11054,United States of America,NAM,warm_moist,-124.1775,40.776944,21.0,3,unknown,unknown,43.1,32.7,0.0,0.0,0.0,9.9,0.0,0.0,1.2,0.0,1.1,0.0,5.2,1.9,3.7,0.0,0.0,0.0,0.0,1.08653,0.66,14784,14784,14784,49,32.46,61,22.2517,26.1274,17.986,22.8,13.8,31.2,37.2,42.8,41.55,29.6709,39.8335,10.819,922.1914,0.0,0.0,train
-11055,United States of America,NAM,warm_moist,-124.20138999999999,40.71528,172.0,136,unknown,unknown,37.7,34.8,0.0,0.0,0.0,11.7,0.0,0.0,1.4,0.0,1.2,0.0,6.1,1.7,4.1,0.0,0.0,0.0,0.0,0.075157,0.6,1026,1348,14784,14,10.21,61,24.6674,26.6167,24.0157,25.3333,19.3333,31.6667,35.6667,41.3333,39.5,29.401999999999997,36.0873,10.0863,538.9751,0.0,0.0,train
-11057,United States of America,MCA,tropical_dry,-115.484144,32.676186,1.0,0,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,20.3,0.0,0.0,0.0,0.0,48.3,6.1,1.5,0.0,23.1,0.242,0.105,2.10794,2.88,13312,13312,23044,63,59.13,63,28.5376,38.0679,18.3962,28.8,11.6,42.55,53.4,67.972,65.275,45.0765,64.8658,229.0607,26403.2928,15.0,1.8,train
-11060,United States of America,NAM,tropical_dry,-115.56306000000001,32.79222,0.0,0,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,13.5,0.0,0.0,0.0,0.0,64.1,6.8,1.5,0.0,13.7,8.568,0.0,0.126576,2.53,23044,23044,23044,63,55.49,63,34.5979,43.4864,26.0618,35.5,21.75,47.5,58.75,72.845,69.0625,49.768,70.9817,261.6731,37679.5661,21.75,1.75,train
-11061,United States of America,NAM,tropical_dry,-115.62361000000001,33.0325,0.0,0,unknown,unknown,10.1,0.0,0.0,0.0,0.0,0.0,0.0,3.7,0.0,0.0,1.1,0.0,57.5,1.7,0.0,0.0,25.7,9.012,0.0,0.016291,1.79,297,300,18645,21,10.39,63,31.6497,40.8048,21.6496,32.6667,16.6667,45.0,55.0,66.0,63.7917,46.9969,63.4741,145.4747,29551.2642,6.6667,0.0,train
-11062,United States of America,NAM,tropical_dry,-115.54528,33.213611,0.0,0,unknown,unknown,17.9,0.0,0.0,0.0,0.0,0.0,0.0,14.0,0.0,0.0,1.9,0.0,31.0,0.0,0.0,0.0,34.7,6.794,0.0,0.460197,1.56,335,335,15827,7,11.5,63,31.2394,39.7622,22.0158,31.0,18.8,41.8,51.2,64.516,61.1,44.5337,60.2054,132.4858,22194.6574,5.2,0.2,train
-11064,United States of America,NAM,tropical_dry,-116.847778,36.508611,125.0,52,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,47.4,0.0,0.0,17.0,0.0,0.0,0.0,0.0,0.0,35.5,0.0,0.0,0.001269,1.05,1,1,12,0,0.34,7,45.1955,46.5882,43.801,44.4,37.8,52.0,58.6,66.8,64.9917,49.288999999999994,61.6493,125.3863,36497.847,9.0,0.0,train
-11066,United States of America,NAM,tropical_dry,-118.85203700000001,35.346094,425.0,62,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,31.1,5.0,2.3,21.8,0.0,29.5,8.2,0.0,0.0,0.0,2.508,0.0,2.76025,2.79,1870,3408,44759,17,14.91,63,37.3676,46.5365,27.5937,35.6,22.6,49.6,64.8,82.28399999999999,78.4,52.1757,81.5263,368.9868,50751.3042,64.2,9.6,test
-11067,United States of America,NAM,warm_dry,-119.40388899999999,35.054444000000004,289.0,98,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,66.3,3.2,0.0,9.2,0.0,19.6,0.0,0.0,0.0,0.0,0.0,0.0,2.14932,1.73,128,129,7875,11,10.25,61,44.1797,49.3628,38.6066,42.6,33.6,54.2,65.2,76.6,73.775,53.4742,70.32,280.2238,51949.0092,48.2,1.2,test
-11069,United States of America,NAM,warm_dry,-118.14729399999999,35.050551,853.0,39,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,92.3,0.0,0.0,1.2,0.0,0.0,0.0,0.0,0.0,4.9,0.0,0.0,0.095078,1.31,1259,1279,5673,27,20.19,62,45.075,49.0806,40.8588,45.0,35.2,56.8,66.2,77.2,75.875,53.3988,73.3907,254.4213,49790.2831,49.0,0.6,val
-11070,United States of America,NAM,tropical_dry,-119.04120900000001,35.356092,0.0,6,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,28.6,0.0,0.0,6.0,0.0,54.7,9.8,0.0,0.0,0.0,0.21,0.0,1.19259,2.9,40322,44759,44759,63,62.98,63,30.2201,43.972,15.4189,28.0,8.8,46.2,64.2,79.788,76.4,50.1404,74.732,331.9266,47938.015,55.0,1.8,test
-11071,United States of America,NAM,tropical_dry,-119.01676499999999,35.438869,180.0,44,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,31.4,0.0,0.0,15.9,0.0,41.2,10.0,0.0,0.0,0.0,0.031,0.0,5.20213,2.59,8960,25850,44759,63,60.83,63,35.888000000000005,44.5409,26.4634,34.6,21.6,48.4,63.0,77.08,74.45,49.7263,72.6581,291.9186,44545.094000000005,46.2,0.8,test
-11073,United States of America,NAM,tropical_dry,-119.000974,35.331302,145.0,8,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,29.8,0.0,0.0,10.9,0.0,48.6,9.8,0.0,0.0,0.0,3.391,0.0,1.19259,2.9,7586,44759,44759,62,55.5,63,35.0278,45.0612,-999.0,31.0,14.0,49.5,66.5,82.0,77.0,52.0276,82.2446,340.8036,51312.6103,62.5,3.0,test
-11075,United States of America,NAM,tropical_dry,-118.789424,35.23668,145.0,22,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,26.8,5.0,2.2,24.8,0.0,36.4,2.9,1.1,0.0,0.0,2.27,0.0,0.38315,2.38,182,5457,44759,7,12.06,63,32.4152,45.2302,18.4675,28.2,16.0,45.4,63.9,83.2,78.7857,51.9272,83.5729,381.0343,48362.2702,66.6,9.8,test
-11076,United States of America,NAM,warm_dry,-119.27260600000001,35.503586999999996,126.0,9,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,20.2,2.0,0.0,3.8,0.0,67.9,5.3,0.0,0.0,0.0,4.584,0.0,0.23149499999999998,2.22,5580,8195,32830,51,28.15,63,29.176,42.5304,14.7471,27.0,10.0,44.05,60.6,76.22,73.0917,49.1639,72.283,282.6576,40794.371,40.6,1.2,test
-11079,United States of America,NAM,warm_dry,-119.76621200000001,36.233274,68.0,2,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,96.6,2.8,0.0,0.0,0.0,3.3289999999999997,0.0,0.21066999999999997,2.34,130,1185,18759,29,14.4,63,30.3527,41.4243,17.3401,27.75,13.75,43.5,58.5,73.0,70.25,47.198,68.289,256.4667,36193.0436,27.0,1.25,train
-11081,United States of America,NAM,warm_dry,-119.64457,36.314399,99.0,5,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,96.4,3.4,0.0,0.0,0.0,3.9619999999999997,0.0,2.4289400000000003,2.61,13474,18759,18759,57,42.83,63,34.6002,42.9846,-999.0,33.5,17.75,48.25,63.75,78.25,75.075,50.1789,73.1554,338.0874,43948.3751,46.6,3.3333,train
-11082,United States of America,NAM,warm_dry,-122.92228999999999,39.0327,421.0,6,unknown,unknown,7.1,23.7,0.0,0.0,0.0,4.4,0.0,0.0,53.5,4.2,1.4,0.0,3.5,1.4,0.0,0.0,0.0,0.10800000000000001,0.321,0.603776,0.91,1901,1901,4873,41,16.66,48,28.5663,34.0401,22.6936,30.4,20.6,40.0,41.2,53.2,51.3,38.1831,49.4129,57.0602,8080.7599,0.6,0.0,test
-11084,United States of America,NAM,warm_dry,-117.92391,34.1365,183.0,65,unknown,unknown,0.0,1.1,0.0,0.0,0.0,2.1,4.8,16.8,18.1,1.1,0.0,0.0,1.8,53.2,0.0,0.0,0.0,0.001,0.006999999999999999,55.8098,10.37,28476,68019,91749,63,60.04,63,26.7919,36.0895,16.5349,24.2,14.0,36.0,51.0,72.92399999999999,66.25,42.5993,71.6195,319.7762,23899.9849,17.4,6.0,test
-11085,United States of America,NAM,warm_dry,-117.85036000000001,34.14435,275.0,136,unknown,unknown,0.0,1.9,0.0,0.0,0.0,2.0,5.2,17.6,20.5,1.3,0.0,0.0,3.4,46.8,0.0,0.0,0.0,0.004,0.019,34.8773,8.47,22939,49804,91749,62,53.68,63,32.2774,42.06399999999999,21.3697,29.0,18.4,41.6,58.6,85.2,77.625,49.208,83.9055,465.0264,39311.8925,51.4,20.6,test
-11089,United States of America,NAM,warm_dry,-118.45636,34.051109999999994,91.0,56,unknown,unknown,25.3,0.0,0.0,0.0,0.0,0.0,4.2,2.9,4.6,0.0,0.0,0.0,0.0,61.8,0.0,0.0,0.0,0.0,0.001,0.24455700000000002,9.05,83557,83557,222489,63,63.0,63,25.0238,35.0906,16.6353,27.75,12.0,39.0,47.25,58.5,54.2902,40.5286,51.6151,160.6319,14615.9785,2.75,0.25,train
-11091,United States of America,NAM,warm_dry,-118.31711999999999,34.17605,168.0,39,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,5.4,19.1,8.6,0.0,0.0,0.0,0.0,63.8,0.0,0.0,0.0,0.0,0.0,48.9146,9.37,65086,66331,222489,63,62.48,63,25.4924,36.724000000000004,12.3865,22.5,5.25,38.75,53.0,71.5,65.5,43.8952,66.9936,277.5507,27187.7686,14.75,2.75,val
-11092,United States of America,NAM,tropical_dry,-118.22688000000001,34.066590000000005,87.0,38,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,1.9,8.1,6.4,0.0,0.0,0.0,0.0,81.2,0.0,0.0,0.0,0.0,0.001,62.2204,11.49,75832,222489,222489,63,63.0,63,22.0198,31.1944,11.8667,20.8,5.2,34.0,44.6,59.0,54.1,36.9807,57.0763,139.9167,12177.2927,2.4,0.4,train
-11093,United States of America,NAM,warm_dry,-118.53276000000001,34.19925,226.0,9,unknown,unknown,9.2,0.0,0.0,0.0,0.0,0.0,8.1,17.5,10.6,1.3,0.0,0.0,1.9,48.3,0.0,0.0,0.0,0.002,0.0,6.72773,6.74,69735,69735,212134,63,63.0,63,32.0373,44.3165,18.6609,32.2,14.0,45.6,60.0,78.2,73.3833,50.9863,75.4429,360.3376,42011.2564,34.4,7.0,train
-11095,United States of America,NAM,warm_dry,-118.205,33.901389,27.0,6,unknown,unknown,15.5,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,80.8,0.0,0.0,0.0,0.0,0.001,36.6274,11.28,94319,97759,222489,63,63.0,63,23.8471,31.403000000000002,14.1465,25.0,7.8,36.0,44.4,55.2,50.775,36.4104,52.196000000000005,105.9461,10743.6393,1.2,0.0,train
-11097,United States of America,NAM,warm_dry,-118.06995,34.01194,75.0,12,unknown,unknown,0.0,0.0,0.0,0.0,0.0,1.4,2.2,4.8,5.6,0.0,0.0,0.0,0.0,84.2,0.0,0.0,0.0,0.0,0.0,69.3214,12.47,33719,66611,222489,63,62.79,63,22.0773,31.4825,11.1243,20.4,3.8,34.2,46.2,61.4,55.4,37.6213,58.5964,180.4763,14723.546999999999,4.0,1.4,train
-11098,United States of America,NAM,warm_dry,-117.7514,34.067029999999995,270.0,36,unknown,unknown,0.0,1.2,0.0,0.0,0.0,0.0,5.0,18.6,14.4,1.2,0.0,0.0,5.1,51.9,0.0,0.0,0.0,0.0,0.0,20.8598,9.55,65147,65147,75579,63,62.95,63,24.4209,35.5324,10.1532,20.0,3.5,35.75,53.0,75.75,69.8438,42.9661,75.3574,355.9985,26756.3011,23.75,7.25,test
-11100,United States of America,NAM,tropical_dry,-118.1272,34.1326,250.0,102,unknown,unknown,0.0,0.0,0.0,0.0,0.0,1.9,3.9,17.7,9.2,0.0,0.0,0.0,0.0,64.9,0.0,0.0,0.0,0.0,0.0,112.60799999999999,10.4,48824,66472,222489,63,63.0,63,25.7174,37.7553,12.1359,24.5,8.5,38.5,52.25,71.25,64.9688,44.4422,66.7109,286.3741,25545.2789,13.75,2.0,train
-11102,United States of America,NAM,warm_dry,-118.18921,33.82376,6.0,24,unknown,unknown,25.6,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,71.1,0.0,0.0,0.0,0.0,0.001,49.9799,10.48,76323,125000,149402,63,63.0,63,25.8654,30.3088,17.8619,25.6667,12.6667,35.0,42.3333,52.6667,48.5,34.9412,49.6872,74.0541,6977.7617,0.3333,0.3333,train
-11103,United States of America,NAM,warm_dry,-118.22,33.8025,10.0,8,unknown,unknown,43.6,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,54.0,0.0,0.0,0.0,0.0,0.004,7.205710000000001,9.72,76323,125000,149402,63,63.0,63,21.8586,28.8703,15.7099,24.0,8.5,34.0,41.375,51.25,47.9062,33.6063,47.3266,64.447,5792.7708,0.5,0.0,train
-11105,United States of America,NAM,warm_dry,-118.43043,33.9508,21.0,35,unknown,unknown,40.6,0.0,0.0,0.0,0.0,0.0,3.1,0.0,3.2,0.0,0.0,0.0,0.0,51.1,0.0,0.0,0.0,0.0,0.002,25.6217,8.59,15781,61157,222489,63,59.11,63,29.4553,36.7794,21.4073,32.2,18.2,41.0,47.6,56.4,53.675,41.193000000000005,53.0442,92.1451,14742.3539,1.8,0.6,train
-11107,United States of America,NAM,warm_dry,-118.5284,34.38344,397.0,33,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,5.7,47.9,7.6,2.5,2.6,0.0,3.5,29.1,0.0,0.0,0.0,0.005,0.017,14.5326,5.15,19612,26801,111189,62,57.2,63,32.9183,46.2854,17.9466,31.6,14.2,46.6,62.6,86.8,80.3333,53.5324,86.1329,474.1777,49194.5952,61.8,20.6,train
-11111,United States of America,NAM,warm_dry,-118.131456,34.671394,725.0,37,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,80.9,1.1,0.0,2.5,0.0,2.3,7.8,0.0,0.0,4.5,0.0,0.0,0.41098900000000005,2.19,8340,22767,30706,63,62.83,63,40.4654,49.0872,30.8646,42.0,26.2,54.8,67.2,81.4,78.2536,54.299,79.1072,349.2389,56334.532999999996,67.2,5.0,val
-11114,United States of America,NAM,warm_dry,-120.01,36.866667,0.0,7,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.4,1.3,19.1,0.0,61.9,15.1,0.0,0.0,0.0,5.795,0.0,0.263918,2.19,360,1397,54559,9,9.5,63,31.052,42.2073,18.2532,29.4,15.6,44.4,58.8,73.2,69.8,47.9642,67.8878,263.1806,36218.6014,26.6,0.8,train
-11115,United States of America,NAM,warm_dry,-119.69906499999999,37.2136,632.5,166,unknown,unknown,0.0,16.8,0.0,0.0,0.0,1.1,0.0,0.0,29.6,33.2,17.8,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.538262,1.12,220,220,1954,24,9.41,51,42.6113,48.5654,37.2652,41.5,31.0,54.0,65.5,77.95,74.5,51.9784,71.6382,284.5541,50115.325,44.5,1.5,train
-11116,United States of America,NAM,warm_dry,-120.034203,36.953256,83.52,6,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.4,0.0,23.7,0.0,63.8,9.1,0.0,0.0,0.0,2.294,0.0,0.346624,2.21,4485,14569,30677,57,38.15,63,31.4009,43.3127,20.2016,30.0,15.75,45.75,61.5,77.34,74.1875,48.6755,71.8608,283.6535,42100.5539,41.5,1.25,train
-11117,United States of America,NAM,warm_dry,-122.520004,37.97231,3.0,9,unknown,unknown,42.1,7.5,0.0,0.0,0.0,7.5,0.0,0.0,18.8,0.0,1.5,2.0,5.8,13.5,0.0,0.0,0.0,0.0,0.0,0.6817270000000001,2.41,25927,26463,209849,62,56.26,63,20.6125,25.4709,15.2995,21.0,10.75,29.8,36.2,44.4,42.2786,29.8901,41.2386,62.8503,2186.8920000000003,0.2,0.0,train
-11122,United States of America,NAM,warm_moist,-119.844591,37.549928,0.0,300,unknown,unknown,0.0,39.8,0.0,0.0,0.0,2.5,0.0,0.0,34.7,19.7,2.8,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.359333,1.0,163,163,219,0,0.39,22,51.3639,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,66.2584,-999.0,-999.0,-999.0,-999.0,train
-11126,United States of America,NAM,cool_moist,-119.5917,37.7478,1234.0,266,unknown,unknown,0.0,61.2,0.0,0.0,0.0,1.2,0.0,0.0,12.6,0.0,21.6,0.0,1.5,0.0,0.0,0.0,0.0,0.0,0.0,0.071266,0.78,44,44,163,6,0.95,6,34.6431,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,58.2162,-999.0,-999.0,-999.0,-999.0,train
-11127,United States of America,NAM,cool_moist,-119.571554,37.730717,1728.0,146,unknown,unknown,0.0,61.2,0.0,0.0,0.0,1.2,0.0,0.0,12.6,0.0,21.6,0.0,1.5,0.0,0.0,0.0,0.0,0.0,0.0,0.071266,0.78,44,44,163,0,0.95,6,52.0406,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,67.0844,-999.0,-999.0,-999.0,-999.0,train
-11128,United States of America,NAM,warm_moist,-123.20298000000001,39.14566,194.0,10,unknown,unknown,0.0,31.5,0.0,0.0,0.0,3.7,0.0,0.0,56.5,1.6,1.3,0.0,2.9,1.3,0.0,0.0,0.0,0.0,0.0,0.44625699999999996,0.81,10610,10610,10610,60,29.91,62,18.0354,24.98,11.8322,18.5,6.25,28.0,35.0,44.0,41.7812,29.0983,41.3058,26.7595,2608.0064,0.0,0.0,test
-11130,United States of America,NAM,warm_dry,-120.434992,37.281597999999995,86.0,8,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,3.9,1.2,30.1,0.0,59.1,4.4,1.2,0.0,0.0,3.6060000000000003,1.085,0.041095,2.22,5835,20683,26001,39,28.53,63,31.587,41.6307,20.2178,29.0,15.25,43.75,59.5,75.75,72.4583,47.3348,70.4444,287.6604,38359.7294,35.4,1.2,val
-11132,United States of America,NAM,warm_dry,-121.731571,36.495767,131.0,213,unknown,unknown,12.5,3.6,0.0,0.0,0.0,8.6,0.0,3.2,45.0,6.1,4.2,0.0,11.1,4.4,0.0,0.0,0.0,0.08900000000000001,0.0,0.136655,1.12,259,778,51482,14,7.23,63,25.9576,32.2265,19.6922,25.6,17.0,34.2,41.2,49.4,47.425,35.9507,45.6571,60.3606,5299.9596,0.2,0.0,train
-11135,United States of America,NAM,warm_dry,-121.12637099999999,36.209286,6.0,17,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,19.1,16.4,17.9,28.7,0.0,16.5,0.0,0.0,0.0,0.0,0.187,0.0,0.188304,1.25,252,253,1135,46,21.37,58,24.2664,32.6276,15.8976,24.8,13.4,34.6,41.6,50.4,48.025,36.993,47.9706,59.5693,6720.183000000001,0.0,0.0,train
-11137,United States of America,NAM,warm_dry,-121.63718200000001,36.69676,21.6,13,unknown,unknown,9.5,0.0,0.0,0.0,0.0,1.2,0.0,5.9,43.8,6.2,7.1,0.0,18.4,5.5,1.1,0.0,0.0,3.9,0.0,5.0650900000000005,1.45,42699,51482,51482,62,56.45,63,26.0267,31.1966,20.9456,26.8,18.2,34.2,40.6,46.86,45.5036,34.8308,44.88,33.8546,3885.9136,0.0,0.0,train
-11138,United States of America,NAM,warm_dry,-122.29618899999998,38.310942,13.0,16,unknown,unknown,3.2,6.8,0.0,0.0,0.0,1.8,0.0,0.0,57.0,1.7,3.0,1.2,16.7,6.9,1.0,0.0,0.0,1.9069999999999998,0.0,7.02022,1.77,18170,33710,45195,63,50.79,63,22.409000000000002,29.4899,14.6981,22.4,10.4,33.0,40.4,50.748000000000005,47.65,34.6268,45.6664,81.4566,5759.8515,0.8,0.2,test
-11140,United States of America,NAM,warm_moist,-121.056591,39.234331,853.0,159,unknown,unknown,0.0,51.0,0.0,0.0,0.0,5.0,0.0,0.0,40.2,1.3,0.0,0.0,0.0,1.5,0.0,0.0,0.0,0.0,0.0,0.386719,0.99,7384,7384,7384,61,35.56,61,43.9095,44.5403,43.3011,42.2,35.0,52.2,61.8,71.6,71.15,48.5021,67.0234,209.0931,33732.3126,22.2,0.0,train
-11141,United States of America,NAM,warm_moist,-120.845475,39.316555,1302.0,362,unknown,unknown,0.0,88.3,0.0,0.0,0.0,4.6,0.0,0.0,5.3,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.781986,0.75,805,1067,7384,0,0.03,61,49.121,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,63.8691,-999.0,-999.0,-999.0,-999.0,train
-11142,United States of America,NAM,cool_moist,-120.171291,39.338504,5500.0,35,unknown,unknown,10.2,77.9,0.0,0.0,0.0,0.0,0.0,0.0,4.3,0.0,4.4,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.5377430000000001,0.56,1050,2285,3288,45,26.67,50,25.5306,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,45.1048,-999.0,-999.0,-999.0,-999.0,train
-11144,United States of America,NAM,warm_dry,-117.93845,33.83062,10.0,15,unknown,unknown,7.7,0.0,0.0,0.0,0.0,0.0,2.7,11.7,1.4,0.0,0.0,0.0,1.7,73.2,0.0,0.0,0.0,0.004,0.012,36.2274,9.78,71975,87888,126872,63,63.0,63,25.7145,33.9882,16.4518,27.2,10.8,38.0,47.0,58.6,54.375,39.5313,54.0457,122.1438,14267.1032,1.8,0.4,val
-11145,United States of America,NAM,warm_dry,-117.92568,33.674640000000004,0.0,21,unknown,unknown,37.5,0.0,0.0,0.0,0.0,0.0,2.1,7.4,0.0,0.0,0.0,0.0,1.0,49.6,0.0,0.0,0.0,0.009000000000000001,0.024,0.0017010000000000003,5.99,51004,126872,126872,63,62.99,63,28.9788,35.6119,21.3231,31.8,18.2,40.6,47.0,57.532,53.6,40.2094,54.0316,98.946,13383.8613,2.6,0.0,val
-11147,United States of America,NAM,warm_dry,-117.67593000000001,33.63003,161.0,72,unknown,unknown,15.2,0.0,0.0,0.0,0.0,1.3,10.9,32.6,4.3,1.3,0.0,0.0,1.3,32.2,0.0,0.0,0.0,0.016,0.054000000000000006,10.7328,4.42,36014,52722,97539,63,62.99,63,30.7464,38.4603,22.1698,31.2,19.8,41.0,49.8,64.428,60.35,43.9068,58.8761,191.8193,20955.6243,6.0,1.0,test
-11149,United States of America,NAM,warm_dry,-117.95263999999999,33.925129999999996,82.0,27,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,2.6,8.9,1.3,0.0,0.0,0.0,2.4,83.1,0.0,0.0,0.0,0.001,0.003,42.2731,11.55,48664,48664,132774,63,62.9,63,23.845,33.3845,12.9548,23.6,7.0,36.2,47.0,62.2,57.875,39.1726,58.8128,202.3258,15765.6887,4.2,1.2,train
-11151,United States of America,NAM,warm_moist,-121.09958999999999,38.93568,400.0,170,unknown,unknown,0.0,14.9,0.0,0.0,0.0,2.3,0.0,0.0,60.1,5.8,5.8,0.0,3.3,5.6,0.0,0.0,0.0,0.0,0.055,5.80698,1.35,3220,6944,12639,60,41.74,63,34.1379,39.8738,28.3284,32.6667,24.0,43.0,55.0,70.2267,68.25,45.1702,67.9818,232.7124,28939.8801,21.3333,0.3333,val
-11152,United States of America,NAM,warm_moist,-120.95277800000001,39.100278,768.0,183,unknown,unknown,0.0,54.0,0.0,0.0,0.0,5.4,0.0,0.0,37.1,0.0,0.0,0.0,0.0,2.3,0.0,0.0,0.0,0.0,0.0,2.29224,1.08,825,1580,7384,30,11.28,62,32.8282,39.0367,26.6719,32.2,21.8,41.8,53.8,67.8,66.025,44.4838,65.3189,179.1115,26884.0624,12.0,0.2,train
-11153,United States of America,NAM,warm_dry,-121.26631200000001,38.745726,48.0,14,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,28.3,8.5,18.8,0.0,13.4,27.4,0.0,0.0,0.0,0.04,0.331,31.4637,2.3,33911,42791,51217,63,62.97,63,29.5035,36.9946,21.4053,28.2,17.4,39.2,53.0,72.4,68.575,43.3897,68.8418,306.1199,26791.616,22.6,3.0,val
-11157,United States of America,NAM,cool_moist,-120.14883300000001,39.166017,1915.67,62,unknown,unknown,23.4,64.5,0.0,0.0,0.0,1.4,0.0,0.0,3.9,0.0,4.5,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.11231400000000001,0.39,349,1182,3288,27,11.37,50,32.0738,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,48.4465,-999.0,-999.0,-999.0,-999.0,train
-11159,United States of America,NAM,warm_dry,-121.30208,38.88563,47.0,13,unknown,unknown,0.0,1.3,0.0,0.0,0.0,0.0,0.0,0.0,37.3,6.0,12.3,0.0,25.6,14.9,0.0,0.0,0.0,0.223,3.6860000000000004,0.887484,2.17,3449,7776,51217,63,51.77,63,23.4144,35.823,17.7756,26.0,14.0,37.5,49.95,63.5,61.0,41.5976,59.0944,133.5942,19827.0304,3.5,0.5,val
-11164,United States of America,NAM,tropical_dry,-117.521,34.007,70.0,30,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,4.6,32.8,2.6,0.0,0.0,0.0,4.4,53.2,0.0,0.0,0.0,0.166,0.0,9.38946,8.88,7606,19412,65147,63,62.16,63,28.423000000000002,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,67.3994,-999.0,-999.0,-999.0,-999.0,val
-11167,United States of America,NAM,tropical_dry,-115.8206,33.7411,984.0,222,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,66.9,0.0,0.0,4.3,0.0,0.0,0.0,0.0,0.0,27.5,0.0,0.0,1.24225,1.43,24,24,445,0,0.0,13,49.4759,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,72.8125,54.8454,68.5423,-999.0,-999.0,29.0,-999.0,val
-11168,United States of America,NAM,warm_dry,-117.088649,33.447866999999995,366.09,59,unknown,unknown,0.0,0.0,0.0,0.0,0.0,1.2,14.8,57.5,12.4,3.0,2.3,0.0,2.5,5.1,0.0,0.0,0.0,0.159,0.0,3.4983400000000002,2.14,3704,4518,13213,46,30.97,63,27.7934,35.7303,17.5379,26.0,15.25,37.5,46.75,58.17,55.4688,40.3107,55.4535,136.8713,26733.3312,11.5,0.25,train
-11169,United States of America,NAM,warm_dry,-116.85841,33.92086,677.0,89,unknown,unknown,0.0,7.1,0.0,0.0,0.0,0.0,3.6,60.2,12.3,0.0,3.4,0.0,5.3,5.7,0.0,0.0,1.3,0.0,0.0,4.122269999999999,2.18,1860,6797,23292,43,34.09,63,40.6516,50.6773,27.9246,39.75,26.5,51.75,67.0,87.75,82.7232,55.8602,85.5515,455.6197,58775.0511,69.75,19.0,test
-11170,United States of America,NAM,warm_dry,-117.08333300000001,33.583333,453.0,43,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,10.2,67.4,4.0,0.0,2.9,0.0,4.3,9.3,0.0,0.0,0.0,1.429,0.0,6.436719999999999,2.27,739,773,23292,42,36.65,63,39.8135,47.3769,31.5237,38.5,30.0,48.5,59.0,71.355,68.6875,51.8499,65.4396,218.8189,41703.1212,19.75,0.75,train
-11172,United States of America,NAM,tropical_dry,-115.4108,33.9397,326.0,55,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,26.4,0.0,0.0,3.8,0.0,0.0,0.0,0.0,0.0,69.5,0.0,0.0,0.010440999999999999,1.15,24,24,24,0,0.0,8,46.8941,51.7406,41.1433,45.6667,36.6667,55.6667,64.1,74.0,71.0417,54.8438,68.5089,223.8376,55769.0203,29.3333,0.3333,train
-11173,United States of America,NAM,tropical_dry,-116.088333,33.590833,10.0,0,unknown,unknown,11.7,0.0,0.0,0.0,0.0,0.0,0.0,53.0,0.0,0.0,3.2,0.0,8.4,3.1,0.0,0.0,19.2,2.9339999999999997,0.0,0.164704,1.75,643,918,27606,55,21.83,63,32.672,41.0657,21.1205,33.3333,16.0,45.3333,56.0,67.6667,63.75,47.0637,65.53399999999999,163.8438,30221.7069,11.6667,0.3333,val
-11174,United States of America,NAM,warm_dry,-116.83,33.945,720.0,153,unknown,unknown,0.0,7.1,0.0,0.0,0.0,0.0,3.6,60.2,12.3,0.0,3.4,0.0,5.3,5.7,0.0,0.0,1.3,0.066,0.0,4.122269999999999,2.18,441,6797,18722,55,33.44,63,47.4792,53.6166,41.3922,44.4,36.8,55.8,69.2,90.2,85.95,58.4527,89.6475,486.7791,65146.5802,90.2,29.2,test
-11175,United States of America,NAM,tropical_dry,-116.153383,33.56125,10.0,0,unknown,unknown,9.2,0.0,0.0,0.0,0.0,0.0,0.0,55.2,0.0,0.0,2.6,0.0,8.8,4.0,0.0,0.0,18.5,4.178,0.0,0.013066,1.77,683,925,27606,17,13.81,63,32.7654,40.0091,25.8269,32.3333,19.3333,45.0,57.0,70.6667,67.875,46.3797,67.693,186.4728,29590.7848,15.6667,0.0,val
-11176,United States of America,NAM,tropical_dry,-116.21537,33.708529999999996,0.0,0,unknown,unknown,1.6,0.0,0.0,0.0,0.0,0.0,0.0,61.4,0.0,0.0,1.9,0.0,9.0,6.4,0.0,0.0,18.2,2.719,0.0,1.8272599999999999,2.11,19450,19450,27606,63,62.02,63,37.5582,45.4503,28.8794,39.8,22.2,53.0,64.6,78.2,74.1167,51.843,73.8553,286.6657,47453.5437,44.8,0.4,val
-11177,United States of America,NAM,tropical_dry,-116.54101000000001,33.85275,171.0,45,unknown,unknown,0.0,3.0,0.0,0.0,0.0,0.0,1.6,58.6,9.8,0.0,1.1,0.0,2.5,9.2,0.0,0.0,13.4,0.001,0.0,0.842924,2.28,7144,13206,14578,63,51.05,63,44.8204,51.6989,37.1089,44.8,32.0,57.7,69.8,84.4,80.775,56.8795,82.2817,388.0086,64388.2583,78.0,6.4,test
-11178,United States of America,NAM,warm_dry,-117.22764,33.78942,439.0,22,unknown,unknown,1.1,0.0,0.0,0.0,0.0,0.0,5.0,67.3,0.0,0.0,1.9,0.0,6.2,16.9,0.0,0.0,0.0,0.856,0.0,10.652999999999999,3.66,8883,20337,33327,63,54.22,63,32.1293,46.294,16.8215,30.6,13.0,46.0,64.6,87.2,80.875,53.1452,85.8221,425.6195,50984.7296,69.8,15.2,val
-11179,United States of America,NAM,warm_dry,-117.41601000000001,33.99958,250.0,21,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,2.1,41.7,0.0,0.0,0.0,0.0,3.5,50.3,0.0,0.0,0.0,0.037000000000000005,0.0,32.8076,7.62,28142,35179,55177,62,62.1,63,31.1594,45.1822,15.4532,29.2,10.2,45.4,65.08,87.208,82.675,52.6822,85.7359,452.0647,50804.9504,70.2,18.8,val
-11180,United States of America,NAM,tropical_dry,-117.49330400000001,33.995638,250.0,27,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,3.7,34.3,2.0,0.0,0.0,0.0,4.2,53.7,0.0,0.0,0.0,0.166,0.0,32.8076,7.62,17897,34102,65147,62,61.75,63,30.0476,43.8741,14.6822,28.0,9.4,44.6,63.0,83.6,79.025,51.5624,81.4302,431.2961,46161.6846,57.8,13.0,val
-11181,United States of America,NAM,warm_dry,-117.33098000000001,33.67649,1440.0,17,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,14.4,62.3,3.5,1.2,1.4,0.0,3.4,12.1,0.0,0.0,0.0,0.0,0.0,0.170475,3.31,6329,6334,26885,62,54.15,63,30.3645,42.5306,16.8531,30.0,13.8,43.4,58.0,76.6,72.0,48.3339,74.02199999999999,328.8167,36712.9682,32.2,5.4,val
-11183,United States of America,NAM,tropical_dry,-114.60288600000001,33.612406,83.8,5,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,39.9,0.0,0.0,2.0,0.0,23.0,0.0,0.0,0.0,33.9,3.202,0.0,0.070283,1.34,7482,7482,7482,55,25.87,63,28.5177,36.3688,20.0322,28.8,14.8,40.6,51.8,62.4,60.475,41.3682,60.3182,115.4635,19704.4363,6.0,0.0,val
-11185,United States of America,NAM,warm_dry,-121.38108999999999,38.71209,8.0,14,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,11.7,4.9,12.1,0.0,36.0,32.2,0.0,0.0,0.0,0.0,0.0,26.9825,2.5,51217,51217,59406,63,59.6,63,27.3168,36.7758,17.1719,26.0,13.4,38.4,51.8,69.6,65.775,43.3111,65.77,238.7312,24615.1455,16.2,1.2,val
-11187,United States of America,NAM,warm_dry,-121.36801399999999,38.613779,8.0,12,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,8.1,5.6,16.7,0.0,30.0,37.4,0.0,0.0,0.0,0.0,0.001,55.451,2.85,34325,44128,59406,63,63.0,63,26.4045,35.5668,16.9433,25.2,13.0,37.2,49.8,67.6,64.25,42.0746,63.3732,244.8986,21692.8706,14.6,2.2,val
-11188,United States of America,NAM,warm_dry,-121.492981,38.558228,0.0,5,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,7.2,3.2,8.3,0.0,50.6,29.1,1.1,0.0,0.0,0.0,0.0,7.986269999999999,2.99,52610,52610,59406,63,62.97,63,23.9621,31.8047,15.5407,23.0,11.2,34.4,45.2,62.2,58.225,38.0285,57.4789,139.1754,14414.958,4.0,0.2,val
-11189,United States of America,NAM,warm_dry,-121.42083799999999,38.302591,6.0,5,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,9.2,1.5,4.3,0.0,73.2,8.0,1.6,0.0,0.0,0.993,1.5330000000000001,0.5730729999999999,2.65,1073,3152,59406,14,9.88,63,24.5345,33.3469,15.5107,22.6,12.8,34.4,45.2,61.4,57.5083,38.7425,56.7705,181.3841,14273.3161,5.0,0.2,train
-11190,United States of America,NAM,warm_dry,-121.16445700000001,38.683304,98.0,41,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,36.8,13.3,19.0,0.0,4.8,23.2,0.0,0.0,0.0,0.053,0.0,3.5430699999999997,2.32,21665,21665,51217,62,59.81,63,33.5439,41.6819,25.3308,31.6,22.4,42.0,55.2,77.42,74.6,47.036,73.0886,386.1393,33359.2874,39.2,5.4,val
-11192,United States of America,NAM,warm_dry,-121.506767,38.650783000000004,3.0,1,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,5.5,3.3,8.9,0.0,46.5,34.9,0.0,0.0,0.0,0.165,0.266,5.72248,2.7,21299,30857,59406,63,62.59,63,24.3112,33.1261,15.335999999999999,23.0,11.6,34.6,46.6,62.8,59.075,39.1246,58.4494,144.8284,15975.2818,4.4,0.0,val
-11195,United States of America,NAM,warm_dry,-121.21113100000001,38.494475,58.0,23,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,10.7,17.6,31.2,0.0,19.8,19.2,0.0,0.0,0.0,0.568,1.058,3.74706,2.54,332,538,59406,10,12.16,63,31.2575,38.8565,20.8424,27.6667,18.6667,38.3333,52.0,70.0,65.375,43.7429,65.1988,271.5377,24781.7045,15.3333,2.3333,val
-11196,United States of America,NAM,warm_dry,-121.362121,36.844096,126.0,36,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,8.5,32.0,22.1,25.7,0.0,9.3,1.5,0.0,0.0,0.0,0.16899999999999998,0.0,0.16909200000000002,1.55,6346,21154,21154,36,26.13,62,27.1285,33.6649,20.5903,26.4,18.4,35.2,42.4,52.8,50.1,37.8229,48.6335,89.1129,8107.6584,1.6,0.0,train
-11198,United States of America,NAM,tropical_dry,-117.02448400000002,34.895007,690.0,40,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,73.2,0.0,0.0,3.0,0.0,0.0,1.6,0.0,0.0,21.6,0.0,0.0,1.04196,1.99,10272,10272,10272,63,44.22,63,34.4314,44.6814,23.061,36.4,15.2,51.4,62.2,73.8,71.2,49.9359,70.5955,218.0598,44605.9843,32.2,0.0,train
-11199,United States of America,NAM,warm_dry,-117.27235,34.2431,1384.0,360,unknown,unknown,0.0,2.6,0.0,0.0,0.0,1.1,1.0,52.3,13.0,0.0,0.0,0.0,2.9,25.1,0.0,0.0,0.0,0.0,0.0,30.2399,4.79,1012,6212,52197,30,20.79,63,43.1071,50.9511,34.5511,41.4,29.8,56.2,73.5,95.6,91.35,57.6816,93.8369,530.6424,64695.795,103.6,34.0,train
-11201,United States of America,NAM,warm_dry,-117.56393899999999,34.426126000000004,4100.0,127,unknown,unknown,0.0,4.5,0.0,0.0,0.0,0.0,0.0,68.5,12.9,0.0,2.4,0.0,1.4,7.9,0.0,0.0,1.1,0.078,0.0,0.715811,2.62,1598,1598,20528,34,17.36,63,47.1041,51.8633,42.1281,44.8,36.8,55.4,66.8,84.4,81.725,56.2929,82.6065,433.7246,58940.2586,71.0,12.4,train
-11206,United States of America,NAM,warm_dry,-117.331433,34.510014,913.0,69,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,86.9,0.0,0.0,1.3,0.0,0.0,9.3,0.0,0.0,1.9,0.025,0.0,0.693006,2.6,15137,15137,20528,63,62.58,63,36.2086,46.3908,24.9536,38.0,20.0,51.4,63.22,76.6,74.3048,51.6205,74.2867,308.608,46867.2703,44.8,2.2,train
-11207,United States of America,NAM,warm_dry,-115.7767,35.1019,1212.0,312,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,59.8,0.0,0.0,1.3,0.0,0.0,0.0,0.0,0.0,38.3,0.0,0.0,0.002034,1.07,14,14,14,0,0.0,0,53.985,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,68.1655,-999.0,-999.0,-999.0,-999.0,test
-11208,United States of America,NAM,warm_dry,-117.62913999999999,34.10374,369.0,83,unknown,unknown,0.0,1.5,0.0,0.0,0.0,0.0,3.9,20.7,13.8,0.0,0.0,0.0,5.2,52.0,0.0,0.0,0.0,0.012,0.053,41.4344,7.63,37067,44309,65147,63,62.97,63,27.434,40.8796,12.284,23.0,8.0,40.2,60.8,87.6,80.4,48.7617,86.0294,482.7193,41265.9718,56.0,20.6,train
-11210,United States of America,NAM,tropical_dry,-117.39700400000001,35.763873,545.0,100,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,49.8,0.0,0.0,14.3,0.0,0.0,0.0,0.0,0.0,34.6,0.0,0.0,0.104157,1.17,14,14,112,37,16.21,53,35.6144,40.6366,30.7846,37.5,24.5,47.5,55.35,64.5,61.3125,45.3795,62.0975,98.8118,28053.2734,2.75,0.0,train
-11211,United States of America,NAM,warm_dry,-117.49201000000001,34.10002,381.0,56,unknown,unknown,0.0,1.4,0.0,0.0,0.0,0.0,1.5,25.3,10.2,0.0,0.0,0.0,4.6,54.9,0.0,0.0,0.0,0.031,0.075,39.0559,7.46,25339,52197,65147,63,62.78,63,29.2063,43.2878,13.7334,25.8,7.6,43.4,62.6,89.4,83.0,51.2624,88.2199,503.6845,46200.6346,63.0,25.2,train
-11213,United States of America,NAM,warm_dry,-117.285597,34.418073,1006.0,84,unknown,unknown,0.0,1.9,0.0,0.0,0.0,0.0,0.0,76.8,7.2,0.0,0.0,0.0,1.1,9.6,0.0,0.0,0.0,0.038,0.0,0.9993360000000001,2.85,3226,7556,20528,63,48.55,63,43.1848,50.5547,35.2834,43.0,31.0,55.0,67.4,82.6,80.25,55.393,80.4454,391.0758,58663.9839,68.8,6.8,val
-11214,United States of America,NAM,warm_dry,-117.14731,34.05977,0.0,84,unknown,unknown,0.0,6.4,0.0,0.0,0.0,1.1,2.2,43.9,12.4,0.0,2.2,0.0,4.8,25.1,1.2,0.0,0.0,0.175,0.0,22.9088,5.94,21329,29198,49358,61,54.63,63,35.4757,48.4234,21.3181,30.8,18.6,46.2,69.2,94.24799999999999,87.875,55.9732,93.3016,504.1439,59019.3855,94.0,35.8,train
-11219,United States of America,NAM,warm_dry,-117.27411000000001,34.10688,0.0,25,unknown,unknown,0.0,2.1,0.0,0.0,0.0,1.1,1.5,38.7,9.9,0.0,0.0,0.0,2.8,41.8,0.0,0.0,0.0,0.022000000000000002,0.106,42.7923,5.9,30175,45495,52197,62,62.42,63,28.9689,43.1607,13.0163,25.0,8.4,42.2,63.32,88.80799999999999,82.425,50.79,87.9329,474.8516,46194.4165,68.2,23.6,train
-11223,United States of America,NAM,warm_dry,-117.059075,32.631231,55.0,42,unknown,unknown,21.1,0.0,0.0,0.0,0.0,0.0,5.3,30.4,0.0,0.0,1.8,0.0,1.1,39.1,0.0,0.0,0.0,0.035,0.0,3.76894,3.91,43310,74796,86325,63,62.95,63,29.464000000000002,36.7129,21.5995,31.8,19.0,40.2,46.4,55.38,53.0,41.31100000000001,51.8548,84.4915,13736.2147,1.0,0.2,test
-11224,United States of America,NAM,warm_dry,-116.94209199999999,32.791194,143.0,38,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,11.3,54.2,0.0,0.0,0.0,0.0,0.0,31.5,0.0,0.0,0.0,0.009000000000000001,0.004,40.13,3.35,37502,61574,86325,63,61.74,63,25.6323,37.1779,16.964000000000002,27.75,13.0,39.75,49.5,61.75,57.3765,42.7979,55.5427,132.6893,19332.2209,3.5,0.5,test
-11226,United States of America,NAM,warm_dry,-117.128752,32.836461,135.0,70,unknown,unknown,25.5,0.0,0.0,0.0,0.0,0.0,3.4,21.9,1.6,0.0,0.0,0.0,0.0,44.9,0.0,0.0,0.0,0.006999999999999999,0.001,19.302,3.15,26442,81470,86325,63,60.27,63,27.5821,38.2839,23.2823,33.0,20.5,42.0,48.5,58.0,55.1875,43.1862,49.363,152.9101,17484.2879,3.5,0.0,test
-11227,United States of America,NAM,warm_dry,-117.26408799999999,32.952124,35.0,0,unknown,unknown,39.3,0.0,0.0,0.0,0.0,0.0,1.9,19.1,1.9,0.0,0.0,0.0,0.0,34.7,0.0,0.0,0.0,0.145,0.0,0.117968,2.75,5688,18122,81470,60,46.85,63,34.481,38.7322,30.2142,35.75,26.75,43.0,48.25,57.0,54.925,42.4626,52.8304,105.0055,15325.6021,2.25,0.0,test
-11228,United States of America,NAM,warm_dry,-117.075325,33.127711,204.0,4,unknown,unknown,3.1,0.0,0.0,0.0,0.0,0.0,13.2,40.1,7.7,3.3,2.4,0.0,3.0,25.7,1.2,0.0,0.0,0.23600000000000002,0.0,2.87262,2.38,30020,56379,56379,63,60.34,63,28.2609,38.3508,17.3633,29.8,13.0,41.4,50.6,62.4,58.2167,44.101000000000006,57.7779,163.13299999999998,21590.8024,4.2,0.2,test
-11229,United States of America,NAM,warm_dry,-116.768225,32.842242,603.0,299,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,16.7,63.5,5.0,1.3,0.0,0.0,1.1,11.1,0.0,0.0,0.0,0.003,0.009000000000000001,2.72538,2.49,2515,3591,61574,56,25.89,63,41.9193,47.0899,36.2464,41.2,33.0,50.2,61.0,74.6,70.4321,52.2445,71.1654,264.5557,41770.6068,26.8,1.2,test
-11231,United States of America,NAM,warm_dry,-117.39615800000001,33.217025,15.0,0,unknown,unknown,41.6,0.0,0.0,0.0,0.0,0.0,6.2,24.3,4.9,1.2,2.2,0.0,1.5,16.7,0.0,0.0,0.0,0.0,0.009000000000000001,0.069038,2.73,2221,20984,40547,62,44.9,63,31.3341,37.7097,24.3534,33.6,20.4,42.0,48.0,56.8,54.5,41.788999999999994,52.7377,103.2718,14701.8371,2.2,0.0,test
-11233,United States of America,NAM,warm_dry,-117.149653,32.701492,3.0,0,unknown,unknown,36.4,0.0,0.0,0.0,0.0,0.0,2.2,19.6,0.0,0.0,0.0,0.0,0.0,39.1,0.0,0.0,0.0,0.0,0.0,5.82365,3.46,31751,80114,86325,63,59.69,63,26.839000000000002,32.7549,20.2195,30.0,17.0,37.2,43.4,51.0,48.9,36.8893,48.815,63.9521,7758.9906,0.4,0.0,test
-11234,United States of America,NAM,warm_dry,-116.36520300000001,32.725226,1372.21,251,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,4.4,74.5,6.3,0.0,3.9,0.0,0.0,0.0,0.0,0.0,9.5,0.0,0.0,0.86965,1.4,115,115,490,10,4.93,31,16.1386,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,21.6896,-999.0,-999.0,-999.0,-999.0,val
-11235,United States of America,NAM,warm_dry,-117.12389399999999,32.845467,132.0,31,unknown,unknown,25.5,0.0,0.0,0.0,0.0,0.0,3.4,21.9,1.6,0.0,0.0,0.0,0.0,44.9,0.0,0.0,0.0,0.006999999999999999,0.001,19.302,3.15,4782,26442,86325,63,58.96,63,32.1573,39.3439,23.4198,32.5,21.25,42.25,49.5,60.96,57.25,44.2578,54.5183,127.719,19577.8587,3.0,0.0,test
-11237,United States of America,NAM,warm_dry,-117.09023,33.362593,109.73,0,unknown,unknown,0.0,0.0,0.0,0.0,0.0,1.3,15.0,52.9,14.1,3.4,1.8,0.0,2.1,8.0,0.0,0.0,0.0,0.069,0.21,1.70186,2.19,596,1157,56379,21,11.75,63,27.4509,37.6296,17.3282,26.4,11.0,41.6,52.2,65.0,62.375,46.3251,61.4107,176.2396,25072.1927,5.6,1.0,train
-11238,United States of America,NAM,warm_dry,-116.937772,32.552164000000005,155.0,97,unknown,unknown,9.5,0.0,0.0,0.0,0.0,0.0,10.7,51.7,0.0,0.0,3.1,0.0,2.4,21.7,0.0,0.0,0.0,0.0,0.0,9.41871,4.14,5681,20487,86325,63,61.86,63,22.9628,29.8964,16.2085,23.75,11.75,33.75,41.25,51.5,48.0312,35.4467,46.7059,59.3475,6625.0672,0.25,0.0,test
-11239,United States of America,NAM,warm_dry,-122.39904399999999,37.765946,5.0,3,unknown,unknown,48.8,2.5,0.0,0.0,0.0,5.5,0.0,0.0,10.7,0.0,0.0,1.1,0.0,29.7,0.0,0.0,0.0,0.0,0.0,36.5879,4.55,105051,209849,209849,63,59.32,63,21.7044,24.6427,18.5263,22.8,13.6,30.2,36.2,42.6,40.825,28.5532,40.0568,19.6551,1074.1943,0.0,0.0,train
-11242,United States of America,NAM,warm_dry,-121.268523,37.950741,19.0,4,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,12.3,0.0,0.0,0.0,71.2,12.9,1.3,0.0,0.0,3.358,0.762,0.313711,2.88,39155,39155,54799,63,62.32,63,23.5057,31.7714,14.5702,22.6,9.2,34.4,45.4,61.456,57.4333,37.5829,58.1632,148.5665,14299.7653,3.0,0.4,train
-11245,United States of America,NAM,warm_dry,-121.44056,37.6825,30.0,25,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,4.5,15.2,25.5,0.0,49.1,4.3,0.0,0.0,0.0,0.32799999999999996,0.10099999999999999,0.070253,2.68,6980,36799,36799,32,27.68,63,33.7981,40.2247,26.2173,33.75,21.75,44.25,54.75,71.5,66.675,45.2643,64.5777,254.7708,27551.1348,17.6,0.8,train
-11246,United States of America,NAM,warm_dry,-120.690977,35.631629,100.0,4,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,21.5,23.4,10.0,35.4,0.0,7.5,1.5,0.0,0.0,0.0,0.043,0.0,2.33763,1.07,5588,5588,10168,63,42.18,63,27.3998,35.5751,18.4883,28.0,16.6,37.4,45.6,57.6,54.6,40.0106,51.7348,87.9824,12405.013,0.6,0.0,train
-11251,United States of America,NAM,warm_dry,-120.66986100000001,35.256577,66.0,1,unknown,unknown,27.8,0.0,0.0,0.0,0.0,3.2,0.0,7.1,38.4,5.7,9.0,0.0,3.1,3.7,0.0,0.0,0.0,0.139,0.0,1.04275,1.07,15866,15866,19767,63,42.99,63,27.3025,32.586999999999996,21.5555,28.2,20.2,35.6,40.8,48.2,46.0,35.7823,44.7344,41.0918,4374.7111,0.2,0.0,train
-11252,United States of America,NAM,warm_dry,-120.84271000000001,35.36631,55.0,2,unknown,unknown,32.1,0.0,0.0,0.0,0.0,2.6,0.0,7.8,33.1,4.2,12.2,0.0,3.5,2.9,0.0,0.0,0.0,0.095,0.0,0.014756,1.08,2811,7603,15866,40,20.43,63,28.3062,32.1047,24.2475,28.6,21.4,35.6,41.2,47.6,45.65,35.5576,44.604,35.759,3715.0473,0.0,0.0,train
-11254,United States of America,NAM,warm_dry,-120.50103,35.031459999999996,136.0,78,unknown,unknown,12.9,0.0,0.0,0.0,0.0,0.0,1.3,12.8,37.4,5.7,15.1,0.0,7.8,4.8,1.3,0.0,0.0,0.13,0.0,0.222386,1.08,6912,7711,38732,48,24.79,63,29.8418,34.7993,24.5063,30.2,22.0,37.8,43.4,52.2,48.8,38.3649,46.6447,64.5256,7154.4154,1.4,0.0,train
-11256,United States of America,NAM,warm_dry,-120.66803999999999,35.49158,277.0,23,unknown,unknown,3.8,0.0,0.0,0.0,0.0,0.0,0.0,17.8,33.5,10.6,23.2,0.0,6.0,3.4,0.0,0.0,0.0,0.027000000000000003,0.0,0.760678,1.03,10168,10168,15866,60,32.43,63,24.4999,33.9923,13.9381,25.0,10.4,36.6,44.8,56.4,53.2,39.0363,50.1251,76.5913,11011.8343,0.2,0.0,train
-11257,United States of America,NAM,warm_dry,-120.23135,35.643679999999996,712.0,153,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,36.1,0.0,2.0,55.3,0.0,6.3,0.0,0.0,0.0,0.0,0.0,0.0,0.035575,1.26,106,106,381,0,0.0,8,44.1514,46.433,41.6677,42.4,35.8,51.4,61.0,71.8,68.675,50.2746,61.7995,189.9736,36333.0204,19.2,0.0,train
-11258,United States of America,NAM,warm_dry,-120.04019,35.35472,626.0,10,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,56.5,4.4,11.7,26.1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.015691999999999998,1.18,44,44,198,0,0.77,17,33.8104,43.8258,22.9588,33.8,20.4,45.0,56.0,67.944,65.8,48.394,61.367,144.3189,32040.1941,12.8,0.0,train
-11259,United States of America,NAM,warm_dry,-122.20336999999999,37.482934,3.0,3,unknown,unknown,23.8,10.8,0.0,0.0,0.0,6.1,0.0,0.0,18.8,0.0,2.3,1.1,1.3,34.1,0.0,0.0,0.0,0.001,0.0,0.15826199999999999,3.8,31611,61595,72892,63,59.15,63,20.2023,25.9726,13.975999999999999,20.2,8.6,30.25,37.6,46.0,44.0821,30.3858,43.4908,61.9138,2833.7317,0.4,0.2,test
-11260,United States of America,NAM,warm_dry,-120.02551000000001,34.46245,42.0,4,unknown,unknown,42.5,0.0,0.0,0.0,0.0,4.3,4.7,7.5,22.9,5.2,5.5,0.0,3.3,2.8,0.0,0.0,0.0,0.079,0.0,0.683851,1.07,0,65,23507,7,5.81,63,31.13,36.2337,25.3982,31.6,23.6,38.8,44.4,52.6,50.2,40.0308,48.8933,60.6798,8674.9132,0.6,0.2,train
-11262,United States of America,NAM,warm_dry,-119.69121799999999,34.427775,20.0,61,unknown,unknown,44.1,0.0,0.0,0.0,0.0,2.4,3.7,10.6,29.0,2.6,0.0,0.0,1.3,4.9,0.0,0.0,0.0,0.0,0.0,0.348695,1.22,27969,40484,40484,62,45.08,63,26.8536,33.7731,19.2992,28.2,16.5,37.8,43.6,52.032,49.05,38.5161,48.792,64.0408,7853.5728,0.8,0.0,train
-11264,United States of America,NAM,warm_dry,-120.43763,34.949146999999996,76.0,18,unknown,unknown,6.2,0.0,0.0,0.0,0.0,0.0,1.2,13.2,39.4,7.5,18.6,0.0,8.0,4.0,1.2,0.0,0.0,0.0,0.0,0.356741,1.17,38732,38732,38732,63,52.63,63,25.357,30.0022,20.3488,26.0,18.2,33.0,38.8,45.8,43.8167,33.8872,42.8339,26.3526,2485.8542,0.0,0.0,train
-11268,United States of America,NAM,warm_dry,-120.427778,34.725556,220.0,179,unknown,unknown,10.1,0.0,0.0,0.0,0.0,1.1,1.4,8.3,39.9,9.1,18.3,0.0,7.0,3.7,0.0,0.0,0.0,0.0,0.0,0.14261,1.2,404,1805,38732,13,13.17,63,36.2185,39.3234,32.8253,36.4,29.4,42.8,48.2,57.4,54.275,42.2517,50.4726,72.2258,14510.6412,1.0,0.0,train
-11269,United States of America,NAM,warm_dry,-119.79146000000001,34.54166,371.0,211,unknown,unknown,22.1,0.0,0.0,0.0,0.0,3.6,4.4,16.9,39.1,4.5,2.0,0.0,1.9,4.4,0.0,0.0,0.0,0.024,0.0,12.2709,1.09,714,1488,40484,4,2.51,63,31.9252,39.5435,23.5795,31.8,22.4,40.8,48.8,60.2,57.275,43.8848,54.2804,106.4331,18075.4502,2.8,0.0,train
-11273,United States of America,NAM,warm_dry,-120.1965,34.527440000000006,303.0,113,unknown,unknown,32.4,0.0,0.0,0.0,0.0,3.6,4.6,4.7,31.7,7.8,8.2,0.0,5.1,0.0,0.0,0.0,0.0,0.0,0.0,0.162578,0.99,344,344,3882,4,3.17,51,28.6782,33.1921,23.6252,29.0,21.0,35.4,41.0,50.2,47.275,36.3849,44.1593,53.4168,5234.9704,0.8,0.0,train
-11276,United States of America,NAM,warm_dry,-119.4575,34.402778000000005,137.0,152,unknown,unknown,40.0,0.0,0.0,0.0,0.0,2.1,5.4,8.3,33.0,2.1,1.4,0.0,1.9,4.5,0.0,0.0,0.0,0.0,0.0,1.9735,1.25,206,4475,27969,14,15.63,63,33.2984,40.3588,25.5503,33.4,23.4,42.4,49.4,59.852,56.2321,45.038000000000004,55.3154,139.1972,19792.7216,2.6,0.8,test
-11277,United States of America,NAM,warm_dry,-120.04692,34.489740000000005,184.0,116,unknown,unknown,42.5,0.0,0.0,0.0,0.0,4.3,4.7,7.5,22.9,5.2,5.5,0.0,3.3,2.8,0.0,0.0,0.0,0.0,0.0,0.683851,1.07,65,171,23507,21,6.78,63,38.1117,40.6706,35.2329,38.6,32.4,43.6,49.2,59.2,55.575,43.7542,51.3655,105.5705,15969.968,3.2,0.0,train
-11280,United States of America,NAM,warm_dry,-120.4575,34.63782,41.0,45,unknown,unknown,23.4,0.0,0.0,0.0,0.0,1.8,2.2,5.6,39.6,6.1,12.8,0.0,5.5,2.1,0.0,0.0,0.0,0.0,0.0,0.09548,1.13,21318,21342,21342,46,29.49,62,28.4387,33.6566,22.6239,29.6,21.2,36.8,42.2,48.4,46.875,36.9782,45.465,36.4166,5190.2233,0.2,0.0,train
-11281,United States of America,NAM,warm_dry,-119.8284,34.44551,14.0,25,unknown,unknown,50.2,0.0,0.0,0.0,0.0,3.6,3.6,9.5,23.5,2.3,0.0,0.0,1.1,4.5,0.0,0.0,0.0,0.0,0.0,0.5100359999999999,1.19,23507,23507,40484,62,43.97,63,26.9226,33.9478,19.0261,27.8,16.0,37.2,43.8,51.93600000000001,49.65,38.3601,49.4882,57.2606,8060.2835,1.0,0.0,train
-11283,United States of America,NAM,warm_dry,-120.075069,34.605819,210.0,26,unknown,unknown,19.0,0.0,0.0,0.0,0.0,4.1,4.9,12.3,35.1,10.2,7.9,0.0,3.9,1.1,0.0,0.0,0.0,0.0,0.0,0.786515,1.05,428,868,13027,16,12.34,58,26.82,34.2068,18.6916,26.2,17.2,35.8,42.2,52.6,49.7,38.4466,47.0661,64.2629,7836.1339,0.8,0.0,train
-11284,United States of America,NAM,warm_dry,-120.630278,34.596111,104.0,35,unknown,unknown,66.2,0.0,0.0,0.0,0.0,1.2,1.2,1.8,17.1,0.0,7.1,0.0,2.6,1.9,0.0,0.0,0.0,0.0,0.0,1.7038900000000001,1.17,468,468,21342,25,8.31,62,36.2234,38.1357,34.0976,36.6,30.2,42.2,46.6,54.0,51.2333,40.5611,48.7678,63.6991,10404.834,1.0,0.0,train
-11287,United States of America,NAM,warm_dry,-121.574684,36.999571,63.0,16,unknown,unknown,0.0,5.0,0.0,0.0,0.0,3.3,0.0,4.6,50.5,6.4,9.3,0.0,13.1,5.5,0.0,0.0,0.0,0.611,0.0,5.03529,2.02,8860,14280,32390,62,44.59,63,25.4758,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,50.8513,-999.0,-999.0,-999.0,-999.0,train
-11289,United States of America,NAM,warm_dry,-121.894898,37.348496999999995,31.0,10,unknown,unknown,4.0,11.8,0.0,0.0,0.0,4.0,0.0,1.0,29.6,5.6,6.3,0.0,3.2,33.7,0.0,0.0,0.0,0.0,0.0,23.5202,4.32,50395,97185,97185,63,63.0,63,21.158,27.9423,13.4641,21.2,9.2,31.6,39.2,51.052,47.25,32.658,47.2586,125.9783,5523.6669,0.8,0.6,val
-11291,United States of America,NAM,warm_dry,-121.979675,37.226862,116.0,58,unknown,unknown,1.2,38.2,0.0,0.0,0.0,6.5,0.0,0.0,18.1,2.2,1.2,0.0,2.0,29.7,0.0,0.0,0.0,0.0,0.0,0.744533,4.09,14011,43226,97185,58,39.92,63,23.9362,28.886,16.523,22.0,11.6667,32.6667,40.3333,54.0,50.2083,34.4614,48.4627,136.6092,7029.5669,1.6667,0.6667,val
-11295,United States of America,NAM,warm_dry,-121.600031,37.079378999999996,86.0,16,unknown,unknown,0.0,5.6,0.0,0.0,0.0,3.4,0.0,3.6,47.9,17.7,7.3,0.0,9.6,4.4,0.0,0.0,0.0,0.575,0.0,8.59142,2.2,2056,17276,32390,38,34.38,63,26.4271,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,53.1176,-999.0,-999.0,-999.0,-999.0,train
-11297,United States of America,NAM,warm_dry,-122.069705,37.318435,124.0,72,unknown,unknown,7.8,30.8,0.0,0.0,0.0,5.8,0.0,0.0,14.4,0.0,1.9,0.0,1.0,36.1,0.0,0.0,0.0,0.0,0.0,0.718363,4.5,22467,53795,97185,60,48.45,63,22.5321,29.066999999999997,16.2547,22.0,12.3333,32.6667,40.0,51.3333,48.1667,34.1714,46.2346,92.9709,5655.5747,0.3333,0.0,val
-11298,United States of America,NAM,warm_dry,-122.19333300000001,37.011944,0.0,0,unknown,unknown,52.6,31.6,0.0,0.0,0.0,6.2,0.0,0.0,5.1,0.0,0.0,0.0,0.0,2.6,0.0,0.0,0.0,0.0,0.0,0.006414,1.5,321,669,39702,5,1.48,63,26.4123,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,39.4798,-999.0,-999.0,-999.0,-999.0,val
-11302,United States of America,NAM,warm_dry,-121.989328,36.983921,28.0,25,unknown,unknown,40.0,28.4,0.0,0.0,0.0,7.4,0.0,0.0,14.7,0.0,0.0,0.0,3.3,4.3,0.0,0.0,0.0,0.0,0.0,0.07700900000000001,1.6,39702,39702,39702,63,45.18,63,21.4439,28.7343,14.1337,21.6,9.8,31.8,39.0,46.6,44.35,33.1202,44.4385,37.7119,3289.1309,0.0,0.0,val
-11304,United States of America,NAM,warm_dry,-122.00764,37.07206,226.0,86,unknown,unknown,18.9,37.1,0.0,0.0,0.0,8.4,0.0,0.0,19.6,0.0,0.0,0.0,1.9,11.6,0.0,0.0,0.0,0.019,0.0,0.44733599999999996,1.91,3012,6745,55847,50,24.8,63,26.7532,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,47.6074,-999.0,-999.0,-999.0,-999.0,val
-11305,United States of America,NAM,warm_moist,-122.382011,40.549985,149.0,13,unknown,unknown,0.0,12.3,0.0,0.0,0.0,2.8,0.0,0.0,33.5,32.4,6.7,0.0,3.5,6.0,0.0,0.0,0.0,0.171,0.0,0.620506,0.97,18078,18078,18078,61,49.52,63,23.471999999999998,29.1432,17.8053,23.2,11.8,33.6,42.2,55.0,53.175,33.955999999999996,51.9681,69.3647,9233.7085,1.0,0.0,train
-11307,United States of America,NAM,warm_dry,-122.29886599999999,40.452913,498.0,9,unknown,unknown,0.0,1.9,0.0,0.0,0.0,0.0,0.0,0.0,26.3,50.8,9.6,0.0,3.6,5.3,0.0,0.0,0.0,1.867,0.0,0.38040999999999997,1.02,5108,5108,18078,60,32.29,63,22.8233,31.3165,14.4549,21.8,7.2,34.4,46.0,60.4,58.725,36.8129,57.7408,112.0298,14566.4016,3.0,0.0,train
-11308,United States of America,NAM,warm_moist,-122.402194,40.689253,246.0,64,unknown,unknown,2.2,33.8,0.0,0.0,0.0,12.0,0.0,0.0,26.5,14.2,2.3,0.0,1.5,5.7,0.0,0.0,0.0,0.0,0.0,0.088179,0.88,2933,3979,18078,28,23.8,63,28.3155,33.2002,23.5162,28.0,18.6,37.4,45.2,60.4,58.125,38.5562,56.0039,111.5586,13090.1083,4.2,0.0,train
-11311,United States of America,NAM,warm_dry,-122.633579,41.726892,802.0,53,unknown,unknown,0.0,41.9,0.0,0.0,0.0,0.0,2.1,3.9,6.2,1.5,33.6,0.0,8.9,0.0,0.0,0.0,0.0,0.01,0.0,0.06586,0.59,277,277,278,51,21.26,56,25.4749,33.6318,16.6054,25.8,11.6,37.8,46.4,55.4,53.625,38.3188,51.92,62.5727,12504.2756,0.4,0.0,train
-11313,United States of America,NAM,warm_dry,-122.237976,38.102507,6.0,12,unknown,unknown,24.6,2.3,0.0,0.0,0.0,0.0,0.0,0.0,25.0,0.0,4.2,2.3,17.9,20.3,0.0,0.0,0.0,0.294,0.0,1.0538100000000001,2.46,45195,45195,63302,63,59.22,63,23.7312,28.9892,17.9833,24.4,15.0,33.2,40.0,49.0,46.475,33.549,44.9924,88.4933,4662.7879,0.4,0.0,train
-11314,United States of America,NAM,warm_dry,-122.075624,38.227066,10.0,8,unknown,unknown,8.3,2.6,0.0,0.0,0.0,0.0,0.0,0.0,31.9,1.5,11.3,1.7,26.8,12.9,0.0,0.0,0.0,0.213,0.0,2.92397,2.27,8292,19466,45195,39,34.86,63,28.6313,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,47.9306,-999.0,-999.0,-999.0,-999.0,train
-11318,United States of America,NAM,warm_dry,-121.95000300000001,38.358365,55.0,12,unknown,unknown,1.8,1.5,0.0,0.0,0.0,0.0,0.0,0.0,25.7,1.6,11.5,0.0,49.0,5.4,1.7,0.0,0.0,0.307,0.28600000000000003,15.5289,2.08,21303,31943,42252,63,50.81,63,24.9806,32.1318,17.9418,25.6,13.8,35.2,43.2,56.4,54.1167,37.7155,51.2422,119.4002,9991.7054,2.6,0.2,train
-11319,United States of America,NAM,warm_moist,-122.710169,38.443503,51.0,23,unknown,unknown,0.0,13.6,0.0,0.0,0.0,2.9,0.0,0.0,56.7,0.0,0.0,0.0,13.7,7.7,4.2,0.0,0.0,0.02,0.0,1.40163,1.44,23286,45462,45462,63,58.48,63,18.4433,23.4154,13.0223,18.75,8.0,27.5,33.75,41.75,39.3438,27.6377,37.7358,33.7067,1321.9975,0.0,0.0,val
-11321,United States of America,NAM,warm_moist,-122.901857,38.654069,84.0,37,unknown,unknown,0.0,32.5,0.0,0.0,0.0,3.1,0.0,0.0,57.5,0.0,0.0,0.0,2.5,3.2,0.0,0.0,0.0,0.0,0.0,0.22089499999999998,1.01,289,3145,18742,17,18.97,63,24.4899,31.5374,19.8239,26.3333,17.3333,34.6667,40.3333,50.2933,47.0833,35.491,43.1591,49.9963,5093.8461,0.0,0.0,val
-11323,United States of America,NAM,warm_dry,-120.99462199999999,37.641583000000004,27.0,7,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,4.8,0.0,0.0,0.0,79.6,13.0,1.5,0.0,0.0,0.462,0.56,0.581559,2.74,33046,37600,38514,63,62.35,63,26.3929,35.0336,17.0028,25.0,12.8,37.2,50.8,68.648,64.475,41.0677,64.3115,215.0844,22818.0943,13.6,0.6,test
-11324,United States of America,NAM,warm_dry,-120.837005,37.487981,56.0,6,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,6.2,1.2,2.8,0.0,79.0,8.6,2.2,0.0,0.0,3.655,1.215,0.247714,2.6,5015,15965,33361,56,45.52,63,29.9876,39.4301,18.7329,28.2,14.4,42.2,59.0,77.4,72.4,45.8364,72.0982,335.2544,34689.6589,34.2,3.6,test
-11331,United States of America,NAM,warm_dry,-121.618549,39.138773,20.0,2,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,11.1,3.4,10.3,0.0,69.6,3.9,1.3,0.0,0.0,1.229,9.974,0.7847569999999999,1.47,21632,21632,21632,63,55.66,63,24.9904,32.2467,17.1086,24.2,13.6,35.0,46.0,59.8,57.5893,37.7104,56.8474,97.8454,14029.1789,1.4,0.2,train
-11332,United States of America,NAM,warm_dry,-121.82036200000002,39.205572,640.0,254,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,9.5,1.7,2.5,0.0,80.3,4.0,0.0,0.0,0.0,0.40299999999999997,1.251,2.01936,1.31,232,232,21632,0,1.35,63,45.1854,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,60.0967,-999.0,-999.0,-999.0,-999.0,train
-11334,United States of America,NAM,warm_dry,-122.093857,40.262084,568.0,178,unknown,unknown,0.0,2.4,0.0,0.0,0.0,0.0,1.2,0.0,19.4,52.9,17.0,0.0,4.0,1.6,0.0,0.0,0.0,0.106,0.0,0.363648,0.95,30,30,7305,0,0.0,63,48.4371,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,64.3778,-999.0,-999.0,-999.0,-999.0,train
-11335,United States of America,NAM,warm_dry,-122.23693999999999,40.17583,98.0,7,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,14.5,44.5,29.5,0.0,7.8,1.7,0.0,0.0,0.0,4.093,1.5,0.010297,1.0,7305,7305,7305,62,33.27,63,29.5312,36.3738,22.6265,28.8,16.8,40.4,51.2,65.8,63.175,42.5236,61.8178,149.6497,21972.5884,7.4,0.0,train
-11337,United States of America,NAM,warm_dry,-118.778995,36.567178000000006,1890.0,770,unknown,unknown,0.0,44.3,0.0,0.0,0.0,4.5,0.0,0.0,25.1,4.7,19.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.177532,0.84,36,36,49,0,0.0,8,46.0553,47.6532,40.5805,41.25,34.0,53.25,64.75,78.75,76.3125,51.6772,76.8756,293.3529,46810.8919,58.0,1.0,train
-11342,United States of America,NAM,warm_dry,-119.291228,36.332179,97.0,7,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,2.1,1.3,9.2,0.0,78.3,6.1,2.1,0.0,0.0,4.4430000000000005,0.0,9.49046,2.4,14485,30519,30519,63,58.08,63,28.4004,39.5338,16.570999999999998,25.2,11.4,41.4,59.6,76.72800000000001,73.475,46.3376,72.7231,290.1294,36871.7165,40.0,2.4,train
-11343,United States of America,NAM,warm_dry,-119.05501799999999,36.031831,136.25,15,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,3.4,5.1,3.4,34.3,0.0,50.6,2.4,0.0,0.0,0.0,3.945,0.0,0.065372,2.14,1401,22461,22461,31,29.14,63,33.1235,45.0835,20.1744,29.7,16.4,46.8,64.6,80.0,75.925,51.3838,75.377,313.5611,48918.1209,59.8,2.8,train
-11345,United States of America,NAM,warm_dry,-120.37961100000001,37.981582,571.0,109,unknown,unknown,0.0,20.8,0.0,0.0,0.0,3.8,0.0,0.0,41.6,23.9,6.4,0.0,0.0,1.6,0.0,0.0,0.0,0.0,0.0,2.65165,1.17,2099,4230,4230,56,27.79,56,34.1089,42.3883,25.1274,34.8,21.1,46.0,57.0,69.0,66.875,46.9068,64.9844,166.6188,33478.4302,13.8,0.2,train
-11350,United States of America,NAM,warm_dry,-118.869444,34.208244,244.0,87,unknown,unknown,17.3,0.0,0.0,0.0,0.0,1.1,12.0,18.8,13.7,1.4,3.1,0.0,8.5,17.8,5.8,0.0,0.0,0.035,0.11800000000000001,7.412539999999999,2.83,26685,26685,61387,63,61.52,63,31.6635,41.7856,21.4056,33.2,18.2,43.2,51.6,62.6,59.325,46.8557,58.2086,148.2677,25378.2761,5.0,0.4,train
-11351,United States of America,NAM,warm_dry,-118.81000300000001,34.402846000000004,190.0,8,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,6.3,40.8,17.8,3.0,4.6,0.0,6.5,16.2,4.5,0.0,0.0,0.0,0.0,2.1838900000000003,1.74,380,1493,32206,15,11.48,63,30.8339,42.1203,19.1792,31.0,17.0,42.8,53.6,66.0,62.7,47.6473,63.1111,190.2341,28345.7253,7.8,0.0,val
-11353,United States of America,NAM,warm_dry,-119.230277,34.446571,262.0,21,unknown,unknown,8.6,0.0,0.0,0.0,0.0,1.9,5.6,16.4,46.4,1.7,2.2,0.0,5.6,6.7,3.6,0.0,0.0,0.0,0.0,3.9538599999999997,1.43,1176,10662,34511,19,17.77,63,28.9613,42.4122,15.064,27.0,12.2,44.0,54.6,67.0,64.025,48.075,61.8888,217.7939,31256.3403,12.2,0.4,train
-11354,United States of America,NAM,warm_dry,-118.684731,34.275736,314.0,54,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,9.8,30.1,12.8,2.6,3.8,0.0,4.9,32.6,2.2,0.0,0.0,0.0,0.0,11.4366,4.37,15141,32206,111189,59,46.33,63,32.556,44.1273,19.8415,34.6,17.0,45.4,57.0,70.352,66.75,49.6878,67.3089,261.7012,35127.6154,16.2,1.0,val
-11355,United States of America,NAM,warm_dry,-119.31361100000001,34.2804,3.0,0,unknown,unknown,40.4,0.0,0.0,0.0,0.0,1.3,4.7,9.8,19.1,0.0,1.7,0.0,7.1,11.1,3.5,0.0,0.0,0.0,0.0,0.6849529999999999,1.85,4405,19983,75812,43,32.53,63,27.1513,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,47.8679,-999.0,-999.0,-999.0,-999.0,test
-11356,United States of America,NAM,warm_dry,-119.142504,34.253240000000005,43.0,15,unknown,unknown,29.8,0.0,0.0,0.0,0.0,0.0,5.6,14.8,15.0,0.0,2.2,0.0,9.2,15.0,6.5,0.0,0.0,0.0,0.0,2.8973299999999997,2.12,13832,34511,75812,54,54.77,63,27.1476,35.514,17.9871,28.2,15.2,38.6,45.0,53.8,51.575,40.333,50.1582,75.5067,10590.1854,0.6,0.2,test
-11359,United States of America,NAM,warm_dry,-121.7734,38.53445,0.0,6,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,6.1,0.0,3.0,0.0,80.3,8.6,0.0,0.0,0.0,3.838,3.235,4.91524,2.24,2189,27038,29692,57,40.19,63,25.9041,33.9144,17.2049,24.6,14.4,36.4,45.4,59.0,54.8083,39.5214,54.4786,122.42,13039.7585,1.8,0.0,val
-11362,United States of America,NAM,warm_dry,-121.73268999999999,38.66121,11.0,6,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,3.2,0.0,2.8,0.0,84.2,9.2,0.0,0.0,0.0,4.343,3.627,0.472012,2.21,1550,11141,52610,50,35.45,63,24.8612,33.9112,15.9278,23.4,12.8,35.2,46.0,61.4,57.825,39.9679,57.7978,121.0093,15038.9953,2.8,0.2,val
-11364,United States of America,NAM,warm_dry,-104.94984,39.838119,1554.0,11,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,47.8,0.0,4.2,47.6,0.0,0.0,0.0,0.011000000000000001,0.0,62.6797,5.18,10987,26991,68233,63,62.67,63,26.6252,37.8755,16.616,26.6,6.0,42.2,53.4,66.0,62.85,43.6849,65.6884,197.8334,28654.6243,8.2,0.0,train
-11367,United States of America,NAM,cool_dry,-104.95719299999999,39.567887,1747.0,67,unknown,unknown,0.0,3.8,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,54.8,0.0,1.0,39.4,0.0,0.0,0.0,0.09,0.0,1.73738,3.42,29029,29029,68233,63,62.34,63,37.7555,41.9332,31.8131,37.6667,27.3333,47.3333,57.0,69.6667,66.7083,48.0144,69.9157,230.5936,34041.5925,16.0,0.6667,train
-11369,United States of America,NAM,cool_dry,-104.569335,39.638521999999995,1799.0,46,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,87.4,0.0,6.0,6.6,0.0,0.0,0.0,0.262,0.0,0.5104489999999999,2.21,84,84,44112,10,10.28,63,41.8864,47.1452,36.6676,41.2,34.4,49.6,57.6,66.6,64.9,51.0311,64.789,150.02,40111.3912,10.4,0.2,train
-11370,United States of America,NAM,boreal_moist,-105.61200000000001,39.941,3201.0,294,unknown,unknown,0.0,70.7,0.0,0.0,0.0,0.0,0.0,0.0,1.3,0.0,26.0,0.0,0.0,1.4,0.0,0.0,0.0,0.0,0.0,0.533695,1.24,283,317,1146,5,1.68,56,54.1824,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,68.3507,-999.0,-999.0,-999.0,-999.0,train
-11371,United States of America,NAM,cool_dry,-105.23845800000001,39.957212,1669.0,80,unknown,unknown,0.0,25.4,0.0,0.0,0.0,0.0,0.0,0.0,2.2,0.0,44.4,0.0,2.6,24.8,0.0,0.0,0.0,0.41100000000000003,0.0,0.240128,3.98,940,14318,46777,22,30.52,63,37.641,43.0481,32.2801,38.0,27.4,47.4,56.2,69.0,66.4,49.0303,68.4764,203.0895,33904.7649,14.0,0.4,train
-11377,United States of America,NAM,cool_dry,-106.001,38.91,2920.0,193,unknown,unknown,0.0,11.6,0.0,0.0,0.0,0.0,0.0,0.0,3.7,0.0,83.6,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.9348569999999999,0.58,71,94,94,0,0.04,57,49.6463,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,61.2393,-999.0,-999.0,-999.0,-999.0,test
-11379,United States of America,NAM,cool_moist,-105.59200000000001,39.643,3518.0,516,unknown,unknown,0.0,62.8,0.0,0.0,0.0,0.0,0.0,0.0,2.7,0.0,32.0,0.0,0.0,2.2,0.0,0.0,0.0,0.0,0.0,0.44979399999999997,1.77,184,184,2417,0,0.0,56,52.8644,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,70.1642,-999.0,-999.0,-999.0,-999.0,train
-11380,United States of America,NAM,polar_moist,-105.641,39.586999999999996,4300.0,797,unknown,unknown,0.0,61.2,0.0,0.0,0.0,0.0,0.0,0.0,2.4,0.0,34.4,0.0,0.0,1.7,0.0,0.0,0.0,0.0,0.0,0.246961,0.83,143,170,1253,0,0.6,34,58.8617,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,72.2971,-999.0,-999.0,-999.0,-999.0,train
-11381,United States of America,NAM,warm_dry,-104.987625,39.751184,1593.0,26,unknown,unknown,0.0,1.1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,39.4,0.0,1.4,57.2,0.0,0.0,0.0,0.0,0.0,59.146,4.98,68233,68233,68233,63,63.0,63,25.1753,31.6119,18.8635,24.0,11.3333,37.3333,47.6667,60.0,57.0833,37.0331,60.2569,103.7019,15567.9366,1.3333,0.0,train
-11382,United States of America,NAM,cool_dry,-105.030681,39.751761,1621.0,43,unknown,unknown,0.0,4.5,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,35.9,0.0,0.0,57.0,0.0,0.0,0.0,0.0,0.0,17.6554,5.1,41204,68233,68233,63,62.91,63,24.0641,36.2588,16.8936,25.3333,7.3333,41.6667,54.0,68.3333,64.75,43.5375,60.6763,203.0627,27488.2609,11.0,0.6667,train
-11383,United States of America,NAM,warm_dry,-104.99811299999999,39.704005,1594.0,15,unknown,unknown,0.0,3.1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,40.6,0.0,1.2,54.3,0.0,0.0,0.0,0.0,0.0,59.146,4.98,36121,68233,68233,63,62.91,63,26.5742,32.4907,16.1348,23.0,8.5,38.0,48.5,61.5,58.375,38.8247,62.2704,122.1498,17174.8786,3.0,0.0,train
-11384,United States of America,NAM,warm_dry,-105.00518000000001,39.77949,1602.0,27,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,41.9,0.0,1.9,55.3,0.0,0.0,0.0,0.011000000000000001,0.0,17.6554,5.1,31662,68233,68233,63,62.97,63,25.1711,34.2563,16.1864,23.75,8.5,39.5,51.0,63.95,60.3125,40.6623,63.8556,134.7295,20987.6089,2.5,0.0,train
-11386,United States of America,NAM,cool_dry,-105.07035800000001,39.534488,1676.0,33,unknown,unknown,0.0,25.1,0.0,0.0,0.0,0.0,0.0,0.0,2.3,0.0,43.1,0.0,0.0,27.7,0.0,0.0,0.0,0.182,0.0,0.121701,3.61,689,11109,68233,29,44.05,63,37.4288,44.5902,30.335,37.4,26.4,48.2,57.8,71.8,68.9,50.2331,71.6228,263.8616,39324.9455,23.6,1.2,train
-11390,United States of America,NAM,cool_dry,-104.817215,38.958341,1971.0,54,unknown,unknown,0.0,27.5,0.0,0.0,0.0,0.0,0.0,0.0,1.8,0.0,54.6,0.0,0.0,14.9,0.0,0.0,0.0,0.13699999999999998,0.0,3.2236599999999997,2.15,12736,18454,32848,63,60.54,63,34.8612,43.4453,26.334,36.0,21.6,48.0,57.0,66.796,64.9786,48.8128,64.9997,139.5341,35461.3424,8.4,0.0,train
-11391,United States of America,NAM,cool_dry,-104.90128899999999,38.853097,1955.0,124,unknown,unknown,0.0,28.3,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,55.2,0.0,0.0,14.4,0.0,0.0,0.0,0.002,0.0,0.038218,1.9,4742,22152,32848,49,39.91,63,41.3739,44.846000000000004,37.9633,41.2,33.4,49.6,57.4,66.6,64.8,49.5257,64.4982,139.2701,35488.1986,9.0,0.0,train
-11392,United States of America,NAM,cool_dry,-107.784125,39.54182,1640.0,29,unknown,unknown,0.0,9.4,0.0,0.0,0.0,0.0,0.0,0.0,5.1,0.0,65.6,0.0,5.0,1.0,12.9,0.0,0.0,0.0,0.0,3.8923400000000004,0.9,169,169,169,59,31.06,59,28.6563,37.6946,19.7199,27.7,15.4,42.0,51.0,59.2,57.825,43.0071,57.4684,77.5292,21068.8914,0.4,0.0,val
-11394,United States of America,NAM,cool_moist,-107.617,39.799,2904.0,197,unknown,unknown,0.0,21.9,0.0,0.0,0.0,1.7,0.0,0.0,3.7,0.0,52.0,0.0,3.6,0.0,16.7,0.0,0.0,0.0,0.0,0.178695,0.69,125,147,169,0,0.0,36,51.096000000000004,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,60.73,-999.0,-999.0,-999.0,-999.0,val
-11395,United States of America,NAM,cool_moist,-107.31200000000001,40.085,2930.0,295,unknown,unknown,0.0,39.2,0.0,0.0,0.0,0.0,0.0,0.0,2.9,0.0,44.5,0.0,1.4,0.0,11.3,0.0,0.0,0.0,0.0,0.016939,0.63,32,45,47,0,0.0,5,48.5795,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,58.327,-999.0,-999.0,-999.0,-999.0,val
-11396,United States of America,NAM,cool_moist,-107.38,39.426,3224.0,835,unknown,unknown,0.0,21.3,0.0,0.0,0.0,3.9,0.0,0.0,6.4,0.0,45.0,0.0,4.0,1.3,17.5,0.0,0.0,0.0,0.0,0.061591999999999994,0.83,372,372,3540,0,0.75,57,51.538000000000004,54.4078,54.7419,54.6667,48.0,60.0,65.3333,73.0,71.0,57.4099,63.3147,199.3602,63668.0918,25.6667,0.0,val
-11397,United States of America,NAM,cool_dry,-107.16799999999999,39.489000000000004,2358.0,203,unknown,unknown,0.0,23.8,0.0,0.0,0.0,2.5,0.0,0.0,5.1,0.0,49.7,0.0,3.4,1.6,13.5,0.0,0.0,0.0,0.0,1.13994,0.73,372,372,3540,0,3.3,57,48.2351,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,61.2423,-999.0,-999.0,-999.0,-999.0,val
-11398,United States of America,NAM,cool_moist,-107.234,39.09,2930.0,70,unknown,unknown,0.0,25.5,0.0,0.0,0.0,3.7,0.0,0.0,2.3,0.0,46.4,0.0,2.1,0.0,19.6,0.0,0.0,0.0,0.0,0.07928099999999999,0.53,4,15,174,0,0.25,31,46.9165,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,54.946000000000005,-999.0,-999.0,-999.0,-999.0,val
-11400,United States of America,NAM,cool_moist,-106.30611100000002,40.882222,2417.0,15,unknown,unknown,0.0,27.3,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,70.5,0.0,1.4,0.0,0.0,0.0,0.0,0.0,0.0,0.034742,0.67,7,7,25,0,0.0,24,34.8356,42.4636,28.6068,37.0,28.0,43.6667,49.6667,56.6667,55.3333,45.4496,52.1784,53.9768,20343.4935,0.3333,0.0,train
-11401,United States of America,NAM,warm_dry,-105.09997299999999,39.800333,1640.0,33,unknown,unknown,0.0,6.8,0.0,0.0,0.0,0.0,0.0,0.0,1.8,0.0,37.4,0.0,0.0,52.6,0.0,0.0,0.0,0.001,0.0,36.0033,5.18,30658,32037,68233,63,62.5,63,25.3516,37.9818,18.7122,28.5,10.5,43.0,54.0,69.5,66.6875,45.4572,58.6942,241.067,28881.7534,11.0,0.5,train
-11403,United States of America,NAM,cool_dry,-105.13948,39.638781,1742.0,64,unknown,unknown,0.0,23.0,0.0,0.0,0.0,0.0,0.0,0.0,2.4,0.0,31.6,0.0,0.0,41.3,0.0,0.0,0.0,0.0,0.0,1.56298,4.47,13596,21421,68233,62,60.47,63,35.5265,40.0833,30.9598,35.8,25.6,45.4,54.6,67.8,65.325,46.5579,67.904,204.1658,29780.0869,13.8,0.2,train
-11404,United States of America,NAM,cool_dry,-105.18858700000001,39.912799,1802.0,114,unknown,unknown,0.0,17.9,0.0,0.0,0.0,0.0,0.0,0.0,1.8,0.0,46.5,0.0,3.9,29.6,0.0,0.0,0.0,0.0,0.0,0.951158,4.54,2982,4241,51567,20,31.57,63,43.2876,46.8798,39.6367,43.4,34.6,51.4,59.8,73.0,70.65,52.2014,72.7611,253.4816,44155.5274,33.0,1.6,train
-11405,United States of America,NAM,cool_dry,-105.177989,39.743724,1832.0,164,unknown,unknown,0.0,24.2,0.0,0.0,0.0,0.0,0.0,0.0,2.4,0.0,30.1,0.0,0.0,42.1,0.0,0.0,0.0,0.008,0.0,3.37439,5.15,22307,22307,68233,63,60.95,63,39.7421,43.7025,35.8239,40.2,30.8,48.6,57.8,71.4,69.325,49.6529,72.036,259.1629,37833.8508,26.4,1.6,train
-11407,United States of America,NAM,cool_dry,-105.29841,39.541515000000004,2473.0,131,unknown,unknown,0.0,50.6,0.0,0.0,0.0,0.0,0.0,0.0,5.5,0.0,31.5,0.0,0.0,10.9,0.0,0.0,0.0,0.0,0.0,0.938318,2.97,941,1159,30095,42,22.9,63,40.8054,43.0596,38.5698,41.2,33.2,48.4,55.6,65.8,62.7,49.0906,64.0818,172.9234,30245.4703,7.8,0.2,train
-11410,United States of America,NAM,cool_moist,-107.484167,37.30389,2367.0,139,unknown,unknown,0.0,39.6,0.0,0.0,0.0,0.0,0.0,0.0,7.0,0.0,40.6,0.0,3.7,0.0,7.8,0.0,0.0,0.0,0.0,2.5705400000000003,1.51,68,136,206,0,0.2,41,43.8792,47.5157,39.9267,43.8,37.2,50.8,57.4,65.71600000000001,63.55,50.787,63.2294,129.6716,39254.0657,6.4,0.0,test
-11411,United States of America,NAM,cool_dry,-107.62863,37.13678,1983.0,24,unknown,unknown,0.0,7.3,0.0,0.0,0.0,0.0,0.0,0.0,9.2,0.0,72.0,0.0,5.8,0.0,4.2,0.0,0.0,1.508,0.0,10.0523,2.37,206,206,343,36,14.52,51,33.1805,42.3572,24.3532,31.2,21.4,44.4,55.0,64.0,61.9667,47.0035,62.4654,109.3603,30497.9229,2.8,0.0,test
-11413,United States of America,NAM,cool_dry,-107.87021899999999,37.102579999999996,1920.0,73,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.3,5.7,0.0,87.7,0.0,3.3,0.0,0.0,0.0,0.0,1.604,0.0,4.5189,2.31,74,74,5306,6,3.55,61,33.8664,42.8923,25.0747,33.0,21.8,45.2,55.0,63.4,61.5833,47.0742,61.8808,108.2046,31128.9932,1.6,0.0,test
-11415,United States of America,NAM,cool_dry,-105.141122,40.592543,1571.0,38,unknown,unknown,0.0,16.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,67.0,0.0,6.2,9.5,0.0,0.0,0.0,0.17600000000000002,0.0,0.505455,2.44,2333,11754,37718,53,38.91,63,39.379,45.4464,33.3643,38.6,29.8,48.4,58.0,71.21600000000001,69.0071,50.3582,70.2862,242.5973,39556.0535,23.6,1.0,train
-11416,United States of America,NAM,cool_dry,-105.275029,40.642103000000006,2058.0,385,unknown,unknown,0.0,31.5,0.0,0.0,0.0,0.0,0.0,0.0,1.1,0.0,59.1,0.0,1.4,6.5,0.0,0.0,0.0,0.016,0.0,0.056398000000000004,1.91,25,25,37718,6,2.26,63,42.2119,45.3273,37.9712,41.3333,34.6667,48.3333,55.3333,66.7,64.3333,49.7397,63.4372,157.0117,33131.2901,6.6667,0.0,train
-11417,United States of America,NAM,cool_dry,-105.07892,40.57747,1524.0,31,unknown,unknown,0.0,10.7,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,69.9,0.0,8.9,9.5,0.0,0.0,0.0,0.271,0.0,4.38284,2.47,29792,37718,37718,63,61.88,63,27.7396,35.0408,20.497,27.6,13.8,40.6,50.8,63.6,61.1786,41.928000000000004,63.4678,168.4076,20943.0061,6.4,0.2,train
-11420,United States of America,NAM,cool_dry,-108.31383500000001,39.130575,1521.0,46,unknown,unknown,0.0,7.6,0.0,0.0,0.0,0.0,0.0,1.5,6.4,0.0,75.4,0.0,2.6,2.6,3.2,0.0,0.0,0.039,0.0,5.55255,0.89,118,882,13069,6,7.43,63,37.2881,43.6773,30.9328,36.8,27.8,47.0,54.8,62.472,61.025,46.9995,59.9356,89.5618,30496.5202,1.0,0.0,train
-11421,United States of America,NAM,cool_dry,-108.23,38.93,3040.0,439,unknown,unknown,0.0,7.3,0.0,0.0,0.0,0.0,0.0,2.6,4.9,0.0,74.9,0.0,3.8,0.0,5.2,0.0,0.0,0.0,0.0,0.416867,0.72,19,34,6375,0,0.0,54,50.1328,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,58.7474,-999.0,-999.0,-999.0,-999.0,train
-11422,United States of America,NAM,cool_dry,-107.71,39.34,2485.0,220,unknown,unknown,0.0,18.4,0.0,0.0,0.0,5.2,0.0,0.0,6.5,0.0,43.1,0.0,3.9,0.0,21.7,0.0,0.0,0.052000000000000005,0.0,1.10035,0.95,20,42,169,0,0.04,59,50.0886,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,61.9776,-999.0,-999.0,-999.0,-999.0,val
-11424,United States of America,NAM,warm_dry,-108.7411,39.1067,1740.0,345,unknown,unknown,0.0,1.4,0.0,0.0,0.0,0.0,0.0,2.2,2.2,0.0,81.1,0.0,5.8,5.6,1.6,0.0,0.0,1.0659999999999998,0.0,0.00865,1.0,477,2487,13069,6,10.51,63,46.5845,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,62.536,-999.0,-999.0,-999.0,-999.0,train
-11425,United States of America,NAM,cool_dry,-107.89110900000001,40.506946,1902.0,105,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,99.1,0.0,0.0,0.0,0.0,0.0,0.0,0.18100000000000002,0.0,0.01122,1.12,5,5,799,0,0.0,39,38.423,45.4243,33.6738,39.5,31.5,47.5,54.0,62.0,60.25,48.1161,56.1052,81.7971,31473.5778,0.5,0.0,train
-11426,United States of America,NAM,cool_dry,-108.59233400000001,37.350054,1890.0,60,unknown,unknown,0.0,2.5,0.0,0.0,0.0,0.0,0.0,9.9,3.7,0.0,75.6,0.0,7.1,0.0,0.0,0.0,0.0,0.392,0.0,0.32304099999999997,1.1,2608,2608,2608,53,25.22,58,34.1609,41.7344,26.526,34.2,22.8,45.2,53.0,60.896,59.325,46.1333,58.7456,91.8929,26192.5293,2.0,0.0,test
-11429,United States of America,NAM,cool_moist,-105.755,39.417,3098.0,167,unknown,unknown,0.0,45.5,0.0,0.0,0.0,0.0,0.0,0.0,1.4,0.0,52.3,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.187291,0.79,150,162,501,0,0.0,38,48.178000000000004,49.2608,46.6128,47.75,43.25,52.75,58.25,65.5,63.1429,52.181999999999995,62.235,128.3536,42411.5838,5.5,0.0,train
-11430,United States of America,NAM,boreal_moist,-106.821,39.154,3415.0,769,unknown,unknown,0.0,37.3,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,55.1,0.0,0.0,0.0,4.9,0.0,0.0,0.0,0.0,0.169247,0.31,186,1418,1418,5,7.95,51,50.4479,51.7567,-999.0,52.0,47.0,58.0,63.0,69.0,67.4375,54.9722,62.8176,-999.0,52971.2898,10.0,-999.0,val
-11431,United States of America,NAM,cool_moist,-106.836,39.196,2415.0,40,unknown,unknown,0.0,38.2,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,51.5,0.0,0.0,0.0,7.2,0.0,0.0,0.0,0.0,0.169247,0.31,1418,1418,1418,47,23.5,51,36.3522,41.0377,33.2847,38.0,29.5,45.5,51.5,58.5,56.6875,45.1867,53.0461,65.8049,22304.0801,0.5,0.0,val
-11433,United States of America,NAM,cool_dry,-107.8475,40.038889000000005,1994.0,52,unknown,unknown,0.0,8.0,0.0,0.0,0.0,1.3,0.0,0.0,2.0,0.0,62.3,0.0,4.5,0.0,21.7,0.0,0.0,0.46399999999999997,0.0,0.017936,0.84,12,12,141,5,5.8,42,40.3217,45.4015,35.3301,40.6,33.8,47.2,52.7,59.8,58.4714,48.0968,57.3463,71.9957,29478.6753,0.4,0.0,val
-11434,United States of America,NAM,cool_dry,-108.761389,40.086944,1655.0,32,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,98.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.243177,0.99,15,15,15,18,14.15,54,37.2814,44.5281,32.2434,38.0,29.25,47.25,55.0,64.5,61.5312,47.8128,57.8843,179.7948,32006.1859,5.25,0.5,train
-11436,United States of America,NAM,cool_dry,-108.285,38.132,2137.0,90,unknown,unknown,0.0,11.0,0.0,0.0,0.0,0.0,0.0,0.0,5.6,0.0,64.2,0.0,5.8,0.0,12.5,0.0,0.0,0.456,0.0,0.017677000000000002,0.83,11,13,108,9,3.07,10,42.4053,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,60.0514,-999.0,-999.0,-999.0,-999.0,train
-11439,United States of America,NAM,cool_dry,-104.73744,40.386368,1484.0,49,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,54.3,0.0,42.0,3.4,0.0,0.0,0.0,0.662,0.0,10.1637,2.68,21718,21718,21718,62,53.39,63,31.7799,40.3323,23.2368,31.8,17.8,44.8,56.6,68.836,66.0583,46.2198,68.63600000000001,188.4123,33216.4023,11.0,0.4,train
-11440,United States of America,NAM,cool_dry,-104.33,40.65,1483.0,14,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,97.3,0.0,2.7,0.0,0.0,0.0,0.0,0.84,0.0,0.47582399999999997,1.75,9,9,149,8,5.5,55,34.7948,41.1489,-999.0,33.5,21.0,43.5,52.0,60.76,60.875,47.2859,60.7493,82.6163,23926.1568,2.6667,0.0,train
-11441,United States of America,NAM,cool_dry,-104.036,40.813,1661.0,91,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,99.9,0.0,0.0,0.0,0.0,0.0,0.0,0.039,0.0,0.108401,1.48,9,9,31,0,6.3,32,42.8308,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,62.0056,-999.0,-999.0,-999.0,-999.0,train
-11442,United States of America,NAM,warm_moist,-73.585,41.003611,3.0,0,unknown,unknown,30.1,1.7,0.0,0.0,15.7,7.8,0.0,0.0,0.0,0.0,0.0,1.5,0.0,38.7,4.2,0.0,0.0,0.0,0.0,12.0323,6.85,0,11959,64231,20,30.17,63,35.7438,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,62.9816,-999.0,-999.0,-999.0,-999.0,train
-11444,United States of America,NAM,cool_moist,-73.443056,41.399167,116.0,23,unknown,unknown,0.0,1.2,0.0,0.0,72.4,11.1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,9.2,5.8,0.0,0.0,0.0,0.0,2.46788,4.49,26206,26206,26206,62,57.01,63,31.1656,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,58.2934,-999.0,-999.0,-999.0,-999.0,test
-11445,United States of America,NAM,warm_moist,-73.10305600000001,41.1525,3.0,0,unknown,unknown,60.0,0.0,0.0,0.0,10.0,5.3,0.0,0.0,0.0,0.0,0.0,1.4,0.0,20.1,2.2,0.0,0.0,0.0,0.0,0.880999,5.93,1074,13796,65280,21,23.24,63,37.8889,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,64.2592,-999.0,-999.0,-999.0,-999.0,train
-11446,United States of America,NAM,warm_moist,-73.336667,41.118333,4.0,2,unknown,unknown,41.8,0.0,0.0,0.0,30.0,6.0,0.0,0.0,0.0,0.0,0.0,1.4,0.0,18.3,1.3,0.0,0.0,0.0,0.0,11.6435,6.34,1112,6824,65280,37,39.36,63,32.0821,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,63.1502,-999.0,-999.0,-999.0,-999.0,train
-11447,United States of America,NAM,cool_moist,-72.63166700000001,41.784721999999995,15.0,10,unknown,unknown,0.0,0.0,0.0,0.0,38.4,17.5,0.0,0.0,0.0,0.0,0.0,0.0,1.5,28.6,13.2,0.0,0.0,0.0,0.0,19.6058,3.56,18961,18961,60388,62,61.54,63,29.9543,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,53.3149,-999.0,-999.0,-999.0,-999.0,train
-11448,United States of America,NAM,cool_moist,-73.297257,41.821342,505.0,174,unknown,unknown,0.0,0.0,0.0,0.0,76.4,10.8,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.2,11.3,0.0,0.0,0.0,0.0,0.524655,2.42,383,758,15017,8,10.52,59,36.3034,38.032,34.5908,35.4,29.0,42.6,50.2,61.6,59.925,41.85,54.1526,146.7662,15207.3989,4.4,0.6,val
-11450,United States of America,NAM,cool_moist,-72.63,41.552222,58.0,35,unknown,unknown,0.0,0.0,0.0,0.0,62.7,9.9,0.0,0.0,0.0,0.0,0.0,0.0,0.0,18.0,8.5,0.0,0.0,0.0,0.0,5.4696,4.11,1975,15308,60388,59,47.3,63,35.839,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,58.2392,-999.0,-999.0,-999.0,-999.0,train
-11451,United States of America,NAM,warm_moist,-72.90287099999999,41.3014,3.6,0,unknown,unknown,40.2,0.0,0.0,0.0,28.0,4.9,0.0,0.0,0.0,0.0,0.0,1.3,0.0,20.6,4.2,0.0,0.0,0.0,0.0,18.9855,4.84,36865,62438,62438,63,60.42,63,25.0888,31.3242,18.8881,25.0,12.8,35.6,44.8,61.44,58.3548,36.6884,57.9318,244.3796,12864.0907,9.8,2.4,train
-11453,United States of America,NAM,warm_moist,-72.55,41.260833,3.0,2,unknown,unknown,55.0,1.7,0.0,0.0,28.3,5.2,0.0,0.0,0.0,0.0,0.0,1.7,0.0,3.8,2.9,0.0,0.0,0.0,0.0,0.433095,4.67,4708,4708,11406,14,21.63,60,36.1847,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,61.1859,-999.0,-999.0,-999.0,-999.0,train
-11457,United States of America,NAM,cool_moist,-72.07882,41.35362,49.0,0,unknown,unknown,45.4,1.2,0.0,0.0,35.3,7.2,0.0,0.0,0.0,0.0,0.0,1.3,0.0,3.8,5.0,0.0,0.0,0.0,0.0,0.567731,4.01,13262,23122,23122,61,52.29,62,35.2959,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,55.9706,-999.0,-999.0,-999.0,-999.0,val
-11458,United States of America,NAM,cool_moist,-72.388056,41.976389000000005,265.0,141,unknown,unknown,0.0,0.0,0.0,0.0,48.8,24.5,0.0,0.0,0.0,0.0,0.0,0.0,1.0,14.6,10.6,0.0,0.0,0.0,0.0,7.17315,3.16,1128,2091,51598,15,18.2,63,37.334,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,55.0748,-999.0,-999.0,-999.0,-999.0,train
-11461,United States of America,NAM,warm_moist,-75.555185,38.984749,0.0,6,unknown,unknown,12.2,1.3,0.0,0.0,0.0,4.3,0.0,0.0,0.0,0.0,0.0,1.3,17.2,2.2,59.6,0.0,0.0,1.327,0.0,0.692122,3.2,667,1782,11609,15,18.97,63,30.9997,38.4813,23.5172,30.0,20.25,40.25,49.5,63.5,61.525,43.0173,59.2218,168.918,19620.1683,9.0,1.0,train
-11464,United States of America,NAM,warm_moist,-75.73083299999999,39.551111,20.0,14,unknown,unknown,11.3,3.5,0.0,0.0,5.9,6.2,0.0,0.0,0.0,0.0,0.0,2.5,11.7,9.6,47.2,0.0,0.0,2.137,0.0,0.662554,4.34,5756,6938,39152,28,36.11,63,26.5987,34.1404,19.117,26.4,15.2,36.6,46.8,61.6,58.85,39.5214,57.4128,187.7226,16269.2188,9.0,0.0,test
-11465,United States of America,NAM,warm_moist,-75.563889,39.817221999999994,0.0,25,unknown,unknown,4.0,0.0,0.0,0.0,5.8,4.2,0.0,0.0,0.0,0.0,0.0,0.0,7.9,32.0,43.2,0.0,0.0,0.001,0.0,11.5833,4.51,5723,24319,47840,61,55.5,63,31.6436,36.0177,23.5684,28.5,19.5,38.5,50.0,66.5,62.1339,41.2683,58.0703,211.1507,19916.4942,10.0,0.0,test
-11466,United States of America,NAM,warm_moist,-75.49638900000001,39.773889000000004,0.0,55,unknown,unknown,5.8,1.2,0.0,0.0,4.0,4.6,0.0,0.0,1.0,0.0,0.0,1.2,12.1,31.4,38.2,0.0,0.0,0.425,0.0,25.0692,4.86,10136,27663,47840,61,56.93,63,28.7936,34.6355,22.9909,27.8,18.4,37.8,49.0,65.0,62.275,40.316,59.1719,214.0211,18614.1052,10.6,0.8,test
-11467,United States of America,NAM,warm_moist,-75.55805600000001,39.739444,0.0,0,unknown,unknown,6.9,1.3,0.0,0.0,4.4,5.1,0.0,0.0,0.0,0.0,0.0,1.5,12.5,24.9,42.0,0.0,0.0,0.11699999999999999,0.0,20.0036,4.62,39152,39152,39152,63,62.54,63,25.4074,31.7698,19.0419,24.25,13.75,34.75,46.75,63.595,60.0446,37.5513,58.5165,185.2762,16034.6558,8.5,0.25,test
-11469,United States of America,NAM,warm_moist,-75.612688,38.644476,0.0,4,unknown,unknown,0.0,0.0,0.0,0.0,0.0,14.0,0.0,0.0,0.0,0.0,0.0,0.0,21.6,1.3,62.5,0.0,0.0,1.095,0.0,0.518262,2.87,1654,1654,2092,58,40.25,62,31.5492,37.4812,24.3893,30.25,21.0,39.75,49.75,63.5,62.0,43.2895,59.2159,170.0521,19071.2792,12.0,0.5,train
-11470,United States of America,NAM,warm_moist,-75.162673,38.779196,0.0,1,unknown,unknown,49.8,2.9,0.0,0.0,0.0,5.3,0.0,0.0,0.0,0.0,0.0,2.0,8.6,1.4,28.5,0.0,0.0,0.0,0.0,1.47153,3.11,1108,2452,2480,60,39.25,63,34.3193,38.6889,28.4528,33.0,24.75,41.5,50.5,63.25,60.9643,42.9133,58.9807,171.9433,19993.8081,9.5,0.25,train
-11473,United States of America,NAM,warm_moist,-76.958072,38.895571999999994,8.0,12,unknown,unknown,0.0,0.0,0.0,0.0,5.0,12.0,0.0,0.0,2.6,0.0,0.0,0.0,4.9,42.8,30.6,0.0,0.0,0.0,0.0,18.7159,5.15,55708,67002,112882,63,63.0,63,24.8522,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,52.448,-999.0,-999.0,-999.0,-999.0,val
-11474,United States of America,NAM,warm_moist,-77.013178,38.921847,50.0,33,unknown,unknown,0.0,0.0,0.0,0.0,4.3,13.3,0.0,0.0,3.8,0.0,0.0,0.0,4.1,50.7,22.0,0.0,0.0,0.0,0.0,52.0897,5.55,70762,112882,112882,63,63.0,63,28.5348,35.6627,21.5627,28.0,17.0,38.5,51.5,66.5,64.1875,41.6719,61.9569,180.1657,22788.4849,14.5,1.5,val
-11477,United States of America,NAM,tropical_moist,-82.296111,29.544721999999997,30.8,7,unknown,unknown,2.0,0.0,10.4,0.0,0.0,13.2,3.8,0.0,53.6,0.0,3.2,1.6,2.3,1.5,8.1,0.0,0.0,0.0,0.0,0.490775,2.05,193,565,29716,6,8.02,63,24.565,33.6168,15.5534,24.0,12.4,35.2,45.2,57.2,55.3179,38.2699,51.7258,82.1424,12553.5512,1.0,0.2,train
-11478,United States of America,NAM,tropical_moist,-82.44111099999999,30.201110999999997,46.7,3,unknown,unknown,0.0,0.0,35.9,0.0,0.0,13.5,0.0,0.0,41.9,0.0,0.0,0.0,0.0,0.0,4.6,0.0,0.0,0.02,0.001,2.4929900000000003,2.14,192,757,4319,5,4.41,63,24.754,33.4724,16.0737,24.2,13.6,35.0,44.6,55.8,53.625,38.3032,50.8173,65.5328,10807.4969,0.0,0.0,val
-11479,United States of America,NAM,tropical_moist,-85.73151700000001,30.130433,4.9,0,unknown,unknown,59.2,3.3,6.9,0.0,0.0,6.5,0.0,0.0,10.6,0.0,1.2,4.3,1.0,5.9,0.0,0.0,0.0,0.0,0.0,0.021181000000000002,1.54,4624,5469,16547,19,22.95,63,33.4672,36.8465,30.0919,32.2,24.6,41.2,50.2,61.2,58.925,40.6868,51.0067,106.8229,15455.2073,2.6,0.0,train
-11480,United States of America,NAM,tropical_moist,-80.62861099999999,28.053611,5.0,11,unknown,unknown,33.4,0.0,0.0,0.0,0.0,6.8,1.5,0.0,26.9,0.0,1.3,5.3,3.5,9.7,10.0,0.0,0.0,0.0,0.098,0.541075,1.57,13671,15909,22537,62,60.81,63,29.961,36.1942,23.7967,29.6,19.8,39.8,47.8,57.2,55.975,39.9551,51.028999999999996,67.0019,13564.9373,0.6,0.0,train
-11481,United States of America,NAM,tropical_moist,-80.61555600000001,28.310556,2.0,0,unknown,unknown,52.6,0.0,1.4,0.0,0.0,5.2,0.0,0.0,12.9,0.0,0.0,5.6,4.3,9.7,5.9,0.0,0.0,0.025,0.0,4.64653,1.62,5441,8440,22537,46,28.69,63,33.6995,37.0562,30.32,33.75,24.5,41.5,48.5,58.0,55.6,40.3605,51.1697,71.8399,13451.4956,0.25,0.0,train
-11485,United States of America,NAM,tropical_moist,-80.33845,26.073535999999997,2.0,0,unknown,unknown,1.2,0.0,0.0,0.0,0.0,1.7,1.2,0.0,3.3,0.0,5.2,26.8,4.0,49.9,5.4,0.0,0.0,0.0,1.446,1.77453,2.61,20029,25762,78353,63,63.0,63,23.1429,30.1789,16.1446,22.6,12.2,33.4,41.4,52.38399999999999,50.65,34.7787,46.7211,50.5854,6878.1525,0.0,0.0,train
-11486,United States of America,NAM,tropical_moist,-80.09647,26.292025,10.0,7,unknown,unknown,51.3,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.1,0.0,0.0,3.3,1.9,36.9,4.3,0.0,0.0,0.0,0.0,47.3531,2.21,39981,40659,65665,63,56.91,63,26.148000000000003,30.261999999999997,22.1551,26.0,17.0,36.0,43.4,52.6,50.4,34.0445,45.6333,60.7326,6403.8293,0.2,0.2,train
-11487,United States of America,NAM,tropical_moist,-80.111,26.087,3.0,2,unknown,unknown,57.8,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.5,36.0,2.7,0.0,0.0,0.0,0.0,59.6061,3.44,4701,16882,73942,61,52.34,63,27.1323,30.6602,23.5556,26.4,17.8,36.8,44.8,54.604,52.225,34.7572,47.0235,79.1691,7563.3225,0.8,0.2,train
-11488,United States of America,NAM,tropical_moist,-81.711,26.27,20.0,3,unknown,unknown,12.6,0.0,1.8,0.0,0.0,19.4,1.9,0.0,26.2,0.0,2.8,7.1,5.6,11.6,11.0,0.0,0.0,0.0,0.0,2.5617799999999997,1.46,4063,7179,18981,63,59.4,63,25.4215,32.6387,19.169,24.75,16.5,34.5,43.25,53.75,52.0625,36.0453,45.9176,47.0163,8419.2809,0.0,0.0,test
-11489,United States of America,NAM,tropical_moist,-82.619167,30.178055999999998,36.6,19,unknown,unknown,0.0,0.0,24.5,0.0,0.0,9.5,1.9,0.0,49.5,0.0,2.4,0.0,1.7,0.0,8.5,0.0,0.0,0.0,0.0,1.3864299999999998,1.76,2986,4319,4319,41,40.34,63,24.9199,33.3083,16.4979,24.2,13.2,35.4,45.0,56.0,54.35,38.5434,51.0219,73.9941,11442.3146,1.0,0.0,val
-11491,United States of America,NAM,tropical_moist,-81.587339,30.477725,12.0,14,unknown,unknown,17.2,1.8,11.8,0.0,0.0,9.7,0.0,0.0,26.0,0.0,0.0,13.4,2.3,14.4,1.5,0.0,0.0,0.022000000000000002,0.022000000000000002,52.4079,3.11,1070,3390,36350,57,48.98,63,24.4852,33.2839,15.5355,24.4,12.0,35.6,44.8,55.6,53.65,38.2734,49.996,79.485,11225.6998,0.8,0.0,train
-11492,United States of America,NAM,tropical_moist,-81.454,30.261,3.0,7,unknown,unknown,41.4,1.1,7.4,0.0,0.0,6.5,0.0,0.0,16.5,0.0,0.0,8.4,2.7,14.4,0.0,0.0,0.0,0.0,0.012,9.935039999999999,2.91,13798,18906,27190,61,52.37,63,27.5905,35.4566,19.709,27.8,16.4,38.6,47.0,57.4,55.425,39.8446,50.3857,99.9516,13608.9344,2.0,0.0,train
-11493,United States of America,NAM,tropical_moist,-81.8409,30.378217,30.5,17,unknown,unknown,2.1,0.0,18.8,0.0,0.0,15.5,0.0,0.0,42.8,0.0,0.0,1.9,1.9,13.5,1.8,0.0,0.0,0.048,0.105,3.26511,2.46,1574,9132,36350,50,32.05,63,25.2731,34.0409,16.4402,24.4,13.6,35.8,45.4,56.6,54.65,39.0046,52.7065,82.6748,12204.778999999999,1.2,0.0,train
-11495,United States of America,NAM,tropical_moist,-87.20355,30.525367,32.0,36,unknown,unknown,24.4,2.3,5.9,0.0,0.0,10.1,0.0,0.0,34.9,0.0,1.0,5.2,3.1,6.9,5.1,0.0,0.0,0.0,0.0,7.75888,2.2,14862,15838,23778,62,54.96,63,29.9569,36.6348,23.326999999999998,29.4,20.0,39.2,48.8,60.4,58.425,40.8083,52.6608,115.2693,16368.5102,2.8,0.0,train
-11496,United States of America,NAM,tropical_moist,-87.270967,30.36805,3.1,0,unknown,unknown,53.2,0.0,2.4,0.0,0.0,4.7,0.0,0.0,17.8,0.0,0.0,4.8,2.9,7.0,4.1,0.0,0.0,0.0,0.0,0.257635,1.99,4722,16350,23778,54,37.86,63,33.8134,38.513000000000005,29.1743,33.0,24.45,42.0,51.4,63.6,61.0107,42.48,54.1018,135.53,19603.5312,6.8,0.2,train
-11498,United States of America,NAM,tropical_moist,-81.276833,29.489083,7.3,4,unknown,unknown,20.9,0.0,17.0,0.0,0.0,16.3,0.0,0.0,34.2,0.0,0.0,4.3,1.9,1.4,2.8,0.0,0.0,0.0,0.0,0.766007,2.03,521,521,4609,47,32.08,62,25.4133,34.2786,16.378,24.6667,13.3333,36.3333,45.3333,56.0,54.4583,38.6869,49.3938,64.1247,11346.003999999999,0.6667,0.0,val
-11499,United States of America,NAM,tropical_moist,-81.340556,27.188889,60.0,38,unknown,unknown,3.2,0.0,0.0,0.0,0.0,11.8,6.2,0.0,32.1,0.0,8.5,2.3,8.7,1.7,24.4,0.0,0.0,0.0,0.0,0.22462800000000002,2.01,167,714,1471,7,6.78,60,28.4482,34.6527,22.3218,27.4,19.2,37.0,45.8,56.4,54.8417,37.8327,50.4676,64.4839,11877.9857,0.0,0.0,train
-11500,United States of America,NAM,tropical_moist,-82.46514599999999,27.740033,4.0,2,unknown,unknown,32.0,0.0,0.0,0.0,0.0,3.4,3.8,0.0,11.8,0.0,1.8,5.3,6.3,14.1,20.9,0.0,0.0,0.0,0.0,8.93549,2.49,2575,3352,42221,44,34.84,63,30.1903,37.4425,23.0423,29.2,19.2,39.8,50.0,62.251999999999995,60.125,41.8428,54.5439,142.4743,18473.2394,5.0,0.0,train
-11502,United States of America,NAM,tropical_moist,-82.454722,27.928055999999998,5.0,0,unknown,unknown,22.0,0.0,0.0,0.0,0.0,4.7,3.4,0.0,21.9,0.0,0.0,3.4,3.9,25.1,13.7,0.0,0.0,0.0,0.0,6.835539999999999,3.02,9088,37018,48479,63,58.1,63,26.4643,34.0959,18.8443,25.6,15.8,36.2,45.6,58.8,56.2679,38.8314,51.2778,121.9664,12882.4259,2.0,0.0,train
-11504,United States of America,NAM,tropical_moist,-82.538611,27.892221999999997,3.0,0,unknown,unknown,29.8,0.0,0.0,0.0,0.0,2.2,1.3,0.0,10.8,0.0,0.0,4.6,4.1,37.3,8.9,0.0,0.0,0.0,0.0,28.7403,2.69,32349,32349,48479,62,54.62,63,30.6795,37.0547,24.3366,29.6,20.6,39.8,49.6,61.6,59.175,41.5549,54.3517,137.7582,17518.7355,4.0,0.2,train
-11505,United States of America,NAM,tropical_moist,-82.2304,27.96565,20.0,8,unknown,unknown,1.4,0.0,2.0,0.0,0.0,7.5,8.6,0.0,36.9,0.0,1.5,0.0,4.6,12.9,23.7,0.0,0.0,0.0,0.0,11.7931,2.89,5098,15427,48479,58,53.84,63,28.5863,37.8415,19.2201,27.4,17.0,39.0,49.6,62.2,59.7917,42.5869,56.1107,151.6146,19393.4036,4.6,0.2,train
-11507,United States of America,NAM,tropical_moist,-85.603889,30.848611,26.2,4,unknown,unknown,0.0,1.4,1.4,0.0,0.0,10.3,0.0,0.0,58.1,0.0,1.4,0.0,2.1,0.0,24.8,0.0,0.0,0.648,0.0,1.32175,1.74,688,760,760,5,2.36,57,24.8182,34.5514,15.155,24.6,12.4,36.0,45.8,56.6,55.125,39.288000000000004,50.1751,59.9618,12374.3192,0.0,0.0,train
-11509,United States of America,NAM,tropical_moist,-81.723333,28.525,0.0,24,unknown,unknown,7.2,0.0,2.4,0.0,0.0,10.2,3.5,0.0,39.6,0.0,8.8,4.1,5.9,5.6,11.8,0.0,0.0,0.435,0.789,0.8123739999999999,2.31,3040,4847,33039,62,54.7,63,27.0677,35.0285,19.0933,26.2,16.4,36.6,45.8,58.236000000000004,56.3286,39.2816,52.9428,98.5516,13165.2309,1.6,0.0,train
-11511,United States of America,NAM,tropical_moist,-81.98,26.547860999999997,1.0,3,unknown,unknown,41.4,0.0,0.0,0.0,0.0,4.3,0.0,0.0,8.5,0.0,5.2,10.1,4.6,16.9,7.5,0.0,0.0,0.0,0.0,3.27189,1.67,15394,15394,23679,60,59.0,63,30.6548,35.4873,25.8929,29.4,21.8,38.4,47.0,57.4,55.35,38.8133,49.9306,72.8953,12641.2668,0.2,0.0,test
-11513,United States of America,NAM,tropical_moist,-81.939444,26.448889,2.0,0,unknown,unknown,47.2,0.0,0.0,0.0,0.0,4.7,0.0,0.0,7.3,0.0,1.8,9.2,5.1,17.5,6.4,0.0,0.0,0.0,0.0,0.05645700000000001,1.56,4089,4781,23679,53,34.38,63,29.5299,34.3599,24.75,28.4,20.8,37.4,45.76,56.2,54.3,37.5666,48.8516,58.2994,10664.4452,0.0,0.0,test
-11515,United States of America,NAM,tropical_moist,-84.346389,30.439721999999996,15.9,8,unknown,unknown,0.0,2.3,17.5,0.0,0.0,22.3,0.0,0.0,52.6,0.0,0.0,0.0,0.0,2.4,0.0,0.0,0.0,0.0,0.0,0.18896500000000002,1.72,8952,31793,31793,63,57.17,63,23.6821,33.0535,14.3964,23.2,9.6,35.6,45.4,56.8,54.925,38.6888,50.6978,78.5168,12133.6303,0.2,0.0,train
-11516,United States of America,NAM,tropical_moist,-84.199444,30.484444,27.4,16,unknown,unknown,0.0,0.0,8.1,0.0,0.0,20.3,0.0,0.0,64.8,0.0,0.0,0.0,0.0,2.4,2.1,0.0,0.0,0.0,0.0,2.91784,1.93,4311,9858,31793,53,49.86,63,22.4706,32.2986,12.7006,21.8,7.2,34.2,44.8,56.8,54.475,38.3649,50.8586,77.8681,11493.0943,0.0,0.0,train
-11519,United States of America,NAM,tropical_moist,-82.546111,27.632778000000002,0.0,3,unknown,unknown,36.2,0.0,0.0,0.0,0.0,3.5,3.6,0.0,10.4,0.0,1.9,5.8,6.8,14.3,16.9,0.0,0.0,0.0,0.0,2.66162,2.28,802,1098,42221,54,32.81,63,26.0313,32.7403,19.4756,25.0,15.6,35.4,44.6,56.6,53.7,36.7769,49.0194,93.2204,10539.0168,1.4,0.0,train
-11521,United States of America,NAM,tropical_moist,-82.618889,27.480556,8.0,11,unknown,unknown,57.4,0.0,0.0,0.0,0.0,1.8,1.7,0.0,5.6,0.0,0.0,5.2,5.1,13.0,9.1,0.0,0.0,0.0,0.17,0.062596,2.14,32133,32133,33169,62,59.41,63,28.7116,34.8642,22.7779,27.8,18.8,37.8,46.8,58.6,56.4,38.7944,50.4651,96.6526,13230.5699,2.0,0.0,train
-11522,United States of America,NAM,tropical_moist,-82.522222,27.449444,8.0,9,unknown,unknown,33.1,0.0,0.0,0.0,0.0,4.1,3.7,0.0,11.5,0.0,1.7,4.7,8.7,14.9,17.1,0.0,0.0,0.0,0.0,2.68435,2.18,8452,33169,33169,62,61.03,63,25.9524,33.251,18.8078,25.2,15.8,35.0,44.2,55.8,53.125,37.2501,48.3449,83.7929,10370.1057,0.8,0.0,train
-11523,United States of America,NAM,tropical_moist,-82.100833,29.170278000000003,10.0,5,unknown,unknown,0.0,0.0,14.0,0.0,0.0,9.4,8.8,0.0,31.9,0.0,12.7,0.0,6.4,1.6,13.3,0.0,0.0,0.0,0.0,4.3413699999999995,2.03,9819,15218,15218,62,60.05,63,26.0816,35.3363,17.5213,26.25,14.5,37.25,47.0,58.78,55.45,39.3667,52.3504,92.4947,14553.7604,1.0,0.0,train
-11524,United States of America,NAM,tropical_moist,-82.173333,29.1925,0.0,3,unknown,unknown,0.0,0.0,8.3,0.0,0.0,7.1,11.9,0.0,34.1,0.0,15.2,0.0,7.2,1.5,14.5,0.0,0.0,0.0,0.0,4.3413699999999995,2.03,12426,15218,15218,63,61.5,63,23.5311,32.3168,14.8885,23.2,11.4,34.0,43.6,55.2,52.825,37.1894,50.2521,63.4679,9931.2742,0.8,0.0,train
-11525,United States of America,NAM,tropical_moist,-80.240689,27.172458000000002,4.1,9,unknown,unknown,38.2,0.0,0.0,0.0,0.0,8.1,0.0,0.0,11.7,0.0,1.2,5.4,5.5,7.6,20.9,0.0,0.0,0.0,0.0,0.759366,1.44,14073,14073,14073,63,62.53,63,28.4848,35.9838,24.0235,30.0,20.0,40.0,47.5,57.5,53.3333,38.501,48.1746,67.4874,13029.02,0.3333,0.0,train
-11527,United States of America,NAM,tropical_moist,-80.161806,25.733378,2.0,0,unknown,unknown,59.6,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.2,2.0,1.5,31.4,2.0,0.0,0.0,0.0,0.0,8.71369,2.87,4427,35645,121767,59,49.57,63,31.7404,34.1268,29.3778,30.8,23.2,40.2,47.4,56.6,54.35,37.8135,48.9889,89.4486,10722.7495,1.2,0.0,train
-11528,United States of America,NAM,tropical_moist,-80.32681099999999,25.586384,4.0,8,unknown,unknown,38.9,1.0,0.0,0.0,0.0,2.3,0.0,0.0,2.9,0.0,3.6,5.8,6.7,23.2,14.0,0.0,0.0,0.0,0.0,13.6232,2.12,9091,22228,121767,61,49.31,63,28.043000000000003,32.7416,23.5156,27.4,18.6,37.8,46.2,56.2,53.825,36.3912,48.2189,85.9189,10010.7952,0.6,0.0,train
-11530,United States of America,NAM,tropical_moist,-86.666217,30.426533000000003,9.5,15,unknown,unknown,46.1,1.3,3.1,0.0,0.0,3.2,0.0,0.0,31.9,0.0,4.5,1.5,2.4,4.5,0.0,0.0,0.0,0.0,0.0,0.33527199999999996,1.85,22184,22184,22184,62,47.15,62,27.8814,34.7732,21.0401,27.4,17.6,37.6,47.0,58.6,57.1,39.1994,49.9631,92.7219,13120.4215,1.4,0.0,train
-11531,United States of America,NAM,tropical_moist,-81.381389,28.454166999999998,0.0,7,unknown,unknown,2.9,0.0,0.0,0.0,0.0,8.7,2.2,0.0,26.3,0.0,1.6,3.1,6.5,34.2,12.5,0.0,0.0,0.054000000000000006,0.184,25.063000000000002,3.34,6512,16442,46708,63,63.0,63,26.0029,34.7594,17.3759,25.2,14.2,36.4,46.4,60.0,57.4393,39.7382,53.0816,137.7225,14611.1926,4.2,0.0,train
-11532,United States of America,NAM,tropical_moist,-81.3625,28.596389000000002,27.0,5,unknown,unknown,3.2,0.0,3.4,0.0,0.0,7.3,1.7,0.0,26.1,0.0,1.5,2.2,5.2,39.4,9.2,0.0,0.0,0.004,0.084,25.7302,3.18,20913,34741,46708,63,63.0,63,27.6668,35.5153,19.8115,27.0,16.8,37.6,46.6,59.4,57.225,40.2962,53.1207,137.528,14779.0248,3.8,0.0,train
-11533,United States of America,NAM,tropical_moist,-81.636667,28.347222,0.0,2,unknown,unknown,0.0,0.0,2.8,0.0,0.0,11.2,3.1,0.0,41.4,0.0,6.7,2.1,8.0,10.5,12.2,0.0,0.0,0.142,0.867,0.6685180000000001,2.65,814,1392,29960,62,57.86,63,26.3345,35.2078,17.5492,25.6,15.0,36.4,45.8,58.8,56.325,39.7083,52.7448,96.5981,13744.2487,1.0,0.0,train
-11535,United States of America,NAM,tropical_moist,-80.233889,26.730833,2.0,2,unknown,unknown,6.6,0.0,0.0,0.0,0.0,5.5,0.0,0.0,5.2,0.0,0.0,24.5,16.4,25.4,15.0,0.0,0.0,0.0,0.11900000000000001,1.76338,2.05,9155,15395,47678,62,54.39,63,26.3163,33.631,18.9433,26.4,12.8,38.2,46.2,57.0,54.7167,37.5639,51.4387,65.4553,12177.8757,0.6,0.0,train
-11536,United States of America,NAM,tropical_moist,-80.060867,26.59123,5.0,11,unknown,unknown,55.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.3,0.0,0.0,5.1,2.6,27.5,7.1,0.0,0.0,0.0,0.0,16.7493,2.17,35242,35242,47678,63,57.5,63,29.378,32.9544,24.3012,29.0,15.25,40.5,47.5,57.25,54.5625,36.6453,50.6931,75.2294,11703.3942,1.0,0.0,train
-11538,United States of America,NAM,tropical_moist,-82.30583299999999,28.331944,33.0,5,unknown,unknown,0.0,0.0,4.2,0.0,0.0,16.2,9.7,0.0,41.9,0.0,4.0,0.0,5.3,1.6,16.8,0.0,0.0,0.0,0.0,3.35341,2.24,1061,1685,12144,28,26.59,63,25.9453,35.7827,16.3062,25.4,13.4,37.0,47.2,58.608000000000004,56.95,40.2607,53.5836,82.7324,14760.3139,0.8,0.0,train
-11539,United States of America,NAM,tropical_moist,-82.75805600000001,28.195,0.0,6,unknown,unknown,41.6,0.0,0.0,0.0,0.0,3.9,1.0,0.0,22.2,0.0,0.0,2.6,2.5,20.4,4.4,0.0,0.0,0.114,0.16,0.457453,1.99,20242,22887,36625,62,56.86,63,29.1174,36.0919,22.2797,28.6,18.8,39.0,48.0,58.4,56.325,40.1303,52.0717,93.1056,14169.7126,0.6,0.0,train
-11540,United States of America,NAM,tropical_moist,-82.731944,27.946389,12.0,11,unknown,unknown,46.1,0.0,0.0,0.0,0.0,1.6,0.0,0.0,5.3,0.0,0.0,4.0,2.9,35.8,2.0,0.0,0.0,0.0,0.0,12.3335,2.41,24652,38574,42221,62,61.44,63,27.8553,34.8018,20.9752,27.2,17.6,37.6,46.6,58.2,56.175,39.2657,52.0376,95.2943,13177.8022,1.6,0.0,train
-11541,United States of America,NAM,tropical_moist,-82.739875,27.785866,5.0,10,unknown,unknown,68.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,3.7,1.6,23.1,0.0,0.0,0.0,0.0,0.11199999999999999,0.204671,2.22,35432,38440,42221,63,61.93,63,29.1862,35.066,23.3419,28.2,19.8,37.6,47.0,58.2,55.875,39.3336,51.3129,91.9647,13005.8139,1.2,0.0,train
-11542,United States of America,NAM,tropical_moist,-82.70083299999999,28.09,2.0,6,unknown,unknown,30.1,0.0,0.0,0.0,0.0,3.7,0.0,0.0,20.8,0.0,0.0,3.1,3.2,33.5,3.5,0.0,0.0,0.016,0.75,7.047039999999999,2.23,8941,17514,48479,62,60.74,63,25.0585,33.7478,16.5329,24.6,13.0,35.8,45.2,56.6,54.45,38.1162,51.0973,80.9063,11398.8589,0.2,0.0,train
-11543,United States of America,NAM,tropical_moist,-82.00027800000001,27.939444,0.0,12,unknown,unknown,0.0,0.0,0.0,0.0,0.0,6.7,9.1,0.0,36.4,0.0,4.6,2.3,6.7,8.9,23.9,0.0,0.0,0.0,0.0,1.06342,2.46,8103,8396,23381,62,58.18,63,24.8957,34.3651,15.5152,23.8,12.4,35.6,46.2,59.0,56.825,39.5859,53.2645,96.4794,13942.065,2.0,0.0,train
-11544,United States of America,NAM,tropical_moist,-81.972222,28.028889000000003,0.0,24,unknown,unknown,0.0,0.0,0.0,0.0,0.0,7.6,9.0,0.0,36.3,0.0,3.1,1.6,5.8,10.5,24.4,0.0,0.0,0.0,0.125,4.20292,2.54,17709,23381,23381,63,62.56,63,26.6953,35.0347,18.4489,25.8,15.6,36.6,46.6,59.792,57.55,39.9077,53.6528,102.5724,14908.5726,2.6,0.4,train
-11546,United States of America,NAM,tropical_moist,-80.311033,27.389079,4.65,10,unknown,unknown,48.2,0.0,0.0,0.0,0.0,3.0,0.0,0.0,4.3,0.0,0.0,4.3,6.0,8.4,24.2,0.0,0.0,0.0,0.0,3.2974300000000003,1.47,7762,9634,21293,49,41.93,63,28.5855,35.8373,23.7246,30.0,19.0,40.0,48.0,57.0,53.7917,38.4713,48.4643,74.1357,12785.0908,0.6667,0.0,train
-11549,United States of America,NAM,tropical_moist,-87.008033,30.394133,3.5,11,unknown,unknown,65.1,0.0,2.7,0.0,0.0,4.2,0.0,0.0,16.2,0.0,1.1,3.1,1.8,3.2,0.0,0.0,0.0,0.0,0.0,0.22604899999999997,1.99,5081,5081,23778,37,24.82,63,33.571999999999996,37.8456,29.3325,32.6,24.2,41.6,50.8,63.0,60.55,41.7089,52.96,126.1053,17852.2149,4.8,0.2,train
-11551,United States of America,NAM,tropical_moist,-82.57055600000001,27.306944,3.0,0,unknown,unknown,56.7,0.0,0.0,0.0,0.0,2.6,2.0,0.0,8.1,0.0,0.0,2.5,5.0,14.6,7.8,0.0,0.0,0.0,0.0,0.499933,2.09,5259,29023,33169,62,50.9,63,31.1962,36.9736,27.1251,31.25,22.5,40.25,49.25,61.345,59.5938,40.8992,49.68600000000001,127.2209,16647.455,3.75,0.0,train
-11552,United States of America,NAM,tropical_moist,-82.48,27.350278000000003,11.0,2,unknown,unknown,28.5,0.0,0.0,0.0,0.0,6.5,3.7,0.0,17.3,0.0,1.1,2.9,9.1,15.3,15.1,0.0,0.0,0.0,0.0,9.72198,2.04,18443,26539,33169,63,61.74,63,25.1506,34.7114,16.8551,25.0,13.5,36.75,47.175,59.25,57.3125,39.539,51.3992,109.37799999999999,14444.1247,2.25,0.0,train
-11553,United States of America,NAM,tropical_moist,-82.362583,27.089194,3.0,2,unknown,unknown,34.9,0.0,0.0,0.0,0.0,11.0,2.6,0.0,26.2,0.0,0.0,3.2,4.3,8.2,8.9,0.0,0.0,0.0,0.006999999999999999,0.156371,1.53,3851,5384,23112,59,44.02,63,28.4317,35.765,20.4817,27.25,17.5,37.5,46.75,59.0,57.0089,39.6873,51.1307,96.5471,14207.2236,1.5,0.0,train
-11554,United States of America,NAM,tropical_moist,-81.310556,28.746111,18.0,12,unknown,unknown,3.2,0.0,8.2,0.0,0.0,12.2,2.1,0.0,34.1,0.0,0.0,2.7,2.5,25.9,8.2,0.0,0.0,0.226,0.18600000000000003,26.1651,2.51,13934,23045,46708,61,60.24,63,28.0202,36.4009,19.7309,27.4,17.2,38.2,47.4,59.2,56.65,40.7321,52.8734,100.0278,15177.1558,2.2,0.4,train
-11555,United States of America,NAM,tropical_moist,-80.993889,29.108889,0.0,7,unknown,unknown,43.3,0.0,13.2,0.0,0.0,8.2,0.0,0.0,16.0,0.0,0.0,5.8,2.7,7.1,3.1,0.0,0.0,0.016,0.0,2.67243,1.7,13442,13442,25950,57,48.47,63,26.1173,33.2013,19.0826,26.2,15.4,36.6,44.4,54.0,51.925,37.4272,47.7489,50.3266,8996.588,0.0,0.0,val
-11556,United States of America,NAM,tropical_moist,-81.0525,29.206667,0.0,12,unknown,unknown,38.7,0.0,12.5,0.0,0.0,10.3,0.0,0.0,20.4,0.0,0.0,4.9,2.5,7.1,3.0,0.0,0.0,0.049,0.0,1.98312,1.78,7836,25950,25950,63,62.74,63,28.934,35.6626,22.2795,29.0,18.8,39.4,47.2,57.4,55.175,39.8919,50.702,71.7366,13013.0306,0.8,0.0,val
-11557,United States of America,NAM,tropical_moist,-84.161111,30.0925,2.1,2,unknown,unknown,47.5,0.0,18.2,0.0,0.0,12.5,0.0,0.0,12.0,0.0,0.0,8.2,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.035751,1.44,459,485,674,0,0.0,46,30.24,35.6601,24.816999999999997,29.4,21.4,38.4,46.6,57.2,55.3,39.1561,49.4188,69.8518,12379.8646,0.4,0.0,train
-11558,United States of America,NAM,warm_moist,-83.543521,32.805408,54.0,19,unknown,unknown,0.0,0.0,0.0,0.0,0.0,40.2,0.0,0.0,47.7,0.0,1.3,0.0,2.9,5.7,1.4,0.0,0.0,0.191,0.0,20.4185,2.62,2518,2518,18870,28,25.67,63,27.3728,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,55.6783,-999.0,-999.0,-999.0,-999.0,test
-11560,United States of America,NAM,tropical_moist,-81.048769,32.06923,2.0,8,unknown,unknown,20.5,4.6,0.0,0.0,0.0,17.1,0.0,0.0,19.8,0.0,0.0,25.6,2.3,7.6,0.0,0.0,0.0,0.006,0.032,10.1281,2.75,3728,21551,38914,61,52.95,63,28.9344,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,49.6558,-999.0,-999.0,-999.0,-999.0,test
-11561,United States of America,NAM,warm_moist,-85.40800300000001,34.474292999999996,276.0,6,unknown,unknown,0.0,0.0,0.0,0.0,24.1,29.5,0.0,0.0,26.7,0.0,0.0,0.0,0.0,0.0,19.1,0.0,0.0,0.11,0.0,0.24368,2.53,1507,2212,2395,7,11.77,56,23.5268,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,52.8395,-999.0,-999.0,-999.0,-999.0,train
-11563,United States of America,NAM,warm_moist,-83.344495,33.918067,215.0,33,unknown,unknown,0.0,0.0,0.0,0.0,0.0,24.6,0.0,0.0,63.6,0.0,0.0,0.0,0.0,1.8,8.0,0.0,0.0,0.064,0.0,3.6973599999999998,2.82,4337,14465,25848,55,43.84,63,30.4431,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,55.1247,-999.0,-999.0,-999.0,-999.0,train
-11564,United States of America,NAM,warm_moist,-84.607407,34.015482,317.0,10,unknown,unknown,0.0,2.6,0.0,0.0,0.0,17.2,0.0,0.0,44.7,0.0,0.0,0.0,2.5,30.1,1.5,0.0,0.0,0.087,0.064,10.3355,3.48,12464,15591,27634,63,62.63,63,29.3365,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,56.6336,-999.0,-999.0,-999.0,-999.0,test
-11565,United States of America,NAM,warm_moist,-82.131189,33.582144,74.0,0,unknown,unknown,2.9,1.7,0.0,0.0,0.0,40.6,0.0,0.0,40.4,0.0,1.2,2.2,1.7,8.7,0.0,0.0,0.0,0.12,0.0,3.02545,2.46,7969,15759,19980,56,43.98,63,28.1439,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,54.9543,-999.0,-999.0,-999.0,-999.0,val
-11566,United States of America,NAM,warm_moist,-84.745988,33.40404,900.0,28,unknown,unknown,0.0,0.0,0.0,0.0,0.0,36.8,0.0,0.0,57.2,0.0,0.0,0.0,1.3,2.1,1.2,0.0,0.0,1.242,0.0,3.4519300000000004,3.36,2737,3275,6632,61,56.5,63,26.6137,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,50.2407,-999.0,-999.0,-999.0,-999.0,test
-11567,United States of America,NAM,warm_moist,-84.059766,34.376317,372.0,8,unknown,unknown,2.1,5.4,0.0,0.0,9.7,27.9,0.0,0.0,40.2,0.0,0.0,0.0,1.6,1.7,10.3,0.0,0.0,0.0,0.0,8.25966,2.39,927,1713,11428,45,29.77,63,29.6169,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,52.6852,-999.0,-999.0,-999.0,-999.0,test
-11568,United States of America,NAM,warm_moist,-84.29048,33.68797,308.0,4,unknown,unknown,0.0,0.0,0.0,0.0,0.0,6.7,0.0,0.0,45.2,0.0,0.0,0.0,2.2,45.1,0.0,0.0,0.0,0.5710000000000001,0.011000000000000001,19.6963,4.91,13745,30077,49211,63,62.61,63,21.8045,32.9132,10.5041,19.6,2.0,34.0,48.0,64.0,60.9,39.5429,57.1644,198.9616,18325.1186,10.2,0.8,test
-11571,United States of America,NAM,warm_moist,-84.77919200000001,33.743656,1145.0,46,unknown,unknown,0.0,0.0,0.0,0.0,1.8,22.4,0.0,0.0,64.8,0.0,0.0,0.0,2.4,6.3,2.0,0.0,0.0,0.0,0.0,1.25263,3.57,6990,8675,17908,62,53.61,63,33.787,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,56.746,-999.0,-999.0,-999.0,-999.0,test
-11575,United States of America,NAM,warm_moist,-84.357056,33.720192,292.0,35,unknown,unknown,0.0,0.0,0.0,0.0,0.0,5.6,0.0,0.0,36.3,0.0,0.0,0.0,2.6,54.7,0.0,0.0,0.0,0.603,0.009000000000000001,55.6406,4.98,29025,40630,49211,63,63.0,63,29.7257,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,60.9267,-999.0,-999.0,-999.0,-999.0,test
-11576,United States of America,NAM,tropical_moist,-81.49588100000001,31.169735,5.0,2,unknown,unknown,27.2,2.6,11.5,0.0,0.0,10.8,0.0,0.0,14.6,0.0,0.0,28.9,0.0,2.5,0.0,0.0,0.0,0.0,0.0,0.354973,2.01,4802,10120,10120,62,48.84,62,29.1272,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,49.00899999999999,-999.0,-999.0,-999.0,-999.0,val
-11577,United States of America,NAM,warm_moist,-84.06900999999999,33.96127,290.0,20,unknown,unknown,0.0,1.2,0.0,0.0,0.0,4.6,0.0,0.0,51.8,0.0,0.0,0.0,5.2,34.2,0.0,0.0,0.0,0.446,0.0,22.3983,4.34,18137,24874,39099,62,61.79,63,28.3495,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,57.7721,-999.0,-999.0,-999.0,-999.0,test
-11578,United States of America,NAM,warm_moist,-84.16170799999999,33.433575,900.0,18,unknown,unknown,0.0,0.0,0.0,0.0,0.0,18.3,0.0,0.0,70.5,0.0,1.1,0.0,2.5,5.7,1.1,0.0,0.0,0.743,0.0,2.82261,3.92,5904,5904,21662,63,60.83,63,28.6277,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,56.4572,-999.0,-999.0,-999.0,-999.0,test
-11580,United States of America,NAM,warm_moist,-84.62642199999999,34.785197,794.0,337,unknown,unknown,0.0,0.0,0.0,0.0,6.2,66.2,0.0,0.0,17.0,0.0,0.0,0.0,0.0,0.0,8.9,0.0,0.0,0.165,0.0,1.6362,2.27,540,753,2767,0,1.44,59,39.8705,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,55.004,-999.0,-999.0,-999.0,-999.0,test
-11581,United States of America,NAM,warm_moist,-84.944795,32.521302,101.0,30,unknown,unknown,0.0,0.0,0.0,0.0,0.0,28.7,0.0,0.0,60.5,0.0,1.3,0.0,1.9,6.8,0.0,0.0,0.0,0.078,0.09699999999999999,11.9704,2.28,17090,21857,24990,63,62.15,63,30.0879,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,52.4682,-999.0,-999.0,-999.0,-999.0,train
-11584,United States of America,NAM,warm_moist,-85.04534,33.9285,417.0,127,unknown,unknown,0.0,0.0,0.0,0.0,3.0,30.3,0.0,0.0,56.7,0.0,0.0,0.0,2.2,0.0,7.0,0.0,0.0,0.031,0.006,0.64767,2.72,681,1386,5218,11,11.6,62,34.2924,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,54.6138,-999.0,-999.0,-999.0,-999.0,test
-11586,United States of America,NAM,warm_moist,-82.022217,33.433349,46.0,12,unknown,unknown,0.0,0.0,0.0,0.0,0.0,25.1,0.0,0.0,58.0,0.0,1.7,0.0,3.3,9.0,1.5,0.0,0.0,0.013000000000000001,0.0,2.39814,2.64,18881,19980,19980,63,61.16,63,27.8779,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,55.6039,-999.0,-999.0,-999.0,-999.0,val
-11587,United States of America,NAM,warm_moist,-84.065294,33.591077,219.0,3,unknown,unknown,0.0,0.0,0.0,0.0,0.0,13.8,0.0,0.0,69.9,0.0,1.0,0.0,2.5,11.4,0.0,0.0,0.0,0.33299999999999996,0.0,16.1098,4.02,3761,5775,30077,29,41.57,63,27.8542,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,59.4167,-999.0,-999.0,-999.0,-999.0,test
-11588,United States of America,NAM,tropical_moist,-84.081059,31.954297999999998,10.0,18,unknown,unknown,0.0,1.0,0.0,0.0,0.0,10.4,0.0,0.0,29.2,0.0,1.0,0.0,18.3,0.0,38.5,0.0,0.0,1.6680000000000001,0.0,0.227848,2.08,204,339,4067,11,5.01,61,29.916999999999998,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,52.8762,-999.0,-999.0,-999.0,-999.0,test
-11591,United States of America,NAM,tropical_dry,-158.08861299999998,21.323745000000002,17.9,12,unknown,unknown,58.3,0.0,16.7,0.0,0.0,0.0,0.0,1.8,1.2,0.0,0.0,0.0,2.4,13.5,3.9,0.0,0.0,0.0,0.0,0.014019,1.17,3285,20283,106474,61,49.51,63,25.0923,28.5011,23.2537,-999.0,-999.0,-999.0,-999.0,-999.0,42.3125,31.9406,39.2981,19.5574,1725.4031,0.0,0.0,val
-11592,United States of America,NAM,tropical_moist,-157.871171,21.303382,5.3,2,unknown,unknown,66.0,0.0,15.6,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.6,1.3,13.1,1.3,0.0,0.0,0.0,0.0,0.06413200000000001,0.77,106474,106474,106474,63,48.56,63,20.6155,22.0727,19.1442,19.8,13.2,27.6,34.2,42.4,39.35,25.9983,36.1874,21.3618,624.3773,0.0,0.4,val
-11594,United States of America,NAM,warm_dry,-116.347853,43.600699,826.0,18,unknown,unknown,0.0,1.1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,61.3,0.0,21.5,14.3,0.0,0.0,0.0,2.18,0.0,4.43906,1.48,8528,19684,27999,63,62.02,63,26.6549,34.3567,17.1207,25.375,11.5,37.25,47.5,58.0,55.7188,39.0578,56.2663,116.4712,15360.7401,1.25,0.25,test
-11595,United States of America,NAM,warm_dry,-116.178156,43.577603,823.0,13,unknown,unknown,0.0,5.0,0.0,0.0,0.0,1.1,0.0,0.0,0.0,0.0,72.4,0.0,8.6,11.4,0.0,0.0,0.0,0.16699999999999998,0.0,0.245642,1.41,8830,12032,27999,62,58.17,63,34.1369,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,58.9204,-999.0,-999.0,-999.0,-999.0,test
-11596,United States of America,NAM,warm_dry,-116.233919,43.634584999999994,771.14,12,unknown,unknown,0.0,5.6,0.0,0.0,0.0,1.5,0.0,0.0,0.0,0.0,67.7,0.0,11.7,12.1,0.0,0.0,0.0,0.17,0.0,9.21945,1.44,20690,27999,27999,63,60.68,63,30.1045,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,54.3721,-999.0,-999.0,-999.0,-999.0,test
-11599,United States of America,NAM,cool_dry,-113.56222199999999,43.460556,1815.0,120,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,84.6,0.0,1.2,0.0,0.0,0.0,12.3,0.0,0.0,0.39789,0.73,9,9,18,0,0.0,5,40.6174,43.1958,37.9911,40.6,34.6,46.6,52.0,58.4,57.5,45.6942,55.6065,66.3471,23872.9849,0.2,0.0,train
-11601,United States of America,NAM,cool_dry,-113.72916699999999,42.028889,1914.0,153,unknown,unknown,0.0,2.1,0.0,0.0,0.0,0.0,0.0,0.0,2.1,0.0,94.4,0.0,1.2,0.0,0.0,0.0,0.0,0.057999999999999996,0.0,0.00457,0.75,14,19,19,0,0.0,4,43.8255,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,54.1453,-999.0,-999.0,-999.0,-999.0,train
-11603,United States of America,NAM,cool_moist,-116.80453899999999,47.788908,712.13,18,unknown,unknown,2.7,59.1,0.0,0.0,0.0,23.7,0.0,0.0,0.0,0.0,3.8,0.0,4.6,4.0,1.5,0.0,0.0,0.359,0.0,0.893832,1.14,7230,8095,15422,56,42.01,63,31.2931,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,47.1838,-999.0,-999.0,-999.0,-999.0,val
-11606,United States of America,NAM,warm_moist,-91.335868,39.915409000000004,201.0,36,unknown,unknown,0.0,2.3,0.0,0.0,0.0,1.2,0.0,0.0,0.0,0.0,0.0,0.0,64.6,2.2,28.5,0.0,0.0,1.0490000000000002,0.0,6.612139999999999,1.87,511,3763,21576,47,39.79,63,32.1127,36.5566,27.8794,31.75,23.25,40.25,48.5,59.25,56.933,40.1577,52.2671,102.7903,15055.7105,2.25,0.0,train
-11608,United States of America,NAM,warm_moist,-88.188519,40.244913000000004,5.0,6,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,94.6,3.1,2.3,0.0,0.0,0.114,0.0,22.4351,2.31,290,538,38062,18,12.36,63,26.8337,33.0144,19.5201,24.6667,16.0,35.0,46.0,59.6667,57.6012,37.3107,55.0167,99.6222,14053.212,2.3333,0.0,train
-11610,United States of America,NAM,warm_moist,-87.668297,39.210857,114.8,12,unknown,unknown,0.0,0.0,0.0,0.0,1.1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,70.8,0.0,27.3,0.0,0.0,0.5720000000000001,0.0,0.09458,2.56,120,128,2755,7,3.32,61,29.4479,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,53.92100000000001,-999.0,-999.0,-999.0,-999.0,test
-11611,United States of America,NAM,cool_moist,-87.732457,41.670992,188.0,7,unknown,unknown,8.1,0.0,0.0,0.0,1.1,1.7,0.0,0.0,0.0,0.0,0.0,0.0,6.8,68.3,11.4,0.0,0.0,0.0,0.0,19.0069,6.16,18967,34691,116791,63,62.93,63,27.4065,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,56.1282,-999.0,-999.0,-999.0,-999.0,train
-11612,United States of America,NAM,warm_moist,-87.54535,41.755832,178.0,16,unknown,unknown,42.4,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.4,52.0,1.7,0.0,0.0,0.0,0.0,51.114,7.64,9196,60797,116791,62,55.71,63,33.275999999999996,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,58.9641,-999.0,-999.0,-999.0,-999.0,train
-11618,United States of America,NAM,warm_moist,-87.601646,41.790787,180.0,17,unknown,unknown,42.2,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,54.7,0.0,0.0,0.0,0.0,0.0,35.8023,7.55,84628,87828,146270,63,61.71,63,24.5926,29.2271,20.0194,24.0,12.5,34.75,44.75,60.5,58.0208,34.2883,54.4948,164.9099,12021.458999999999,7.5,0.5,train
-11619,United States of America,NAM,warm_moist,-87.607683,41.895812,181.0,6,unknown,unknown,55.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,43.8,0.0,0.0,0.0,0.0,0.0,45.2178,7.92,32209,98463,146270,63,57.66,63,34.2491,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,60.3667,-999.0,-999.0,-999.0,-999.0,train
-11621,United States of America,NAM,warm_moist,-87.713488,41.7514,186.0,5,unknown,unknown,12.8,0.0,0.0,0.0,0.0,1.6,0.0,0.0,0.0,0.0,0.0,0.0,3.9,71.5,6.8,0.0,0.0,0.0,0.0,24.7026,7.35,48213,99142,146270,63,63.0,63,24.208000000000002,30.471,18.070999999999998,23.0,11.6,34.4,45.6,61.2,59.1583,35.4734,55.2771,137.1457,13594.6456,5.2,0.4,train
-11623,United States of America,NAM,cool_moist,-87.792002,41.984332,191.0,11,unknown,unknown,26.9,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,69.4,1.6,0.0,0.0,0.0,0.0,50.1267,7.54,67569,116107,146270,63,63.0,63,28.0439,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,53.0112,-999.0,-999.0,-999.0,-999.0,train
-11624,United States of America,NAM,cool_moist,-87.99056999999999,41.66812,226.0,45,unknown,unknown,0.0,0.0,0.0,0.0,0.0,1.6,0.0,0.0,0.0,0.0,1.5,0.0,15.9,59.0,19.8,0.0,0.0,0.209,0.0,34.8002,5.67,5620,8104,61487,62,61.3,63,26.7625,32.8479,20.7272,25.0,15.7,36.2,47.8,62.8,60.55,37.7028,56.7592,147.4615,16158.2204,8.2,0.0,train
-11625,United States of America,NAM,cool_moist,-87.876265,41.965193,195.0,3,unknown,unknown,9.4,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.1,83.5,3.9,0.0,0.0,0.0,0.0,89.0479,7.4,31397,71581,146270,63,63.0,63,20.7564,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,46.7819,-999.0,-999.0,-999.0,-999.0,train
-11626,United States of America,NAM,cool_moist,-87.75247,41.855243,184.0,4,unknown,unknown,22.1,0.0,0.0,0.0,0.0,1.5,0.0,0.0,0.0,0.0,0.0,0.0,0.0,71.3,2.1,0.0,0.0,0.0,0.0,52.3961,7.84,116791,116791,146270,63,63.0,63,25.524,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,55.0,34.4653,53.78,-999.0,-999.0,1.0,-999.0,train
-11629,United States of America,NAM,cool_moist,-87.863225,42.060285,192.0,3,unknown,unknown,14.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.2,75.8,6.4,0.0,0.0,0.0,0.0,59.0615,6.66,40672,40672,146270,63,63.0,63,24.5834,29.0473,18.3094,23.0,12.25,32.75,43.0,57.75,55.0938,33.9645,51.6205,115.5809,9837.3781,3.0,0.0,train
-11630,United States of America,NAM,cool_moist,-87.799227,42.139996000000004,198.0,33,unknown,unknown,41.7,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,49.5,5.5,0.0,0.0,0.12300000000000001,0.001,39.2369,5.98,11892,13352,146270,62,61.7,63,27.3668,33.318000000000005,21.438000000000002,27.0,16.0,37.2,47.6,64.2,60.975,38.1428,56.8695,192.5892,15862.2356,9.8,1.0,train
-11631,United States of America,NAM,cool_moist,-87.67416700000001,42.061857,183.0,11,unknown,unknown,56.6,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,40.4,1.3,0.0,0.0,0.0,0.0,75.7219,6.99,708,40420,146270,61,52.22,63,28.8332,32.0022,23.9615,27.5,17.25,37.5,47.0,63.575,60.4464,37.5338,56.2549,199.9089,13944.0065,8.75,2.0,train
-11633,United States of America,NAM,cool_moist,-88.072827,41.813049,206.0,7,unknown,unknown,0.0,0.0,0.0,0.0,0.0,1.3,0.0,0.0,0.0,0.0,1.6,0.0,9.0,68.0,17.9,0.0,0.0,0.114,0.0,22.2727,6.29,12092,22615,97699,63,62.91,63,24.2038,30.4462,16.8187,23.0,12.0,33.25,43.75,57.5,55.4375,35.4895,52.5824,111.2355,11238.0652,3.75,0.0,train
-11635,United States of America,NAM,warm_moist,-88.548934,39.067159000000004,177.0,12,unknown,unknown,0.0,0.0,0.0,0.0,1.5,0.0,0.0,0.0,0.0,0.0,0.0,0.0,80.8,0.0,16.9,0.0,0.0,1.1740000000000002,0.0,1.5545200000000001,2.36,242,2276,4264,19,21.79,62,32.5991,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,55.7835,-999.0,-999.0,-999.0,-999.0,train
-11637,United States of America,NAM,warm_moist,-88.624943,38.082155,149.0,12,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,75.1,0.0,23.8,0.0,0.0,1.266,0.0,0.5142720000000001,2.44,106,294,1875,6,4.6,46,34.2099,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,58.2589,-999.0,-999.0,-999.0,-999.0,val
-11638,United States of America,NAM,warm_moist,-90.32408000000001,39.110539,193.0,27,unknown,unknown,0.0,2.6,0.0,0.0,5.6,1.4,0.0,0.0,0.0,0.0,0.0,1.1,50.7,1.1,35.5,0.0,0.0,0.9940000000000001,0.0,0.099699,2.68,378,396,4697,52,27.03,63,34.2286,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,57.8664,-999.0,-999.0,-999.0,-999.0,train
-11640,United States of America,NAM,cool_moist,-88.27302900000001,42.049147999999995,229.0,23,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.6,0.0,25.8,37.4,33.3,0.0,0.0,0.095,0.0,8.59682,4.45,28319,28319,40359,62,62.02,63,25.5251,32.0237,19.0392,24.8,15.0,35.0,45.0,59.8,57.775,36.8559,54.5922,127.66799999999999,12932.743,4.2,0.2,train
-11644,United States of America,NAM,cool_moist,-87.810047,42.467573,178.0,24,unknown,unknown,58.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,7.8,12.9,19.8,0.0,0.0,0.0,0.0,17.1045,4.28,5878,10200,45229,49,39.36,63,30.6994,35.9262,25.4559,30.0,20.4,40.0,49.6,66.4,64.2,40.7648,58.0463,236.0204,18412.1023,13.0,1.2,train
-11649,United States of America,NAM,cool_moist,-88.242207,42.221441999999996,235.0,29,unknown,unknown,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,1.6,0.0,17.5,30.2,46.1,0.0,0.0,0.07,0.0,9.75056,3.78,8520,8520,40359,60,57.21,63,27.7335,33.1623,22.3298,27.2,18.2,36.2,46.0,59.092,57.5107,37.4689,54.0841,116.7822,12922.0662,4.0,0.2,train
-11650,United States of America,NAM,warm_moist,-88.99689599999999,40.518735,236.0,17,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,89.2,2.8,7.6,0.0,0.0,0.019,0.0,8.17896,2.27,23689,26008,26008,63,61.77,63,30.3329,36.6156,24.1187,29.2,20.0,39.8,50.4,63.2,61.1,41.0541,57.3435,125.554,19425.1529,5.6,0.0,val
-11651,United States of America,NAM,warm_moist,-88.92559399999999,39.866834000000004,204.0,12,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,89.7,3.0,6.2,0.0,0.0,0.021,0.0,0.567557,2.38,7066,16397,20331,63,60.92,63,28.8526,34.8334,22.9483,27.6,18.6,37.8,48.8,61.6,59.475,38.961999999999996,55.62,124.2547,16789.4851,3.2,0.0,train
-11652,United States of America,NAM,warm_moist,-89.80973900000001,39.396075,201.0,5,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,83.8,0.0,14.9,0.0,0.0,0.7959999999999999,0.0,0.351162,2.24,125,405,3768,6,3.89,54,30.7848,37.5148,24.3603,29.5,20.75,39.3125,49.75,62.75,59.8438,41.7716,55.657,156.8464,19496.397,6.25,0.0,test
-11653,United States of America,NAM,warm_moist,-90.148031,38.890186,172.0,8,unknown,unknown,0.0,2.2,0.0,0.0,1.1,1.0,0.0,0.0,0.0,0.0,0.0,0.0,37.3,18.8,35.7,0.0,0.0,0.599,0.0,29.8114,3.53,14495,14495,36185,62,54.02,63,34.4887,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,60.7418,-999.0,-999.0,-999.0,-999.0,train
-11654,United States of America,NAM,warm_moist,-89.959963,38.726572999999995,177.0,44,unknown,unknown,0.0,1.4,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,59.9,15.2,20.8,0.0,0.0,1.568,0.0,20.0135,3.62,3642,7103,21828,60,55.24,63,34.6791,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,61.4942,-999.0,-999.0,-999.0,-999.0,train
-11656,United States of America,NAM,warm_moist,-90.105851,38.860669,131.0,9,unknown,unknown,0.0,2.1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.1,0.0,36.8,22.3,33.4,0.0,0.0,0.599,0.0,29.8114,3.53,9635,10012,41991,62,55.9,63,27.517,34.7326,20.3501,26.4,16.6,36.8,48.42,65.0,63.075,39.9259,60.6856,220.3252,19179.6415,12.8,1.6,train
-11659,United States of America,NAM,warm_moist,-89.606943,40.68742,155.0,13,unknown,unknown,2.0,0.0,0.0,0.0,1.3,0.0,0.0,0.0,0.0,0.0,0.0,0.0,44.8,9.3,40.4,0.0,0.0,0.0,0.0,3.28608,2.54,23714,27046,27046,63,62.52,63,25.0322,30.924,19.2359,24.6,15.0,34.0,43.38,55.464,53.725,35.366,49.8306,71.1194,9363.6708,0.2,0.0,train
-11660,United States of America,NAM,warm_moist,-89.58586899999999,40.745504,220.0,95,unknown,unknown,2.1,0.0,0.0,0.0,1.7,0.0,0.0,0.0,0.0,0.0,0.0,0.0,41.4,9.5,42.7,0.0,0.0,0.11599999999999999,0.0,30.0296,2.54,13997,27046,27046,63,58.84,63,31.372,36.2251,25.6628,29.75,20.75,39.75,50.25,63.25,61.0,40.5662,55.7691,130.9212,18995.6657,7.0,0.25,train
-11661,United States of America,NAM,warm_moist,-89.788459,38.176278,136.0,7,unknown,unknown,0.0,0.0,0.0,0.0,1.2,0.0,0.0,0.0,0.0,0.0,0.0,0.0,51.9,0.0,44.2,0.0,0.0,2.908,0.0,0.41028100000000006,2.83,432,432,2308,6,6.66,55,30.3689,36.81,22.206,29.0,18.75,39.0,49.4,62.25,59.9375,41.0609,56.1584,131.4328,18506.3732,6.5,0.0,train
-11663,United States of America,NAM,cool_moist,-90.51735,41.514727,171.0,2,unknown,unknown,0.0,2.2,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,54.6,10.7,31.2,0.0,0.0,0.035,0.0,18.9005,2.23,15643,22143,22143,63,62.91,63,26.6586,31.7005,21.6417,26.0,17.6,35.2,43.7,54.576,52.575,35.7103,50.0311,57.3779,8824.8117,0.2,0.0,train
-11664,United States of America,NAM,warm_moist,-90.160477,38.612034,125.0,5,unknown,unknown,0.0,1.5,0.0,0.0,0.0,0.0,0.0,0.0,1.2,0.0,1.3,0.0,34.6,39.6,20.8,0.0,0.0,0.866,0.0,65.7576,3.9,14728,14728,59243,63,62.72,63,24.6638,32.9002,16.4387,23.0,11.4,35.0,48.0,64.8,62.4,39.0317,60.4644,189.9484,18057.9692,11.0,1.2,train
-11667,United States of America,NAM,warm_moist,-89.64092600000001,39.831522,6.0,13,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,75.2,4.5,18.8,0.0,0.0,0.045,0.0,5.6919,2.25,21751,22116,22116,63,58.78,63,29.6394,35.4545,23.885,28.0,19.3333,38.0,48.3333,60.6667,59.875,39.7232,55.3806,128.7717,16037.8521,4.75,0.0,test
-11670,United States of America,NAM,cool_moist,-88.190967,41.221537,181.0,5,unknown,unknown,0.0,1.1,0.0,0.0,0.0,1.4,0.0,0.0,0.0,0.0,0.0,0.0,78.7,1.9,15.8,0.0,0.0,0.298,0.0,0.873042,3.44,1392,2136,4498,12,14.55,63,27.8249,34.1109,21.6063,26.6,18.2,36.2,45.6,58.0,55.35,38.2197,52.1166,82.4161,12793.7557,1.6,0.4,train
-11672,United States of America,NAM,cool_moist,-89.037775,42.334982000000004,224.0,7,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,60.9,8.5,30.2,0.0,0.0,0.084,0.0,14.1249,2.66,15688,18839,31722,63,61.84,63,26.8861,32.9363,20.8503,26.8,17.2,36.2,45.4,58.4,56.575,37.2046,52.3348,102.9779,12343.2588,2.6,0.0,train
-11673,United States of America,NAM,cool_moist,-85.016821,41.221418,210.2,2,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,58.0,9.2,32.8,0.0,0.0,1.821,0.0,28.3691,2.71,1897,2843,31517,43,32.35,63,33.0033,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,55.2886,-999.0,-999.0,-999.0,-999.0,train
-11674,United States of America,NAM,cool_moist,-85.101816,41.094965,211.11,16,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,65.0,9.8,24.9,0.0,0.0,1.714,0.0,1.8183599999999998,2.71,22917,22917,31517,63,62.06,63,33.2608,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,55.3104,-999.0,-999.0,-999.0,-999.0,train
-11678,United States of America,NAM,warm_moist,-85.766816,39.294321999999994,199.0,14,unknown,unknown,0.0,0.0,0.0,0.0,3.3,0.0,0.0,0.0,0.0,0.0,0.0,0.0,75.8,1.7,19.1,0.0,0.0,0.898,0.0,2.07248,2.82,528,580,12759,20,10.8,61,35.4444,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,56.2246,-999.0,-999.0,-999.0,-999.0,test
-11679,United States of America,NAM,warm_moist,-86.395172,39.997484,283.0,7,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,66.6,12.4,20.0,0.0,0.0,0.324,0.0,7.23187,3.12,399,703,27628,46,29.62,63,36.0488,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,58.0709,-999.0,-999.0,-999.0,-999.0,test
-11682,United States of America,NAM,warm_moist,-86.553035,40.540455,180.55,11,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,86.0,0.0,13.8,0.0,0.0,0.381,0.0,0.796423,2.52,684,867,2932,13,10.62,58,32.6139,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,55.8906,-999.0,-999.0,-999.0,-999.0,test
-11684,United States of America,NAM,warm_moist,-85.664167,38.393833,149.0,47,unknown,unknown,0.0,1.5,0.0,0.0,12.9,0.0,0.0,0.0,1.1,0.0,0.0,0.0,11.0,17.7,53.8,0.0,0.0,0.612,0.0,75.2255,4.79,1029,1914,37011,22,33.86,63,33.0204,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,61.1479,-999.0,-999.0,-999.0,-999.0,val
-11686,United States of America,NAM,cool_moist,-85.245367,40.300015,285.0,5,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,84.7,2.5,12.5,0.0,0.0,0.938,0.0,6.27233,2.38,513,1103,25155,23,11.14,62,32.4667,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,53.4811,-999.0,-999.0,-999.0,-999.0,test
-11688,United States of America,NAM,cool_moist,-85.83055,41.71805,231.0,3,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,33.1,5.8,58.9,0.0,0.0,0.159,0.0,21.7516,2.69,1801,1801,19279,47,33.66,62,29.9167,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,51.7006,-999.0,-999.0,-999.0,-999.0,train
-11689,United States of America,NAM,warm_moist,-85.83416700000001,38.308056,159.0,11,unknown,unknown,0.0,1.3,0.0,0.0,13.0,0.0,0.0,0.0,1.4,0.0,0.0,0.0,12.4,21.6,48.5,0.0,0.0,0.0,0.0,2.96358,4.35,21136,28047,37011,62,58.77,63,28.5418,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,60.1121,-999.0,-999.0,-999.0,-999.0,val
-11691,United States of America,NAM,warm_moist,-86.99011999999999,38.985578000000004,157.0,13,unknown,unknown,0.0,0.0,0.0,0.0,20.3,1.1,0.0,0.0,0.0,0.0,0.0,0.0,37.5,0.0,40.0,0.0,0.0,0.293,0.0,0.604304,2.89,180,442,2252,0,4.44,50,36.5155,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,59.0254,-999.0,-999.0,-999.0,-999.0,train
-11693,United States of America,NAM,warm_moist,-85.992451,40.068296999999994,210.3,4,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,64.7,8.3,25.9,0.0,0.0,0.491,0.0,23.9192,3.17,4315,8281,19802,57,47.21,63,31.9564,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,55.2959,-999.0,-999.0,-999.0,-999.0,test
-11695,United States of America,NAM,warm_moist,-85.840471,39.935041,258.0,9,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,69.3,10.4,19.3,0.0,0.0,0.596,0.0,12.6608,3.41,1034,1659,21779,38,26.27,63,31.1406,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,52.145,-999.0,-999.0,-999.0,-999.0,test
-11697,United States of America,NAM,warm_moist,-86.397124,39.759003,244.0,16,unknown,unknown,0.0,0.0,0.0,0.0,2.9,0.0,0.0,0.0,0.0,0.0,0.0,0.0,44.3,20.9,30.6,0.0,0.0,0.5539999999999999,0.0,3.73795,3.63,4994,5959,38676,61,58.66,63,30.5323,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,52.7725,-999.0,-999.0,-999.0,-999.0,test
-11699,United States of America,NAM,cool_moist,-85.37984200000001,40.96071,246.0,14,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,80.8,3.8,15.2,0.0,0.0,0.84,0.0,5.57319,2.46,336,516,31517,28,20.6,63,30.5973,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,51.1901,-999.0,-999.0,-999.0,-999.0,train
-11700,United States of America,NAM,warm_moist,-86.080489,38.920844,167.0,4,unknown,unknown,0.0,0.0,0.0,0.0,30.3,0.0,0.0,0.0,0.0,0.0,0.0,0.0,29.9,0.0,38.6,0.0,0.0,0.242,0.0,0.9207299999999999,3.18,585,986,8436,8,12.03,61,29.7751,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,53.2784,-999.0,-999.0,-999.0,-999.0,test
-11702,United States of America,NAM,warm_moist,-86.152363,39.417243,241.0,22,unknown,unknown,0.0,0.0,0.0,0.0,20.5,0.0,0.0,0.0,0.0,0.0,0.0,0.0,43.6,3.0,32.5,0.0,0.0,0.298,0.0,0.885338,3.13,642,905,14878,28,13.18,62,35.2593,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,54.7736,-999.0,-999.0,-999.0,-999.0,test
-11705,United States of America,NAM,cool_moist,-87.30472900000001,41.60668,183.0,28,unknown,unknown,28.9,0.0,0.0,0.0,1.2,1.3,0.0,0.0,0.0,0.0,0.0,0.0,5.3,27.0,34.4,0.0,0.0,0.0,0.0,24.3892,7.13,8607,20261,60797,61,56.24,63,28.1551,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,52.4481,-999.0,-999.0,-999.0,-999.0,train
-11707,United States of America,NAM,cool_moist,-87.494734,41.6814,180.0,13,unknown,unknown,39.7,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,2.4,48.8,6.5,0.0,0.0,0.0,0.0,30.694000000000003,7.14,5780,26459,106586,62,59.6,63,32.4789,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,54.3216,-999.0,-999.0,-999.0,-999.0,train
-11709,United States of America,NAM,cool_moist,-87.493623,41.63946,183.0,5,unknown,unknown,29.4,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,3.8,49.1,14.2,0.0,0.0,0.0,0.0,30.694000000000003,7.14,11220,20860,99142,63,62.91,63,30.8691,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,55.7605,-999.0,-999.0,-999.0,-999.0,train
-11710,United States of America,NAM,cool_moist,-86.90774300000001,41.717022,190.5,28,unknown,unknown,44.4,0.0,0.0,0.0,4.5,2.3,0.0,0.0,0.0,0.0,0.0,0.0,10.1,3.6,33.7,0.0,0.0,0.042,0.0,9.00389,4.85,8061,13694,13694,60,45.58,61,36.5495,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,60.2603,-999.0,-999.0,-999.0,-999.0,train
-11711,United States of America,NAM,cool_moist,-86.68461500000001,41.629098,244.0,20,unknown,unknown,5.3,0.0,0.0,0.0,3.4,1.3,0.0,0.0,0.0,0.0,0.0,0.0,36.9,2.5,49.8,0.0,0.0,0.272,0.0,2.5333,3.86,6455,6669,13694,55,34.54,61,31.1983,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,53.52,-999.0,-999.0,-999.0,-999.0,train
-11713,United States of America,NAM,warm_moist,-85.656937,40.002547,279.0,14,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,80.8,2.7,16.5,0.0,0.0,0.414,0.0,7.09855,2.88,703,1466,21531,15,18.41,62,33.0434,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,54.082,-999.0,-999.0,-999.0,-999.0,test
-11715,United States of America,NAM,warm_moist,-86.02131700000001,39.858922,238.0,10,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,38.0,33.4,26.8,0.0,0.0,0.0,0.0,119.95200000000001,4.06,14814,21779,38676,62,61.48,63,34.0915,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,57.8409,-999.0,-999.0,-999.0,-999.0,test
-11716,United States of America,NAM,warm_moist,-86.186314,39.749019,208.0,3,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,32.1,32.9,32.8,0.0,0.0,0.172,0.0,6.62189,4.1,7452,25779,38676,62,62.09,63,31.6928,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,55.9945,-999.0,-999.0,-999.0,-999.0,test
-11717,United States of America,NAM,warm_moist,-86.06085,39.789486,250.5,18,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,43.2,33.3,21.8,0.0,0.0,0.0,0.0,25.1236,4.03,20767,38676,38676,62,61.75,63,33.4127,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,58.3405,-999.0,-999.0,-999.0,-999.0,test
-11718,United States of America,NAM,warm_moist,-86.114469,39.811097,230.0,11,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,29.6,35.6,32.2,0.0,0.0,0.0,0.0,43.7393,4.1,25686,38676,38676,62,62.22,63,24.0886,31.1726,16.9134,23.0,12.2,33.8,46.6,61.0,59.025,36.422,56.0247,128.5988,14772.4968,5.4,0.0,test
-11722,United States of America,NAM,warm_moist,-86.47789300000001,39.575634,236.0,7,unknown,unknown,0.0,0.0,0.0,0.0,9.8,0.0,0.0,0.0,0.0,0.0,1.1,0.0,43.6,2.8,42.4,0.0,0.0,0.052000000000000005,0.0,0.406663,3.28,734,828,9194,21,15.7,63,33.8547,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,55.0458,-999.0,-999.0,-999.0,-999.0,test
-11724,United States of America,NAM,warm_moist,-86.603594,38.113159,216.0,66,unknown,unknown,0.0,1.7,0.0,0.0,49.4,1.5,0.0,0.0,0.0,0.0,0.0,0.0,3.3,0.0,43.1,0.0,0.0,0.009000000000000001,0.0,0.312592,3.05,142,151,3253,7,4.86,60,37.7584,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,59.8963,-999.0,-999.0,-999.0,-999.0,train
-11726,United States of America,NAM,cool_moist,-87.199248,41.617558,183.0,29,unknown,unknown,41.1,0.0,0.0,0.0,1.6,1.8,0.0,0.0,0.0,0.0,0.0,0.0,4.5,17.4,32.3,0.0,0.0,0.574,0.003,21.7746,6.12,4579,10189,24190,57,52.01,63,29.9791,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,55.2378,-999.0,-999.0,-999.0,-999.0,train
-11727,United States of America,NAM,cool_moist,-87.038546,41.510293,245.0,40,unknown,unknown,3.8,0.0,0.0,0.0,1.8,1.5,0.0,0.0,0.0,0.0,0.0,0.0,42.9,6.5,42.5,0.0,0.0,0.36700000000000005,0.0,3.8422400000000003,5.05,1510,6939,16518,55,45.41,62,29.8079,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,49.501000000000005,-999.0,-999.0,-999.0,-999.0,train
-11730,United States of America,NAM,warm_moist,-87.718429,38.005289000000005,137.0,8,unknown,unknown,0.0,2.4,0.0,0.0,1.8,0.0,0.0,0.0,0.0,0.0,0.0,0.0,74.5,5.1,14.7,0.0,0.0,2.282,0.0,2.95473,3.1,3945,6685,26353,17,18.55,63,33.1026,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,54.2712,-999.0,-999.0,-999.0,-999.0,train
-11731,United States of America,NAM,cool_moist,-86.370589,41.551696,233.0,16,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,40.6,5.9,52.3,0.0,0.0,0.27,0.0,3.33715,3.29,499,537,30171,9,11.28,63,29.4426,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,49.5483,-999.0,-999.0,-999.0,-999.0,train
-11732,United States of America,NAM,cool_moist,-86.214683,41.696692,181.0,18,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,26.8,12.0,59.6,0.0,0.0,0.083,0.0,1.4189200000000002,3.21,21640,23313,30171,63,62.18,63,32.1033,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,55.1622,-999.0,-999.0,-999.0,-999.0,train
-11733,United States of America,NAM,cool_moist,-86.11009,41.754870000000004,215.8,14,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,20.1,12.9,65.1,0.0,0.0,0.231,0.0,28.4652,2.99,3876,7223,30171,54,47.96,63,32.7298,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,54.1823,-999.0,-999.0,-999.0,-999.0,train
-11734,United States of America,NAM,cool_moist,-86.11052099999999,41.742598,245.0,14,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,20.1,12.9,65.1,0.0,0.0,0.231,0.0,28.4652,2.99,3876,7223,30171,47,49.7,63,28.9107,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,51.2667,-999.0,-999.0,-999.0,-999.0,train
-11736,United States of America,NAM,warm_moist,-85.870648,39.613423,210.0,11,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,80.8,9.1,10.0,0.0,0.0,0.56,0.0,0.315135,3.33,485,633,19277,19,16.01,62,34.1538,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,58.0341,-999.0,-999.0,-999.0,-999.0,test
-11740,United States of America,NAM,warm_moist,-87.536957,38.113946999999996,157.0,27,unknown,unknown,0.0,0.0,0.0,0.0,1.3,1.3,0.0,0.0,1.1,0.0,2.0,0.0,62.4,4.7,26.3,0.0,0.0,1.581,0.0,3.3289999999999997,3.36,897,2864,26353,44,39.81,63,35.3048,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,57.7374,-999.0,-999.0,-999.0,-999.0,train
-11741,United States of America,NAM,warm_moist,-87.57785600000001,38.013248,117.38,5,unknown,unknown,0.0,2.0,0.0,0.0,1.3,0.0,0.0,0.0,0.0,0.0,1.2,0.0,65.3,5.1,23.3,0.0,0.0,0.8540000000000001,0.0,8.94929,3.45,14830,26353,26353,62,58.83,63,30.5651,35.7076,19.3321,-999.0,-999.0,-999.0,-999.0,-999.0,58.1875,40.5791,57.7177,109.1192,-999.0,3.0,0.0,train
-11742,United States of America,NAM,warm_moist,-87.401398,39.48615,146.0,9,unknown,unknown,0.0,0.0,0.0,0.0,3.3,0.0,0.0,0.0,0.0,0.0,0.0,0.0,29.4,3.2,63.0,0.0,0.0,0.247,0.0,0.41005699999999995,2.79,24134,24134,24134,62,57.91,62,30.1928,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,52.4137,-999.0,-999.0,-999.0,-999.0,test
-11743,United States of America,NAM,warm_moist,-87.313056,39.560556,170.0,9,unknown,unknown,0.0,0.0,0.0,0.0,4.6,0.0,0.0,0.0,0.0,0.0,0.0,0.0,24.0,3.2,67.1,0.0,0.0,0.27,0.0,18.5766,2.76,1475,1865,24134,13,14.99,62,31.4343,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,50.7938,-999.0,-999.0,-999.0,-999.0,test
-11746,United States of America,NAM,warm_moist,-87.278337,38.052003000000006,121.0,4,unknown,unknown,0.0,1.4,0.0,0.0,5.3,3.1,0.0,0.0,1.2,0.0,2.1,0.0,48.8,2.9,34.9,0.0,0.0,0.498,0.0,118.301,3.74,3473,3473,22631,52,23.61,63,32.1678,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,56.7823,-999.0,-999.0,-999.0,-999.0,train
-11747,United States of America,NAM,warm_moist,-87.341396,38.194501,133.0,14,unknown,unknown,0.0,0.0,0.0,0.0,8.4,5.6,0.0,0.0,1.5,0.0,2.7,0.0,40.1,0.0,40.5,0.0,0.0,0.436,0.0,2.86498,3.63,345,398,6963,17,8.7,62,29.4057,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,56.0765,-999.0,-999.0,-999.0,-999.0,train
-11748,United States of America,NAM,warm_moist,-87.321939,37.954511,92.0,6,unknown,unknown,0.0,1.8,0.0,0.0,2.0,1.2,0.0,0.0,0.0,0.0,1.4,0.0,57.0,5.7,29.6,0.0,0.0,0.643,0.0,1.13732,3.76,398,1471,26353,23,22.89,63,32.3507,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,58.5054,-999.0,-999.0,-999.0,-999.0,train
-11749,United States of America,NAM,cool_moist,-92.513056,42.743056,0.0,20,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,93.7,1.3,5.0,0.0,0.0,0.0,0.0,0.093076,1.7,2709,2709,18691,46,30.24,62,31.5279,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,52.2162,-999.0,-999.0,-999.0,-999.0,train
-11750,United States of America,NAM,cool_moist,-90.17757399999999,41.874999,0.0,9,unknown,unknown,2.3,1.3,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.9,76.6,1.5,14.6,0.0,0.0,0.08800000000000001,0.0,2.6519999999999997,1.97,11888,11888,11888,57,38.74,61,30.500999999999998,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,53.7029,-999.0,-999.0,-999.0,-999.0,train
-11751,United States of America,NAM,cool_moist,-95.928185,41.832256,325.0,2,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,92.5,0.0,7.4,0.0,0.0,0.024,0.0,0.744002,1.95,101,108,332,7,2.12,36,30.3253,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,54.1329,-999.0,-999.0,-999.0,-999.0,train
-11752,United States of America,NAM,cool_moist,-95.948435,41.780260999999996,333.5,13,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,92.7,0.0,7.3,0.0,0.0,0.02,0.0,0.514709,2.05,108,145,2625,0,0.69,50,31.6631,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,53.6811,-999.0,-999.0,-999.0,-999.0,train
-11755,United States of America,NAM,cool_moist,-91.651944,41.910556,268.0,28,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,58.1,5.4,34.5,0.0,0.0,0.042,0.0,0.381884,2.03,665,4368,21174,57,47.9,63,33.5527,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,53.0804,-999.0,-999.0,-999.0,-999.0,test
-11756,United States of America,NAM,cool_moist,-91.52687900000001,42.281013,282.0,19,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,87.9,0.0,12.0,0.0,0.0,0.0,0.0,0.16463699999999998,1.84,174,175,6310,17,10.45,61,31.34,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,53.0638,-999.0,-999.0,-999.0,-999.0,test
-11757,United States of America,NAM,cool_moist,-91.68766,41.97677,224.0,3,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,68.4,4.4,25.5,0.0,0.0,0.0,0.0,0.381884,2.03,21174,21174,21174,63,61.19,63,30.7219,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,52.7787,-999.0,-999.0,-999.0,-999.0,test
-11759,United States of America,NAM,cool_moist,-95.044951,40.969112,426.0,55,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,93.5,0.0,6.3,0.0,0.0,0.033,0.0,0.024478,1.79,103,141,3471,5,5.53,54,32.4796,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,50.5741,-999.0,-999.0,-999.0,-999.0,train
-11760,United States of America,NAM,cool_moist,-94.69351800000001,43.123704,379.0,6,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,99.4,0.0,0.0,0.0,0.0,0.0,0.0,0.063189,1.44,1085,1171,1171,51,20.78,55,32.1981,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,52.4664,-999.0,-999.0,-999.0,-999.0,train
-11762,United States of America,NAM,cool_moist,-93.643118,41.603159000000005,0.0,50,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,64.5,10.4,23.8,0.0,0.0,0.0,0.0,17.9652,2.02,34952,34952,34952,63,62.77,63,29.7614,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,50.0516,-999.0,-999.0,-999.0,-999.0,val
-11764,United States of America,NAM,cool_moist,-90.52194399999999,41.699174,229.0,42,unknown,unknown,0.0,2.1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,71.3,10.2,14.8,0.0,0.0,0.027000000000000003,0.0,9.63077,2.17,576,576,22143,19,17.3,63,31.6032,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,53.8899,-999.0,-999.0,-999.0,-999.0,train
-11765,United States of America,NAM,cool_moist,-90.587611,41.530011,213.0,48,unknown,unknown,0.0,2.1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,55.1,10.7,30.3,0.0,0.0,0.0,0.0,18.9005,2.23,22143,22143,22143,63,62.24,63,28.2917,33.3967,21.3694,26.75,17.5,36.75,46.5,58.75,56.7946,38.1546,53.0292,80.1552,13435.8974,2.0,0.0,train
-11767,United States of America,NAM,cool_moist,-93.6878,41.882867,0.0,10,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,85.3,2.0,11.2,0.0,0.0,0.0,0.0,1.4261,1.84,298,477,21020,37,19.59,63,30.9782,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,51.1269,-999.0,-999.0,-999.0,-999.0,val
-11770,United States of America,NAM,warm_moist,-92.00631800000001,40.695078,207.0,37,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,32.2,0.0,66.9,0.0,0.0,0.069,0.0,0.150812,1.64,89,107,147,0,2.16,23,34.2078,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,52.8187,-999.0,-999.0,-999.0,-999.0,train
-11771,United States of America,NAM,cool_moist,-93.58398299999999,41.285533,0.0,28,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,44.5,0.0,55.3,0.0,0.0,0.0,0.0,0.614726,1.74,130,130,8619,8,7.73,59,31.8087,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,50.8016,-999.0,-999.0,-999.0,-999.0,val
-11775,United States of America,NAM,warm_moist,-94.746424,38.838575,324.2,12,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,15.3,0.0,33.1,17.1,32.2,0.0,0.0,2.231,0.0,10.0551,2.58,1616,5382,28113,53,49.87,63,31.4842,37.7197,25.2701,30.8,21.4,40.6,50.8,63.2,61.1821,42.1212,57.6039,144.1567,20526.8958,8.0,1.0,train
-11776,United States of America,NAM,warm_moist,-94.95102,39.327391,292.0,51,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,2.6,0.0,38.3,2.7,55.4,0.0,0.0,0.728,0.0,0.411577,2.18,16662,16662,16662,58,44.44,62,31.0271,37.111,24.9646,30.4,20.6,40.2,50.4,63.6,61.925,41.8851,57.6037,166.1064,19774.2143,9.2,0.4,train
-11778,United States of America,NAM,warm_moist,-94.731988,38.135882,259.0,8,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,32.2,0.0,16.2,0.0,50.1,0.0,0.0,2.278,0.0,0.478587,2.01,128,128,128,0,2.85,33,28.9832,38.1048,23.3377,30.5,20.25,40.5,51.0,63.215,61.2812,42.8164,56.2631,129.1513,20864.0827,6.25,0.0,test
-11784,United States of America,NAM,warm_dry,-97.337222,37.781389000000004,405.0,7,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,60.3,0.0,22.9,16.6,0.0,0.0,0.0,4.756,0.0,13.8666,2.1,2664,14091,29233,62,55.44,63,29.6104,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,50.9863,-999.0,-999.0,-999.0,-999.0,train
-11785,United States of America,NAM,warm_dry,-97.314847,37.702065999999995,396.0,4,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,62.0,0.0,20.4,17.3,0.0,0.0,0.0,0.43799999999999994,0.0,13.8666,2.1,25080,29233,29233,63,62.85,63,31.5882,37.8199,25.3714,31.4,20.4,42.8,53.6,65.77199999999999,63.975,42.8494,59.7289,178.8895,24380.4951,11.8,0.4,train
-11786,United States of America,NAM,warm_dry,-97.492083,37.897506,400.0,5,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,50.0,0.0,40.7,9.2,0.0,0.0,0.0,10.245,0.0,10.1426,1.97,463,663,24539,8,5.97,63,32.0359,39.0346,25.114,30.8,21.2,42.0,53.0,66.0,64.425,43.3725,59.5902,177.237,24873.3418,12.8,0.2,train
-11787,United States of America,NAM,warm_moist,-95.711275,39.024265,280.0,5,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,58.8,0.0,12.5,5.8,20.4,0.0,0.0,0.114,0.0,0.402712,2.1,21663,23677,23677,63,61.97,63,29.978,37.1216,22.8581,30.2,19.0,40.8,51.2,63.168,61.225,42.1793,57.3169,141.6161,20651.9588,8.6,0.4,train
-11789,United States of America,NAM,warm_dry,-97.366399,37.476890000000004,383.0,7,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,50.6,0.0,38.8,10.5,0.0,0.0,0.0,9.92,0.0,0.114561,1.96,367,578,29233,11,12.38,63,32.614000000000004,39.8587,25.435,31.6,22.2,42.2,53.0,65.6,63.875,44.373999999999995,60.4968,173.87099999999998,25180.9003,12.8,0.6,train
-11790,United States of America,NAM,warm_dry,-99.763424,38.770081,670.0,20,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,90.6,0.0,8.8,0.0,0.0,0.0,0.0,1.1520000000000001,0.0,0.050835000000000005,1.39,9,9,540,0,0.0,22,34.6773,41.3297,28.0687,33.3,24.4,43.6,54.0,64.336,62.5929,45.2103,60.543,132.6814,26909.1567,6.6,0.0,train
-11792,United States of America,NAM,warm_moist,-94.635605,39.117219,259.0,36,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,4.9,0.0,24.3,37.3,31.4,0.0,0.0,0.187,0.001,17.6758,3.07,9719,29590,39816,63,62.95,63,24.9822,30.9295,19.0182,24.6,14.0,34.4,45.0,58.2,56.325,36.49,53.456,118.9482,12660.8174,5.4,0.6,train
-11793,United States of America,NAM,warm_moist,-83.73694,36.60843,346.0,3,unknown,unknown,0.0,0.0,0.0,0.0,64.4,4.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,29.7,0.0,0.0,0.121,0.0,0.15699000000000002,2.06,3776,3776,3776,52,25.66,57,26.5788,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,52.3514,-999.0,-999.0,-999.0,-999.0,train
-11794,United States of America,NAM,warm_moist,-83.5264,36.6719,1013.0,547,unknown,unknown,0.0,0.0,0.0,0.0,67.5,2.6,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,28.4,0.0,0.0,0.0,0.0,1.8330000000000002,2.04,352,408,3776,0,1.14,57,43.0085,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,55.4083,-999.0,-999.0,-999.0,-999.0,train
-11795,United States of America,NAM,warm_moist,-84.852637,38.91833,168.0,29,unknown,unknown,0.0,2.4,0.0,0.0,23.3,1.4,0.0,0.0,0.0,0.0,0.0,0.0,7.4,5.5,58.6,0.0,0.0,0.09,0.0,0.337766,4.09,367,1228,12403,28,15.52,63,27.5964,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,55.736999999999995,-999.0,-999.0,-999.0,-999.0,train
-11798,United States of America,NAM,warm_moist,-82.64041,38.459340000000005,200.0,29,unknown,unknown,0.0,0.0,0.0,0.0,70.7,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.1,5.7,20.9,0.0,0.0,0.0,0.0,3.1754700000000002,2.94,7557,11477,13937,60,51.83,61,27.923000000000002,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,55.1778,-999.0,-999.0,-999.0,-999.0,val
-11800,United States of America,NAM,warm_moist,-85.71191999999999,37.986290000000004,135.0,1,unknown,unknown,0.0,0.0,0.0,0.0,36.8,0.0,0.0,0.0,1.2,0.0,1.2,0.0,7.9,9.5,42.0,0.0,0.0,0.384,0.0,0.24436799999999997,3.74,1713,4234,34436,58,39.29,63,27.4974,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,57.0658,-999.0,-999.0,-999.0,-999.0,val
-11803,United States of America,NAM,warm_moist,-84.47445,39.021881,251.0,54,unknown,unknown,0.0,1.3,0.0,0.0,10.9,1.0,0.0,0.0,0.0,0.0,0.0,0.0,7.8,27.1,50.6,0.0,0.0,0.0,0.0,4.70932,4.88,7384,19287,43191,60,53.06,63,34.4448,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,60.16,-999.0,-999.0,-999.0,-999.0,train
-11804,United States of America,NAM,warm_moist,-82.9881,38.23887,211.0,28,unknown,unknown,0.0,0.0,0.0,0.0,80.8,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,18.4,0.0,0.0,0.0,0.0,0.7990510000000001,2.48,325,352,998,0,1.84,56,27.6205,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,53.2996,-999.0,-999.0,-999.0,-999.0,val
-11805,United States of America,NAM,warm_moist,-87.323337,36.91171,215.0,52,unknown,unknown,0.0,0.0,0.0,0.0,9.9,0.0,0.0,0.0,0.0,0.0,0.0,0.0,40.9,1.0,47.9,0.0,0.0,2.315,0.0,13.0681,2.75,254,358,10095,5,4.29,62,37.7349,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,57.0906,-999.0,-999.0,-999.0,-999.0,val
-11806,United States of America,NAM,warm_moist,-87.075307,37.780776,127.0,4,unknown,unknown,0.0,1.3,0.0,0.0,3.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,65.2,2.0,28.1,0.0,0.0,1.301,0.0,0.560136,3.97,3682,13973,13973,60,50.78,62,35.3778,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,60.3527,-999.0,-999.0,-999.0,-999.0,train
-11810,United States of America,NAM,warm_moist,-84.49761,38.06503,302.0,22,unknown,unknown,0.0,0.0,0.0,0.0,1.2,0.0,0.0,0.0,0.0,0.0,0.0,0.0,42.3,7.6,48.4,0.0,0.0,0.848,0.0,8.44246,3.08,26563,28407,29774,63,62.3,63,34.0921,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,56.7133,-999.0,-999.0,-999.0,-999.0,train
-11812,United States of America,NAM,warm_moist,-82.731163,38.548136,165.0,2,unknown,unknown,0.0,0.0,0.0,0.0,68.9,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.1,4.2,24.1,0.0,0.0,0.0,0.0,0.254836,2.82,8884,9193,11477,52,37.67,61,26.837,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,55.2634,-999.0,-999.0,-999.0,-999.0,val
-11813,United States of America,NAM,warm_moist,-86.89719000000001,37.93829,122.0,4,unknown,unknown,0.0,1.7,0.0,0.0,15.5,0.0,0.0,0.0,0.0,0.0,0.0,0.0,34.1,1.1,46.5,0.0,0.0,0.9890000000000001,0.0,0.668142,4.21,356,407,3682,20,13.1,61,32.705,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,59.4461,-999.0,-999.0,-999.0,-999.0,train
-11815,United States of America,NAM,warm_moist,-85.85262900000001,37.705612,250.0,17,unknown,unknown,0.0,0.0,0.0,0.0,20.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,23.8,1.3,53.9,0.0,0.0,0.519,0.0,2.70058,2.77,7138,7138,7836,58,48.1,60,32.3314,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,56.123999999999995,-999.0,-999.0,-999.0,-999.0,val
-11817,United States of America,NAM,warm_moist,-87.46375,37.8712,121.0,14,unknown,unknown,0.0,2.3,0.0,0.0,1.6,0.0,0.0,0.0,0.0,0.0,0.0,0.0,59.5,5.2,29.3,0.0,0.0,0.851,0.0,0.990195,3.64,579,632,26353,13,11.28,63,32.7472,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,59.8844,-999.0,-999.0,-999.0,-999.0,train
-11820,United States of America,NAM,warm_moist,-85.65451999999999,38.22876,127.0,14,unknown,unknown,0.0,1.1,0.0,0.0,9.0,0.0,0.0,0.0,2.1,0.0,1.2,0.0,13.3,22.8,49.6,0.0,0.0,0.0,0.0,29.4056,5.31,25728,25728,37011,63,62.9,63,24.7246,36.2946,17.7113,25.25,12.5,38.5,52.5,69.5,66.2292,42.073,58.3921,297.186,25815.1779,18.25,3.0,val
-11822,United States of America,NAM,warm_moist,-84.58825,37.89147,283.0,26,unknown,unknown,0.0,0.0,0.0,0.0,6.5,0.0,0.0,0.0,0.0,0.0,0.0,0.0,28.8,6.6,57.6,0.0,0.0,1.499,0.0,0.857917,2.72,4649,5379,29774,62,44.77,63,33.995,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,56.3232,-999.0,-999.0,-999.0,-999.0,train
-11826,United States of America,NAM,warm_moist,-88.394024,37.155392,110.0,6,unknown,unknown,2.9,2.3,0.0,0.0,10.2,1.9,0.0,0.0,0.0,0.0,0.0,1.2,16.3,1.5,61.7,0.0,0.0,0.473,0.0,3.98294,3.24,229,330,10479,13,10.23,62,32.4742,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,58.0754,-999.0,-999.0,-999.0,-999.0,test
-11828,United States of America,NAM,warm_moist,-88.57251,37.05822,108.0,10,unknown,unknown,1.3,1.5,0.0,0.0,5.9,0.0,0.0,0.0,0.0,0.0,0.0,0.0,28.3,1.9,58.1,0.0,0.0,0.813,0.0,0.8822399999999999,3.2,1985,9730,10479,59,43.1,62,32.9298,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,58.1545,-999.0,-999.0,-999.0,-999.0,test
-11833,United States of America,NAM,warm_moist,-85.44428,38.4002,240.0,21,unknown,unknown,0.0,1.6,0.0,0.0,7.6,0.0,0.0,0.0,0.0,0.0,0.0,0.0,18.5,5.1,64.7,0.0,0.0,1.885,0.0,10.0404,3.95,2738,2738,23694,53,35.03,63,34.8566,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,62.0738,-999.0,-999.0,-999.0,-999.0,val
-11835,United States of America,NAM,warm_moist,-83.20931999999999,37.28329,280.0,38,unknown,unknown,0.0,0.0,0.0,0.0,83.7,0.0,0.0,0.0,0.0,0.0,1.3,0.0,2.2,0.0,11.8,0.0,0.0,0.0,0.0,0.49834700000000004,2.45,1893,1998,2015,55,35.24,55,23.3311,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,51.7366,-999.0,-999.0,-999.0,-999.0,val
-11837,United States of America,NAM,warm_moist,-82.53532,37.4826,207.0,14,unknown,unknown,0.0,0.0,0.0,0.0,89.6,1.2,0.0,0.0,0.0,0.0,0.0,0.0,1.2,0.0,7.2,0.0,0.0,0.013999999999999999,0.0,0.886951,2.55,4341,4341,4341,56,35.63,56,22.9594,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,52.4221,-999.0,-999.0,-999.0,-999.0,train
-11838,United States of America,NAM,warm_moist,-84.61152,37.09798,306.0,17,unknown,unknown,0.0,1.1,0.0,0.0,39.0,5.4,0.0,0.0,0.0,0.0,0.0,0.0,5.1,0.0,47.8,0.0,0.0,0.792,0.0,0.349542,2.28,3530,3530,3530,60,44.24,61,29.9543,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,53.1989,-999.0,-999.0,-999.0,-999.0,train
-11840,United States of America,NAM,warm_moist,-86.566284,36.708607,221.0,24,unknown,unknown,0.0,0.0,0.0,0.0,2.5,0.0,0.0,0.0,0.0,0.0,0.0,0.0,61.1,0.0,36.1,0.0,0.0,5.256,0.0,0.34873000000000004,2.96,585,757,2639,53,38.55,57,32.2581,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,55.2639,-999.0,-999.0,-999.0,-999.0,train
-11845,United States of America,NAM,warm_moist,-86.250628,37.035438,175.0,11,unknown,unknown,0.0,1.1,0.0,0.0,13.0,2.4,0.0,0.0,0.0,0.0,0.0,0.0,16.6,2.0,64.4,0.0,0.0,3.488,0.0,1.10103,2.92,347,347,17153,16,12.97,63,29.4175,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,54.2937,-999.0,-999.0,-999.0,-999.0,train
-11846,United States of America,NAM,warm_moist,-86.21486999999999,37.04926,194.0,20,unknown,unknown,0.0,1.1,0.0,0.0,13.0,2.4,0.0,0.0,0.0,0.0,0.0,0.0,16.6,2.0,64.4,0.0,0.0,3.488,0.0,1.10103,2.92,362,439,17153,28,12.13,63,30.4703,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,55.7486,-999.0,-999.0,-999.0,-999.0,train
-11848,United States of America,NAM,tropical_moist,-90.968333,30.233889,4.0,1,unknown,unknown,0.0,0.0,0.0,0.0,0.0,15.5,0.0,0.0,26.8,0.0,1.2,11.4,22.3,4.9,17.1,0.0,0.0,0.0,0.0,19.9235,4.04,6789,6789,16569,57,60.04,63,24.1306,34.2185,13.8271,22.8,10.2,35.2,47.4,62.6,60.175,40.6661,53.3725,182.7343,16663.953999999998,7.2,0.8,train
-11850,United States of America,NAM,tropical_moist,-93.74891,32.53626,53.0,0,unknown,unknown,0.0,0.0,0.0,0.0,0.0,18.8,0.0,0.0,48.9,0.0,2.2,1.1,12.6,10.7,3.8,0.0,0.0,2.073,0.0,13.5469,2.81,11316,27273,27273,63,61.8,63,29.3021,37.7073,20.7703,28.0,17.85,39.2,51.0,64.8,62.575,42.7262,56.6731,168.7156,21220.8872,11.8,0.6,train
-11851,United States of America,NAM,tropical_moist,-93.85972199999999,32.676389,65.0,1,unknown,unknown,2.9,1.3,0.0,0.0,0.0,26.7,0.0,0.0,41.9,0.0,2.4,1.5,11.9,6.5,4.7,0.0,0.0,0.498,0.0,0.41648,2.64,93,313,24306,7,7.8,63,28.9699,38.0917,19.7736,28.0,17.4,39.4,50.02,63.2,61.25,42.7683,55.828,159.8754,20342.2853,8.8,0.0,train
-11852,United States of America,NAM,tropical_moist,-93.371944,30.143333000000002,2.0,2,unknown,unknown,10.3,0.0,1.3,0.0,0.0,6.4,0.0,0.0,28.6,0.0,3.8,13.8,12.2,5.5,16.9,0.0,0.0,0.0,2.625,0.944773,3.05,1134,1777,16075,25,33.33,63,28.0729,35.4711,20.5348,26.6,17.6,37.2,47.8,61.168,58.5,40.125,51.1337,144.3625,15844.6423,5.4,0.2,val
-11855,United States of America,NAM,tropical_moist,-93.28416700000001,30.261667,0.0,3,unknown,unknown,0.0,0.0,4.8,0.0,0.0,8.7,0.0,0.0,39.6,0.0,2.5,4.4,13.1,5.9,19.8,0.0,0.0,0.0,0.14300000000000002,82.8979,3.06,4211,4211,16075,62,53.61,63,24.6,32.0753,16.963,23.2,13.4,34.2,44.6,57.8,54.6583,37.4934,49.5972,119.1354,11626.9871,2.6,0.2,val
-11856,United States of America,NAM,tropical_moist,-93.578333,30.227778000000004,0.0,2,unknown,unknown,1.4,0.0,6.2,0.0,0.0,15.9,0.0,0.0,42.7,0.0,3.3,9.8,5.7,2.0,12.3,0.0,0.0,0.0,3.135,1.72629,2.54,615,1917,11333,11,15.41,62,26.6951,35.5881,17.6215,26.0,15.4,36.6,47.4,60.168,57.4,40.5658,51.8444,146.59799999999998,15647.3074,4.0,0.2,val
-11858,United States of America,NAM,tropical_moist,-91.181996,30.419763,6.0,5,unknown,unknown,0.0,0.0,0.0,0.0,1.5,16.6,0.0,0.0,29.7,0.0,1.3,6.5,18.2,10.4,14.7,0.0,0.0,0.499,0.0,58.1763,3.87,11355,21520,34873,63,61.19,63,26.7588,35.5213,17.7943,25.4,15.0,36.4,48.8,65.4,62.4583,41.8618,55.6597,210.4796,18998.6757,11.6,1.4,train
-11861,United States of America,NAM,tropical_moist,-91.17922,30.46198,14.0,11,unknown,unknown,0.0,0.0,0.0,0.0,1.2,13.7,0.0,0.0,33.1,0.0,1.2,5.3,18.0,10.4,16.1,0.0,0.0,0.0,0.0,58.1763,3.87,21520,25410,34873,63,62.98,63,25.014,33.5137,16.3517,23.0,13.2,34.6,46.8,63.0,59.9,39.8032,52.0822,196.3948,15776.079,8.4,1.2,train
-11862,United States of America,NAM,tropical_moist,-91.056135,30.700921,35.0,7,unknown,unknown,0.0,0.0,1.9,0.0,0.0,15.6,0.0,0.0,54.3,0.0,0.0,0.0,5.4,3.3,17.5,0.0,0.0,0.013999999999999999,0.0,4.36414,2.63,497,1693,34873,14,13.64,63,24.8564,35.0487,14.4921,24.0,10.8,36.2,47.2,61.20399999999999,58.025,41.4554,53.7611,163.5618,16087.0651,5.2,0.6,train
-11868,United States of America,NAM,tropical_moist,-91.31611099999999,30.220556,5.0,4,unknown,unknown,0.0,0.0,0.0,0.0,1.8,34.1,0.0,0.0,11.4,0.0,0.0,29.1,13.5,1.1,7.3,0.0,0.0,0.23399999999999999,0.0,0.235794,3.28,336,431,15902,12,10.0,63,24.2148,33.6168,14.5963,23.0,10.8,34.8,46.6,62.0,59.4,40.0506,52.2467,173.4027,16133.9322,8.4,1.4,train
-11869,United States of America,NAM,tropical_moist,-91.129948,30.206984999999996,9.0,5,unknown,unknown,0.0,0.0,0.0,0.0,0.0,17.3,0.0,0.0,17.2,0.0,1.3,19.5,24.8,3.2,15.5,0.0,0.0,0.292,0.0,0.7255229999999999,3.91,270,502,15902,24,29.39,63,26.8552,35.7821,17.7576,25.0,15.2,36.2,48.2,64.0,60.95,41.5358,54.744,195.8671,18195.2777,7.2,0.8,train
-11870,United States of America,NAM,tropical_moist,-90.275091,30.043573,3.0,0,unknown,unknown,39.6,0.0,0.0,0.0,0.0,6.9,0.0,0.0,10.5,0.0,0.0,13.5,5.5,19.0,3.9,0.0,0.0,0.006,0.0,93.5166,3.94,29253,43643,85881,60,43.69,63,29.4638,36.7789,21.9629,29.2,18.6,39.6,49.2,62.8,60.45,42.2811,53.8352,178.4205,18588.5593,7.2,0.6,train
-11874,United States of America,NAM,tropical_moist,-92.051389,30.2175,0.0,2,unknown,unknown,0.0,0.0,0.0,0.0,0.0,4.9,0.0,0.0,6.3,0.0,0.0,0.0,38.9,3.4,45.1,0.0,0.0,0.305,0.41600000000000004,3.3880199999999996,2.46,23553,23553,23553,63,62.54,63,28.0974,36.3085,19.7034,27.0,17.2,38.0,49.2,63.0,60.925,41.5751,53.5202,131.4698,18374.7444,4.8,0.0,train
-11876,United States of America,NAM,tropical_moist,-90.765183,29.763889000000002,5.0,2,unknown,unknown,1.0,0.0,0.0,0.0,0.0,15.6,0.0,0.0,17.8,0.0,1.5,32.1,12.6,2.5,16.9,0.0,0.0,0.0,0.0,2.2862299999999998,3.01,2214,9095,12628,21,28.55,63,25.8946,35.5573,16.0413,24.6,13.4,36.6,48.2,62.303999999999995,60.25,40.9972,52.5111,158.816,17409.4699,4.6,0.0,train
-11877,United States of America,NAM,tropical_moist,-90.8125,30.3125,0.0,4,unknown,unknown,3.2,0.0,0.0,0.0,0.0,20.0,0.0,0.0,39.5,0.0,0.0,22.7,3.2,0.0,9.2,0.0,0.0,0.115,0.002,14.1756,3.2,844,2949,16569,18,17.25,63,26.5665,37.3957,15.5751,25.8,11.6,38.6,49.8,64.2,61.225,43.7999,55.4089,172.1552,20500.6833,7.4,0.0,train
-11878,United States of America,NAM,tropical_moist,-90.102778,29.994444,3.0,3,unknown,unknown,33.5,0.0,0.0,0.0,0.0,4.6,0.0,0.0,12.5,0.0,0.0,16.2,4.4,24.2,3.0,0.0,0.0,0.005,0.0,0.43637,4.36,50970,85881,85881,63,62.77,63,26.6203,34.2446,18.8378,26.6,15.4,36.4,47.2,60.0,57.15,39.6806,51.6252,122.719,14451.7329,4.0,0.0,train
-11880,United States of America,NAM,tropical_moist,-92.046093,32.509713,25.0,5,unknown,unknown,0.0,0.0,0.0,0.0,0.0,25.9,0.0,0.0,30.6,0.0,0.0,0.0,26.9,4.1,9.4,0.0,0.0,0.595,0.754,22.6157,2.17,4489,9231,18557,60,45.55,63,24.1095,31.0597,17.052,23.2,13.8,32.8,42.94,55.6,53.45,35.3622,49.4065,70.6811,9562.9374,1.0,0.0,train
-11881,United States of America,NAM,tropical_moist,-91.36617199999999,30.681735999999997,10.0,5,unknown,unknown,0.0,0.0,0.0,0.0,2.0,15.8,0.0,0.0,30.6,0.0,0.0,5.8,20.1,0.0,22.9,0.0,0.0,0.723,0.115,7.830610000000001,3.31,636,700,8708,17,13.95,63,28.9052,38.0451,19.4786,28.2,17.2,39.0,49.8,63.8,61.325,43.5074,55.5213,186.1464,20237.7248,8.4,0.8,train
-11883,United States of America,NAM,tropical_moist,-89.92388000000001,29.93961,3.0,5,unknown,unknown,28.3,1.7,0.0,0.0,0.0,4.4,0.0,0.0,11.1,0.0,0.0,28.7,3.1,18.9,2.6,0.0,0.0,0.0,0.002,34.0788,3.81,4788,21160,85881,62,48.41,63,28.7937,37.0451,20.3554,28.25,18.0,38.75,49.25,62.175,59.125,41.8266,53.3193,128.3306,18596.1902,4.5,0.25,train
-11884,United States of America,NAM,tropical_moist,-89.955703,29.936909000000004,62.0,4,unknown,unknown,28.3,1.7,0.0,0.0,0.0,4.4,0.0,0.0,11.1,0.0,0.0,28.7,3.1,18.9,2.6,0.0,0.0,0.006999999999999999,0.004,34.0788,3.81,21160,27988,85881,62,57.91,63,27.9907,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,train
-11885,United States of America,NAM,tropical_moist,-90.410556,29.984167,3.0,4,unknown,unknown,24.1,0.0,0.0,0.0,0.0,11.5,0.0,0.0,15.7,0.0,0.0,20.7,7.7,12.8,6.0,0.0,0.0,0.0,0.0,0.3144,4.25,3305,6869,43643,61,55.01,63,24.8408,33.1634,16.3426,23.4,13.0,34.6,46.2,60.4,57.425,39.0553,50.7915,145.6057,14227.1892,3.6,0.0,train
-11886,United States of America,NAM,tropical_moist,-90.82,29.994444,20.0,14,unknown,unknown,2.1,0.0,0.0,0.0,0.0,16.5,0.0,0.0,12.0,0.0,0.0,28.5,23.8,2.0,13.9,0.0,0.0,0.0,0.0,0.5489310000000001,3.62,220,538,9095,22,20.94,62,24.6718,33.3898,15.7536,22.8,12.6,34.6,46.2,60.0,57.6893,39.1923,50.3442,142.4031,14029.9629,3.2,0.2,train
-11887,United States of America,NAM,tropical_moist,-90.608333,30.058333,9.0,0,unknown,unknown,13.3,0.0,0.0,0.0,0.0,12.7,0.0,0.0,11.5,0.0,0.0,41.0,10.1,3.1,7.5,0.0,0.0,0.0,0.0,7.085960000000001,3.85,1627,2549,9862,61,44.01,62,27.9784,36.8951,18.8917,27.0,15.6,38.4,49.6,63.62,61.125,43.0588,54.8311,164.3823,19534.3576,7.4,0.2,train
-11889,United States of America,NAM,tropical_moist,-90.199683,30.429304,20.0,12,unknown,unknown,24.7,0.0,4.2,0.0,0.0,12.2,1.1,0.0,44.9,0.0,0.0,7.8,0.0,0.0,2.9,0.0,0.0,0.0,0.0,0.393909,2.33,807,2508,8086,29,32.67,62,26.8897,36.6513,16.9008,26.6,13.4,38.6,49.6,63.6,60.875,42.6434,54.9478,169.8689,19053.6716,7.4,0.8,train
-11890,United States of America,NAM,tropical_moist,-91.21355600000001,30.500643,7.0,3,unknown,unknown,0.0,0.0,0.0,0.0,1.7,14.4,0.0,0.0,28.1,0.0,1.1,6.3,20.1,10.3,16.8,0.0,0.0,0.36200000000000004,0.0,5.33782,3.64,5137,34873,34873,63,58.51,63,22.7065,31.2707,13.9406,20.6,10.6,32.0,43.6,59.4,56.725,37.4049,49.62,175.8637,11895.778,4.8,1.0,train
-11891,United States of America,NAM,cool_moist,-70.124608,43.974622,50.0,13,unknown,unknown,5.7,2.6,0.0,0.0,9.2,66.3,0.0,0.0,0.0,0.0,0.0,0.0,0.0,6.0,9.1,0.0,0.0,0.011000000000000001,0.0,2.03973,1.95,682,1756,15794,11,10.56,61,26.1105,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,45.0071,-999.0,-999.0,-999.0,-999.0,test
-11892,United States of America,NAM,cool_moist,-68.033006,46.696431,540.0,19,unknown,unknown,0.0,0.0,0.0,0.0,2.9,55.5,0.0,0.0,0.0,0.0,0.0,0.0,9.5,0.0,30.7,0.0,0.0,0.033,0.0,0.078419,1.03,731,779,921,51,28.79,58,27.1657,30.0105,23.8387,27.4,19.8,34.8,40.4,47.4,45.975,33.1304,43.7572,20.6217,3139.0719,0.0,0.0,train
-11896,United States of America,NAM,cool_moist,-70.26896500000001,43.660246,3.0,0,unknown,unknown,45.0,1.6,0.0,0.0,2.8,30.5,0.0,0.0,0.0,0.0,0.0,0.0,0.0,9.3,9.4,0.0,0.0,0.0,0.0,6.615939999999999,2.54,30718,30718,30718,62,57.19,62,24.2227,28.6716,19.8349,24.8,15.0,33.2,40.0,50.2,48.8,33.0579,43.9485,83.9651,4864.1769,0.6,0.8,train
-11897,United States of America,NAM,cool_moist,-70.207324,43.561043,24.0,-2,unknown,unknown,74.3,1.2,0.0,0.0,1.2,11.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,7.7,3.2,0.0,0.0,0.0,0.0,1.002,2.51,15,1749,30718,10,10.3,62,33.2241,34.894,28.5764,32.0,24.0,39.5,45.5,55.0,52.6875,38.5448,48.3951,153.8428,10066.8067,3.0,0.0,train
-11900,United States of America,NAM,cool_moist,-68.22698000000001,44.351696999999994,466.0,290,unknown,unknown,63.0,6.0,0.0,0.0,0.0,30.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.66881,1.46,675,675,695,5,6.35,50,37.1365,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,49.6699,-999.0,-999.0,-999.0,-999.0,val
-11907,United States of America,NAM,cool_moist,-69.785,44.230622,55.0,41,unknown,unknown,0.0,1.2,0.0,0.0,11.9,74.8,0.0,0.0,0.0,0.0,0.0,0.0,0.0,2.3,8.9,0.0,0.0,0.0,0.0,2.65044,1.62,1879,1879,4322,44,23.74,61,29.0511,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,45.8182,-999.0,-999.0,-999.0,-999.0,test
-11909,United States of America,NAM,cool_moist,-69.26059000000001,43.917955,9.0,0,unknown,unknown,61.3,4.5,0.0,0.0,1.3,30.8,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.2,0.0,0.0,0.0,0.0,0.110947,2.14,4,341,973,0,1.33,56,32.7277,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,46.5418,-999.0,-999.0,-999.0,-999.0,val
-11910,United States of America,NAM,cool_moist,-70.860605,44.250921999999996,213.0,93,unknown,unknown,0.0,0.0,0.0,0.0,27.5,69.5,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,2.2,0.0,0.0,0.003,0.0,0.222106,1.46,120,133,626,5,1.4,40,24.8624,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,46.7059,-999.0,-999.0,-999.0,-999.0,train
-11911,United States of America,NAM,cool_moist,-68.647677,44.952042999999996,4.0,10,unknown,unknown,0.0,0.0,0.0,0.0,2.1,90.7,0.0,0.0,0.0,0.0,0.0,0.0,0.0,3.1,2.8,0.0,0.0,0.008,0.0,7.73353,1.22,2633,4086,14524,40,24.03,63,25.6649,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,41.3455,-999.0,-999.0,-999.0,-999.0,train
-11914,United States of America,NAM,cool_moist,-68.67075200000001,44.735978,250.0,123,unknown,unknown,2.1,2.2,0.0,0.0,5.2,82.6,0.0,0.0,0.0,0.0,0.0,0.0,0.0,3.7,3.6,0.0,0.0,0.0,0.0,0.514598,1.34,344,380,14524,8,10.18,63,32.3313,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,45.54600000000001,-999.0,-999.0,-999.0,-999.0,train
-11921,United States of America,NAM,cool_moist,-69.82778,44.005,3.0,0,unknown,unknown,7.0,7.8,0.0,0.0,4.2,74.3,0.0,0.0,0.0,0.0,0.0,0.0,0.0,2.4,3.7,0.0,0.0,0.0,0.0,6.2499199999999995,1.86,742,1904,6427,6,6.88,58,29.7939,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,46.193999999999996,-999.0,-999.0,-999.0,-999.0,test
-11923,United States of America,NAM,cool_moist,-67.59586999999999,44.531907000000004,10.0,0,unknown,unknown,63.4,2.9,0.0,0.0,0.0,31.2,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.3,0.0,0.0,0.0,0.0,0.154108,1.39,81,146,415,10,4.47,33,31.5393,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,45.6204,-999.0,-999.0,-999.0,-999.0,val
-11925,United States of America,NAM,cool_moist,-67.060728,44.963633,8.22,3,unknown,unknown,36.3,6.3,0.0,0.0,0.0,56.2,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.128859,1.24,330,480,1058,9,6.26,26,29.4684,31.4183,25.7034,29.25,21.25,36.25,42.25,48.5,46.9062,34.593,44.9503,24.4558,4267.1115,0.0,0.0,train
-11927,United States of America,NAM,cool_moist,-70.629138,43.656764,275.0,34,unknown,unknown,2.2,0.0,0.0,0.0,9.7,70.5,0.0,0.0,0.0,0.0,0.0,0.0,0.0,6.7,9.6,0.0,0.0,0.0,0.0,1.01145,1.79,905,1159,14248,11,13.27,61,26.5937,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,51.0625,-999.0,46.178000000000004,-999.0,-999.0,-999.0,-999.0,train
-11929,United States of America,NAM,cool_moist,-70.87734,43.58889,3.0,31,unknown,unknown,0.0,0.0,0.0,0.0,13.8,81.4,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.3,2.3,0.0,0.0,0.0,0.0,0.742674,1.72,320,354,4782,6,6.27,52,30.1064,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,48.3718,-999.0,-999.0,-999.0,-999.0,train
-11930,United States of America,NAM,cool_moist,-70.471034,43.343167,6.0,9,unknown,unknown,54.2,0.0,0.0,0.0,3.7,32.0,0.0,0.0,0.0,0.0,0.0,1.1,0.0,4.1,4.4,0.0,0.0,0.0,0.0,0.802026,2.54,974,1493,10099,17,12.91,60,32.5743,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,49.2056,-999.0,-999.0,-999.0,-999.0,test
-11935,United States of America,NAM,warm_moist,-76.653056,38.9025,44.0,22,unknown,unknown,22.0,2.4,0.0,0.0,7.7,13.7,0.0,0.0,0.0,0.0,0.0,1.6,2.9,11.9,36.6,0.0,0.0,0.268,0.0,7.233439999999999,4.47,1261,1588,40800,20,27.65,63,33.9089,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,61.8662,-999.0,-999.0,-999.0,-999.0,val
-11938,United States of America,NAM,warm_moist,-76.631261,39.462024,126.0,28,unknown,unknown,0.0,0.0,0.0,0.0,11.1,5.4,0.0,0.0,0.0,0.0,0.0,0.0,4.1,22.3,54.8,0.0,0.0,0.002,0.0,27.5865,4.46,14111,36781,105473,62,59.71,63,32.477,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,62.9005,-999.0,-999.0,-999.0,-999.0,train
-11939,United States of America,NAM,warm_moist,-76.47444399999999,39.310833,5.0,16,unknown,unknown,28.6,2.8,0.0,0.0,3.1,8.8,0.0,0.0,1.0,0.0,0.0,2.4,3.8,31.1,17.8,0.0,0.0,0.0,0.0,125.874,5.11,17066,31259,105473,63,61.83,63,26.709,34.7863,18.6872,26.2,13.4,38.0,49.8,65.98,62.925,40.5294,61.7727,241.2393,20600.0961,12.8,2.2,train
-11941,United States of America,NAM,warm_moist,-76.617194,38.536722,44.0,44,unknown,unknown,23.8,2.0,0.0,0.0,12.4,13.3,0.0,0.0,0.0,0.0,0.0,1.3,2.7,0.0,43.3,0.0,0.0,0.294,0.0,1.96776,3.74,1320,1488,5951,32,26.72,58,35.3637,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,60.7486,-999.0,-999.0,-999.0,-999.0,train
-11942,United States of America,NAM,warm_moist,-77.041667,39.444167,226.0,39,unknown,unknown,0.0,0.0,0.0,0.0,5.5,3.3,0.0,0.0,0.0,0.0,0.0,0.0,9.0,4.6,77.2,0.0,0.0,0.297,0.0,4.95408,3.81,2069,2343,27201,25,24.5,63,35.3316,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,60.5312,-999.0,-999.0,-999.0,-999.0,train
-11943,United States of America,NAM,warm_moist,-75.86,39.701111,128.0,58,unknown,unknown,5.0,1.1,0.0,0.0,6.0,4.4,0.0,0.0,0.0,0.0,0.0,1.2,11.2,12.9,57.7,0.0,0.0,0.005,0.0,6.05751,4.15,1515,2945,24066,19,21.79,63,35.819,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,61.378,-999.0,-999.0,-999.0,-999.0,test
-11944,United States of America,NAM,warm_moist,-76.811944,38.504166999999995,49.0,7,unknown,unknown,10.8,2.4,0.0,0.0,15.7,13.8,0.0,0.0,0.0,0.0,0.0,2.1,4.4,1.7,48.1,0.0,0.0,0.359,0.0,3.09695,3.77,781,1622,16951,18,21.63,63,32.7217,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,59.5892,-999.0,-999.0,-999.0,-999.0,train
-11945,United States of America,NAM,warm_moist,-76.140449,38.587635,0.0,6,unknown,unknown,27.4,13.4,0.0,0.0,0.0,14.0,0.0,0.0,0.0,0.0,0.0,4.5,8.8,0.0,29.5,0.0,0.0,1.218,0.0,0.27152800000000005,3.24,608,5811,7943,7,11.89,61,32.3807,37.192,26.5298,31.5,23.5,40.0,47.5,59.0,57.125,41.3199,56.6949,100.1329,15343.9735,1.0,0.0,train
-11947,United States of America,NAM,warm_moist,-77.37519,39.42276,92.0,7,unknown,unknown,0.0,0.0,0.0,0.0,13.7,1.3,0.0,0.0,0.0,0.0,0.0,0.0,15.8,3.7,65.3,0.0,0.0,1.237,0.0,30.2173,3.56,4219,8777,29128,62,54.78,63,31.0105,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,60.4558,-999.0,-999.0,-999.0,-999.0,train
-11948,United States of America,NAM,cool_moist,-79.012,39.70595,776.63,4,unknown,unknown,0.0,0.0,0.0,0.0,60.2,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.3,0.0,36.7,0.0,0.0,0.0,0.0,1.13284,2.73,152,270,13967,8,7.57,60,35.7209,41.2131,30.2652,35.6,26.8,44.6,53.8,64.0,61.7,45.1936,58.3448,137.4136,25258.5351,7.2,0.0,train
-11949,United States of America,NAM,warm_moist,-76.296667,39.41,6.0,22,unknown,unknown,27.9,2.1,0.0,0.0,5.1,5.0,0.0,0.0,0.0,0.0,0.0,3.2,9.0,11.0,35.6,0.0,0.0,0.257,0.0,57.8878,4.05,199,8116,32855,54,38.52,63,33.29,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,65.0043,-999.0,-999.0,-999.0,-999.0,train
-11950,United States of America,NAM,warm_moist,-76.203889,39.563333,395.0,63,unknown,unknown,14.3,1.6,0.0,0.0,9.9,5.9,0.0,0.0,0.0,0.0,0.0,2.1,6.2,3.0,56.5,0.0,0.0,0.1,0.0,14.0503,3.85,1480,8006,14310,26,30.7,61,35.1655,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,61.7738,-999.0,-999.0,-999.0,-999.0,train
-11951,United States of America,NAM,warm_moist,-75.7972,39.3052,18.0,8,unknown,unknown,1.6,1.6,0.0,0.0,2.2,2.5,0.0,0.0,0.0,0.0,0.0,0.0,23.3,1.4,65.6,0.0,0.0,0.325,0.0,2.23762,3.85,424,664,8112,6,6.74,63,34.0954,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,61.8399,-999.0,-999.0,-999.0,-999.0,test
-11952,United States of America,NAM,warm_moist,-77.106944,39.114444,126.0,14,unknown,unknown,0.0,0.0,0.0,0.0,8.5,12.2,0.0,0.0,1.8,0.0,0.0,0.0,3.5,30.1,43.6,0.0,0.0,0.57,0.0,3.1737,4.57,14370,38258,112882,62,61.14,63,30.1443,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,60.9479,-999.0,-999.0,-999.0,-999.0,val
-11954,United States of America,NAM,warm_moist,-76.878333,39.055277000000004,49.0,27,unknown,unknown,0.0,0.0,0.0,0.0,5.4,12.8,0.0,0.0,2.4,0.0,0.0,0.0,6.3,41.1,31.4,0.0,0.0,0.187,0.0,45.7711,5.36,21684,25531,112882,59,58.63,63,26.4499,35.6124,17.2997,25.2,12.6,37.4,50.16,67.132,63.875,41.65,62.5105,210.7423,21649.4906,14.6,1.0,val
-11956,United States of America,NAM,warm_moist,-76.74417,38.81194,12.0,5,unknown,unknown,8.4,1.7,0.0,0.0,8.7,13.1,0.0,0.0,1.2,0.0,0.0,1.1,3.8,17.4,44.3,0.0,0.0,0.044000000000000004,0.0,10.421,4.74,4713,4713,67002,51,41.49,63,30.0789,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,61.876000000000005,-999.0,-999.0,-999.0,-999.0,val
-11958,United States of America,NAM,warm_moist,-77.721639,39.565582,183.0,11,unknown,unknown,0.0,0.0,0.0,0.0,18.5,1.9,0.0,0.0,0.0,0.0,0.0,0.0,18.4,3.3,57.7,0.0,0.0,1.551,0.0,2.42616,3.63,6915,6968,25719,56,35.85,63,33.2151,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,58.1839,-999.0,-999.0,-999.0,-999.0,val
-11965,United States of America,NAM,warm_moist,-76.5525,39.32889,49.0,46,unknown,unknown,18.7,2.2,0.0,0.0,5.4,8.0,0.0,0.0,0.0,0.0,0.0,1.8,4.4,32.7,25.3,0.0,0.0,0.0,0.0,81.2816,5.17,64533,105473,105473,63,63.0,63,29.7677,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,57.2207,-999.0,-999.0,-999.0,-999.0,train
-11966,United States of America,NAM,cool_moist,-70.02359799999999,41.975804,41.0,29,unknown,unknown,87.9,0.0,0.0,0.0,0.0,6.3,0.0,0.0,0.0,0.0,0.0,1.6,0.0,1.4,0.0,0.0,0.0,0.005,0.0,0.084329,2.84,582,709,2294,5,5.76,45,35.7713,36.5041,32.226,34.5,28.0,41.0,46.5,55.5,53.5625,40.0766,50.0431,93.3506,10462.1328,2.0,0.0,train
-11967,United States of America,NAM,cool_moist,-73.167428,42.63668,1140.0,618,unknown,unknown,0.0,0.0,0.0,0.0,72.0,18.3,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.9,7.5,0.0,0.0,0.022000000000000002,0.0,0.753488,2.06,1986,3663,10136,8,13.91,60,38.9703,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,52.6641,-999.0,-999.0,-999.0,-999.0,train
-11969,United States of America,NAM,warm_moist,-70.879162,41.633278000000004,4.0,0,unknown,unknown,38.6,3.2,0.0,0.0,7.9,35.3,0.0,0.0,0.0,0.0,0.0,1.7,0.0,5.9,6.4,0.0,0.0,0.0,0.0,0.849809,3.42,3086,11069,49166,40,36.7,63,36.3031,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,54.3466,-999.0,-999.0,-999.0,-999.0,test
-11970,United States of America,NAM,warm_moist,-71.169235,41.685707,59.0,53,unknown,unknown,20.6,3.8,0.0,0.0,14.6,32.1,0.0,0.0,0.0,0.0,0.0,1.9,1.1,14.5,10.6,0.0,0.0,0.0,0.0,5.17551,3.63,42886,42886,49166,62,51.25,63,32.77,34.4568,27.1953,31.0,23.0,38.5,45.5,57.0,55.0179,38.5536,51.5856,139.267,10749.8499,4.0,0.5,test
-11972,United States of America,NAM,warm_moist,-70.897504,41.645381,4.0,11,unknown,unknown,38.6,3.2,0.0,0.0,7.9,35.3,0.0,0.0,0.0,0.0,0.0,1.7,0.0,5.9,6.4,0.0,0.0,0.0,0.0,0.849809,3.42,11069,49166,49166,59,48.66,63,27.6926,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,46.9516,-999.0,-999.0,-999.0,-999.0,test
-11973,United States of America,NAM,warm_moist,-70.785225,41.330469,10.0,8,unknown,unknown,85.4,0.0,0.0,0.0,4.5,5.5,0.0,0.0,0.0,0.0,0.0,1.3,0.0,0.0,1.8,0.0,0.0,0.0,0.0,0.160012,3.01,138,205,3295,0,1.23,31,37.008,35.7445,31.7394,33.5,27.5,40.5,46.5,55.0,53.625,39.288000000000004,52.3575,59.6488,9256.3889,1.0,0.0,train
-11975,United States of America,NAM,cool_moist,-70.970816,42.474641999999996,52.0,18,unknown,unknown,32.6,0.0,0.0,0.0,0.0,25.8,0.0,0.0,0.0,0.0,0.0,1.2,0.0,37.0,1.3,0.0,0.0,0.0,0.0,96.6206,4.67,35308,59440,138551,62,60.28,63,31.1636,35.019,27.1223,31.4,23.0,38.6,46.2,59.4,56.9214,39.597,51.5888,142.7328,12295.663,4.4,0.2,test
-11978,United States of America,NAM,cool_moist,-70.81778299999999,42.814412,2.0,0,unknown,unknown,38.0,2.8,0.0,0.0,2.9,37.8,0.0,0.0,0.0,0.0,0.0,1.1,0.0,10.2,5.4,0.0,0.0,0.0,0.0,3.7482300000000004,3.19,2237,5783,23075,20,21.32,62,32.2564,35.1556,26.8759,31.0,23.5,39.0,45.0,56.0,54.125,38.9558,49.5461,118.1902,10534.0776,2.5,0.0,test
-11979,United States of America,NAM,cool_moist,-71.10229,42.770837,0.0,13,unknown,unknown,2.2,1.6,0.0,0.0,3.3,60.9,0.0,0.0,0.0,0.0,0.0,0.0,0.0,24.6,5.4,0.0,0.0,0.0,0.0,15.2398,3.16,23075,23075,65650,61,57.33,63,30.4813,33.6039,23.2248,28.5,20.0,37.5,44.5,56.0,53.4643,37.8159,49.477,91.9869,9790.1769,0.0,0.0,test
-11982,United States of America,NAM,cool_moist,-72.555112,42.194379999999995,79.0,46,unknown,unknown,0.0,0.0,0.0,0.0,30.2,32.9,0.0,0.0,0.0,0.0,0.0,0.0,1.7,21.4,12.1,0.0,0.0,0.0,0.0,8.287510000000001,3.05,10656,27410,51598,62,59.2,63,27.7169,33.3096,21.8542,28.0,17.6,37.0,45.4,59.6,57.6643,38.1837,52.3178,169.4066,12367.0369,5.4,1.4,train
-11983,United States of America,NAM,cool_moist,-72.52310899999999,42.400579,76.0,51,unknown,unknown,2.6,2.0,0.0,0.0,24.4,52.2,0.0,0.0,0.0,0.0,0.0,0.0,1.6,9.3,7.5,0.0,0.0,0.0,0.0,8.07364,2.69,16742,16742,27410,56,35.86,62,28.2531,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,48.0167,-999.0,-999.0,-999.0,-999.0,train
-11984,United States of America,NAM,cool_moist,-72.334079,42.298493,312.0,113,unknown,unknown,2.6,2.0,0.0,0.0,36.6,43.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,7.7,7.1,0.0,0.0,0.0,0.0,7.9551,2.93,1763,2068,21846,6,9.45,63,32.9871,35.3655,30.5207,32.8,25.6,40.0,47.4,59.4,58.475,39.150999999999996,51.808,160.6977,12467.431,5.2,1.2,train
-11985,United States of America,NAM,cool_moist,-71.36206800000001,42.62668,19.22,9,unknown,unknown,0.0,0.0,0.0,0.0,2.4,56.4,0.0,0.0,0.0,0.0,0.0,0.0,0.0,37.8,2.8,0.0,0.0,0.0,0.0,9.27314,2.9,10783,27683,65650,61,59.25,63,27.8989,33.5278,22.241,28.8,18.2,37.4,45.8,58.2,56.2964,38.3207,50.5277,106.6331,11766.1761,2.2,0.4,test
-11986,United States of America,NAM,cool_moist,-71.482775,42.413574,91.0,9,unknown,unknown,0.0,0.0,0.0,0.0,5.4,61.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,29.1,3.1,0.0,0.0,0.0,0.0,13.7354,3.17,4850,6718,46208,33,44.36,63,32.9953,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,48.9348,-999.0,-999.0,-999.0,-999.0,test
-11990,United States of America,NAM,cool_moist,-71.11397,42.211774,192.0,82,unknown,unknown,8.9,0.0,0.0,0.0,2.3,47.2,0.0,0.0,0.0,0.0,0.0,0.0,0.0,38.2,1.8,0.0,0.0,0.047,0.0,16.2664,4.01,6024,15315,138551,56,59.74,63,35.3478,36.3552,29.6335,33.0,25.0,40.5,47.5,59.0,56.8125,40.3437,52.5884,120.1802,13491.3259,3.0,0.5,test
-11993,United States of America,NAM,cool_moist,-70.96835899999999,42.317372,10.0,0,unknown,unknown,32.5,1.1,0.0,0.0,0.0,24.9,0.0,0.0,0.0,0.0,0.0,1.3,0.0,38.0,1.1,0.0,0.0,0.0,0.0,56.0452,4.59,352,14374,138551,28,38.78,63,32.7239,34.9738,26.6495,31.0,22.5,40.0,46.5,57.0,53.8304,39.2434,50.293,94.439,11486.5357,2.5,0.0,test
-11994,United States of America,NAM,cool_moist,-71.0826,42.3295,6.0,12,unknown,unknown,19.3,0.0,0.0,0.0,0.0,32.2,0.0,0.0,0.0,0.0,0.0,0.0,0.0,44.3,0.0,0.0,0.0,0.001,0.0,41.8131,4.48,102223,102223,138551,63,62.94,63,21.8601,25.4042,18.1743,21.6,13.0,30.0,37.6,50.2,47.2107,30.3235,43.442,57.8163,3923.7934,0.8,0.2,test
-11996,United States of America,NAM,cool_moist,-71.875511,42.274319,306.0,129,unknown,unknown,0.0,0.0,0.0,0.0,27.4,52.7,0.0,0.0,0.0,0.0,0.0,0.0,0.0,14.2,4.7,0.0,0.0,0.0,0.0,3.6276900000000003,2.94,20119,50673,50673,54,49.07,63,35.91,36.0839,31.2857,33.5,26.5,40.5,47.0,58.0,55.2143,39.873000000000005,51.292,123.9929,11897.3697,3.0,0.0,train
-11998,United States of America,NAM,cool_moist,-71.619399,42.099699,306.0,8,unknown,unknown,0.0,0.0,0.0,0.0,32.5,49.4,0.0,0.0,0.0,0.0,0.0,0.0,0.0,14.1,3.0,0.0,0.0,0.0,0.0,0.864649,3.1,2348,5919,29064,36,36.58,63,28.395,33.7375,19.308,28.0,15.5,37.5,45.0,56.21,53.6875,38.2403,50.0515,104.4067,10617.1533,1.5,0.0,train
-12001,United States of America,NAM,cool_moist,-86.148577,42.767786,194.0,18,unknown,unknown,29.9,1.0,0.0,0.0,7.5,4.8,0.0,0.0,0.0,0.0,0.0,0.0,7.6,4.4,43.6,0.0,0.0,0.494,0.0,1.02926,2.58,10466,16212,16212,53,44.52,61,37.0127,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,60.018,-999.0,-999.0,-999.0,-999.0,train
-12003,United States of America,NAM,cool_moist,-86.109408,44.616943,222.0,25,unknown,unknown,28.5,1.1,0.0,0.0,15.5,27.6,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,24.9,0.0,0.0,0.0,0.0,0.21510100000000001,1.5,245,285,1061,25,12.35,34,35.1223,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,52.8636,-999.0,-999.0,-999.0,-999.0,train
-12005,United States of America,NAM,cool_moist,-86.309694,42.197790000000005,198.0,4,unknown,unknown,21.9,0.0,0.0,0.0,2.5,1.9,0.0,0.0,0.0,0.0,0.0,0.0,4.4,3.2,64.7,0.0,0.0,0.18899999999999997,0.0,10.1543,2.83,2157,2157,14663,49,29.14,62,35.618,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,60.1908,-999.0,-999.0,-999.0,-999.0,train
-12006,United States of America,NAM,cool_moist,-86.00162900000001,41.89557,270.0,13,unknown,unknown,0.0,0.0,0.0,0.0,1.2,1.3,0.0,0.0,0.0,0.0,0.0,0.0,11.2,5.5,79.8,0.0,0.0,0.304,0.0,8.49046,2.79,518,1420,19279,23,18.33,62,37.803000000000004,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,59.293,-999.0,-999.0,-999.0,-999.0,train
-12007,United States of America,NAM,cool_moist,-84.36416700000001,46.493611,0.0,9,unknown,unknown,17.4,1.3,0.0,0.0,8.9,43.5,0.0,0.0,0.0,0.0,0.0,1.2,2.8,2.4,20.5,0.0,0.0,0.965,0.0,1.13885,1.11,11778,11778,11778,61,53.2,63,30.0654,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,45.957,-999.0,-999.0,-999.0,-999.0,train
-12008,United States of America,NAM,cool_moist,-84.393795,42.798339,259.0,10,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,18.1,8.1,72.8,0.0,0.0,0.9990000000000001,0.0,4.69766,2.55,3491,8257,28133,23,26.42,63,33.4204,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,54.3231,-999.0,-999.0,-999.0,-999.0,train
-12014,United States of America,NAM,cool_moist,-83.670159,43.047224,220.0,1,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,8.4,9.1,78.9,0.0,0.0,0.491,0.0,19.7256,2.59,16724,23442,26394,63,61.7,63,33.3507,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,54.42,-999.0,-999.0,-999.0,-999.0,test
-12015,United States of America,NAM,cool_moist,-83.461541,43.168336,256.0,25,unknown,unknown,0.0,0.0,0.0,0.0,2.7,1.2,0.0,0.0,0.0,0.0,0.0,0.0,7.2,2.5,85.4,0.0,0.0,0.6920000000000001,0.0,10.386,2.4,836,1138,23442,15,13.66,63,33.9995,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,54.6069,-999.0,-999.0,-999.0,-999.0,test
-12019,United States of America,NAM,cool_moist,-82.6429,43.836388,0.0,30,unknown,unknown,56.2,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,32.9,0.0,9.1,0.0,0.0,0.39299999999999996,0.0,0.6364310000000001,2.07,302,324,325,19,12.55,39,35.1235,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,51.5438,-999.0,-999.0,-999.0,-999.0,test
-12020,United States of America,NAM,cool_moist,-84.534633,42.738618,268.0,10,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,16.6,8.5,73.9,0.0,0.0,0.439,0.0,19.7733,2.64,23595,28133,28133,63,62.49,63,30.0623,35.3941,24.4635,29.2,20.2,38.8,48.8,62.2,59.625,39.8839,54.5063,129.355,15859.2322,5.4,0.0,train
-12021,United States of America,NAM,cool_moist,-85.54189000000001,42.278067,0.0,1,unknown,unknown,0.0,0.0,0.0,0.0,6.1,4.4,0.0,0.0,0.0,0.0,0.0,0.0,6.0,6.4,74.7,0.0,0.0,0.53,0.0,6.2994699999999995,2.72,4969,17647,26185,62,56.98,63,33.4107,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,57.208,-999.0,-999.0,-999.0,-999.0,test
-12024,United States of America,NAM,cool_moist,-85.671339,42.984173,186.0,15,unknown,unknown,0.0,0.0,0.0,0.0,3.6,2.9,0.0,0.0,0.0,0.0,0.0,0.0,5.0,15.4,71.9,0.0,0.0,0.36200000000000004,0.0,10.1738,2.65,35089,45266,45266,63,62.58,63,27.473000000000003,32.9281,21.5139,27.0,16.6,36.8,47.6,62.6,60.3,37.7016,54.6813,154.7049,14704.5548,6.6,0.2,train
-12025,United States of America,NAM,cool_moist,-85.416608,43.176671999999996,0.0,11,unknown,unknown,0.0,0.0,0.0,0.0,7.6,5.7,0.0,0.0,0.0,0.0,0.0,0.0,5.4,2.1,78.3,0.0,0.0,0.363,0.0,4.35447,2.26,842,938,7450,13,11.06,62,33.9643,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,54.3326,-999.0,-999.0,-999.0,-999.0,train
-12028,United States of America,NAM,cool_moist,-83.946559,41.995568,0.0,18,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,56.4,1.1,41.5,0.0,0.0,1.931,0.0,6.02316,2.74,2993,5577,13892,38,28.43,60,36.4467,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,58.5962,-999.0,-999.0,-999.0,-999.0,train
-12029,United States of America,NAM,cool_moist,-82.793463,42.731394,189.0,15,unknown,unknown,14.7,1.3,0.0,0.0,0.0,1.8,0.0,0.0,0.0,0.0,0.0,1.3,13.0,12.6,53.3,0.0,0.0,0.972,0.0,23.476999999999997,4.33,4113,7441,26042,53,43.18,63,33.2679,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,58.0039,-999.0,-999.0,-999.0,-999.0,train
-12030,United States of America,NAM,cool_moist,-83.005971,42.51334,188.0,5,unknown,unknown,23.5,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,6.1,57.8,9.8,0.0,0.0,0.0,0.0,48.4654,4.91,30780,30780,60476,63,62.95,63,32.5386,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,56.5807,-999.0,-999.0,-999.0,-999.0,train
-12031,United States of America,NAM,cool_moist,-86.242649,44.306999999999995,0.0,39,unknown,unknown,30.3,0.0,0.0,0.0,21.2,22.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,23.5,0.0,0.0,0.145,0.0,4.2519,1.67,399,399,4351,21,15.44,58,35.662,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,52.4208,-999.0,-999.0,-999.0,-999.0,train
-12035,United States of America,NAM,cool_moist,-86.294415,43.953334000000005,0.0,19,unknown,unknown,14.6,1.2,0.0,0.0,22.4,16.1,0.0,0.0,0.0,0.0,1.0,0.0,1.4,0.0,41.4,0.0,0.0,0.945,0.0,0.343607,1.68,459,484,5195,18,12.22,55,33.7647,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,52.4038,-999.0,-999.0,-999.0,-999.0,train
-12037,United States of America,NAM,cool_moist,-84.891865,44.310555,0.0,3,unknown,unknown,4.4,0.0,0.0,0.0,15.6,43.8,0.0,0.0,0.0,0.0,0.0,0.0,2.6,0.0,31.3,0.0,0.0,0.0,0.0,0.065469,1.49,104,149,1346,0,0.64,44,31.2469,36.7446,25.828000000000003,32.25,23.0,40.0,48.25,60.5,57.3321,40.921,52.2482,114.59899999999999,14691.844,5.25,0.0,train
-12041,United States of America,NAM,cool_moist,-86.311083,43.278061,190.0,17,unknown,unknown,33.6,1.8,0.0,0.0,16.7,17.7,0.0,0.0,0.0,0.0,1.2,0.0,2.2,4.9,21.0,0.0,0.0,0.0,0.0,0.191875,2.62,2668,4513,21849,25,26.01,60,33.1204,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,56.8222,-999.0,-999.0,-999.0,-999.0,train
-12042,United States of America,NAM,cool_moist,-83.183199,42.463063,203.0,8,unknown,unknown,1.5,1.3,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,2.9,85.1,6.0,0.0,0.0,0.0,0.0,49.6872,5.32,42022,55374,60476,63,63.0,63,31.9314,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,57.4969,-999.0,-999.0,-999.0,-999.0,train
-12045,United States of America,NAM,cool_moist,-85.852734,42.894451000000004,195.0,18,unknown,unknown,0.0,0.0,0.0,0.0,1.4,0.0,0.0,0.0,0.0,0.0,0.0,0.0,9.7,16.0,71.3,0.0,0.0,0.621,0.0,0.882567,2.75,10042,11355,45266,59,54.4,63,34.4963,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,56.7311,-999.0,-999.0,-999.0,-999.0,train
-12049,United States of America,NAM,cool_moist,-82.45622900000001,42.953336,186.0,8,unknown,unknown,13.5,1.2,0.0,0.0,2.0,1.5,0.0,0.0,0.0,0.0,0.0,0.0,36.9,6.6,37.4,0.0,0.0,0.177,0.0,2.6032900000000003,3.3,6030,20989,20989,62,59.79,63,32.0414,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,54.5067,-999.0,-999.0,-999.0,-999.0,train
-12051,United States of America,NAM,cool_moist,-85.950227,46.288877,0.0,6,unknown,unknown,2.5,0.0,0.0,0.0,4.5,76.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,13.4,0.0,0.0,0.0,0.0,0.026917,1.19,21,21,105,0,1.05,13,34.1007,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,51.897,-999.0,-999.0,-999.0,-999.0,val
-12056,United States of America,NAM,cool_moist,-83.599602,42.240565000000004,0.0,10,unknown,unknown,0.0,0.0,0.0,0.0,0.0,1.5,0.0,0.0,0.0,0.0,1.2,0.0,18.3,22.2,55.5,0.0,0.0,0.586,0.0,3.62511,3.91,22138,22138,41061,61,59.74,63,33.0574,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,56.7183,-999.0,-999.0,-999.0,-999.0,train
-12059,United States of America,NAM,cool_moist,-83.2082,42.22862,181.0,6,unknown,unknown,6.5,1.1,0.0,0.0,0.0,1.1,0.0,0.0,0.0,0.0,1.8,1.6,22.2,48.2,15.9,0.0,0.0,0.016,0.0,3.6634,5.39,41051,41051,55374,62,62.46,63,23.5283,29.5717,16.9465,22.25,12.25,33.25,44.0,58.75,56.7619,34.7621,53.1882,138.9457,11722.1762,3.6,0.4,train
-12062,United States of America,NAM,cool_moist,-83.000138,42.43084,192.0,10,unknown,unknown,24.1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,12.0,58.2,2.8,0.0,0.0,0.0,0.0,71.9293,5.41,60476,60476,60476,63,62.7,63,33.0055,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,59.29600000000001,-999.0,-999.0,-999.0,-999.0,train
-12068,United States of America,NAM,cool_moist,-93.20306,45.40184,280.0,1,unknown,unknown,0.0,0.0,0.0,0.0,0.0,1.1,0.0,0.0,1.2,0.0,0.0,1.2,8.6,3.4,82.0,0.0,0.0,0.036000000000000004,0.0,1.61409,1.93,1022,1140,18152,15,17.89,63,28.9643,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,50.6597,-999.0,-999.0,-999.0,-999.0,train
-12069,United States of America,NAM,cool_moist,-93.207615,45.137679999999996,280.0,6,unknown,unknown,0.0,1.5,0.0,0.0,0.0,1.3,0.0,0.0,1.7,0.0,0.0,1.3,4.8,41.1,46.2,0.0,0.0,0.0,0.0,33.0795,2.67,5929,11188,71373,62,61.93,63,26.8586,32.5088,21.1395,27.0,16.6,36.8,45.6,57.0,54.9833,37.4451,51.3244,105.0356,11755.3033,1.8,0.0,train
-12070,United States of America,NAM,cool_moist,-95.846272,46.851811,0.0,5,unknown,unknown,4.1,0.0,0.0,0.0,2.6,4.8,0.0,0.0,1.3,0.0,1.7,4.4,32.4,0.0,47.3,0.0,0.0,1.097,0.0,0.43066499999999996,1.29,1201,3339,3339,46,38.15,62,30.8666,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,50.1175,-999.0,-999.0,-999.0,-999.0,train
-12071,United States of America,NAM,cool_moist,-92.52377,46.70527,378.0,37,unknown,unknown,0.0,0.0,0.0,0.0,11.0,59.5,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,27.9,0.0,0.0,0.0,0.0,0.324468,1.43,199,262,3295,14,21.77,62,25.1857,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,45.2664,-999.0,-999.0,-999.0,-999.0,test
-12073,United States of America,NAM,cool_moist,-94.1303,46.39674,381.0,10,unknown,unknown,5.7,1.1,0.0,0.0,10.2,23.2,0.0,0.0,4.2,0.0,0.0,1.6,2.8,1.3,49.0,0.0,0.0,0.0,0.0,0.324481,1.17,175,1347,4039,23,21.04,61,30.0303,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,48.6602,-999.0,-999.0,-999.0,-999.0,train
-12076,United States of America,NAM,cool_moist,-93.01261099999999,44.473754,300.0,12,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,80.7,0.0,18.5,0.0,0.0,0.054000000000000006,0.0,0.13816099999999998,2.13,169,257,7615,18,12.75,61,30.4262,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,51.0687,-999.0,-999.0,-999.0,-999.0,val
-12077,United States of America,NAM,cool_moist,-93.25475899999999,44.965241999999996,259.0,7,unknown,unknown,0.0,2.1,0.0,0.0,0.0,1.7,0.0,0.0,2.1,0.0,0.0,1.3,3.0,63.7,24.0,0.0,0.0,0.0,0.0,36.9963,3.14,40517,71373,71373,63,62.99,63,20.9487,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,42.6859,-999.0,-999.0,-999.0,-999.0,train
-12079,United States of America,NAM,cool_moist,-91.495574,47.948622,528.0,72,unknown,unknown,4.3,5.7,0.0,0.0,0.0,85.9,0.0,0.0,2.2,0.0,0.0,1.4,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.007843000000000001,0.92,4,4,66,0,0.0,22,30.6378,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,50.375,36.8401,46.7585,-999.0,-999.0,0.0,-999.0,train
-12080,United States of America,NAM,cool_dry,-95.81789,44.4438,361.0,11,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,99.2,0.0,0.0,0.0,0.0,0.114,0.0,0.146602,1.38,4479,4479,4479,54,36.17,62,32.4835,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,52.193000000000005,-999.0,-999.0,-999.0,-999.0,train
-12081,United States of America,NAM,cool_moist,-93.75945,46.2053,393.0,10,unknown,unknown,25.8,0.0,0.0,0.0,12.6,8.5,0.0,0.0,1.9,0.0,0.0,0.0,1.9,0.0,47.9,0.0,0.0,0.0,0.0,0.12383800000000002,1.27,13,139,266,29,13.75,37,30.1676,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,46.3233,-999.0,-999.0,-999.0,-999.0,train
-12082,United States of America,NAM,cool_moist,-92.450366,43.996908000000005,0.0,7,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,70.2,1.9,27.7,0.0,0.0,0.037000000000000005,0.0,1.16301,1.9,4404,11117,17385,62,53.74,63,29.3236,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,51.4282,-999.0,-999.0,-999.0,-999.0,train
-12085,United States of America,NAM,cool_moist,-92.08936,46.818259999999995,351.0,168,unknown,unknown,26.4,0.0,0.0,0.0,4.4,44.1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,4.0,17.7,0.0,0.0,0.0,0.0,110.749,1.51,13964,14847,14847,62,53.66,63,26.4525,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,42.1129,-999.0,-999.0,-999.0,-999.0,test
-12086,United States of America,NAM,cool_moist,-93.512534,44.791437,0.0,28,unknown,unknown,1.6,0.0,0.0,0.0,0.0,1.8,0.0,0.0,1.5,0.0,0.0,2.4,25.1,29.1,36.1,0.0,0.0,0.2,0.0,2.74468,2.36,4599,7617,33046,61,57.91,63,29.4848,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,49.8871,-999.0,-999.0,-999.0,-999.0,train
-12087,United States of America,NAM,cool_moist,-94.13345,45.549839,0.0,17,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,40.6,2.5,54.9,0.0,0.0,0.027999999999999997,0.0,2.42761,1.62,3426,9004,18363,59,53.71,63,28.232,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,48.6315,-999.0,-999.0,-999.0,-999.0,test
-12089,United States of America,NAM,cool_moist,-92.85531999999999,45.11728,319.0,28,unknown,unknown,0.0,1.3,0.0,0.0,0.0,4.1,0.0,0.0,1.9,0.0,0.0,1.6,13.3,9.3,66.1,0.0,0.0,0.0,0.0,10.6289,2.21,907,5696,41880,22,25.29,63,32.4402,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,49.7042,-999.0,-999.0,-999.0,-999.0,train
-12090,United States of America,NAM,cool_moist,-92.765136,45.168003999999996,234.0,19,unknown,unknown,0.0,1.0,0.0,0.0,0.0,4.1,0.0,0.0,1.7,0.0,0.0,1.8,15.5,3.8,69.9,0.0,0.0,0.139,0.0,5.49068,2.24,554,860,16349,10,13.61,62,26.3594,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,49.0737,-999.0,-999.0,-999.0,-999.0,train
-12091,United States of America,NAM,cool_moist,-93.66920999999999,45.20916,288.0,22,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.3,29.6,7.2,57.7,0.0,0.0,0.187,0.0,1.0691,2.38,1614,1954,21905,55,44.62,63,30.8379,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,49.7402,-999.0,-999.0,-999.0,-999.0,train
-12092,United States of America,NAM,tropical_moist,-91.390405,31.560752,70.0,51,unknown,unknown,1.5,0.0,0.0,0.0,6.5,28.9,0.0,0.0,33.4,0.0,0.0,3.4,18.2,0.0,6.6,0.0,0.0,0.222,0.0,0.43685799999999997,1.73,9464,9464,9464,63,49.98,63,28.6593,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,54.0144,-999.0,-999.0,-999.0,-999.0,train
-12095,United States of America,NAM,warm_moist,-90.723028,33.746056,0.0,3,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,97.6,0.0,0.0,0.0,0.0,1.26,4.622,0.08634800000000001,2.03,7095,7095,7095,59,36.86,60,33.5608,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,54.3416,-999.0,-999.0,-999.0,-999.0,train
-12097,United States of America,NAM,warm_moist,-89.98783,34.821659999999994,117.0,39,unknown,unknown,0.0,0.0,0.0,0.0,2.3,1.5,0.0,0.0,26.0,0.0,2.2,0.0,21.8,6.3,38.2,0.0,0.0,0.981,0.748,0.466681,2.75,803,805,28395,47,31.46,63,33.2552,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,54.9256,-999.0,-999.0,-999.0,-999.0,train
-12101,United States of America,NAM,tropical_moist,-89.395916,30.300833,5.0,8,unknown,unknown,46.2,0.0,1.9,0.0,0.0,5.2,0.0,0.0,33.2,0.0,0.0,7.7,1.6,0.0,3.0,0.0,0.0,0.11199999999999999,0.0,1.98115,2.3,3788,6915,10883,60,41.8,61,30.355,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,51.773999999999994,-999.0,-999.0,-999.0,-999.0,train
-12103,United States of America,NAM,tropical_moist,-89.049778,30.390369,0.0,6,unknown,unknown,47.4,0.0,3.5,0.0,0.0,4.0,0.0,0.0,30.4,0.0,0.0,2.3,2.3,5.2,3.6,0.0,0.0,0.0,0.0,0.855433,2.48,11902,12979,12979,61,51.67,62,33.5621,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,54.619,-999.0,-999.0,-999.0,-999.0,train
-12105,United States of America,NAM,warm_moist,-90.1412,32.385731,90.0,9,unknown,unknown,3.8,0.0,0.0,0.0,0.0,13.3,0.0,0.0,58.7,0.0,0.0,1.1,5.7,9.6,5.9,0.0,0.0,0.0,0.0,18.5059,2.05,16251,16683,25027,63,60.77,63,27.8164,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,50.5663,-999.0,-999.0,-999.0,-999.0,val
-12106,United States of America,NAM,warm_moist,-90.182722,32.329111,106.0,20,unknown,unknown,2.9,0.0,0.0,0.0,0.0,8.8,0.0,0.0,65.8,0.0,0.0,0.0,5.0,9.8,5.0,0.0,0.0,0.255,0.0,18.5059,2.05,22631,25027,25027,63,62.91,63,25.0888,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,49.0871,-999.0,-999.0,-999.0,-999.0,val
-12108,United States of America,NAM,tropical_moist,-88.53393,30.378287,0.0,6,unknown,unknown,45.1,0.0,2.8,0.0,0.0,6.2,0.0,0.0,25.1,0.0,0.0,10.4,0.0,3.0,4.5,0.0,0.0,0.028999999999999998,0.005,0.44790699999999994,2.34,14640,14640,14640,62,58.14,63,34.0082,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,53.8458,-999.0,-999.0,-999.0,-999.0,train
-12113,United States of America,NAM,warm_moist,-88.731491,32.364565,102.0,25,unknown,unknown,0.0,0.0,0.0,0.0,0.0,52.9,0.0,0.0,43.6,0.0,0.0,0.0,0.0,1.4,0.0,0.0,0.0,0.373,0.0,0.52262,2.0,9187,9187,10826,63,52.41,63,26.1132,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,48.1793,-999.0,-999.0,-999.0,-999.0,train
-12117,United States of America,NAM,warm_moist,-88.766222,34.264917,107.0,19,unknown,unknown,0.0,0.0,0.0,0.0,6.3,9.7,0.0,0.0,30.0,0.0,0.0,0.0,16.6,2.1,35.0,0.0,0.0,0.233,0.0,0.330547,2.16,4911,6713,8329,61,53.63,63,30.3013,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,51.2968,-999.0,-999.0,-999.0,-999.0,train
-12127,United States of America,NAM,warm_moist,-94.84899999999999,39.9544,341.0,45,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,60.2,3.4,35.9,0.0,0.0,0.345,0.0,0.307075,1.88,1048,1048,21333,41,19.25,63,37.3804,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,56.155,-999.0,-999.0,-999.0,-999.0,train
-12128,United States of America,NAM,warm_moist,-92.31517,39.0786,221.3,9,unknown,unknown,0.0,0.0,0.0,0.0,2.7,0.0,0.0,0.0,0.0,0.0,0.0,0.0,26.8,2.8,66.5,0.0,0.0,1.297,0.0,2.44488,1.75,368,5253,19240,14,15.77,63,31.3199,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,55.7583,-999.0,-999.0,-999.0,-999.0,train
-12129,United States of America,NAM,warm_moist,-92.09308,38.70608,262.0,40,unknown,unknown,0.0,0.0,0.0,0.0,12.3,0.0,0.0,0.0,0.0,0.0,0.0,0.0,10.0,2.0,73.4,0.0,0.0,0.145,0.0,3.1125,1.67,284,505,11985,20,15.38,63,36.3218,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,54.9322,-999.0,-999.0,-999.0,-999.0,train
-12130,United States of America,NAM,warm_moist,-94.57996999999999,38.75976,314.0,34,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,10.7,0.0,37.8,6.8,44.1,0.0,0.0,1.615,0.0,20.4795,2.36,1248,5975,25403,12,13.89,63,36.3589,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,57.2439,-999.0,-999.0,-999.0,-999.0,train
-12131,United States of America,NAM,warm_moist,-94.035,37.69,294.0,9,unknown,unknown,0.0,1.2,0.0,0.0,0.0,1.5,0.0,0.0,0.0,0.0,18.2,0.0,20.7,0.0,56.4,0.0,0.0,0.613,0.0,0.082346,1.87,98,100,1222,0,0.0,47,37.3758,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,56.7216,-999.0,-999.0,-999.0,-999.0,test
-12132,United States of America,NAM,warm_moist,-94.265373,39.407452,308.0,28,unknown,unknown,0.0,1.2,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,32.4,1.4,63.8,0.0,0.0,1.1420000000000001,0.0,2.4729200000000002,2.28,1032,2982,9000,9,14.99,63,37.1721,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,59.001000000000005,-999.0,-999.0,-999.0,-999.0,train
-12133,United States of America,NAM,warm_moist,-94.376623,39.303090000000005,314.0,28,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.1,0.0,32.7,11.8,52.6,0.0,0.0,1.22,0.0,11.4599,2.63,831,883,19771,23,23.96,63,35.7826,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,59.2387,-999.0,-999.0,-999.0,-999.0,train
-12134,United States of America,NAM,warm_moist,-94.580841,39.331913,303.0,28,unknown,unknown,0.0,1.1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,36.5,11.5,48.3,0.0,0.0,1.195,0.0,13.0484,2.61,3303,7758,31856,30,33.57,63,35.9578,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,60.4756,-999.0,-999.0,-999.0,-999.0,train
-12136,United States of America,NAM,warm_moist,-94.556,39.5306,291.0,35,unknown,unknown,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,49.0,0.0,49.2,0.0,0.0,0.424,0.0,0.34955,2.17,191,253,3303,6,7.21,60,38.0533,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,59.5169,-999.0,-999.0,-999.0,-999.0,train
-12138,United States of America,NAM,warm_moist,-93.299886,37.256136,410.0,36,unknown,unknown,0.0,0.0,0.0,0.0,1.6,0.0,0.0,0.0,0.0,0.0,23.0,0.0,15.8,8.0,51.0,0.0,0.0,0.0,0.0,37.21,1.95,20210,26533,26533,63,54.4,63,32.938,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,55.2752,-999.0,-999.0,-999.0,-999.0,train
-12139,United States of America,NAM,warm_moist,-93.204635,37.31951,410.0,29,unknown,unknown,0.0,0.0,0.0,0.0,1.8,0.0,0.0,0.0,0.0,0.0,15.7,0.0,11.7,7.1,63.2,0.0,0.0,2.427,0.0,12.0164,1.85,564,1094,26533,10,14.17,63,37.4667,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,56.4095,-999.0,-999.0,-999.0,-999.0,train
-12142,United States of America,NAM,warm_moist,-94.42468000000001,37.2385,294.0,21,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,42.1,0.0,29.1,2.9,24.9,0.0,0.0,3.365,0.0,2.1535599999999997,1.86,224,1491,14642,11,10.26,63,37.2532,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,58.9222,-999.0,-999.0,-999.0,-999.0,train
-12144,United States of America,NAM,warm_moist,-90.39854,38.448633,194.0,23,unknown,unknown,0.0,0.0,0.0,0.0,14.8,1.2,0.0,0.0,2.7,0.0,0.0,0.0,27.0,24.2,28.0,0.0,0.0,1.4509999999999998,0.0,2.1684400000000004,3.18,8832,12142,59243,60,57.48,63,35.6014,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,61.3994,-999.0,-999.0,-999.0,-999.0,train
-12145,United States of America,NAM,warm_moist,-90.8647,39.0447,238.0,28,unknown,unknown,0.0,2.2,0.0,0.0,4.9,1.7,0.0,0.0,0.0,0.0,0.0,0.0,28.3,0.0,60.2,0.0,0.0,1.228,0.0,2.4905,2.19,875,932,4822,12,12.41,63,37.7529,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,58.9825,-999.0,-999.0,-999.0,-999.0,train
-12146,United States of America,NAM,warm_moist,-91.789141,39.475136,218.0,10,unknown,unknown,0.0,1.3,0.0,0.0,0.0,1.1,0.0,0.0,0.0,0.0,0.0,1.0,46.0,0.0,47.9,0.0,0.0,1.121,0.006999999999999999,0.070491,1.68,79,123,198,0,0.0,46,34.6155,35.9428,27.0906,31.0,23.5,39.0,46.5,56.5,54.625,39.4487,54.211999999999996,49.1491,11817.6604,0.5,0.0,train
-12147,United States of America,NAM,warm_moist,-89.69864,37.70264,151.0,34,unknown,unknown,0.0,1.2,0.0,0.0,15.7,1.5,0.0,0.0,0.0,0.0,1.1,0.0,37.2,0.0,41.1,0.0,0.0,2.455,0.0,1.32103,2.65,129,145,4796,5,2.26,59,38.2042,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,58.3604,-999.0,-999.0,-999.0,-999.0,train
-12149,United States of America,NAM,warm_moist,-90.226488,38.872546,131.0,4,unknown,unknown,0.0,3.0,0.0,0.0,2.0,1.3,0.0,0.0,1.0,0.0,1.3,1.1,35.6,24.5,29.1,0.0,0.0,0.889,0.0,49.8902,3.52,923,13028,45213,25,30.21,63,34.1877,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,63.354,-999.0,-999.0,-999.0,-999.0,train
-12150,United States of America,NAM,warm_moist,-90.44917,38.8994,134.0,4,unknown,unknown,0.0,4.6,0.0,0.0,5.6,2.5,0.0,0.0,1.4,0.0,1.4,1.4,30.4,26.9,24.3,0.0,0.0,1.6769999999999998,0.0,18.4367,3.15,143,252,36185,15,12.26,63,33.2036,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,60.3046,-999.0,-999.0,-999.0,-999.0,train
-12151,United States of America,NAM,warm_moist,-90.42388000000001,37.90084,0.0,26,unknown,unknown,0.0,0.0,0.0,0.0,43.4,2.0,0.0,0.0,0.0,0.0,0.0,0.0,2.9,1.2,49.0,0.0,0.0,0.903,0.0,7.18946,2.33,221,364,5917,7,7.79,61,35.9051,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,57.3187,-999.0,-999.0,-999.0,-999.0,train
-12154,United States of America,NAM,warm_moist,-90.7052,38.4902,160.0,3,unknown,unknown,0.0,0.0,0.0,0.0,33.3,2.1,0.0,0.0,3.2,0.0,1.2,0.0,8.0,10.5,40.8,0.0,0.0,0.638,0.0,0.744606,2.83,2764,3027,20679,27,29.25,63,28.6466,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,56.3834,-999.0,-999.0,-999.0,-999.0,train
-12156,United States of America,NAM,warm_moist,-90.4759,38.7109,193.0,8,unknown,unknown,0.0,2.3,0.0,0.0,5.8,1.7,0.0,0.0,1.6,0.0,1.6,0.0,25.1,47.3,13.7,0.0,0.0,0.079,0.0,15.0499,3.33,14231,17830,59243,62,60.12,63,34.9233,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,60.7897,-999.0,-999.0,-999.0,-999.0,train
-12162,United States of America,NAM,warm_moist,-93.22200000000001,36.707727,321.0,52,unknown,unknown,0.0,5.4,0.0,0.0,28.8,9.7,0.0,0.0,14.1,0.0,6.6,0.0,1.2,1.2,31.9,0.0,0.0,0.97,0.0,1.42406,1.58,1772,1773,1797,50,33.86,63,32.0211,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,53.3348,-999.0,-999.0,-999.0,-999.0,val
-12167,United States of America,NAM,warm_moist,-90.198646,38.656498,137.0,23,unknown,unknown,0.0,1.6,0.0,0.0,0.0,0.0,0.0,0.0,1.4,0.0,1.4,0.0,29.6,46.0,18.9,0.0,0.0,0.017,0.0,65.7576,3.9,13912,34320,59243,63,62.97,63,26.3017,33.5606,19.7412,25.0,14.75,36.5,48.75,65.5,64.0,39.5116,60.1933,214.6454,18960.1438,14.5,1.5,train
-12169,United States of America,NAM,cool_dry,-109.45531499999998,47.048536999999996,1253.0,67,unknown,unknown,0.0,14.9,0.0,0.0,0.0,1.1,0.0,0.0,0.0,0.0,50.4,0.0,14.4,0.0,18.6,0.0,0.0,0.42200000000000004,0.0,0.123583,0.7,563,3213,3213,41,23.69,60,30.3507,36.2648,30.3328,33.5,27.5,38.5,43.9,50.0,47.8125,39.2047,41.44,26.5456,7024.1092,0.0,0.5,train
-12172,United States of America,NAM,cool_dry,-111.98716399999999,46.8505,1194.0,92,unknown,unknown,0.0,27.2,0.0,0.0,0.0,0.0,0.0,0.0,1.4,0.0,65.6,0.0,3.7,0.0,0.0,0.0,0.0,0.002,0.0,0.627359,0.75,18,27,2584,0,0.0,61,34.596,38.3574,31.1901,35.3333,28.3333,40.6667,45.6667,52.3333,51.3333,40.9351,47.0556,37.8659,11695.8192,0.0,0.6667,train
-12173,United States of America,NAM,cool_dry,-114.021499,46.842181,975.0,18,unknown,unknown,0.0,65.3,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,25.4,0.0,3.3,3.1,2.3,0.0,0.0,0.193,0.0,0.702244,0.76,3125,20265,20265,60,44.96,62,23.3007,30.3501,17.6772,24.3333,11.0,36.0,43.3333,52.0,50.125,35.3197,47.9057,41.0479,7876.8219,0.0,0.6667,train
-12175,United States of America,NAM,cool_dry,-107.862471,48.317507,785.0,80,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,96.5,0.0,2.7,0.0,0.0,0.0,0.0,0.35700000000000004,0.0,0.033796,0.75,11,11,11,5,6.62,49,29.5831,33.7806,27.4636,31.0,24.0,36.5,41.5,48.5,47.0833,36.4284,44.9414,23.6405,5216.2278,0.0,0.5,test
-12176,United States of America,NAM,cool_dry,-105.370283,45.440295,943.0,42,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,99.9,0.0,0.0,0.0,0.0,0.0,0.0,0.078,0.0,0.023777,0.98,2,8,10,5,5.29,24,31.9059,37.576,27.3594,32.3333,25.0,39.6667,46.3333,52.6667,51.625,40.8313,48.3566,32.9944,11057.2465,0.0,0.0,test
-12177,United States of America,NAM,cool_dry,-104.485552,47.803391999999995,776.0,25,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,96.1,0.0,3.7,0.0,0.0,0.0,0.0,0.531,0.0,0.059410000000000004,0.94,5,6,337,10,7.09,60,32.3591,35.488,29.2653,32.25,25.75,38.25,44.75,52.75,51.4688,38.3694,47.8399,36.9046,9285.2745,0.0,0.0,train
-12178,United States of America,NAM,cool_dry,-106.48982,45.366151,961.0,32,unknown,unknown,0.0,1.6,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,96.6,0.0,0.0,0.0,0.0,0.0,0.0,0.128,0.0,0.0062439999999999996,0.91,7,35,50,0,0.0,0,30.4769,36.389,24.6355,30.5,22.0,39.25,45.5,52.0,51.1562,39.8878,49.268,35.4901,10372.4474,0.0,0.0,test
-12180,United States of America,NAM,warm_dry,-95.97314200000001,41.247486,372.0,70,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,65.4,18.6,14.0,0.0,0.0,0.034,0.0,6.40561,2.88,27247,44122,44122,63,63.0,63,29.0328,34.6051,24.1435,28.6667,19.3333,38.6667,48.8667,60.3333,59.125,39.1676,54.9881,99.9252,16424.1462,2.0,0.0,test
-12181,United States of America,NAM,warm_dry,-95.945897,41.207958000000005,357.0,48,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,66.3,18.8,12.9,0.0,0.0,0.034,0.0,6.40561,2.88,16616,27627,44122,63,61.09,63,28.4278,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,48.5798,-999.0,-999.0,-999.0,-999.0,test
-12183,United States of America,NAM,warm_dry,-95.96096700000001,41.306758,332.0,42,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,66.5,18.4,13.0,0.0,0.0,0.0,0.0,35.5018,2.74,15206,26948,44122,63,62.19,63,29.1635,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,50.8864,-999.0,-999.0,-999.0,-999.0,test
-12185,United States of America,NAM,warm_dry,-96.677222,40.984722,384.0,30,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,92.3,6.1,0.0,0.0,0.0,0.85,0.0,36.3196,1.97,210,210,45467,8,7.99,63,28.3981,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,47.0717,-999.0,-999.0,-999.0,-999.0,train
-12186,United States of America,NAM,cool_dry,-103.707886,41.82967,1184.0,101,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,73.8,0.0,24.6,1.4,0.0,0.0,0.0,0.517,0.0,0.015933000000000003,1.43,2335,5683,7313,20,24.64,63,41.3141,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,58.408,-999.0,-999.0,-999.0,-999.0,test
-12188,United States of America,NAM,warm_dry,-118.783624,39.472471,1208.0,6,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,38.4,0.0,0.0,26.2,0.0,10.5,0.0,0.0,0.0,23.8,2.4819999999999998,0.0,0.028436000000000003,1.03,7949,7949,7949,50,27.64,61,32.4777,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,52.0119,-999.0,-999.0,-999.0,-999.0,train
-12193,United States of America,NAM,tropical_dry,-114.90740600000001,36.391007,0.0,49,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,82.5,0.0,0.0,8.1,0.0,0.0,0.0,0.0,0.0,8.6,0.0,0.0,7.73584,1.92,21,51,20174,34,21.33,63,43.7338,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,63.5803,-999.0,-999.0,-999.0,-999.0,test
-12194,United States of America,NAM,tropical_dry,-114.060879,36.807913,490.0,20,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,1.9,90.3,1.7,0.0,3.4,0.0,0.0,0.0,0.0,0.0,1.5,0.0,0.0,0.735471,1.11,41,69,135,54,32.99,63,35.6964,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,56.3644,-999.0,-999.0,-999.0,-999.0,val
-12195,United States of America,NAM,tropical_dry,-115.253352,36.106372,0.0,58,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,71.4,0.0,0.0,3.5,0.0,0.0,19.9,0.0,0.0,4.5,0.0,0.0,0.7675420000000001,3.41,38215,38215,79833,63,63.0,63,34.2215,42.6533,25.7311,36.2,18.4,48.8,58.6,69.18,66.5,47.9565,65.8007,177.1679,36600.3123,12.6,0.2,test
-12196,United States of America,NAM,tropical_dry,-115.263025,36.169751,780.0,90,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,71.7,0.0,0.0,2.7,0.0,0.0,18.3,0.0,0.0,6.4,0.0,0.0,0.7675420000000001,3.41,38148,65970,79833,63,63.0,63,35.9042,42.8944,28.8793,36.6,23.2,48.6,58.2,69.42399999999999,66.5,48.1422,66.3694,181.9529,36173.1388,13.8,0.2,test
-12198,United States of America,NAM,warm_dry,-115.332714,36.173415999999996,1021.0,127,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,79.0,0.0,0.0,1.1,0.0,0.0,14.2,0.0,0.0,3.5,0.0,0.0,0.186923,3.14,29327,37474,79833,63,59.46,63,39.3155,44.0687,34.5284,39.2,28.6,49.8,58.8,69.6,67.2,48.6667,67.2933,187.7721,36410.665,14.4,0.2,test
-12199,United States of America,NAM,tropical_dry,-115.238256,36.270583,0.0,46,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,75.8,0.0,0.0,2.5,0.0,0.0,14.2,0.0,0.0,6.7,0.0,0.0,9.46195,2.99,9453,32749,79833,63,63.0,63,37.155,43.8797,30.408,37.6,26.6,48.4,58.4,70.85600000000001,68.425,49.0192,68.8558,207.5307,38126.5963,20.2,0.2,test
-12201,United States of America,NAM,tropical_dry,-115.05630500000001,36.142957,521.0,15,unknown,unknown,1.6,0.0,0.0,0.0,0.0,0.0,0.0,56.0,0.0,0.0,13.0,0.0,0.0,19.0,0.0,0.0,9.6,0.0,0.0,45.1133,3.29,53106,59472,79833,63,60.69,63,29.9052,39.7385,19.9994,33.5,6.75,46.5,56.25,66.5,64.2188,45.4218,62.3424,143.7978,30255.8091,7.75,0.0,test
-12202,United States of America,NAM,tropical_dry,-115.078725,36.141895,610.0,24,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,57.7,0.0,0.0,11.4,0.0,0.0,20.2,0.0,0.0,9.6,0.0,0.0,45.1133,3.29,53106,59472,79833,63,62.93,63,29.1095,39.0991,19.0853,32.25,5.0,45.75,55.75,66.25,64.0938,44.8649,63.4716,145.1102,29684.5887,8.5,0.0,test
-12203,United States of America,NAM,tropical_dry,-114.846298,35.978125,0.0,248,unknown,unknown,4.0,0.0,0.0,0.0,0.0,0.0,0.0,51.7,0.0,0.0,34.3,0.0,0.0,4.9,0.0,0.0,4.4,0.0,0.0,0.396448,1.8,5125,5819,24244,63,39.91,63,42.745,44.7509,39.9165,41.75,34.75,50.0,57.5,66.515,64.1473,48.0237,62.8948,140.9041,32856.8043,8.25,0.0,test
-12204,United States of America,NAM,warm_dry,-115.35704799999999,35.785671,950.0,58,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,87.4,0.0,0.0,7.5,0.0,0.0,0.0,0.0,0.0,5.0,0.0,0.0,0.025542,1.67,156,168,168,21,14.01,62,41.2128,46.4112,35.9915,40.8,31.4,51.0,59.6,69.0,67.125,49.8777,65.0079,160.3831,39718.6198,13.6,0.0,test
-12206,United States of America,NAM,tropical_dry,-115.12293000000001,36.19126,0.0,28,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,62.8,0.0,0.0,6.2,0.0,0.0,20.1,0.0,0.0,10.0,0.0,0.0,6.03368,3.54,79833,79833,79833,63,63.0,63,28.7014,39.2949,18.0458,31.0,5.2,45.4,56.4,67.0,64.925,45.4921,64.8778,153.961,30684.8616,9.6,0.0,test
-12207,United States of America,NAM,warm_dry,-115.586128,36.318874,10.0,545,unknown,unknown,0.0,4.6,0.0,0.0,0.0,0.0,1.5,82.5,6.3,0.0,1.3,0.0,0.0,0.0,0.0,0.0,3.2,0.0,0.0,0.034204000000000005,1.5,167,167,28508,10,5.3,63,54.1351,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,70.0475,-999.0,-999.0,-999.0,-999.0,test
-12208,United States of America,NAM,warm_dry,-115.676667,36.569444,10.0,50,unknown,unknown,0.0,1.0,0.0,0.0,0.0,0.0,0.0,84.6,2.0,0.0,2.5,0.0,0.0,0.0,0.0,0.0,9.3,0.0,0.0,0.078824,1.2,137,166,225,25,17.17,59,44.8816,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,62.3389,-999.0,-999.0,-999.0,-999.0,test
-12214,United States of America,NAM,warm_dry,-115.043609,35.94583,10.0,343,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,63.4,0.0,0.0,22.6,0.0,0.0,10.1,0.0,0.0,3.5,0.0,0.0,0.0923,2.6,60,334,59472,12,21.32,63,57.1895,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,70.512,-999.0,-999.0,-999.0,-999.0,test
-12217,United States of America,NAM,warm_dry,-115.36223400000002,36.357786,1.0,134,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,83.2,0.0,0.0,1.8,0.0,0.0,8.5,0.0,0.0,4.3,0.0,0.0,0.036333,2.17,127,625,65970,9,11.45,63,43.8436,48.5489,38.8991,42.5,35.5,52.0,60.5,73.0,69.1875,52.2708,68.7387,253.2333,45849.0476,19.5,0.5,test
-12220,United States of America,NAM,warm_dry,-119.24774099999999,39.602787,1271.0,31,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,32.4,0.0,0.0,58.3,0.0,0.0,0.0,0.0,0.0,7.3,0.0,0.0,0.659776,1.27,613,650,658,56,33.02,62,37.7863,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,57.81100000000001,-999.0,-999.0,-999.0,-999.0,train
-12221,United States of America,NAM,warm_dry,-119.807717,39.525083,1341.0,24,unknown,unknown,0.0,10.7,0.0,0.0,0.0,0.0,0.0,22.3,5.6,0.0,45.5,0.0,0.0,14.3,0.0,0.0,0.0,0.0,0.0,0.481706,1.55,39975,39975,39975,63,62.9,63,30.1547,37.7911,22.7553,32.4,14.2,44.2,53.4,63.8,61.4286,42.7525,61.9533,113.9176,25201.8317,3.0,0.0,train
-12222,United States of America,NAM,cool_dry,-119.77535400000001,39.469219,1341.0,21,unknown,unknown,0.0,14.1,0.0,0.0,0.0,0.0,0.0,19.8,6.3,0.0,43.4,0.0,1.2,14.1,0.0,0.0,0.0,0.0,0.0,2.7187799999999998,1.41,17862,20565,39975,63,59.76,63,29.2276,38.7899,19.7637,30.4,12.6,44.2,53.8,63.8,61.85,43.8428,61.9424,113.1856,26608.8516,2.2,0.0,train
-12223,United States of America,NAM,cool_dry,-119.73960600000001,39.399837,1341.0,37,unknown,unknown,0.0,15.7,0.0,0.0,0.0,0.0,0.0,19.7,4.6,0.0,43.3,0.0,1.4,13.9,0.0,0.0,0.0,0.0,0.0,1.19295,1.11,1091,3031,39975,53,38.54,63,33.5385,39.9218,27.2245,34.0,22.6,44.8,53.6,62.968,61.225,44.2296,60.2676,101.0133,25583.6726,1.6,0.0,train
-12224,United States of America,NAM,warm_dry,-119.746761,39.540917,1341.0,7,unknown,unknown,0.0,7.1,0.0,0.0,0.0,0.0,0.0,23.7,4.4,0.0,49.8,0.0,0.0,14.0,0.0,0.0,0.0,0.09,0.0,3.9159699999999997,1.59,8192,28753,39975,63,61.31,63,27.8066,38.0153,17.7207,30.0,6.0,44.4,53.6,64.2,61.8536,43.5075,62.6378,121.4046,25852.7291,2.6,0.0,train
-12225,United States of America,NAM,cool_dry,-119.95673799999999,39.250409000000005,1957.0,69,unknown,unknown,19.7,36.7,0.0,0.0,0.0,1.2,0.0,4.0,6.0,0.0,24.4,0.0,1.9,4.5,0.0,0.0,0.0,0.0,0.0,0.930833,0.57,3288,3288,12052,46,17.1,63,37.8101,41.242,34.4009,38.4,31.2,44.8,51.2,59.0,57.575,44.983000000000004,54.9044,66.5056,20816.0935,0.2,0.0,train
-12226,United States of America,NAM,cool_dry,-119.840025,39.645264000000005,1341.0,5,unknown,unknown,0.0,7.9,0.0,0.0,0.0,0.0,0.0,28.4,2.3,0.0,46.7,0.0,0.0,13.2,0.0,0.0,0.0,0.0,0.0,11.2197,1.4,2438,5073,39975,33,36.5,63,33.9503,42.6341,25.344,37.8,20.6,47.2,55.0,63.6,61.725,46.8777,60.4048,102.2167,29997.2909,2.8,0.0,train
-12228,United States of America,NAM,cool_dry,-119.731702,39.167246999999996,1408.0,4,unknown,unknown,5.9,15.1,0.0,0.0,0.0,0.0,0.0,14.3,12.5,0.0,39.9,0.0,5.3,5.2,0.0,0.0,0.0,0.0,0.0,0.6602560000000001,0.9,6929,11911,12052,55,42.02,63,34.7086,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,59.0827,-999.0,-999.0,-999.0,-999.0,train
-12230,United States of America,NAM,cool_dry,-119.7661,39.1447,1408.0,27,unknown,unknown,7.0,13.7,0.0,0.0,0.0,0.0,0.0,12.8,13.0,0.0,38.6,0.0,7.5,5.3,0.0,0.0,0.0,0.0,0.0,0.6602560000000001,0.9,11911,12052,12052,63,48.75,63,39.5321,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,58.1971,-999.0,-999.0,-999.0,-999.0,train
-12232,United States of America,NAM,cool_moist,-71.496361,43.566111,220.7,49,unknown,unknown,7.3,3.8,0.0,0.0,20.8,63.1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,2.2,2.0,0.0,0.0,0.0,0.0,2.88977,1.61,3101,4310,4310,35,32.19,57,31.5927,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,47.4009,-999.0,-999.0,-999.0,-999.0,train
-12234,United States of America,NAM,cool_moist,-72.272389,42.930471999999995,152.7,30,unknown,unknown,0.0,0.0,0.0,0.0,22.7,74.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.9,1.2,0.0,0.0,0.0,0.0,0.645526,1.86,6830,6830,6830,49,31.24,57,23.818,30.7493,16.7728,24.8,10.6,34.8,43.0,54.4,52.5417,35.766,47.8235,73.1252,8164.1494,0.4,0.0,test
-12235,United States of America,NAM,cool_moist,-71.30375,44.270167,1913.71,971,unknown,unknown,0.0,0.0,0.0,0.0,28.8,69.7,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.076174,1.32,51,60,517,0,0.0,45,42.9297,42.6781,43.1701,43.4,36.4,49.2,55.0,62.6,60.7179,47.2127,56.7876,106.1078,22830.3466,1.4,0.2,train
-12236,United States of America,NAM,cool_moist,-71.217694,44.308167,450.9,129,unknown,unknown,0.0,0.0,0.0,0.0,30.4,67.9,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.008,0.0,0.097586,1.39,111,136,1938,0,0.04,53,26.9583,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,47.2194,-999.0,-999.0,-999.0,-999.0,train
-12239,United States of America,NAM,cool_moist,-72.30958299999999,43.629611,178.1,0,unknown,unknown,0.0,0.0,0.0,0.0,32.5,63.6,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.4,2.3,0.0,0.0,0.0,0.0,0.955842,1.59,1235,3182,3182,40,27.09,55,24.5041,29.89,19.0571,25.2,13.4,34.4,42.4,52.8,52.1,34.5566,47.1489,58.3452,6760.2096,0.0,0.0,val
-12245,United States of America,NAM,cool_moist,-71.52242700000001,42.718664000000004,87.5,14,unknown,unknown,0.0,0.0,0.0,0.0,3.4,69.8,0.0,0.0,0.0,0.0,0.0,0.0,0.0,22.4,3.8,0.0,0.0,0.0,0.0,3.8784099999999997,2.73,9467,19767,65650,45,42.47,63,28.8504,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,50.1129,-999.0,-999.0,-999.0,-999.0,test
-12246,United States of America,NAM,cool_moist,-71.878389,42.86175,701.2,261,unknown,unknown,0.0,0.0,0.0,0.0,11.7,84.9,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.8,1.5,0.0,0.0,0.0,0.0,0.835319,2.28,557,839,4223,6,6.91,58,37.1457,38.0594,36.2527,36.4,30.4,43.0,49.8,60.676,59.4,41.7,52.3022,134.9979,13806.0816,4.0,0.2,test
-12249,United States of America,NAM,cool_moist,-71.5145,43.2185,110.3,18,unknown,unknown,0.0,0.0,0.0,0.0,9.9,80.6,0.0,0.0,0.0,0.0,0.0,0.0,0.0,5.2,3.0,0.0,0.0,0.0,0.0,2.24011,1.92,5232,10429,14984,59,51.74,62,28.4851,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,48.0079,-999.0,-999.0,-999.0,-999.0,train
-12253,United States of America,NAM,cool_moist,-70.748,43.075333,10.8,0,unknown,unknown,43.4,1.9,0.0,0.0,2.4,36.2,0.0,0.0,0.0,0.0,0.0,0.0,0.0,9.1,5.3,0.0,0.0,0.0,0.0,10.8121,2.77,4590,12063,12063,61,49.47,62,28.723000000000003,33.4479,23.9164,29.4,20.2,37.2,44.8,55.868,54.0,37.6347,48.0544,106.2573,9703.1148,2.6,0.4,test
-12255,United States of America,NAM,cool_moist,-70.713806,43.045278,11.5,0,unknown,unknown,48.9,1.9,0.0,0.0,1.9,30.8,0.0,0.0,0.0,0.0,0.0,1.1,0.0,9.4,5.2,0.0,0.0,0.0,0.0,10.8121,2.77,0,750,12063,13,20.49,62,31.9118,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,47.9661,-999.0,-999.0,-999.0,-999.0,test
-12256,United States of America,NAM,cool_moist,-71.380172,42.862536,123.0,45,unknown,unknown,0.0,0.0,0.0,0.0,3.9,68.7,0.0,0.0,0.0,0.0,0.0,0.0,0.0,22.7,3.8,0.0,0.0,0.043,0.0,18.0905,2.77,5297,5297,65650,50,44.38,63,30.5843,35.7776,25.3287,31.0,21.75,39.5,46.75,58.125,55.9688,39.9743,50.3572,109.5544,12893.3262,1.75,0.25,test
-12260,United States of America,NAM,warm_moist,-74.448736,39.464872,5.0,6,unknown,unknown,42.3,5.9,0.0,0.0,0.0,30.7,0.0,0.0,0.0,0.0,0.0,4.5,1.2,5.9,5.9,0.0,0.0,0.013000000000000001,0.022000000000000002,11.2929,4.2,1418,5833,28955,24,28.95,63,32.1474,37.0867,27.1746,32.0,22.8,40.6,49.6,62.2,59.925,41.1017,55.9857,149.4918,17431.927,6.2,0.4,test
-12263,United States of America,NAM,warm_moist,-73.99199399999999,40.870436,1.0,3,unknown,unknown,9.9,3.1,0.0,0.0,1.2,3.2,0.0,0.0,0.0,0.0,0.0,1.4,0.0,78.3,0.0,0.0,1.0,0.001,0.002,157.69899999999998,11.35,63132,283098,387713,63,63.0,63,24.9625,32.1258,15.8566,23.5,8.5,35.0,47.0,67.5,63.375,38.7433,57.4707,263.0114,17755.4339,14.0,1.5,train
-12265,United States of America,NAM,warm_moist,-75.125291,39.934446,4.0,-1,unknown,unknown,0.0,2.0,0.0,0.0,1.7,7.4,0.0,0.0,2.4,0.0,0.0,0.0,6.7,66.3,12.2,0.0,0.0,0.015,0.0,25.6187,6.36,57429,93234,124031,63,63.0,63,26.9689,31.3426,19.5594,25.5,15.5,35.0,44.55,58.0,55.75,36.6033,58.4657,127.72399999999999,11911.7306,2.0,0.0,test
-12267,United States of America,NAM,warm_moist,-74.861491,39.68425,33.0,10,unknown,unknown,0.0,0.0,0.0,0.0,3.1,49.9,0.0,0.0,1.0,0.0,1.1,0.0,9.5,13.9,21.0,0.0,0.0,0.507,0.0,2.2444599999999997,4.33,2924,4518,25812,33,31.97,63,32.7816,40.5562,25.1842,32.0,22.0,42.0,54.5,71.5,67.5625,45.3116,60.2274,319.3205,29120.3539,22.5,2.5,train
-12268,United States of America,NAM,warm_moist,-75.025204,39.422273,22.0,11,unknown,unknown,1.5,5.8,0.0,0.0,3.8,42.7,0.0,0.0,0.0,0.0,1.1,1.4,11.5,3.7,27.6,0.0,0.0,0.419,0.0,0.426871,4.02,9235,9235,22817,61,50.5,61,28.0154,35.1071,20.6641,27.8,16.8,38.4,48.8,62.316,59.675,40.3299,55.3648,156.8894,17328.3208,6.8,0.0,val
-12269,United States of America,NAM,warm_moist,-74.192892,40.720989,27.0,30,unknown,unknown,8.9,2.3,0.0,0.0,2.5,1.6,0.0,0.0,0.0,0.0,0.0,0.0,0.0,80.6,1.2,0.0,1.2,0.037000000000000005,0.076,101.49700000000001,11.04,87149,131641,379549,63,63.0,63,23.8768,29.6547,17.9101,22.8,11.0,33.8,45.2,64.2,60.625,35.8515,57.1072,214.8023,14302.6653,11.2,0.8,train
-12272,United States of America,NAM,warm_moist,-75.212119,39.800339,12.0,18,unknown,unknown,2.2,1.1,0.0,0.0,2.7,7.4,0.0,0.0,1.6,0.0,0.0,0.0,14.1,39.1,30.9,0.0,0.0,1.469,0.0,18.6227,5.7,9491,16570,124031,60,59.61,63,30.3071,38.6986,21.3787,29.5,17.5,41.0,53.0,71.5,67.5625,44.5186,60.8568,338.9202,27042.7313,20.5,4.5,test
-12273,United States of America,NAM,warm_moist,-74.126081,40.67025,3.0,0,unknown,unknown,20.0,2.7,0.0,0.0,1.4,1.2,0.0,0.0,0.0,0.0,0.0,1.2,0.0,70.7,0.0,0.0,1.2,0.01,0.0,83.6538,11.31,56145,65431,379549,63,62.99,63,23.1622,29.5422,16.9222,22.25,10.5,33.25,44.75,63.84,60.2946,35.5854,56.9911,242.4323,13840.5932,10.0,1.5,train
-12274,United States of America,NAM,warm_moist,-74.806671,40.515262,45.0,9,unknown,unknown,0.0,0.0,0.0,0.0,19.8,3.6,0.0,0.0,0.0,0.0,0.0,0.0,1.6,16.8,57.1,0.0,0.0,0.22399999999999998,0.0,1.33128,4.33,2688,7157,19808,40,39.28,63,26.965,35.115,18.7054,27.0,13.8,38.0,49.0,65.6,63.5071,40.5619,59.1534,191.5269,18992.6657,12.2,0.2,test
-12275,United States of America,NAM,warm_moist,-74.742644,40.283091999999996,30.0,24,unknown,unknown,0.0,1.3,0.0,0.0,9.8,5.3,0.0,0.0,1.1,0.0,0.0,0.0,7.6,28.6,46.0,0.0,0.0,0.008,0.0,30.2848,4.94,12591,45031,50601,61,60.09,63,27.2038,35.1498,19.1453,27.2,14.6,38.0,49.8,66.732,63.525,40.53,60.1676,235.0084,19930.9867,13.6,0.8,test
-12278,United States of America,NAM,warm_moist,-74.429439,40.462182,19.0,26,unknown,unknown,3.2,0.0,0.0,0.0,8.5,5.1,0.0,0.0,0.0,0.0,0.0,0.0,4.4,55.9,20.7,0.0,0.0,0.025,0.0,14.4185,6.48,14582,48042,50686,62,61.92,63,27.8398,35.1061,20.4336,27.6,15.2,38.4,50.0,67.6,65.475,40.6925,61.3961,247.9532,20612.0168,14.6,1.8,train
-12279,United States of America,NAM,warm_moist,-74.0051,40.277646999999995,8.0,12,unknown,unknown,59.0,1.7,0.0,0.0,3.5,4.9,0.0,0.0,0.0,0.0,0.0,0.0,1.3,16.9,11.3,0.0,0.0,0.0,0.0,11.2745,6.63,8289,21504,36801,62,52.58,63,32.7603,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,58.7051,-999.0,-999.0,-999.0,-999.0,test
-12280,United States of America,NAM,cool_moist,-74.676301,40.787628000000005,278.0,123,unknown,unknown,0.0,0.0,0.0,0.0,43.8,4.6,0.0,0.0,0.0,0.0,0.0,0.0,0.0,23.3,26.4,0.0,0.0,0.0,0.0,3.80681,4.4,2714,3064,26828,49,40.36,63,32.9062,36.4283,29.3422,32.0,24.2,40.2,49.8,64.2,62.025,40.961000000000006,57.5023,179.2115,17645.1161,8.0,0.4,train
-12281,United States of America,NAM,warm_moist,-74.44405,40.06483,41.0,11,unknown,unknown,0.0,1.2,0.0,0.0,6.8,34.4,0.0,0.0,1.4,0.0,0.0,0.0,6.4,17.8,31.6,0.0,0.0,0.10300000000000001,0.0,3.04291,5.03,1047,2104,26174,10,13.71,63,32.2486,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,58.1271,-999.0,-999.0,-999.0,-999.0,test
-12282,United States of America,NAM,warm_moist,-74.255544,41.058617,307.0,162,unknown,unknown,0.0,1.6,0.0,0.0,38.2,5.6,0.0,0.0,0.0,0.0,0.0,0.0,0.0,53.0,1.5,0.0,0.0,0.018000000000000002,0.038,13.5073,5.03,5454,10243,89367,46,51.18,63,34.4487,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,53.6474,-999.0,-999.0,-999.0,-999.0,train
-12286,United States of America,NAM,cool_moist,-75.067815,40.92458,146.0,46,unknown,unknown,0.0,0.0,0.0,0.0,60.2,3.5,0.0,0.0,0.0,0.0,0.0,0.0,1.2,3.4,31.6,0.0,0.0,0.004,0.0,1.04378,3.32,928,1452,11353,23,19.55,61,19.6776,27.8539,11.3262,18.25,2.75,31.25,42.0,56.5,53.2396,34.8413,50.8778,113.6185,9465.6989,2.25,0.0,train
-12288,United States of America,NAM,warm_dry,-106.5852,35.1343,1592.5,75,unknown,unknown,0.0,5.6,0.0,0.0,0.0,0.0,3.4,34.7,2.5,0.0,30.5,0.0,2.2,20.9,0.0,0.0,0.0,0.0,0.0,19.8703,2.02,37939,38094,46710,63,63.0,63,32.4141,40.236999999999995,24.4508,34.0,20.0,45.0,54.2,64.0,62.2,45.4439,62.763999999999996,113.4039,27586.3758,2.8,0.0,train
-12289,United States of America,NAM,warm_dry,-106.57878500000001,35.0631,1616.0,66,unknown,unknown,0.0,5.3,0.0,0.0,0.0,0.0,4.1,32.4,2.8,0.0,32.1,0.0,2.6,20.6,0.0,0.0,0.0,0.0,0.0,6.09721,1.98,30457,36886,46710,63,55.67,63,33.1134,41.9334,24.2179,35.2,20.4,46.8,55.2,64.2,62.625,47.167,62.036,116.6351,31146.8072,3.4,0.0,train
-12290,United States of America,NAM,warm_dry,-106.69715,35.1539,1557.5,42,unknown,unknown,0.0,1.9,0.0,0.0,0.0,0.0,0.0,36.3,0.0,0.0,37.5,0.0,2.1,20.7,0.0,0.0,0.0,0.0,0.0,9.56293,1.91,20141,22684,46710,63,60.98,63,33.0431,43.352,25.3658,35.25,21.5,47.25,56.25,65.905,63.4375,48.5784,59.9698,124.8715,34216.2473,6.75,0.0,train
-12292,United States of America,NAM,warm_dry,-106.65738999999999,35.01708,1508.0,23,unknown,unknown,0.0,2.1,0.0,0.0,0.0,0.0,2.2,33.9,0.0,0.0,36.8,0.0,3.3,20.6,0.0,0.0,0.0,0.0,0.0,3.69843,1.97,1630,22004,46710,63,54.01,63,31.2971,41.4541,21.0912,33.4,15.4,45.8,54.8,63.4,61.625,46.6819,61.3218,112.585,30170.3081,2.6,0.0,train
-12293,United States of America,NAM,warm_dry,-106.76151000000002,35.06407,1638.0,137,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,38.1,0.0,0.0,38.3,0.0,2.4,20.4,0.0,0.0,0.0,0.0,0.0,0.069656,1.9,9907,27363,46710,60,48.36,63,37.163000000000004,44.1623,30.1665,37.2,27.15,47.2,55.6,64.6,62.925,48.6058,61.9623,117.4867,33372.8311,4.6,0.0,train
-12295,United States of America,NAM,cool_dry,-106.50815,35.1852,1806.5,174,unknown,unknown,0.0,5.6,0.0,0.0,0.0,0.0,3.9,42.2,3.8,0.0,24.5,0.0,1.4,18.4,0.0,0.0,0.0,0.0,0.0,19.8703,2.02,2678,7144,46710,60,43.99,63,40.9355,45.4978,36.3396,40.8,32.95,48.8,56.0,64.8,63.15,49.1592,63.243,130.8855,34722.2796,8.8,0.0,train
-12296,United States of America,NAM,warm_dry,-106.61381499999999,35.19324,1523.0,5,unknown,unknown,0.0,5.1,0.0,0.0,0.0,0.0,2.4,38.4,2.0,0.0,29.5,0.0,1.9,20.5,0.0,0.0,0.0,0.0,0.0,9.56293,1.91,7316,13988,46710,63,59.95,63,29.7801,41.0783,20.6727,32.25,15.5,45.5,55.0,64.5,62.4062,46.9552,58.8906,115.1192,30044.8747,3.5,0.0,train
-12298,United States of America,NAM,warm_dry,-106.630556,31.930556,1204.0,3,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,82.7,0.0,0.0,0.0,0.0,6.4,10.5,0.0,0.0,0.0,0.424,0.0,0.059365,1.84,3564,5786,41622,43,39.26,63,30.531999999999996,39.828,21.1846,31.8,17.8,42.8,50.86,60.8,58.85,44.9422,57.0784,102.9509,22272.9733,2.8,0.0,train
-12299,United States of America,MCA,warm_dry,-106.5575,31.795833000000002,0.0,11,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,72.5,0.0,0.0,0.0,0.0,2.4,21.1,0.0,0.0,4.0,0.0,0.032,5.0107800000000005,2.78,7422,13194,46290,63,57.32,63,31.0741,39.3151,22.8355,32.4,19.0,43.2,52.0,62.4,60.575,44.9576,59.3226,125.2991,24237.7153,2.6,0.0,train
-12301,United States of America,NAM,warm_dry,-106.409167,32.041111,1250.0,5,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,92.5,0.0,0.0,0.0,0.0,2.0,4.7,0.0,0.0,0.0,0.0,0.0,5.68709,1.64,1403,1450,27519,28,19.35,63,37.67,44.2123,31.1659,38.0,28.2,47.0,54.9,63.012,61.65,48.3238,59.9857,118.416,31183.9724,2.4,0.0,train
-12302,United States of America,MCA,warm_dry,-106.58388899999999,31.796111,1219.0,18,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,75.6,0.0,0.0,0.0,0.0,2.9,19.2,0.0,0.0,2.4,0.0,0.032,5.0107800000000005,2.78,7422,13194,46290,60,46.52,63,34.4312,42.7495,26.1443,34.8,24.0,45.2,54.2,65.4,63.4417,47.5155,62.355,161.9392,30243.4388,5.8,0.2,train
-12303,United States of America,MCA,warm_dry,-106.682778,31.787778000000003,1280.0,9,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,84.8,0.0,0.0,0.0,0.0,2.9,11.5,0.0,0.0,0.0,0.0,0.0,1.7811,2.35,7684,10748,41622,52,20.59,63,36.8105,44.2048,29.4021,37.0,26.8,47.0,55.4,65.6,64.05,48.9919,61.7108,152.3936,33880.7576,10.6,0.0,train
-12304,United States of America,NAM,warm_dry,-106.767778,32.3175,1219.0,26,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,87.5,0.0,0.0,0.0,0.0,6.5,4.4,0.0,0.0,0.0,0.0,0.0,2.81458,1.32,29913,29913,29913,63,61.99,63,31.5202,40.334,22.6607,32.6,19.0,44.4,52.4,60.8,58.825,45.7483,57.9251,83.3134,24729.0889,0.2,0.0,train
-12306,United States of America,NAM,warm_dry,-104.262222,32.38,780.0,34,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,94.6,0.0,0.0,0.0,0.0,3.5,0.0,0.0,0.0,0.0,0.0,0.0,0.227282,1.35,432,2268,9614,40,33.65,63,34.2032,41.5353,26.8911,33.6,24.2,43.2,52.6,64.13600000000001,62.225,45.3204,60.4438,117.39,25727.3452,4.2,0.0,train
-12307,United States of America,NAM,warm_dry,-104.4406,32.1783,1349.0,199,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,99.7,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.059158,1.19,24,24,1000,0,0.12,39,45.4549,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,60.5932,-999.0,-999.0,-999.0,-999.0,train
-12308,United States of America,NAM,warm_dry,-108.124444,32.691944,1823.0,44,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,4.6,66.8,2.0,0.0,24.6,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.049291,0.8,55,74,6166,24,9.62,61,39.4361,43.8369,35.0366,40.6,32.8,47.2,52.8,59.8,58.2179,46.5375,56.2101,81.8467,25691.7178,1.2,0.0,train
-12309,United States of America,NAM,warm_dry,-103.122917,32.726656,1110.1,13,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,61.3,0.0,0.0,13.4,0.0,24.4,0.0,0.0,0.0,0.0,0.218,0.0,16.2888,1.6,6729,9894,9894,61,44.48,63,30.6663,37.1308,24.1793,29.8,21.4,39.4,48.6,58.4,56.5988,40.9462,53.7958,78.775,16729.495,1.8,0.0,test
-12311,United States of America,NAM,warm_dry,-107.7227,32.2558,1313.0,13,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,95.8,0.0,0.0,1.5,0.0,1.0,1.5,0.0,0.0,0.0,0.478,0.0,0.023357,1.17,2242,2242,3617,35,27.0,62,33.9974,42.6561,25.3389,35.4,23.8,45.2,52.4,59.6,58.125,46.406000000000006,56.1347,75.8156,27336.7873,1.2,0.0,train
-12312,United States of America,NAM,cool_dry,-106.698369,36.187742,2229.0,141,unknown,unknown,0.0,45.0,0.0,0.0,0.0,0.0,0.0,2.8,8.6,0.0,41.0,0.0,0.0,0.0,0.0,0.0,0.0,0.002,0.0,0.014177,1.08,12,12,50,5,0.47,6,40.5191,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,58.875,49.0019,58.7093,-999.0,-999.0,1.5,-999.0,test
-12313,United States of America,NAM,warm_dry,-106.54833300000001,35.299444,1544.0,8,unknown,unknown,0.0,5.1,0.0,0.0,0.0,0.0,1.3,52.1,1.4,0.0,23.0,0.0,1.3,15.6,0.0,0.0,0.0,0.0,0.0,32.7301,1.87,2485,8055,46710,46,33.18,63,30.9215,39.5651,22.2497,32.3,18.8,43.0,51.0,59.2,57.4,44.4493,56.8918,66.9328,21412.01,0.0,0.0,train
-12316,United States of America,NAM,warm_dry,-106.72444399999999,35.615278,1707.0,52,unknown,unknown,0.0,14.0,0.0,0.0,0.0,0.0,3.7,58.5,7.1,0.0,16.2,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.41825,1.12,50,50,420,13,5.04,14,38.9283,43.1789,34.8956,39.0,33.0,46.0,52.5,61.0,59.5,47.015,57.1408,72.8876,23340.0664,1.0,0.0,train
-12317,United States of America,NAM,warm_dry,-107.97694399999999,36.742222,1713.0,70,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,28.7,0.0,0.0,62.8,0.0,5.7,2.8,0.0,0.0,0.0,0.0,0.0,0.6288630000000001,3.3,286,530,12362,50,29.34,63,27.2782,38.4297,16.04,28.0,9.0,42.4,53.0,62.4,60.55,44.0008,60.5775,93.6809,25176.1334,1.6,0.0,test
-12318,United States of America,NAM,cool_dry,-107.65158000000001,36.80973,1950.0,93,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,6.3,2.2,0.0,90.4,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,5.06565,2.55,98,285,316,0,2.36,12,33.9876,43.6527,24.2306,34.2,21.8,46.4,55.6,65.2,63.125,47.7017,63.275,124.8959,33156.1659,5.6,0.0,test
-12319,United States of America,NAM,warm_dry,-108.4725,36.796667,1678.0,79,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,55.9,0.0,0.0,28.5,0.0,4.6,1.0,0.0,0.0,9.9,0.0,0.0,0.07456900000000001,4.26,391,407,6852,16,15.2,63,35.0958,42.3786,27.7973,36.0,24.2,46.2,54.0,61.8,60.8,46.3003,59.2715,93.4486,28421.1747,1.4,0.0,test
-12321,United States of America,NAM,warm_dry,-106.07968000000001,35.61975,1930.0,54,unknown,unknown,0.0,4.5,0.0,0.0,0.0,0.0,0.0,24.7,4.2,0.0,62.9,0.0,0.0,2.3,0.0,0.0,0.0,0.0,0.0,1.37826,1.28,2712,4269,21026,44,37.9,63,38.2504,44.3642,32.1211,38.4,30.2,47.0,54.0,61.4,59.8,48.2319,58.6054,85.6708,30096.5705,1.2,0.0,train
-12322,United States of America,NAM,warm_dry,-106.7396,34.8147,1489.0,7,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,41.4,0.0,0.0,47.4,0.0,6.1,5.1,0.0,0.0,0.0,0.0,0.0,0.18218099999999998,1.65,850,1583,12888,61,45.34,63,32.2332,41.5831,22.8102,32.8,18.2,45.6,54.78,62.8,61.3,46.8089,60.2527,103.7743,29676.3501,4.0,0.0,train
-12324,United States of America,NAM,cool_moist,-73.75733000000001,42.68075,101.0,79,unknown,unknown,0.0,0.0,0.0,0.0,31.1,25.9,0.0,0.0,0.0,0.0,0.0,0.0,0.0,19.4,22.7,0.0,0.0,0.1,0.0,12.177,2.86,8477,21437,44744,63,61.5,63,28.5657,33.1873,24.0582,29.0,19.2,37.45,46.0,59.2,57.625,37.5578,50.9322,108.5428,11951.59,3.0,0.2,train
-12328,United States of America,NAM,warm_moist,-73.902,40.816179999999996,17.0,15,unknown,unknown,14.0,4.0,0.0,0.0,0.0,3.1,0.0,0.0,0.0,0.0,0.0,1.6,0.0,73.3,1.1,0.0,1.0,0.0,0.0,157.69899999999998,11.35,181606,387713,387713,63,63.0,63,21.0901,26.5035,17.6027,21.0,11.5,30.5,41.0,55.84,53.0625,31.6154,49.3145,140.2206,8600.7571,4.5,0.0,train
-12329,United States of America,NAM,warm_moist,-73.87809,40.8679,31.0,34,unknown,unknown,13.5,3.4,0.0,0.0,1.2,3.7,0.0,0.0,0.0,0.0,0.0,1.4,0.0,72.8,2.0,0.0,0.0,0.0,0.0,290.068,11.4,209014,387713,387713,63,63.0,63,23.7184,29.1194,18.2636,22.4,12.4,32.8,43.2,61.0,58.375,34.7385,56.9517,179.3978,11963.6991,7.6,0.8,train
-12330,United States of America,NAM,cool_moist,-79.31881,42.499629999999996,180.0,25,unknown,unknown,46.9,0.0,0.0,0.0,20.6,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,29.6,0.0,0.0,0.168,0.0,2.25333,2.03,7470,7470,7470,48,32.08,56,32.8732,37.2214,28.5975,32.6,24.4,40.8,49.6,63.4,60.9893,41.7109,56.8941,161.7573,17885.7257,8.4,0.4,train
-12331,United States of America,NAM,cool_moist,-79.58961,42.29071,322.0,201,unknown,unknown,32.1,0.0,0.0,0.0,28.2,1.1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,36.4,0.0,0.0,0.0,0.0,1.00391,1.73,481,626,3015,8,11.35,46,36.5466,39.1723,34.0243,35.0,28.0,43.6667,53.6667,67.0,63.7917,43.4109,58.8836,196.3066,21327.3699,13.0,0.3333,train
-12332,United States of America,NAM,cool_moist,-76.80221,42.11096,262.0,40,unknown,unknown,0.0,0.0,0.0,0.0,49.1,1.5,0.0,0.0,0.0,0.0,0.0,0.0,1.2,2.5,45.5,0.0,0.0,0.0,0.0,0.77031,1.85,20018,20018,20018,58,43.41,59,26.433000000000003,33.9041,19.0814,26.6667,13.6667,37.0,47.0,60.3333,58.5417,39.0978,53.059,97.85600000000001,13982.1813,2.6667,0.0,val
-12333,United States of America,NAM,cool_moist,-73.74136,41.78555,98.0,48,unknown,unknown,0.0,0.0,0.0,0.0,63.7,4.1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,5.6,25.4,0.0,0.0,0.0,0.0,4.82481,2.85,513,1758,20972,12,13.14,62,28.0897,33.9877,22.3599,28.4,18.4,36.6,45.2,58.8,56.5083,38.1249,51.8587,140.149,11691.9987,4.0,0.4,train
-12335,United States of America,NAM,cool_moist,-78.77153,42.99328,184.0,5,unknown,unknown,7.0,1.6,0.0,0.0,5.2,2.0,0.0,0.0,1.1,0.0,0.0,0.0,4.6,25.2,51.9,0.0,0.0,0.098,0.0,44.5195,2.96,18642,28782,55485,63,62.97,63,30.4932,36.2099,24.9173,30.2,21.6,39.0,48.0,62.751999999999995,60.4833,40.4038,54.531000000000006,132.014,15929.1383,6.4,0.0,val
-12337,United States of America,NAM,cool_moist,-73.8589,44.39308,599.0,398,unknown,unknown,0.0,0.0,0.0,0.0,27.4,71.5,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.629984,1.19,123,133,494,6,4.61,52,35.1259,35.7542,34.5412,34.6,28.0,41.8,48.4,58.168,55.4,39.6854,50.2546,98.1546,10033.1605,1.6,0.0,train
-12341,United States of America,NAM,cool_moist,-74.69500500000001,44.980577000000004,3.0,7,unknown,unknown,5.5,1.9,0.0,0.0,21.4,20.9,0.0,0.0,0.0,0.0,0.0,0.0,3.6,1.2,44.1,0.0,0.0,0.0,0.0,0.25440799999999997,1.94,754,4865,9520,31,28.38,62,18.2536,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,35.0832,-999.0,-999.0,-999.0,-999.0,train
-12342,United States of America,NAM,cool_moist,-74.51625,43.44957,519.0,6,unknown,unknown,0.0,0.0,0.0,0.0,66.8,32.5,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.174,0.0,0.091903,1.36,5,20,146,7,2.72,16,29.2432,35.1132,23.5288,30.6,20.2,38.4,45.8,55.84,54.375,38.9723,49.8271,83.2053,10854.3476,1.4,0.0,train
-12343,United States of America,NAM,cool_moist,-74.98538,43.68578,525.0,31,unknown,unknown,0.0,0.0,0.0,0.0,63.5,35.7,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.048003,1.22,39,39,189,7,6.29,25,28.5017,34.5054,22.7123,30.2,19.6,37.6,45.2,54.20399999999999,52.4417,38.279,49.6133,65.3796,9777.0813,0.4,0.0,train
-12344,United States of America,NAM,cool_moist,-75.97316,44.08747,107.0,1,unknown,unknown,7.8,0.0,0.0,0.0,12.1,5.4,0.0,0.0,0.0,0.0,0.0,0.0,4.5,1.5,66.7,0.0,0.0,0.11,0.0,0.53852,1.5,440,558,16733,8,9.24,61,30.295,34.6521,25.794,30.6,22.2,38.0,45.8,58.812,56.45,38.4143,49.2342,134.0742,11341.3668,5.0,0.0,train
-12347,United States of America,NAM,cool_moist,-75.78444,42.73046,500.0,97,unknown,unknown,0.0,0.0,0.0,0.0,43.7,6.2,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,49.0,0.0,0.0,0.0,0.0,0.299111,2.15,174,209,2694,0,2.89,45,31.4309,36.4476,26.5956,32.0,23.0,40.0,47.5,58.5,56.3125,40.7898,47.8911,107.3592,13663.226,4.0,0.0,train
-12349,United States of America,NAM,cool_moist,-77.54817,43.14618,137.0,49,unknown,unknown,11.8,0.0,0.0,0.0,6.2,4.0,0.0,0.0,2.1,0.0,0.0,0.0,2.3,10.7,61.8,0.0,0.0,0.003,0.0,13.5877,2.27,11592,34418,50345,61,61.2,63,27.4128,32.7288,22.2418,27.2,18.2,36.4,45.4,59.4,56.375,37.2049,49.5049,105.7254,11838.1221,3.8,0.25,train
-12352,United States of America,NAM,warm_moist,-73.94825,40.819759999999995,45.0,22,unknown,unknown,13.1,3.7,0.0,0.0,0.0,2.9,0.0,0.0,0.0,0.0,0.0,1.4,0.0,75.3,0.0,0.0,1.1,0.001,0.002,157.69899999999998,11.35,364208,364208,387713,63,63.0,63,21.8731,26.6895,17.1487,20.4,11.0,30.2,41.2,59.2,55.6786,32.2481,54.7651,159.6712,10181.7342,6.0,0.6,train
-12353,United States of America,NAM,cool_moist,-78.47888,43.223859999999995,139.0,31,unknown,unknown,12.1,0.0,0.0,0.0,5.6,1.8,0.0,0.0,0.0,0.0,0.0,0.0,5.9,1.4,71.9,0.0,0.0,2.441,0.0,0.698923,2.21,1879,1879,10607,24,15.53,61,33.3003,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,61.0833,-999.0,52.9572,-999.0,-999.0,-999.0,-999.0,val
-12354,United States of America,NAM,cool_moist,-75.71978,43.30268,151.0,1,unknown,unknown,8.8,0.0,0.0,0.0,42.4,16.6,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.4,29.9,0.0,0.0,0.076,0.0,0.555079,1.82,581,581,10005,10,11.71,59,23.2904,30.1923,16.3477,24.0,12.0,32.6667,40.0667,53.6667,50.8889,35.2243,45.4886,89.1478,7208.9147,0.6667,0.0,train
-12356,United States of America,NAM,cool_moist,-76.05921,43.05235,127.0,8,unknown,unknown,7.5,0.0,0.0,0.0,19.5,3.5,0.0,0.0,0.0,0.0,0.0,0.0,1.6,12.9,53.6,0.0,0.0,0.45899999999999996,0.0,6.7945199999999994,2.09,7180,27694,46825,61,58.05,63,27.6655,33.039,22.4184,27.8,18.0,36.6,45.2,58.6,56.15,37.747,50.673,105.0588,11535.0782,3.6,0.0,train
-12357,United States of America,NAM,cool_moist,-74.21534,41.52375,37.0,14,unknown,unknown,1.0,1.0,0.0,0.0,55.2,6.1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,8.1,27.3,0.0,0.0,0.0,0.0,8.644630000000001,3.11,2450,7908,21183,58,40.43,62,25.2415,32.1976,18.4128,26.0,14.4,35.4,43.6,55.8,53.8429,36.7094,49.0369,95.7305,10125.1521,2.6,0.2,train
-12358,United States of America,NAM,cool_moist,-76.46324,43.284279999999995,127.0,18,unknown,unknown,7.0,0.0,0.0,0.0,36.5,5.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.9,47.8,0.0,0.0,0.043,0.0,0.6666989999999999,1.93,942,5684,13567,12,17.16,61,28.8999,33.9002,23.7046,29.2,20.2,37.4,44.8,57.172,54.85,38.0619,49.5178,96.5761,10702.7094,2.6,0.0,train
-12359,United States of America,NAM,cool_moist,-73.70976999999999,41.455890000000004,227.0,82,unknown,unknown,0.0,1.3,0.0,0.0,70.4,9.8,0.0,0.0,0.0,0.0,0.0,0.0,0.0,9.6,8.5,0.0,0.0,0.001,0.0,8.59607,3.82,3897,5062,26206,23,28.36,63,27.2102,33.0095,21.6126,27.4,18.0,35.4,43.0,58.2,55.9,37.3993,51.2672,139.9536,10662.2049,4.0,0.8,test
-12363,United States of America,NAM,warm_moist,-73.82153000000001,40.73614,25.0,16,unknown,unknown,24.7,5.0,0.0,0.0,0.0,1.9,0.0,0.0,0.0,0.0,0.0,1.8,0.0,62.7,0.0,0.0,1.0,0.026000000000000002,0.0,93.999,13.1,142287,232534,387713,63,63.0,63,24.8539,30.7262,19.24,24.0,13.6,34.0,44.6,61.8,59.15,35.8151,58.9039,194.4003,13216.6555,8.6,1.4,train
-12364,United States of America,NAM,cool_moist,-73.46363000000001,42.781890000000004,477.0,290,unknown,unknown,0.0,0.0,0.0,0.0,45.8,20.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,5.6,28.0,0.0,0.0,0.001,0.0,1.3068799999999998,2.15,273,367,33349,9,7.12,61,33.891999999999996,35.9462,31.7945,32.6667,26.6667,40.3333,48.6667,60.6667,57.5417,39.6585,50.2386,109.8136,12775.3439,4.3333,0.3333,train
-12365,United States of America,NAM,warm_moist,-74.12525,40.59664,95.0,65,unknown,unknown,28.1,2.4,0.0,0.0,1.6,1.9,0.0,0.0,0.0,0.0,0.0,1.5,0.0,59.5,2.7,0.0,1.0,0.0,0.0,34.5932,10.09,54207,69159,379549,63,61.58,63,29.0175,34.1276,23.6047,28.0,17.25,38.5,49.5,67.5,64.125,39.6451,58.754,242.718,18828.9003,15.25,1.75,train
-12366,United States of America,NAM,warm_moist,-74.02819000000001,41.18208,140.0,105,unknown,unknown,5.0,2.6,0.0,0.0,44.2,8.2,0.0,0.0,0.0,0.0,0.0,0.0,0.0,35.3,3.7,0.0,0.0,0.0,0.0,23.6275,5.09,12733,20194,34280,60,55.51,63,29.5001,34.6283,24.24,29.4,20.2,38.2,47.0,62.2,59.225,39.7267,54.4133,187.8637,14912.7013,7.0,0.6,train
-12367,United States of America,NAM,cool_moist,-73.6489,43.01209,117.0,75,unknown,unknown,0.0,0.0,0.0,0.0,29.1,23.2,0.0,0.0,0.0,0.0,0.0,0.0,0.0,5.6,40.8,0.0,0.0,0.073,0.0,4.14649,2.22,645,856,8831,8,9.27,61,29.7889,33.056,26.5446,29.4,21.6,37.2,44.6,56.8,55.0,37.0558,48.5526,91.0752,9272.2786,2.0,0.0,train
-12368,United States of America,NAM,cool_moist,-73.9389,42.799009999999996,99.0,35,unknown,unknown,0.0,0.0,0.0,0.0,32.9,15.5,0.0,0.0,0.0,0.0,0.0,0.0,0.0,21.7,28.9,0.0,0.0,0.0,0.0,1.2340799999999998,2.55,16646,36640,44744,63,60.62,63,26.0537,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,46.5944,-999.0,-999.0,-999.0,-999.0,train
-12369,United States of America,NAM,cool_moist,-77.20978000000001,42.09142,507.0,190,unknown,unknown,0.0,0.0,0.0,0.0,48.0,2.2,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,48.2,0.0,0.0,0.11599999999999999,0.0,0.479401,1.64,312,950,10563,8,9.77,56,32.3624,34.8809,28.6768,32.0,24.25,39.5,46.0,56.0,53.9375,38.1519,49.1482,64.6616,11214.3723,0.5,0.0,val
-12370,United States of America,NAM,warm_moist,-73.41919,40.745290000000004,27.0,11,unknown,unknown,30.9,3.6,0.0,0.0,3.8,6.3,0.0,0.0,0.0,0.0,0.0,2.2,0.0,48.7,3.3,0.0,0.0,0.0,0.0,41.3094,7.78,15523,46674,66961,63,62.96,63,27.9036,33.7623,22.1598,27.8,16.4,38.2,48.2,64.0,61.1583,38.6825,59.24,261.9977,16810.3575,10.4,2.6,val
-12371,United States of America,NAM,warm_moist,-72.71238000000001,40.96078,31.0,19,unknown,unknown,54.4,0.0,0.0,0.0,5.6,15.2,0.0,0.0,0.0,0.0,0.0,1.7,4.1,7.5,9.7,0.0,0.0,0.248,0.0,15.7861,4.28,4168,4168,16254,37,34.92,61,34.9531,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,57.2375,-999.0,-999.0,-999.0,-999.0,train
-12372,United States of America,NAM,warm_moist,-73.05754,40.82799,45.0,30,unknown,unknown,42.5,0.0,0.0,0.0,6.7,13.6,0.0,0.0,0.0,0.0,0.0,1.3,1.3,26.6,6.8,0.0,0.0,0.0,0.0,24.6234,5.53,21959,24114,37836,62,62.5,63,29.6103,35.3166,23.8067,29.6,20.0,39.0,48.2,62.4,58.775,39.9697,56.2036,230.3716,16955.7868,9.2,2.6,val
-12374,United States of America,NAM,cool_moist,-74.49431,42.14403,619.0,53,unknown,unknown,0.0,0.0,0.0,0.0,89.4,3.2,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,7.2,0.0,0.0,0.23,0.0,0.05368099999999999,1.77,256,260,394,10,5.68,21,33.65,38.0981,29.2959,33.6667,25.6667,41.3333,49.0,60.6333,59.1667,41.7936,52.6185,116.5741,15553.9642,2.6667,0.0,train
-12375,United States of America,NAM,cool_moist,-77.17135999999999,43.23086,139.0,35,unknown,unknown,34.5,0.0,0.0,0.0,6.4,2.6,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,54.5,0.0,0.0,0.025,0.0,1.11744,2.0,1251,1370,6177,29,20.61,62,30.261999999999997,36.1785,28.840999999999998,32.5,25.0,39.5,47.5,58.5,54.8125,39.7845,49.7702,81.0434,12563.6508,2.3333,0.0,train
-12376,United States of America,NAM,warm_moist,-73.76366,41.05192,64.0,13,unknown,unknown,19.8,2.7,0.0,0.0,18.5,7.9,0.0,0.0,0.0,0.0,0.0,1.7,0.0,45.3,3.3,0.0,0.0,0.0,0.0,57.0335,7.81,16019,45944,209014,63,61.9,63,25.4633,32.1504,18.88,24.8,14.0,34.8,45.0,62.924,60.025,37.3869,57.7101,220.1855,14195.3465,8.8,1.2,train
-12379,United States of America,NAM,warm_moist,-81.189758,35.928999,361.0,24,unknown,unknown,0.0,0.0,0.0,0.0,22.5,17.6,0.0,0.0,24.5,0.0,0.0,0.0,0.0,1.4,32.4,0.0,0.0,2.256,0.0,0.879663,2.43,1779,1779,11469,56,28.26,63,29.6812,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,55.1263,-999.0,-999.0,-999.0,-999.0,train
-12380,United States of America,NAM,warm_moist,-81.191,35.9139,365.0,40,unknown,unknown,0.0,0.0,0.0,0.0,22.5,17.6,0.0,0.0,24.5,0.0,0.0,0.0,0.0,1.4,32.4,0.0,0.0,2.256,0.0,0.879663,2.43,1751,1784,11469,54,29.81,63,26.5164,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,49.82899999999999,-999.0,-999.0,-999.0,-999.0,train
-12382,United States of America,NAM,warm_moist,-81.93305600000001,35.972221999999995,987.0,126,unknown,unknown,0.0,0.0,0.0,0.0,34.7,52.9,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,10.6,0.0,0.0,0.0,0.0,2.47712,1.96,611,665,1001,6,4.77,47,26.5657,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,51.5952,-999.0,-999.0,-999.0,-999.0,train
-12384,United States of America,NAM,warm_moist,-82.59985999999999,35.500102000000005,675.0,23,unknown,unknown,0.0,0.0,0.0,0.0,12.3,45.9,0.0,0.0,4.0,0.0,0.0,0.0,2.7,3.5,31.4,0.0,0.0,0.0,0.0,0.472588,2.49,1514,3093,17182,26,32.57,63,28.925,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,54.3162,-999.0,-999.0,-999.0,-999.0,train
-12386,United States of America,NAM,warm_moist,-81.53027800000001,35.935833,366.0,27,unknown,unknown,0.0,0.0,0.0,0.0,19.7,45.1,0.0,0.0,21.2,0.0,0.0,0.0,0.0,1.6,11.6,0.0,0.0,0.332,0.0,1.25041,2.21,4536,5310,6965,60,37.26,63,28.5591,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,53.4836,-999.0,-999.0,-999.0,-999.0,train
-12389,United States of America,NAM,warm_moist,-79.467417,36.307033000000004,241.0,45,unknown,unknown,0.0,0.0,0.0,0.0,20.0,8.1,0.0,0.0,24.0,0.0,0.0,0.0,2.3,2.6,42.8,0.0,0.0,6.231,0.0,0.7730239999999999,2.9,456,456,12648,10,8.62,63,34.4092,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,56.6277,-999.0,-999.0,-999.0,-999.0,val
-12390,United States of America,NAM,warm_moist,-79.159722,35.757222,121.0,42,unknown,unknown,0.0,3.3,0.0,0.0,3.8,54.7,0.0,0.0,19.5,0.0,0.0,0.0,1.3,1.7,14.7,0.0,0.0,0.244,0.0,0.666205,2.47,830,942,23031,25,19.18,63,22.9986,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,52.507,-999.0,-999.0,-999.0,-999.0,val
-12393,United States of America,NAM,warm_moist,-78.72803499999999,35.158685999999996,45.0,14,unknown,unknown,0.0,0.0,0.0,0.0,0.0,12.3,0.0,0.0,42.2,0.0,1.6,0.0,16.4,8.9,18.2,0.0,0.0,2.4659999999999997,0.0,20.8209,2.48,687,780,19620,19,13.27,63,28.5791,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,55.614,-999.0,-999.0,-999.0,-999.0,train
-12395,United States of America,NAM,warm_moist,-78.9625,34.968889000000004,50.9,8,unknown,unknown,0.0,0.0,0.0,0.0,0.0,11.7,0.0,0.0,50.4,0.0,2.5,0.0,8.8,12.0,14.1,0.0,0.0,1.6369999999999998,0.0,1.29758,2.68,10613,16265,19620,61,53.77,63,32.1399,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,56.8715,-999.0,-999.0,-999.0,-999.0,train
-12397,United States of America,NAM,warm_moist,-80.557278,35.897068,260.0,40,unknown,unknown,0.0,0.0,0.0,0.0,4.9,5.3,0.0,0.0,40.3,0.0,0.0,0.0,1.3,1.7,46.0,0.0,0.0,2.092,0.0,2.50068,2.86,1525,1951,9750,58,31.85,63,33.3073,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,57.8978,-999.0,-999.0,-999.0,-999.0,val
-12401,United States of America,NAM,warm_moist,-78.905417,36.032944,118.0,19,unknown,unknown,0.0,1.9,0.0,0.0,7.9,38.1,0.0,0.0,21.2,0.0,0.0,0.0,3.7,10.4,16.0,0.0,0.0,2.3280000000000003,0.0,14.1785,3.02,22653,29962,29962,63,62.23,63,29.6997,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,56.6834,-999.0,-999.0,-999.0,-999.0,val
-12402,United States of America,NAM,warm_moist,-77.582778,35.988333000000004,18.0,4,unknown,unknown,0.0,0.0,0.0,0.0,0.0,16.6,0.0,0.0,8.5,0.0,0.0,0.0,19.4,2.9,52.4,0.0,0.0,0.903,0.0,0.44143000000000004,2.54,307,2007,9536,9,8.1,63,30.0177,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,54.815,-999.0,-999.0,-999.0,-999.0,train
-12405,United States of America,NAM,warm_moist,-80.226667,36.110556,284.0,37,unknown,unknown,0.0,0.0,0.0,0.0,11.1,4.0,0.0,0.0,47.5,0.0,0.0,0.0,3.2,5.4,28.3,0.0,0.0,2.68,0.0,13.8606,3.0,22001,22001,22001,63,62.7,63,33.4292,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,60.4546,-999.0,-999.0,-999.0,-999.0,val
-12407,United States of America,NAM,warm_moist,-80.21583299999999,36.203056,294.0,49,unknown,unknown,0.0,0.0,0.0,0.0,15.1,5.5,0.0,0.0,42.6,0.0,0.0,0.0,2.9,4.3,29.0,0.0,0.0,1.29,0.0,5.4760599999999995,2.74,2427,5570,22001,28,34.61,63,32.1311,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,55.8816,-999.0,-999.0,-999.0,-999.0,val
-12408,United States of America,NAM,warm_moist,-80.342,36.025999999999996,245.0,8,unknown,unknown,0.0,0.0,0.0,0.0,7.8,3.2,0.0,0.0,46.9,0.0,0.0,0.0,2.3,4.3,35.4,0.0,0.0,1.67,0.0,1.34245,2.94,4790,8212,22001,42,48.52,63,31.1738,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,58.4224,-999.0,-999.0,-999.0,-999.0,val
-12409,United States of America,NAM,warm_moist,-80.143889,36.050833000000004,285.0,17,unknown,unknown,0.0,0.0,0.0,0.0,5.2,2.7,0.0,0.0,52.9,0.0,0.0,0.0,5.0,10.2,23.7,0.0,0.0,3.42,0.0,8.69714,3.32,3567,8518,22001,60,48.64,63,33.0263,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,58.5953,-999.0,-999.0,-999.0,-999.0,val
-12410,United States of America,NAM,warm_moist,-78.463719,36.096189,135.0,30,unknown,unknown,0.0,1.1,0.0,0.0,4.6,31.4,0.0,0.0,24.4,0.0,0.0,0.0,3.8,1.4,33.0,0.0,0.0,0.5920000000000001,0.0,9.78623,2.37,899,1081,9530,31,24.84,63,31.5386,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,54.705,-999.0,-999.0,-999.0,-999.0,val
-12411,United States of America,NAM,warm_moist,-83.79562,35.25793,1429.0,510,unknown,unknown,0.0,1.2,0.0,0.0,31.3,59.6,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,7.2,0.0,0.0,0.0,0.0,0.652968,1.58,263,608,774,0,2.21,32,43.4804,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,57.8462,-999.0,-999.0,-999.0,-999.0,train
-12412,United States of America,NAM,warm_moist,-78.768056,36.141110999999995,91.0,32,unknown,unknown,0.0,1.6,0.0,0.0,9.8,34.2,0.0,0.0,18.2,0.0,0.0,0.0,1.7,5.5,28.5,0.0,0.0,2.821,0.0,10.4767,2.82,1107,1107,29962,58,38.02,63,32.5059,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,57.3513,-999.0,-999.0,-999.0,-999.0,val
-12414,United States of America,NAM,warm_moist,-79.810456,36.100711,247.0,22,unknown,unknown,0.0,0.0,0.0,0.0,8.0,5.3,0.0,0.0,39.3,0.0,0.0,0.0,4.7,8.3,33.5,0.0,0.0,0.657,0.004,10.7514,3.18,17465,29823,29823,63,63.0,63,32.9649,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,59.6357,-999.0,-999.0,-999.0,-999.0,val
-12416,United States of America,NAM,warm_moist,-82.96337,35.50716,791.0,21,unknown,unknown,0.0,0.0,0.0,0.0,36.4,47.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,15.6,0.0,0.0,0.0,0.0,1.91808,2.15,2666,2666,4326,39,33.36,60,27.2132,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,53.6709,-999.0,-999.0,-999.0,-999.0,train
-12418,United States of America,NAM,warm_moist,-82.7925,35.379166999999995,1585.0,195,unknown,unknown,0.0,0.0,0.0,0.0,17.5,58.2,0.0,0.0,1.1,0.0,0.0,0.0,1.6,0.0,20.9,0.0,0.0,0.0,0.0,0.305148,1.93,452,478,5529,0,0.12,62,45.1625,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,58.0942,-999.0,-999.0,-999.0,-999.0,train
-12419,United States of America,NAM,warm_moist,-83.0775,35.59,1550.0,559,unknown,unknown,0.0,0.0,0.0,0.0,36.7,48.9,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,13.4,0.0,0.0,0.0,0.0,0.883207,2.1,179,213,4326,7,8.66,60,42.1773,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,55.7664,-999.0,-999.0,-999.0,-999.0,train
-12420,United States of America,NAM,cool_moist,-83.236111,35.524444,1433.0,491,unknown,unknown,0.0,0.0,0.0,0.0,36.0,55.6,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,7.6,0.0,0.0,0.0,0.0,2.18961,1.71,456,671,4326,0,3.73,60,44.7654,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,58.2311,-999.0,-999.0,-999.0,-999.0,train
-12421,United States of America,NAM,warm_moist,-78.46194399999999,35.590833,127.0,18,unknown,unknown,0.0,0.0,0.0,0.0,0.0,11.6,0.0,0.0,42.4,0.0,0.0,0.0,15.7,2.9,26.4,0.0,0.0,2.219,0.0,2.56648,2.79,2107,3553,24269,27,34.67,63,30.1004,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,56.2469,-999.0,-999.0,-999.0,-999.0,val
-12423,United States of America,NAM,warm_moist,-79.2887,35.4325,131.0,24,unknown,unknown,0.0,0.0,0.0,0.0,0.0,37.7,0.0,0.0,47.0,0.0,0.0,0.0,2.2,0.0,10.7,0.0,0.0,1.2409999999999999,0.0,0.9889100000000001,2.62,704,1695,8846,10,12.71,63,29.0109,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,46.3636,-999.0,-999.0,-999.0,-999.0,val
-12424,United States of America,NAM,warm_moist,-77.568792,35.231459,15.0,2,unknown,unknown,0.0,0.0,0.0,0.0,0.0,19.8,0.0,0.0,18.5,0.0,0.0,0.0,18.8,0.0,40.7,0.0,0.0,1.723,0.0,0.764886,2.5,1714,10331,10331,38,29.41,63,30.5252,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,54.0315,-999.0,-999.0,-999.0,-999.0,train
-12425,United States of America,NAM,warm_moist,-81.27675,35.438556,270.0,12,unknown,unknown,0.0,0.0,0.0,0.0,2.0,6.3,0.0,0.0,55.4,0.0,0.0,0.0,1.1,2.3,32.7,0.0,0.0,3.46,0.0,1.9739,2.84,2856,4259,14330,23,23.14,63,30.506999999999998,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,58.2981,-999.0,-999.0,-999.0,-999.0,val
-12428,United States of America,NAM,warm_moist,-76.906249,35.81066,14.0,6,unknown,unknown,1.7,0.0,0.0,0.0,0.0,48.7,0.0,0.0,7.6,0.0,0.0,0.0,16.7,0.0,24.1,0.0,0.0,0.17800000000000002,0.0,0.44743,2.32,217,224,1820,11,6.43,57,30.612,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,53.0086,-999.0,-999.0,-999.0,-999.0,train
-12431,United States of America,NAM,warm_moist,-80.78568299999999,35.2401,232.0,13,unknown,unknown,0.0,1.0,0.0,0.0,0.0,7.5,0.0,0.0,59.5,0.0,0.0,0.0,5.6,18.6,7.0,0.0,0.0,0.972,0.004,29.1707,4.02,30256,30256,30256,63,63.0,63,28.2353,37.2507,18.526,27.4,15.2,39.6,51.8,66.6,63.7,43.2095,60.9176,220.8718,23463.769,11.6,1.6,val
-12432,United States of America,NAM,warm_moist,-80.91953199999999,35.113164000000005,195.0,14,unknown,unknown,0.0,2.2,0.0,0.0,0.0,11.1,0.0,0.0,61.1,0.0,0.0,0.0,3.8,18.4,2.5,0.0,0.0,0.8909999999999999,0.025,2.26156,3.78,8906,20065,30256,63,63.0,63,28.8547,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,56.0973,-999.0,-999.0,-999.0,-999.0,val
-12433,United States of America,NAM,warm_moist,-80.695,35.347221999999995,0.0,30,unknown,unknown,0.0,0.0,0.0,0.0,0.0,7.0,0.0,0.0,59.9,0.0,0.0,0.0,3.4,15.2,13.5,0.0,0.0,3.1010000000000004,0.0,28.0988,3.61,5636,7721,30256,63,62.93,63,33.4021,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,61.5494,-999.0,-999.0,-999.0,-999.0,val
-12436,United States of America,NAM,warm_moist,-77.838611,34.364167,12.0,3,unknown,unknown,16.4,3.2,3.8,0.0,0.0,33.5,0.0,0.0,29.4,0.0,0.0,3.1,1.9,5.5,1.9,0.0,0.0,0.004,0.0,62.5158,1.96,1860,2663,20227,10,16.35,63,28.4956,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,51.5172,-999.0,-999.0,-999.0,-999.0,train
-12438,United States of America,NAM,warm_moist,-79.09196999999999,36.306965000000005,198.0,35,unknown,unknown,0.0,0.0,0.0,0.0,19.8,17.5,0.0,0.0,14.6,0.0,0.0,0.0,1.6,0.0,45.9,0.0,0.0,3.8089999999999997,0.0,0.585812,3.08,588,588,5071,9,7.45,62,33.3168,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,56.1472,-999.0,-999.0,-999.0,-999.0,val
-12440,United States of America,NAM,warm_moist,-77.35805,35.63861,7.0,4,unknown,unknown,0.0,0.0,0.0,0.0,0.0,20.6,0.0,0.0,12.4,0.0,1.1,0.0,17.5,2.3,45.9,0.0,0.0,1.8119999999999998,0.0,2.8571,2.41,1656,20577,20577,62,56.46,63,32.3793,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,55.3323,-999.0,-999.0,-999.0,-999.0,train
-12443,United States of America,NAM,warm_moist,-79.859167,36.308889,277.0,61,unknown,unknown,0.0,0.0,0.0,0.0,16.9,7.6,0.0,0.0,28.6,0.0,0.0,0.0,3.6,4.6,37.5,0.0,0.0,6.017,0.0,2.4758,2.86,757,786,19980,10,10.43,63,35.6955,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,58.5237,-999.0,-999.0,-999.0,-999.0,val
-12444,United States of America,NAM,warm_moist,-80.395039,35.551868,240.0,17,unknown,unknown,0.0,2.2,0.0,0.0,1.2,14.4,0.0,0.0,48.4,0.0,0.0,0.0,1.0,3.2,28.5,0.0,0.0,2.0709999999999997,0.0,1.14235,3.12,1365,2667,11695,30,20.0,63,30.5157,39.1573,21.1052,29.6,18.8,41.2,52.6,65.4,62.775,44.2019,60.2255,173.58,24369.1677,10.2,0.4,val
-12445,United States of America,NAM,warm_moist,-80.66756,35.534482000000004,270.0,40,unknown,unknown,1.4,1.4,0.0,0.0,0.0,5.2,0.0,0.0,58.8,0.0,0.0,1.0,4.2,6.2,20.9,0.0,0.0,2.798,0.0,1.7860599999999998,3.37,6379,9075,11695,32,34.3,63,34.7937,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,62.0608,-999.0,-999.0,-999.0,-999.0,val
-12446,United States of America,NAM,warm_moist,-83.443697,35.435509,560.0,0,unknown,unknown,0.0,0.0,0.0,0.0,31.7,60.8,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,6.3,0.0,0.0,0.0,0.0,0.787899,1.62,193,216,1889,35,12.9,57,23.5086,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,49.5972,-999.0,-999.0,-999.0,-999.0,train
-12447,United States of America,NAM,warm_moist,-83.310242,35.498711,50.0,103,unknown,unknown,0.0,0.0,0.0,0.0,36.5,57.6,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,5.4,0.0,0.0,0.0,0.0,0.489992,1.58,399,671,1889,33,20.98,57,22.8984,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,47.6808,-999.0,-999.0,-999.0,-999.0,train
-12448,United States of America,NAM,warm_moist,-80.54083299999999,34.973889,200.0,21,unknown,unknown,0.0,0.0,0.0,0.0,0.0,7.0,0.0,0.0,37.0,0.0,0.0,0.0,5.4,1.9,48.3,0.0,0.0,2.639,0.0,1.22916,3.07,3585,4612,11562,60,45.05,63,31.7248,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,56.568999999999996,-999.0,-999.0,-999.0,-999.0,val
-12449,United States of America,NAM,warm_moist,-78.574167,35.856111,100.0,28,unknown,unknown,0.0,0.0,0.0,0.0,1.1,20.6,0.0,0.0,42.1,0.0,0.0,0.0,7.4,14.9,12.6,0.0,0.0,1.703,0.0,35.9358,3.04,9681,20123,24269,63,62.2,63,27.2625,34.2598,19.6127,26.8,16.4,37.2,48.0,60.8,58.55,40.0132,55.3711,124.6532,16115.8596,5.8,0.0,val
-12451,United States of America,NAM,warm_moist,-78.7925,35.596944,117.0,20,unknown,unknown,0.0,1.5,0.0,0.0,0.0,22.7,0.0,0.0,39.3,0.0,0.0,0.0,12.7,6.0,16.5,0.0,0.0,3.8110000000000004,0.0,1.84808,2.8,3446,3446,24269,61,50.32,63,32.208,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,56.4187,-999.0,-999.0,-999.0,-999.0,val
-12455,United States of America,NAM,warm_moist,-82.264944,35.765413,2023.0,880,unknown,unknown,0.0,0.0,0.0,0.0,36.5,47.2,0.0,0.0,2.0,0.0,0.0,0.0,0.0,0.0,13.4,0.0,0.0,0.0,0.0,3.10403,1.96,392,538,3227,0,0.0,55,46.1467,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,57.8242,-999.0,-999.0,-999.0,-999.0,train
-12457,United States of America,NAM,cool_dry,-102.4018,48.64193,696.0,0,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,98.9,0.0,0.0,0.0,0.0,2.09,0.0,0.014699,1.27,10,10,25,8,10.41,37,31.1061,34.9786,27.2725,30.8,23.8,37.8,45.0,54.0,52.1929,38.1994,49.1269,48.1948,9498.6963,0.0,0.0,train
-12458,United States of America,NAM,cool_dry,-100.76821,46.825425,580.0,52,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,22.7,0.0,70.0,2.3,4.6,0.0,0.0,1.198,0.0,0.854558,1.4,23874,23874,23874,63,61.69,63,28.9319,33.051,24.871,28.8,21.0,36.8,44.2,53.0,51.15,36.6362,48.5112,45.5622,8422.3259,0.0,0.0,train
-12461,United States of America,NAM,cool_dry,-96.85535,46.933754,275.0,2,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,96.0,3.3,0.0,0.0,0.0,0.762,0.0,2.83265,1.41,232,6604,26330,59,50.99,63,26.7279,31.7688,21.9111,26.6,17.7,35.4,43.4,53.0,50.925,35.6252,49.4991,58.2074,7899.5065,0.0,0.0,train
-12462,United States of America,NAM,cool_dry,-102.5273,47.3132,683.0,17,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,66.6,0.0,29.8,0.0,2.7,0.0,0.0,0.109,0.0,0.009064000000000001,1.12,11,11,11,0,3.28,52,30.1589,34.0088,22.9432,28.75,21.0,36.0,43.5,52.25,50.875,37.5771,48.0945,37.3268,8770.2603,0.0,0.0,train
-12463,United States of America,NAM,cool_dry,-103.2995,47.5812,624.0,0,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,86.2,0.0,13.3,0.0,0.0,0.0,0.0,0.013000000000000001,0.0,0.00782,1.13,7,7,276,0,1.83,63,31.0167,36.5232,25.5935,32.0,22.8,39.6,46.6,54.4,53.0,39.7996,50.4781,48.327,11769.2734,0.2,0.4,train
-12465,United States of America,NAM,cool_dry,-101.766944,47.298611,630.0,68,unknown,unknown,1.3,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,38.7,0.0,59.3,0.0,0.0,0.0,0.0,0.243,0.0,0.026447000000000002,1.93,1107,1107,1107,29,21.51,60,31.6733,35.1076,28.3063,31.6,24.4,38.6,45.4,54.42,52.825,38.5315,49.5635,48.2304,9802.1589,0.0,0.0,val
-12467,United States of America,NAM,cool_dry,-101.42805600000001,47.185833,697.0,56,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,13.2,0.0,83.9,0.0,2.6,0.0,0.0,1.9280000000000002,0.0,0.011427,1.9,17,19,936,0,0.48,43,33.3277,35.9654,30.7595,33.0,26.6,39.8,46.4,55.0,53.225,39.2789,50.0384,51.7841,10533.3689,0.0,0.0,val
-12469,United States of America,NAM,cool_dry,-103.63951,48.15278,580.0,14,unknown,unknown,2.9,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,57.4,0.0,38.6,0.0,0.0,0.0,0.0,1.145,0.0,0.15743,1.32,6479,6479,6479,61,54.22,63,25.4867,31.7197,19.361,26.0,15.5,35.0,43.5,52.75,51.1875,35.9567,49.4111,38.6291,8158.7289,0.0,0.0,train
-12471,United States of America,NAM,cool_moist,-84.0539,40.770944,268.0,12,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,79.0,3.1,17.8,0.0,0.0,2.171,0.0,5.89423,2.68,2108,11799,18023,53,46.97,62,34.8273,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,58.8754,-999.0,-999.0,-999.0,-999.0,train
-12472,United States of America,NAM,cool_moist,-80.572808,41.959695,201.0,11,unknown,unknown,39.3,0.0,0.0,0.0,16.3,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,40.8,0.0,0.0,0.049,0.0,1.43108,2.27,7947,7947,7947,42,24.71,57,35.5612,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,58.5146,-999.0,-999.0,-999.0,-999.0,train
-12473,United States of America,NAM,warm_moist,-82.118247,39.307978000000006,280.0,48,unknown,unknown,0.0,0.0,0.0,0.0,71.6,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,27.6,0.0,0.0,0.475,0.0,0.728202,2.4,13489,13489,13489,40,26.93,58,31.5983,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,57.2218,-999.0,-999.0,-999.0,-999.0,train
-12474,United States of America,NAM,warm_moist,-84.544413,39.383382,193.0,10,unknown,unknown,0.0,0.0,0.0,0.0,2.2,0.0,0.0,0.0,0.0,0.0,0.0,0.0,19.5,32.0,44.6,0.0,0.0,0.5,0.0,7.753939999999999,4.47,9949,24719,28551,62,61.43,63,30.7227,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,60.94,-999.0,-999.0,-999.0,-999.0,train
-12475,United States of America,NAM,warm_moist,-84.393364,39.529481,198.0,2,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,24.3,21.5,52.9,0.0,0.0,0.5539999999999999,0.0,12.200999999999999,4.01,17621,17621,24719,61,52.75,63,31.6596,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,62.5309,-999.0,-999.0,-999.0,-999.0,train
-12478,United States of America,NAM,warm_moist,-83.80456,40.00103,288.0,21,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,66.7,3.0,29.7,0.0,0.0,0.365,0.0,1.5437100000000001,2.94,5595,21756,21756,50,40.7,63,31.5479,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,59.4759,-999.0,-999.0,-999.0,-999.0,train
-12479,United States of America,NAM,warm_moist,-83.99773,39.85567,259.0,16,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,36.7,18.4,44.4,0.0,0.0,0.6859999999999999,0.0,15.3867,3.6,2880,4857,37179,43,40.17,63,28.6181,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,58.4711,-999.0,-999.0,-999.0,-999.0,train
-12482,United States of America,NAM,warm_moist,-84.1441,39.0828,262.0,69,unknown,unknown,0.0,1.1,0.0,0.0,11.2,1.3,0.0,0.0,0.0,0.0,0.0,0.0,9.6,4.9,71.5,0.0,0.0,0.13699999999999998,0.0,126.69200000000001,4.53,2688,4108,20139,45,29.5,63,35.6813,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,61.2086,-999.0,-999.0,-999.0,-999.0,train
-12484,United States of America,NAM,warm_moist,-83.78850200000001,39.430038,327.0,12,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,80.8,0.0,17.1,0.0,0.0,0.9229999999999999,0.0,1.34206,3.35,1222,4690,4690,29,26.61,61,37.1365,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,60.416000000000004,-999.0,-999.0,-999.0,-999.0,train
-12486,United States of America,NAM,cool_moist,-81.57525600000001,41.55523,191.0,30,unknown,unknown,34.2,0.0,0.0,0.0,10.5,2.2,0.0,0.0,0.0,0.0,0.0,0.0,1.7,28.6,20.8,0.0,0.0,0.138,0.0,74.9558,3.98,36621,43086,62124,62,60.63,63,31.6401,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,56.6713,-999.0,-999.0,-999.0,-999.0,train
-12487,United States of America,NAM,cool_moist,-81.678449,41.492117,206.0,36,unknown,unknown,31.7,0.0,0.0,0.0,6.2,2.4,0.0,0.0,1.4,0.0,0.0,0.0,2.5,31.9,22.7,0.0,0.0,0.002,0.0,15.0021,4.07,22708,46063,62124,63,62.39,63,24.2415,29.4761,18.6366,23.8,13.0,33.2,43.6,58.4,55.85,34.5499,52.8187,106.4711,10559.0407,3.0,0.0,train
-12488,United States of America,NAM,cool_moist,-81.86460799999999,41.36189,217.0,15,unknown,unknown,16.8,0.0,0.0,0.0,2.9,1.8,0.0,0.0,1.0,0.0,0.0,0.0,6.0,23.8,46.5,0.0,0.0,0.22699999999999998,0.0,2.10993,3.66,18452,18452,50979,61,59.86,63,28.6406,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,53.8931,-999.0,-999.0,-999.0,-999.0,train
-12489,United States of America,NAM,cool_moist,-81.458834,41.537344,328.0,91,unknown,unknown,17.6,0.0,0.0,0.0,19.0,2.7,0.0,0.0,1.0,0.0,0.0,0.0,1.7,22.4,34.3,0.0,0.0,0.138,0.0,32.2257,3.69,14543,21812,62124,62,58.83,63,35.5547,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,56.8896,-999.0,-999.0,-999.0,-999.0,train
-12490,United States of America,NAM,cool_moist,-83.063971,40.356694,275.0,8,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,55.6,4.0,38.1,0.0,0.0,1.776,0.0,3.27081,2.94,385,10927,10927,20,22.92,63,31.9599,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,57.7804,-999.0,-999.0,-999.0,-999.0,train
-12494,United States of America,NAM,warm_moist,-82.81551999999999,40.0845,311.0,20,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,16.6,25.6,55.0,0.0,0.0,1.507,0.0,59.1953,3.43,3017,6861,41201,61,56.44,63,37.5425,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,60.9312,-999.0,-999.0,-999.0,-999.0,train
-12495,United States of America,NAM,warm_moist,-82.95549,39.96523,238.0,10,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,24.7,33.6,39.1,0.0,0.0,0.0,0.0,12.7413,3.85,25114,37591,41201,63,63.0,63,29.9463,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,57.9536,-999.0,-999.0,-999.0,-999.0,train
-12496,United States of America,NAM,warm_moist,-82.959773,40.0877,271.0,28,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,18.0,32.4,46.0,0.0,0.0,0.451,0.0,49.6448,3.55,23347,35127,41201,63,62.8,63,30.8492,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,56.0611,-999.0,-999.0,-999.0,-999.0,train
-12497,United States of America,NAM,cool_moist,-81.24990600000001,41.515051,400.0,67,unknown,unknown,0.0,0.0,0.0,0.0,28.4,2.5,0.0,0.0,0.0,0.0,0.0,0.0,1.5,6.7,59.0,0.0,0.0,0.31,0.0,3.26285,3.21,1591,1653,30999,30,27.14,63,38.0573,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,57.768,-999.0,-999.0,-999.0,-999.0,train
-12498,United States of America,NAM,warm_moist,-83.94285,39.66575,285.0,26,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,47.3,13.4,38.0,0.0,0.0,0.8190000000000001,0.0,2.3244700000000003,3.48,2918,6211,37179,47,37.65,63,32.5697,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,58.0564,-999.0,-999.0,-999.0,-999.0,train
-12499,United States of America,NAM,warm_moist,-84.36612,39.2787,259.0,81,unknown,unknown,0.0,0.0,0.0,0.0,4.2,0.0,0.0,0.0,1.1,0.0,0.0,0.0,13.0,39.3,41.0,0.0,0.0,0.6890000000000001,0.0,43.7244,5.01,12167,13798,43191,63,62.98,63,33.7169,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,62.5014,-999.0,-999.0,-999.0,-999.0,train
-12500,United States of America,NAM,warm_moist,-84.69086,39.214940000000006,158.0,25,unknown,unknown,0.0,0.0,0.0,0.0,6.9,0.0,0.0,0.0,1.0,0.0,0.0,0.0,14.1,31.3,44.0,0.0,0.0,0.157,0.0,10.0086,4.5,5364,9655,43191,55,43.9,63,27.0415,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,61.4005,-999.0,-999.0,-999.0,-999.0,train
-12503,United States of America,NAM,warm_moist,-84.50404,39.128859999999996,256.0,93,unknown,unknown,0.0,1.2,0.0,0.0,9.2,1.0,0.0,0.0,1.2,0.0,0.0,0.0,9.4,38.4,38.9,0.0,0.0,0.11800000000000001,0.0,18.2358,4.92,31249,43191,43191,63,62.85,63,28.0009,35.1172,20.9017,26.2,15.8,38.0,50.8,67.0,63.65,40.5265,61.5766,209.0804,22317.7458,12.8,1.0,train
-12506,United States of America,NAM,warm_moist,-80.61558000000001,40.366440000000004,243.0,27,unknown,unknown,0.0,1.0,0.0,0.0,41.1,2.2,0.0,0.0,0.0,0.0,0.0,0.0,1.1,3.0,51.3,0.0,0.0,0.0,0.0,0.763934,3.9,7119,9098,9098,61,52.02,62,27.9237,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,56.8716,-999.0,-999.0,-999.0,-999.0,train
-12508,United States of America,NAM,cool_moist,-82.691724,40.310025,372.0,24,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,18.1,0.0,79.8,0.0,0.0,1.056,0.0,1.11133,2.66,521,521,4920,27,14.02,62,34.086999999999996,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,56.2095,-999.0,-999.0,-999.0,-999.0,train
-12509,United States of America,NAM,cool_moist,-81.422455,41.673006,194.0,21,unknown,unknown,50.3,0.0,0.0,0.0,12.8,1.2,0.0,0.0,0.0,0.0,0.0,0.0,1.2,11.6,21.2,0.0,0.0,0.11900000000000001,0.0,33.5441,3.74,9975,17983,62124,60,54.46,63,35.7851,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,61.1667,-999.0,-999.0,-999.0,-999.0,train
-12510,United States of America,NAM,cool_moist,-81.24215600000001,41.726811,203.0,24,unknown,unknown,38.7,0.0,0.0,0.0,18.6,1.1,0.0,0.0,0.0,0.0,0.0,0.0,1.3,5.0,34.0,0.0,0.0,0.7240000000000001,0.0,13.2883,3.18,12119,12119,19270,60,52.34,62,33.2392,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,54.831,-999.0,-999.0,-999.0,-999.0,train
-12513,United States of America,NAM,warm_moist,-82.45886,38.62901,195.0,16,unknown,unknown,0.0,0.0,0.0,0.0,73.5,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.3,3.4,19.9,0.0,0.0,0.001,0.0,0.432501,2.76,292,292,13937,6,1.99,61,23.926,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,54.9134,-999.0,-999.0,-999.0,-999.0,val
-12514,United States of America,NAM,warm_moist,-82.659301,38.508114,163.0,0,unknown,unknown,0.0,0.0,0.0,0.0,70.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.1,5.7,21.5,0.0,0.0,0.0,0.0,1.92789,2.86,4681,11477,13937,59,49.44,61,27.6647,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,55.4132,-999.0,-999.0,-999.0,-999.0,val
-12515,United States of America,NAM,warm_moist,-82.43299999999999,40.026037,260.0,7,unknown,unknown,0.0,0.0,0.0,0.0,6.6,0.0,0.0,0.0,0.0,0.0,0.0,0.0,16.1,2.0,74.7,0.0,0.0,0.12300000000000001,0.0,3.36266,2.74,2904,14856,14856,55,46.75,62,31.7303,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,58.3689,-999.0,-999.0,-999.0,-999.0,train
-12518,United States of America,NAM,warm_moist,-82.095729,41.420882,205.0,10,unknown,unknown,35.6,0.0,0.0,0.0,0.0,1.2,0.0,0.0,0.0,0.0,0.0,0.0,7.4,12.0,41.0,0.0,0.0,1.048,0.0,12.2734,3.72,13305,20531,26407,61,60.58,63,30.94,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,55.6736,-999.0,-999.0,-999.0,-999.0,train
-12522,United States of America,NAM,cool_moist,-83.54625,41.644067,176.0,13,unknown,unknown,10.8,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.1,49.1,18.7,18.3,0.0,0.0,0.142,0.0,24.0409,4.1,31238,32436,35303,62,61.95,63,27.191999999999997,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,54.0007,-999.0,-999.0,-999.0,-999.0,train
-12523,United States of America,NAM,cool_moist,-83.718944,41.494174,187.0,5,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,64.5,11.6,22.0,0.0,0.0,3.236,0.0,1.40402,3.09,1513,2578,32436,36,31.83,63,28.0792,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,52.6657,-999.0,-999.0,-999.0,-999.0,train
-12524,United States of America,NAM,cool_moist,-83.30693000000001,41.675213,181.0,5,unknown,unknown,49.1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.8,35.9,7.4,4.1,0.0,0.0,1.6740000000000002,0.0,7.9149899999999995,4.38,389,681,35303,12,11.42,63,33.312,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,57.1746,-999.0,-999.0,-999.0,-999.0,train
-12527,United States of America,NAM,warm_moist,-83.47606,39.78819,331.0,21,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,93.4,0.0,6.1,0.0,0.0,1.3619999999999999,0.0,1.90495,3.11,126,126,4375,8,4.07,60,35.3529,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,59.04,-999.0,-999.0,-999.0,-999.0,train
-12529,United States of America,NAM,cool_moist,-80.658856,41.096142,286.0,10,unknown,unknown,0.0,0.0,0.0,0.0,10.7,1.9,0.0,0.0,0.0,0.0,0.0,0.0,2.5,16.4,67.4,0.0,0.0,0.162,0.0,1.60669,3.04,16711,24858,24858,63,61.35,63,28.9684,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,55.0923,-999.0,-999.0,-999.0,-999.0,train
-12531,United States of America,NAM,cool_moist,-81.9239,41.0604,322.0,2,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,16.7,2.8,80.0,0.0,0.0,1.181,0.0,1.85238,3.15,1260,3723,16697,30,31.64,62,33.1947,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,57.2773,-999.0,-999.0,-999.0,-999.0,train
-12533,United States of America,NAM,warm_moist,-84.11412,40.08455,301.0,26,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,65.9,4.1,29.8,0.0,0.0,1.212,0.0,2.4744,2.99,348,1280,14356,15,11.6,62,34.4064,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,57.9294,-999.0,-999.0,-999.0,-999.0,train
-12536,United States of America,NAM,warm_moist,-84.13436999999999,39.78563,243.0,8,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,23.6,23.2,52.2,0.0,0.0,0.409,0.0,36.1287,3.79,13962,26215,37179,63,62.1,63,33.0098,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,60.7118,-999.0,-999.0,-999.0,-999.0,train
-12538,United States of America,NAM,cool_moist,-81.330486,41.182466,328.0,1,unknown,unknown,0.0,0.0,0.0,0.0,14.8,3.0,0.0,0.0,0.0,0.0,0.0,0.0,2.8,10.9,66.7,0.0,0.0,0.934,0.0,26.7968,3.31,1913,7408,33750,42,44.36,63,25.0329,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,51.5491,-999.0,-999.0,-999.0,-999.0,train
-12539,United States of America,NAM,warm_moist,-84.72049,39.83562,357.0,19,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,69.5,1.8,28.6,0.0,0.0,1.212,0.0,1.43998,2.86,246,637,18105,12,11.93,63,29.538,34.9976,21.7071,27.25,18.0,37.5,49.0,62.25,60.1875,40.2677,57.6835,139.4228,17834.4324,5.75,0.0,train
-12540,United States of America,NAM,cool_moist,-81.378333,40.828052,373.0,37,unknown,unknown,0.0,0.0,0.0,0.0,2.5,0.0,0.0,0.0,0.0,0.0,0.0,0.0,7.1,9.8,79.2,0.0,0.0,0.662,0.0,19.1272,3.0,25609,32036,32036,62,62.21,63,35.8235,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,59.3842,-999.0,-999.0,-999.0,-999.0,train
-12543,United States of America,NAM,cool_moist,-81.598333,40.712778,298.0,5,unknown,unknown,0.0,0.0,0.0,0.0,3.3,0.0,0.0,0.0,0.0,0.0,0.0,0.0,22.5,8.2,65.6,0.0,0.0,0.965,0.0,1.7404700000000002,3.12,985,985,32036,37,22.65,63,28.9464,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,55.8668,-999.0,-999.0,-999.0,-999.0,train
-12546,United States of America,NAM,cool_moist,-81.12351899999999,40.931398,330.0,11,unknown,unknown,0.0,0.0,0.0,0.0,3.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,6.3,3.6,84.8,0.0,0.0,0.975,0.0,4.9583699999999995,3.09,7922,12303,12303,57,42.01,63,30.565,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,56.0642,-999.0,-999.0,-999.0,-999.0,train
-12547,United States of America,NAM,cool_moist,-81.503547,41.106486,305.0,47,unknown,unknown,0.0,0.0,0.0,0.0,7.9,2.8,0.0,0.0,0.0,0.0,0.0,0.0,4.5,13.9,69.3,0.0,0.0,0.544,0.0,10.1657,3.34,22344,29466,33750,62,61.93,63,29.368000000000002,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,53.9952,-999.0,-999.0,-999.0,-999.0,train
-12550,United States of America,NAM,cool_moist,-80.591036,41.454235,293.0,7,unknown,unknown,2.4,0.0,0.0,0.0,14.9,2.7,0.0,0.0,0.0,0.0,0.0,0.0,1.8,2.9,73.3,0.0,0.0,0.204,0.0,1.32475,2.51,458,510,16345,15,9.79,60,30.476999999999997,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,55.8451,-999.0,-999.0,-999.0,-999.0,train
-12551,United States of America,NAM,cool_moist,-80.662559,41.240456,354.0,42,unknown,unknown,0.0,0.0,0.0,0.0,15.5,2.4,0.0,0.0,0.0,0.0,0.0,0.0,1.3,16.3,61.7,0.0,0.0,0.036000000000000004,0.0,62.0389,2.98,1086,3023,24858,37,34.72,63,34.008,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,57.7551,-999.0,-999.0,-999.0,-999.0,train
-12555,United States of America,NAM,warm_moist,-84.20076999999999,39.42689,234.0,19,unknown,unknown,0.0,0.0,0.0,0.0,1.3,0.0,0.0,0.0,0.0,0.0,0.0,0.0,20.5,16.6,59.9,0.0,0.0,0.9159999999999999,0.0,17.0872,4.3,7261,7261,17621,62,47.96,63,31.406999999999996,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,59.9528,-999.0,-999.0,-999.0,-999.0,train
-12557,United States of America,NAM,warm_moist,-81.46044300000001,39.432117,248.0,7,unknown,unknown,0.0,0.0,0.0,0.0,59.9,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.5,2.3,34.4,0.0,0.0,0.228,0.0,39.7884,3.29,5915,5915,13291,54,37.41,61,32.0898,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,57.1844,-999.0,-999.0,-999.0,-999.0,train
-12558,United States of America,NAM,cool_moist,-83.611104,41.377685,204.0,4,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,87.5,4.5,7.7,0.0,0.0,3.0860000000000003,0.0,0.420727,3.13,1003,9642,10664,52,35.36,62,31.1118,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,57.2244,-999.0,-999.0,-999.0,-999.0,train
-12560,United States of America,NAM,warm_dry,-96.405741,33.945366,217.0,16,unknown,unknown,3.8,0.0,0.0,0.0,0.0,0.0,0.0,0.0,22.6,0.0,60.2,0.0,7.9,0.0,2.9,0.0,0.0,3.734,0.0,1.04229,2.22,454,4316,5374,28,23.18,63,31.6018,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,52.8703,-999.0,-999.0,-999.0,-999.0,test
-12561,United States of America,NAM,warm_dry,-98.252778,35.111944,420.0,56,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,2.0,0.0,89.8,0.0,5.9,0.0,1.5,0.0,0.0,5.712999999999999,0.0,19.1041,1.75,1231,1237,2301,25,20.05,59,29.1452,34.7908,23.6068,27.4,18.6,37.4,48.6,62.4,59.75,38.8581,53.3452,144.4863,19631.596999999998,8.8,0.0,val
-12562,United States of America,NAM,warm_dry,-97.751503,35.479215,422.21,36,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,69.2,0.0,11.4,18.4,0.0,0.0,0.0,6.184,0.0,2.5375400000000004,2.36,12381,12381,31145,62,52.17,63,33.6552,39.2662,28.0635,32.6,23.2,43.0,53.8,66.2,64.325,43.9722,59.5921,163.5348,24905.3994,10.8,0.2,test
-12564,United States of America,NAM,warm_dry,-97.47434100000001,34.257125,289.66,11,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,9.5,0.0,88.7,0.0,0.0,0.0,0.0,0.0,0.0,2.329,0.0,0.67697,2.06,369,542,542,14,12.94,42,39.3589,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,66.4611,-999.0,-999.0,-999.0,-999.0,train
-12565,United States of America,NAM,warm_moist,-94.985964,35.854079999999996,238.0,22,unknown,unknown,0.0,0.0,0.0,0.0,10.9,1.1,0.0,0.0,48.0,0.0,27.9,0.0,0.0,0.0,9.1,0.0,0.0,0.8370000000000001,0.0,0.097675,2.39,397,5435,5435,25,19.79,60,31.7858,40.3535,23.0267,33.0,20.25,44.5,55.0,67.25,61.95,45.5615,57.3674,143.9259,26126.8679,8.4,0.4,val
-12566,United States of America,NAM,warm_dry,-97.484099,35.320105,372.36,20,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,12.0,0.0,64.4,0.0,4.2,17.3,1.1,0.0,0.0,6.1370000000000005,0.0,5.04345,2.63,10573,15432,31145,63,60.17,63,32.679,39.1471,26.1021,32.0,22.0,43.2,53.8,66.0,64.15,43.9253,59.3334,164.99599999999998,25554.1319,11.4,0.0,test
-12569,United States of America,NAM,warm_dry,-98.42879,34.632979999999996,362.03,22,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,94.4,0.0,0.0,2.6,0.0,0.0,0.0,3.284,0.0,0.857439,1.76,10199,17594,17594,63,61.17,63,33.1291,40.1321,26.1697,32.6,22.8,42.8,53.6,65.6,64.125,44.4377,58.3161,153.8916,25921.3742,7.8,0.0,val
-12570,United States of America,NAM,warm_dry,-98.307621,34.346981,307.11,14,unknown,unknown,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,93.5,0.0,2.9,0.0,1.7,0.0,0.0,4.894,0.0,0.696458,1.74,94,94,1942,16,8.78,37,38.5846,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,62.0966,-999.0,-999.0,-999.0,-999.0,val
-12571,United States of America,NAM,warm_dry,-96.36119599999999,36.105481,239.05,15,unknown,unknown,1.2,0.0,0.0,0.0,0.0,0.0,0.0,0.0,40.1,0.0,48.3,0.0,3.2,1.2,3.4,0.0,0.0,0.18,0.0,0.727255,1.98,462,505,5776,8,12.67,62,34.8436,40.7254,28.979,34.0,25.2,43.6,53.6,65.6,63.65,44.6197,59.2701,173.9875,25493.2528,11.4,0.6,val
-12572,United States of America,NAM,warm_dry,-98.931973,36.158414,532.9,21,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,97.3,0.0,1.3,0.0,0.0,0.0,0.0,5.1610000000000005,0.0,0.703368,1.51,40,42,55,36,8.14,36,33.7803,40.7255,26.8646,32.6,23.2,43.6,53.8,65.184,63.425,44.8236,59.1269,141.4416,26246.8744,8.4,0.0,train
-12574,United States of America,NAM,warm_dry,-98.03544000000001,34.226639,307.54,23,unknown,unknown,1.1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.4,0.0,94.7,0.0,1.9,0.0,0.0,0.0,0.0,2.279,0.0,0.334003,1.75,90,94,544,0,1.43,32,36.0753,44.5329,29.756,35.6667,26.6667,46.3333,56.6667,68.36,65.3333,48.4921,57.6176,182.9056,34853.6851,14.3333,0.0,val
-12577,United States of America,NAM,warm_dry,-97.03135,36.956222,334.0,21,unknown,unknown,1.3,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,71.6,0.0,22.3,1.5,1.1,0.0,0.0,7.795,0.0,0.49745100000000003,1.98,161,165,10969,0,3.54,62,35.4963,38.5855,27.2845,-999.0,-999.0,-999.0,-999.0,-999.0,61.125,45.1847,59.1967,92.6015,19668.6342,8.25,0.5,test
-12582,United States of America,NAM,warm_dry,-97.275896,33.880812,227.53,20,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,22.5,0.0,72.7,0.0,2.5,0.0,1.5,0.0,0.0,2.353,0.0,0.558372,2.24,175,209,1941,0,0.29,58,34.5309,43.3146,26.1245,33.5,24.5,44.5,54.0,66.5,63.3333,47.3054,57.6355,176.2527,29578.9863,10.0,0.0,train
-12584,United States of America,NAM,warm_dry,-97.473794,35.159649,355.67,7,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,8.9,0.0,82.6,0.0,3.3,3.1,1.3,0.0,0.0,5.303,0.0,0.625648,2.18,213,10292,20943,47,35.26,63,31.9203,39.3632,24.4533,31.2,21.2,42.0,52.6,64.8,63.175,43.9976,58.6134,143.7144,24522.8774,9.0,0.0,test
-12585,United States of America,NAM,warm_moist,-94.656,34.477,241.53,22,unknown,unknown,0.0,0.0,0.0,0.0,3.8,62.9,0.0,0.0,28.9,0.0,0.0,0.0,0.0,0.0,2.9,0.0,0.0,0.061,0.0,0.218468,1.7,32,48,161,6,1.02,12,29.1641,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,60.0833,45.0549,55.0976,-999.0,-999.0,4.5,-999.0,test
-12589,United States of America,NAM,warm_moist,-95.249943,36.228408,190.0,8,unknown,unknown,0.0,1.2,0.0,0.0,9.0,0.0,0.0,0.0,19.4,0.0,49.1,0.0,3.7,0.0,14.7,0.0,0.0,3.438,0.0,1.49076,2.66,355,385,4224,14,19.14,56,35.1417,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,61.9583,44.9602,58.9195,-999.0,17402.0283,10.0,-999.0,val
-12592,United States of America,NAM,warm_dry,-97.494309,35.477036,397.51,34,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,9.4,0.0,60.5,0.0,6.0,22.2,0.0,0.0,0.0,0.8590000000000001,0.0,18.5381,2.67,12576,22303,31145,63,62.97,63,33.4729,39.653,27.3028,32.4,22.8,43.8,54.2,67.472,65.475,44.4346,60.6156,178.503,26922.5558,14.6,0.0,test
-12593,United States of America,NAM,warm_dry,-97.303044,35.477801,374.76,16,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,22.8,0.0,62.0,0.0,3.7,9.0,1.5,0.0,0.0,0.8140000000000001,0.0,15.0413,2.52,4634,11498,31145,54,53.65,63,35.3361,41.4343,29.2997,34.2,25.1,44.4,54.8,67.6,66.0,45.5805,60.3756,163.8979,28177.8137,14.8,0.2,test
-12594,United States of America,NAM,warm_dry,-97.475083,35.614131,353.84,22,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,11.1,0.0,62.0,0.0,6.5,18.4,1.0,0.0,0.0,0.89,0.0,53.4845,2.39,10367,23961,31145,62,62.23,63,34.288000000000004,41.0414,27.557,33.2,23.4,44.4,55.6,69.2,67.575,45.9249,62.5293,206.9284,30009.9642,20.0,0.2,test
-12597,United States of America,NAM,warm_dry,-96.340313,36.670259,261.39,8,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,8.6,0.0,90.6,0.0,0.0,0.0,0.0,0.0,0.0,0.281,0.0,0.26316799999999996,1.85,235,235,235,46,17.42,53,33.5945,40.9095,26.3026,33.5,23.5,43.5,54.0,66.7,64.4196,44.98,57.6284,179.0903,26639.6376,12.0,0.5,val
-12598,United States of America,NAM,warm_moist,-94.838889,36.922222,247.0,13,unknown,unknown,0.0,0.0,0.0,0.0,1.2,0.0,0.0,0.0,1.5,0.0,57.3,0.0,16.9,1.4,20.7,0.0,0.0,5.665,0.0,0.745553,1.97,1311,2978,5279,23,26.34,60,31.6547,41.941,23.4767,32.6667,21.3333,44.0,55.3333,69.6667,62.0625,45.3947,56.0859,221.3065,30993.2544,10.5,0.3333,train
-12599,United States of America,NAM,warm_moist,-95.784375,34.90227,231.14,49,unknown,unknown,1.9,0.0,0.0,0.0,0.0,1.3,0.0,0.0,48.2,0.0,41.4,0.0,2.0,0.0,3.8,0.0,0.0,2.585,0.0,0.7643949999999999,1.92,4357,6779,6779,55,33.53,63,32.0907,38.5734,25.6018,32.0,21.8,42.2,52.4,63.8,61.925,43.333,56.6061,135.9058,22102.8833,8.4,0.0,test
-12602,United States of America,NAM,warm_moist,-94.524413,35.40814,136.85,14,unknown,unknown,0.0,0.0,0.0,0.0,1.1,3.1,0.0,0.0,35.2,0.0,29.7,0.0,8.3,3.8,18.1,0.0,0.0,2.062,0.0,1.29521,2.12,443,734,22975,52,24.04,63,28.7001,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,65.6667,-999.0,57.5802,-999.0,-999.0,-999.0,-999.0,val
-12604,United States of America,NAM,warm_dry,-95.999247,36.357438,194.95,5,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,19.6,0.0,64.7,0.0,2.6,8.8,3.1,0.0,0.0,5.401,0.0,0.576871,2.33,767,1131,30638,35,21.25,63,30.898000000000003,39.3377,22.5383,30.2,19.4,41.6,53.2,67.4,65.65,44.303999999999995,61.5746,208.5629,25616.0727,18.2,0.8,val
-12605,United States of America,NAM,warm_dry,-96.004975,35.953708,223.01,19,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,22.2,0.0,59.4,0.0,3.7,10.9,3.6,0.0,0.0,3.804,0.0,0.436734,2.4,1150,3460,30638,42,36.22,63,32.2221,39.4278,25.1058,31.6,22.0,41.8,53.0,65.4,64.05,43.9344,59.178000000000004,172.9467,24400.7559,11.2,0.0,val
-12607,United States of America,NAM,warm_moist,-95.764537,36.133802,199.13,9,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,8.1,0.0,61.5,0.0,6.4,15.7,7.7,0.0,0.0,3.053,0.0,50.5796,2.78,2786,7617,30638,44,46.23,63,31.0959,38.8379,23.3632,30.8,19.6,41.6,53.0,66.2,64.525,43.8798,60.2595,170.5139,24694.531000000003,13.8,0.6,val
-12608,United States of America,NAM,warm_dry,-95.976537,36.204902000000004,198.12,16,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,19.2,0.0,55.4,0.0,5.4,16.6,2.5,0.0,0.0,1.247,0.0,38.183,2.61,16741,23483,30638,62,60.61,63,29.1361,36.8212,21.5436,29.0,17.2,40.4,51.8,66.0,63.9833,42.6699,59.7748,196.2005,22496.8786,14.8,1.4,val
-12609,United States of America,NAM,warm_moist,-122.588151,45.25928,174.0,78,unknown,unknown,0.0,20.5,0.0,0.0,0.0,41.1,0.0,0.0,1.3,0.0,0.0,0.0,23.0,6.1,7.9,0.0,0.0,1.7080000000000002,0.0,0.74889,2.38,1448,4283,46026,11,13.61,63,26.5739,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,44.6705,-999.0,-999.0,-999.0,-999.0,val
-12613,United States of America,NAM,warm_moist,-122.7721,45.768531,6.0,0,unknown,unknown,0.0,21.6,0.0,0.0,0.0,48.1,0.0,0.0,2.0,0.0,0.0,0.0,9.7,8.6,8.4,0.0,0.0,0.73,0.0,1.34922,1.91,684,2477,29847,10,13.85,63,23.3819,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,38.1428,-999.0,-999.0,-999.0,-999.0,val
-12614,United States of America,NAM,cool_dry,-121.260166,44.021896000000005,1104.0,28,unknown,unknown,0.0,38.3,0.0,0.0,0.0,0.0,1.4,5.7,1.7,0.0,47.8,0.0,1.9,2.9,0.0,0.0,0.0,0.0,0.0,0.9450040000000001,0.69,2176,4217,16128,18,23.05,63,31.9147,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,49.6181,-999.0,-999.0,-999.0,-999.0,train
-12616,United States of America,NAM,cool_dry,-122.7877,42.229890999999995,591.0,66,unknown,unknown,0.0,61.0,0.0,0.0,0.0,3.9,0.0,0.0,9.2,0.0,10.2,0.0,6.3,4.8,3.6,0.0,0.0,0.027000000000000003,0.0,0.02609,0.91,3214,3214,17889,13,15.28,63,33.2367,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,54.205,-999.0,-999.0,-999.0,-999.0,test
-12617,United States of America,NAM,warm_moist,-123.08373700000001,44.026312,133.0,12,unknown,unknown,0.0,27.3,0.0,0.0,0.0,34.7,0.0,0.0,0.0,0.0,0.0,0.0,21.3,6.4,8.1,0.0,0.0,0.268,0.0,0.220031,1.2,15636,26337,28318,59,46.05,63,21.9167,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,43.3674,-999.0,-999.0,-999.0,-999.0,train
-12618,United States of America,NAM,warm_moist,-123.0353,43.8345,184.0,6,unknown,unknown,0.0,48.4,0.0,0.0,0.0,38.0,0.0,0.0,0.0,0.0,0.0,0.0,5.9,2.1,5.1,0.0,0.0,1.176,0.0,2.06697,0.91,720,846,23670,13,14.47,63,21.0178,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,44.8551,-999.0,-999.0,-999.0,-999.0,train
-12620,United States of America,NAM,warm_moist,-122.915085,44.81029,102.0,10,unknown,unknown,0.0,11.1,0.0,0.0,0.0,21.2,0.0,0.0,0.0,0.0,0.0,0.0,52.4,5.0,9.4,0.0,0.0,2.184,0.0,5.10325,1.68,874,1124,28573,8,9.02,63,23.2708,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,45.3261,-999.0,-999.0,-999.0,-999.0,train
-12621,United States of America,NAM,warm_moist,-122.602877,45.496641,75.0,69,unknown,unknown,0.0,18.7,0.0,0.0,0.0,28.6,0.0,0.0,4.7,0.0,0.0,0.0,5.7,33.8,7.0,0.0,0.0,0.8059999999999999,0.0,17.3714,3.22,46026,49575,49575,63,62.87,63,19.6342,24.3259,14.9197,19.6,8.8,28.8,36.4,45.8,44.05,29.3682,41.2361,49.4521,2956.3558,0.4,0.0,val
-12622,United States of America,NAM,warm_dry,-119.26299099999999,45.828967999999996,138.0,30,unknown,unknown,1.6,1.5,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,37.7,0.0,51.2,5.9,0.0,0.0,0.0,2.659,0.0,2.57785,1.44,475,3645,4359,45,36.72,61,31.1463,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,51.021,-999.0,-999.0,-999.0,-999.0,val
-12625,United States of America,NAM,warm_moist,-122.854437,45.402446000000005,613.4,21,unknown,unknown,0.0,14.3,0.0,0.0,0.0,23.1,0.0,0.0,2.0,0.0,0.0,0.0,28.6,20.8,11.1,0.0,0.0,1.156,0.0,1.89877,2.78,7723,18323,49575,44,47.19,63,23.5572,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,41.5718,-999.0,-999.0,-999.0,-999.0,val
-12626,United States of America,NAM,warm_moist,-77.25,39.93,0.0,37,unknown,unknown,0.0,0.0,0.0,0.0,25.3,1.7,0.0,0.0,0.0,0.0,0.0,0.0,21.0,1.4,50.5,0.0,0.0,2.261,0.0,1.23494,3.34,997,997,5883,25,14.8,63,40.1935,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,59.1597,-999.0,-999.0,-999.0,-999.0,val
-12628,United States of America,NAM,warm_moist,-79.960757,40.46542,256.0,5,unknown,unknown,0.0,0.0,0.0,0.0,26.0,4.4,0.0,0.0,4.5,0.0,0.0,0.0,3.3,25.8,35.2,0.0,0.0,0.076,0.0,17.1854,4.76,61659,61659,61659,62,61.92,63,24.8697,32.615,17.163,23.6,11.8,35.4,47.4,63.0,60.675,37.9023,57.7627,201.6633,16881.8578,11.4,0.4,train
-12629,United States of America,NAM,warm_moist,-80.016155,40.445577,0.0,6,unknown,unknown,0.0,0.0,0.0,0.0,21.1,4.5,0.0,0.0,4.5,0.0,0.0,0.0,3.6,26.1,39.4,0.0,0.0,0.076,0.0,9.28923,4.77,29379,44349,61659,63,62.63,63,26.4879,35.0464,16.9845,25.0,11.0,38.3333,50.3333,66.1,62.7083,41.1176,59.5079,191.9906,21705.022999999997,8.6667,0.6667,train
-12630,United States of America,NAM,warm_moist,-80.169943,40.375644,354.0,96,unknown,unknown,0.0,0.0,0.0,0.0,19.0,2.9,0.0,0.0,2.4,0.0,0.0,0.0,3.2,19.5,52.5,0.0,0.0,0.0,0.0,3.3839099999999998,4.38,3557,13911,61659,49,44.91,63,35.6103,39.8412,28.1797,33.0,23.5,43.5,53.5,66.0,63.3125,44.1538,58.0946,172.1655,25870.6563,11.0,0.0,train
-12633,United States of America,NAM,cool_moist,-79.72941,40.613949,302.0,36,unknown,unknown,0.0,0.0,0.0,0.0,31.9,2.8,0.0,0.0,1.9,0.0,0.0,0.0,1.5,7.3,54.0,0.0,0.0,0.069,0.0,10.6053,4.24,14026,14026,49252,56,48.61,63,27.2429,36.1967,18.6126,26.25,14.5,37.5,50.25,68.5,65.8438,41.8074,57.3642,263.8411,22225.6865,16.5,1.0,train
-12635,United States of America,NAM,cool_moist,-79.56475,40.814183,200.0,72,unknown,unknown,0.0,0.0,0.0,0.0,39.7,1.4,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.2,56.9,0.0,0.0,0.308,0.0,0.64777,3.76,976,4232,9035,38,27.98,56,27.1272,35.3703,18.7204,27.0,15.0,37.25,48.25,63.75,60.8438,40.4724,57.5181,179.1073,17737.654,7.25,0.25,train
-12636,United States of America,NAM,cool_moist,-80.503948,40.56252,372.0,56,unknown,unknown,0.0,1.4,0.0,0.0,44.0,3.1,0.0,0.0,0.0,0.0,0.0,0.0,1.4,7.0,42.5,0.0,0.0,0.002,0.0,10.1744,3.91,628,837,14118,10,11.77,62,34.6777,38.36,29.1549,33.0,24.5,41.75,50.925,63.0,60.0312,42.3581,56.1357,130.1977,19565.6212,4.0,0.0,train
-12638,United States of America,NAM,warm_moist,-80.35972199999999,40.684722,427.0,106,unknown,unknown,0.0,0.0,0.0,0.0,34.0,3.0,0.0,0.0,1.0,0.0,0.0,0.0,1.4,9.5,50.0,0.0,0.0,0.001,0.0,1.5592,4.35,2795,8418,14118,44,41.97,60,31.6778,36.637,24.6443,30.25,20.5,40.0,49.75,62.75,60.375,41.2428,57.00899999999999,163.4177,18911.647,8.25,0.25,train
-12639,United States of America,NAM,warm_moist,-80.31644200000001,40.747796,216.0,0,unknown,unknown,0.0,0.0,0.0,0.0,31.4,2.5,0.0,0.0,0.0,0.0,0.0,0.0,1.3,8.7,54.4,0.0,0.0,0.071,0.0,246.614,4.17,14118,14118,14118,55,46.62,60,23.868000000000002,33.0524,13.6483,22.5,7.25,35.5,47.25,61.0,57.7188,38.9413,55.7281,140.0336,15908.1661,4.0,0.25,train
-12641,United States of America,NAM,warm_moist,-75.789721,40.51408,144.0,14,unknown,unknown,0.0,0.0,0.0,0.0,20.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,13.0,6.0,59.5,0.0,0.0,0.292,0.0,23.8352,4.07,5803,5803,47450,47,32.78,63,27.2588,33.0758,17.7456,26.0,13.0,37.0,45.5,56.5,54.625,39.5969,55.7749,71.4112,11767.5728,2.6667,0.0,train
-12644,United States of America,NAM,warm_moist,-75.9686,40.38335,92.0,10,unknown,unknown,0.0,0.0,0.0,0.0,21.4,1.7,0.0,0.0,0.0,0.0,0.0,0.0,16.0,8.5,51.8,0.0,0.0,0.11599999999999999,0.0,5.4741800000000005,4.07,3979,12458,47450,61,57.32,63,26.9681,34.687,17.438,26.25,11.25,38.0,48.5,63.75,61.1875,40.5502,58.2426,160.6783,18107.8975,6.5,0.0,train
-12645,United States of America,NAM,cool_moist,-78.37083299999999,40.535278000000005,378.0,33,unknown,unknown,0.0,0.0,0.0,0.0,57.8,0.0,0.0,0.0,0.0,0.0,0.0,0.0,3.6,2.2,35.7,0.0,0.0,0.20199999999999999,0.0,7.3750800000000005,3.15,3400,34525,34525,56,42.89,62,25.9887,33.1407,16.874000000000002,24.5,11.25,36.75,47.0,60.5,58.183,38.9981,55.031000000000006,139.1824,14975.6031,6.0,0.75,train
-12646,United States of America,NAM,cool_moist,-76.512726,41.705226,340.0,18,unknown,unknown,0.0,0.0,0.0,0.0,51.2,2.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,46.0,0.0,0.0,0.0,0.0,0.126197,2.13,201,250,3414,7,5.61,49,24.3769,30.6247,18.1544,25.5,14.5,33.5,41.0,48.5,47.3125,34.897,43.8944,24.2596,4496.6492,0.0,0.0,train
-12647,United States of America,NAM,warm_moist,-74.882222,40.107222,12.0,10,unknown,unknown,0.0,2.6,0.0,0.0,1.6,7.4,0.0,0.0,1.9,0.0,0.0,0.0,6.1,52.7,27.5,0.0,0.0,0.02,0.0,26.5562,5.33,17960,29044,90099,62,62.25,63,27.2065,33.9491,17.945,26.0,12.0,37.25,48.5,65.98,61.8125,39.6122,60.5814,220.3612,18444.7199,10.75,0.5,test
-12648,United States of America,NAM,cool_moist,-78.915,40.309722,361.0,13,unknown,unknown,0.0,0.0,0.0,0.0,57.9,1.4,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,38.8,0.0,0.0,1.36,0.0,0.39314,3.62,14736,14736,14736,60,50.58,61,24.4423,32.1079,15.1623,22.75,9.25,35.0,46.5,59.75,56.625,38.0759,54.9321,111.3453,14130.3118,4.25,0.0,train
-12649,United States of America,NAM,cool_moist,-77.877028,40.811389,0.0,55,unknown,unknown,0.0,0.0,0.0,0.0,65.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,3.6,1.0,29.4,0.0,0.0,0.6859999999999999,0.0,1.15658,2.8,23619,23619,23619,62,54.44,62,29.125,35.0618,21.0896,28.75,16.75,38.75,47.5,59.5,56.4062,39.9418,53.4476,118.1264,14767.0611,3.5,0.0,train
-12653,United States of America,NAM,warm_moist,-75.768242,39.834461,0.0,29,unknown,unknown,0.0,0.0,0.0,0.0,5.6,1.9,0.0,0.0,0.0,0.0,0.0,0.0,10.5,19.6,61.4,0.0,0.0,0.139,0.0,1.33914,4.47,4137,4137,39152,51,44.73,63,32.1974,37.1215,25.1999,30.25,21.25,39.75,50.5,65.0,62.75,41.7031,60.8455,209.0588,20974.6634,10.25,0.75,test
-12654,United States of America,NAM,cool_moist,-78.52619399999999,41.1175,0.0,74,unknown,unknown,0.0,0.0,0.0,0.0,75.7,1.4,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,21.6,0.0,0.0,0.0,0.0,1.45631,2.43,379,379,7293,0,0.65,58,33.9665,37.2949,29.4507,33.0,24.6667,41.3333,50.0,62.3333,59.6667,41.7978,55.0563,124.0194,18062.2654,4.3333,0.3333,train
-12655,United States of America,NAM,warm_moist,-76.846988,40.246992,125.0,24,unknown,unknown,0.0,3.0,0.0,0.0,22.1,2.3,0.0,0.0,0.0,0.0,0.0,0.0,9.4,12.8,49.5,0.0,0.0,0.515,0.0,5.4454199999999995,3.9,14408,36377,36377,62,61.65,63,25.8289,32.4925,16.4512,24.0,10.5,36.0,47.0,61.0,58.375,38.2064,54.8703,108.4242,14982.6628,2.0,0.0,train
-12656,United States of America,NAM,warm_moist,-76.681389,40.272222,125.0,14,unknown,unknown,0.0,2.6,0.0,0.0,22.1,1.8,0.0,0.0,0.0,0.0,0.0,0.0,15.1,11.2,46.3,0.0,0.0,1.1,0.0,5.90897,4.27,5261,7041,36377,60,53.15,63,26.6672,32.5824,16.8393,25.0,11.5,35.5,46.5,59.5,59.625,39.2202,56.6944,133.7076,13992.6962,3.3333,0.0,train
-12657,United States of America,NAM,warm_moist,-75.3725,39.835556,3.0,0,unknown,unknown,3.2,1.3,0.0,0.0,3.9,4.6,0.0,0.0,1.1,0.0,0.0,0.0,11.3,41.2,32.2,0.0,0.0,1.37,0.0,24.3737,5.54,1554,31578,124031,61,57.58,63,28.508000000000003,34.4769,20.3914,26.75,15.25,37.5,49.0,64.75,61.8438,40.1202,60.4225,211.0125,18775.4769,10.75,0.25,test
-12660,United States of America,NAM,cool_moist,-80.038611,42.14175,0.0,32,unknown,unknown,39.3,0.0,0.0,0.0,13.9,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.7,2.0,40.5,0.0,0.0,0.086,0.0,12.2144,2.2,15391,18364,34523,61,53.76,62,32.5103,36.0558,27.3908,31.5,22.5,40.25,49.0,62.75,59.7188,40.8797,56.4135,149.8263,16939.4976,7.0,0.25,train
-12661,United States of America,NAM,cool_moist,-77.47555600000001,39.961110999999995,676.0,283,unknown,unknown,0.0,0.0,0.0,0.0,29.6,1.7,0.0,0.0,0.0,0.0,0.0,0.0,24.4,1.3,43.0,0.0,0.0,0.0,0.0,1.57301,3.45,976,1185,13139,5,6.62,62,38.3642,39.132,35.9704,37.0,29.5,45.0,52.0,61.0,59.125,43.1359,54.9241,96.6723,18854.9175,2.0,0.0,val
-12662,United States of America,NAM,warm_moist,-80.26567,39.809329999999996,450.0,48,unknown,unknown,0.0,0.0,0.0,0.0,59.6,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,39.5,0.0,0.0,0.0,0.0,0.134482,3.27,236,327,4843,7,8.01,51,35.0717,38.354,28.9726,33.5,25.0,42.0,50.0,59.5,57.8125,42.2642,56.0356,79.0381,16907.1755,2.0,0.0,train
-12663,United States of America,NAM,cool_moist,-78.919972,40.56333,360.0,61,unknown,unknown,0.0,0.0,0.0,0.0,48.1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,49.7,0.0,0.0,0.267,0.0,18.4399,4.06,392,528,11898,9,7.73,58,34.9781,38.8157,29.4511,33.25,25.25,42.0,51.25,64.75,61.4688,43.1475,58.4329,175.9738,21117.0266,9.5,0.0,train
-12665,United States of America,NAM,cool_moist,-75.578186,41.479116,260.0,20,unknown,unknown,0.0,0.0,0.0,0.0,56.6,2.8,0.0,0.0,0.0,0.0,0.0,0.0,0.0,8.7,31.3,0.0,0.0,0.11699999999999999,0.0,5.91504,2.52,4486,10400,25312,59,50.21,63,27.761,34.0163,19.6045,27.5,15.0,37.5,46.5,58.0,56.625,38.7854,53.2658,72.9171,13302.5993,1.0,0.0,train
-12666,United States of America,NAM,cool_moist,-75.623056,41.442778000000004,251.0,34,unknown,unknown,0.0,0.0,0.0,0.0,58.6,2.4,0.0,0.0,0.0,0.0,0.0,0.0,0.0,10.7,27.5,0.0,0.0,0.595,0.0,14.9013,2.61,7037,23714,25312,63,58.36,63,25.9164,32.9433,18.5926,25.6667,13.3333,36.3333,46.3333,59.6667,56.7917,38.19,51.8566,114.676,13671.4638,2.6667,0.0,train
-12667,United States of America,NAM,warm_moist,-76.283333,40.046667,99.0,4,unknown,unknown,1.0,1.1,0.0,0.0,4.3,1.5,0.0,0.0,0.0,0.0,0.0,0.0,46.9,5.5,39.2,0.0,0.0,0.525,0.0,1.6603,3.77,11749,40703,40703,62,60.62,63,27.7749,34.6223,18.092,26.25,13.0,37.75,49.25,63.75,60.75,40.2296,59.9378,177.99599999999998,19008.9258,7.25,0.25,train
-12668,United States of America,NAM,warm_moist,-76.1124,40.043833,116.0,14,unknown,unknown,0.0,0.0,0.0,0.0,4.6,0.0,0.0,0.0,0.0,0.0,0.0,0.0,44.8,5.8,44.0,0.0,0.0,0.157,0.0,4.28257,3.85,1569,1968,40703,29,24.05,63,27.9881,33.8344,18.9539,26.5,15.0,37.0,46.0,57.0,57.6667,40.6978,59.2208,133.5659,13218.8112,4.0,0.0,train
-12669,United States of America,NAM,cool_moist,-80.34644200000001,40.995847999999995,262.0,10,unknown,unknown,0.0,0.0,0.0,0.0,15.5,1.7,0.0,0.0,0.0,0.0,0.0,0.0,1.5,5.2,75.6,0.0,0.0,0.106,0.0,1.63414,3.54,9381,12951,18983,59,50.9,62,25.6487,33.556999999999995,17.0054,24.75,12.5,35.875,47.0,61.0,58.25,38.8681,55.6519,164.3414,15306.464,5.0,0.0,train
-12670,United States of America,NAM,warm_moist,-76.383447,40.337328,158.0,11,unknown,unknown,0.0,0.0,0.0,0.0,16.2,0.0,0.0,0.0,0.0,0.0,0.0,0.0,39.0,3.4,41.0,0.0,0.0,0.945,0.0,4.08603,3.58,1166,3530,18345,55,44.5,62,28.6859,36.1832,21.2121,28.5,17.25,38.75,49.25,64.43,61.6875,41.4501,58.2889,171.6348,19377.5943,8.5,0.0,train
-12671,United States of America,NAM,warm_moist,-75.4325,40.611944,116.0,35,unknown,unknown,0.0,0.0,0.0,0.0,16.9,2.0,0.0,0.0,0.0,0.0,0.0,0.0,8.9,14.5,56.9,0.0,0.0,0.135,0.0,18.6641,4.52,22122,61411,61411,63,62.09,63,29.7396,34.965,21.4928,28.5,16.75,38.5,49.25,63.25,60.4375,39.9979,57.9918,149.9109,17788.123,6.5,0.0,train
-12672,United States of America,NAM,cool_moist,-76.003333,41.209167,165.0,29,unknown,unknown,0.0,0.0,0.0,0.0,67.5,5.2,0.0,0.0,0.0,0.0,0.0,0.0,0.0,10.0,15.7,0.0,0.0,0.201,0.0,1.52705,2.62,6227,6659,29858,53,34.55,63,26.4105,-999.0,16.705,-999.0,-999.0,-999.0,-999.0,-999.0,55.125,37.6158,50.1667,88.7509,-999.0,0.5,0.0,train
-12673,United States of America,NAM,cool_moist,-75.846389,41.265556,172.0,14,unknown,unknown,0.0,0.0,0.0,0.0,69.8,3.7,0.0,0.0,0.0,0.0,0.0,0.0,0.0,13.0,12.6,0.0,0.0,0.0,0.0,3.4589300000000005,2.94,17682,25885,29858,63,57.79,63,24.337,31.8279,16.2503,24.75,10.0,35.4375,44.75,57.0,54.8125,36.972,50.2391,88.2016,11127.5918,0.75,0.0,train
-12674,United States of America,NAM,cool_moist,-76.9238,41.2508,161.54,6,unknown,unknown,0.0,0.0,0.0,0.0,55.6,1.6,0.0,0.0,0.0,0.0,0.0,0.0,2.2,2.7,37.5,0.0,0.0,0.228,0.0,0.394596,2.41,2005,3308,18742,48,35.98,61,26.4793,32.841,18.4411,25.25,13.0,36.25,45.75,58.25,56.1429,37.9888,52.505,87.1513,12737.0453,2.0,0.0,train
-12677,United States of America,NAM,cool_moist,-80.484779,41.215014000000004,329.0,68,unknown,unknown,0.0,0.0,0.0,0.0,15.3,1.5,0.0,0.0,0.0,0.0,0.0,0.0,0.0,10.5,70.7,0.0,0.0,0.12300000000000001,0.0,6.9108600000000004,2.81,3264,16345,24858,58,52.11,63,31.6433,37.6013,24.2899,30.25,20.75,40.25,50.225,65.25,62.5938,42.1996,58.3003,183.69299999999998,20638.3969,10.25,0.5,train
-12680,United States of America,NAM,cool_moist,-75.32328000000001,41.083059999999996,370.0,103,unknown,unknown,0.0,0.0,0.0,0.0,81.8,7.3,0.0,0.0,0.0,0.0,0.0,0.0,0.0,2.0,8.3,0.0,0.0,0.0,0.0,2.78235,2.68,1551,1552,11353,46,37.13,60,29.2863,33.5311,22.1812,28.0,18.0,37.25,46.0,57.5,55.1562,38.7359,52.2957,76.5621,11534.6814,0.75,0.0,train
-12681,United States of America,NAM,warm_moist,-75.309167,40.112221999999996,53.0,37,unknown,unknown,0.0,0.0,0.0,0.0,3.4,4.0,0.0,0.0,1.2,0.0,0.0,0.0,3.0,58.5,29.2,0.0,0.0,0.0,0.0,13.4161,5.1,16225,31675,124031,63,62.29,63,28.0263,33.8283,19.5564,26.0,14.5,36.5625,48.25,63.75,61.125,39.4777,59.2022,185.3733,17694.4004,8.5,0.0,test
-12683,United States of America,NAM,warm_moist,-75.341111,40.628056,0.0,1,unknown,unknown,0.0,0.0,0.0,0.0,18.8,2.7,0.0,0.0,0.0,0.0,0.0,0.0,7.1,14.2,56.4,0.0,0.0,0.115,0.0,10.5357,4.49,2232,16085,61411,63,58.5,63,26.6409,33.1127,17.4739,25.5,11.5,36.5,47.0,61.485,58.875,38.9654,56.9532,137.5182,15388.8743,4.25,0.0,train
-12685,United States of America,NAM,warm_moist,-75.237156,40.692223999999996,0.0,26,unknown,unknown,0.0,0.0,0.0,0.0,24.0,2.2,0.0,0.0,0.0,0.0,0.0,0.0,5.2,12.2,55.8,0.0,0.0,0.18,0.0,7.088369999999999,4.21,29943,29943,61411,63,59.2,63,24.2236,32.0438,15.8586,24.0,9.0,35.75,46.5,61.0,58.25,38.3937,54.2588,126.6292,14583.1931,3.75,0.0,train
-12686,United States of America,NAM,warm_moist,-77.16555600000001,40.456944,126.0,65,unknown,unknown,0.0,2.4,0.0,0.0,41.0,2.4,0.0,0.0,0.0,0.0,0.0,0.0,2.7,2.3,48.8,0.0,0.0,0.002,0.0,0.44436899999999996,2.85,592,856,8634,10,11.32,60,26.7965,34.486999999999995,18.0737,26.25,13.0,38.0,47.5,60.0,57.5,40.3159,53.9133,103.1041,15255.5631,2.25,0.0,test
-12687,United States of America,NAM,warm_moist,-75.09778,40.008889,22.0,23,unknown,unknown,0.0,2.0,0.0,0.0,1.4,7.3,0.0,0.0,2.4,0.0,0.0,0.0,4.0,71.8,10.3,0.0,0.0,0.019,0.0,89.0974,5.7,84863,120888,124031,63,63.0,63,20.8985,25.3081,16.5013,20.0,9.6,30.0,39.2,52.832,50.975,30.4662,48.2237,105.7122,6375.797,1.8,0.0,test
-12690,United States of America,NAM,warm_moist,-75.011549,40.0764,28.0,28,unknown,unknown,0.0,2.4,0.0,0.0,1.8,4.3,0.0,0.0,2.3,0.0,0.0,0.0,3.7,67.2,18.1,0.0,0.0,0.0,0.0,89.0974,5.7,46655,69064,124031,63,62.79,63,28.601999999999997,36.0493,21.3052,27.8,16.5,38.8,51.0,69.0,66.4,41.9046,62.935,253.7761,22828.6333,17.4,1.4,test
-12691,United States of America,NAM,warm_moist,-75.080833,39.991389,22.0,0,unknown,unknown,0.0,2.0,0.0,0.0,1.4,7.3,0.0,0.0,2.4,0.0,0.0,0.0,4.0,71.8,10.3,0.0,0.0,0.019,0.0,39.8773,6.37,18103,90099,124031,63,63.0,63,18.6075,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,41.0581,-999.0,-999.0,-999.0,-999.0,test
-12693,United States of America,NAM,warm_moist,-75.00240500000001,40.035985,9.0,0,unknown,unknown,0.0,2.6,0.0,0.0,1.2,7.5,0.0,0.0,2.3,0.0,0.0,0.0,4.8,64.0,17.3,0.0,0.0,0.0,0.0,89.0974,5.7,14244,37578,124031,62,62.81,63,28.3449,34.1358,19.7551,26.0,13.5,37.5,50.5,71.62,66.4792,40.0071,62.2055,319.3174,22381.7341,20.5,1.0,test
-12695,United States of America,NAM,cool_moist,-76.939167,41.644721999999994,650.0,220,unknown,unknown,0.0,0.0,0.0,0.0,65.2,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,33.9,0.0,0.0,0.0,0.0,0.130896,1.94,93,173,707,7,5.13,43,37.2751,38.0186,34.196999999999996,35.25,28.25,43.5,51.0,60.75,58.9375,41.6651,53.6425,92.96,16228.216,1.75,0.0,train
-12696,United States of America,NAM,warm_moist,-79.902222,40.146667,232.0,0,unknown,unknown,0.0,0.0,0.0,0.0,18.4,1.6,0.0,0.0,0.0,0.0,0.0,0.0,2.3,5.2,71.7,0.0,0.0,0.327,0.0,1.2746899999999999,4.21,14014,14014,29595,55,44.9,62,25.574,34.1916,15.6651,24.75,10.75,36.25,48.0,61.25,58.3438,39.9059,56.9526,130.6816,16554.5966,4.5,0.0,train
-12697,United States of America,NAM,cool_moist,-80.26138900000001,40.170556,334.0,24,unknown,unknown,0.0,0.0,0.0,0.0,15.9,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.8,2.6,78.7,0.0,0.0,0.389,0.0,0.342093,3.54,3376,10588,11025,59,45.99,62,28.0163,34.6491,19.7444,27.25,16.0,37.5,47.75,60.305,57.625,39.8506,55.3735,121.6507,15789.5972,4.75,0.0,train
-12698,United States of America,NAM,cool_moist,-80.420833,40.445278,335.0,42,unknown,unknown,0.0,1.2,0.0,0.0,36.8,3.3,0.0,0.0,0.0,0.0,0.0,0.0,1.8,5.8,50.4,0.0,0.0,0.0,0.0,6.1696599999999995,3.94,426,2181,12575,18,13.79,62,29.6006,36.9504,21.1634,29.25,18.0,39.0,48.75,61.75,59.0312,41.5834,55.9587,133.8365,18088.4116,5.25,0.0,train
-12699,United States of America,NAM,warm_moist,-80.243995,40.268963,327.0,35,unknown,unknown,0.0,0.0,0.0,0.0,15.3,1.4,0.0,0.0,1.0,0.0,0.0,0.0,2.9,9.9,69.3,0.0,0.0,0.019,0.0,2.04061,3.75,2831,11025,40770,48,41.03,63,22.5269,33.8057,18.0379,26.5,14.0,36.0,45.0,57.0,54.7768,39.296,47.5728,68.9638,11487.8854,1.0,0.0,train
-12700,United States of America,NAM,cool_moist,-79.69281099999999,40.428076000000004,0.0,4,unknown,unknown,0.0,0.0,0.0,0.0,26.8,2.8,0.0,0.0,2.1,0.0,0.0,0.0,3.3,15.6,49.0,0.0,0.0,0.25,0.0,9.02317,4.38,4899,7963,61659,51,48.74,63,23.5046,33.446999999999996,13.1577,22.0,8.0,34.5,48.0,64.5,60.6875,39.6074,54.1585,189.7157,-999.0,9.5,0.0,train
-12701,United States of America,NAM,cool_moist,-79.505667,40.304694,0.0,41,unknown,unknown,0.0,0.0,0.0,0.0,31.7,0.0,0.0,0.0,0.0,0.0,0.0,0.0,3.7,3.5,60.2,0.0,0.0,0.515,0.0,5.34615,3.89,2557,8155,11977,59,49.44,61,27.2105,33.1135,20.2094,26.25,16.0,36.25,45.75,59.25,56.75,38.4121,53.9989,138.7253,13032.1624,3.25,0.0,train
-12702,United States of America,NAM,warm_moist,-76.699444,39.965278000000005,125.0,15,unknown,unknown,1.2,1.7,0.0,0.0,6.6,2.0,0.0,0.0,0.0,0.0,0.0,0.0,16.2,6.4,65.6,0.0,0.0,0.758,0.0,1.39592,4.14,10610,20999,24675,63,62.55,63,28.0163,35.1541,19.2028,27.25,14.25,38.0,49.5,63.5,60.8125,40.5845,58.0185,136.762,18908.3645,6.25,0.0,train
-12703,United States of America,NAM,warm_moist,-76.462055,39.86097,240.0,72,unknown,unknown,1.9,1.3,0.0,0.0,6.0,2.4,0.0,0.0,0.0,0.0,0.0,0.0,10.1,2.7,75.2,0.0,0.0,0.542,0.0,1.1941,3.58,639,669,40703,11,9.25,63,34.8926,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,58.8516,-999.0,-999.0,-999.0,-999.0,train
-12704,United States of America,NAM,cool_moist,-71.72,41.615237,67.0,28,unknown,unknown,0.0,0.0,0.0,0.0,52.6,34.4,0.0,0.0,0.0,0.0,0.0,0.0,1.0,4.2,6.8,0.0,0.0,0.0,0.0,1.07707,3.35,663,804,20708,6,9.18,63,29.6667,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,54.2406,-999.0,-999.0,-999.0,-999.0,test
-12706,United States of America,NAM,cool_moist,-71.36077,41.841573,15.0,0,unknown,unknown,8.4,2.4,0.0,0.0,20.1,36.7,0.0,0.0,0.0,0.0,0.0,0.0,1.6,23.6,6.4,0.0,0.0,0.0,0.0,29.1734,3.58,18507,39946,74161,63,59.86,63,31.0018,35.7888,23.9561,30.0,20.0,39.5,48.0,61.595,59.3125,40.2627,55.1592,183.0621,15770.6925,7.25,0.75,test
-12707,United States of America,NAM,cool_moist,-71.423705,41.49511,0.0,-1,unknown,unknown,49.3,1.8,0.0,0.0,14.4,20.2,0.0,0.0,0.0,0.0,0.0,2.0,0.0,4.8,6.1,0.0,0.0,0.0,0.0,1.09681,3.64,1687,6206,15951,37,27.5,62,36.5518,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,54.3189,-999.0,-999.0,-999.0,-999.0,test
-12708,United States of America,NAM,warm_moist,-82.386376,34.325317999999996,656.0,26,unknown,unknown,0.0,0.0,0.0,0.0,0.0,28.2,0.0,0.0,62.6,0.0,0.0,0.0,0.0,0.0,6.8,0.0,0.0,0.31,0.0,0.28075900000000004,2.03,401,508,4095,19,9.82,63,27.6172,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,50.6666,-999.0,-999.0,-999.0,-999.0,val
-12709,United States of America,NAM,warm_moist,-81.788731,33.342226000000004,107.0,56,unknown,unknown,0.0,2.6,0.0,0.0,0.0,38.4,0.0,0.0,47.9,0.0,1.4,1.3,2.8,2.9,2.5,0.0,0.0,0.45799999999999996,0.0,0.401645,2.6,533,875,18209,31,20.15,63,31.0578,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,51.453,-999.0,-999.0,-999.0,-999.0,val
-12712,United States of America,NAM,warm_moist,-82.532059,34.623236,275.0,28,unknown,unknown,0.0,0.0,0.0,0.0,0.0,9.2,0.0,0.0,71.2,0.0,0.0,0.0,2.6,4.8,10.9,0.0,0.0,4.773,0.0,10.3374,2.42,1705,3219,12096,19,22.86,62,30.6934,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,54.7354,-999.0,-999.0,-999.0,-999.0,val
-12715,United States of America,NAM,tropical_moist,-79.9367,32.987252000000005,2.0,3,unknown,unknown,4.6,4.1,0.0,0.0,0.0,43.8,0.0,0.0,22.3,0.0,0.0,10.2,2.1,11.3,0.0,0.0,0.0,0.154,0.0,20.4144,2.76,1373,2344,21404,47,42.15,63,25.5561,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,49.6922,-999.0,-999.0,-999.0,-999.0,val
-12717,United States of America,NAM,tropical_moist,-79.657187,32.941023,3.0,0,unknown,unknown,51.0,3.2,0.0,0.0,0.0,30.7,0.0,0.0,3.9,0.0,0.0,8.7,0.0,1.1,0.0,0.0,0.0,0.0,0.002,3.40026,2.25,71,137,9624,5,4.04,63,29.6284,-999.0,24.5838,31.5,20.5,42.0,51.0,61.0,58.75,43.2069,50.753,113.6554,20323.7596,1.0,0.0,val
-12718,United States of America,NAM,warm_moist,-81.816567,35.130396000000005,296.0,31,unknown,unknown,0.0,0.0,0.0,0.0,0.0,12.3,0.0,0.0,67.9,0.0,0.0,0.0,1.7,4.1,12.5,0.0,0.0,1.682,0.0,5.21347,2.59,894,1838,16097,13,17.54,63,31.4111,38.8376,24.1569,30.5,20.5,42.0,51.5,62.5,60.4375,43.1577,54.8031,127.1831,21501.0607,2.5,0.0,val
-12719,United States of America,NAM,warm_moist,-81.405,35.131389,340.0,64,unknown,unknown,0.0,0.0,0.0,0.0,2.9,20.0,0.0,0.0,63.0,0.0,0.0,0.0,0.0,2.2,10.8,0.0,0.0,0.39,0.0,2.7187,2.95,725,1859,14330,7,10.51,63,37.4865,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,55.6866,-999.0,-999.0,-999.0,-999.0,val
-12721,United States of America,NAM,warm_moist,-80.198787,34.615367,133.0,32,unknown,unknown,0.0,1.0,0.0,0.0,0.0,26.1,0.0,0.0,62.9,0.0,1.6,0.0,3.2,0.0,4.8,0.0,0.0,0.177,0.0,0.333075,2.2,156,356,1748,0,1.31,56,32.8338,39.4925,27.19,33.0,24.0,42.0,50.5,60.0,57.9375,43.0461,52.2124,81.6548,19942.6255,1.5,0.0,train
-12722,United States of America,NAM,tropical_moist,-80.965038,33.007866,35.0,13,unknown,unknown,0.0,2.4,0.0,0.0,0.0,40.7,0.0,0.0,44.7,0.0,0.0,1.6,0.0,0.0,9.0,0.0,0.0,0.021,0.0,0.573253,2.28,116,125,472,0,1.98,51,24.247,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,54.625,38.8827,48.5492,-999.0,-999.0,1.5,-999.0,test
-12724,United States of America,NAM,warm_moist,-79.74485899999999,34.285696,36.0,22,unknown,unknown,0.0,0.0,0.0,0.0,0.0,38.5,0.0,0.0,35.0,0.0,0.0,0.0,8.1,2.4,14.4,0.0,0.0,1.25,0.0,6.920380000000001,2.43,668,2852,13294,37,30.79,63,28.4438,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,54.6414,-999.0,-999.0,-999.0,-999.0,train
-12725,United States of America,NAM,warm_moist,-81.853635,33.739963,190.0,36,unknown,unknown,0.0,0.0,0.0,0.0,0.0,36.8,0.0,0.0,51.5,0.0,1.8,0.0,3.2,0.0,5.3,0.0,0.0,0.631,0.0,0.46543599999999996,2.37,442,450,9736,23,14.22,62,27.0527,38.1188,22.2249,28.3333,19.0,38.3333,48.0,58.0,55.7083,41.103,47.262,61.8343,19312.1871,0.0,0.0,val
-12728,United States of America,NAM,warm_moist,-82.256701,34.751847999999995,259.0,17,unknown,unknown,0.0,0.0,0.0,0.0,0.0,11.7,0.0,0.0,67.5,0.0,0.0,0.0,3.7,9.4,6.2,0.0,0.0,4.48,0.0,1.41774,2.64,5075,7878,19946,62,56.08,63,28.4755,36.5803,17.4114,26.5,14.5,38.5,49.0,60.0,57.9375,41.7587,54.5774,96.6644,18150.5656,1.0,0.0,val
-12729,United States of America,NAM,warm_moist,-82.372881,35.057395,296.0,8,unknown,unknown,0.0,0.0,0.0,0.0,9.1,29.6,0.0,0.0,45.6,0.0,0.0,0.0,1.6,7.6,5.8,0.0,0.0,0.441,0.0,7.43353,2.48,572,1019,19946,16,14.79,63,25.6695,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,54.3331,-999.0,-999.0,-999.0,-999.0,val
-12730,United States of America,NAM,warm_moist,-78.974517,34.126415,26.0,0,unknown,unknown,0.0,0.0,0.0,0.0,0.0,24.5,0.0,0.0,35.5,0.0,0.0,0.0,7.6,0.0,31.7,0.0,0.0,2.7460000000000004,0.0,0.404808,2.25,331,470,1246,9,8.59,60,29.5097,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,52.4496,-999.0,-999.0,-999.0,-999.0,train
-12731,United States of America,NAM,warm_moist,-83.2377,34.805261,658.0,133,unknown,unknown,0.0,0.0,0.0,0.0,5.2,68.4,0.0,0.0,18.7,0.0,0.0,0.0,0.0,0.0,5.7,0.0,0.0,0.0,0.0,0.335423,1.75,142,167,2475,5,2.17,59,36.5671,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,57.3125,42.0044,51.0798,-999.0,-999.0,1.0,-999.0,train
-12733,United States of America,NAM,warm_moist,-82.83865899999999,34.653605999999996,219.0,17,unknown,unknown,2.8,5.9,0.0,0.0,1.6,14.9,0.0,0.0,51.0,0.0,0.0,1.9,1.8,3.0,15.8,0.0,0.0,3.638,0.0,1.6567,2.3,4407,5464,12096,18,31.7,62,29.5895,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,55.6417,-999.0,-999.0,-999.0,-999.0,val
-12734,United States of America,NAM,warm_moist,-82.744576,34.851537,276.0,15,unknown,unknown,1.3,2.9,0.0,0.0,7.6,28.6,0.0,0.0,47.5,0.0,0.0,0.0,1.0,1.5,9.2,0.0,0.0,1.46,0.0,1.13983,2.05,1897,2129,7035,9,15.93,62,23.2222,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,53.8283,-999.0,-999.0,-999.0,-999.0,val
-12735,United States of America,NAM,warm_moist,-80.962304,34.093959000000005,107.0,30,unknown,unknown,0.0,0.0,0.0,0.0,0.0,29.5,0.0,0.0,48.7,0.0,1.3,0.0,3.2,15.2,0.0,0.0,0.0,0.115,0.0,20.3963,3.04,8035,16123,28320,62,60.64,63,26.0479,32.8246,16.6154,23.75,12.75,35.0,45.75,56.75,57.0,40.0216,53.9557,76.7555,13212.4381,3.6,0.25,test
-12736,United States of America,NAM,warm_moist,-80.78113499999999,33.814679999999996,33.9,6,unknown,unknown,0.0,0.0,0.0,0.0,0.0,46.1,0.0,0.0,41.9,0.0,0.0,0.0,2.5,1.6,6.0,0.0,0.0,0.01,0.0,0.6268100000000001,2.53,428,428,8616,7,7.03,63,20.7603,31.7822,11.2924,19.6667,6.6667,33.3333,44.3333,57.0,52.8333,38.4426,48.943000000000005,71.8134,11781.7977,0.3333,0.0,test
-12737,United States of America,NAM,warm_moist,-80.868318,34.131262,139.0,38,unknown,unknown,0.0,0.0,0.0,0.0,0.0,38.1,0.0,0.0,45.2,0.0,0.0,0.0,2.5,11.8,0.0,0.0,0.0,1.6159999999999999,0.0,20.4017,2.73,7963,8041,28320,61,55.44,63,33.8911,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,57.87,-999.0,-999.0,-999.0,-999.0,test
-12740,United States of America,NAM,warm_moist,-82.075802,34.988706,265.0,21,unknown,unknown,0.0,0.0,0.0,0.0,0.0,10.5,0.0,0.0,70.2,0.0,0.0,0.0,3.4,6.8,7.3,0.0,0.0,4.571000000000001,0.0,1.7996,2.81,2105,3958,17321,27,44.49,63,29.4546,43.7266,-999.0,29.5,16.5,44.5,58.0,72.0,68.375,49.8248,59.7403,238.0016,38081.2527,18.0,1.0,val
-12743,United States of America,NAM,warm_moist,-81.228409,34.935817,221.0,55,unknown,unknown,0.0,1.1,0.0,0.0,1.3,29.0,0.0,0.0,57.4,0.0,0.0,0.0,1.2,2.3,7.4,0.0,0.0,1.5330000000000001,0.0,0.42539099999999996,2.62,696,3975,17848,10,12.75,63,28.1625,34.179,21.4939,27.0,18.0,37.0,46.0,55.5,54.3333,38.4283,49.0515,65.8609,11398.3006,0.5,0.0,val
-12745,United States of America,NAM,warm_moist,-80.8745,34.9127,162.0,0,unknown,unknown,0.0,1.1,0.0,0.0,0.0,20.9,0.0,0.0,59.7,0.0,0.0,0.0,3.3,6.7,7.5,0.0,0.0,0.151,0.0,2.8385599999999998,3.32,814,1547,20065,18,22.81,63,23.8662,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,52.2388,-999.0,-999.0,-999.0,-999.0,val
-12746,United States of America,NAM,warm_moist,-80.9662,35.0158,201.0,34,unknown,unknown,0.0,2.0,0.0,0.0,0.0,16.1,0.0,0.0,62.9,0.0,0.0,0.0,3.2,11.0,3.8,0.0,0.0,0.445,0.0,10.4758,3.57,4511,4511,26398,63,58.89,63,24.6893,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,47.3134,-999.0,-999.0,-999.0,-999.0,val
-12747,United States of America,NAM,cool_dry,-96.807299,44.348603999999995,504.0,17,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,98.9,0.0,0.0,0.0,0.0,0.282,0.0,0.042801,1.26,2480,3402,4445,30,28.07,63,30.7317,35.6854,25.8236,30.6,22.4,38.8,46.2,56.816,55.025,39.2984,51.3528,72.54899999999999,12354.3677,0.2,0.0,test
-12749,United States of America,NAM,cool_dry,-101.941218,43.74561,742.0,60,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,99.9,0.0,0.0,0.0,0.0,0.0,0.0,0.28800000000000003,0.0,0.011329,1.07,11,11,35,0,1.39,8,33.7079,37.4776,29.9424,33.4,27.6,39.6,46.4,53.8,52.375,40.3974,50.06,50.4216,11437.0785,0.0,0.0,train
-12751,United States of America,NAM,cool_dry,-103.315765,44.155636,1080.0,39,unknown,unknown,0.0,34.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,60.7,0.0,1.0,3.6,0.0,0.0,0.0,0.495,0.0,0.465896,1.1,736,1742,12391,41,31.14,63,33.8763,37.0877,30.6907,34.6,26.4,42.2,48.0,55.8,53.9,41.5521,51.8113,57.2229,14045.5515,0.4,0.0,train
-12753,United States of America,NAM,cool_dry,-96.700769,43.54792,451.0,32,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,95.7,2.7,1.0,0.0,0.0,0.013000000000000001,0.0,1.6270200000000001,1.53,19279,25257,25257,63,62.41,63,31.5388,36.475,26.6492,31.6,22.8,40.0,48.2,59.864,58.0536,40.6145,54.8284,102.7787,16465.1463,2.6,0.2,val
-12757,United States of America,NAM,cool_dry,-96.707208,42.751518,344.0,4,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.3,0.0,91.1,0.0,6.7,0.0,0.0,0.0,0.0,0.0953,1.5,143,143,6978,0,1.94,61,27.5003,32.9874,22.0843,27.0,18.5,35.5,43.5,55.0,52.8929,37.0837,50.9222,64.9717,9327.9022,0.0,0.0,train
-12758,United States of America,NAM,cool_dry,-96.78533900000001,42.880212,384.0,16,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.2,0.0,95.4,0.0,2.4,0.0,0.0,0.015,0.0,0.38150100000000003,1.55,108,134,6978,0,0.0,61,30.4309,36.0842,24.864,29.0,20.5,37.0,45.0,55.0,55.9167,40.089,52.4963,79.0483,10044.1764,0.0,0.0,train
-12759,United States of America,NAM,warm_moist,-84.22316,35.96522,238.0,0,unknown,unknown,0.0,2.8,0.0,0.0,32.5,12.8,0.0,0.0,11.8,0.0,0.0,0.0,3.3,5.4,31.3,0.0,0.0,0.0,0.0,2.57762,2.8,1482,6102,16978,20,35.23,63,26.6353,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,55.7662,-999.0,-999.0,-999.0,-999.0,train
-12762,United States of America,NAM,warm_moist,-83.783611,35.603056,564.0,46,unknown,unknown,0.0,1.4,0.0,0.0,21.8,67.1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,8.2,0.0,0.0,0.006999999999999999,0.0,0.062935,2.13,224,224,10456,0,0.0,62,28.0876,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,53.8308,-999.0,-999.0,-999.0,-999.0,train
-12767,United States of America,NAM,warm_moist,-86.744722,36.205,165.0,31,unknown,unknown,0.0,4.0,0.0,0.0,20.5,2.5,0.0,0.0,14.5,0.0,0.0,0.0,7.3,18.5,31.0,0.0,0.0,0.408,0.017,41.3201,3.71,24617,25094,34415,62,62.23,63,25.7726,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,52.2414,-999.0,-999.0,-999.0,-999.0,train
-12768,United States of America,NAM,warm_moist,-86.623301,36.150742,186.0,18,unknown,unknown,0.0,4.6,0.0,0.0,7.0,4.2,0.0,0.0,16.0,0.0,1.7,0.0,8.8,18.9,37.7,0.0,0.0,0.498,0.006999999999999999,23.2908,4.02,6284,12310,34415,56,52.94,63,29.7567,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,56.5093,-999.0,-999.0,-999.0,-999.0,train
-12778,United States of America,NAM,warm_moist,-85.18158100000001,35.233476,289.6,43,unknown,unknown,0.0,2.7,0.0,0.0,22.7,22.5,0.0,0.0,18.5,0.0,0.0,0.0,2.0,6.1,24.9,0.0,0.0,0.433,0.0,15.2532,2.67,3919,7517,21630,44,37.99,63,34.6453,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,57.3778,-999.0,-999.0,-999.0,-999.0,train
-12779,United States of America,NAM,warm_moist,-85.162194,35.102638,284.9,41,unknown,unknown,0.0,2.0,0.0,0.0,18.1,15.1,0.0,0.0,28.3,0.0,0.0,0.0,3.0,8.2,24.7,0.0,0.0,0.29,0.0,32.9488,3.0,3127,6271,21630,58,52.51,63,35.0832,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,58.0569,-999.0,-999.0,-999.0,-999.0,train
-12784,United States of America,NAM,warm_moist,-83.60207700000001,36.105629,310.0,27,unknown,unknown,1.3,3.8,0.0,0.0,11.1,6.4,0.0,0.0,11.6,0.0,0.0,0.0,7.1,0.0,57.0,0.0,0.0,1.956,0.0,4.79715,2.53,904,1006,6195,9,9.23,62,35.4506,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,59.4508,-999.0,-999.0,-999.0,-999.0,train
-12785,United States of America,NAM,warm_moist,-83.76480600000001,36.085508000000004,299.0,43,unknown,unknown,0.0,0.0,0.0,0.0,17.4,7.0,0.0,0.0,16.8,0.0,0.0,0.0,3.8,4.8,49.5,0.0,0.0,0.0,0.0,9.11458,3.18,1288,2257,22880,20,19.01,63,25.9616,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,57.8147,-999.0,-999.0,-999.0,-999.0,train
-12786,United States of America,NAM,warm_moist,-83.87380999999999,36.019186,322.0,32,unknown,unknown,0.0,0.0,0.0,0.0,16.5,8.0,0.0,0.0,20.7,0.0,0.0,0.0,3.6,7.1,43.3,0.0,0.0,0.0,0.0,38.9513,3.27,6195,10949,22880,62,59.54,63,26.5035,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,59.9405,-999.0,-999.0,-999.0,-999.0,train
-12791,United States of America,NAM,warm_moist,-84.34219300000001,35.720894,256.0,18,unknown,unknown,0.0,4.8,0.0,0.0,11.2,13.1,0.0,0.0,6.1,0.0,0.0,0.0,4.0,0.0,59.3,0.0,0.0,1.5590000000000002,0.0,3.83029,2.53,2000,3231,7750,26,25.37,63,28.3772,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,58.8677,-999.0,-999.0,-999.0,-999.0,train
-12797,United States of America,NAM,warm_moist,-84.946111,35.289379,244.0,26,unknown,unknown,0.0,4.1,0.0,0.0,12.4,17.2,0.0,0.0,18.8,0.0,0.0,0.0,2.1,1.7,43.0,0.0,0.0,1.7309999999999999,0.0,1.60897,2.65,758,1154,10596,9,8.54,63,30.214000000000002,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,57.6837,-999.0,-999.0,-999.0,-999.0,train
-12803,United States of America,NAM,warm_moist,-86.598872,35.732878,225.0,8,unknown,unknown,0.0,0.0,0.0,0.0,8.8,1.2,0.0,0.0,3.1,0.0,0.0,0.0,11.7,1.9,72.3,0.0,0.0,2.153,0.0,1.14842,2.81,469,469,17164,9,9.48,62,31.1394,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,57.6325,-999.0,-999.0,-999.0,-999.0,train
-12804,United States of America,NAM,warm_moist,-83.60972199999999,35.696667,1243.0,448,unknown,unknown,0.0,0.0,0.0,0.0,25.1,61.7,0.0,0.0,3.4,0.0,0.0,0.0,0.0,0.0,8.6,0.0,0.0,0.125,0.0,0.059142999999999994,2.02,329,687,3797,0,6.55,63,44.2361,43.5622,44.9223,44.2,37.4,51.2,57.6,66.0,64.525,48.2067,60.2247,144.5199,27603.3637,7.4,0.0,train
-12805,United States of America,NAM,cool_moist,-83.498056,35.562778,2021.0,656,unknown,unknown,0.0,0.0,0.0,0.0,29.0,66.4,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,3.1,0.0,0.0,0.0,0.0,0.20851399999999998,1.52,215,216,1348,0,0.0,56,48.1513,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,60.9593,-999.0,-999.0,-999.0,-999.0,train
-12806,United States of America,NAM,warm_moist,-90.019707,35.217501,90.0,25,unknown,unknown,0.0,0.0,0.0,0.0,4.0,5.3,0.0,0.0,10.4,0.0,1.5,1.1,37.8,24.4,12.7,0.0,0.0,0.529,0.004,10.3886,3.1,14312,21131,41729,61,56.13,63,30.2205,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,57.7362,-999.0,-999.0,-999.0,-999.0,train
-12808,United States of America,NAM,warm_moist,-89.850249,35.151699,87.0,8,unknown,unknown,0.0,0.0,0.0,0.0,4.0,1.2,0.0,0.0,23.1,0.0,2.7,0.0,20.9,28.0,19.4,0.0,0.0,1.263,0.0,26.3755,3.32,9894,18815,41729,62,62.42,63,28.276999999999997,37.8444,20.3586,28.6667,16.6667,40.0,52.3333,67.6667,64.5833,42.9273,58.0298,218.4283,24792.1693,15.0,1.3333,train
-12809,United States of America,NAM,warm_moist,-89.83447,35.378153000000005,119.0,33,unknown,unknown,0.0,0.0,0.0,0.0,4.2,3.5,0.0,0.0,7.6,0.0,1.5,0.0,35.7,6.5,38.3,0.0,0.0,1.7180000000000002,0.0,16.2681,2.83,785,2987,21131,12,22.29,63,35.0836,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,57.4793,-999.0,-999.0,-999.0,-999.0,train
-12813,United States of America,NAM,warm_moist,-82.424824,36.541439000000004,487.0,89,unknown,unknown,0.0,0.0,0.0,0.0,28.0,5.4,0.0,0.0,3.2,0.0,0.0,0.0,3.7,4.5,54.7,0.0,0.0,0.0,0.0,7.7038899999999995,3.32,2040,3298,16275,28,30.9,63,31.3082,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,58.1573,-999.0,-999.0,-999.0,-999.0,train
-12814,United States of America,NAM,warm_moist,-82.485742,36.58211,430.0,52,unknown,unknown,0.0,0.0,0.0,0.0,34.6,4.0,0.0,0.0,2.2,0.0,0.0,0.0,2.8,2.6,53.3,0.0,0.0,0.0,0.0,7.7038899999999995,3.32,5366,8075,12658,41,34.07,62,29.2705,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,57.4261,-999.0,-999.0,-999.0,-999.0,train
-12815,United States of America,NAM,warm_moist,-86.653137,36.29756,143.0,15,unknown,unknown,0.0,5.0,0.0,0.0,13.3,2.7,0.0,0.0,8.8,0.0,0.0,0.0,8.6,15.6,44.2,0.0,0.0,0.852,0.0,52.0726,3.81,7974,12360,34415,59,59.91,63,31.825,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,61.0214,-999.0,-999.0,-999.0,-999.0,train
-12816,United States of America,NAM,warm_moist,-86.564149,36.453975,189.0,25,unknown,unknown,0.0,3.0,0.0,0.0,11.8,1.3,0.0,0.0,4.0,0.0,0.0,0.0,18.7,4.1,56.4,0.0,0.0,1.469,0.0,10.5084,3.2,1292,1900,12360,11,11.78,62,32.830999999999996,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,61.4291,-999.0,-999.0,-999.0,-999.0,train
-12819,United States of America,NAM,warm_moist,-87.137005,35.951534,287.0,53,unknown,unknown,0.0,0.0,0.0,0.0,41.1,0.0,0.0,0.0,1.7,0.0,0.0,0.0,3.3,0.0,52.7,0.0,0.0,0.395,0.0,0.176292,2.68,676,676,9636,27,18.37,61,37.0199,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,54.728,-999.0,-999.0,-999.0,-999.0,train
-12820,United States of America,NAM,warm_moist,-86.286261,36.060833,210.0,35,unknown,unknown,0.0,1.3,0.0,0.0,9.9,5.8,0.0,0.0,5.1,0.0,1.7,0.0,8.2,1.9,66.0,0.0,0.0,1.4069999999999998,0.0,3.1722,2.85,458,518,14706,6,7.5,62,30.5458,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,57.205,-999.0,-999.0,-999.0,-999.0,train
-12821,United States of America,NAM,tropical_dry,-97.43105200000001,31.122419,188.0,23,unknown,unknown,1.1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,10.8,2.7,69.8,1.1,6.8,2.8,3.0,0.0,0.0,0.556,0.0,2.53799,2.06,1255,9168,17253,60,52.81,63,26.2883,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,45.9771,-999.0,-999.0,-999.0,-999.0,train
-12822,United States of America,NAM,tropical_dry,-97.679734,31.088002000000003,256.0,33,unknown,unknown,1.1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,14.9,7.9,63.1,1.0,4.3,4.6,1.3,0.0,0.0,0.19899999999999998,0.0,0.374812,2.08,12777,17253,20341,62,56.25,63,32.4405,40.0095,24.7917,31.4,21.8,42.2,52.8,65.0,63.25,44.2964,56.4297,157.4254,23883.6882,7.8,0.0,train
-12823,United States of America,NAM,tropical_dry,-98.620166,29.51509,268.0,26,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,1.4,0.0,20.9,3.1,36.0,0.0,7.0,27.9,2.5,0.0,0.0,0.015,0.0,2.4668099999999997,2.44,34495,40170,63140,62,62.41,63,28.9032,36.9042,20.8513,28.0,17.2,39.0,49.4,64.4,61.4202,42.243,54.3244,199.8165,19676.4979,10.0,0.4,train
-12825,United States of America,NAM,tropical_dry,-98.564936,29.632058,311.0,26,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,23.7,4.7,39.3,0.0,5.4,23.3,1.3,0.0,0.0,0.006,0.0,12.6839,2.41,114,7129,63140,50,49.33,63,28.6961,37.9153,19.4673,27.2,16.0,39.6,51.2,66.964,63.575,43.7653,57.3251,233.1271,22868.1993,12.2,0.2,train
-12827,United States of America,NAM,tropical_dry,-98.31169200000001,29.275381,140.0,11,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,1.3,0.0,1.8,0.0,71.3,0.0,16.2,3.4,5.5,0.0,0.0,0.49700000000000005,0.0,1.786,2.45,920,1065,50801,28,26.04,63,27.8288,35.0203,20.5584,26.6,18.2,36.4,46.4,59.8,57.7429,39.0357,49.8064,122.1212,13898.5284,3.4,0.0,train
-12830,United States of America,NAM,tropical_moist,-95.39250899999999,29.520443,18.0,3,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,2.2,0.0,6.6,0.0,3.1,0.0,15.8,32.7,38.8,0.0,0.0,0.627,1.905,2.06216,4.87,3871,5735,82033,55,52.67,63,26.2668,35.3028,17.1563,24.2,13.8,36.0,49.0,68.0,64.825,40.9377,55.3353,333.8759,20910.0476,17.8,4.8,train
-12831,United States of America,NAM,tropical_moist,-95.472946,29.043759,0.0,4,unknown,unknown,11.0,0.0,0.0,0.0,0.0,0.0,6.3,0.0,29.3,0.0,3.3,3.7,9.1,4.0,29.9,0.0,1.2,0.25,0.9540000000000001,0.4528,2.61,2562,15771,15771,59,40.83,63,25.1955,32.2031,18.1245,23.0,14.2,35.2,45.8,60.2,58.275,36.7583,48.3721,124.6587,13402.8688,4.2,0.6,train
-12833,United States of America,MCA,tropical_dry,-97.493836,25.892503,6.0,3,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,4.7,1.0,0.0,21.3,0.0,42.8,8.8,19.4,0.0,0.0,0.11,0.0,1.7711299999999999,1.32,38857,38857,38857,63,62.87,63,25.9498,30.1603,21.8118,24.6,16.8,34.0,43.2,53.888000000000005,51.5333,33.9482,44.5537,61.2692,7987.2887,0.8,0.0,test
-12834,United States of America,NAM,tropical_dry,-97.712681,26.200256,12.0,3,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,27.5,0.0,57.2,3.9,11.0,0.0,0.0,0.10800000000000001,0.0,5.8884099999999995,1.63,25025,25025,25025,62,60.3,63,27.7841,32.1937,22.3212,25.5,18.5,35.0,45.0,54.5,52.75,35.5623,45.2315,51.6207,9479.6997,0.0,0.0,test
-12835,United States of America,NAM,warm_dry,-96.786404,33.13242,232.0,32,unknown,unknown,2.9,0.0,0.0,0.0,0.0,0.0,0.0,0.0,2.3,0.0,49.6,0.0,14.2,26.3,2.3,0.0,0.0,0.637,0.0,15.3316,3.62,6236,21796,48058,63,62.99,63,33.3662,40.2594,26.3914,32.0,22.4,42.4,54.2,69.8,67.4,45.1203,62.7822,260.4425,28338.996,20.0,1.6,test
-12840,United States of America,NAM,tropical_dry,-96.86008199999999,32.819952,125.0,2,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,4.1,0.0,18.7,0.0,12.0,63.0,0.0,0.0,0.0,0.114,0.0,21.3197,4.61,10108,53668,69660,63,63.0,63,27.3899,35.4438,19.3714,26.4,15.2,37.6,50.0,66.2,63.975,41.0566,58.1663,249.5644,20655.6141,13.8,1.2,test
-12841,United States of America,NAM,tropical_dry,-96.808498,32.919206,195.0,27,unknown,unknown,1.8,0.0,0.0,0.0,0.0,0.0,0.0,0.0,2.5,0.0,22.7,0.0,13.7,57.1,0.0,0.0,0.0,0.009000000000000001,0.0,29.4079,4.49,19136,42242,69660,63,63.0,63,30.2439,37.4498,23.0087,29.0,19.0,40.0,51.6,67.4,64.875,42.5979,59.9454,238.2448,23302.9286,16.4,1.4,test
-12842,United States of America,NAM,tropical_dry,-96.87206,32.676451,0.0,37,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,6.5,0.0,36.9,0.0,12.8,38.7,1.9,0.0,0.0,0.322,0.0,34.4662,3.82,30208,60174,69660,63,62.86,63,28.8444,35.6917,21.9782,27.6,18.0,38.0,49.2,63.8,61.9917,40.7215,55.7284,207.77900000000002,18972.4599,9.8,1.0,test
-12846,United States of America,NAM,warm_dry,-97.196287,33.219056,183.0,11,unknown,unknown,4.7,0.0,0.0,0.0,0.0,0.0,0.0,0.0,4.0,0.0,77.1,0.0,6.1,4.6,1.1,0.0,0.0,1.73,0.0,7.8922300000000005,2.97,3203,20139,21721,59,44.19,63,29.9768,39.6392,20.2256,28.6,17.6,40.55,53.8,71.6,69.0,45.0412,63.6398,288.6753,28360.0257,23.8,2.4,test
-12848,United States of America,NAM,warm_dry,-96.944598,33.410638,209.0,16,unknown,unknown,3.4,0.0,0.0,0.0,0.0,0.0,0.0,0.0,6.1,0.0,79.7,0.0,6.5,0.0,2.2,0.0,0.0,4.4110000000000005,0.0,0.377135,2.58,536,540,15104,41,20.23,63,33.0569,41.1295,24.9188,30.8,22.0,42.0,54.4,71.2,69.175,45.9226,63.9839,270.3869,29719.2592,23.4,1.8,test
-12850,United States of America,NAM,tropical_dry,-97.026922,32.482082,195.0,26,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,3.3,0.0,71.3,0.0,11.5,6.8,5.1,0.0,0.0,0.975,0.0,12.6526,3.07,1280,1324,35930,55,46.7,63,30.1764,36.9171,23.3562,29.0,19.95,39.2,49.8,63.2,61.45,41.483999999999995,55.6352,174.1677,19439.1631,8.0,0.4,test
-12852,United States of America,NAM,tropical_dry,-96.87018,32.175428000000004,165.0,25,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,2.5,0.0,76.2,0.0,12.6,0.0,7.8,0.0,0.0,0.9,0.0,0.336742,2.7,219,222,11100,11,8.23,62,28.7636,36.3389,21.0792,27.6,18.4,37.8,48.2,60.6,59.125,40.5972,53.1339,125.2734,16734.2797,5.2,0.6,test
-12855,United States of America,NAM,warm_dry,-106.323578,31.785769000000002,1239.0,57,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,72.4,0.0,0.0,0.0,0.0,2.5,20.4,0.0,0.0,4.7,0.0,0.002,36.7759,2.91,46290,46290,46290,63,61.95,63,29.1921,35.7759,22.5426,30.6,18.2,40.2,48.2,56.6,55.1083,40.8952,53.7854,80.6643,14330.1559,0.2,0.0,train
-12856,United States of America,MCA,warm_dry,-106.50126000000002,31.768290999999998,1158.0,40,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,72.2,0.0,0.0,0.0,0.0,1.7,21.4,0.0,0.0,4.7,0.0,0.004,5.0107800000000005,2.78,41622,41622,46290,63,62.97,63,31.1008,38.6843,23.3795,32.0,19.2,43.0,52.8,64.36399999999999,62.2,44.8561,61.6448,183.7025,24713.5845,6.6,1.0,train
-12857,United States of America,MCA,warm_dry,-106.45522,31.765697999999997,1158.0,2,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,72.4,0.0,0.0,0.0,0.0,1.3,21.4,0.0,0.0,4.9,0.0,0.004,11.5105,2.93,36238,41622,46290,63,63.0,63,28.5769,35.976,21.076,29.6,15.0,41.2,50.6,61.272,59.25,42.8541,58.7511,155.3595,20199.4397,3.4,0.2,train
-12858,United States of America,MCA,warm_dry,-106.40278400000001,31.746743,1122.0,2,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,71.6,0.0,0.0,0.0,0.0,2.7,20.4,0.0,0.0,5.3,0.298,0.0,11.5105,2.93,18890,37822,46290,63,63.0,63,26.4789,34.0236,18.8023,27.8,12.0,39.0,47.4,58.2,56.525,40.7568,55.5524,129.4273,14702.3516,2.2,0.0,train
-12859,United States of America,NAM,warm_dry,-106.288,31.6675,1109.0,3,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,72.7,0.0,0.0,0.0,0.0,6.7,15.1,0.0,0.0,5.6,0.42,0.0,0.038354,2.85,11144,13434,46290,63,62.85,63,25.3378,36.0209,18.6199,29.5,12.0,40.5,48.75,58.75,56.8125,42.2851,51.1901,111.5811,16749.5362,1.25,0.0,train
-12860,United States of America,NAM,warm_dry,-106.42581399999999,31.893913,1201.0,35,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,75.8,0.0,0.0,0.0,0.0,2.4,20.7,0.0,0.0,1.0,0.002,0.0,6.70868,2.49,24722,24722,46290,63,57.78,63,34.2822,41.0785,27.4659,37.2,24.4,45.6,52.8,62.0,60.175,46.031000000000006,58.4584,125.5151,24896.4865,2.8,0.0,train
-12864,United States of America,NAM,tropical_moist,-94.861289,29.254474,5.0,1,unknown,unknown,79.4,0.0,0.0,0.0,0.0,0.0,0.0,0.0,3.0,0.0,1.2,3.4,3.7,5.5,1.8,0.0,0.0,0.0,0.0,0.338848,3.08,560,11999,21335,45,30.76,63,31.6373,34.4109,28.9132,30.0,20.4,41.0,51.4,64.0,61.825,38.4024,51.0731,200.7051,16264.3005,9.2,1.0,train
-12866,United States of America,NAM,tropical_moist,-94.711811,32.378682,110.0,30,unknown,unknown,0.0,0.0,0.0,0.0,0.0,2.3,0.0,0.0,79.0,0.0,7.6,0.0,2.0,4.8,2.7,0.0,0.0,0.0,0.0,5.43767,2.66,541,885,14276,25,21.69,63,28.9693,37.3481,20.5311,27.6,17.6,39.0,50.2,64.8,62.875,42.2976,56.2328,203.9376,20879.4935,11.0,0.6,test
-12868,United States of America,NAM,tropical_moist,-95.326125,29.901037,18.0,3,unknown,unknown,0.0,0.0,0.0,0.0,0.0,3.7,0.0,0.0,16.7,0.0,2.3,1.4,9.4,59.9,4.7,0.0,0.0,0.0,0.0,56.4419,5.13,22741,28786,82033,63,62.81,63,23.4878,32.6073,14.3041,21.1,10.4,33.6,46.2,65.316,61.575,39.1622,55.6085,270.8904,16759.3616,11.8,4.0,train
-12869,United States of America,NAM,tropical_moist,-95.125495,29.802707,6.0,5,unknown,unknown,4.5,0.0,0.0,0.0,0.0,2.7,1.1,0.0,16.2,0.0,3.6,2.8,13.6,44.2,10.1,0.0,0.0,0.0,0.226,95.1198,5.28,4218,16281,54131,63,62.8,63,24.3144,31.785,16.7365,22.4,12.6,34.0,45.6,61.6,58.25,37.7534,52.9246,214.4173,14361.8284,6.8,2.6,train
-12870,United States of America,NAM,tropical_moist,-95.6739,30.039534000000003,55.0,1,unknown,unknown,0.0,0.0,0.0,0.0,0.0,2.5,1.4,0.0,27.4,0.0,14.0,0.0,19.1,19.3,16.1,0.0,0.0,0.19,0.084,2.9279599999999997,3.62,6719,8583,41024,56,52.54,63,25.7451,34.7623,16.5148,24.0,13.4,35.6,47.8,65.0,61.8,40.3528,54.8717,273.1603,18438.3208,12.8,3.2,train
-12871,United States of America,NAM,tropical_moist,-95.28409599999999,29.828086,16.0,4,unknown,unknown,1.2,0.0,0.0,0.0,0.0,2.7,0.0,0.0,13.2,0.0,2.6,1.7,10.3,60.8,6.3,0.0,0.0,0.053,0.004,91.1399,5.76,10063,22749,82033,63,62.91,63,20.9067,29.6408,12.1974,18.4,7.6,30.8,43.0,61.2,57.7417,35.9286,51.4544,221.8084,12366.8102,7.0,2.2,train
-12872,United States of America,NAM,tropical_moist,-95.48916700000001,29.834721999999996,24.0,3,unknown,unknown,0.0,0.0,0.0,0.0,0.0,1.2,0.0,0.0,9.6,0.0,2.9,0.0,10.2,70.3,4.9,0.0,0.0,0.0,0.0,37.5422,5.78,41168,57474,82033,63,63.0,63,23.279,31.2442,15.3463,21.2,10.8,33.0,45.2,63.4,60.225,37.5496,52.6417,236.0578,14901.748,9.4,2.2,train
-12873,United States of America,NAM,tropical_moist,-95.473611,29.623611,14.0,2,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,1.7,0.0,6.4,0.0,2.9,0.0,12.5,51.5,24.0,0.0,0.0,0.0,0.23199999999999998,5.31787,5.49,26723,38817,82033,63,62.81,63,24.6,32.9748,16.1925,23.0,12.2,34.0,46.0,64.4,61.775,38.6621,51.9885,252.3707,16185.2701,11.2,1.6,train
-12874,United States of America,NAM,tropical_moist,-95.499262,29.695744,18.0,3,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,1.3,0.0,6.7,0.0,2.1,0.0,10.8,60.6,17.4,0.0,0.0,0.0,0.0,5.31787,5.49,54571,82033,82033,63,63.0,63,24.7004,32.5962,16.6134,22.6,12.4,34.4,46.4,64.58800000000001,61.725,38.2809,51.8229,268.0036,16347.6924,10.4,2.8,train
-12876,United States of America,NAM,tropical_moist,-95.2675,29.625833,0.0,3,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,1.4,0.0,4.4,0.0,2.5,0.0,13.5,53.7,23.1,0.0,0.0,0.0,0.019,7.887560000000001,6.11,15102,28450,82033,63,63.0,63,23.0392,30.4753,15.6334,21.2,11.4,32.2,43.4,60.0,57.725,36.1187,49.9307,237.1104,12142.628,6.2,1.4,train
-12877,United States of America,NAM,tropical_moist,-95.50361099999999,29.724721999999996,0.0,3,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,5.9,0.0,2.3,0.0,10.2,68.5,11.1,0.0,0.0,0.0,0.0,14.0091,5.5,82033,82033,82033,63,63.0,63,25.4051,32.9356,17.8456,23.6,14.2,34.2,46.2,63.0,60.7679,38.0902,51.1545,234.722,15182.9816,8.8,1.0,train
-12878,United States of America,NAM,tropical_moist,-95.31558299999999,29.735128999999997,6.0,13,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,6.5,0.0,2.3,0.0,10.6,66.7,11.1,0.0,0.0,0.0,0.0,32.818000000000005,6.05,51381,51381,82033,63,63.0,63,23.362,30.6768,14.5738,20.5,10.0,31.5,44.5,64.0,60.8125,36.6463,52.1216,301.0946,14885.7263,11.0,3.5,train
-12879,United States of America,NAM,tropical_moist,-95.350278,29.752778000000003,0.0,5,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,6.5,0.0,2.3,0.0,10.6,66.7,11.1,0.0,0.0,0.0,0.0,32.818000000000005,6.05,39102,51381,82033,63,63.0,63,22.2877,29.3473,15.1853,20.4,10.8,31.2,42.8,60.4,57.2655,34.9914,49.3214,219.5358,11570.0626,6.6,2.0,train
-12880,United States of America,NAM,tropical_moist,-95.294722,29.686389000000002,10.0,11,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,1.1,0.0,6.1,0.0,2.5,0.0,12.3,59.1,16.1,0.0,0.0,0.0,0.0,7.887560000000001,6.11,51128,51128,82033,63,63.0,63,23.569000000000003,31.3722,15.6193,21.8,11.2,33.2,44.8,63.2,60.5,37.318000000000005,51.2742,262.0331,14582.7656,8.6,2.8,train
-12882,United States of America,NAM,tropical_moist,-95.081386,29.761653000000003,6.0,0,unknown,unknown,9.5,0.0,0.0,0.0,0.0,3.0,0.0,0.0,17.4,0.0,3.9,3.3,13.9,35.8,11.1,0.0,0.0,0.067,0.004,12.7106,5.3,3430,8035,54131,62,61.94,63,24.7452,30.8082,18.6474,23.0,14.4,33.2,44.2,59.4,56.6,36.0336,50.1399,178.6481,12085.8545,5.2,2.6,train
-12883,United States of America,NAM,tropical_moist,-94.983786,29.823319,12.0,3,unknown,unknown,13.3,0.0,0.0,0.0,0.0,4.6,0.0,0.0,23.1,0.0,4.8,7.4,14.0,17.5,13.1,0.0,0.0,0.0,0.64,55.1856,4.37,2805,16310,54131,61,54.55,63,25.82,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,48.6259,-999.0,-999.0,-999.0,-999.0,train
-12884,United States of America,NAM,tropical_moist,-95.220587,29.767971000000003,6.0,9,unknown,unknown,1.6,0.0,0.0,0.0,0.0,2.2,0.0,0.0,11.1,0.0,2.8,1.7,11.3,58.6,8.8,0.0,0.0,0.14,0.008,32.4456,6.57,23800,25672,82033,63,63.0,63,23.0194,31.3166,14.6331,20.8,9.9,32.8,45.8,64.8,61.4,38.0294,53.9724,247.5891,15909.5021,9.0,4.2,train
-12885,United States of America,NAM,tropical_moist,-95.257593,29.733726,16.0,4,unknown,unknown,2.2,0.0,0.0,0.0,0.0,1.9,0.0,0.0,9.2,0.0,2.2,2.0,11.7,58.5,10.3,0.0,0.0,0.0,0.0,32.4456,6.57,12195,40822,82033,63,63.0,63,22.0886,29.1986,14.9359,20.0,10.4,31.2,42.76,60.0,57.275,34.8209,49.0196,216.9979,11734.6584,5.4,2.6,train
-12887,United States of America,NAM,tropical_moist,-95.128508,29.670025,6.0,4,unknown,unknown,10.7,0.0,0.0,0.0,0.0,1.1,1.1,0.0,8.9,0.0,2.8,2.7,13.4,44.1,14.1,0.0,0.0,0.0,0.09300000000000001,6.087999999999999,6.13,12586,19319,54131,63,62.95,63,25.9675,33.4576,18.3938,24.2,14.4,35.2,46.44,63.8,61.3,38.8089,52.5889,247.5766,16320.2514,12.4,3.2,train
-12889,United States of America,NAM,tropical_moist,-95.01554399999999,29.583046999999997,0.0,6,unknown,unknown,28.4,0.0,0.0,0.0,0.0,0.0,0.0,0.0,5.6,0.0,1.8,2.8,11.8,28.4,18.9,0.0,0.0,0.0,0.0,5.036919999999999,4.83,11482,11482,54131,61,52.69,63,27.3596,33.6558,20.9509,25.4,16.2,36.6,48.4,63.4,60.625,38.6943,51.9753,236.588,16455.4305,8.8,2.6,train
-12890,United States of America,NAM,tropical_moist,-94.167457,32.668987,85.0,21,unknown,unknown,1.9,1.0,0.0,0.0,0.0,25.8,0.0,0.0,68.6,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.003,1.95828,2.5,343,363,3500,7,5.49,62,26.4347,36.3839,16.3592,25.4,12.8,38.2,49.6,63.6,61.25,42.1963,56.5386,154.7646,19657.6202,8.4,0.0,train
-12891,United States of America,NAM,tropical_dry,-98.083347,30.214615999999996,360.0,31,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.4,19.9,12.5,56.5,0.0,3.1,3.6,1.6,0.0,0.0,0.001,0.0,0.485176,1.98,509,594,30394,23,19.2,62,32.4921,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,57.875,-999.0,-999.0,-999.0,-999.0,train
-12893,United States of America,NAM,tropical_dry,-98.29106999999999,26.226226,37.0,4,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,28.8,0.0,54.3,11.4,4.7,0.0,0.0,0.0,0.0,1.33818,1.96,23320,31697,31697,63,62.84,63,23.7355,28.8606,18.5457,22.4,15.6,30.8,39.6,51.4,48.9,32.4849,42.5625,54.3249,5523.286999999999,0.4,0.0,test
-12894,United States of America,NAM,tropical_dry,-97.937265,26.131081,19.0,3,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,9.6,0.0,82.9,4.3,2.9,0.0,0.0,0.037000000000000005,0.0,1.66782,1.83,6255,16069,18067,50,44.28,63,23.2119,29.2607,17.0735,21.6667,14.3333,30.6667,40.1,53.6667,50.8611,32.8828,42.8407,59.3311,6930.2235,0.0,0.0,test
-12895,United States of America,NAM,tropical_dry,-97.803539,32.442305,226.0,13,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,7.1,6.1,79.0,0.0,4.3,1.4,0.0,0.0,0.0,0.126,0.0,2.03023,1.82,1673,2016,2016,62,42.25,63,30.209,38.0653,22.2448,29.6,19.4,39.6,50.34,64.2,62.2,42.5131,55.6849,200.8444,20762.5204,9.6,0.6,test
-12896,United States of America,NAM,warm_dry,-96.115561,33.153077,116.0,11,unknown,unknown,1.1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,11.8,0.0,67.8,0.0,9.6,0.0,7.3,0.0,0.0,1.588,0.0,0.743256,2.07,5389,5477,5477,59,41.8,63,29.9908,37.3227,22.4592,29.2,19.6,39.6,50.0,62.8,60.875,42.3787,54.9628,138.4823,19427.5397,5.6,0.0,test
-12897,United States of America,NAM,tropical_moist,-94.07109100000001,30.036440000000002,6.0,7,unknown,unknown,3.0,0.0,2.4,0.0,0.0,8.9,0.0,0.0,32.3,0.0,3.2,7.0,14.6,10.3,18.0,0.0,0.0,0.0,0.11900000000000001,0.832716,3.45,6565,6565,22822,62,57.78,63,26.8496,34.7064,18.8644,25.0,15.8,36.8,47.8,62.61600000000001,60.425,40.0011,52.7638,151.3437,16580.8571,7.0,0.8,val
-12898,United States of America,NAM,tropical_moist,-93.9911,29.8975,2.0,1,unknown,unknown,16.7,0.0,0.0,0.0,0.0,6.3,0.0,0.0,24.4,0.0,2.5,18.1,12.1,7.5,11.2,0.0,0.0,0.0,0.0,0.159435,3.19,1185,20356,22822,63,57.59,63,27.2925,34.0216,21.0295,25.75,17.25,36.5,47.5,60.75,58.3438,38.8066,50.2393,146.5111,15128.9348,6.25,0.5,val
-12900,United States of America,NAM,tropical_moist,-94.3178,29.863953000000002,0.0,3,unknown,unknown,0.0,0.0,0.0,0.0,0.0,3.7,0.0,0.0,22.4,0.0,3.5,1.2,42.3,0.0,26.2,0.0,0.0,0.28,1.8319999999999999,0.38184,2.73,522,700,2767,17,15.77,62,26.8007,34.9833,18.6065,25.2,15.6,36.6,47.6,61.888000000000005,59.6536,39.875,51.7202,145.1513,16142.53,5.6,0.2,val
-12901,United States of America,NAM,tropical_moist,-93.89399999999999,29.728,0.0,3,unknown,unknown,53.3,0.0,0.0,0.0,0.0,5.2,0.0,0.0,15.3,0.0,0.0,13.8,5.8,3.1,1.6,0.0,0.0,0.0,0.0,0.6655479999999999,2.77,25,40,20356,30,25.08,63,31.1912,36.3558,25.9859,29.2,20.6,39.8,50.8,65.0,62.15,40.7492,53.3932,195.6776,19678.3378,11.4,1.8,val
-12902,United States of America,NAM,tropical_moist,-94.000556,29.9425,0.0,4,unknown,unknown,13.0,0.0,0.0,0.0,0.0,7.2,0.0,0.0,25.7,0.0,2.6,17.4,11.0,9.2,12.7,0.0,0.0,0.0,0.0,0.437055,3.36,9971,17181,22822,62,60.11,63,26.7504,33.1766,20.2767,25.2,16.8,35.2,45.8,59.272,57.0,37.7307,49.3267,132.0153,12990.0111,3.6,0.0,val
-12903,United States of America,NAM,tropical_moist,-93.955,29.865,0.0,3,unknown,unknown,19.0,0.0,0.0,0.0,0.0,7.2,0.0,0.0,24.3,0.0,2.0,20.5,9.8,6.7,8.7,0.0,0.0,0.0,0.0,0.159435,3.19,3524,20356,20356,62,51.36,63,25.8534,31.0913,20.6131,24.0,16.0,34.4,44.6,58.168,55.0857,35.3585,48.6251,123.2229,11116.0786,4.4,0.4,val
-12904,United States of America,NAM,tropical_moist,-94.01087199999999,29.978924,1.0,6,unknown,unknown,12.6,0.0,1.0,0.0,0.0,7.2,0.0,0.0,26.5,0.0,2.6,14.2,10.0,10.3,14.7,0.0,0.0,0.0,0.0,0.437055,3.36,16688,16688,22822,63,61.35,63,27.5694,34.4806,20.5866,25.8,17.0,36.6,47.6,61.0,58.875,39.254,51.1381,144.0355,15369.4609,6.0,0.4,val
-12906,United States of America,NAM,tropical_dry,-97.436748,32.353593,250.0,28,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,5.9,2.1,82.4,0.0,4.7,1.0,3.5,0.0,0.0,1.23,0.0,13.4608,2.44,2130,16079,16079,55,37.62,63,30.6974,38.428000000000004,22.8456,29.4,19.9,40.0,51.0,66.0,63.65,42.7739,56.9902,223.0341,22169.6474,11.8,0.6,test
-12908,United States of America,NAM,tropical_dry,-96.317677,32.564952000000005,128.0,17,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,13.9,0.0,59.3,0.0,11.7,0.0,13.3,0.0,0.0,2.225,0.0,0.775195,2.59,1611,2472,5410,45,25.41,63,31.5163,38.3033,24.6664,30.6,21.6,40.4,50.0,62.4,60.675,42.3275,54.9267,127.0124,19778.7493,4.0,0.2,test
-12910,United States of America,NAM,tropical_dry,-97.070684,31.653067999999998,143.0,12,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,2.6,0.0,58.9,0.0,24.8,4.1,7.4,0.0,0.0,1.272,0.0,32.3983,2.37,4566,5040,26757,42,32.61,63,29.8023,37.9165,21.6761,28.9,19.0,39.0,49.8,62.816,60.875,42.0629,53.9489,137.4325,19885.5782,6.2,0.0,train
-12912,United States of America,NAM,tropical_moist,-95.425128,30.350302000000003,43.0,14,unknown,unknown,1.8,1.1,0.0,0.0,0.0,12.7,1.2,0.0,63.1,0.0,2.9,1.3,6.6,4.2,4.2,0.0,0.0,0.0,0.0,3.21343,3.12,2168,4231,16181,61,51.39,63,27.6008,36.8902,18.1533,26.3,15.4,37.8,49.4,64.2,60.825,42.2806,56.3699,239.9179,19811.3861,9.0,0.8,train
-12914,United States of America,NAM,tropical_dry,-96.399138,32.031940000000006,128.0,26,unknown,unknown,6.7,0.0,0.0,0.0,0.0,0.0,1.2,0.0,17.1,0.0,57.5,1.0,8.0,0.0,7.2,0.0,0.0,0.547,0.0,0.8993979999999999,2.53,314,619,7109,13,12.05,62,30.9819,38.0416,23.8592,30.0,20.6,39.8,50.4,63.0,61.075,42.1361,55.0378,125.7632,19770.5365,6.2,0.2,test
-12915,United States of America,NAM,tropical_dry,-97.434247,27.765334999999997,6.0,8,unknown,unknown,22.9,0.0,0.0,0.0,0.0,0.0,1.4,0.0,0.0,0.0,15.2,0.0,46.1,10.7,1.5,0.0,1.2,0.0,0.0,0.699066,1.6,27856,34618,45898,63,62.45,63,28.6835,33.0407,24.3533,26.6,18.6,37.4,47.2,60.0,57.4,37.0698,48.2332,118.4227,13336.2061,4.0,0.0,val
-12916,United States of America,NAM,tropical_dry,-97.55539499999999,27.832408,12.0,19,unknown,unknown,11.2,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,13.6,0.0,63.1,9.1,1.1,0.0,0.0,0.006999999999999999,0.0,6.02245,1.71,5131,5131,45898,62,52.48,63,27.0403,32.5552,21.5417,25.0,17.6,35.2,44.8,58.4,56.275,36.5081,47.5082,122.4809,11816.7468,3.2,0.2,val
-12917,United States of America,NAM,tropical_moist,-93.761341,30.085263,11.0,3,unknown,unknown,10.1,1.0,1.5,0.0,0.0,12.2,0.0,0.0,33.2,0.0,1.9,21.0,5.2,2.2,11.2,0.0,0.0,0.0,0.08900000000000001,13.8355,3.34,2870,7577,20356,62,53.67,63,26.2795,34.13,18.3625,24.8,15.6,35.8,47.02,61.0,58.35,39.1195,51.1997,152.0136,14923.2494,5.8,0.4,val
-12918,United States of America,NAM,tropical_moist,-93.86694399999999,30.194166999999997,0.01,5,unknown,unknown,2.7,0.0,6.3,0.0,0.0,19.3,0.0,0.0,43.0,0.0,1.3,10.8,3.7,4.5,7.9,0.0,0.0,0.0,0.0,1.7989099999999998,3.2,1082,1394,8261,18,17.08,63,24.761,33.9561,15.5149,23.8,12.0,35.2,46.6,60.8,57.775,39.2428,51.6043,137.7861,14735.1073,3.8,0.2,val
-12919,United States of America,NAM,warm_dry,-97.90593100000001,32.868777,347.0,53,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,3.5,1.1,90.2,0.0,2.9,1.0,0.0,0.0,0.0,1.031,0.0,2.29285,1.74,362,362,10193,8,8.74,63,35.0445,40.5979,29.3865,33.8,25.2,43.6,53.4,66.8,64.675,44.5048,57.4276,203.0919,25542.5582,13.8,0.8,test
-12922,United States of America,NAM,warm_dry,-96.459211,32.936523,165.0,27,unknown,unknown,4.8,0.0,0.0,0.0,0.0,0.0,0.0,0.0,6.6,0.0,55.1,0.0,16.1,10.4,3.9,0.0,0.0,1.9369999999999998,0.0,12.9014,3.13,4169,4976,44627,63,59.52,63,32.6915,38.9904,26.3256,31.6,22.4,41.8,52.0,65.404,63.7,43.5946,57.7516,194.3468,23108.9746,10.2,1.0,test
-12924,United States of America,NAM,tropical_moist,-95.415752,32.344008,152.0,46,unknown,unknown,2.6,0.0,0.0,0.0,0.0,1.2,0.0,0.0,62.4,0.0,18.5,1.1,3.6,3.7,5.5,0.0,0.0,0.0,0.0,0.505191,2.26,1218,4461,19805,26,25.61,63,33.2674,39.4884,26.921,32.0,23.2,42.0,52.0,64.8,62.525,43.62,56.353,151.4038,23086.0345,9.0,0.4,train
-12926,United States of America,NAM,warm_dry,-97.477175,32.987891,226.0,21,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,2.5,0.0,81.6,0.0,6.8,6.4,0.0,0.0,0.0,1.339,0.0,5.13709,2.65,507,2647,31577,34,36.93,63,29.3274,37.3614,21.1986,27.8,18.4,38.6,49.8,66.292,63.65,42.0287,56.9478,233.7083,21162.5079,12.2,0.8,test
-12927,United States of America,NAM,tropical_dry,-97.35656800000001,32.805818,204.0,23,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.8,0.0,50.7,0.0,9.9,35.2,0.0,0.0,0.0,0.064,0.0,26.176,3.12,18312,27709,40329,63,63.0,63,27.3838,35.4477,19.1435,26.0,15.4,37.6,49.6,65.8,63.5,41.2218,57.9517,272.0329,20219.8597,13.6,1.2,test
-12928,United States of America,NAM,tropical_dry,-97.282088,32.922498,254.5,35,unknown,unknown,1.5,0.0,0.0,0.0,0.0,0.0,0.0,0.0,3.1,0.0,55.9,0.0,11.2,26.2,0.0,0.0,0.0,0.718,0.0,27.6046,3.71,3659,10444,34449,63,62.94,63,31.0862,39.3103,22.7847,29.4,19.4,41.0,53.2,70.4,67.725,44.1328,62.0222,301.3172,27369.4555,20.8,3.4,test
-12929,United States of America,NAM,tropical_dry,-97.063705,32.98426,165.0,19,unknown,unknown,3.2,0.0,0.0,0.0,0.0,0.0,0.0,0.0,3.5,0.0,38.8,0.0,14.2,37.1,0.0,0.0,0.0,1.1179999999999999,0.0,16.3075,4.1,7544,14509,44579,63,62.04,63,30.473000000000003,38.5831,22.2351,29.0,18.8,40.2,52.64,70.6,67.75,44.0366,62.9316,311.9435,26314.1037,21.6,2.4,test
-12930,United States of America,NAM,tropical_dry,-97.088583,32.656372,183.0,17,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,3.9,0.0,50.3,0.0,11.9,29.8,1.6,0.0,0.0,0.649,0.0,8.216280000000001,3.69,14126,29529,60174,63,62.98,63,28.4334,36.2048,20.5348,27.4,17.4,38.0,49.8,64.404,62.225,41.3925,55.5604,220.421,20214.7237,10.0,1.0,test
-12932,United States of America,NAM,tropical_dry,-97.760254,30.354419,232.0,60,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,18.9,1.7,42.5,0.0,9.1,22.8,2.6,0.0,0.0,0.013999999999999999,0.0,20.9376,2.9,43016,43472,45706,62,62.14,63,29.9819,36.3462,23.586,28.6,19.4,38.8,49.4,63.156000000000006,61.4,41.1226,52.9895,141.4598,18205.1784,6.8,0.2,train
-12933,United States of America,NAM,tropical_dry,-97.87230100000001,30.483168,317.0,76,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.1,25.4,6.5,40.3,0.0,7.2,14.9,2.3,0.0,0.0,0.013000000000000001,0.0,2.1684200000000002,2.64,8310,14364,43472,53,42.65,63,30.6625,37.0592,24.1757,29.4,20.65,39.2,49.4,62.4,60.45,41.4836,52.888999999999996,136.7535,18237.2389,4.6,0.0,train
-12936,United States of America,NAM,tropical_dry,-97.005534,28.836165,12.0,12,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,11.9,0.0,6.1,0.0,29.6,0.0,20.9,1.4,28.5,0.0,0.0,0.0,0.325,0.922176,2.04,26577,26577,26577,62,55.66,63,25.8668,32.0012,19.7618,24.2,16.2,34.0,44.0,57.8,55.325,35.888000000000005,47.2849,96.115,10941.158000000001,1.8,0.0,train
-12938,United States of America,MCA,tropical_dry,-99.52029,27.511267,98.0,6,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,3.1,0.0,0.0,86.2,0.0,2.4,7.4,0.0,0.0,0.0,0.0,0.059000000000000004,3.7413,2.17,31320,57836,57836,63,62.47,63,24.4525,28.7214,16.9954,21.8333,13.3333,31.3333,40.6667,51.3333,49.2917,33.2947,46.1443,67.2755,6400.7267,0.6667,0.0,test
-12939,United States of America,NAM,cool_moist,-112.01886299999998,41.492707,1334.0,64,unknown,unknown,8.8,1.3,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,55.6,0.0,19.4,3.1,6.2,0.0,3.7,0.92,0.0,0.205525,1.5,5460,5460,14123,60,40.61,63,43.9389,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,62.5308,-999.0,-999.0,-999.0,-999.0,test
-12940,United States of America,NAM,cool_dry,-112.233179,41.94595,1369.0,38,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,91.9,0.0,7.0,0.0,0.0,0.0,0.0,1.55,0.0,0.510786,1.18,4,4,1670,5,5.03,59,37.4856,42.4569,32.2032,36.75,29.75,44.75,52.5,60.5,59.0312,45.4727,59.2712,85.1582,25041.308999999997,1.5,0.0,test
-12942,United States of America,NAM,cool_dry,-111.8375,41.731111,1380.0,35,unknown,unknown,0.0,4.9,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,69.0,0.0,16.8,1.7,6.3,0.0,0.0,0.41600000000000004,0.0,0.696021,1.28,22595,22595,22595,63,53.25,63,27.2335,35.0344,19.5344,27.4,13.6,39.6,49.8,60.0,58.1,41.0455,58.9025,86.2692,18741.6864,1.4,0.2,test
-12943,United States of America,NAM,cool_dry,-110.800749,39.60996,1722.0,66,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,14.0,0.0,0.0,82.9,0.0,1.1,0.0,0.0,0.0,0.0,0.0,0.0,1.8259599999999998,1.5,2041,3622,3622,60,33.31,62,40.5052,47.0348,33.7481,40.3333,31.3333,50.0,57.3333,64.3333,63.0625,50.7408,62.2618,97.06299999999999,39608.5875,4.0,0.0,train
-12944,United States of America,NAM,cool_dry,-109.39200000000001,40.922,1960.0,136,unknown,unknown,1.7,17.6,0.0,0.0,0.0,0.0,0.0,0.0,2.0,0.0,76.7,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.17865699999999998,0.85,9,18,190,6,2.55,14,44.7346,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,55.9076,-999.0,-999.0,-999.0,-999.0,val
-12946,United States of America,NAM,cool_dry,-111.88446699999999,40.902967,1309.0,36,unknown,unknown,5.7,3.5,0.0,0.0,0.0,1.4,0.0,0.0,1.6,0.0,37.6,1.1,8.2,20.7,15.0,0.0,4.8,0.281,0.0,24.7257,2.41,13646,16667,49497,63,56.79,63,32.52,36.3569,21.9704,30.0,15.5,41.5,50.5,63.32,60.5,41.5169,61.4085,170.4759,21474.0171,6.5,0.0,test
-12947,United States of America,NAM,cool_dry,-110.009732,40.294178,1596.0,44,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,4.1,0.0,0.0,88.3,0.0,7.1,0.0,0.0,0.0,0.0,0.0,0.0,0.45074,1.14,539,814,1448,52,31.37,57,37.4383,45.0724,27.6725,36.0,23.5,48.0,56.5,73.0,67.8125,48.8465,64.4138,269.7428,39232.6813,16.5,6.0,train
-12948,United States of America,NAM,cool_dry,-110.84105600000001,40.208652,1558.0,56,unknown,unknown,0.0,3.7,0.0,0.0,0.0,0.0,0.0,0.0,3.0,0.0,84.7,0.0,2.5,0.0,4.9,0.0,0.0,0.0,0.0,0.247571,0.9,15,15,15,8,4.31,11,39.5029,47.8813,31.8573,42.0,32.0,50.0,57.0,64.5,62.0833,50.727,60.7043,100.9359,40947.9429,3.0,0.3333,train
-12949,United States of America,NAM,cool_dry,-110.18274199999999,40.216778999999995,1606.0,30,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,5.7,0.0,0.0,86.1,0.0,7.4,0.0,0.0,0.0,0.0,0.0,0.0,0.4033,1.11,54,54,1448,6,6.72,57,40.2644,49.9748,33.73,41.0,30.5,51.5,60.0,86.0,72.125,53.7871,74.5522,553.7343,50935.8314,29.0,10.5,train
-12950,United States of America,NAM,cool_dry,-111.614722,37.775556,1789.0,54,unknown,unknown,0.0,6.3,0.0,0.0,0.0,0.0,0.0,47.4,5.9,0.0,36.8,0.0,1.3,0.0,0.0,0.0,1.3,0.0,0.0,0.006498,0.73,3,3,3,19,5.85,20,37.9719,42.8211,37.0164,39.6667,33.3333,46.0,52.0,59.3333,57.625,45.291000000000004,56.3178,81.0448,22576.9946,1.6667,0.0,train
-12953,United States of America,NAM,cool_dry,-112.210278,40.736389,1284.0,0,unknown,unknown,25.8,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,43.2,0.0,3.1,15.9,1.8,0.0,7.7,0.374,0.0,0.962601,2.92,398,404,44543,51,28.7,63,41.0509,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,63.0574,-999.0,-999.0,-999.0,-999.0,test
-12956,United States of America,NAM,warm_dry,-111.872222,40.736389,1306.0,26,unknown,unknown,0.0,7.3,0.0,0.0,0.0,2.2,0.0,0.0,1.9,0.0,41.3,0.0,4.6,31.2,8.4,0.0,0.0,0.012,0.0,48.6205,3.66,49497,49497,49497,63,62.99,63,28.0785,36.4417,19.8349,28.6,11.2,42.2,52.4,66.4,63.1929,42.4632,65.0771,206.5484,25701.8942,9.8,1.0,test
-12960,United States of America,NAM,cool_dry,-112.299618,40.543309,1511.0,115,unknown,unknown,4.8,2.1,0.0,0.0,0.0,0.0,0.0,1.1,1.7,0.0,75.7,0.0,3.4,3.0,3.8,0.0,3.3,0.306,0.0,0.162074,2.1,4717,10695,13262,63,44.98,63,44.0522,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,61.0061,-999.0,-999.0,-999.0,-999.0,test
-12961,United States of America,NAM,cool_dry,-109.7,40.538000000000004,2620.0,593,unknown,unknown,0.0,16.2,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,77.7,0.0,3.7,0.0,0.0,0.0,0.0,0.0,0.0,0.295547,0.92,94,94,2425,0,0.9,62,47.6783,50.3219,-999.0,49.0,44.5,55.0,60.0,67.0,62.3988,50.7827,58.4584,-999.0,46473.668,2.3333,-999.0,train
-12962,United States of America,NAM,cool_dry,-109.3047,40.4372,1463.0,19,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,2.7,0.0,0.0,92.6,0.0,3.1,0.0,0.0,0.0,0.0,0.126,0.0,0.6263989999999999,1.04,42,42,2425,0,2.26,62,39.0059,46.0593,30.586,38.5,26.0,50.25,59.0,74.25,68.5938,49.7479,66.3518,289.5349,39944.8358,16.75,4.25,train
-12963,United States of America,NAM,cool_dry,-109.510393,40.452267,1.0,69,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,2.9,0.0,0.0,92.7,0.0,3.9,0.0,0.0,0.0,0.0,0.0,0.0,0.493408,1.13,92,2425,2425,61,41.9,62,34.7489,43.0648,26.3853,35.3333,22.6667,46.6667,55.3333,68.3333,64.3472,47.7553,62.7952,213.1793,33615.0296,11.6667,3.0,train
-12964,United States of America,NAM,cool_dry,-109.353932,40.206291,1701.8,133,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,3.7,0.0,0.0,95.4,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,4.72708,1.46,12,12,42,8,8.26,48,43.9063,48.1121,39.2623,43.0,34.4,51.8,61.0,77.8,72.775,51.7586,68.3288,308.2863,44343.2751,21.8,6.0,train
-12965,United States of America,NAM,cool_dry,-109.68810800000001,40.056709999999995,1466.8,26,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,11.0,0.0,0.0,88.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,5.67917,1.36,12,12,94,0,2.56,48,41.4605,48.3243,34.0095,41.2,29.0,51.8,61.6,85.2,78.25,53.2255,74.8216,446.4569,48564.1538,28.0,13.8,train
-12966,United States of America,NAM,cool_dry,-109.097302,39.868621999999995,1878.87,164,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,2.7,3.0,0.0,93.4,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.069646,1.01,12,13,27,0,0.0,16,46.6526,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,63.4775,-999.0,-999.0,-999.0,-999.0,train
-12967,United States of America,NAM,cool_dry,-109.906796,40.483598,1893.0,160,unknown,unknown,0.0,11.5,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,84.2,0.0,2.8,0.0,0.0,0.0,0.0,0.0,0.0,13.2444,0.99,12,12,1448,12,7.1,57,43.8346,49.0151,40.3583,44.5,37.0,51.5,58.0,69.42,63.0,50.6813,59.5395,283.7347,44868.2869,7.3333,3.5,train
-12968,United States of America,NAM,cool_dry,-111.66305600000001,40.253611,1402.0,32,unknown,unknown,14.6,2.7,0.0,0.0,0.0,2.2,0.0,0.0,2.0,0.0,35.1,0.0,15.7,10.9,15.7,0.0,0.0,0.79,0.0,0.341444,1.6,41288,41288,41288,63,59.34,63,27.6935,36.4505,17.8194,26.5,10.1875,41.25,52.75,64.0,62.7,43.4507,63.9467,136.5017,24776.0714,5.4,0.0,test
-12970,United States of America,NAM,cool_dry,-111.80388899999998,40.430278,1485.0,66,unknown,unknown,8.9,5.5,0.0,0.0,0.0,1.8,0.0,0.0,1.7,0.0,50.0,0.0,7.1,18.5,5.5,0.0,0.0,2.231,0.0,0.166793,2.38,3798,13834,38568,63,61.65,63,42.1941,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,59.7735,-999.0,-999.0,-999.0,-999.0,test
-12971,United States of America,NAM,warm_dry,-111.66050200000001,40.136336,1380.0,13,unknown,unknown,12.2,3.7,0.0,0.0,0.0,2.0,0.0,0.0,2.7,0.0,39.7,0.0,15.9,9.0,13.9,0.0,0.0,3.1860000000000004,0.0,7.82103,1.62,2694,17683,41288,63,53.01,63,42.8616,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,65.2652,-999.0,-999.0,-999.0,-999.0,test
-12973,United States of America,NAM,warm_dry,-113.637,37.129,846.0,40,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,81.1,1.5,0.0,14.3,0.0,0.0,1.6,0.0,0.0,0.0,0.0,0.0,0.069619,1.12,3221,14331,14331,62,47.06,63,43.1264,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,61.7675,-999.0,-999.0,-999.0,-999.0,val
-12974,United States of America,NAM,warm_dry,-113.18299999999999,37.129,846.0,385,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,72.4,0.0,0.0,25.3,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.275251,0.94,215,215,751,0,0.62,59,38.7294,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,60.5345,-999.0,-999.0,-999.0,-999.0,val
-12975,United States of America,NAM,warm_dry,-113.1506,37.1983,1213.0,98,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,66.0,1.6,0.0,28.6,0.0,1.7,0.0,0.0,0.0,0.0,0.0,0.0,0.275251,0.94,167,215,498,0,1.14,59,43.4257,47.4495,39.4342,42.6,35.8,50.4,57.4,65.4,64.325,49.9105,62.2105,124.0732,38345.2332,6.4,0.0,val
-12976,United States of America,NAM,cool_dry,-111.975524,41.206321,1316.0,20,unknown,unknown,9.5,2.2,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,41.6,0.0,20.3,12.4,8.7,0.0,2.7,0.27399999999999997,0.0,17.6467,1.93,22497,22497,24594,63,61.65,63,25.5872,35.5413,15.7419,24.8,5.4,41.4,52.2,64.6,62.275,42.2131,63.5067,153.9417,24079.1635,5.4,0.0,test
-12980,United States of America,NAM,cool_dry,-111.987871,41.303614,1331.0,25,unknown,unknown,7.1,2.6,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,47.8,0.0,18.6,11.3,8.1,0.0,1.6,0.5920000000000001,0.0,6.01409,1.62,6045,13212,24594,62,58.26,63,42.5593,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,65.6997,-999.0,-999.0,-999.0,-999.0,test
-12981,United States of America,NAM,cool_moist,-73.24984,42.88759,241.0,68,unknown,unknown,0.0,0.0,0.0,0.0,64.8,16.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,18.2,0.0,0.0,0.0,0.0,0.509073,1.98,1354,6436,6436,13,17.98,53,29.5617,34.5688,24.1898,30.4,21.0,38.2,45.6,56.216,55.175,38.5243,49.3008,78.9071,9953.7745,1.0,0.0,train
-12982,United States of America,NAM,cool_moist,-72.86884,44.52839,392.0,167,unknown,unknown,0.0,0.0,0.0,0.0,48.2,35.2,0.0,0.0,0.0,0.0,0.0,0.0,0.0,3.0,13.1,0.0,0.0,0.0,0.0,0.73092,1.38,285,344,6730,6,5.76,59,33.9709,35.7275,32.0643,34.2,26.6,41.0,47.6,56.0,54.6786,39.2938,50.0257,59.8628,10421.2727,0.4,0.0,test
-12983,United States of America,NAM,warm_moist,-78.50397,38.076570000000004,172.0,44,unknown,unknown,0.0,0.0,0.0,0.0,43.8,14.2,0.0,0.0,1.7,0.0,0.0,0.0,0.0,1.5,38.2,0.0,0.0,0.0,0.0,1.42297,2.61,21825,21825,21825,61,47.2,63,30.874000000000002,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,54.3897,-999.0,-999.0,-999.0,-999.0,test
-12985,United States of America,NAM,warm_moist,-77.05922,38.8577,16.0,24,unknown,unknown,2.0,1.1,0.0,0.0,6.0,11.4,0.0,0.0,3.5,0.0,0.0,0.0,4.1,47.5,23.8,0.0,0.0,0.006,0.0,39.8027,5.38,49751,84518,112882,63,63.0,63,33.0074,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,62.7382,-999.0,-999.0,-999.0,-999.0,val
-12987,United States of America,NAM,warm_moist,-77.37742,38.20087,68.0,47,unknown,unknown,2.3,0.0,0.0,0.0,23.9,37.0,0.0,0.0,3.5,0.0,0.0,0.0,3.3,2.2,26.7,0.0,0.0,0.47600000000000003,0.0,1.8311400000000002,3.15,138,213,12098,5,6.98,63,30.2464,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,55.675,-999.0,-999.0,-999.0,-999.0,train
-12988,United States of America,NAM,warm_moist,-77.25925,37.34438,6.0,0,unknown,unknown,2.2,1.6,0.0,0.0,4.9,43.4,0.0,0.0,11.0,0.0,0.0,0.0,4.4,6.1,25.2,0.0,0.0,0.406,0.0,18.7008,3.91,729,3788,19193,24,29.11,63,31.5182,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,56.5358,-999.0,-999.0,-999.0,-999.0,val
-12989,United States of America,NAM,warm_moist,-77.59355,37.357479999999995,83.0,19,unknown,unknown,0.0,0.0,0.0,0.0,7.4,47.1,0.0,0.0,14.3,0.0,0.0,0.0,3.4,7.6,18.9,0.0,0.0,0.526,0.0,0.33211199999999996,3.34,1403,3674,23717,15,20.24,63,29.2297,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,54.9349,-999.0,-999.0,-999.0,-999.0,val
-12992,United States of America,NAM,warm_moist,-77.10468,38.77335,68.0,41,unknown,unknown,3.4,1.2,0.0,0.0,9.5,13.1,0.0,0.0,3.4,0.0,0.0,0.0,4.2,42.8,21.3,0.0,0.0,0.037000000000000005,0.0,47.7689,4.86,26019,44551,112882,63,62.68,63,34.0301,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,61.4112,-999.0,-999.0,-999.0,-999.0,val
-12996,United States of America,NAM,warm_moist,-77.76772,38.47367,102.0,5,unknown,unknown,0.0,0.0,0.0,0.0,28.6,13.0,0.0,0.0,0.0,0.0,0.0,0.0,3.3,0.0,53.9,0.0,0.0,0.131,0.0,0.304689,3.02,538,649,3696,7,6.36,62,26.7857,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,50.8496,-999.0,-999.0,-999.0,-999.0,train
-12997,United States of America,NAM,warm_moist,-78.08157,39.28102,192.0,33,unknown,unknown,0.0,0.0,0.0,0.0,21.4,1.0,0.0,0.0,0.0,0.0,0.0,0.0,11.8,2.2,63.1,0.0,0.0,0.95,0.0,10.4052,3.53,1214,1830,14089,26,18.77,63,27.9313,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,54.1201,-999.0,-999.0,-999.0,-999.0,val
-13000,United States of America,NAM,warm_moist,-77.2188,37.60613,48.0,13,unknown,unknown,0.0,1.2,0.0,0.0,7.7,34.0,0.0,0.0,9.5,0.0,0.0,0.0,4.4,8.7,34.2,0.0,0.0,0.39299999999999996,0.0,18.5822,3.52,714,1360,41687,11,11.83,63,30.4592,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,58.545,-999.0,-999.0,-999.0,-999.0,val
-13001,United States of America,NAM,warm_moist,-77.40026999999999,37.55652,49.0,38,unknown,unknown,0.0,0.0,0.0,0.0,7.0,27.3,0.0,0.0,18.5,0.0,0.0,0.0,5.4,14.6,25.5,0.0,0.0,0.639,0.0,11.6955,4.0,22221,41687,41687,63,62.59,63,29.1608,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,40.0017,57.5031,-999.0,-999.0,6.5,-999.0,val
-13003,United States of America,NAM,warm_moist,-77.48925,39.02473,88.0,14,unknown,unknown,0.0,0.0,0.0,0.0,12.3,10.3,0.0,0.0,3.9,0.0,0.0,0.0,5.3,16.1,51.3,0.0,0.0,1.025,0.0,3.68532,4.42,3729,7742,30005,62,61.56,63,32.9452,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,58.0981,-999.0,-999.0,-999.0,-999.0,test
-13006,United States of America,NAM,warm_moist,-78.50442,38.66373,276.0,26,unknown,unknown,0.0,0.0,0.0,0.0,56.8,2.1,0.0,0.0,0.0,0.0,0.0,0.0,4.1,0.0,36.7,0.0,0.0,0.14800000000000002,0.0,0.584172,2.84,611,740,1330,30,17.65,52,31.5528,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,54.6767,-999.0,-999.0,-999.0,-999.0,train
-13008,United States of America,NAM,warm_moist,-77.63462,38.85287,117.0,22,unknown,unknown,0.0,0.0,0.0,0.0,19.5,7.0,0.0,0.0,3.0,0.0,0.0,0.0,5.7,9.6,54.8,0.0,0.0,0.542,0.0,3.24778,3.28,1058,1200,32494,59,45.13,63,30.9008,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,56.0944,-999.0,-999.0,-999.0,-999.0,test
-13009,United States of America,NAM,warm_moist,-79.88452,37.28342,340.0,42,unknown,unknown,0.0,0.0,0.0,0.0,39.7,8.0,0.0,0.0,3.1,0.0,0.0,0.0,1.6,5.1,42.0,0.0,0.0,2.783,0.0,1.63011,2.83,12481,21685,23849,61,47.15,63,32.5777,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,55.6242,-999.0,-999.0,-999.0,-999.0,train
-13010,United States of America,NAM,warm_moist,-79.51257,37.62668,281.0,93,unknown,unknown,0.0,0.0,0.0,0.0,59.9,13.3,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,25.6,0.0,0.0,0.0,0.0,3.31156,2.54,341,341,7036,8,7.17,54,26.5536,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,50.9684,-999.0,-999.0,-999.0,-999.0,train
-13011,United States of America,NAM,warm_moist,-78.81952,38.47753,390.0,30,unknown,unknown,0.0,0.0,0.0,0.0,31.3,1.4,0.0,0.0,0.0,0.0,0.0,0.0,14.0,1.5,51.5,0.0,0.0,0.45299999999999996,0.0,3.54466,2.56,492,4966,16677,22,25.73,62,28.5529,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,54.9201,-999.0,-999.0,-999.0,-999.0,train
-13012,United States of America,NAM,warm_moist,-77.3704,38.48123,51.0,54,unknown,unknown,10.6,1.1,0.0,0.0,30.5,23.7,0.0,0.0,2.0,0.0,0.0,1.3,3.0,4.3,23.1,0.0,0.0,0.0,0.0,13.8909,3.44,2499,8092,26300,40,37.25,63,29.3371,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,56.6799,-999.0,-999.0,-999.0,-999.0,test
-13014,United States of America,NAM,warm_moist,-81.25423,36.89117,751.0,16,unknown,unknown,0.0,0.0,0.0,0.0,48.8,5.9,0.0,0.0,0.0,0.0,0.0,0.0,1.8,0.0,43.3,0.0,0.0,1.3,0.0,0.206261,2.08,477,477,835,13,10.7,59,30.6877,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,53.5296,-999.0,-999.0,-999.0,-999.0,train
-13015,United States of America,NAM,warm_moist,-77.04435,38.810403,9.0,8,unknown,unknown,3.3,1.1,0.0,0.0,8.0,11.5,0.0,0.0,3.3,0.0,0.0,0.0,4.3,41.5,26.0,0.0,0.0,0.306,0.0,39.8027,5.38,18940,47440,112882,63,62.63,63,34.1688,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,65.325,-999.0,-999.0,-999.0,-999.0,val
-13016,United States of America,NAM,warm_moist,-77.0864,38.8065,61.0,13,unknown,unknown,3.4,1.2,0.0,0.0,9.5,13.1,0.0,0.0,3.4,0.0,0.0,0.0,4.2,42.8,21.3,0.0,0.0,0.306,0.0,39.8027,5.38,47440,49751,112882,63,62.9,63,25.6975,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,val
-13019,United States of America,NAM,warm_moist,-76.387017,37.103733,2.0,4,unknown,unknown,54.6,3.9,0.0,0.0,0.0,7.4,0.0,0.0,4.1,0.0,0.0,3.3,2.8,17.0,5.7,0.0,0.0,0.28300000000000003,0.001,22.4772,2.83,11458,21474,27159,61,56.46,63,35.9892,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,57.8325,-999.0,-999.0,-999.0,-999.0,val
-13021,United States of America,NAM,warm_moist,-76.43808,36.90118,3.0,1,unknown,unknown,19.3,3.3,0.0,0.0,0.0,19.6,0.0,0.0,5.4,0.0,0.0,1.7,5.1,29.1,15.4,0.0,0.0,0.565,0.0,1.17775,3.0,3521,9976,35439,61,47.17,63,33.5266,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,54.3838,-999.0,-999.0,-999.0,-999.0,val
-13022,United States of America,NAM,warm_moist,-76.73078000000001,36.66525,19.0,1,unknown,unknown,0.0,1.0,0.0,0.0,0.0,38.5,0.0,0.0,3.6,0.0,0.0,0.0,7.3,1.6,46.8,0.0,0.0,0.9259999999999999,0.0,0.20105499999999998,2.47,303,717,9033,8,9.1,63,31.2268,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,54.9744,-999.0,-999.0,-999.0,-999.0,val
-13025,United States of America,NAM,cool_moist,-124.62491000000001,48.29786,466.0,375,unknown,unknown,60.8,19.9,0.0,0.0,0.0,19.2,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.002,0.0,0.239748,0.63,101,202,202,0,0.0,16,32.7477,32.6856,32.7181,33.4,26.0,39.4,43.8,48.6,47.375,35.9813,46.8348,26.2844,3972.9195,0.0,0.0,val
-13026,United States of America,NAM,cool_moist,-123.26527800000001,47.949306,1573.0,711,unknown,unknown,5.0,72.4,0.0,0.0,0.0,17.9,0.0,0.0,0.0,0.0,1.0,0.0,1.5,0.0,1.4,0.0,0.0,0.0,0.0,0.013316999999999999,0.94,85,146,10413,0,0.0,49,27.241999999999997,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,val
-13029,United States of America,NAM,warm_moist,-122.516667,45.616667,5.0,93,unknown,unknown,1.5,17.8,0.0,0.0,0.0,39.4,0.0,0.0,3.6,0.0,0.0,0.0,5.5,22.9,8.2,0.0,0.0,0.872,0.0,70.1969,2.87,22754,22754,49575,62,61.21,63,23.1294,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,40.735,-999.0,-999.0,-999.0,-999.0,val
-13032,United States of America,NAM,warm_moist,-122.064722,47.5525,22.0,21,unknown,unknown,3.5,36.9,0.0,0.0,0.0,44.3,0.0,0.0,0.0,0.0,0.0,0.0,0.0,12.5,1.2,0.0,0.0,0.205,0.0,13.2903,3.68,7093,13874,82005,58,48.68,63,18.8319,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,39.6584,-999.0,-999.0,-999.0,-999.0,train
-13033,United States of America,NAM,cool_moist,-121.77278000000001,47.49022,140.0,20,unknown,unknown,0.0,64.9,0.0,0.0,0.0,33.1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.158289,1.98,3107,3107,13874,32,19.72,58,20.8634,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,41.5362,-999.0,-999.0,-999.0,-999.0,train
-13035,United States of America,NAM,cool_moist,-121.9379,47.1411,402.0,166,unknown,unknown,0.0,63.4,0.0,0.0,0.0,27.9,0.0,0.0,0.0,0.0,0.0,0.0,1.2,1.6,4.2,0.0,0.0,0.015,0.0,0.247009,2.64,422,1583,12152,8,5.93,61,25.0457,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,44.6808,-999.0,-999.0,-999.0,-999.0,train
-13036,United States of America,NAM,warm_moist,-122.308628,47.568236,105.0,57,unknown,unknown,24.6,22.5,0.0,0.0,0.0,31.4,0.0,0.0,0.0,0.0,0.0,0.0,0.0,19.3,0.0,0.0,0.0,0.113,0.0,1.41626,3.72,28115,82005,82005,63,62.74,63,18.6284,21.1754,16.017,18.8,8.4,28.0,34.6,41.8,39.6905,26.4049,39.7874,11.6368,749.302,0.0,0.0,train
-13044,United States of America,NAM,cool_moist,-121.74036699999999,46.7841,1615.0,421,unknown,unknown,2.0,84.2,0.0,0.0,0.0,3.6,0.0,0.0,0.0,0.0,4.2,0.0,0.0,0.0,0.0,5.0,0.0,0.0,0.0,0.026443,0.85,30,32,156,0,0.0,8,36.7083,36.3313,36.3676,37.25,30.25,42.25,46.5,52.5,50.625,39.9569,48.1806,37.9687,8047.3297,0.0,0.0,train
-13049,United States of America,NAM,cool_moist,-122.61428000000001,48.520590000000006,7.0,0,unknown,unknown,45.7,10.8,0.0,0.0,0.0,24.6,0.0,0.0,0.0,0.0,0.0,0.0,11.3,2.5,3.3,0.0,0.0,0.002,0.0,0.44263199999999997,2.04,3220,3889,14432,48,29.68,57,20.179000000000002,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,35.9104,-999.0,-999.0,-999.0,-999.0,train
-13051,United States of America,NAM,warm_moist,-122.51911000000001,48.460101,2.0,0,unknown,unknown,41.9,8.1,0.0,0.0,0.0,25.4,0.0,0.0,0.0,0.0,1.2,1.0,13.3,2.8,5.6,0.0,0.0,0.972,0.0,1.48038,2.01,1318,1318,11184,22,20.63,57,16.9183,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,31.0959,-999.0,-999.0,-999.0,-999.0,train
-13052,United States of America,NAM,warm_moist,-122.504971,48.397787,44.0,24,unknown,unknown,34.3,8.2,0.0,0.0,0.0,31.4,0.0,0.0,0.0,0.0,1.4,1.1,13.8,2.8,6.4,0.0,0.0,0.894,0.0,1.9447299999999998,2.11,577,1310,11184,20,10.75,57,21.3576,25.0757,19.3027,21.75,13.75,29.5,36.75,45.0,42.3438,29.2392,39.297,100.5773,2192.5765,2.0,1.75,train
-13054,United States of America,NAM,cool_dry,-117.52996999999999,47.41645,696.0,6,unknown,unknown,0.0,17.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,43.5,0.0,35.8,2.6,0.0,0.0,0.0,0.20199999999999999,0.0,0.15195999999999998,1.24,59,59,11431,5,4.99,63,30.8997,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,50.2209,-999.0,-999.0,-999.0,-999.0,val
-13055,United States of America,NAM,cool_dry,-117.364852,47.672482,585.0,18,unknown,unknown,0.0,36.3,0.0,0.0,0.0,5.7,0.0,0.0,1.3,0.0,21.9,0.0,19.3,13.0,2.3,0.0,0.0,0.022000000000000002,0.0,1.29481,1.54,16918,24511,36819,63,61.81,63,27.6623,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,48.8014,-999.0,-999.0,-999.0,-999.0,val
-13056,United States of America,NAM,cool_dry,-117.27422,47.82728,785.0,117,unknown,unknown,0.0,45.9,0.0,0.0,0.0,12.6,0.0,0.0,0.0,0.0,9.4,0.0,15.4,12.6,3.3,0.0,0.0,0.659,0.0,6.34518,1.28,397,397,36819,14,16.63,63,35.7184,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,49.1383,-999.0,-999.0,-999.0,-999.0,val
-13058,United States of America,NAM,warm_moist,-122.59527,46.952562,397.0,38,unknown,unknown,1.6,33.8,0.0,0.0,0.0,52.0,0.0,0.0,0.0,0.0,1.2,0.0,0.0,7.3,2.2,0.0,0.0,0.0,0.0,0.407717,2.97,1136,1393,23645,45,22.8,63,23.3168,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,41.2109,-999.0,-999.0,-999.0,-999.0,train
-13059,United States of America,NAM,cool_moist,-122.55441,48.95074,5.0,18,unknown,unknown,15.3,7.4,0.0,0.0,0.0,31.5,0.0,0.0,0.0,0.0,1.2,0.0,13.2,4.4,25.8,0.0,0.0,0.9420000000000001,0.0,13.3684,2.56,1885,1885,22461,16,18.11,63,19.3046,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,37.4445,-999.0,-999.0,-999.0,-999.0,train
-13060,United States of America,NAM,warm_moist,-77.964125,39.448006,0.0,14,unknown,unknown,0.0,0.0,0.0,0.0,24.8,3.1,0.0,0.0,0.0,0.0,0.0,0.0,8.1,1.3,62.3,0.0,0.0,0.987,0.0,5.43594,3.52,2812,7545,7545,59,50.22,63,29.7253,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,56.2015,-999.0,-999.0,-999.0,-999.0,val
-13061,United States of America,NAM,warm_moist,-82.4259,38.424133000000005,169.47,6,unknown,unknown,0.0,0.0,0.0,0.0,76.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,5.3,16.1,0.0,0.0,0.0,0.0,58.1679,3.05,8196,9805,13937,61,49.75,61,28.6032,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,56.0265,-999.0,-999.0,-999.0,-999.0,val
-13064,United States of America,NAM,cool_moist,-80.632633,37.908533,749.2,54,unknown,unknown,0.0,0.0,0.0,0.0,65.8,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.3,0.0,32.5,0.0,0.0,0.002,0.0,0.816314,2.11,263,276,1328,10,5.34,48,31.991,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,55.1112,-999.0,-999.0,-999.0,-999.0,test
-13065,United States of America,NAM,cool_moist,-80.580717,40.421539,360.0,53,unknown,unknown,0.0,1.2,0.0,0.0,43.5,2.6,0.0,0.0,0.0,0.0,0.0,0.0,1.2,3.5,47.5,0.0,0.0,0.0,0.0,25.5865,3.89,5958,6270,9098,56,44.95,62,34.071,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,58.0599,-999.0,-999.0,-999.0,-999.0,train
-13067,United States of America,NAM,warm_moist,-81.62831700000001,38.3456,194.16,0,unknown,unknown,0.0,0.0,0.0,0.0,86.8,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,4.6,7.0,0.0,0.0,0.046,0.0,1.83571,2.95,8206,20340,20340,60,50.85,60,28.0412,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,58.2115,-999.0,-999.0,-999.0,-999.0,train
-13068,United States of America,NAM,warm_moist,-79.920867,39.649367,378.87,67,unknown,unknown,0.0,0.0,0.0,0.0,56.2,1.3,0.0,0.0,0.0,0.0,0.0,0.0,1.1,1.7,39.4,0.0,0.0,0.0,0.0,2.97262,3.98,2014,19477,19477,59,49.95,62,32.4241,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,56.1363,-999.0,-999.0,-999.0,-999.0,train
-13071,United States of America,NAM,warm_moist,-80.700972,40.114876,0.0,19,unknown,unknown,0.0,0.0,0.0,0.0,34.5,1.2,0.0,0.0,0.0,0.0,0.0,0.0,1.3,3.7,58.2,0.0,0.0,0.0,0.0,3.9354400000000003,3.64,5672,9193,11019,50,42.04,62,30.241999999999997,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,58.9626,-999.0,-999.0,-999.0,-999.0,train
-13073,United States of America,NAM,warm_moist,-81.552367,39.323533000000005,196.6,1,unknown,unknown,0.0,0.0,0.0,0.0,52.4,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.7,2.5,41.2,0.0,0.0,0.0,0.0,21.886,3.24,5438,13291,13291,57,41.42,61,30.5242,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,56.9703,-999.0,-999.0,-999.0,-999.0,train
-13074,United States of America,NAM,cool_moist,-90.656,46.602,196.9,22,unknown,unknown,38.2,0.0,0.0,0.0,15.8,34.5,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,10.0,0.0,0.0,0.0,0.0,0.067968,1.01,43,43,1674,23,7.1,55,28.3823,32.7287,24.0694,29.2,20.0,37.4,44.0,53.0,51.0,36.8051,47.7752,43.7366,7348.914000000001,0.2,0.0,test
-13076,United States of America,NAM,cool_moist,-87.90799,44.53098,212.0,61,unknown,unknown,17.8,0.0,0.0,0.0,0.0,1.4,0.0,0.0,0.0,0.0,0.0,0.0,32.8,7.0,38.4,0.0,0.0,1.347,0.0,58.1659,2.35,3012,6990,25894,55,46.1,63,34.1987,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,51.4933,-999.0,-999.0,-999.0,-999.0,train
-13079,United States of America,NAM,cool_moist,-89.1089,43.3156,306.0,33,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,71.0,0.0,27.7,0.0,0.0,0.49700000000000005,0.0,1.48928,2.2,200,1289,10231,11,12.96,63,35.5858,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,54.0069,-999.0,-999.0,-999.0,-999.0,train
-13082,United States of America,NAM,cool_moist,-89.357298,43.100838,260.0,32,unknown,unknown,2.9,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,49.2,6.4,39.6,0.0,0.0,0.099,0.0,33.3272,2.14,25236,25236,45974,63,60.82,63,33.4648,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,53.3337,-999.0,-999.0,-999.0,-999.0,train
-13083,United States of America,NAM,cool_moist,-88.621111,43.466111,286.5,3,unknown,unknown,1.2,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,2.1,55.3,0.0,39.8,0.0,0.0,0.349,0.0,1.1248799999999999,2.21,471,1618,5820,37,25.64,61,32.7738,36.9738,28.628,32.2,24.0,40.6,48.4,60.4,58.5,40.5441,54.292,129.7977,15787.5042,6.4,0.4,train
-13085,United States of America,NAM,cool_moist,-86.993,45.236999999999995,195.0,29,unknown,unknown,81.3,1.3,0.0,0.0,1.2,7.8,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,6.9,0.0,0.0,0.0,0.0,0.25338299999999997,1.6,70,70,99,0,1.23,31,35.2379,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,51.6791,-999.0,-999.0,-999.0,-999.0,train
-13086,United States of America,NAM,cool_moist,-91.14299999999999,44.761,382.0,24,unknown,unknown,0.0,0.0,0.0,0.0,18.2,15.0,0.0,0.0,0.0,0.0,0.0,0.0,11.5,0.0,54.6,0.0,0.0,0.0,0.0,0.549243,1.71,159,160,4253,8,6.48,61,30.0203,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,50.8302,-999.0,-999.0,-999.0,-999.0,train
-13089,United States of America,NAM,cool_moist,-88.422045,43.687402,323.0,67,unknown,unknown,4.2,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.6,42.7,1.5,47.9,0.0,0.0,0.858,0.0,0.925791,2.14,296,2091,24609,19,22.7,62,35.2117,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,53.3874,-999.0,-999.0,-999.0,-999.0,train
-13090,United States of America,NAM,cool_moist,-88.8088,45.563,559.0,64,unknown,unknown,0.0,0.0,0.0,0.0,16.0,78.3,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,4.7,0.0,0.0,0.0,0.0,0.17238499999999998,1.2,126,126,137,8,6.56,43,34.1998,35.949,32.5002,34.0,26.8,41.0,47.8,57.4,55.325,38.893,51.0199,82.3005,10858.7137,1.0,0.0,test
-13092,United States of America,NAM,cool_moist,-88.81864,43.001999999999995,258.0,2,unknown,unknown,2.1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,37.4,1.2,57.6,0.0,0.0,0.345,0.0,1.48304,2.39,3896,3896,11177,59,36.76,61,33.4915,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,55.6353,-999.0,-999.0,-999.0,-999.0,train
-13095,United States of America,NAM,cool_moist,-87.8093,42.504721999999994,187.0,24,unknown,unknown,58.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,7.8,12.9,19.8,0.0,0.0,0.0,0.0,4.32799,4.38,5878,10200,45229,37,35.8,63,35.3956,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,59.8184,-999.0,-999.0,-999.0,-999.0,train
-13098,United States of America,NAM,cool_moist,-87.88600000000001,42.596000000000004,228.0,31,unknown,unknown,34.4,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,17.7,13.3,32.3,0.0,0.0,0.6609999999999999,0.0,4.32799,4.38,3707,17151,34477,63,60.95,63,30.9305,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,52.8544,-999.0,-999.0,-999.0,-999.0,train
-13100,United States of America,NAM,cool_moist,-87.50524,44.44312,207.0,37,unknown,unknown,53.8,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,21.7,0.0,22.0,0.0,0.0,0.0,0.0,0.39881500000000003,2.25,69,1464,2909,18,13.89,47,36.0972,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,52.6016,-999.0,-999.0,-999.0,-999.0,train
-13101,United States of America,NAM,cool_moist,-91.2269,43.7775,667.0,11,unknown,unknown,3.4,0.0,0.0,0.0,7.2,3.9,0.0,0.0,1.5,0.0,0.0,1.8,6.0,2.7,72.0,0.0,0.0,0.0,0.0,0.077584,1.64,12684,22912,22912,59,40.97,62,31.6482,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,51.1254,-999.0,-999.0,-999.0,-999.0,train
-13105,United States of America,NAM,cool_moist,-87.6161,44.138619,182.0,20,unknown,unknown,46.5,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,20.3,1.6,29.6,0.0,0.0,0.6779999999999999,0.0,4.55408,2.47,3248,5610,7454,48,38.96,62,32.7327,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,53.2614,-999.0,-999.0,-999.0,-999.0,train
-13107,United States of America,NAM,cool_moist,-89.77183000000001,44.70735,381.0,21,unknown,unknown,0.0,0.0,0.0,0.0,11.1,7.1,0.0,0.0,0.0,0.0,0.0,0.0,14.2,1.0,63.3,0.0,0.0,0.0,0.0,0.651783,1.53,153,161,15182,6,6.29,61,34.8462,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,51.2653,-999.0,-999.0,-999.0,-999.0,test
-13108,United States of America,NAM,cool_moist,-87.93333299999999,43.016667,200.0,28,unknown,unknown,37.8,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,7.1,28.5,23.9,0.0,0.0,0.0,0.0,20.8702,3.78,82369,82369,82369,62,62.22,63,30.3063,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,51.0096,-999.0,-999.0,-999.0,-999.0,train
-13109,United States of America,NAM,cool_moist,-87.913504,43.060975,208.0,44,unknown,unknown,37.8,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,7.1,28.5,23.9,0.0,0.0,0.0,0.0,20.8702,3.78,61620,68512,82369,63,60.26,63,27.6226,32.2275,23.0731,27.3,17.4,37.0,46.2,62.2,59.825,36.8687,54.1204,194.5853,12936.6226,7.2,0.8,train
-13112,United States of America,NAM,cool_moist,-87.9,43.181000000000004,213.0,62,unknown,unknown,52.2,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,4.1,20.7,21.3,0.0,0.0,0.0,0.0,94.4675,3.54,7911,9813,82369,60,49.38,63,33.937,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,55.0278,-999.0,-999.0,-999.0,-999.0,train
-13114,United States of America,NAM,cool_moist,-89.632311,45.678052,490.0,24,unknown,unknown,1.4,1.0,0.0,0.0,7.0,83.1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,5.4,0.0,0.0,0.0,0.0,0.950368,1.16,38,234,4358,0,4.5,58,31.5517,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,51.5266,-999.0,-999.0,-999.0,-999.0,val
-13115,United States of America,NAM,cool_moist,-88.395134,44.30738,240.0,21,unknown,unknown,10.1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,43.2,6.8,37.7,0.0,0.0,0.467,0.0,37.1897,2.06,3860,27637,27637,62,58.2,63,33.1477,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,51.7772,-999.0,-999.0,-999.0,-999.0,train
-13118,United States of America,NAM,cool_moist,-87.92,43.343,229.0,62,unknown,unknown,37.9,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,13.5,9.0,37.8,0.0,0.0,0.0,0.0,2.7230000000000003,2.94,1764,3239,21860,45,42.47,63,34.1552,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,54.6674,-999.0,-999.0,-999.0,-999.0,train
-13119,United States of America,NAM,cool_moist,-87.81,43.498059999999995,211.0,60,unknown,unknown,58.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,18.7,0.0,20.9,0.0,0.0,0.0,0.0,8.53176,2.72,610,830,11380,20,16.49,61,34.1108,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,52.922,-999.0,-999.0,-999.0,-999.0,train
-13121,United States of America,NAM,cool_moist,-87.79863399999999,42.713896999999996,197.0,23,unknown,unknown,57.5,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,14.7,8.0,18.5,0.0,0.0,0.003,0.003,6.56044,4.13,2693,15640,34477,62,51.4,63,35.3384,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,57.3789,-999.0,-999.0,-999.0,-999.0,train
-13126,United States of America,NAM,cool_moist,-89.06281,42.50908,247.0,17,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,58.5,7.4,33.6,0.0,0.0,0.251,0.0,0.49472,2.36,14465,17931,19895,63,53.86,63,34.8474,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,56.1347,-999.0,-999.0,-999.0,-999.0,train
-13127,United States of America,NAM,cool_moist,-89.06347,42.51831,243.0,17,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,60.6,5.0,33.8,0.0,0.0,0.251,0.0,0.49472,2.36,14465,17931,19895,62,53.02,63,30.6818,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,51.6841,-999.0,-999.0,-999.0,-999.0,train
-13129,United States of America,NAM,cool_moist,-89.6797,43.4351,392.0,140,unknown,unknown,0.0,0.0,0.0,0.0,5.9,3.8,0.0,0.0,0.0,0.0,0.0,0.0,15.8,1.2,69.8,0.0,0.0,0.08900000000000001,0.0,2.1103,2.06,708,1612,2978,11,17.4,62,34.8288,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,52.5524,-999.0,-999.0,-999.0,-999.0,train
-13132,United States of America,NAM,cool_moist,-87.71600000000001,43.678999999999995,182.0,41,unknown,unknown,54.1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,25.3,2.0,17.2,0.0,0.0,0.0,0.0,1.5413,2.92,534,3620,22445,17,23.9,62,36.0885,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,57.4571,-999.0,-999.0,-999.0,-999.0,train
-13138,United States of America,NAM,cool_moist,-89.65299999999999,46.052,503.0,19,unknown,unknown,3.1,1.7,0.0,0.0,2.5,89.5,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.6,0.0,0.0,0.0,0.0,0.6240939999999999,1.09,40,64,688,0,1.26,57,33.8632,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,50.3025,-999.0,-999.0,-999.0,-999.0,val
-13139,United States of America,NAM,cool_moist,-88.49904599999999,42.580009000000004,268.0,46,unknown,unknown,0.0,1.3,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,38.5,2.0,56.6,0.0,0.0,0.305,0.0,0.973965,2.79,1860,3324,6601,36,36.71,62,35.5041,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,55.2278,-999.0,-999.0,-999.0,-999.0,train
-13143,United States of America,NAM,cool_moist,-88.21507,43.020075,261.0,15,unknown,unknown,0.0,1.4,0.0,0.0,0.0,1.1,0.0,0.0,0.0,0.0,1.0,0.0,10.9,21.6,61.5,0.0,0.0,0.23,0.0,1.63046,3.0,12151,18004,82369,63,61.38,63,29.9108,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,49.4283,-999.0,-999.0,-999.0,-999.0,train
-13149,United States of America,NAM,cool_dry,-105.2903,44.6522,1196.0,24,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.161,0.0,0.10373299999999999,1.15,6,6,18,0,0.0,15,36.9028,41.7555,32.0402,36.6,29.4,44.2,50.8,58.6,57.2821,44.7886,55.4791,76.8977,21762.6456,1.8,0.0,train
-13150,United States of America,NAM,cool_dry,-105.52999399999999,44.146964000000004,1408.0,22,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,99.9,0.0,0.0,0.0,0.0,0.0,0.0,0.044000000000000004,0.0,1.11975,1.25,111,192,3849,0,0.63,63,34.9067,40.3814,29.4696,35.4,27.6,42.2,49.4,58.0,56.775,44.0074,56.2863,69.5997,19055.1591,0.6,0.0,train
-13151,United States of America,NAM,cool_dry,-105.504167,44.265833,1382.0,14,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,99.9,0.0,0.0,0.0,0.0,0.0,0.0,0.054000000000000006,0.0,1.23879,1.31,3105,3849,3849,63,55.17,63,31.1649,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,48.9896,-999.0,-999.0,-999.0,-999.0,train
-13153,United States of America,NAM,cool_dry,-107.61666699999999,41.386944,2060.0,70,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,99.5,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.414321,0.86,8,8,8,0,0.13,6,40.0436,44.2946,35.8948,39.6,33.6,46.2,51.8,58.6,56.9607,46.813,55.9881,63.8528,26606.6168,0.2,0.0,train
-13154,United States of America,NAM,cool_dry,-107.119184,41.783389,2015.0,24,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,99.4,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.083575,0.76,8,8,2900,57,22.34,63,36.4416,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,train
-13155,United States of America,NAM,cool_dry,-105.361822,42.796372,1529.0,50,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,99.1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.014091,1.14,777,886,886,35,26.18,61,30.8186,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,train
-13156,United States of America,NAM,cool_dry,-105.303528,42.766971999999996,5091.0,42,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,99.1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.014091,1.14,449,777,886,7,12.95,61,35.2203,41.836000000000006,31.0452,36.5,29.0,43.5,51.0,58.88,57.5625,45.4559,56.9761,74.9276,21450.0609,1.5,0.0,train
-13157,United States of America,NAM,cool_dry,-104.7048,44.5969,1200.0,17,unknown,unknown,0.0,10.7,0.0,0.0,0.0,4.0,0.0,0.0,0.0,0.0,78.4,0.0,1.6,0.0,4.4,0.0,0.0,0.215,0.0,0.36644299999999996,0.91,18,19,19,0,0.0,23,37.4167,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,57.0166,-999.0,-999.0,-999.0,-999.0,train
-13158,United States of America,NAM,cool_dry,-108.720003,42.529999,2526.0,194,unknown,unknown,0.0,10.6,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,88.9,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.12245199999999999,0.62,8,8,8,0,0.0,7,46.4256,47.6226,45.2961,46.4,41.8,51.2,55.8,61.6,60.2357,50.0553,58.3472,87.7266,35817.8756,1.4,0.0,train
-13159,United States of America,NAM,cool_dry,-107.549444,43.081666999999996,1372.0,68,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,99.8,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.059849,0.78,5,5,5,0,0.0,47,40.3306,44.128,36.6375,39.8,34.4,45.6,52.4,58.636,57.5571,46.7724,56.5026,71.9067,25645.5864,0.8,0.0,train
-13160,United States of America,NAM,cool_dry,-108.57888899999999,43.258556,1634.0,36,unknown,unknown,1.0,0.0,0.0,0.0,0.0,0.0,0.0,4.5,0.0,0.0,84.2,0.0,8.7,0.0,0.0,0.0,1.7,0.0,0.0,0.275125,0.8,19,19,2099,5,1.59,27,35.7792,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,49.251999999999995,-999.0,-999.0,-999.0,-999.0,train
-13161,United States of America,NAM,cool_dry,-108.370278,42.994444,1251.0,7,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,94.3,0.0,5.0,0.0,0.0,0.0,0.0,0.0,0.0,0.04185,0.85,32,1524,4202,17,18.85,62,28.229,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,56.00899999999999,-999.0,-999.0,-999.0,-999.0,train
-13162,United States of America,NAM,cool_dry,-104.778334,41.182227000000005,15.0,43,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,97.1,0.0,0.0,2.8,0.0,0.0,0.0,0.19,0.0,1.41519,1.37,6311,14141,14141,56,45.94,63,40.378,45.4907,35.419000000000004,40.5,33.5,47.5,55.0,63.25,61.6875,48.8755,60.9318,101.8264,33223.3228,1.75,0.0,test
-13163,United States of America,NAM,cool_dry,-106.36501000000001,42.822309999999995,1591.0,36,unknown,unknown,0.0,2.5,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,95.6,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.142933,1.0,11096,11096,13630,58,45.06,63,36.5069,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,56.8784,-999.0,-999.0,-999.0,-999.0,train
-13164,United States of America,NAM,cool_dry,-106.23586,42.8608,1559.0,13,unknown,unknown,0.0,3.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,95.2,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.481868,0.94,191,9294,13630,62,39.45,63,34.8047,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,54.2286,-999.0,-999.0,-999.0,-999.0,train
-13165,United States of America,NAM,cool_dry,-106.847222,44.933611,1135.0,31,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,98.9,0.0,0.0,0.0,0.0,0.0,0.0,0.155,0.0,5.0718,0.91,7,7,5734,0,0.23,62,32.552,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,52.375,42.2289,49.8975,-999.0,-999.0,0.0,-999.0,train
-13166,United States of America,NAM,cool_dry,-110.353,42.98,2475.0,129,unknown,unknown,0.0,17.4,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,75.1,0.0,3.4,0.0,3.9,0.0,0.0,0.0,0.0,0.049304,0.6,7,7,26,0,0.0,6,43.678000000000004,44.8417,42.101000000000006,43.5,38.5,49.0,54.0,61.5,60.125,47.23,55.8785,116.8562,26654.4453,2.5,0.0,train
-13168,United States of America,NAM,cool_dry,-109.75299999999999,42.718999999999994,2360.0,31,unknown,unknown,0.0,5.9,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,92.4,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,3.4745699999999995,0.67,7,7,14,0,3.82,47,37.9192,43.9156,31.8559,38.2,30.4,45.6,52.2,60.0,57.975,46.873999999999995,57.9419,162.2034,26984.4744,4.2,1.0,train
-13169,United States of America,NAM,cool_dry,-110.0551,42.7907,2375.0,15,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,96.5,0.0,3.1,0.0,0.0,0.0,0.0,0.0,0.0,0.031246,0.52,7,11,14,0,0.0,47,38.0944,44.145,32.0165,39.0,30.6,46.0,52.0,58.8,57.05,47.1607,56.0694,101.0361,25675.9805,2.2,0.2,train
-13170,United States of America,NAM,cool_dry,-109.87076,42.869824,2191.0,17,unknown,unknown,0.0,8.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,86.6,0.0,3.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07178,0.6,7,7,14,43,16.39,47,36.6193,43.3844,29.6507,38.1,28.2,45.4,50.8,58.0,56.275,46.5863,55.1855,100.8996,24162.2489,1.4,0.2,train
-13171,United States of America,NAM,cool_dry,-110.09886100000001,42.486360999999995,2076.0,42,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,98.2,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,3.05207,0.63,14,14,14,8,3.48,36,35.9849,43.215,28.7145,36.6667,27.6667,44.3333,51.0,57.3333,55.7917,46.1592,55.7155,68.4989,23313.873,0.3333,0.0,train
-13172,United States of America,NAM,cool_dry,-109.560498,42.373499,2145.0,44,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.033193,0.81,7,7,7,0,0.0,23,41.1199,46.0414,36.088,40.6,34.4,47.6,54.2,60.6,59.2,48.776,58.4267,106.1717,31917.8197,1.8,0.4,train
-13174,United States of America,NAM,cool_dry,-108.619,41.158,2164.0,14,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,2.0,0.0,0.0,97.7,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.890258,0.66,0,0,2,0,0.0,10,38.817,45.0979,33.0616,39.5,32.0,46.0,53.0,59.5,58.1161,47.9695,56.7553,64.9888,28496.2271,0.0,0.0,train
-13175,United States of America,NAM,cool_dry,-109.20700000000001,41.575,1950.0,73,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,4.9,0.0,0.0,91.9,0.0,0.0,0.0,0.0,0.0,2.3,0.0,0.0,0.287385,1.31,3025,3025,3025,49,36.86,63,35.865,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,50.8788,-999.0,-999.0,-999.0,-999.0,train
-13176,United States of America,NAM,cool_dry,-108.024575,41.677453,2176.0,14,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,99.3,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.10959300000000001,1.0,1,1,8,23,14.44,48,35.5636,42.6424,28.6316,36.0,28.0,44.2,51.8,58.8,57.5,46.2451,56.7821,74.1215,24513.3574,0.4,0.0,train
-13177,United States of America,NAM,cool_dry,-109.78833300000001,41.750556,1966.0,55,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,7.9,0.0,0.0,90.5,0.0,0.0,0.0,0.0,0.0,1.4,0.0,0.0,39.5787,1.17,2,2,133,0,0.34,46,38.3911,44.648999999999994,32.1249,38.25,31.0,45.75,53.5,61.0,59.4375,47.6808,58.4134,77.21300000000001,28907.7326,0.75,0.0,train
-13178,United States of America,NAM,cool_dry,-109.760975,41.588716999999995,1912.3,39,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,7.2,0.0,0.0,91.6,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.008245,1.35,2,2,960,25,14.69,61,32.0454,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,53.5727,-999.0,-999.0,-999.0,-999.0,train
-13180,United States of America,NAM,boreal_moist,-110.59947199999999,43.670833,2105.0,120,unknown,unknown,2.8,37.1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,51.9,0.0,2.4,0.0,3.0,0.0,0.0,0.0,0.0,0.027794,0.51,7,7,839,0,0.0,60,38.3854,43.4038,34.6951,39.3333,33.0,46.0,51.6667,58.3333,57.0417,46.2705,53.5685,66.9752,23296.8907,0.6667,0.0,train
-13183,United States of America,NAM,cool_dry,-111.042376,41.373096999999994,2167.0,141,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,99.1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.130829,0.83,817,901,901,8,6.05,63,41.1978,45.0959,37.2347,40.8,35.2,47.0,53.0,59.4,58.45,47.5205,56.9133,72.8178,28307.622000000003,0.8,0.0,train
-13184,United States of America,NAM,cool_dry,-104.19194399999999,43.873056,1437.0,131,unknown,unknown,0.0,15.1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,82.9,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.066124,0.88,507,575,575,44,20.84,55,40.2534,43.5424,40.3109,42.0,37.0,47.5,53.0,59.5,58.75,46.3805,52.1677,61.8114,24318.083,0.0,0.0,test
-13187,United States of America,MCA,tropical_moist,-66.126531,18.440773999999998,5.02,1,unknown,unknown,40.0,0.0,20.7,0.0,0.0,0.0,0.0,0.0,2.6,0.0,0.0,1.8,0.0,20.8,13.2,0.0,0.0,0.0,0.0,1.94115,1.17,32236,61958,63619,63,60.85,63,10.6492,13.8434,7.4889,9.2,4.0,15.6,22.0,30.2,27.125,16.5823,29.6366,29.0126,509.4494,0.0,0.4,val
-13188,United States of America,MCA,tropical_wet,-65.915482,18.177939000000002,150.0,53,unknown,unknown,12.9,0.0,42.3,0.0,0.0,0.0,0.0,0.0,3.1,0.0,0.0,1.0,0.0,8.8,30.3,0.0,0.0,0.0,0.0,0.43072200000000005,0.72,12844,21399,49931,36,40.93,63,11.0028,15.7646,6.2943,9.0,3.2,16.0,24.2,33.152,30.825,18.9521,28.9355,6.1283,160.4937,0.0,0.2,val
-13191,Mexico,NAM,warm_dry,-116.985,32.525,132.0,13,unknown,unknown,19.3,0.0,0.0,0.0,0.0,0.0,7.3,43.5,0.0,0.0,2.7,0.0,2.3,23.7,0.0,0.0,0.0,1.014,0.0,9.41871,4.14,20487,20510,80114,63,63.0,63,22.3566,30.5045,19.9735,-999.0,-999.0,-999.0,-999.0,-999.0,44.75,35.1251,39.9666,34.113,5929.3881,0.0,0.0,test
-13192,Mexico,MCA,warm_dry,-116.97666699999999,32.498333,30.0,46,unknown,unknown,22.5,0.0,0.0,0.0,0.0,0.0,8.1,43.6,0.0,0.0,3.1,0.0,2.4,19.3,0.0,0.0,0.0,0.0,0.0,4.32479,3.9,20496,20506,74796,63,63.0,63,19.3756,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,39.2504,-999.0,-999.0,-999.0,-999.0,test
-13193,Mexico,MCA,warm_dry,-117.054722,32.343333,10.0,19,unknown,unknown,50.4,0.0,0.0,0.0,0.0,0.0,7.2,25.8,0.0,0.0,2.6,0.0,2.2,11.0,0.0,0.0,0.0,0.0,0.0,3.7069900000000002,3.38,20525,20525,62859,55,37.35,63,21.5593,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,39.8356,-999.0,-999.0,-999.0,-999.0,test
-13194,Mexico,MCA,warm_dry,-117.11666699999999,32.5,132.0,79,unknown,unknown,56.8,0.0,0.0,0.0,0.0,0.0,0.0,17.5,0.0,0.0,1.8,0.0,2.2,20.1,0.0,0.0,0.0,0.0,0.0,0.503412,3.93,17875,20496,80114,42,38.66,63,26.1873,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,test
-13196,Mexico,MCA,tropical_dry,-115.44694399999999,32.629166999999995,1.0,3,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,24.5,0.0,0.0,0.0,0.0,41.9,5.7,1.3,0.0,26.0,0.242,0.105,2.10794,2.88,1142,1142,23044,63,62.99,63,19.3792,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,43.2687,-999.0,-999.0,-999.0,-999.0,train
-13198,Mexico,MCA,tropical_dry,-115.504167,32.633611,0.0,2,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,22.2,0.0,0.0,0.0,0.0,39.9,6.0,1.5,0.0,29.7,0.242,0.105,48.0711,2.78,5910,13312,23044,63,62.91,63,22.6359,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,54.4375,-999.0,55.1081,-999.0,-999.0,-999.0,-999.0,train
-13199,Mexico,MCA,warm_dry,-116.618333,32.575,572.0,36,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,15.3,76.8,0.0,0.0,3.4,0.0,1.9,1.1,0.0,0.0,0.0,0.002,0.0,1.3466799999999999,3.2,405,490,20515,63,39.22,63,27.6172,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,58.9355,-999.0,-999.0,-999.0,-999.0,val
-13200,Mexico,MCA,tropical_dry,-115.44861100000001,32.570278,1.0,3,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,26.5,0.0,0.0,0.0,0.0,34.2,4.8,1.1,0.0,32.5,1.265,0.5920000000000001,1.3142200000000002,2.97,1142,1143,13312,49,46.65,63,31.4217,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,51.5048,-999.0,-999.0,-999.0,-999.0,train
-13202,Mexico,MCA,warm_dry,-106.4597,31.689721999999996,0.0,59,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,71.4,0.0,0.0,0.0,0.0,2.7,19.6,0.0,0.0,6.3,0.0,0.0,5.02377,2.95,10752,10757,46290,63,62.89,63,22.7064,-999.0,17.3081,23.0,10.5,32.0,39.0,47.5,47.25,30.7826,46.8044,30.7363,3667.6839,0.0,0.0,train
-13203,Mexico,MCA,warm_dry,-106.4597,31.7355,0.0,3,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,71.7,0.0,0.0,0.0,0.0,1.6,21.3,0.0,0.0,5.4,0.0,0.0,11.5105,2.93,10755,36238,46290,63,63.0,63,23.6782,27.918000000000003,16.7174,23.5,10.0,33.0,40.5,50.0,48.0625,33.1977,49.1645,52.8226,5499.4986,0.0,0.0,train
-13204,Mexico,NAM,warm_dry,-106.3953,31.7122,0.0,6,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,71.6,0.0,0.0,0.0,0.0,2.7,20.4,0.0,0.0,5.3,0.298,0.0,36.7759,2.91,10752,18890,46290,63,63.0,63,25.6422,33.4561,18.547,27.5,12.25,38.5,46.0,56.25,53.7812,38.9148,51.1301,106.1005,13151.4468,2.75,1.0,train
-13207,Armenia,RBU,cool_dry,44.26058333,40.38444444,2080.0,567,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,75.1,0.0,17.9,5.2,1.7,0.0,0.0,0.285,0.0,0.480969,1.27,974,975,62672,0,1.87,61,49.6849,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,64.3733,-999.0,-999.0,-999.0,-999.0,val
-13222,Austria,EUR,cool_moist,15.470556,47.113056,651.0,212,unknown,unknown,0.0,0.0,0.0,0.0,0.0,68.3,0.0,0.0,0.0,0.0,0.0,0.0,5.8,5.4,20.0,0.0,0.0,0.034,0.0,8.6126,3.13,23835,23835,23854,42,39.72,63,35.4251,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,57.417,-999.0,-999.0,-999.0,-999.0,val
-13231,Bulgaria,EUR,cool_moist,24.73861,41.694720000000004,1750.0,411,background,rural,0.0,12.4,0.0,0.0,3.9,69.8,0.0,0.0,0.0,0.0,0.0,0.0,1.7,0.0,10.4,0.0,0.0,0.0,0.0,2.2267200000000003,1.06,345,564,1444,0,4.41,51,41.1054,41.0972,41.9993,41.413000000000004,35.6212,47.4367,52.7267,58.1979,56.8985,44.0876,54.1583,67.1421,17244.4479,0.0,0.0,train
-13235,Switzerland,EUR,cool_moist,6.979444,47.049721999999996,1137.0,645,background,rural,10.1,1.1,0.0,0.0,1.2,27.8,0.0,0.0,0.0,0.0,1.6,0.0,22.6,2.8,32.3,0.0,0.0,0.0,0.0,1.93068,2.32,8185,16243,22869,14,23.26,61,40.3968,40.553000000000004,40.2412,39.3032,33.3763,46.9492,55.806000000000004,69.3068,66.3247,44.2734,58.8153,174.9967,21199.042999999998,11.8,0.0,train
-13242,Czech Republic,EUR,cool_moist,15.083329999999998,49.58333,534.0,44,unknown,unknown,0.0,3.0,0.0,0.0,0.0,23.4,0.0,0.0,0.0,0.0,0.0,0.0,23.8,1.5,47.1,0.0,0.0,4.7010000000000005,0.0,0.863685,2.31,250,565,3150,6,6.34,48,29.6537,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,46.3025,-999.0,-999.0,-999.0,-999.0,val
-13270,Denmark,NPO,polar_moist,-16.67,81.6,20.0,10,unknown,unknown,8.6,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,91.4,0.0,0.0,0.0,0.0,0.11,0,0,0,0,0.0,0,28.8444,28.8291,29.022,31.3736,24.866,35.5686,38.5233,41.3167,39.3949,30.7684,37.0812,7.965,358.2733,0.0,0.0,train
-13276,Estonia,EUR,cool_moist,21.845,58.37583000000001,6.0,2,background,rural,73.1,2.3,0.0,0.0,0.0,19.7,0.0,0.0,1.5,0.0,0.0,1.2,0.0,0.0,1.1,0.0,0.0,0.0,0.0,0.036745,1.23,5,17,87,0,0.0,9,34.0376,34.6762,33.3844,34.0843,28.0694,40.0992,45.6128,53.758,52.8338,38.4123,49.5099,46.6937,7189.9162,0.25,0.0,test
-13277,Spain,EUR,warm_dry,-4.35056,39.54667,917.0,128,background,rural,0.0,1.0,0.0,0.0,0.0,0.0,0.0,25.6,37.4,3.8,8.7,0.0,21.3,0.0,1.1,0.0,0.0,0.521,0.0,0.310218,1.36,366,366,908,11,3.29,32,41.7574,43.0333,40.506,41.2539,34.4412,49.0003,55.4289,63.0905,61.6572,45.9889,59.2761,93.7855,26042.8169,1.25,0.0,val
-13284,Spain,EUR,warm_moist,-4.85,43.439170000000004,134.0,55,background,rural,46.6,0.0,0.0,0.0,0.0,30.0,0.0,0.0,0.0,0.0,3.4,0.0,2.5,0.0,16.1,0.0,0.0,0.0,0.0,1.8138400000000001,2.01,435,709,1036,24,12.09,44,34.0025,35.6804,32.3463,33.4998,27.9103,39.6669,45.6049,53.8458,51.986999999999995,38.4903,49.1011,56.1822,8920.7207,0.0,0.0,test
-13286,Spain,EUR,warm_dry,3.3158199999999995,42.3189,23.0,0,background,rural,78.9,2.7,0.0,0.0,0.0,0.0,1.9,0.0,7.8,0.0,0.0,0.0,4.9,1.9,0.0,0.0,0.0,0.0,0.0,0.521684,1.69,311,755,5764,0,3.76,62,38.0312,39.7095,36.4625,37.9608,30.8776,45.422,52.5425,61.8827,59.4381,42.948,55.7089,104.7102,19788.9053,3.25,0.0,train
-13287,Spain,EUR,warm_dry,-6.923610000000001,38.47278,393.0,64,background,rural,0.0,0.0,0.0,0.0,0.0,3.6,0.0,0.0,47.4,23.3,4.9,0.0,17.6,0.0,2.4,0.0,0.0,0.696,0.122,0.16530899999999998,1.29,377,423,1417,0,1.33,51,30.438000000000002,36.0084,24.9383,29.872,22.3675,38.2622,46.2466,55.8261,54.4658,38.8753,51.5236,62.2658,12317.4907,0.5,0.0,val
-13288,Spain,EUR,warm_dry,-1.10111,39.08278,885.0,267,background,rural,0.0,0.0,0.0,0.0,0.0,0.0,1.7,44.5,35.6,0.0,0.0,0.0,16.8,0.0,0.0,0.0,0.0,0.019,0.022000000000000002,0.645917,1.22,183,198,723,5,7.26,62,42.5094,45.1466,39.8478,41.7263,35.3337,49.119,55.7682,63.5866,61.8461,47.7254,60.0958,97.0706,31079.6157,1.5,0.0,train
-13290,Spain,EUR,warm_dry,0.7347199999999999,41.39389,470.0,125,background,rural,0.0,1.2,0.0,0.0,0.0,0.0,2.0,9.0,25.8,0.0,1.9,0.0,58.6,0.0,0.0,0.0,0.0,0.324,0.071,0.21211300000000002,1.73,202,328,8037,5,5.05,60,37.2888,40.5141,34.1171,36.7171,29.4538,45.3334,52.9385,61.784,59.8819,43.4789,56.9417,91.1465,22301.2578,0.75,0.0,train
-13307,France,EUR,warm_moist,-0.75,46.65,133.0,49,unknown,unknown,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,91.5,0.0,7.4,0.0,0.0,6.263999999999999,0.0,0.623751,2.16,2369,2369,3614,35,15.45,56,29.8419,34.286,25.4202,29.3226,21.5533,37.2171,45.1116,58.2692,55.5123,38.2006,49.9622,93.3791,11376.356000000002,2.25,0.0,val
-13311,France,EUR,cool_moist,0.14194400000000001,42.936667,2877.0,825,unknown,unknown,0.0,5.7,0.0,0.0,1.7,41.2,0.0,0.0,3.0,0.0,17.0,0.0,5.4,0.0,25.6,0.0,0.0,0.052000000000000005,0.0,0.024602000000000002,0.98,779,779,3676,0,5.73,58,49.5162,48.9186,50.9565,49.6228,43.942,55.9718,61.1513,68.1686,65.6468,52.4383,62.427,167.2851,41347.9003,3.5,0.0,train
-13323,United Kingdom,EUR,cool_moist,-1.3252899999999999,51.57108,137.0,78,background,rural,0.0,0.0,0.0,0.0,0.0,3.4,0.0,0.0,0.0,0.0,4.7,0.0,77.9,2.4,11.3,0.0,0.0,13.748,0.0,3.88191,5.52,2786,2841,45327,28,16.05,63,26.8742,29.8663,23.9971,27.3176,19.9243,33.7084,39.7233,49.7481,47.7588,33.7041,45.2842,56.1452,4786.4621,1.25,0.0,train
-13326,United Kingdom,EUR,cool_moist,1.463056,52.293889,46.0,22,background,rural,21.8,0.0,0.0,0.0,0.0,2.2,0.0,0.0,0.0,0.0,4.0,0.0,69.3,0.0,0.0,0.0,0.0,11.829,0.0,1.31105,4.47,1719,1796,4057,6,6.6,59,26.7549,30.3999,23.1422,26.9566,19.314,33.9895,40.1224,49.0417,47.4488,34.1197,45.1844,54.9462,4771.9383,0.8,0.0,test
-13330,United Kingdom,EUR,cool_dry,0.29091999999999996,52.2985,5.0,0,background,rural,0.0,0.0,0.0,0.0,0.0,2.4,0.0,0.0,0.0,0.0,0.0,0.0,92.6,1.5,2.5,0.0,0.0,11.005,0.0,3.9330800000000004,5.12,1732,1814,38504,11,12.93,63,22.0637,26.7176,17.4253,21.2275,12.957,30.0995,38.1945,49.1947,47.2795,30.7056,44.0268,48.6721,4540.6599,1.5,0.0,train
-13331,United Kingdom,EUR,cool_moist,-3.2429,55.792159999999996,260.0,77,background,rural,2.8,0.0,0.0,0.0,0.0,23.8,0.0,0.0,0.0,0.0,56.4,0.0,7.2,5.1,3.3,0.0,0.0,0.0,0.0,0.354437,2.03,417,1379,74745,8,11.03,63,28.618000000000002,30.57,26.7063,28.5706,23.4329,33.7084,38.5954,45.4875,43.7645,33.5689,42.7063,17.6411,2095.1619,0.0,0.0,val
-13333,United Kingdom,EUR,warm_dry,1.08223,51.778056,8.0,2,unknown,unknown,49.7,3.1,0.0,0.0,0.0,1.2,0.0,0.0,0.0,0.0,1.2,1.6,39.9,1.6,1.0,0.0,0.0,6.8389999999999995,0.0,1.31768,6.01,2901,5418,6383,14,17.12,63,25.3606,28.726,22.0261,26.0427,17.9912,33.0169,38.9043,47.5293,45.8969,32.6837,44.6974,39.6402,3573.6207,0.4,0.0,train
-13338,Greece,EUR,warm_dry,25.666667,35.316666999999995,250.0,318,unknown,unknown,67.1,0.0,0.0,0.0,0.0,0.0,1.1,2.4,20.7,0.0,2.1,0.0,4.2,0.0,0.0,0.0,0.0,0.0,0.0,0.21517600000000003,1.04,547,754,1838,0,1.9,53,48.7685,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,train
-13342,Ireland,EUR,cool_moist,-9.899444,53.325832999999996,8.0,4,background,rural,50.3,6.8,0.0,0.0,0.0,8.1,0.0,0.0,0.0,0.0,30.9,1.4,0.0,0.0,1.7,0.0,0.0,0.0,0.0,0.139772,0.95,71,124,633,0,0.38,15,36.5009,37.2402,35.7873,37.1394,31.5261,42.0937,45.8137,50.5497,49.1546,39.8724,48.0546,30.4347,7557.0672,0.0,0.0,test
-13343,Italy,EUR,warm_dry,12.633333,42.1,48.0,15,unknown,unknown,0.0,0.0,0.0,0.0,1.3,11.5,0.0,0.0,11.8,0.0,0.0,0.0,44.1,13.1,17.8,0.0,0.0,1.426,0.0,7.80064,3.09,4681,14020,25514,31,38.77,63,24.745,34.7685,14.7516,21.9493,8.8499,37.5148,50.8091,65.2705,62.8506,40.6917,64.9198,203.4878,22369.8842,10.2,0.8,train
-13344,Italy,EUR,warm_moist,8.633333,45.8,209.0,49,unknown,unknown,6.5,3.0,0.0,0.0,7.2,40.3,0.0,0.0,0.0,0.0,0.0,0.0,9.0,12.0,20.5,0.0,0.0,0.528,0.124,7.249039999999999,5.42,5645,7387,35779,35,34.45,62,21.4964,28.9761,14.04,18.747,5.3557,32.996,46.3698,65.4585,62.4261,34.489000000000004,62.3475,220.5449,18272.963,16.0,2.75,test
-13350,Netherlands,EUR,cool_moist,6.566667,52.083333,20.0,2,unknown,unknown,0.0,0.0,0.0,0.0,0.0,12.2,0.0,0.0,0.0,0.0,5.0,0.0,10.9,5.3,66.2,0.0,0.0,0.841,0.0,2.03559,6.47,1804,4066,13249,14,16.05,60,21.4284,26.3101,16.5746,20.1956,10.5799,29.6684,39.7828,56.982,53.869,30.7327,49.1288,218.388,8309.0469,7.25,0.5,test
-13356,Norway,EUR,cool_moist,8.25,58.38333299999999,190.0,59,background,rural,6.6,71.8,0.0,0.0,0.0,20.4,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.067,0.0,0.505491,1.18,74,136,3336,7,4.97,61,28.1289,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,45.9596,-999.0,-999.0,-999.0,-999.0,val
-13357,Norway,EUR,cool_moist,8.252,58.38853,219.0,59,background,rural,9.8,68.6,0.0,0.0,0.0,20.6,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.005,0.0,0.505491,1.18,74,769,3263,7,4.97,61,31.7599,34.3148,29.2576,32.1896,25.7337,38.4852,43.8886,50.1834,47.8258,37.2223,46.5877,37.1541,6532.8833,0.4,0.0,val
-13358,Norway,EUR,cool_moist,13.916667000000002,65.833333,439.0,188,background,rural,10.4,1.6,0.0,0.0,0.0,0.0,0.0,38.6,13.4,0.0,26.7,0.0,0.0,0.0,0.0,6.5,0.0,0.0,0.0,0.001975,0.57,21,25,60,0,0.0,26,32.9661,34.1367,31.7877,33.4628,27.0469,39.3373,44.0991,48.674,47.2218,36.4517,46.0688,23.4306,4763.7802,0.0,0.0,train
-13359,Norway,EUR,cool_moist,8.883333,62.783333,210.0,27,background,rural,8.0,11.9,0.0,0.0,0.0,6.7,0.0,25.8,4.1,0.0,39.5,0.0,0.0,0.0,0.0,2.8,0.0,0.0,0.0,0.017932,0.45,42,42,47,0,0.0,53,28.1473,31.3688,24.901,29.4629,19.2927,37.8737,43.8585,50.0658,48.45399999999999,35.6646,47.2348,29.0426,5713.2389,0.0,0.0,train
-13362,Norway,EUR,cool_moist,11.533333,59.0,160.0,147,background,rural,3.9,68.9,0.0,0.0,0.0,25.5,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.10800000000000001,0.0,0.573782,1.46,471,471,962,0,0.95,63,29.1999,31.7641,26.6562,29.4228,22.9242,35.4076,41.3824,48.8376,47.2669,34.8837,45.3328,38.3762,4707.9752,0.4,0.0,test
-13365,Norway,EUR,cool_moist,5.2,59.2,15.0,26,background,rural,80.5,8.9,0.0,0.0,0.0,5.7,0.0,0.0,0.0,0.0,1.6,0.0,0.0,0.0,1.2,0.0,0.0,0.667,0.0,1.45422,1.26,1375,1812,3944,16,10.93,63,32.455,34.2685,30.6564,33.1821,27.5582,37.9639,42.4951,48.2672,46.3547,37.0498,45.2993,29.125999999999998,4320.2285,0.0,0.0,val
-13367,Norway,EUR,cool_moist,11.072000000000001,60.367,300.0,119,background,rural,5.6,75.8,0.0,0.0,0.0,10.9,0.0,0.0,3.6,0.0,0.0,0.0,0.0,0.0,2.5,0.0,0.0,0.07,0.0,0.627438,1.3,136,482,1092,0,8.45,63,26.9966,28.9308,25.0874,27.066999999999997,20.0697,34.1846,40.5243,47.3816,45.99,32.4684,43.7147,34.7228,3379.5528,0.4,0.0,train
-13368,Norway,SPO,unknown,2.5333330000000003,-72.016667,1309.0,282,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.01,0,0,0,0,0.0,0,23.7235,26.2775,26.2876,27.706,20.1498,32.1295,33.8588,35.2372,34.4185,26.4464,33.9665,3.1572,0.0,0.0,0.0,train
-13371,Poland,EUR,cool_dry,21.983333,51.816666999999995,180.0,7,background,rural,0.0,1.9,0.0,0.0,0.0,9.9,0.0,0.0,0.0,0.0,0.0,0.0,54.1,0.0,33.1,0.0,0.0,2.455,0.0,0.716042,2.48,532,1141,7737,7,6.58,43,26.7659,31.9701,21.5758,25.3627,16.8417,35.4878,45.3121,57.4421,55.2241,36.1118,50.8585,86.4936,11805.6603,1.6,0.0,train
-13372,Poland,EUR,cool_moist,15.739720000000002,50.73639,1603.0,592,background,rural,0.0,11.1,0.0,0.0,0.0,39.4,0.0,0.0,1.3,0.0,1.7,0.0,4.8,2.6,38.5,0.0,0.0,0.0,0.0,0.359241,2.25,675,1992,10825,7,13.95,56,41.0095,40.6024,41.4609,40.6506,33.2823,48.4198,56.5399,65.6624,63.858000000000004,44.8641,58.3751,139.2265,20895.9149,5.6,0.0,train
-13373,Poland,EUR,cool_moist,17.53445,54.754169999999995,2.0,0,background,rural,42.1,1.9,0.0,0.0,0.0,14.6,0.0,0.0,0.0,0.0,0.0,0.0,10.5,0.0,28.6,0.0,0.0,0.586,0.0,0.293679,1.8,433,971,6097,18,9.42,43,30.3595,33.1174,27.5946,30.8764,22.5558,37.8937,44.1091,53.2317,51.7656,36.5984,48.4459,55.3488,7702.7026,0.4,0.0,train
-13374,Poland,EUR,cool_moist,22.03805,54.125280000000004,157.0,42,background,rural,4.2,2.6,0.0,0.0,0.0,25.9,0.0,0.0,1.4,0.0,1.0,1.1,16.3,0.0,46.5,0.0,0.0,0.24,0.0,0.161352,1.65,174,216,15169,0,0.2,52,30.1234,34.4283,25.8171,29.6333,21.0872,38.6331,47.0414,59.031000000000006,57.1414,38.1239,52.7309,102.4563,13512.5142,1.4,0.0,train
-13385,Sweden,EUR,cool_moist,17.383333,58.8,20.0,8,background,rural,48.3,22.4,0.0,0.0,0.0,22.6,0.0,0.0,2.1,0.0,0.0,1.2,0.0,0.0,1.6,0.0,0.0,0.0,0.0,0.146213,1.66,225,371,2224,6,2.66,63,27.5743,30.962,24.1285,27.8188,20.0496,35.4628,41.6029,49.1215,47.9781,34.2269,45.5177,35.1972,4423.9394,0.0,0.0,train
-13386,Sweden,NPO,boreal_moist,21.066667000000002,67.883333,475.0,74,background,rural,1.3,0.0,0.0,0.0,0.0,0.0,0.0,16.4,79.5,1.3,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.00045700000000000005,0.59,8,8,8,9,3.51,58,33.7406,34.4478,33.036,33.5831,27.6684,39.9989,45.0114,50.123999999999995,48.4073,36.9711,46.4448,25.756,5916.8033,0.0,0.0,train
-13387,Sweden,EUR,cool_moist,11.91417,57.39375,5.0,0,background,rural,63.8,5.6,0.0,0.0,0.0,19.8,0.0,0.0,0.0,0.0,1.5,1.2,2.1,0.0,5.0,0.0,0.0,0.0,0.0,1.63937,1.83,1,1251,11176,6,7.06,62,31.9546,33.8718,30.0368,32.5806,25.438000000000002,38.5955,43.9838,52.3796,50.8132,37.4007,48.5603,58.7485,7419.3663,0.5,0.0,train
-13388,Sweden,EUR,cool_moist,15.564720000000001,57.810559999999995,261.0,61,background,rural,1.4,46.5,0.0,0.0,0.0,50.5,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.021,0.0,0.009265,1.37,90,133,192,0,0.0,58,33.4306,35.0459,31.8378,32.9565,26.691,39.8486,45.9888,54.8858,52.525,38.0259,49.8123,65.6498,9418.39,1.5,0.25,test
-13392,Sweden,EUR,cool_moist,15.47194,59.72778,132.0,9,background,rural,1.7,64.7,0.0,0.0,0.0,31.2,0.0,0.0,1.3,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.017,0.0,0.37383,1.03,151,151,376,0,1.03,58,29.386,32.83,25.9024,29.5731,21.7204,37.0918,43.942,50.9594,49.4766,35.9833,48.3852,43.0063,7019.2924,0.3333,0.0,train
-13394,Slovenia,EUR,cool_moist,14.866667000000001,45.566666999999995,520.0,78,background,rural,0.0,0.0,0.0,0.0,24.3,67.4,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,7.3,0.0,0.0,0.0,0.0,0.28379499999999996,1.61,225,1923,6432,0,2.57,39,26.7369,37.6384,16.8311,26.5657,10.359000000000002,41.0181,52.9644,65.3283,63.4188,42.1094,57.9905,120.8956,23609.4774,5.3333,0.0,test
-13397,Slovenia,EUR,cool_moist,15.10864,46.12725,600.0,137,industrial,rural,0.0,0.0,0.0,0.0,10.5,52.6,0.0,0.0,0.0,0.0,0.0,0.0,5.6,1.4,29.7,0.0,0.0,0.053,0.0,1.47807,2.65,1263,4710,20033,15,13.61,59,35.9345,37.1334,34.7731,35.7134,25.4379,46.3647,55.8882,66.1637,64.6353,41.4524,58.3533,143.8946,20989.4417,7.0,0.0,train
-13398,Slovakia,EUR,cool_moist,19.592229999999997,48.94222,2008.0,601,background,rural,0.0,13.6,0.0,0.0,2.9,53.5,0.0,0.0,0.0,0.0,1.4,0.0,10.1,2.3,15.4,0.0,0.0,0.0,0.0,0.178599,1.61,147,765,8780,10,6.71,56,46.1524,46.343999999999994,47.3182,46.7736,40.0614,53.3326,59.9376,67.4208,65.35,50.018,59.6662,133.7808,34478.4812,4.25,0.0,val
-13401,Slovakia,EUR,cool_moist,22.259729999999998,49.04222,345.0,54,background,rural,0.0,0.0,0.0,0.0,46.7,38.2,0.0,0.0,0.0,0.0,0.0,0.0,2.5,0.0,12.1,0.0,0.0,0.022000000000000002,0.0,0.441726,1.42,219,256,4242,0,0.89,29,29.3319,34.7092,23.9542,28.2333,19.8194,37.6794,46.7064,56.0524,54.2909,38.4627,51.5,63.9001,12787.5008,0.6,0.0,train
-13402,Slovakia,EUR,warm_dry,17.860556,47.96,113.0,6,background,rural,0.0,1.1,0.0,0.0,0.0,2.7,0.0,0.0,0.0,0.0,0.0,0.0,86.4,7.1,2.3,0.0,0.0,7.206,0.0,0.535931,2.84,959,1515,7525,0,0.75,55,28.7852,33.7931,21.6174,25.3962,17.0422,36.5905,48.6203,61.6525,59.4596,37.7335,57.0883,105.6862,16882.2858,2.6667,0.0,test
-13540,United States of America,NAM,warm_dry,-116.38893300000001,34.069569,1244.0,196,background,rural,0.0,0.0,0.0,0.0,0.0,0.0,0.0,72.9,0.0,0.0,0.0,0.0,0.0,2.9,0.0,0.0,23.7,0.0,0.0,1.4901,1.49,931,2689,7462,5,5.31,63,52.9896,55.3275,50.6514,50.6,44.4,60.6,70.0,83.4,81.5155,59.0904,81.0489,375.0243,68309.7487,76.6,5.0,train
-13543,United States of America,NAM,cool_moist,-68.740041,45.203963,68.0,17,background,rural,1.0,0.0,0.0,0.0,2.2,94.6,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.3,0.0,0.0,0.0,0.0,0.45929,1.21,78,96,422,0,0.17,36,26.5495,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,40.83,-999.0,-999.0,-999.0,-999.0,train
-13546,United States of America,NAM,warm_moist,-88.372495,40.051981,213.0,3,background,rural,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,94.4,2.9,2.5,0.0,0.0,0.11599999999999999,0.0,0.5562020000000001,2.51,1766,3830,38062,8,10.44,63,28.5626,34.7305,22.1756,27.0,18.8,36.6,47.4,59.8,57.1,38.5819,54.2035,120.7319,15034.3251,2.6,0.0,train
-13547,United States of America,NAM,cool_moist,-74.22331700000001,43.973044,497.0,95,background,rural,0.0,0.0,0.0,0.0,41.3,58.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.12172000000000001,1.27,17,17,262,0,0.96,17,28.0286,32.4325,22.6566,28.75,19.25,36.1875,43.25,53.5,50.95,35.8756,46.468,51.6443,7242.4797,0.5,0.0,train
-13549,United States of America,NAM,cool_moist,-113.996807,48.510301,976.0,29,background,rural,2.8,72.6,0.0,0.0,0.0,4.0,0.0,0.0,1.2,0.0,13.0,0.0,1.5,0.0,3.7,0.0,0.0,0.07,0.0,0.467283,0.66,5,5,641,9,2.4,49,24.1536,31.2567,17.2069,25.0,12.4,35.2,43.4,50.6,49.2857,35.4488,47.3469,30.5248,6745.3314,0.0,0.0,train
-13550,United States of America,NAM,cool_dry,-114.21593200000001,39.005121,2060.0,316,background,rural,0.0,8.4,0.0,0.0,0.0,0.0,0.0,22.1,6.1,0.0,60.1,0.0,1.3,0.0,0.0,0.0,1.9,0.0,0.0,0.006204,0.59,3,3,6,0,0.0,6,46.2,47.2661,45.1479,45.4,40.4,51.45,57.6,65.2,63.0393,50.2749,61.1157,121.8054,35863.5527,5.2,0.0,val
-13551,United States of America,NAM,cool_dry,-112.183575,36.058642,2073.0,1071,background,rural,0.0,8.3,0.0,0.0,0.0,0.0,5.7,57.1,6.8,0.0,21.6,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.002973,0.99,9,9,23,0,2.36,25,46.873999999999995,48.0,45.7689,46.2,41.4,52.0,57.6,65.8,63.4893,50.3327,61.7247,126.3425,37366.0373,6.4,0.0,train
-13552,United States of America,NAM,warm_moist,-83.94160600000001,35.633482,793.0,349,background,rural,0.0,0.0,0.0,0.0,11.0,55.9,0.0,0.0,3.6,0.0,0.0,0.0,2.1,1.3,24.8,0.0,0.0,0.163,0.0,0.516261,2.43,321,1028,10456,0,4.17,63,42.4082,42.8618,41.961000000000006,42.0,34.2,50.6,58.0,67.6,66.35,47.1697,61.1168,162.5977,28834.0669,14.8,0.0,train
-13553,United States of America,NAM,boreal_moist,-106.98586999999999,38.95627,2915.0,30,background,rural,0.0,32.5,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,58.4,0.0,2.4,0.0,4.9,0.0,0.0,0.0,0.0,0.096443,0.57,84,84,187,0,2.38,25,42.9555,46.5355,39.1851,43.4,38.0,49.0,54.2,61.0,58.6667,49.0563,57.9086,94.9184,32231.3023,3.4,0.0,val
-13554,United States of America,NAM,cool_moist,-68.70851,45.215607,66.0,6,background,rural,1.0,0.0,0.0,0.0,2.3,94.6,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.45929,1.21,78,94,426,0,2.38,40,27.6701,31.4877,23.7537,28.3333,20.0,35.0,41.3333,49.3333,48.0417,34.8573,44.0431,39.0132,4825.6913,0.0,0.0,train
-13555,United States of America,NAM,cool_moist,-85.73898,44.180890000000005,297.0,30,background,rural,0.0,0.0,0.0,0.0,40.1,41.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,17.7,0.0,0.0,0.0,0.0,0.403169,1.66,98,98,2621,0,0.26,47,30.8467,35.7178,25.8392,31.2,22.6,38.8,46.8,59.2,58.275,39.2978,51.6464,97.1735,12372.0835,2.2,0.0,train
-13556,United States of America,NAM,tropical_moist,-80.455595,27.849215,2.0,0,background,rural,55.5,0.0,0.0,0.0,0.0,4.5,0.0,0.0,12.8,0.0,0.0,4.4,4.0,2.4,14.6,0.0,0.0,0.013000000000000001,0.0,1.7556900000000002,1.44,790,1420,15909,9,18.96,63,34.7848,38.2028,31.1308,34.8,25.6,43.2,50.2,58.8,56.65,41.2741,52.2258,72.9756,15999.4519,0.6,0.0,train
-13557,United States of America,NAM,cool_moist,-68.2608,44.377086,158.0,137,background,rural,47.6,6.6,0.0,0.0,0.0,44.1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.001,0.0,0.66881,1.46,527,688,695,6,9.02,52,34.6754,35.6985,33.7893,34.5,28.25,41.0,46.75,56.75,54.9062,39.2337,46.9156,115.57600000000001,9370.6329,1.5,0.0,val
-13558,United States of America,NAM,cool_dry,-97.854128,42.829153999999996,434.0,34,background,rural,3.8,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,12.0,0.0,63.2,0.0,18.7,0.0,0.0,0.018000000000000002,0.0,0.085287,1.37,52,52,105,6,3.28,34,34.449,37.8482,30.8695,33.6,27.0,41.2,49.4,60.2,57.675,41.2302,54.2764,91.4804,16247.0314,4.2,0.0,train
-13559,United States of America,NAM,warm_moist,-76.817127,39.028177,47.0,27,background,rural,0.0,0.0,0.0,0.0,6.1,14.1,0.0,0.0,2.1,0.0,0.0,0.0,6.4,37.5,32.7,0.0,0.0,0.187,0.0,45.7711,5.36,3719,11080,112882,42,50.47,63,28.2217,36.9913,19.1527,27.4,15.0,38.6,51.6,68.8,64.9333,42.413999999999994,64.3243,243.6487,23461.4345,14.8,1.2,val
-13560,United States of America,NAM,warm_dry,-109.82126000000001,38.458323,1809.0,388,background,rural,0.0,0.0,0.0,0.0,0.0,0.0,0.0,35.9,0.0,0.0,64.1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.013943,0.92,11,11,14,0,0.0,40,46.4999,47.5617,45.4073,46.4,40.8,52.2,57.0,63.8,62.675,50.0051,60.7133,105.7914,37286.7507,2.6,0.0,train
-13565,United States of America,NAM,cool_moist,-122.12428999999999,46.758379999999995,415.0,206,background,rural,0.0,69.4,0.0,0.0,0.0,28.7,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.11408599999999999,1.08,56,154,517,0,1.38,27,19.9573,25.9749,14.9924,20.0,10.3333,29.6667,36.8667,45.3333,43.6562,30.26,40.9167,31.9357,2675.6075,0.0,0.0,train
-13566,United States of America,NAM,warm_dry,-109.89248500000001,34.822508,1723.0,62,background,rural,0.0,0.0,0.0,0.0,0.0,0.0,0.0,62.0,0.0,0.0,37.5,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.074562,1.25,75,76,92,0,0.0,35,42.4953,47.2252,37.8815,42.4,34.8,50.0,56.8,64.8,63.25,50.0171,61.4255,110.7771,37685.0964,3.4,0.0,test
-13568,United States of America,NAM,cool_dry,-103.483856,43.557639,1292.0,124,background,rural,0.0,13.8,0.0,0.0,0.0,0.0,0.0,0.0,1.1,0.0,83.3,0.0,0.0,0.0,0.0,0.0,0.0,0.114,0.0,0.133888,0.94,19,19,699,0,0.0,55,38.1618,41.3984,37.4044,39.75,33.0,45.25,51.5,58.75,56.9688,44.4466,54.6836,62.8645,20062.1633,1.0,0.0,val
-13569,United States of America,NAM,cool_moist,-78.767866,41.598119,618.0,88,background,rural,0.0,0.0,0.0,0.0,91.9,1.3,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,6.4,0.0,0.0,0.0,0.0,0.066888,2.08,76,278,4488,0,1.07,54,34.1235,37.7237,30.3741,33.6,26.0,41.1,49.6,59.8,57.975,41.4171,53.128,90.4173,15564.0559,2.4,0.0,val
-13570,United States of America,NAM,warm_dry,-96.609583,39.10216,346.0,49,background,rural,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,88.8,0.0,5.0,2.6,2.9,0.0,0.0,1.391,0.0,0.9476870000000001,1.84,278,340,15194,0,4.83,62,35.0879,40.5047,30.909000000000002,34.6667,26.3333,44.6667,54.0,65.6667,63.875,44.3845,55.9765,165.6103,25707.9921,8.3333,0.0,test
-13571,United States of America,NAM,cool_moist,-121.576462,40.539991,1756.0,237,background,rural,0.0,96.4,0.0,0.0,0.0,0.0,0.0,0.0,2.1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.019356,0.6,51,51,81,0,0.0,6,40.5282,43.418,37.6764,40.4,34.8,46.8,53.2,61.604,59.85,47.2054,57.0948,95.8784,25428.0322,1.6,0.0,train
-13573,United States of America,NAM,cool_moist,-79.251573,39.988309,609.0,49,background,rural,0.0,0.0,0.0,0.0,52.4,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.4,0.0,45.3,0.0,0.0,0.122,0.0,0.941693,2.87,240,351,3643,9,10.09,60,28.9492,36.2802,21.4262,29.0,19.0,38.2,47.8,59.6,57.075,40.6949,54.0501,102.3202,15637.2951,2.2,0.0,train
-13575,United States of America,NAM,warm_moist,-85.04870600000001,37.704678,293.0,42,background,rural,0.0,0.0,0.0,0.0,19.4,0.0,0.0,0.0,0.0,0.0,0.0,0.0,29.4,0.0,50.5,0.0,0.0,0.946,0.0,0.6032,2.51,329,453,5362,0,0.56,62,35.8889,39.6949,31.9263,35.2,26.6,44.4,53.2,62.6,60.775,43.3442,56.9131,115.9609,22359.1346,5.4,0.0,train
-13577,United States of America,NAM,cool_dry,-108.49046200000001,37.198398,2165.0,127,background,rural,0.0,0.0,0.0,0.0,0.0,0.0,0.0,16.6,2.8,0.0,76.5,0.0,3.1,0.0,0.0,0.0,0.0,0.0,0.0,0.006581,1.56,63,63,2608,0,0.0,58,46.0295,47.8949,44.1818,46.0,40.6,51.6,57.2,63.8,62.5,50.5957,60.4439,99.1627,38461.8904,2.4,0.0,test
-13578,United States of America,NAM,cool_moist,-80.145247,41.426846999999995,377.0,31,background,rural,0.0,0.0,0.0,0.0,36.9,1.3,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.1,60.1,0.0,0.0,0.071,0.0,0.938058,2.51,352,377,12195,8,8.36,58,31.6323,37.0017,26.1023,31.0,23.0,39.4,48.2,60.6,58.725,40.9454,54.5528,121.6751,16395.9375,4.6,0.2,train
-13579,United States of America,NAM,warm_moist,-86.142953,37.131794,243.0,32,background,rural,0.0,1.1,0.0,0.0,20.7,3.5,0.0,0.0,0.0,0.0,0.0,0.0,15.8,0.0,58.0,0.0,0.0,0.125,0.0,2.8536799999999998,2.76,440,440,2836,0,2.84,61,34.8218,39.8812,29.3229,33.8,25.2,44.0,53.0,64.0,61.75,43.6766,57.1814,134.2451,23529.4201,5.8,0.2,train
-13581,United States of America,NAM,cool_moist,-83.90218,42.416636,266.0,19,background,rural,0.0,1.2,0.0,0.0,4.3,7.2,0.0,0.0,1.3,0.0,0.0,0.0,4.1,5.8,75.1,0.0,0.0,1.266,0.0,2.68684,2.74,859,2879,41061,16,18.03,63,31.1461,36.2021,25.8247,30.8,22.0,39.0,48.6,62.4,59.9,40.3699,55.5056,129.3532,16574.9528,5.4,0.4,train
-13583,United States of America,NAM,warm_moist,-77.307863,39.923241,266.0,41,background,rural,0.0,0.0,0.0,0.0,29.2,1.8,0.0,0.0,0.0,0.0,0.0,0.0,21.1,0.0,46.8,0.0,0.0,2.009,0.0,0.7927960000000001,3.46,516,871,5883,12,10.76,59,35.8933,39.1849,32.5565,35.4,27.2,44.2,53.0,64.0,61.9571,43.3562,57.8844,112.8041,22196.2581,5.8,0.4,val
-13585,United States of America,NAM,cool_moist,-68.413227,46.603832000000004,231.0,34,background,rural,0.0,0.0,0.0,0.0,2.8,94.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,2.1,0.0,0.0,0.0,0.0,0.012772,0.93,60,60,157,0,4.5,19,29.1062,31.7705,26.313000000000002,29.6,21.4,36.4,41.8,49.0,47.375,34.6239,44.7668,24.8783,4287.9545,0.0,0.0,train
-13587,United States of America,NAM,tropical_dry,-103.177813,29.302651,1052.0,155,background,rural,0.0,0.0,0.0,0.0,0.0,0.0,0.0,94.8,0.0,0.0,4.3,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.002792,1.03,6,6,14,0,0.0,0,42.6091,44.5978,40.667,42.4,35.6,49.4,55.8,63.6,61.725,47.2492,58.3301,114.2661,29315.3157,3.0,0.0,train
-13588,United States of America,NAM,warm_moist,-76.620666,34.884668,5.0,4,background,rural,32.6,8.3,1.5,0.0,0.0,25.0,0.0,0.0,10.6,0.0,0.0,5.2,9.4,1.5,4.8,0.0,0.0,0.254,0.0,3.61134,2.07,207,909,4091,0,0.03,63,32.9184,37.1756,28.7612,33.25,25.25,41.0,48.75,58.5,54.925,40.7663,49.9056,72.7121,15001.3035,0.4,0.0,test
-13589,United States of America,NAM,warm_moist,-76.111274,38.444971,1.0,4,background,rural,41.2,14.7,0.0,0.0,0.0,14.4,0.0,0.0,1.1,0.0,0.0,7.2,2.2,0.0,17.6,0.0,0.0,0.27,0.0,0.361496,2.99,128,136,5811,0,0.39,61,34.865,39.6449,29.9637,33.8,26.0,42.6,52.0,64.632,62.0036,43.2855,58.9581,173.8541,22536.4739,8.4,0.2,train
-13590,United States of America,NAM,warm_moist,-93.09875500000001,34.179278000000004,78.0,12,background,rural,1.0,0.0,0.0,0.0,0.0,59.4,0.0,0.0,30.5,0.0,0.0,0.0,3.2,0.0,3.4,0.0,0.0,0.34299999999999997,0.836,1.3068600000000001,1.98,1225,1225,1794,12,20.25,61,24.6172,33.4569,15.5325,23.8,11.6,36.0,45.6,58.076,55.3667,39.0682,51.0548,94.3829,13200.3054,1.6,0.0,val
-13591,United States of America,NAM,warm_moist,-80.847677,38.879503,240.0,27,background,rural,0.0,0.0,0.0,0.0,94.5,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,5.2,0.0,0.0,0.0,0.0,0.070263,2.49,103,190,558,0,1.01,40,21.989,30.5266,13.1718,20.4,9.2,32.4,42.6,54.2,51.85,36.173,49.3351,57.0715,8845.0729,0.2,0.0,train
-13592,United States of America,NAM,warm_moist,-87.85015,36.784053,190.0,38,background,rural,2.6,2.8,0.0,0.0,28.7,4.7,0.0,0.0,0.0,0.0,0.0,0.0,30.4,0.0,29.2,0.0,0.0,2.658,0.0,0.336877,2.33,118,167,1964,0,3.34,45,34.2647,37.5246,30.9445,33.4,25.6,42.2,51.2,62.0,59.825,41.5147,54.9295,111.7911,17961.6953,3.4,0.0,val
-13594,United States of America,NAM,warm_dry,-109.389058,32.009405,1570.0,121,background,rural,0.0,1.2,0.0,0.0,0.0,0.0,2.3,81.5,3.0,0.0,11.4,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.101878,1.03,14,16,117,0,0.0,0,43.2715,48.1836,38.3588,43.2,35.8,50.2,57.4,65.8,63.9,51.1326,62.6222,140.194,40462.823,8.2,0.0,test
-13595,United States of America,NAM,warm_moist,-94.669789,35.750786,305.0,25,background,rural,0.0,0.0,0.0,0.0,18.3,0.0,0.0,0.0,51.1,0.0,16.0,0.0,0.0,0.0,13.2,0.0,0.0,0.07,0.0,0.100766,1.91,208,554,1873,7,6.5,58,34.2523,40.367,28.2477,33.8,24.4,43.8,53.2,65.0,62.9857,44.4186,58.38399999999999,143.8246,24530.8788,8.2,0.2,val
-13596,United States of America,NAM,warm_moist,-83.066295,37.921459999999996,376.0,65,background,rural,0.0,0.0,0.0,0.0,88.3,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,11.1,0.0,0.0,0.0,0.0,0.436126,2.28,189,450,1502,0,0.0,54,35.0436,37.8605,32.158,34.4,26.6,43.2,50.8,59.6,57.9179,41.2475,53.0793,101.5079,16665.966,2.8,0.0,val
-13597,United States of America,NAM,warm_moist,-79.83754,35.263329999999996,172.0,61,background,rural,0.0,0.0,0.0,0.0,2.4,59.3,0.0,0.0,28.4,0.0,0.0,0.0,0.0,0.0,7.3,0.0,0.0,0.0,0.0,0.285254,2.81,308,468,792,0,0.3,46,32.4125,38.1638,26.533,32.0,23.2,41.2,50.0,59.891999999999996,57.525,42.044,54.5211,96.9619,18388.6726,1.6,0.0,train
-13598,United States of America,NAM,cool_moist,-106.24002,41.364531,3175.0,316,background,rural,0.0,58.5,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,40.8,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.008738,0.69,8,8,25,0,0.0,9,48.755,49.1671,48.3432,48.4,44.0,53.6,58.0,64.4,62.8393,51.7506,60.9323,112.0199,41558.7869,2.4,0.0,train
-13599,United States of America,NAM,warm_moist,-83.43034,35.060527,683.0,174,background,rural,0.0,0.0,0.0,0.0,23.5,65.5,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,9.9,0.0,0.0,0.0,0.0,0.174965,1.55,439,457,2484,6,3.82,59,25.4363,33.4199,17.1418,24.4,12.2,37.2,46.4,57.0,54.55,39.181999999999995,53.2178,78.828,12463.1942,0.6,0.0,train
-13600,United States of America,NAM,cool_moist,-76.653516,42.400875,511.0,156,background,rural,2.4,0.0,0.0,0.0,42.6,3.1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,49.7,0.0,0.0,0.451,0.0,0.49872700000000003,1.62,593,880,15401,7,7.97,60,35.8312,37.3203,34.3235,35.0,28.6,42.2,50.0,60.6,58.325,40.8711,52.2679,94.2794,13798.9814,2.6,0.0,val
-13601,United States of America,NAM,warm_moist,-89.799183,34.002747,138.0,43,background,rural,5.3,0.0,0.0,0.0,7.6,33.6,0.0,0.0,27.5,0.0,1.2,0.0,3.8,0.0,19.0,0.0,0.0,0.0,0.0,0.844958,1.96,137,137,7000,0,0.0,60,30.8643,34.8251,26.8271,30.4,21.8,39.2,47.2,57.0,54.6167,38.5742,49.1013,87.959,12172.8047,2.0,0.0,test
-13602,United States of America,NAM,warm_moist,-83.260563,39.635888,264.0,7,background,rural,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,87.0,0.0,12.0,0.0,0.0,2.525,0.0,1.3793600000000001,3.07,196,332,3330,7,3.13,61,31.5758,37.9563,25.0777,30.4,22.0,40.2,50.6,62.8,60.3,41.8116,57.3486,141.7713,20312.9904,6.4,0.2,train
-13604,United States of America,NAM,boreal_moist,-148.9676,63.7232,661.0,190,background,rural,2.0,9.7,0.0,0.0,0.0,4.4,0.0,39.6,29.2,1.6,12.6,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.002554,0.36,1,1,1,0,0.92,28,32.7871,33.7904,31.7722,33.2,25.2,40.4,45.4,50.2,48.4393,36.086999999999996,45.687,24.2822,6559.1809,0.0,0.0,train
-13606,United States of America,NAM,warm_moist,-85.73305,36.03893,302.0,39,background,rural,0.0,2.2,0.0,0.0,30.9,7.8,0.0,0.0,0.0,0.0,0.0,0.0,7.7,0.0,50.3,0.0,0.0,0.0,0.0,2.10396,2.44,279,422,5373,5,5.83,62,31.7991,37.0704,26.4403,31.6,22.6,40.4,49.0,58.8,56.975,40.7003,52.3392,97.4803,15838.1796,2.2,0.2,train
-13607,United States of America,NAM,warm_moist,-84.41005,33.18117,265.0,32,background,rural,0.0,0.0,0.0,0.0,0.0,25.2,0.0,0.0,68.7,0.0,0.0,0.0,0.0,0.0,2.9,0.0,0.0,1.244,0.0,0.606171,2.73,434,1710,9332,10,9.49,62,33.9063,40.1443,27.4478,33.0,24.0,42.8,52.4,63.38,61.2,43.7145,55.647,147.6319,23365.6756,6.0,0.6,test
-13609,United States of America,NAM,cool_dry,-116.912977,34.194047999999995,1718.0,282,background,rural,0.0,9.7,0.0,0.0,0.0,0.0,2.7,59.8,15.6,0.0,2.7,0.0,3.4,2.9,1.2,0.0,0.0,0.0,0.0,7.52164,2.14,51,2181,18722,5,8.94,62,45.218,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,69.319,-999.0,-999.0,-999.0,-999.0,test
-13610,United States of America,NAM,tropical_moist,-94.674011,30.701577,105.0,31,background,rural,0.0,3.5,11.2,0.0,0.0,30.4,0.0,0.0,53.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.47751800000000005,2.29,274,274,2285,5,3.86,61,30.3677,37.644,23.4789,29.4,20.4,39.8,49.0,61.052,57.9786,41.135,53.0152,120.6426,18808.7417,4.6,0.0,test
-13611,United States of America,NAM,warm_dry,-101.664703,34.88061,1053.0,199,background,rural,0.0,0.0,0.0,0.0,0.0,0.0,0.0,3.4,0.0,0.0,94.5,0.0,2.1,0.0,0.0,0.0,0.0,0.478,0.0,0.021025,1.64,45,47,383,0,0.0,39,38.0493,43.7652,32.244,37.0,29.0,46.6,55.0,64.4,62.35,47.1408,59.5727,112.9027,30258.7171,6.0,0.0,train
-13613,United States of America,NAM,cool_dry,-104.1919,43.873000000000005,1468.0,131,background,rural,0.0,15.1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,82.9,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.066124,0.88,507,575,575,44,20.84,55,40.2505,43.5171,40.3528,42.0,37.0,47.5,53.0,59.5,58.875,46.3934,52.0697,67.8899,24270.0797,0.0,0.5,test
-13614,United States of America,NAM,cool_dry,-108.0411,44.28,1242.0,39,background,rural,0.0,0.0,0.0,0.0,0.0,0.0,0.0,9.8,0.0,0.0,86.2,0.0,2.8,0.0,0.0,0.0,1.1,0.065,0.0,0.014601,0.8,11,11,828,0,0.86,45,28.5863,39.2214,26.6312,33.5,24.5,42.0,49.0,56.0,54.625,42.2033,47.3073,54.2497,17537.7076,0.0,0.0,train
-13616,United States of America,NAM,cool_dry,-106.85,44.93,1115.0,31,background,rural,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,98.9,0.0,0.0,0.0,0.0,0.0,0.0,0.155,0.0,5.0718,0.91,7,7,5734,0,0.57,62,35.118,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,train
-13618,United States of America,NAM,cool_dry,-109.3046,40.4373,1463.0,19,background,rural,0.0,0.0,0.0,0.0,0.0,0.0,0.0,2.7,0.0,0.0,92.6,0.0,3.1,0.0,0.0,0.0,0.0,0.126,0.0,0.6263989999999999,1.04,42,42,2425,0,2.26,62,38.5993,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,55.1208,-999.0,-999.0,-999.0,-999.0,train
-13621,United States of America,NAM,warm_moist,-84.72355,39.53111,284.0,31,background,rural,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,47.0,4.5,46.7,0.0,0.0,1.127,0.0,0.361477,3.22,14334,14334,24719,46,29.08,63,33.1153,38.779,27.1618,31.4,22.9,41.6,52.6,66.4,64.125,43.0428,58.5243,193.3838,23987.2208,12.8,0.4,train
-13622,United States of America,NAM,cool_moist,-79.661742,39.090434,510.0,124,background,rural,0.0,0.0,0.0,0.0,81.1,4.8,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,13.8,0.0,0.0,0.0,0.0,0.356609,1.92,261,289,4485,13,7.64,57,28.8981,35.9669,21.58,28.8,17.6,39.0,48.6,58.8,56.675,41.1159,54.352,82.3717,15353.1948,1.0,0.0,val
-13625,United States of America,NAM,warm_moist,-78.307067,37.165222,149.0,31,background,rural,0.0,0.0,0.0,0.0,16.7,44.5,0.0,0.0,1.6,0.0,0.0,0.0,0.0,0.0,36.4,0.0,0.0,0.125,0.0,1.46126,2.69,206,236,796,5,2.89,61,29.9564,36.0738,23.6321,30.0,20.4,39.6,47.8,58.2,56.2821,40.6668,52.4196,74.8891,14927.9918,1.6,0.2,train
-13627,United States of America,NAM,warm_dry,-121.156876,36.483235,335.0,51,background,rural,0.0,0.0,0.0,0.0,0.0,0.0,0.0,22.2,8.0,32.1,23.6,0.0,12.3,0.0,0.0,0.0,0.0,0.066,0.0,3.8948099999999997,1.14,37,68,1135,0,0.0,59,30.5325,40.9683,20.2352,31.2,18.4,41.75,50.6,62.8,60.2,45.0817,57.281000000000006,129.7152,22477.4703,5.0,0.0,train
-13628,United States of America,NAM,cool_dry,-109.787796,42.929031,2386.0,103,background,rural,0.0,11.7,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,84.0,0.0,1.9,0.0,0.0,0.0,0.0,0.0,0.0,0.729166,0.62,7,7,11,0,0.22,47,46.1807,47.7124,44.606,46.0,41.6,50.8,56.0,61.8,60.15,49.9343,58.2579,92.0363,36040.6088,1.2,0.0,train
-13629,United States of America,NAM,cool_moist,-82.045015,36.105435,1216.0,298,background,rural,0.0,0.0,0.0,0.0,50.2,37.5,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,11.9,0.0,0.0,0.0,0.0,0.544983,1.85,643,644,1416,0,1.63,47,39.904,41.4107,38.3798,40.2,33.4,46.4,52.6,61.0,58.825,45.2978,55.1101,77.3282,20699.0124,1.8,0.0,train
-13631,United States of America,NAM,cool_moist,-90.59720899999999,45.206525,462.0,32,background,rural,0.0,0.0,0.0,0.0,31.4,12.4,0.0,0.0,0.0,0.0,0.0,0.0,9.5,0.0,46.3,0.0,0.0,0.0,0.0,0.09908600000000001,1.22,39,213,2557,0,0.68,59,33.384,35.9282,30.6668,33.0,26.0,40.4,47.6,56.4,54.45,39.0153,50.3034,65.8764,11699.583,0.4,0.0,train
-13632,United States of America,NAM,cool_moist,-77.931759,40.720902,364.0,78,background,rural,0.0,0.0,0.0,0.0,61.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,5.2,0.0,32.0,0.0,0.0,0.054000000000000006,0.0,0.22485,3.03,728,1306,23619,7,6.15,62,31.8953,37.1004,26.5357,31.8,22.8,40.2,49.4,61.8,59.875,41.2871,54.8442,131.9283,16932.3209,4.4,0.2,train
-13633,United States of America,NAM,warm_moist,-81.337914,39.942714,371.0,72,background,rural,0.0,0.0,0.0,0.0,36.5,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,61.0,0.0,0.0,0.0,0.0,0.189247,2.56,178,184,5357,6,6.55,57,35.1884,38.6448,31.5034,34.2,26.4,43.2,52.0,62.6,60.275,42.4284,54.7484,111.6421,20073.3544,4.2,0.0,train
-13637,United States of America,NAM,cool_moist,-105.545635,40.278129,2743.0,185,background,rural,0.0,60.7,0.0,0.0,0.0,0.0,0.0,0.0,1.6,0.0,36.5,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.044919,1.27,183,234,550,5,1.56,56,48.6474,50.7404,46.5556,49.0,43.65,54.4,59.8,69.0,66.9,54.5588,66.3555,202.7932,50157.8396,18.0,0.0,train
-13638,United States of America,NAM,warm_moist,-80.55751,37.329832,920.0,424,background,rural,0.0,0.0,0.0,0.0,59.8,3.4,0.0,0.0,0.0,0.0,0.0,0.0,2.3,1.3,32.9,0.0,0.0,0.0,0.0,1.55685,2.64,238,330,16480,5,3.32,63,39.2332,40.3163,38.1076,38.8,31.8,46.6,53.4,61.2,59.3,43.7928,55.5399,80.6665,19785.8475,1.8,0.0,train
-13639,United States of America,NAM,cool_moist,-85.661407,40.816038,250.0,38,background,rural,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,83.9,0.0,14.7,0.0,0.0,0.723,0.0,0.584194,2.44,297,327,5787,6,5.78,59,31.9564,37.2978,26.3457,30.4,22.2,40.0,50.8,63.4,61.5083,41.168,57.5631,140.3628,19609.9943,8.6,0.0,train
-13641,United States of America,NAM,cool_moist,-78.43471,38.5231,1073.0,615,background,rural,0.0,0.0,0.0,0.0,57.9,2.1,0.0,0.0,0.0,0.0,0.0,0.0,2.0,0.0,37.7,0.0,0.0,0.0,0.0,0.344573,2.53,478,749,2163,0,1.9,50,42.7091,43.3317,42.083,41.8,35.8,49.8,56.2,63.488,61.375,46.9795,58.0974,104.649,25761.7076,3.8,0.0,train
-13642,United States of America,NAM,warm_moist,-85.970065,34.289001,349.0,134,background,rural,0.0,0.0,0.0,0.0,5.2,9.6,0.0,0.0,21.9,0.0,0.0,0.0,3.0,0.0,58.9,0.0,0.0,0.361,0.0,0.36546300000000004,2.48,845,849,2832,11,8.19,62,33.4853,39.0714,27.8129,33.0,24.6,42.0,50.8,61.0,59.0,42.56399999999999,54.8742,95.6802,19807.1959,2.4,0.0,val
-13643,United States of America,NAM,warm_moist,-83.826511,36.46983,361.0,1,background,rural,0.0,2.4,0.0,0.0,56.4,8.9,0.0,0.0,1.1,0.0,0.0,0.0,0.0,0.0,29.9,0.0,0.0,0.0,0.0,0.289171,2.18,427,620,3776,6,4.86,57,27.4198,36.1887,18.4461,27.4,15.2,38.0,47.8,58.4,55.9083,40.8115,52.8022,80.2764,14730.8195,1.0,0.0,train
-13644,United States of America,NAM,cool_moist,-89.99995,42.287216,281.0,56,background,rural,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,64.3,0.0,33.5,0.0,0.0,0.027000000000000003,0.0,0.110607,1.94,182,182,3604,5,4.02,47,32.826,36.5012,29.0883,31.8,23.8,40.5,49.2,60.2,58.5,39.9537,53.8729,99.7724,15994.1749,3.2,0.0,train
-13645,United States of America,NAM,tropical_moist,-84.99038,30.110226,16.0,6,background,rural,0.0,9.9,31.5,0.0,0.0,32.9,0.0,0.0,13.4,0.0,0.0,11.9,0.0,0.0,0.0,0.0,0.0,0.004,0.0,0.065259,1.84,59,124,409,0,0.0,25,25.4431,33.2959,17.3513,25.0,15.0,35.2,44.0,54.6,52.6667,36.9866,48.2745,48.5302,9686.7213,0.0,0.0,test
-13647,United States of America,NAM,cool_dry,-103.377719,46.894844,850.0,40,background,rural,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,93.8,0.0,6.0,0.0,0.0,0.0,0.0,0.0,0.0,0.014606000000000001,0.97,5,5,35,0,1.44,43,33.5509,38.6146,32.3527,35.6667,28.6667,42.0,47.6667,54.6667,53.3021,41.6288,49.6464,42.5867,13519.2156,0.0,0.0,train
-13649,United States of America,NAM,cool_moist,-83.35986899999999,43.613572,202.0,7,background,rural,7.2,0.0,0.0,0.0,3.1,1.1,0.0,0.0,0.0,0.0,0.0,0.0,58.1,0.0,28.8,0.0,0.0,1.065,0.0,0.6361140000000001,1.96,204,253,2532,0,5.21,53,32.0613,36.1829,27.7853,31.6,23.6,39.0,47.0,60.4,57.9,39.8488,53.2391,118.6735,14111.6541,5.2,0.0,train
-13651,United States of America,NAM,warm_moist,-87.484923,38.740792,136.0,24,background,rural,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,89.0,0.0,9.5,0.0,0.0,1.8719999999999999,0.0,6.0830400000000004,2.92,351,4417,11350,12,14.54,61,30.3789,36.7694,23.8453,29.6,20.0,39.6,50.2,63.6,61.775,41.1697,57.8842,137.1474,19980.8681,7.8,0.0,train
-13652,United States of America,NAM,cool_moist,-92.829225,48.412518,429.0,48,background,rural,12.0,1.2,0.0,0.0,0.0,82.1,0.0,0.0,2.2,0.0,0.0,0.0,0.0,0.0,1.3,0.0,0.0,0.0,0.0,0.419375,0.96,10,10,26,6,1.03,7,33.2903,35.3386,31.2539,32.8,26.4,39.6,46.6,55.8,54.05,38.228,49.2444,54.5192,9982.8513,0.4,0.0,val
-13654,United States of America,NAM,warm_dry,-118.829153,36.489469,510.0,122,background,rural,0.0,31.9,0.0,0.0,0.0,6.1,0.0,0.0,28.0,7.9,21.3,0.0,3.1,0.0,0.0,0.0,0.0,0.0,0.0,0.710291,1.37,36,36,2308,0,0.32,31,43.2716,50.4223,36.1623,40.3,28.4,56.2,71.4,87.8,85.125,54.9506,84.9168,399.2222,62343.2838,97.2,9.4,train
-13660,United States of America,NAM,warm_moist,-74.872663,40.312303,59.0,43,background,rural,0.0,1.2,0.0,0.0,11.0,5.0,0.0,0.0,0.0,0.0,0.0,0.0,2.5,30.5,48.6,0.0,0.0,0.038,0.0,4.79413,4.54,1576,5578,50601,42,41.29,63,30.7347,36.6573,24.6385,30.2,20.0,39.8,51.0,66.6,64.0,41.4928,59.902,204.9079,20648.1094,12.8,0.0,test
-13661,United States of America,NAM,cool_moist,-71.700787,43.944519,255.0,143,background,rural,0.0,0.0,0.0,0.0,35.1,63.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.063,0.0,0.34064,1.44,84,119,1347,6,3.54,45,27.4123,31.4241,23.3129,28.2,18.6,36.2,42.6,51.0,49.65,35.2764,46.9969,41.4623,6244.6318,0.0,0.0,train
-13662,United States of America,NAM,boreal_moist,-110.40033799999999,44.565356,2400.0,95,background,rural,14.4,57.2,0.0,0.0,0.0,0.0,0.0,0.0,1.8,0.0,23.5,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.230906,0.47,4,8,8,7,1.06,7,43.2429,45.5051,40.9762,43.0,38.2,48.6,54.0,60.4,59.575,47.9828,56.6471,77.9892,28865.1586,0.6,0.0,train
-13663,United States of America,NAM,cool_moist,-119.70619599999999,37.713251,1605.0,322,background,rural,0.0,68.1,0.0,0.0,0.0,2.6,0.0,0.0,15.0,2.0,10.1,0.0,1.3,0.0,0.0,0.0,0.0,0.0,0.0,0.112577,0.81,44,49,163,0,0.0,7,46.7573,48.6523,44.8816,45.4,39.4,53.0,61.6,71.4,69.8083,51.9055,67.385,199.9376,43079.0018,22.2,0.0,train
-13664,United States of America,NAM,cool_moist,-72.010368,41.84046,202.0,69,background,rural,0.0,0.0,0.0,0.0,68.1,22.9,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.7,6.7,0.0,0.0,0.0,0.0,3.2460400000000003,3.09,648,1283,11093,7,8.82,60,33.174,36.7388,30.4269,33.0,26.25,40.25,47.75,60.5,58.0938,40.4256,49.8004,143.0312,13903.8647,5.0,0.25,train
-13665,United States of America,NAM,warm_moist,-89.622815,38.869001000000004,164.0,3,background,rural,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,72.0,0.0,26.8,0.0,0.0,1.85,0.0,1.73082,2.58,222,299,6392,5,5.97,60,31.184,37.5663,24.6509,29.6,20.8,39.8,51.2,65.46,63.575,41.6884,60.6503,190.7386,21615.8777,11.6,0.6,train
-13668,United States of America,NAM,warm_moist,-90.166201,32.33037,0.0,19,unknown,urban,2.9,0.0,0.0,0.0,0.0,8.8,0.0,0.0,65.8,0.0,0.0,0.0,5.0,9.8,5.0,0.0,0.0,0.255,0.0,18.5059,2.05,4396,22631,25027,63,62.73,63,27.6928,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,48.7456,-999.0,-999.0,-999.0,-999.0,val
-14684,Canada,NAM,cool_moist,-55.659659999999995,48.92696,64.0,26,unknown,unknown,0.0,19.8,0.0,0.0,0.0,58.9,0.0,2.5,8.6,0.0,5.8,0.0,0.0,0.0,2.8,0.0,0.0,0.21899999999999997,0.0,0.004043,0.89,1,2192,2192,38,24.66,59,29.5577,31.634,27.4836,30.25,23.0,36.75,41.5,46.0,44.3438,34.5303,43.8407,18.4474,2865.153,0.0,0.0,train
-14686,Canada,NAM,cool_moist,-57.92207,48.95224,99.0,148,unknown,unknown,8.5,10.7,0.0,0.0,0.0,57.1,0.0,2.4,12.1,0.0,7.3,0.0,0.0,0.0,0.0,0.0,0.0,0.022000000000000002,0.0,0.060537,0.51,1860,1860,1860,52,36.2,58,28.897,30.3069,27.5145,29.25,22.5,36.25,40.75,46.0,44.1875,33.4658,42.7222,17.2402,2265.7722,0.0,0.0,train
-14688,Canada,NAM,cool_moist,-57.36365,50.711240000000004,17.0,3,unknown,unknown,68.0,6.2,0.0,0.0,0.0,13.3,0.0,2.3,5.3,0.0,3.0,1.1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.002309,0.53,101,256,256,20,5.95,20,28.6973,31.4791,30.4595,32.0,25.0,37.5,41.0,44.5,43.8958,34.0691,40.1902,16.7814,1853.3643,0.0,0.0,train
-14695,Canada,NAM,cool_moist,-63.573381000000005,44.646322999999995,18.0,0,unknown,unknown,28.4,6.2,0.0,0.0,0.0,56.2,0.0,0.0,0.0,0.0,0.0,0.0,0.0,6.6,0.0,0.0,0.0,0.063,0.0,1.20898,1.63,17071,18893,18893,63,57.47,63,21.1523,21.488000000000003,20.8137,21.25,14.75,27.5,32.5,38.25,37.125,25.6225,35.454,8.3843,120.1559,0.0,0.0,test
-14696,Canada,NAM,cool_moist,-63.480754000000005,44.719799,68.0,52,unknown,unknown,19.2,6.8,0.0,0.0,0.0,64.2,0.0,0.0,0.0,0.0,0.0,1.0,0.0,6.8,0.0,0.0,0.0,0.040999999999999995,0.0,53.8088,1.58,1788,5315,18893,42,38.16,63,24.9205,29.0325,23.2908,26.6667,18.3333,34.3333,39.6667,46.0,44.4722,32.6118,40.3109,20.0115,2582.547,0.0,0.0,test
-14697,Canada,NAM,cool_moist,-61.361971999999994,45.613886,14.0,9,unknown,unknown,23.6,2.9,0.0,0.0,0.0,70.7,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.142678,0.99,1884,1884,1884,53,30.29,56,26.9545,28.8504,25.605999999999998,27.6667,21.6667,33.3333,37.6667,43.3333,42.125,32.1564,39.5448,15.5769,2028.4303,0.0,0.0,train
-14700,Canada,NAM,cool_moist,-60.17252,46.14222,27.0,28,unknown,unknown,22.2,4.5,0.0,0.0,0.0,68.5,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.5,2.1,0.0,0.0,0.0,0.0,0.657687,0.93,475,476,966,60,45.61,60,27.3549,29.1739,25.5511,28.0,21.0,34.5,39.5,44.5,43.5,32.6491,42.0665,12.8487,1325.2115,0.0,0.0,train
-14704,Canada,NAM,cool_moist,-64.84033000000001,45.07267,235.0,111,unknown,unknown,34.8,0.0,0.0,0.0,1.5,43.1,0.0,0.0,0.0,0.0,0.0,0.0,1.3,1.1,17.5,0.0,0.0,1.439,0.0,2.04094,1.16,278,366,2737,7,8.47,56,33.0719,34.0528,32.0828,33.25,26.25,39.25,44.25,50.75,49.7188,37.099000000000004,46.0801,45.9644,5902.3751,0.0,0.0,val
-14705,Canada,NAM,cool_moist,-66.08333,43.83333,31.0,32,unknown,unknown,50.6,7.6,0.0,0.0,0.0,39.4,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.111,0.0,0.154574,1.36,214,2750,4933,35,23.78,56,26.9367,29.6121,24.781999999999996,27.0,20.6667,33.6667,38.6667,48.0,44.5417,32.6245,41.3077,37.5901,3290.328,0.3333,0.0,train
-14706,Canada,NAM,cool_moist,-62.69664,45.681670000000004,12.0,30,unknown,unknown,38.3,1.1,0.0,0.0,0.0,51.5,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,6.6,0.0,0.0,0.0,0.0,1.9914599999999998,1.0,1450,2421,7609,38,23.59,62,25.3965,26.378,23.1049,24.6667,18.3333,31.0,36.3333,42.0,40.2083,29.5845,38.0821,11.4797,852.2712,0.0,0.0,val
-14707,Canada,OCN,unknown,-59.90365,43.93307,8.0,1,unknown,unknown,98.2,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.92,0,0,1,0,0.0,34,31.9777,32.3587,31.6527,31.5,27.0,36.5,41.25,49.75,47.1562,35.9078,46.1048,119.9338,3468.4477,1.5,1.0,train
-14708,Canada,NAM,cool_moist,-64.48333000000001,45.06667,60.0,31,unknown,unknown,18.3,1.1,0.0,0.0,1.7,53.2,0.0,0.0,0.0,0.0,0.0,0.0,2.2,0.0,21.6,0.0,0.0,0.40399999999999997,0.0,0.147109,1.14,1856,2737,2817,50,34.68,57,26.6441,28.4766,25.5651,27.6667,19.6667,34.6667,39.6667,45.6667,43.6562,31.9305,41.744,14.4232,1787.4189,0.0,0.0,val
-14709,Canada,NAM,cool_moist,-66.64670100000001,45.9575,21.0,43,unknown,unknown,0.0,0.0,0.0,0.0,0.0,90.9,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,6.6,0.0,0.0,0.0,0.0,0.357229,1.12,5404,5450,5459,62,57.62,62,24.7621,28.2027,21.3473,25.5,17.25,33.0,38.0,44.75,43.9062,31.7775,41.8559,18.9193,2107.5489,0.0,0.0,train
-14711,Canada,NAM,cool_moist,-66.00838399999999,45.308762,41.0,0,unknown,unknown,39.7,2.0,0.0,0.0,0.0,52.5,0.0,0.0,0.0,0.0,0.0,0.0,0.0,2.6,1.1,0.0,0.0,0.003,0.0,5.3501900000000004,1.37,2779,2779,4920,62,50.57,63,27.2979,29.3218,25.3018,28.0,20.5,34.5,40.0,46.0,44.817,32.5514,42.6823,19.6547,2219.6748,0.0,0.0,train
-14713,Canada,NAM,cool_moist,-66.06156800000001,45.269829,29.0,5,unknown,unknown,34.2,2.6,0.0,0.0,0.0,57.5,0.0,0.0,0.0,0.0,0.0,0.0,0.0,2.6,0.0,0.0,0.0,0.0,0.0,0.62388,1.46,2176,2781,4920,59,48.98,63,26.7388,27.9941,26.194000000000003,27.3333,20.0,34.6667,39.0,45.0,43.4583,31.865,40.2415,33.8882,1770.6537,0.0,0.0,train
-14714,Canada,NAM,cool_moist,-66.080065,45.252897999999995,59.0,24,unknown,unknown,46.5,2.6,0.0,0.0,0.0,45.5,0.0,0.0,0.0,0.0,0.0,0.0,0.0,2.4,0.0,0.0,0.0,0.0,0.0,0.62388,1.46,162,2176,4920,52,40.03,63,25.4746,26.8856,24.0561,25.75,19.25,31.75,37.25,43.25,42.1562,30.1294,39.7716,23.5502,1104.5726,0.0,0.0,train
-14715,Canada,NAM,cool_moist,-64.78962,46.101620000000004,9.0,14,unknown,unknown,0.0,0.0,0.0,0.0,0.0,77.9,0.0,0.0,0.0,0.0,0.0,0.0,1.6,2.1,15.7,0.0,0.0,0.0,0.0,6.17547,1.12,6386,6790,6790,63,61.11,63,23.3966,27.219,19.4185,24.25,15.0,32.5,38.5,45.5,44.2991,31.103,42.3939,23.9248,2260.5242,0.0,0.0,test
-14716,Canada,NAM,cool_moist,-64.99444,45.592220000000005,335.0,314,unknown,unknown,38.7,1.0,0.0,0.0,0.0,57.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.7,0.0,0.0,0.0,0.0,0.0,1.09,0,5,85,0,1.85,11,28.0625,30.8202,28.7162,29.5,22.5,37.5,42.0,48.0,46.5,33.9707,40.2913,40.5531,3609.0583,0.5,0.0,train
-14717,Canada,NAM,cool_moist,-66.449573,45.073271999999996,0.0,2,unknown,unknown,62.4,2.0,0.0,0.0,0.0,34.3,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.932011,1.45,30,54,2778,28,9.62,30,29.0438,30.9966,27.2438,30.0,22.6667,36.0,40.6667,47.0,45.3155,34.08,41.81399999999999,32.139,2809.9197,0.0,0.0,train
-14718,Canada,NAM,cool_moist,-66.561643,45.605756,9.0,6,unknown,unknown,0.0,0.0,0.0,0.0,0.0,91.8,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,6.8,0.0,0.0,0.35600000000000004,0.0,0.092237,1.19,44,126,1991,7,3.89,34,23.9786,27.7467,20.2286,24.75,16.5,32.25,37.25,43.5,42.0312,30.8464,40.9112,18.7023,1433.7518,0.0,0.0,train
-14719,Canada,NAM,cool_moist,-65.701346,45.642021,20.0,20,unknown,unknown,0.0,0.0,0.0,0.0,1.1,86.1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,11.9,0.0,0.0,0.040999999999999995,0.0,3.8551300000000004,1.3,273,273,2973,14,7.95,53,23.9375,30.5684,20.5681,27.0,17.0,34.6667,40.6667,47.3333,46.0,34.1703,40.1731,32.1204,3829.2475,0.0,0.0,train
-14720,Canada,NAM,cool_moist,-67.477738,45.950069,153.0,27,unknown,unknown,0.0,0.0,0.0,0.0,6.8,88.9,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,3.3,0.0,0.0,0.0,0.0,0.095456,0.98,17,433,3157,5,3.77,53,25.4503,29.3962,21.4554,26.5,17.25,34.75,40.25,46.75,45.7083,32.7683,44.0009,21.7118,3180.0162,0.0,0.0,test
-14721,Canada,NAM,cool_moist,-67.07403599999999,45.086912,25.0,19,unknown,unknown,26.6,6.1,0.0,0.0,0.0,65.2,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.139096,1.29,1058,1058,2711,20,9.69,58,25.9372,28.2249,23.5873,26.5,18.5,34.0,39.0,44.25,43.2812,31.0936,41.2927,14.327,1632.2420000000002,0.0,0.0,train
-14723,Canada,NAM,cool_moist,-67.83101500000001,47.157628,239.0,54,unknown,unknown,0.0,0.0,0.0,0.0,2.8,68.1,0.0,0.0,0.0,0.0,0.0,0.0,8.4,0.0,19.5,0.0,0.0,0.0,0.0,0.10234299999999999,0.91,66,189,2100,8,8.26,58,25.6885,28.3413,23.0201,26.0,18.0,34.25,39.5,45.0,44.3482,31.441999999999997,42.4587,17.0698,2099.8063,0.0,0.0,train
-14724,Canada,NAM,cool_moist,-65.423534,47.071087,18.0,5,unknown,unknown,7.8,0.0,0.0,0.0,0.0,87.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,2.6,0.0,0.0,0.0,0.0,6.0252,1.12,846,1169,1390,32,26.91,60,27.2122,29.9237,24.4897,27.75,19.5,34.75,40.5,46.75,45.4375,32.7512,43.8797,18.0812,3022.7901,0.0,0.0,train
-14725,Canada,NAM,cool_moist,-65.633509,47.609693,16.0,4,unknown,unknown,15.3,0.0,0.0,0.0,1.3,73.8,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,6.6,0.0,0.0,0.0,0.0,0.31241399999999997,0.95,1101,1842,1961,55,35.97,61,26.5161,28.8891,24.1454,26.75,19.0,34.5,39.75,46.0,44.625,32.0322,43.0358,16.493,2250.4410000000003,0.0,0.0,test
-14727,Canada,NAM,cool_moist,-73.49939,45.64128,19.0,8,unknown,unknown,2.9,4.3,0.0,0.0,2.2,7.6,0.0,0.0,0.0,0.0,1.0,0.0,27.3,31.6,21.1,0.0,0.0,0.0,0.0,60.4713,3.39,19782,61055,90475,62,61.36,63,23.2972,27.1167,19.5018,23.5,14.5,31.0,38.75,48.97,47.0,31.4632,43.3655,52.7953,4142.3418,0.25,0.0,train
-14729,Canada,NAM,cool_moist,-73.60556,45.46,13.0,18,unknown,unknown,7.7,2.7,0.0,0.0,1.7,3.7,0.0,0.0,1.0,0.0,0.0,1.0,34.0,34.0,13.4,0.0,0.0,0.0,0.0,6.6822,3.53,68092,87526,90475,62,61.97,63,3.6212,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,18.7167,-999.0,-999.0,-999.0,-999.0,train
-14731,Canada,NAM,cool_moist,-73.663875,45.502679,41.0,18,unknown,unknown,10.9,3.5,0.0,0.0,2.0,4.9,0.0,0.0,1.3,0.0,1.0,1.9,20.5,39.0,14.4,0.0,0.0,0.0,0.0,29.358,3.57,80276,87526,90475,63,62.98,63,17.9002,20.7982,15.0049,17.5,9.5,25.5,32.5,42.75,40.75,25.0294,37.273,17.5796,1257.4734,0.0,0.0,train
-14732,Canada,NAM,cool_moist,-73.6415,45.5945,21.0,13,unknown,unknown,5.6,4.9,0.0,0.0,2.2,7.6,0.0,0.0,1.1,0.0,1.3,1.4,14.3,42.3,18.8,0.0,0.0,0.001,0.0,29.358,3.57,61016,89581,90475,63,62.82,63,23.3039,25.5987,18.8045,22.3333,13.0,30.3333,38.0,49.9067,46.6667,30.1544,41.528,58.49,4099.6546,0.3333,0.0,train
-14735,Canada,NAM,cool_moist,-73.74845400000001,45.547499,35.0,18,unknown,unknown,10.7,3.7,0.0,0.0,2.2,6.4,0.0,0.0,1.3,0.0,1.1,1.9,12.9,40.7,18.6,0.0,0.0,0.068,0.0,18.3656,3.44,40385,46827,90475,63,63.0,63,24.7369,28.6569,20.8071,25.0,15.5,33.0,41.25,52.5,49.6562,33.1271,45.6071,59.588,6062.7643,0.5,0.0,train
-14736,Canada,NAM,cool_moist,-73.57528,45.50083,56.0,94,unknown,unknown,6.8,3.9,0.0,0.0,1.9,4.4,0.0,0.0,1.1,0.0,0.0,1.1,26.7,37.7,15.0,0.0,0.0,0.0,0.0,109.226,3.63,86059,87526,90475,63,62.9,63,18.6576,20.3619,16.9329,18.0,11.0,25.0,32.5,44.0,41.25,24.4555,37.534,29.5709,1462.9288,0.0,0.0,train
-14737,Canada,NAM,cool_moist,-73.57222,45.47167,21.0,11,unknown,unknown,6.8,3.9,0.0,0.0,1.9,4.4,0.0,0.0,1.1,0.0,0.0,1.1,26.7,37.7,15.0,0.0,0.0,0.0,0.0,4.438680000000001,3.62,86059,87526,90475,63,61.49,63,21.2499,24.6541,17.8634,21.0,12.25,29.25,37.25,48.25,46.2812,29.0922,41.2285,37.263000000000005,3159.7017,0.0,0.0,train
-14738,Canada,NAM,cool_moist,-73.4881,45.52207,32.0,22,unknown,unknown,3.6,4.1,0.0,0.0,2.1,4.9,0.0,0.0,0.0,0.0,0.0,0.0,28.1,34.5,19.6,0.0,0.0,0.145,0.0,29.9073,3.51,42555,42555,90475,63,62.59,63,24.4604,28.3106,20.5723,24.0,15.5,32.75,41.0,53.485,50.3125,32.6194,46.0214,66.247,6272.4490000000005,0.75,0.0,train
-14740,Canada,NAM,cool_moist,-73.468631,45.44298,15.0,13,unknown,unknown,4.6,2.2,0.0,0.0,1.9,3.3,0.0,0.0,0.0,0.0,0.0,0.0,41.2,29.8,15.1,0.0,0.0,0.048,0.0,34.1775,3.44,16275,31813,90475,62,60.8,63,26.0912,30.9872,22.8708,27.0,18.6667,34.3333,42.3333,54.14,51.75,35.0901,46.8023,62.9849,7189.839,0.6667,0.0,train
-14742,Canada,NAM,cool_moist,-73.92917,45.42667,39.0,15,unknown,unknown,13.2,2.2,0.0,0.0,4.1,5.2,0.0,0.0,0.0,0.0,0.0,2.9,27.4,19.3,23.8,0.0,0.0,0.256,0.0,6.8186,2.4,10226,25172,80276,62,56.64,63,25.3041,29.3766,21.326,25.5,16.75,33.5,41.5,51.0,48.9375,33.6792,45.0667,54.2415,5546.1491,0.25,0.0,train
-14743,Canada,NAM,cool_moist,-73.74110999999999,45.468059999999994,33.0,10,unknown,unknown,12.7,3.0,0.0,0.0,2.1,4.8,0.0,0.0,1.3,0.0,0.0,2.3,18.4,38.3,15.7,0.0,0.0,0.0,0.0,14.6117,3.23,24642,40952,90475,63,61.8,63,24.0109,28.211,19.8655,24.25,14.5,32.5,40.5,51.5,48.9688,32.7839,45.1777,55.6373,5267.3638,0.0,0.0,train
-14744,Canada,NAM,cool_moist,-73.573825,45.651691,29.0,27,unknown,unknown,3.0,5.0,0.0,0.0,1.9,8.9,0.0,0.0,0.0,0.0,1.1,0.0,19.9,38.1,19.8,0.0,0.0,0.0,0.0,64.7636,3.34,58522,61055,90475,63,62.24,63,24.3454,28.0887,20.6607,24.75,15.75,32.25,39.0,50.18,47.5,32.1687,44.2216,53.0799,4642.9081,0.25,0.0,train
-14746,Canada,NAM,cool_moist,-73.57176,45.54271,53.0,44,unknown,unknown,5.4,4.6,0.0,0.0,2.1,5.8,0.0,0.0,1.1,0.0,1.1,1.3,20.5,40.6,17.0,0.0,0.0,0.0,0.0,109.226,3.63,80985,90475,90475,63,62.96,63,23.0675,26.8409,19.4086,22.75,14.0,31.0,39.1,50.25,48.5312,31.1476,44.0704,48.2639,4540.0527,0.25,0.0,train
-14749,Canada,NAM,cool_moist,-75.72342900000001,45.435987,62.0,11,unknown,unknown,2.5,1.3,0.0,0.0,16.0,14.6,0.0,0.0,0.0,0.0,0.0,1.0,10.4,14.5,38.2,0.0,0.0,0.09,0.0,25.3636,1.95,27245,45666,48832,63,62.85,63,24.9952,28.8302,21.1341,25.25,16.25,32.75,40.5,51.07,49.3438,33.0644,43.9582,52.9586,4916.0094,0.25,0.0,train
-14753,Canada,NAM,cool_moist,-71.220495,46.821177,8.0,25,unknown,unknown,5.8,1.0,0.0,0.0,2.6,42.4,0.0,0.0,0.0,0.0,1.3,1.6,11.4,8.7,24.2,0.0,0.0,0.0,0.0,35.2061,1.72,25858,29126,29126,63,62.97,63,21.7584,25.509,18.034000000000002,21.5,13.0,29.75,37.25,47.0,45.0312,29.590999999999998,41.0771,41.4304,3144.7482,0.0,0.0,train
-14755,Canada,NAM,cool_moist,-71.246387,46.794872999999995,69.0,40,unknown,unknown,5.4,0.0,0.0,0.0,2.3,36.2,0.0,0.0,0.0,0.0,1.2,1.6,14.9,8.7,27.9,0.0,0.0,0.0,0.0,2.6191299999999997,1.7,7771,25858,29126,63,62.98,63,25.0176,28.1937,21.6796,25.3333,16.3333,33.3333,40.3333,48.3333,46.5298,31.9976,42.9976,38.2387,3837.9375,0.0,0.0,train
-14756,Canada,NAM,cool_moist,-71.369722,46.774167,26.0,21,unknown,unknown,5.9,1.1,0.0,0.0,2.3,46.1,0.0,0.0,0.0,0.0,0.0,1.4,8.0,8.8,24.2,0.0,0.0,0.127,0.0,3.43364,1.76,18094,27962,29126,63,61.64,63,22.9181,26.999000000000002,18.7042,23.0,13.5,31.75,38.5,46.99,45.1562,31.1282,42.2468,35.4482,3112.9337,0.0,0.0,train
-14757,Canada,NAM,cool_moist,-71.8746,45.41231,211.0,86,unknown,unknown,0.0,0.0,0.0,0.0,12.1,43.4,0.0,0.0,0.0,0.0,0.0,0.0,1.7,2.7,38.8,0.0,0.0,0.027000000000000003,0.0,8.803939999999999,1.88,10249,18707,20815,62,59.18,63,27.0303,30.8124,23.1855,27.25,19.25,34.75,41.75,51.5,49.6562,34.6428,45.4894,44.3618,6014.9452,0.0,0.0,train
-14758,Canada,NAM,cool_moist,-71.052412,48.416374,82.0,80,unknown,unknown,4.6,2.1,0.0,0.0,0.0,71.0,0.0,0.0,0.0,0.0,0.0,0.0,4.9,2.2,12.9,0.0,0.0,0.105,0.0,14.8955,1.05,5151,5151,5151,62,57.58,63,25.7144,28.6198,22.7738,26.0,18.0,33.5,39.75,47.25,45.9375,32.0498,43.7639,25.7875,3174.558,0.0,0.0,val
-14759,Canada,NAM,cool_moist,-78.982778,48.234087,289.0,15,unknown,unknown,1.1,1.4,0.0,0.0,0.0,83.7,0.0,0.0,0.0,0.0,0.0,1.4,0.0,0.0,9.8,0.0,0.0,0.0,0.0,0.340513,0.78,991,1427,1478,57,42.79,61,28.8471,31.6544,25.8689,29.25,21.5,35.5,42.25,51.75,49.5848,34.8033,46.1938,47.5718,5368.1977,1.25,0.0,train
-14760,Canada,NAM,cool_moist,-72.5375,46.34806,11.0,7,unknown,unknown,9.7,0.0,0.0,0.0,1.9,28.6,0.0,0.0,0.0,0.0,0.0,1.6,24.5,2.3,29.7,0.0,0.0,1.8719999999999999,0.0,3.5365699999999998,2.07,9456,10673,12348,61,55.85,63,26.6902,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,42.8944,-999.0,-999.0,-999.0,-999.0,train
-14761,Canada,NAM,cool_moist,-72.540101,46.352238,11.0,7,unknown,unknown,9.7,0.0,0.0,0.0,1.9,28.6,0.0,0.0,0.0,0.0,0.0,1.6,24.5,2.3,29.7,0.0,0.0,1.8719999999999999,0.0,3.5365699999999998,2.07,9456,10673,12348,62,58.23,63,24.0433,30.406,22.4867,26.5,18.0,34.0,42.0,53.0,50.0,34.6166,41.0847,70.4081,7182.7999,1.0,0.0,train
-14763,Canada,NAM,cool_moist,-72.66,46.0425,50.0,12,unknown,unknown,6.2,0.0,0.0,0.0,1.4,11.3,0.0,0.0,0.0,0.0,0.0,0.0,45.4,0.0,33.6,0.0,0.0,0.11900000000000001,0.0,0.7090350000000001,2.15,165,228,10367,12,14.18,62,27.4981,31.175,23.2785,27.75,20.0,35.0,41.0,50.75,48.9375,34.7265,44.5105,78.2235,5776.8235,0.75,0.0,train
-14767,Canada,NAM,cool_moist,-72.890249,46.441596999999994,114.0,43,unknown,unknown,7.2,0.0,0.0,0.0,4.8,47.8,0.0,0.0,0.0,0.0,0.0,0.0,16.1,1.7,20.7,0.0,0.0,0.23600000000000002,0.0,0.184184,1.92,316,352,9580,21,19.5,63,25.4352,29.2052,21.386999999999997,25.75,16.75,33.75,40.0,48.25,46.6562,32.6816,44.3359,47.214,4119.8843,0.25,0.0,train
-14769,Canada,NAM,cool_moist,-72.840249,45.715614,38.0,12,unknown,unknown,0.0,0.0,0.0,0.0,1.3,3.4,0.0,0.0,0.0,0.0,0.0,0.0,69.3,0.0,25.0,0.0,0.0,0.24,0.0,11.0069,2.29,364,518,10679,20,23.38,62,25.8086,30.0252,21.463,26.0,17.5,33.75,40.25,50.49,48.1562,33.8776,44.1132,45.4179,4992.5273,0.0,0.0,train
-14770,Canada,NAM,cool_moist,-74.48083000000001,46.035,413.0,153,unknown,unknown,0.0,0.0,0.0,0.0,28.7,68.2,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,2.1,0.0,0.0,0.0,0.0,0.209,1.54,107,230,2580,7,6.13,60,30.4107,32.0938,28.7837,30.25,23.0,37.25,43.5,51.75,49.9062,35.1112,46.3558,40.2563,5947.6398,0.5,0.0,train
-14771,Canada,NAM,cool_moist,-76.018046,45.622378000000005,191.0,36,unknown,unknown,2.2,0.0,0.0,0.0,32.3,37.2,0.0,0.0,0.0,0.0,0.0,0.0,2.5,0.0,23.9,0.0,0.0,0.067,0.0,0.625047,1.52,168,174,13765,7,10.35,62,27.304000000000002,31.0062,23.447,27.5,19.25,35.25,42.5,52.25,50.3438,34.6554,45.4781,60.6385,6073.5581,1.25,0.0,train
-14772,Canada,NAM,cool_moist,-73.376808,45.722896,17.0,15,unknown,unknown,1.9,3.6,0.0,0.0,2.2,8.9,0.0,0.0,0.0,0.0,0.0,1.3,40.1,14.4,26.2,0.0,0.0,0.491,0.0,20.0197,2.97,1710,3501,89581,41,43.26,63,26.0001,30.2787,20.7927,26.0,17.0,34.25,41.25,52.0,49.5312,34.1695,46.1612,65.5922,6244.4951,0.25,0.0,train
-14773,Canada,NAM,cool_moist,-79.099722,46.721389,249.0,23,unknown,unknown,6.3,3.5,0.0,0.0,2.1,87.1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.070234,0.98,35,79,306,45,17.07,45,27.8664,31.2858,24.1621,28.0,19.5,35.5,42.5,53.0,51.0179,34.7942,46.6382,66.1496,6108.7327,0.0,0.5,train
-14774,Canada,NAM,cool_moist,-68.70721999999999,47.73333,301.0,147,unknown,unknown,2.7,0.0,0.0,0.0,6.5,82.1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,7.3,0.0,0.0,0.016,0.0,4.91364,0.79,65,67,326,0,2.25,51,28.6227,30.0981,27.0911,29.25,21.0,35.75,41.75,48.25,46.9821,32.9921,44.2661,27.4321,3547.4874,0.0,0.0,test
-14778,Canada,NAM,cool_moist,-72.73889,48.80972,222.0,57,unknown,unknown,0.0,9.8,0.0,0.0,0.0,67.8,0.0,0.0,1.1,0.0,0.0,0.0,13.1,0.0,6.7,0.0,0.0,0.07400000000000001,0.0,0.004716,0.96,71,75,749,0,2.64,52,27.1727,29.9322,24.3237,27.75,19.5,34.5,40.75,48.775,46.8438,33.037,44.4393,30.0119,3839.3959,0.0,0.0,train
-14779,Canada,NAM,cool_moist,-71.96778,46.68222,48.0,50,unknown,unknown,7.2,0.0,0.0,0.0,4.2,43.2,0.0,0.0,0.0,0.0,0.0,1.5,15.8,0.0,26.8,0.0,0.0,0.0,0.0,1.14629,1.92,267,1058,3151,32,27.5,57,24.3389,29.0264,19.4529,24.75,15.0,33.5,39.5,48.75,46.5312,32.8253,43.7415,51.9976,4243.031,0.25,0.0,train
-14780,Canada,NAM,cool_moist,-71.62278,46.836940000000006,126.0,6,unknown,unknown,7.1,0.0,0.0,0.0,3.4,55.7,0.0,0.0,0.0,0.0,0.0,1.2,7.6,3.4,19.7,0.0,0.0,0.22399999999999998,0.0,1.20907,1.91,547,734,27962,35,26.2,63,20.7516,25.7676,15.4529,20.5,10.5,30.5,38.0,45.5,43.5625,29.6819,42.4483,23.2794,2297.342,0.0,0.0,train
-14781,Canada,NAM,cool_moist,-70.862523,47.015308000000005,59.0,33,unknown,unknown,24.1,0.0,0.0,0.0,2.4,43.4,0.0,0.0,0.0,0.0,1.3,1.6,11.8,0.0,14.3,0.0,0.0,1.381,0.0,1.6263299999999998,1.5,93,474,1414,13,20.39,60,27.8839,30.2055,25.4575,28.25,20.25,35.25,41.0,48.75,47.3482,33.4262,43.8362,40.5703,4082.6839,0.25,0.0,train
-14782,Canada,NAM,cool_moist,-70.453778,46.848967,411.0,92,unknown,unknown,3.1,0.0,0.0,0.0,1.4,82.5,0.0,0.0,0.0,0.0,0.0,0.0,4.7,0.0,7.6,0.0,0.0,0.075,0.0,0.190751,1.14,36,46,1333,0,2.45,58,28.6923,31.3983,25.9068,29.25,21.25,35.75,42.5,50.5,48.0,34.5521,45.2045,36.126999999999995,5006.2961,0.25,0.0,train
-14783,Canada,NAM,cool_moist,-70.85583000000001,45.82472,497.0,112,unknown,unknown,0.0,0.0,0.0,0.0,2.4,79.1,0.0,0.0,0.0,0.0,0.0,0.0,1.3,0.0,15.7,0.0,0.0,0.0,0.0,0.374861,1.26,11,109,2235,0,1.41,47,32.5761,33.9905,31.1497,32.5,26.25,38.75,45.0,53.61,51.0,37.095,46.6767,48.3517,7139.4537,0.0,0.0,test
-14784,Canada,NAM,cool_moist,-71.948695,45.905784999999995,243.0,89,unknown,unknown,0.0,0.0,0.0,0.0,6.8,35.2,0.0,0.0,0.0,0.0,0.0,0.0,11.2,0.0,45.4,0.0,0.0,0.008,0.0,0.906982,1.83,121,146,7273,18,17.45,62,31.5944,33.5774,29.776,31.25,25.0,38.0,44.5,53.25,50.6562,36.5806,46.4351,55.9212,7290.9887,0.5,0.0,train
-14785,Canada,NAM,cool_moist,-72.29056,47.647220000000004,366.0,5,unknown,unknown,0.0,0.0,0.0,0.0,0.0,99.1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0015789999999999999,1.11,2,2,25,5,2.99,10,25.8752,30.6138,20.9412,26.75,17.0,34.5,41.5,50.0,48.8021,33.9944,45.8552,34.7975,5125.4972,0.25,0.0,val
-14791,Canada,NAM,cool_moist,-74.288475,45.120627,50.0,1,unknown,unknown,10.8,0.0,0.0,0.0,11.4,5.1,0.0,0.0,0.0,0.0,0.0,0.0,31.0,0.0,38.8,0.0,0.0,0.012,0.0,0.699105,1.84,255,308,8510,8,8.66,62,28.4019,32.4452,24.0063,29.0,20.0,36.25,43.5,54.75,52.125,36.4208,47.3693,64.3222,7451.5531,0.75,0.0,train
-14792,Canada,NAM,cool_moist,-73.43473,45.80942,10.0,8,unknown,unknown,2.4,3.5,0.0,0.0,1.8,9.0,0.0,0.0,0.0,0.0,0.0,1.4,41.3,11.2,28.0,0.0,0.0,0.18100000000000002,0.0,9.37844,2.7,3353,26010,61055,59,55.43,63,25.6104,29.5594,21.3086,26.25,17.5,33.5,40.25,50.25,48.2188,33.6522,43.9626,56.6653,4768.3751,0.0,0.0,train
-14793,Canada,NAM,cool_moist,-72.26509899999999,45.365683000000004,334.0,50,unknown,unknown,1.2,0.0,0.0,0.0,27.8,46.1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,22.2,0.0,0.0,0.0,0.0,0.469412,1.82,130,322,12927,12,10.26,62,31.4983,33.3314,29.7417,31.5,24.25,38.25,45.0,54.75,51.9688,36.5777,47.318999999999996,56.1211,7455.2608,0.25,0.0,train
-14794,Canada,NAM,cool_moist,-71.250167,45.373329999999996,475.0,65,unknown,unknown,0.0,0.0,0.0,0.0,10.3,85.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,4.1,0.0,0.0,0.04,0.0,0.029185000000000003,1.28,38,146,491,0,3.26,18,30.4349,33.4793,27.3649,30.75,23.25,37.75,44.5,52.5,49.9375,36.7658,47.0265,42.9048,7357.8276,0.25,0.0,train
-14795,Canada,NAM,cool_moist,-75.43194,46.768609999999995,256.0,24,unknown,unknown,1.9,0.0,0.0,0.0,7.2,82.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,7.0,0.0,0.0,0.10800000000000001,0.0,0.080348,1.54,23,165,1992,6,6.45,56,25.4435,29.5047,21.180999999999997,25.75,17.0,33.75,40.5,48.25,46.9062,32.8181,44.3806,29.4942,3987.1592,0.25,0.0,train
-14796,Canada,NAM,cool_moist,-77.196674,48.431647999999996,299.0,6,unknown,unknown,3.3,5.5,0.0,0.0,0.0,82.5,0.0,0.0,1.1,0.0,0.0,2.7,0.0,0.0,2.8,0.0,0.0,0.0,0.0,8.646460000000001,0.81,16,25,387,8,11.24,51,27.7411,30.8072,24.5716,28.0,20.0,35.5,42.0,50.5,48.5312,34.1152,46.1687,42.9358,5183.2632,0.75,0.0,train
-14797,Canada,NAM,cool_moist,-72.058421,46.304287,92.0,5,unknown,unknown,0.0,0.0,0.0,0.0,2.1,46.2,0.0,0.0,0.0,0.0,0.0,0.0,13.9,0.0,36.0,0.0,0.0,0.005,0.0,0.548875,1.77,64,89,6541,7,8.12,59,25.7139,30.3645,20.618000000000002,26.5,17.25,34.5,41.25,50.5,48.375,34.0733,44.4691,44.6014,5315.7080000000005,0.25,0.0,train
-14798,Canada,NAM,cool_moist,-73.34868,45.294166,35.0,8,unknown,unknown,1.1,0.0,0.0,0.0,0.0,2.9,0.0,0.0,0.0,0.0,0.0,0.0,70.4,4.8,18.6,0.0,0.0,0.11900000000000001,0.0,1.79542,2.49,1154,8748,28269,32,34.91,63,26.3991,31.8574,22.5216,27.5,20.0,34.5,41.0,50.5,48.7143,35.4662,45.0877,41.133,5676.3652,0.3333,0.0,train
-14801,Canada,NAM,cool_moist,-71.26751999999999,46.709496,69.0,53,unknown,unknown,5.1,0.0,0.0,0.0,1.5,29.2,0.0,0.0,0.0,0.0,0.0,1.2,18.3,8.2,33.8,0.0,0.0,0.073,0.0,2.6191299999999997,1.7,8244,11803,29126,63,59.39,63,23.5267,27.2908,19.6574,23.75,15.25,32.0,38.0,46.5,44.375,31.1083,42.0882,26.6609,2675.9607,0.0,0.0,train
-14803,Canada,NAM,cool_moist,-75.676,45.434329999999996,72.0,21,unknown,unknown,2.3,1.3,0.0,0.0,15.6,13.8,0.0,0.0,0.0,0.0,0.0,1.1,11.0,14.2,39.5,0.0,0.0,0.11800000000000001,0.0,42.3844,2.01,43208,48832,48832,63,63.0,63,25.3807,28.9533,21.7934,25.5,16.75,33.25,40.5,51.105,49.625,33.1031,44.266999999999996,46.4969,5070.4789,0.25,0.0,train
-14805,Canada,NAM,cool_moist,-75.71419399999999,45.382528,84.0,27,unknown,unknown,2.2,1.3,0.0,0.0,10.5,12.6,0.0,0.0,0.0,0.0,0.0,0.0,12.5,14.5,44.0,0.0,0.0,0.09,0.0,4.01216,2.06,40287,46069,48832,63,62.98,63,25.9059,29.9277,21.8172,26.25,17.75,34.0,41.5,51.25,49.7188,34.1523,44.9856,50.6759,5627.7139,0.0,0.0,train
-14806,Canada,NAM,cool_moist,-83.043667,42.315778,184.0,4,unknown,unknown,14.5,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.1,22.7,54.1,4.3,0.0,0.0,0.127,0.0,132.74200000000002,5.41,27911,34796,60476,63,62.83,63,27.5254,33.4534,21.592,26.125,16.5,36.75,48.5,65.335,62.625,38.397,59.65,203.9292,17651.5684,12.25,0.25,train
-14807,Canada,NAM,cool_moist,-83.073139,42.292889,184.0,10,unknown,unknown,8.2,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.2,1.4,26.2,52.8,7.3,0.0,0.0,0.127,0.0,67.2185,5.2,30872,32292,60476,63,62.6,63,26.9356,33.2303,20.6903,25.75,16.0,36.25,47.25,63.75,60.875,38.0135,57.9594,181.6267,16004.0774,9.75,0.5,train
-14809,Canada,NAM,cool_moist,-76.52831,44.21625,101.0,23,unknown,unknown,32.5,1.7,0.0,0.0,2.1,12.1,0.0,0.0,0.0,0.0,0.0,1.6,5.7,2.3,40.4,0.0,0.0,0.0,0.0,0.2243,2.0,14,19942,19942,50,40.3,63,31.4675,34.6876,28.2578,30.75,23.75,38.0,46.0,60.775,57.875,38.5917,50.4333,158.3979,11655.4511,8.25,0.0,train
-14812,Canada,NAM,cool_moist,-122.960402,50.144284999999996,638.0,61,unknown,unknown,3.8,48.2,0.0,0.0,0.0,7.3,0.0,1.1,3.8,0.0,11.1,0.0,0.0,0.0,0.0,23.9,0.0,0.064,0.0,2.09639,0.36,838,845,903,40,21.59,51,21.0983,27.3582,14.8704,20.25,9.75,31.25,39.5,47.5,46.5312,32.0538,44.6694,24.1424,3873.9873,0.0,0.0,test
-14814,Canada,NAM,cool_moist,-79.27405999999999,43.74792,172.0,23,unknown,unknown,43.1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,4.4,41.4,8.2,0.0,0.0,0.0,0.0,47.0056,5.77,52750,60693,116773,63,62.74,63,23.7649,28.3879,19.1419,23.0,14.0,32.0,41.25,57.29,54.3125,33.0961,49.1806,116.9508,8485.9068,4.25,0.25,val
-14822,Canada,NAM,cool_moist,-79.41682,43.77949,181.0,46,unknown,unknown,16.3,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,2.5,0.0,8.2,48.5,21.6,0.0,0.0,0.0,0.0,63.8825,6.08,59172,84697,116773,63,63.0,63,24.8428,29.2484,20.4491,24.5,15.5,33.0,41.25,56.035,54.0312,34.1182,49.4583,111.93,8183.7579,3.25,0.0,val
-14827,Canada,NAM,cool_moist,-79.78092,43.69875,234.0,20,unknown,unknown,2.4,0.0,0.0,0.0,2.0,1.3,0.0,0.0,1.2,0.0,4.3,0.0,17.8,31.3,39.4,0.0,0.0,0.26,0.0,16.5204,4.74,23960,23977,98034,63,62.99,63,26.7091,31.9544,21.4406,26.75,17.0,35.5,44.5,59.25,56.9688,37.179,51.488,112.3954,11574.9865,4.25,0.0,val
-14828,Canada,NAM,cool_moist,-79.507537,43.613587,90.0,53,unknown,unknown,41.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,3.0,0.0,4.5,47.7,1.4,0.0,0.0,0.0,0.0,61.7599,6.58,8908,87201,116773,62,54.26,63,23.3294,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,val
-14829,Canada,NAM,cool_moist,-79.5435,43.709444,149.0,19,unknown,unknown,25.3,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.5,0.0,4.0,0.0,9.3,50.3,8.2,0.0,0.0,0.0,0.0,40.9878,5.98,68345,98034,116773,63,63.0,63,20.9486,26.7115,15.1219,19.5,9.75,29.5,39.75,57.0,53.9062,31.9834,48.8955,130.0177,8390.9635,3.5,0.0,val
-14831,Canada,NAM,cool_moist,-79.38722,43.66417,107.0,53,unknown,unknown,43.3,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,2.1,0.0,2.4,47.9,2.2,0.0,0.0,0.0,0.0,0.8648450000000001,6.29,96826,116773,116773,63,60.12,63,26.0801,30.4702,21.6902,25.0,17.0,34.0,43.75,58.75,56.3125,35.0172,51.8895,131.4835,10047.1209,3.75,0.25,val
-14832,Canada,NAM,cool_moist,-79.65869,43.54697,110.0,34,unknown,unknown,41.5,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,3.2,0.0,12.4,30.5,10.0,0.0,0.0,0.013999999999999999,0.0,20.2232,5.59,44071,45407,111169,63,62.97,63,25.195999999999998,30.6566,19.6765,25.25,15.5,34.0,42.75,56.5,53.3125,35.262,49.2366,95.4613,8814.9445,2.0,0.0,val
-14833,Canada,NAM,cool_moist,-79.52194,43.610761,92.0,54,unknown,unknown,44.7,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,2.5,0.0,7.6,40.1,3.0,0.0,0.0,0.0,0.0,61.7599,6.58,38518,49359,116773,63,55.81,63,22.0025,27.6897,16.7562,21.6667,12.0,30.3333,39.6667,55.0,53.0833,32.3941,45.2778,89.2462,7361.0564,2.3333,0.0,val
-14835,Canada,NAM,cool_moist,-79.86166999999999,43.25778,94.0,61,unknown,unknown,13.8,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,21.4,10.7,50.0,0.0,0.0,0.465,0.0,4.52396,4.25,47926,47926,47926,63,62.54,63,25.7487,29.9305,21.5543,25.0,16.75,33.75,43.25,58.0,55.3438,34.7427,49.7028,92.9744,9371.0415,2.0,0.0,val
-14836,Canada,NAM,cool_moist,-79.86278,43.229420000000005,212.0,127,unknown,unknown,13.8,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,21.4,10.7,50.0,0.0,0.0,0.465,0.0,4.52396,4.25,47926,47926,47926,63,62.53,63,29.523000000000003,34.1011,24.9123,28.75,20.25,38.0,47.5,61.49,58.7812,38.9003,54.26,124.3204,14195.1294,5.5,0.0,val
-14841,Canada,NAM,cool_moist,-80.96300000000001,46.47567,259.0,1,unknown,unknown,0.0,2.1,0.0,0.0,0.0,56.2,0.0,0.0,0.0,0.0,3.2,0.0,2.7,2.1,30.9,0.0,0.0,0.0,0.0,0.771436,1.33,3983,3986,3989,55,51.95,61,28.6307,32.1063,25.1703,28.6667,21.0,35.6667,42.6667,53.3333,51.7917,35.532,46.761,81.2137,6948.7385,1.3333,0.0,train
-14845,Canada,NAM,cool_moist,-84.30991999999999,46.533190000000005,252.0,64,unknown,unknown,11.2,1.0,0.0,0.0,10.7,50.0,0.0,0.0,1.1,0.0,0.0,1.4,2.6,2.4,18.6,0.0,0.0,0.0,0.0,0.617642,1.15,4329,4638,11778,61,56.78,63,28.4538,31.4278,25.46,28.25,21.0,35.25,42.5,54.25,52.2812,34.9347,46.8694,78.0825,6443.2217,1.75,0.0,train
-14849,Canada,NAM,cool_moist,-89.29016999999999,48.37939,207.0,5,unknown,unknown,32.0,1.9,0.0,0.0,0.0,48.9,0.0,0.0,0.0,0.0,0.0,0.0,1.6,3.3,10.6,0.0,0.0,0.0,0.0,0.107753,1.07,2325,4414,4418,60,52.95,62,25.5496,29.9465,21.1277,26.5,16.9375,34.25,40.75,48.75,47.0938,33.6803,44.9127,27.3297,3918.2424,0.0,0.0,train
-14851,Canada,NAM,cool_moist,-81.20642,43.00672,273.0,18,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,70.0,8.2,21.4,0.0,0.0,0.552,0.0,5.41787,2.29,13546,13556,15732,62,61.38,63,27.5729,32.8704,22.2692,26.6667,18.3333,35.3333,45.3333,60.0,58.25,37.1185,52.1963,130.4951,12424.4882,4.6667,0.0,test
-14854,Canada,NAM,cool_moist,-82.40508,42.982279999999996,182.0,13,unknown,unknown,23.9,1.0,0.0,0.0,1.8,1.4,0.0,0.0,0.0,0.0,0.0,0.0,36.6,6.6,27.6,0.0,0.0,1.383,0.0,2.6032900000000003,3.3,6700,20989,20989,63,60.94,63,29.666999999999998,34.4285,24.8795,29.25,20.25,37.75,46.5,62.25,60.125,38.9119,54.9333,164.5127,14345.4467,7.75,0.25,train
-14857,Canada,NAM,cool_moist,-78.34622,44.30192,236.0,43,unknown,unknown,4.7,0.0,0.0,0.0,0.0,8.5,0.0,0.0,0.0,0.0,0.0,1.7,6.0,1.6,75.8,0.0,0.0,0.376,0.0,1.54346,1.85,11615,17776,17776,63,55.08,63,29.0171,33.3622,24.6836,28.75,20.75,36.5,44.5,58.5,56.0729,37.4397,49.6174,146.4039,10786.6523,4.75,0.0,val
-14858,Canada,NAM,cool_moist,-74.73522,45.01797,59.0,7,unknown,unknown,5.6,1.9,0.0,0.0,19.4,19.1,0.0,0.0,0.0,0.0,0.0,0.0,4.1,1.2,47.2,0.0,0.0,0.0,0.0,5.05072,2.04,7855,9520,9520,59,51.53,62,26.9671,30.7403,23.1977,27.0,18.5,34.75,42.5,53.545,51.1562,34.7996,45.7228,64.7286,6501.6463,0.5,0.0,train
-14860,Canada,NAM,cool_moist,-79.23475,43.160059999999994,109.0,25,unknown,unknown,22.6,1.9,0.0,0.0,2.3,1.7,0.0,0.0,0.0,0.0,0.0,0.0,7.0,14.4,48.5,0.0,0.0,0.46,0.0,1.0624200000000001,3.39,21652,21987,21987,62,61.0,63,28.3992,33.1438,23.6319,28.25,19.5,37.0,46.25,60.5,57.9062,37.7576,53.0591,110.6063,12406.001,2.0,0.0,val
-14861,Canada,NAM,cool_moist,-80.29264,43.13861,210.0,11,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,32.8,2.5,63.4,0.0,0.0,0.653,0.0,2.11023,3.01,20259,20259,20259,61,48.99,62,28.9696,35.6241,22.3251,29.0,19.0,38.0,47.5,62.02,60.1562,40.0256,54.3056,131.4251,15623.7461,6.0,0.0,val
-14863,Canada,NAM,cool_moist,-80.50381,43.44383,325.0,18,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,34.7,9.5,53.9,0.0,0.0,0.589,0.0,1.8680299999999999,2.54,25531,25549,25549,63,62.19,63,28.3083,33.4607,23.1765,28.0,19.3333,36.6667,45.6667,59.3333,57.2083,37.8452,51.4889,113.0668,12456.056,4.0,0.0,val
-14866,Canada,NAM,cool_moist,-79.70228,43.48692,177.0,72,unknown,unknown,42.9,0.0,0.0,0.0,1.2,0.0,0.0,0.0,0.0,0.0,2.8,0.0,11.8,22.9,15.9,0.0,0.0,0.41200000000000003,0.0,69.107,4.79,19488,35933,87201,63,62.17,63,27.7026,32.3391,23.0289,27.5,18.75,36.0,44.75,60.0,57.125,37.1655,52.4704,125.4984,11643.0995,4.5,0.25,val
-14868,Canada,NAM,cool_moist,-78.89492,43.94594,162.0,31,unknown,unknown,29.0,0.0,0.0,0.0,0.0,4.6,0.0,0.0,0.0,0.0,0.0,0.0,8.8,9.0,46.0,0.0,0.0,0.595,0.0,18.5717,4.18,19061,19302,31816,62,57.87,63,27.1624,31.7365,22.6058,27.0,18.75,34.25,41.75,56.75,54.0625,36.0406,49.0788,132.9994,8943.1948,4.25,0.0,val
-14869,Canada,NAM,cool_moist,-80.26465999999999,43.54549,335.0,22,unknown,unknown,0.0,0.0,0.0,0.0,1.4,3.4,0.0,0.0,0.0,0.0,0.0,0.0,14.4,9.7,69.5,0.0,0.0,0.92,0.0,19.2407,2.69,14347,22316,25549,63,60.28,63,29.3218,34.9502,23.6824,29.25,20.25,37.75,46.75,60.5,58.5,39.3154,52.6717,124.8317,14267.5218,4.5,0.0,val
-14870,Canada,NAM,cool_moist,-79.44928,46.32323,223.0,17,unknown,unknown,21.7,0.0,0.0,0.0,4.5,64.4,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.8,5.6,0.0,0.0,0.027000000000000003,0.0,0.116801,1.01,2263,2281,2285,60,50.66,60,27.0655,30.9628,23.1793,27.5,18.5,34.75,42.75,53.0,51.1562,35.1154,46.1444,79.143,6646.1837,1.25,0.0,test
-14874,Canada,NAM,cool_moist,-81.54972,44.31447,230.0,35,unknown,unknown,45.9,0.0,0.0,0.0,0.0,2.7,0.0,0.0,0.0,0.0,0.0,0.0,30.8,0.0,17.9,0.0,0.0,0.924,0.0,0.166383,1.41,72,511,6116,19,20.0,54,32.57,35.126,30.0108,32.0,24.75,38.75,46.25,61.0,59.0625,39.0458,49.6602,159.9102,12318.5949,6.0,0.0,test
-14875,Canada,NAM,cool_moist,-80.270282,42.856896,236.0,32,unknown,unknown,23.9,0.0,0.0,0.0,0.0,1.1,0.0,0.0,0.0,0.0,0.0,0.0,36.2,0.0,36.7,0.0,0.0,1.044,0.0,0.26542,2.62,1215,5695,5695,36,29.33,59,33.1612,37.4201,28.9004,32.25,24.75,40.5,49.25,64.0,61.5,41.321999999999996,54.9893,166.1595,17175.9418,7.5,0.0,val
-14880,Canada,NAM,cool_moist,-79.80136,43.31416,83.0,29,unknown,unknown,30.8,0.0,0.0,0.0,1.2,1.2,0.0,0.0,0.0,0.0,1.4,0.0,15.5,15.3,32.8,0.0,0.0,0.0,0.0,23.4054,4.57,9039,32961,47926,60,56.17,63,26.3814,31.4741,21.2796,26.0,16.5,35.0,44.25,57.75,55.3438,36.0526,51.7889,114.5147,10110.7275,2.25,0.0,val
-14883,Canada,NAM,cool_moist,-78.93151,45.22116,321.0,26,unknown,unknown,3.3,0.0,0.0,0.0,14.7,79.3,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.017,0.0,0.12545499999999998,1.0,64,64,365,5,2.6,47,27.9169,33.179,22.6642,28.5,19.25,36.0,43.75,55.25,53.0521,37.1139,48.4768,89.93700000000001,8839.4149,1.75,0.0,val
-14886,Canada,NAM,cool_moist,-81.74289,43.333079999999995,189.0,12,unknown,unknown,35.0,0.0,0.0,0.0,1.1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,52.8,0.0,8.4,0.0,0.0,1.8659999999999999,0.0,0.9089139999999999,1.73,341,1000,4571,24,14.02,56,33.3448,37.8747,28.8404,33.0,25.0,40.25,48.75,66.5,63.75,42.0683,57.5278,258.1657,18550.4601,13.75,3.25,train
-14896,Canada,NAM,cool_moist,-79.70416999999999,44.39222,250.0,54,unknown,unknown,15.9,0.0,0.0,0.0,3.1,10.0,0.0,0.0,0.0,0.0,0.0,0.0,22.7,2.3,44.2,0.0,0.0,0.33899999999999997,0.0,0.9159309999999999,2.25,21757,22467,22467,63,60.71,63,25.964000000000002,30.7913,21.1255,26.25,17.25,34.0,41.75,53.5,51.7054,34.9035,46.6331,96.7489,7225.3048,2.25,0.0,val
-14897,Canada,NAM,cool_moist,-79.48325,44.044309999999996,273.0,42,unknown,unknown,1.1,0.0,0.0,0.0,1.2,4.0,0.0,0.0,0.0,0.0,1.2,0.0,19.1,11.1,61.2,0.0,0.0,0.616,0.0,8.90572,3.18,30455,30455,36387,63,58.8,63,29.3445,33.7887,24.8696,29.5,20.75,37.25,46.0,59.655,57.5402,38.1767,51.407,142.1849,12128.9233,4.75,0.25,val
-14898,Canada,NAM,cool_moist,-80.03817,45.33786,181.0,76,unknown,unknown,15.3,3.5,0.0,0.0,7.8,67.6,0.0,0.0,2.2,0.0,0.0,0.0,0.0,0.0,1.8,0.0,0.0,0.036000000000000004,0.0,0.069,1.38,587,4812,4812,34,22.11,52,30.3525,34.2055,26.5157,30.75,22.5,37.75,45.25,58.75,56.25,37.9009,49.0389,112.5689,10337.3186,4.0,0.0,val
-14899,Canada,NAM,cool_moist,-81.16289,42.67208,217.0,42,unknown,unknown,42.7,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,41.2,0.0,14.3,0.0,0.0,0.0,0.0,0.048912,2.41,49,458,15732,7,7.94,61,33.5941,37.9429,29.2581,32.25,24.25,41.0,50.5,66.5,64.5938,42.0689,57.725,204.3962,19204.5979,13.0,0.5,test
-14900,Canada,NAM,cool_moist,-77.3955,44.150529999999996,85.0,13,unknown,unknown,10.8,1.5,0.0,0.0,2.0,13.8,0.0,0.0,1.1,0.0,1.2,2.1,8.8,2.2,56.1,0.0,0.0,0.465,0.0,0.30346,2.22,8328,10135,13563,53,41.52,62,28.7448,33.4175,24.0731,28.5,20.25,36.0,44.75,60.0,57.0938,37.5464,50.6844,147.0032,11272.0365,5.0,0.0,train
-14902,Canada,NAM,cool_moist,-75.18994,44.89975,69.0,8,unknown,unknown,2.4,1.4,0.0,0.0,20.2,15.8,0.0,0.0,0.0,0.0,0.0,0.0,13.4,0.0,45.5,0.0,0.0,0.0,0.0,0.11630399999999999,1.84,2360,2360,3126,40,19.48,60,28.1779,32.2003,24.1713,28.5,20.25,36.0,43.25,54.75,52.6875,36.4127,47.12,81.3222,7887.9148,1.0,0.0,train
-14903,Canada,NAM,cool_moist,-82.20831,42.403690000000005,194.0,1,unknown,unknown,14.3,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,82.8,1.0,0.0,0.0,0.0,1.325,0.0,0.964103,2.89,19833,19833,19833,60,45.16,62,30.1511,35.1164,25.1896,29.25,20.75,37.75,47.25,63.5,61.0,39.2968,56.1167,162.7635,15715.7228,7.0,0.25,train
-14907,Canada,NAM,cool_moist,-77.441194,45.996722,180.0,38,unknown,unknown,3.2,0.0,0.0,0.0,5.3,82.3,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,6.3,0.0,0.0,0.0,0.0,0.119235,1.06,39,1216,6508,7,9.17,59,27.4949,31.1607,23.8348,27.75,19.0,35.5,42.75,52.0,50.9688,34.595,46.525,56.9419,6374.9127,0.5,0.0,train
-14909,Canada,NAM,cool_dry,-97.11317,49.93207,227.0,2,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,3.0,0.0,75.8,11.1,9.4,0.0,0.0,0.263,0.0,24.4019,1.43,18532,18548,18596,63,63.0,63,27.0185,31.5555,22.3383,27.0,18.75,35.25,43.0,52.5,50.5,35.729,47.2808,52.2318,7389.6422,0.0,0.25,train
-14910,Canada,NAM,cool_dry,-97.14652,49.89809,229.0,6,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,2.9,0.0,77.4,11.1,7.9,0.0,0.0,0.263,0.0,0.7397859999999999,1.47,18548,18564,18596,63,63.0,63,23.5645,27.4356,19.5616,23.0,15.5,31.0,39.0,48.5,46.9598,31.5195,43.7174,34.5231,3942.7689,0.0,0.0,train
-14911,Canada,NAM,cool_dry,-99.9206,49.83918,385.0,29,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,92.9,0.0,5.7,0.0,0.0,2.93,0.0,0.056899,1.03,3655,3725,6389,61,51.59,63,26.3029,30.5657,21.9774,26.5,18.75,33.5,40.75,49.43,47.5312,33.8208,45.4128,30.0541,4754.7332,0.0,0.0,train
-14914,Canada,NAM,boreal_moist,-97.87353,55.74719,205.0,11,unknown,unknown,5.5,76.2,0.0,0.0,0.0,9.2,0.0,0.0,5.0,0.0,0.0,2.2,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.52615,0.53,3519,4021,4937,60,39.33,61,29.7561,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,42.7568,-999.0,-999.0,-999.0,-999.0,train
-14916,Canada,NAM,cool_dry,-104.61721999999999,50.45017,585.0,8,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.3,0.0,95.8,2.7,0.0,0.0,0.0,0.495,0.0,1.28836,1.08,20963,20963,20963,63,62.85,63,22.4467,25.2417,19.5355,21.5,15.0,29.0,36.25,45.75,43.875,28.6157,39.8018,26.2792,2973.4086,0.0,0.0,test
-14918,Canada,NAM,cool_dry,-106.66293,52.13613,483.0,5,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,3.6,0.0,87.3,3.7,5.1,0.0,0.0,0.337,0.0,7.713939999999999,1.04,19070,19209,19209,63,62.97,63,23.7003,27.7725,19.5424,23.0,15.5,31.5,39.25,48.5,46.4688,31.7583,44.2282,31.0897,3864.7532,0.0,0.0,train
-14919,Canada,NAM,cool_dry,-105.75203,53.201693999999996,436.0,12,unknown,unknown,0.0,6.1,0.0,0.0,0.0,3.7,0.0,0.0,0.0,0.0,0.0,0.0,63.4,1.0,24.3,0.0,0.0,1.021,0.0,0.49763599999999997,0.63,5074,5598,5598,63,56.3,63,24.5334,27.0099,21.8292,24.75,18.0,31.25,36.5,43.5,42.0,30.3203,40.8009,16.7831,1703.9155,0.0,0.0,train
-14923,Canada,NAM,cool_dry,-107.81688999999999,50.285833000000004,753.0,8,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,7.3,0.0,92.3,0.0,0.0,0.0,0.0,1.7,0.0,0.143448,0.79,4433,4433,4433,62,45.75,63,25.8594,29.9184,21.5306,25.75,18.25,33.5,40.0,47.75,45.625,33.8548,43.7505,23.8199,4042.5924,0.0,0.0,val
-14925,Canada,NAM,cool_dry,-113.52600000000001,53.50022,675.0,37,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,4.9,0.0,50.3,16.6,25.4,0.0,0.0,0.9309999999999999,0.0,20.6747,2.53,14518,14532,19411,63,63.0,63,23.6976,28.9026,18.5317,23.5,12.5,33.5,43.5,53.75,52.1562,33.8214,49.4556,64.7588,8746.5257,0.0,0.0,test
-14926,Canada,NAM,cool_dry,-113.36811000000002,53.548230000000004,670.0,47,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,4.6,0.0,47.3,16.4,29.3,0.0,0.0,0.606,0.0,49.0088,2.28,4403,11116,19411,63,63.0,63,22.3289,26.6309,18.1049,21.75,12.0,31.5,41.0,50.75,49.1354,31.3359,46.5194,41.1854,5409.4397,0.0,0.0,test
-14928,Canada,NAM,cool_dry,-113.49883999999999,53.54445,663.0,34,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,4.7,0.0,52.6,16.5,23.8,0.0,0.0,0.068,0.0,47.6036,2.5,14503,14518,19411,63,63.0,63,19.2513,22.8368,15.754000000000001,18.0,10.0,27.5,36.5,46.75,45.2812,26.9599,42.6242,28.7861,2998.775,0.0,0.0,test
-14929,Canada,NAM,cool_dry,-114.02542,51.00943,1029.0,23,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,8.3,0.0,52.9,19.9,17.3,0.0,0.0,1.742,0.0,18.3693,2.05,22218,22238,22258,63,63.0,63,18.8339,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,41.5873,-999.0,-999.0,-999.0,-999.0,train
-14931,Canada,NAM,cool_dry,-114.14528999999999,51.08018,1120.0,45,unknown,unknown,0.0,1.0,0.0,0.0,0.0,1.1,0.0,0.0,0.0,0.0,10.0,0.0,48.5,20.2,18.4,0.0,0.0,0.0,0.0,0.289748,2.11,22178,22178,22258,63,63.0,63,25.3246,31.0278,19.6604,25.5,14.5,35.75,44.5,53.25,52.0938,36.0071,49.2691,49.1179,9276.0967,0.0,0.0,train
-14933,Canada,NAM,cool_dry,-114.07517,51.04761,105.0,10,unknown,unknown,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,9.0,0.0,50.8,19.9,18.0,0.0,0.0,0.0,0.0,18.3693,2.05,22198,22218,22258,63,63.0,63,19.9046,23.9669,15.8655,19.5,9.75,29.0,36.75,45.75,44.6875,28.2062,42.9528,24.5684,2773.7827,0.0,0.0,train
-14934,Canada,NAM,cool_dry,-113.79411,52.298809999999996,858.0,12,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.7,0.0,86.6,1.6,8.7,0.0,0.0,0.831,0.0,5.02285,1.21,15746,19695,19695,63,59.56,63,20.631,26.4846,14.5035,20.25,8.75,30.75,39.75,49.25,47.0,30.7009,45.6457,33.2735,4440.5481,0.0,0.0,train
-14936,Canada,NAM,cool_dry,-110.68116,50.04893,709.0,40,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,71.6,0.0,26.9,1.5,0.0,0.0,0.0,1.62,0.0,1.63275,1.25,6884,6884,6896,63,55.63,63,28.0516,33.5691,22.587,28.5,19.25,37.25,45.0,53.25,52.0982,37.8881,49.7247,43.4579,9968.8642,0.0,0.0,train
-14937,Canada,NAM,cool_dry,-112.8006,49.71621,918.0,81,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,18.8,0.0,79.0,2.0,0.0,0.0,0.0,6.291,0.0,3.14228,1.03,4737,8675,8675,63,55.62,63,30.6246,35.1091,26.323,31.6667,22.0,39.0,46.0,54.6667,53.2083,39.0705,50.3889,46.9471,10831.1272,0.3333,0.0,train
-14938,Canada,NAM,cool_dry,-113.22328,53.69886999999999,628.0,16,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,2.2,0.0,61.0,8.6,26.3,0.0,0.0,1.53,0.0,94.1245,2.06,3355,3355,14503,63,55.95,63,21.6812,26.4825,16.9513,21.6667,11.3333,31.3333,39.0,49.3333,47.6667,31.4476,44.7982,36.3232,4518.3359,0.0,0.0,test
-14939,Canada,NAM,cool_dry,-112.92781000000001,53.799987800000004,632.0,15,unknown,unknown,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,71.6,0.0,24.5,0.0,0.0,3.1010000000000004,0.0,1.972,1.41,24,469,3801,53,36.83,63,26.1319,30.9497,22.0439,26.6667,18.0,35.0,42.3333,52.0,49.3393,35.3158,47.363,60.2504,7743.9456,1.3333,0.0,test
-14940,Canada,NAM,cool_dry,-111.3902,56.7328,260.0,12,unknown,unknown,0.0,67.6,0.0,0.0,0.0,27.2,0.0,0.0,0.0,0.0,2.8,0.0,0.0,1.2,0.0,0.0,0.0,0.075,0.0,0.214583,0.83,10,10,10,63,54.84,63,18.7191,23.2098,14.0464,17.25,8.0,27.25,36.5,49.0,46.1354,27.8428,44.6032,37.8493,3560.5461,0.0,0.0,test
-14941,Canada,NAM,cool_dry,-111.47611,56.752219999999994,355.0,115,unknown,unknown,0.0,67.0,0.0,0.0,0.0,28.4,0.0,0.0,0.0,0.0,2.4,0.0,0.0,1.2,0.0,0.0,0.0,0.055,0.0,0.21458000000000002,0.88,10,10,10,63,47.11,63,23.1813,27.1709,19.0362,23.0,14.25,31.25,40.0,50.5,47.5625,31.5547,45.5481,43.7041,5005.8421,0.0,0.0,test
-14942,Canada,NAM,boreal_dry,-111.6405,57.189409999999995,268.0,13,unknown,unknown,0.0,63.0,0.0,0.0,0.0,17.0,0.0,0.0,0.0,0.0,15.1,0.0,0.0,0.0,1.5,0.0,0.0,0.040999999999999995,0.0,0.21691799999999997,1.75,377,377,377,43,34.34,63,20.018,24.6154,15.0986,19.0,8.75,29.75,38.5,50.5,48.2396,29.329,46.0399,63.7576,4885.3662,2.25,0.0,test
-14943,Canada,NAM,boreal_dry,-111.6424,57.1492,342.0,42,unknown,unknown,0.0,63.0,0.0,0.0,0.0,18.2,0.0,0.0,0.0,0.0,14.9,0.0,0.0,0.0,0.0,0.0,0.0,0.040999999999999995,0.0,0.21691799999999997,1.75,31,377,377,38,37.27,63,18.6492,24.1226,12.8481,17.0,5.75,28.5,38.0,50.035,48.3125,29.2949,46.0133,50.0936,4827.9055,0.75,0.0,test
-14946,Canada,NAM,cool_dry,-112.86811999999999,53.68238,714.0,24,unknown,unknown,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,1.4,0.0,0.0,0.0,62.1,0.0,33.9,0.0,0.0,0.11,0.0,1.35635,1.29,1,802,3801,10,9.8,63,27.6512,31.9872,23.3378,27.0,19.0,36.0,44.25,53.5,51.5312,35.7179,49.4438,52.9579,9039.0546,0.75,0.0,test
-14947,Canada,NAM,cool_moist,-118.17837,53.64675,1500.0,52,unknown,unknown,0.0,96.2,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,3.1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.008069,0.45,5,5,5,0,0.3,18,44.3072,43.9021,42.2247,44.5,35.0,51.5,57.5,65.5,61.5893,47.2275,58.2576,94.7543,31054.9622,4.5,0.0,train
-14948,Canada,NAM,cool_moist,-114.76835,53.37255,789.0,47,unknown,unknown,3.1,2.7,0.0,0.0,0.0,21.0,0.0,0.0,1.4,0.0,2.8,0.0,10.8,0.0,57.3,0.0,0.0,1.99,0.0,0.868283,1.57,163,163,5610,0,8.46,63,29.3933,34.0902,24.4603,29.25,20.0,38.75,46.0,56.5,54.0625,37.9095,50.7949,59.1315,11125.7689,0.0,0.0,train
-14949,Canada,NAM,cool_moist,-115.13806000000001,53.142219999999995,1000.0,48,unknown,unknown,0.0,12.7,0.0,0.0,0.0,50.7,0.0,0.0,0.0,0.0,1.0,0.0,5.2,0.0,29.5,0.0,0.0,0.521,0.0,9.745439999999999,0.93,35,35,5610,11,10.75,63,30.6389,34.7035,26.3605,31.0,22.0,39.25,46.75,56.25,54.4583,38.279,51.008,56.5023,11435.719,0.0,0.0,train
-14950,Canada,NAM,cool_moist,-119.39681999999999,55.19634,762.0,62,unknown,unknown,0.0,2.7,0.0,0.0,0.0,16.2,0.0,0.0,0.0,0.0,0.0,0.0,63.3,0.0,15.6,0.0,0.0,2.1109999999999998,0.0,0.124954,0.52,438,710,1870,21,19.86,48,29.3663,32.3254,26.2588,29.5,21.5,37.5,44.25,52.25,50.4062,35.7666,48.4639,38.418,7096.0913,0.0,0.0,train
-14951,Canada,NAM,cool_moist,-115.85726000000001,53.62174,800.0,30,unknown,unknown,0.0,17.9,0.0,0.0,0.0,55.8,0.0,0.0,1.3,0.0,1.8,0.0,6.5,0.0,16.0,0.0,0.0,0.053,0.0,0.197517,0.84,5,5,6,12,8.38,30,27.2489,33.1075,21.0349,28.3333,16.3333,38.3333,45.6667,54.28,52.75,37.7125,50.0372,44.4104,9947.6716,0.3333,0.0,train
-14953,Canada,NAM,boreal_dry,-111.17683000000001,58.70879,238.0,12,unknown,unknown,17.6,14.1,0.0,1.6,0.0,20.9,0.0,0.0,11.5,3.8,12.2,4.5,2.1,0.0,9.4,0.0,0.0,0.013999999999999999,0.0,0.114452,0.3,1,7,190,19,7.48,33,26.8681,28.3683,25.2951,27.0,20.5,33.25,39.25,46.25,44.4196,31.1966,41.9251,22.4481,2207.2394,0.0,0.0,test
-14954,Canada,NAM,cool_moist,-114.7,51.95,1140.0,51,unknown,unknown,0.0,18.7,0.0,0.0,0.0,13.6,0.0,0.0,1.4,0.0,1.2,0.0,21.9,0.0,43.0,0.0,0.0,0.11699999999999999,0.0,0.081086,0.96,19,60,2623,10,15.11,56,31.8622,35.9989,27.5361,32.5,24.0,40.25,46.75,55.25,53.4062,39.2051,50.8609,50.3261,11434.1809,0.0,0.0,train
-14955,Canada,NAM,cool_moist,-118.78662,55.00003,658.0,7,unknown,unknown,0.0,6.3,0.0,0.0,0.0,70.7,0.0,0.0,0.0,0.0,0.0,0.0,10.1,1.2,9.7,0.0,0.0,0.551,0.0,0.02135,0.67,2,2,9715,18,12.94,63,22.6012,26.8141,18.3672,23.0,12.25,32.0,40.0,49.0,47.3259,31.2201,45.6083,29.7682,4264.2088,0.0,0.0,train
-14956,Canada,NAM,cool_moist,-112.88016999999999,53.76036,767.0,78,unknown,unknown,0.0,0.0,0.0,0.0,0.0,1.1,0.0,0.0,1.1,0.0,0.0,0.0,67.3,0.0,28.6,0.0,0.0,1.589,0.0,1.28426,1.34,20,167,3801,15,23.55,63,29.9829,33.1797,26.6389,29.5,22.5,37.5,45.5,54.25,52.3021,36.8175,49.5179,55.8962,9272.4492,0.25,0.0,test
-14959,Canada,NAM,cool_moist,-114.46061,53.0903,900.0,6,unknown,unknown,2.7,0.0,0.0,0.0,0.0,18.3,0.0,0.0,2.2,0.0,1.3,0.0,18.3,0.0,56.5,0.0,0.0,1.238,0.0,0.30133699999999997,1.07,44,54,769,8,12.12,35,22.9045,27.4246,18.1631,22.75,15.0,30.25,38.25,48.0,45.625,30.6756,43.6488,40.0501,8419.9616,0.25,0.0,train
-14961,Canada,NAM,cool_moist,-116.4306,53.5874,894.0,25,unknown,unknown,0.0,53.7,0.0,0.0,0.0,38.5,0.0,0.0,0.0,0.0,0.0,0.0,1.3,0.0,4.4,0.0,0.0,0.0,0.0,0.025111,0.65,1261,1304,1304,60,40.64,63,25.6562,31.7485,19.3511,26.0,13.25,37.0,46.0,54.5,53.0625,36.4665,49.4222,47.8349,10148.4418,0.5,0.0,train
-14963,Canada,NAM,cool_moist,-114.2211,53.3016,772.0,54,unknown,unknown,0.0,0.0,0.0,0.0,0.0,6.0,0.0,0.0,1.3,0.0,1.3,0.0,46.7,0.0,42.6,0.0,0.0,2.202,0.0,1.03103,2.11,76,76,1958,9,9.76,49,25.5543,29.4022,21.5629,25.0,16.6667,33.3333,42.0,52.7933,50.8333,33.4802,47.9453,45.1356,6967.7043,0.3333,0.0,train
-14971,Canada,NAM,cool_dry,-110.17399999999999,54.458,556.0,32,unknown,unknown,18.3,0.0,0.0,0.0,1.0,41.1,0.0,0.0,2.1,0.0,0.0,0.0,5.6,0.0,29.5,0.0,0.0,0.152,0.0,3.15097,0.74,557,1933,2203,53,37.7,62,25.0059,29.9804,20.0997,25.75,15.0,34.25,42.75,52.0,50.5312,33.9299,48.325,49.9392,6952.5116,0.0,0.0,train
-14972,Canada,NAM,cool_moist,-111.5026,54.2165,679.0,54,unknown,unknown,0.0,0.0,0.0,0.0,0.0,11.8,0.0,0.0,0.0,0.0,0.0,0.0,45.4,0.0,40.3,0.0,0.0,0.303,0.0,0.501162,0.84,25,25,308,0,0.55,34,28.2171,30.8825,26.5986,29.0,21.6667,36.6667,44.3333,51.7067,50.5536,34.0765,46.6275,37.5382,6988.4513,0.0,0.0,train
-14977,Canada,NAM,cool_moist,-122.97071000000001,49.27921,105.0,60,unknown,unknown,13.7,48.2,0.0,0.0,0.0,8.5,0.0,0.0,0.0,0.0,0.0,0.0,5.6,19.8,1.8,0.0,0.0,0.0,0.0,58.7864,4.14,33890,35966,74904,62,61.06,63,16.8568,19.8749,13.7536,15.75,7.5,24.75,32.0,39.5,37.4688,24.3617,37.5227,10.1879,418.3448,0.0,0.0,train
-14978,Canada,NAM,cool_moist,-122.84929,49.28089,17.0,0,unknown,unknown,5.2,53.0,0.0,0.0,0.0,13.1,0.0,0.0,0.0,0.0,0.0,0.0,4.8,18.4,3.3,0.0,0.0,0.069,0.0,29.2128,3.79,12730,24734,74904,61,59.57,63,14.0888,18.9583,9.0672,11.5,2.75,23.25,32.25,41.0,38.8125,24.0945,38.8581,12.7262,757.4443,0.0,0.0,train
-14979,Canada,NAM,cool_moist,-123.12188,49.282270000000004,33.0,24,unknown,unknown,34.3,36.1,0.0,0.0,0.0,6.6,0.0,0.0,0.0,0.0,0.0,0.0,3.8,16.5,0.0,0.0,0.0,0.142,0.0,0.610865,3.23,71681,74904,74904,62,61.89,63,10.1189,14.3157,7.8391,8.5,2.5,18.0,26.0,35.0,32.625,18.4196,28.9019,5.2036,52.4033,0.0,0.0,train
-14980,Canada,NAM,cool_moist,-123.16333,49.26167,39.0,21,unknown,unknown,40.6,28.4,0.0,0.0,0.0,6.5,0.0,0.0,0.0,0.0,0.0,1.1,4.4,17.0,0.0,0.0,0.0,0.11800000000000001,0.0,0.610865,3.23,55135,72504,74904,63,61.0,63,15.0016,19.7956,10.1025,12.5,2.75,24.75,33.75,42.0,40.125,25.0584,39.5528,12.7433,879.8137,0.0,0.0,train
-14981,Canada,NAM,cool_moist,-122.98556,49.21519,125.0,113,unknown,unknown,20.0,37.8,0.0,0.0,0.0,9.6,0.0,0.0,0.0,0.0,0.0,1.1,6.7,20.6,2.2,0.0,0.0,0.113,0.0,58.7864,4.14,27672,33918,74904,62,61.91,63,17.1855,19.9735,14.3147,16.75,7.75,25.5,32.25,39.0,37.2009,24.3025,36.9755,7.9614,262.4356,0.0,0.0,train
-14983,Canada,NAM,cool_moist,-123.02042,49.30147,4.0,7,unknown,unknown,20.8,44.4,0.0,0.0,0.0,7.5,0.0,0.0,0.0,0.0,0.0,0.0,4.9,18.8,1.2,0.0,0.0,0.0,0.0,37.308,3.49,53432,74841,74904,63,61.46,63,14.4857,17.308,11.5854,13.0,6.0,21.25,29.0,37.0,34.7188,21.5773,35.1194,7.346,163.5779,0.0,0.0,train
-14987,Canada,NAM,cool_moist,-122.90167,49.15833,117.0,97,unknown,unknown,22.3,21.5,0.0,0.0,0.0,17.4,0.0,0.0,0.0,0.0,1.0,1.1,8.2,20.9,6.4,0.0,0.0,0.24100000000000002,0.0,18.3732,3.92,9448,17476,74904,62,60.36,63,17.0564,20.3654,13.6651,16.25,7.25,26.0,33.25,40.67,38.9062,24.9668,38.275,10.1121,518.2115,0.0,0.0,train
-14988,Canada,NAM,cool_moist,-122.92227,49.27981,337.0,187,unknown,unknown,8.0,50.4,0.0,0.0,0.0,10.6,0.0,0.0,0.0,0.0,0.0,0.0,5.7,20.5,2.3,0.0,0.0,0.017,0.0,58.7864,4.14,24734,37351,74904,61,59.05,63,27.1678,27.6177,26.7058,27.5,21.0,34.0,39.0,45.25,43.5938,31.9557,42.8513,18.6878,1765.5592,0.0,0.0,train
-14989,Canada,NAM,cool_moist,-122.69422,49.13293,90.0,73,unknown,unknown,10.1,25.8,0.0,0.0,0.0,26.3,0.0,0.0,0.0,0.0,0.0,0.0,9.2,12.1,14.5,0.0,0.0,0.958,0.0,0.732817,3.46,19240,22461,37351,61,59.99,63,19.8385,23.5849,16.0223,19.5,10.0,29.0,36.25,44.0,42.4688,28.2686,40.8267,19.4096,1626.1187,0.0,0.0,train
-14990,Canada,NAM,warm_moist,-123.10821999999999,49.14144,8.0,3,unknown,unknown,50.8,14.5,0.0,0.0,0.0,6.9,0.0,0.0,0.0,0.0,0.0,1.2,5.3,18.5,1.2,0.0,0.0,0.672,0.0,11.4779,2.85,19788,25690,74904,61,57.8,63,17.1213,22.038,12.0648,16.0,4.25,27.75,35.5,43.035,41.0938,27.118000000000002,40.6698,12.378,1105.848,0.0,0.0,train
-14994,Canada,NAM,cool_moist,-123.08349,49.32399,71.0,27,unknown,unknown,24.0,48.2,0.0,0.0,0.0,7.6,0.0,0.0,0.0,0.0,0.0,0.0,1.5,16.6,0.0,0.0,0.0,0.057999999999999996,0.0,37.308,3.49,44936,74841,74904,62,61.1,63,17.2768,20.4271,14.0153,16.75,7.75,25.75,33.0,40.5,38.3527,25.3184,38.2818,10.8735,694.9679,0.0,0.0,train
-14995,Canada,NAM,warm_moist,-123.15241999999999,49.18627,2.0,1,unknown,unknown,48.7,20.1,0.0,0.0,0.0,6.4,0.0,0.0,0.0,0.0,0.0,1.2,4.6,17.0,0.0,0.0,0.0,0.564,0.0,11.4779,2.85,22622,72504,74904,62,60.16,63,16.8665,21.1318,12.4912,16.25,5.3125,26.75,34.0,41.25,39.1562,25.8306,38.7567,10.3466,508.6232,0.0,0.0,train
-14996,Canada,NAM,cool_moist,-122.79157,49.288264,47.0,31,unknown,unknown,5.3,53.8,0.0,0.0,0.0,14.7,0.0,0.0,0.0,0.0,0.0,0.0,4.6,16.1,3.8,0.0,0.0,0.069,0.0,21.6113,3.8,21661,21661,74904,61,57.76,63,16.707,21.1457,12.1732,15.5,5.75,26.0,34.25,43.25,40.8438,26.1833,40.0041,21.5235,1386.7519,0.0,0.0,train
-14997,Canada,NAM,cool_moist,-122.74193999999999,53.914719999999996,588.0,6,unknown,unknown,0.0,51.0,0.0,0.0,0.0,42.0,0.0,0.0,0.0,0.0,1.1,0.0,0.0,1.5,3.2,0.0,0.0,0.11599999999999999,0.0,1.22727,0.71,2677,2677,2692,63,59.94,63,19.8645,24.7642,15.106,20.3333,7.6667,30.0,38.0,47.6667,46.3527,29.3178,45.0065,23.9718,3179.2065,0.0,0.0,train
-15000,Canada,NAM,cool_moist,-123.363165,48.441942,29.0,25,unknown,unknown,65.3,14.5,0.0,0.0,0.0,12.3,0.0,0.0,0.0,0.0,0.0,0.0,0.0,5.9,0.0,0.0,0.0,0.0,0.0,0.49604799999999993,1.51,46535,46535,46535,61,54.35,61,18.6612,21.6428,15.6585,18.25,9.25,27.25,33.75,41.0,39.3214,26.0712,38.512,9.7598,571.7437,0.0,0.0,train
-15002,Canada,NAM,cool_moist,-123.49278000000001,48.42389,86.0,108,unknown,unknown,54.8,25.4,0.0,0.0,0.0,12.9,0.0,0.0,0.0,0.0,0.0,0.0,0.0,5.8,0.0,0.0,0.0,0.0,0.0,0.7288859999999999,1.37,2618,9538,46535,43,36.38,61,22.9691,26.9331,18.674,23.6667,12.6667,33.0,39.3333,46.0,44.5,31.5779,43.6553,17.1311,2440.073,0.0,0.0,train
-15009,Canada,NAM,cool_dry,-119.47736699999999,49.862336,347.0,4,unknown,unknown,9.0,71.7,0.0,0.0,0.0,0.0,0.0,0.0,1.6,0.0,6.1,1.2,2.2,5.2,1.8,0.0,0.0,0.0,0.0,0.676063,0.92,5805,7299,7322,62,55.13,63,23.8934,28.3836,19.4134,23.5,13.75,33.5,41.75,49.75,48.1071,32.7481,45.8072,32.9921,5409.7293,0.75,0.0,train
-15013,Canada,NAM,cool_moist,-122.30982,49.04258,63.0,56,unknown,unknown,0.0,22.1,0.0,0.0,0.0,38.8,0.0,0.0,0.0,0.0,1.7,0.0,13.4,2.4,20.4,0.0,0.0,0.6609999999999999,0.0,1.8159,2.69,4870,4891,5066,60,53.92,62,18.817999999999998,23.276,14.27,18.0,7.75,28.5,36.25,44.0,42.7054,28.4075,40.5599,27.8292,1988.9399,0.25,0.0,train
-15015,Canada,NAM,cool_moist,-121.940279,49.155848,16.0,0,unknown,unknown,2.9,52.4,0.0,0.0,0.0,29.8,0.0,0.0,0.0,0.0,2.2,0.0,6.7,0.0,3.9,0.0,0.0,0.0,0.0,0.950448,1.16,3752,3752,4891,53,45.31,61,17.8198,23.0065,12.4638,17.0,6.75,27.25,35.25,44.25,42.7083,27.8456,39.8642,37.264,2168.2894,0.25,0.0,train
-15017,Canada,NAM,cool_moist,-122.70889,49.245233,5.0,1,unknown,unknown,5.3,46.0,0.0,0.0,0.0,22.1,0.0,0.0,0.0,0.0,0.0,0.0,5.0,12.3,7.9,0.0,0.0,0.0,0.0,21.6113,3.8,2553,6199,53432,59,54.72,63,18.4814,23.4618,13.3563,18.5,7.0,28.25,35.5,43.5,41.5938,28.1357,40.5072,20.4033,1564.7738,0.0,0.0,train
-15018,Canada,NAM,cool_moist,-122.567104,49.09561,89.0,69,unknown,unknown,6.1,18.3,0.0,0.0,0.0,27.4,0.0,0.0,0.0,0.0,1.2,0.0,13.1,9.2,23.7,0.0,0.0,1.306,0.0,2.92289,2.9,4570,4574,22461,48,40.35,63,20.6179,25.2888,15.7935,20.75,10.5,30.0,37.0,44.5,43.1875,29.9288,41.6096,24.7734,2050.0562,0.25,0.0,train
-15019,Canada,NAM,cool_moist,-121.49911999999999,49.369887,39.0,18,unknown,unknown,5.1,72.6,0.0,0.0,0.0,19.3,0.0,0.0,1.2,0.0,1.2,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.028848000000000002,0.68,1061,1061,2049,12,9.08,35,18.2422,23.5648,12.7705,17.25,6.25,28.25,37.0,46.695,44.808,28.7579,41.2417,50.732,3024.3082,0.0,0.0,train
-15020,Canada,NAM,cool_moist,-122.582057,49.214940000000006,54.0,42,unknown,unknown,3.4,46.9,0.0,0.0,0.0,23.7,0.0,0.0,0.0,0.0,0.0,0.0,6.3,9.1,9.2,0.0,0.0,0.19,0.0,17.3508,3.31,3414,4567,37351,58,49.88,63,19.0702,23.4217,14.5735,18.5,8.25,28.5,36.0,44.5,43.0625,28.2643,40.6583,31.6214,2060.6824,0.25,0.0,train
-15021,Canada,NAM,cool_moist,-123.15444,49.70639,6.0,11,unknown,unknown,9.8,60.5,0.0,0.0,0.0,15.9,0.0,0.0,1.9,0.0,3.2,0.0,0.0,0.0,0.0,8.2,0.0,0.055999999999999994,0.0,1.05359,0.64,1896,2557,2639,35,19.49,47,17.2029,21.9997,12.4279,16.0,7.0,25.8125,34.0,42.0,40.2812,26.2453,38.2693,14.9786,1032.4144,0.0,0.0,train
-15023,Canada,NAM,cool_moist,-122.493227,52.981685999999996,490.0,0,unknown,unknown,0.0,56.5,0.0,0.0,0.0,38.5,0.0,0.0,0.0,0.0,1.1,0.0,0.0,0.0,2.6,0.0,0.0,0.594,0.0,0.014394999999999998,0.56,2773,2773,2773,59,45.95,63,18.0681,24.2158,11.9989,15.75,5.0,29.0,38.75,48.0,46.4241,29.3421,45.6878,22.6395,3704.7119,0.25,0.0,train
-15027,Canada,NAM,cool_moist,-123.99389,49.200829999999996,121.0,118,unknown,unknown,44.1,30.4,0.0,0.0,0.0,24.2,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,3.7359699999999996,1.04,11338,11338,11338,60,47.07,60,21.8391,24.0045,19.7078,22.0,14.25,29.25,35.75,42.5,41.2098,28.1465,40.345,12.5356,998.8428,0.0,0.0,train
-15029,Canada,NAM,cool_moist,-127.177324,54.783308,495.0,44,unknown,unknown,1.3,65.8,0.0,0.0,0.0,19.7,0.0,0.0,1.1,0.0,7.2,0.0,0.0,0.0,3.0,0.0,0.0,0.17600000000000002,0.0,0.004332,0.37,2567,2567,2567,54,28.73,57,18.771,24.7244,13.2269,18.0,6.3333,28.6667,37.6667,47.0,45.6012,29.0568,43.8483,23.206999999999997,3342.7905,0.0,0.0,train
-15030,Canada,NAM,cool_dry,-122.15039099999998,52.14428,631.0,100,unknown,unknown,0.0,95.4,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.5,0.0,0.0,0.0,0.0,0.0,0.0,0.20800000000000002,0.0,0.13453800000000002,0.65,4171,4171,4171,62,44.25,62,21.6762,27.0759,16.2268,21.75,10.0,31.75,40.5,48.29,46.9152,31.6115,45.8679,25.4822,4400.8545,0.25,0.0,train
-15032,Canada,NAM,cool_moist,-125.24843999999999,50.018425,63.0,53,unknown,unknown,31.6,41.4,0.0,0.0,0.0,26.5,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.143637,0.56,1036,2609,2689,47,30.31,51,20.8239,23.9017,17.7729,20.75,13.0,28.5,35.0,41.25,40.4286,27.613000000000003,39.3743,11.4648,777.6465,0.0,0.0,test
-15034,Canada,NAM,cool_moist,-117.295381,49.49055,562.0,68,unknown,unknown,1.5,85.4,0.0,0.0,0.0,8.6,0.0,0.0,1.7,0.0,2.2,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.011646,0.65,3601,3601,3601,44,19.38,47,22.3715,25.5061,19.2834,21.5,14.5,29.25,37.0,45.25,43.7589,29.1229,42.613,17.8822,2260.6368,0.0,0.0,val
-15035,Canada,NAM,cool_moist,-117.661527,49.317698,407.0,81,unknown,unknown,1.3,81.0,0.0,0.0,0.0,13.0,0.0,0.0,1.1,0.0,1.6,0.0,0.0,0.0,0.0,0.0,0.0,0.04,0.0,2.43066,0.54,1730,2818,4235,49,28.13,56,17.099,23.4306,13.1022,16.0,8.5,25.5,36.0,46.5,45.0804,28.2229,40.6926,23.9327,2812.887,0.0,0.0,val
-15036,Canada,NAM,cool_dry,-119.270723,50.260616999999996,476.0,36,unknown,unknown,5.0,75.6,0.0,0.0,0.0,5.7,0.0,0.0,0.0,0.0,4.4,0.0,4.9,2.1,1.4,0.0,0.0,1.2790000000000001,0.0,1.04956,0.81,2911,5165,5572,59,46.86,62,18.7307,24.0645,13.4376,16.5,5.75,29.75,39.25,47.25,45.8125,28.6091,43.9293,21.4147,3298.7742,0.0,0.0,train
-15038,Canada,NAM,cool_moist,-123.715846,48.784853999999996,62.0,23,unknown,unknown,23.0,41.9,0.0,0.0,0.0,33.2,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.041927,1.24,4216,4216,5599,50,29.06,52,17.9657,23.5175,12.4928,17.0,5.5,28.25,36.0,44.05,42.8839,28.1943,41.3308,17.6786,1836.9394,0.0,0.0,train
-15040,Canada,NAM,cool_dry,-119.4625,49.0,302.0,37,unknown,unknown,0.0,51.3,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,37.4,0.0,6.2,1.0,2.0,0.0,0.0,0.207,0.0,0.020971,0.71,33,1071,3367,27,18.9,45,28.3649,31.5543,25.1866,28.0,20.5,36.0,42.5,49.0,47.625,34.4783,45.5874,25.7625,5466.5603,0.0,0.0,train
-15041,Canada,NAM,cool_moist,-125.54120900000001,48.921799,14.0,0,unknown,unknown,68.0,22.0,0.0,0.0,0.0,9.7,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.400589,0.63,85,588,748,5,3.36,14,20.2529,21.7165,19.3999,20.3333,15.6667,25.6667,29.0,33.0,32.0,23.8941,33.0636,14.136,3042.6296,0.0,0.0,train
-15042,Canada,NAM,cool_moist,-124.996222,49.682603,27.0,25,unknown,unknown,41.2,25.8,0.0,0.0,0.0,31.1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.287,0.0,0.022455000000000003,0.65,8074,8074,8074,53,34.15,56,16.9528,14.4247,9.6678,11.0,5.5,16.0,22.5,36.5,32.6429,17.8987,36.2468,54.7023,1091.243,0.0,1.5,test
-15043,Canada,NAM,boreal_dry,-135.049193,60.718608999999994,643.0,6,unknown,unknown,1.0,50.8,0.0,0.0,0.0,0.0,0.0,12.3,25.8,0.0,8.7,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.9231450000000001,0.09,396,397,397,62,47.85,63,29.9054,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,42.7531,-999.0,-999.0,-999.0,-999.0,train
-15044,Canada,NAM,boreal_dry,-135.05875,60.719719999999995,640.0,0,unknown,unknown,1.0,50.8,0.0,0.0,0.0,0.0,0.0,12.3,25.8,0.0,8.7,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.9231450000000001,0.09,396,397,397,62,49.27,63,24.6272,28.3081,-999.0,25.5,17.0,35.0,42.0,46.5,44.9375,31.4278,39.9963,-999.0,3429.9061,0.0,-999.0,train
-15046,Canada,NAM,boreal_dry,-114.36399999999999,62.45206999999999,193.0,94,unknown,unknown,27.1,3.8,0.0,2.4,0.0,0.0,0.0,3.1,24.2,33.0,3.7,1.5,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.000605,0.3,994,1248,1248,56,40.38,63,25.500999999999998,26.5026,24.3956,25.25,20.0,30.75,36.75,44.0,42.1875,29.4606,39.0463,13.8096,1182.8226,0.0,0.0,train
-15047,Canada,NAM,boreal_dry,-126.813057,65.27926,60.0,18,unknown,unknown,6.8,1.2,0.0,1.0,0.0,1.9,0.0,25.1,50.9,7.0,3.3,1.5,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.00037,0.27,20,36,52,41,24.6,53,22.2137,23.6983,20.745,21.75,15.25,28.5,34.75,43.5,40.2991,26.7692,36.8866,13.8101,1077.161,0.0,0.0,train
-15048,Canada,NAM,boreal_moist,-123.47286899999999,60.235937,234.0,0,unknown,unknown,1.7,49.1,0.0,0.0,0.0,47.6,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.036000000000000004,0.0,0.000588,0.36,0,39,39,13,3.49,18,22.8093,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,31.061999999999998,-999.0,-999.0,-999.0,-999.0,test
-15053,Canada,NAM,cool_moist,-52.79476,47.50513,134.0,55,unknown,unknown,46.5,6.7,0.0,0.0,0.0,37.8,0.0,0.0,1.3,0.0,3.3,0.0,0.0,3.1,0.0,0.0,0.0,0.0,0.0,3.05215,0.67,2858,4931,18159,58,50.68,63,28.5956,29.4175,27.8095,28.5,22.75,35.5,40.25,45.25,44.0,32.3283,42.5097,16.1574,1967.6248,0.0,0.25,train
-15054,Canada,NAM,cool_moist,-52.71139,47.56,17.0,51,unknown,unknown,54.1,6.0,0.0,0.0,0.0,32.7,0.0,0.0,1.1,0.0,1.9,0.0,0.0,3.1,0.0,0.0,0.0,0.006,0.0,3.05215,0.67,1911,2853,18159,60,50.64,63,27.6155,28.3303,26.8562,28.5,22.0,34.5,38.5,43.75,42.375,32.565,40.1616,17.2142,1166.5237,0.0,0.0,train
-15056,United States of America,NAM,cool_moist,-70.62,42.97,18.288,0,unknown,unknown,73.5,1.7,0.0,0.0,1.0,12.6,0.0,0.0,0.0,0.0,0.0,1.1,0.0,6.8,2.5,0.0,0.0,0.0,0.0,0.03462,2.93,0,0,12063,0,0.0,62,30.3565,32.6359,27.6962,29.3988,23.4669,35.6133,42.8331,56.7391,54.9496,36.3134,45.358000000000004,140.4658,8561.1832,3.0,1.0,test
-15059,United States of America,NAM,cool_moist,-70.9517,43.1078,39.9288,26,unknown,unknown,9.8,1.9,0.0,0.0,3.6,63.8,0.0,0.0,0.0,0.0,0.0,0.0,0.0,11.8,7.2,0.0,0.0,0.0,0.0,3.4051099999999996,2.35,1218,5981,12063,21,27.52,62,31.3342,35.6251,26.7857,31.4029,22.9239,39.3071,46.9443,57.3508,55.7659,39.61,48.9094,101.0692,12401.5895,1.5,0.0,test
-15060,United States of America,NAM,cool_moist,-70.95,43.11,22.86,30,unknown,unknown,9.8,1.9,0.0,0.0,3.6,63.8,0.0,0.0,0.0,0.0,0.0,0.0,0.0,11.8,7.2,0.0,0.0,0.0,0.0,3.4051099999999996,2.35,1218,5981,12063,21,27.52,62,33.0755,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,49.6122,-999.0,-999.0,-999.0,-999.0,test
-15070,Australia,PAN,warm_dry,138.4951,-35.135,56.0,70,other,suburban,52.5,0.0,1.3,0.0,0.0,2.4,0.0,0.0,9.3,0.0,4.7,0.0,17.6,9.6,0.0,0.0,0.0,0.0,0.0,1.5219,0.92,6481,12775,34148,62,47.98,63,20.8139,23.0119,18.5,21.0,15.6,26.2,30.4,38.268,35.875,26.4675,33.0404,14.1811,681.0755,0.0,0.0,test
-15071,Australia,PAN,warm_dry,138.6958,-34.6985,75.0,61,other,suburban,8.7,0.0,1.1,0.0,0.0,1.7,1.1,0.0,6.1,0.0,5.3,1.2,57.3,15.8,0.0,0.0,0.0,1.038,0.0,2.19027,1.45,7661,12066,35609,60,46.03,63,20.7297,23.4304,17.9217,20.8,15.8,25.6,30.0,38.4,36.1583,26.7493,35.1543,17.9647,661.7102,0.0,0.0,test
-15072,Australia,PAN,warm_dry,138.6651,-34.9214,123.0,73,other,suburban,23.3,0.0,3.0,0.0,0.0,3.7,0.0,1.1,16.0,0.0,5.6,0.0,16.9,26.7,1.7,0.0,0.0,0.0,0.0,24.5866,1.34,35609,35609,35609,62,52.17,63,22.7595,24.7449,20.6968,23.2,17.6,28.0,31.8,41.0,38.5,28.1411,35.8795,22.6617,1029.3093,0.0,0.0,test
-15073,Australia,PAN,warm_dry,138.5491,-34.9438,9.0,14,other,suburban,45.5,0.0,2.3,0.0,0.0,2.1,0.0,0.0,10.8,0.0,3.6,0.0,6.1,26.4,0.0,0.0,0.0,0.013999999999999999,0.0,31.5751,1.37,27023,34148,35609,63,62.54,63,17.7842,21.8463,13.5912,18.6,11.0,25.0,29.4,37.6,35.25,25.4482,32.883,14.9797,568.5986,0.0,0.0,test
-15074,Australia,PAN,warm_dry,138.6229,-34.861999999999995,70.0,58,other,suburban,23.5,0.0,2.9,0.0,0.0,3.1,0.0,0.0,15.1,0.0,5.7,0.0,18.9,26.5,1.5,0.0,0.0,0.0,0.0,24.3182,1.49,24855,35434,35609,63,63.0,63,19.7642,22.5471,16.8829,20.2,14.6,25.4,30.0,37.6,35.4357,26.0864,33.2511,14.0718,550.2326,0.0,0.0,test
-15076,Australia,PAN,tropical_dry,115.6961,-31.6779,12.0,19,other,urban,52.6,0.0,0.0,0.0,0.0,0.0,0.0,3.0,20.4,5.5,3.3,0.0,4.6,9.7,0.0,0.0,0.0,0.244,0.0,0.123028,1.02,1456,1811,37286,56,38.87,63,23.0829,27.8336,18.3332,22.76,16.42,29.56,33.976,44.2092,42.19,31.421999999999997,41.938,51.2469,2388.9986,0.4,0.2,train
-15077,Australia,PAN,warm_dry,116.32,-31.7,318.0,73,other,rural,0.0,0.0,0.0,0.0,1.3,0.0,0.0,0.0,67.0,5.1,1.4,0.0,22.9,0.0,1.3,0.0,0.0,1.375,0.0,0.253173,0.96,50,1115,1463,4,0.76,26,21.9247,27.2674,16.5675,22.86,15.785,28.3,32.34,42.8976,40.7708,30.9242,41.5518,55.5557,2124.3393,0.0,0.2,train
-15078,Australia,PAN,tropical_dry,115.8348,-32.1106,14.0,2,other,urban,34.1,0.0,0.0,0.0,0.0,0.0,0.0,2.2,15.7,0.0,5.0,0.0,11.1,29.3,1.0,0.0,0.0,0.12300000000000001,0.0,3.05125,1.4,7477,30812,41177,63,60.92,63,18.0844,23.1417,12.9939,18.6,10.4,25.78,30.78,39.998000000000005,37.17,27.6987,37.3472,37.8033,1357.1715,0.0,0.0,train
-15079,Australia,PAN,tropical_dry,115.762,-31.956,45.0,32,other,urban,56.5,0.0,0.0,0.0,0.0,0.0,0.0,1.3,2.5,0.0,1.7,0.0,1.9,35.3,0.0,0.0,0.0,0.0,0.0,10.4414,1.36,0,23611,41177,56,47.38,63,21.8062,26.4957,17.0711,21.66,15.18,28.72,33.14,42.5692,40.31,30.304000000000002,39.3553,39.8968,1850.1687,0.2,0.2,train
-15080,Australia,PAN,tropical_dry,115.9774,-31.8758,15.0,1,background,rural,5.3,0.0,0.0,0.0,0.0,0.0,0.0,3.4,34.6,2.7,6.4,0.0,10.2,33.5,2.4,0.0,0.0,0.124,0.16699999999999998,3.81483,1.38,1460,2115,41177,61,56.38,63,18.7785,24.6432,12.8201,19.1,11.28,26.04,31.09,42.2632,39.2158,29.1379,40.9303,58.5024,1954.6386,0.2,0.2,train
-15081,Australia,PAN,tropical_dry,115.7485,-32.2627,6.0,3,other,urban,56.6,0.0,0.0,0.0,0.0,0.0,0.0,1.3,11.0,0.0,5.3,0.0,14.6,9.3,0.0,0.0,0.0,0.0,0.0,18.2017,1.23,0,2774,34481,58,50.24,63,20.6882,25.6049,15.6933,20.66,13.39,28.16,32.705999999999996,41.6172,39.155,29.5172,36.8782,41.9571,1659.4817,0.0,0.0,train
-15083,South Africa,SAF,warm_dry,28.695013899999996,-25.7076417,1751.0,70,unknown,rural,0.0,0.0,0.0,0.0,0.0,0.0,0.0,16.6,3.8,18.8,39.3,0.0,11.4,0.0,8.8,0.0,0.0,0.0,0.0,0.168101,4.4,142,18551,18551,22,18.76,61,40.4573,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,test
-15085,South Africa,SAF,warm_dry,28.369444399999995,-25.915,1753.0,20,unknown,suburban,0.0,0.0,0.0,0.0,0.0,0.0,0.0,5.9,1.5,12.5,18.3,0.0,21.5,18.6,21.4,0.0,0.0,0.0,0.0,0.253709,5.38,302,1066,216145,9,14.44,63,31.8341,40.1313,23.631,29.2367,19.6818,41.465,54.894,72.1732,67.0456,45.7445,67.5235,344.5366,29815.5468,25.0,3.3333,test
-15086,South Africa,SAF,warm_dry,28.420413899999996,-25.7225917,1754.0,45,unknown,suburban,0.0,0.0,0.0,0.0,0.0,0.0,0.0,8.4,7.6,24.6,25.9,0.0,7.8,12.7,12.1,0.0,0.0,0.0,0.0,2.56537,4.32,7639,72389,98521,61,43.95,63,27.6167,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,52.2051,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,test
-15087,South Africa,SAF,warm_dry,27.662488899999996,-25.9671528,1755.0,199,unknown,rural,0.0,0.0,0.0,0.0,0.0,0.0,0.0,7.9,2.7,22.9,37.5,0.0,8.8,4.6,14.6,0.0,0.0,0.0,0.0,0.210603,3.34,592,786,42445,11,8.1,63,27.586,33.2674,21.7743,26.44,17.6108,35.6742,45.0497,58.7876,55.1022,37.7679,50.9911,138.7569,11349.525,4.0,0.0,test
-15088,South Africa,SAF,warm_dry,28.032444399999996,-26.2038111,1756.0,87,unknown,urban,0.0,0.0,0.0,0.0,0.0,0.0,0.0,4.6,0.0,3.9,11.1,0.0,9.9,58.3,11.6,0.0,0.0,0.0,0.0,13.4542,5.46,57402,230980,274817,63,63.0,63,20.1441,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,test
-15089,South Africa,SAF,warm_dry,28.103963899999997,-25.912927800000002,1757.0,57,unknown,suburban,0.0,0.0,0.0,0.0,0.0,0.0,0.0,7.2,0.0,7.9,16.1,0.0,15.2,35.7,16.9,0.0,0.0,0.0,0.0,3.13972,5.32,7922,32804,255846,63,59.67,63,28.6409,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,test
-15090,South Africa,SAF,warm_dry,28.154211100000005,-25.7530028,1758.0,50,unknown,urban,0.0,0.0,0.0,0.0,0.0,0.0,0.0,10.9,3.2,17.6,14.1,0.0,10.1,29.4,13.9,0.0,0.0,0.168,0.0,13.3381,4.57,46835,55480,182177,63,62.82,63,24.4494,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,53.0025,-999.0,-999.0,-999.0,-999.0,test
-15091,South Africa,SAF,warm_dry,27.687475,-26.202605600000002,1759.0,72,unknown,suburban,0.0,0.0,0.0,0.0,0.0,0.0,0.0,11.9,1.4,20.0,32.5,0.0,12.3,15.1,6.8,0.0,0.0,0.008,0.0,3.9865,3.2,14617,37933,186004,63,52.91,63,38.707,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,61.9166,-999.0,-999.0,-999.0,-999.0,test
-15092,South Africa,SAF,warm_dry,28.037430600000004,-26.291630600000005,1760.0,146,unknown,rural,0.0,0.0,0.0,0.0,0.0,0.0,0.0,5.1,0.0,6.4,14.1,0.0,13.8,51.5,8.6,0.0,0.0,0.0,0.0,13.4542,5.46,34388,37535,274817,61,57.91,63,37.9456,45.8827,22.8672,31.1108,19.3806,46.6254,60.485,79.5684,74.8763,53.0427,74.449,423.1964,45626.7427,46.5,20.5,test
-15093,South Africa,SAF,warm_dry,28.1044917,-25.6318778,1761.0,48,unknown,suburban,0.0,0.0,0.0,0.0,0.0,0.0,0.0,14.8,3.6,19.1,13.0,0.0,8.4,31.9,8.4,0.0,0.0,0.0,0.0,126.60799999999999,4.23,461,17144,182177,63,56.33,63,26.0514,37.2804,16.9435,25.1433,10.9751,40.6683,52.8676,67.1515,62.6405,45.8564,57.5536,187.2823,26508.8843,7.6667,1.0,test
-15095,South Africa,SAF,warm_dry,28.0070528,-26.5700333,1763.0,25,industrial,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,5.4,0.0,10.4,30.2,0.0,28.9,9.9,14.5,0.0,0.0,0.09,0.0,1.45134,5.57,12204,12204,156744,62,43.18,63,18.0451,27.5777,8.2688,13.6586,1.8036,30.0,43.8453,59.1649,52.3836,35.1139,53.1634,143.2507,12369.4563,2.0,0.25,test
-15096,South Africa,SAF,warm_dry,27.853177799999997,-26.578219399999995,1764.0,64,unknown,suburban,0.0,0.0,0.0,0.0,0.0,0.0,0.0,6.2,0.0,8.5,22.0,0.0,40.2,11.4,11.1,0.0,0.0,0.0,0.0,16.97,5.26,55994,72736,156744,61,50.39,63,21.834,30.8782,15.2143,21.2285,10.8512,33.2002,43.2025,59.589,55.0951,38.4072,56.7329,203.4478,12065.4013,5.0,2.0,test
-15097,South Africa,SAF,warm_dry,27.88115,-26.688377799999998,1765.0,20,unknown,suburban,0.0,0.0,0.0,0.0,0.0,0.0,0.0,5.1,0.0,7.2,25.0,0.0,37.3,12.4,12.5,0.0,0.0,0.042,0.0,7.58635,6.06,46400,58639,156744,63,58.07,63,25.9959,33.1525,14.8973,21.5968,9.61,35.2379,48.1311,63.3861,60.2476,42.6219,57.7217,191.3309,17755.3635,9.25,0.0,test
-15098,South Africa,SAF,warm_dry,27.9703917,-26.6614528,1766.0,11,unknown,suburban,0.0,0.0,0.0,0.0,0.0,0.0,0.0,5.3,0.0,8.1,29.7,0.0,31.9,12.3,12.2,0.0,0.0,0.064,0.0,966.779,6.44,22838,22838,156744,59,49.69,63,20.7993,32.5464,-999.0,19.6016,6.4359,33.8884,46.1853,60.4776,58.36600000000001,41.1355,55.5484,-999.0,14691.8866,9.3333,-999.0,test
-15099,South Africa,SAF,warm_dry,29.994225,-26.517786100000002,1767.0,44,unknown,suburban,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.4,0.0,22.8,32.0,0.0,34.4,0.0,8.7,0.0,0.0,0.034,0.0,2.87945,6.51,50606,50606,50606,59,33.29,61,29.8538,34.8281,24.8669,26.429000000000002,19.0593,37.6111,51.2587,73.7462,67.0759,40.965,67.8813,392.074,24727.7834,25.2,7.8,train
-15100,South Africa,SAF,warm_dry,29.7128,-26.1632194,1768.0,42,unknown,rural,0.0,0.0,0.0,0.0,0.0,0.0,0.0,3.0,0.0,9.6,13.9,0.0,63.1,0.0,10.3,0.0,0.0,0.0,0.0,0.9608399999999999,7.62,11827,11827,11827,20,10.66,46,29.8602,36.2867,22.8183,25.163,14.9504,40.4488,56.55,80.38600000000001,70.9159,42.3788,67.2353,390.282,27129.8097,24.6667,11.3333,train
-15102,South Africa,SAF,warm_dry,28.0088583,-26.1248028,1770.0,59,unknown,urban,0.0,0.0,0.0,0.0,0.0,0.0,0.0,5.2,0.0,3.4,11.4,0.0,10.1,55.3,14.0,0.0,0.0,0.0,0.0,27.1474,5.51,39982,48012,255846,63,63.0,63,17.8745,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,49.6763,-999.0,-999.0,-999.0,-999.0,test
-15103,South Africa,SAF,warm_dry,28.0132222,-26.1147333,1774.0,59,unknown,urban,0.0,0.0,0.0,0.0,0.0,0.0,0.0,5.2,0.0,3.4,11.4,0.0,10.1,55.3,14.0,0.0,0.0,0.0,0.0,27.1474,5.51,39982,48012,255846,63,63.0,63,26.7643,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,52.3591,-999.0,-999.0,-999.0,-999.0,test
-15104,South Africa,SAF,warm_dry,29.2475,-25.868138899999998,1772.0,111,unknown,suburban,0.0,0.0,0.0,0.0,0.0,0.0,0.0,30.5,0.0,9.9,24.6,0.0,21.0,6.7,5.7,0.0,0.0,0.0,0.0,2.35822,7.21,11292,45163,45163,62,48.08,63,26.6631,36.4487,19.0917,24.6966,12.8149,37.9527,50.3413,65.7368,60.8122,40.5979,58.5401,239.0191,22413.0369,15.0,3.3333,test
-15105,South Africa,SAF,warm_dry,28.020441700000003,-26.230594399999998,1773.0,16,unknown,urban,0.0,0.0,0.0,0.0,0.0,0.0,0.0,5.3,0.0,5.1,12.8,0.0,11.1,56.5,8.6,0.0,0.0,0.0,0.0,13.4542,5.46,31242,57402,274817,63,63.0,63,22.8974,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,52.3382,-999.0,-999.0,-999.0,-999.0,test
-15106,India,SAS,tropical_dry,76.729535,30.665638,330.0,13,unknown,suburban,0.0,0.0,0.0,0.0,0.0,7.4,0.0,0.0,1.5,0.0,0.0,0.0,77.6,8.3,5.1,0.0,0.0,11.421,6.7829999999999995,4.89976,3.01,30388,101006,128394,59,47.57,63,34.5776,48.7255,23.0484,32.2383,17.8742,50.9367,68.8127,89.6052,85.3338,56.6674,84.3482,446.5785,62552.6958,84.6667,18.3333,val
-15107,Chile,SAM,warm_dry,-70.6576004,-33.46350098,541.0,35,unknown,urban,0.0,0.0,0.0,0.0,0.0,0.0,9.7,31.0,4.1,0.0,9.2,0.0,10.6,30.7,1.2,0.0,2.0,1.5619999999999998,0.753,27.7234,6.13,79779,140591,145725,63,63.0,63,14.655,24.3673,4.9383,7.7186,1.6396,22.596,40.946,57.4309,52.5098,30.9145,55.3738,112.1767,9970.6403,0.8,0.6,val
-15108,Spain,EUR,warm_dry,-6.7341880000000005,37.103913,42.0,25,background,rural,50.3,0.0,0.0,0.0,0.0,0.0,0.0,10.8,10.7,4.9,2.1,0.0,18.8,0.0,0.0,0.0,0.0,0.414,0.019,0.5283180000000001,1.66,556,556,14204,6,1.9,63,36.7772,42.3612,31.2198,36.821999999999996,27.23,45.762,53.623999999999995,63.8831,62.0168,46.0625,58.4953,141.0476,27544.2357,5.0,0.0,val
-15109,Israel,MDE,tropical_dry,35.168563,32.103376000000004,546.0,144,background,rural,0.0,0.0,0.0,0.0,0.0,0.0,0.0,43.8,0.0,0.0,3.5,0.0,46.1,4.9,0.0,0.0,0.0,0.079,0.0,0.503726,3.92,6495,7264,37971,60,42.89,63,39.3954,43.6794,34.8498,38.84,32.0,46.18,54.36,66.32,62.2375,48.5425,66.7769,154.5926,29242.6305,5.2,0.2,train
-15110,Israel,MDE,tropical_dry,34.781333000000004,31.25674,270.0,51,background,urban,0.0,0.0,0.0,0.0,0.0,0.0,0.0,5.1,0.0,0.0,1.9,0.0,11.3,2.8,0.0,0.0,78.2,0.0,0.0,18.248,2.86,883,884,11752,63,60.51,63,36.0415,44.4395,27.201999999999998,36.7,25.42,46.76,55.62,65.4644,62.205,49.5488,64.1764,119.3958,34082.9684,2.6,0.0,train
-15111,Israel,MDE,tropical_dry,34.994642999999996,31.749287,288.0,46,background,suburban,0.0,0.0,0.0,0.0,0.0,0.0,0.0,22.7,2.4,0.0,0.0,0.0,66.0,6.2,1.1,0.0,0.0,0.237,0.0,5.1974800000000005,4.59,28834,28847,38005,63,53.03,63,37.6319,44.9549,29.2575,37.16,27.1,47.54,57.66,69.8212,65.4925,50.54600000000001,70.6713,167.0153,37488.505,10.0,0.4,train
-15112,Israel,MDE,warm_dry,35.116820000000004,31.656467,960.0,373,background,rural,0.0,0.0,0.0,0.0,0.0,0.0,0.0,32.4,2.2,0.0,1.4,0.0,32.8,4.8,0.0,0.0,26.0,0.132,0.0,1.26889,3.34,10126,11738,28847,60,51.59,63,53.8386,56.1319,51.3829,52.32,45.12,61.64,70.368,82.4224,77.8421,61.0677,83.0778,356.5345,72430.8713,85.6,9.2,train
-15113,Israel,MDE,tropical_dry,35.293037,32.915738,297.0,69,background,suburban,8.8,0.0,0.0,0.0,0.0,0.0,0.0,14.3,9.5,0.0,9.4,0.0,44.2,8.9,4.1,0.0,0.0,0.027999999999999997,0.0,2.62275,2.3,1464,1464,35563,63,59.11,63,45.5393,49.3563,41.5176,45.96,37.9,53.28,59.74,69.9696,67.0075,53.7211,66.6818,233.5106,48051.5097,16.4,1.6,train
-15114,Israel,MDE,tropical_dry,34.804264,32.118990000000004,39.0,0,background,urban,51.9,0.0,0.0,0.0,0.0,0.0,0.0,12.8,0.0,0.0,1.5,0.0,16.9,14.6,2.2,0.0,0.0,0.20199999999999999,0.0,48.14,3.94,120709,120764,120764,63,60.83,63,32.1874,40.3821,23.6447,35.9,16.96,46.1,52.04,60.0328,57.295,45.1659,57.803999999999995,113.9659,23978.8557,1.6,0.2,train
-15115,Israel,MDE,tropical_dry,34.995385,31.892915000000002,267.0,100,background,suburban,0.0,0.0,0.0,0.0,0.0,0.0,0.0,32.0,2.4,0.0,2.1,0.0,49.8,11.5,2.0,0.0,0.0,1.005,0.0,73.943,4.97,38005,38005,120764,63,61.67,63,35.3276,43.0494,26.9506,35.62,24.24,45.88,55.54,67.96600000000001,63.4983,48.9544,68.5747,184.4006,32807.6506,7.4,0.6,train
-15116,Israel,MDE,tropical_dry,35.215984999999996,31.248966999999997,577.0,253,background,rural,6.8,0.0,0.0,0.0,0.0,0.0,0.0,5.9,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,85.4,0.0,0.0,1.12711,1.75,884,884,11752,51,25.73,62,41.581,47.5571,35.5569,40.75,33.275,49.475,57.0,65.808,63.1643,50.8113,64.4373,122.4738,39897.3421,3.75,0.0,train
-15117,Israel,MDE,warm_dry,35.223946999999995,31.780094000000002,797.0,211,background,urban,0.0,0.0,0.0,0.0,0.0,0.0,0.0,43.2,2.3,0.0,1.2,0.0,17.3,6.3,0.0,0.0,28.7,0.0,0.0,51.0455,3.56,26890,28821,29957,63,62.95,63,39.2339,42.8907,35.2539,38.56,30.48,47.65,57.1,69.48,65.705,48.3833,71.5312,214.3892,32421.7805,9.4,0.6,train
-15118,Israel,MDE,tropical_dry,35.290982,32.603289000000004,57.0,25,background,suburban,0.0,0.0,0.0,0.0,0.0,0.0,0.0,6.4,1.9,0.0,5.6,0.0,75.7,6.4,3.9,0.0,0.0,0.6829999999999999,0.0,2.19113,3.69,1645,1646,35580,53,42.6,63,33.1651,42.167,23.7212,34.08,21.88,44.48,53.64,64.6764,61.0675,47.528,63.0989,168.3855,29304.2317,4.6,0.8,train
-15119,Israel,MDE,tropical_dry,34.815630999999996,31.899112,70.0,39,background,urban,18.4,0.0,0.0,0.0,0.0,0.0,0.0,15.7,0.0,0.0,2.1,0.0,48.5,12.3,1.8,0.0,0.0,0.48700000000000004,0.0,6.51887,5.24,24010,36170,120764,63,62.98,63,33.9162,43.1158,24.307,34.42,21.0,47.16,55.0,64.6456,61.9242,48.5739,62.1489,149.3305,33266.5307,4.8,0.6,train
-15120,Israel,MDE,tropical_dry,35.354138,32.619164000000005,495.0,345,background,rural,0.0,0.0,0.0,0.0,0.0,0.0,0.0,6.8,1.7,0.0,5.8,0.0,76.1,6.4,3.0,0.0,0.0,0.9309999999999999,0.0,1.95712,3.75,1645,1646,20116,40,43.69,63,49.4051,52.5004,46.0261,48.36,42.18,55.5,62.8,74.518,70.5482,56.6218,71.6331,279.7951,56964.5379,28.0,3.6,train
-15122,Argentina,SPO,unknown,-34.6167,-77.8667,256.0,5,background,unknown,28.5,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,71.4,0.0,0.0,0.0,0.0,0.04,0,0,0,0,0.0,0,23.680999999999997,-999.0,23.3581,23.965999999999998,16.335,31.1945,33.686,35.082,34.4978,24.6543,29.8333,-999.0,0.0,0.0,-999.0,test
-15123,Australia,PAN,warm_dry,151.661,-32.7968,15.0,4,other,unknown,3.1,0.0,21.2,0.0,1.4,0.0,0.0,0.0,29.0,1.7,12.6,2.4,12.0,10.2,4.8,0.0,0.0,0.07,0.0,2.20858,2.23,2673,13389,15065,47,31.54,63,15.2096,21.2184,8.6194,14.8,4.8,22.6,29.6,41.928000000000004,38.375,25.1083,37.6567,38.1702,1669.6627,0.2,0.0,train
-15124,Australia,PAN,warm_moist,150.5805,-34.3062,368.0,71,other,unknown,0.0,0.0,65.9,0.0,0.0,0.0,0.0,0.0,20.2,0.0,5.3,0.0,4.9,0.0,1.8,0.0,0.0,0.336,0.0,0.239234,1.36,273,278,5329,10,5.87,38,19.9348,26.2781,13.1069,20.6,11.4,27.2,32.8,48.592,45.925,30.0592,43.4807,117.5299,4049.5004,1.4,0.8,train
-15125,Australia,PAN,warm_dry,150.7619,-33.9177,54.0,7,other,unknown,0.0,0.0,26.4,0.0,0.0,0.0,0.0,0.0,17.3,0.0,16.4,0.0,8.9,26.2,3.6,0.0,0.0,0.38299999999999995,0.0,3.03091,2.36,8059,8272,44100,11,13.49,63,17.1156,24.7593,8.6443,16.6,5.2,26.0,32.8,48.6,45.05,29.2522,44.4289,116.8451,4201.5453,1.2,1.4,train
-15126,Australia,PAN,warm_moist,150.7824,-34.5778,13.0,29,other,unknown,29.5,0.0,41.0,0.0,0.0,0.0,0.0,0.0,12.6,0.0,2.4,2.1,4.2,5.4,2.2,0.0,0.0,0.172,0.0,4.1487099999999995,1.45,6777,6821,7184,39,24.36,63,19.0991,23.909000000000002,13.7087,20.6,10.4,27.0,30.6,39.6,36.7667,27.6005,37.2364,49.4044,1473.2132,1.2,0.8,train
-15130,Australia,PAN,warm_dry,151.0461,-33.8916,32.0,28,other,unknown,5.3,0.0,13.9,0.0,0.0,0.0,0.0,0.0,8.1,0.0,6.0,2.2,3.1,58.7,1.1,0.0,0.0,0.0,0.0,67.2133,3.14,40678,43361,95756,63,62.98,63,13.7819,19.4318,7.6584,12.8,3.0,21.0,27.2,40.98,37.65,23.8771,36.1578,49.0473,1813.6752,0.6,0.4,train
-15131,Australia,PAN,warm_moist,151.1358,-33.9162,7.0,15,other,unknown,26.6,0.0,14.3,0.0,0.0,0.0,0.0,0.0,3.7,0.0,0.0,2.5,0.0,50.1,0.0,0.0,0.0,0.0,0.0,72.0419,3.03,80620,95756,95756,63,62.97,63,15.1351,20.343,9.4407,15.2,4.0,22.8,28.6,39.2,36.375,24.4966,36.2857,63.9354,1341.9498,0.2,0.2,train
-15132,Australia,PAN,warm_moist,150.8192,-34.4744,4.0,37,other,unknown,24.6,0.0,50.8,0.0,0.0,0.0,0.0,0.0,9.3,0.0,2.2,2.0,3.0,6.0,1.2,0.0,0.0,0.0,0.0,34.216,1.63,5246,5324,7184,48,38.57,63,19.0813,23.759,13.9437,19.8,11.2,26.6,30.4,40.2,37.825,27.5794,36.8049,45.8073,1537.8534,1.0,0.6,train
-15133,Australia,PAN,warm_moist,151.151,-33.7811,61.0,17,other,unknown,15.6,0.0,20.3,0.0,0.0,0.0,0.0,0.0,7.7,0.0,1.4,2.1,1.3,49.2,0.0,0.0,0.0,0.0,0.0,34.345,2.77,27656,47056,95756,62,61.59,63,15.4276,20.4421,9.8158,15.2,6.0,22.8,28.8,40.6,37.225,24.429000000000002,35.4848,39.4032,1461.0941,0.2,0.0,train
-15134,Australia,PAN,warm_dry,150.9073,-33.9313,21.0,18,other,unknown,0.0,0.0,14.5,0.0,0.0,0.0,0.0,0.0,12.0,0.0,14.8,0.0,7.4,46.8,2.9,0.0,0.0,0.024,0.0,19.5458,2.91,8055,30414,95756,63,62.5,63,14.043,20.9002,6.6487,12.4,2.0,22.8,29.4,45.192,41.65,25.8562,39.8227,84.1228,2962.2282,1.0,0.6,train
-15135,Australia,PAN,warm_dry,150.8477,-33.6562,37.0,23,other,unknown,0.0,0.0,34.5,0.0,0.0,0.0,0.0,0.0,25.2,0.0,10.4,0.0,4.9,20.1,3.6,0.0,0.0,0.44799999999999995,0.0,6.13928,2.15,1859,17494,44100,25,30.03,63,17.2473,23.6856,10.2559,16.6,7.4,25.0,32.4,46.4,44.1,27.8614,41.7748,58.8256,3093.8659,0.4,0.4,train
-15136,Australia,PAN,warm_moist,151.2428,-33.93177,35.0,48,other,unknown,48.0,0.0,7.3,0.0,0.0,0.0,0.0,0.0,2.3,0.0,0.0,2.6,0.0,37.9,0.0,0.0,0.0,0.0,0.0,34.2788,2.73,55194,85419,95756,63,53.85,63,18.8941,23.0481,14.324000000000002,19.8,10.6,26.4,31.6,41.6,38.9,26.8118,38.1451,34.0153,1553.6453,0.4,0.0,train
-15137,Australia,PAN,warm_dry,150.7473,-33.6164,24.0,18,other,unknown,0.0,0.0,43.9,0.0,0.0,0.0,0.0,0.0,22.2,0.0,10.8,0.0,4.4,14.2,3.4,0.0,0.0,0.42100000000000004,0.0,4.440519999999999,2.09,1053,8194,19957,32,26.23,63,18.2011,25.2144,10.6085,17.4,7.4,26.6,34.0,47.8,45.175,29.5665,44.2901,71.4693,3656.0928,0.4,0.2,train
-15138,Australia,PAN,warm_dry,150.9142,-33.7943,65.0,33,other,unknown,0.0,0.0,9.3,0.0,0.0,0.0,0.0,0.0,18.5,0.0,15.7,0.0,7.7,44.5,3.3,0.0,0.0,0.075,0.0,36.4124,2.64,19938,21510,80620,63,62.68,63,16.1189,22.5348,9.0725,15.0,4.4,23.6,31.8,48.343999999999994,44.4333,27.3067,43.1746,107.656,4001.2778,1.4,1.0,train
-15139,Australia,PAN,warm_dry,151.7596,-32.93118,4.0,12,other,unknown,40.4,0.0,16.5,0.0,0.0,0.0,0.0,0.0,12.8,0.0,5.5,3.8,6.7,9.1,2.0,0.0,0.0,0.016,0.0,24.6171,2.27,14668,14668,15065,63,48.13,63,18.6306,22.8814,13.8287,19.2,10.75,25.8,31.4,40.0,37.925,26.5969,37.3273,25.3403,1080.4449,0.0,0.0,train
-15140,Australia,PAN,warm_moist,150.8873,-34.4171,9.0,21,other,unknown,42.5,0.0,40.0,0.0,0.0,0.0,0.0,0.0,3.7,0.0,1.8,1.9,2.2,5.9,0.0,0.0,0.0,0.005,0.0,34.216,1.63,5327,5329,7184,62,47.85,63,18.2096,22.2578,13.8431,19.0,10.6,25.2,30.0,40.0,37.6476,26.4346,36.9455,60.1711,1541.351,0.4,0.4,train
-15141,Australia,PAN,warm_dry,151.6702,-32.8944,6.0,14,other,unknown,17.9,0.0,20.2,0.0,0.0,0.0,0.0,0.0,22.8,0.0,8.9,3.5,9.0,10.6,3.0,0.0,0.0,0.10300000000000001,0.0,9.74969,2.3,13719,15065,15065,57,47.53,63,17.0165,22.3806,11.1906,17.2,7.6,24.4,30.8,41.0,38.375,26.2747,38.1725,31.7522,1495.6359,0.2,0.0,train
-15142,Australia,PAN,warm_moist,150.498,-34.0517,456.0,135,other,unknown,1.2,0.0,64.7,0.0,0.0,0.0,0.0,0.0,17.6,0.0,6.4,0.0,5.1,1.0,2.3,0.0,0.0,0.0,0.0,1.29703,1.38,268,268,8082,5,3.47,62,25.0121,28.333000000000002,21.4389,24.4,19.2,28.6,35.2,49.6,46.625,31.2898,46.022,118.0357,4265.1716,1.2,0.8,train
-15143,Australia,PAN,warm_dry,150.7668,-33.7952,26.0,4,other,unknown,0.0,0.0,27.8,0.0,0.0,0.0,0.0,0.0,17.5,0.0,16.1,0.0,8.4,25.1,4.0,0.0,0.0,0.031,0.0,8.515839999999999,2.28,8297,8401,44100,56,49.71,63,16.8864,24.58,8.6041,15.8,4.6,25.8,33.0,49.6,46.525,29.3129,45.3046,115.1452,4455.5742,1.8,0.8,train
-15144,Australia,PAN,warm_moist,151.1639,-33.8644,21.0,20,other,unknown,22.4,0.0,13.3,0.0,0.0,0.0,0.0,0.0,5.3,0.0,1.2,2.6,0.0,52.8,0.0,0.0,0.0,0.0,0.0,85.3982,3.13,50266,95756,95756,63,62.84,63,16.6703,20.8881,12.0925,17.0,7.8,23.8,28.8,38.6,35.9,24.7818,34.9591,22.1934,953.7395,0.0,0.0,train
-15163,United Kingdom,SPO,unknown,-26.5,-75.57,33.0,4,background,remote,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.05,0,0,0,0,0.0,0,24.4626,24.758000000000003,24.9772,25.615,18.0375,31.76,34.2083,35.7867,35.1008,25.9178,33.7278,3.4286,0.0,0.0,0.0,train
-15229,United States of America,NAM,cool_moist,-73.90315,44.36608,1483.0,828,background,remote,0.0,0.0,0.0,0.0,25.5,73.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.346528,1.1,165,232,426,0,1.87,52,36.6442,36.8656,36.3707,36.825,29.7,43.9,50.1775,59.65,56.8969,41.2927,51.8755,110.6871,13078.9497,3.75,0.0,train
-15234,Australia,PAN,warm_dry,149.13157900000002,-35.285307,587.0,7,traffic,suburban,0.0,0.0,5.8,0.0,0.0,0.0,0.0,0.0,16.7,0.0,58.3,0.0,6.1,11.9,0.0,0.0,0.0,0.0,0.0,11.418,1.08,9285,18918,29158,63,60.16,63,13.2189,16.9736,9.7964,13.34,5.015,19.7,24.805999999999997,33.0492,31.5032,20.7626,29.8119,7.5938,185.9968,0.0,0.0,train
-15235,Australia,PAN,warm_dry,149.09401599999998,-35.418225,589.0,36,traffic,suburban,0.0,0.0,21.4,0.0,0.0,0.0,0.0,0.0,20.2,0.0,41.5,0.0,4.6,11.0,0.0,0.0,0.0,0.092,0.0,4.8352699999999995,1.03,19925,22956,29158,63,53.81,63,16.796,22.5693,11.4821,17.76,5.96,25.22,30.64,39.9952,38.1229,26.8133,36.6697,14.6818,806.1094,0.0,0.0,train
-15236,Indonesia,SEA,tropical_wet,107.587,-6.8943,755.0,49,traffic,urban,0.0,0.0,38.7,0.0,0.0,0.0,0.0,0.0,2.6,0.0,0.0,7.8,6.1,13.9,30.0,0.0,0.0,0.0,9.759,19.6711,0.94,351756,368089,576314,63,62.08,63,9.1377,14.8423,3.4389,3.8,0.2,12.55,26.0,49.1,37.3062,21.6874,53.9348,119.8541,6275.9726,0.0,8.0,train
-15237,Indonesia,SEA,tropical_moist,112.6781,-7.5647,21.0,13,background,rural,9.2,0.0,11.0,0.0,0.0,1.0,0.0,0.0,4.3,1.0,0.0,5.0,24.0,10.9,32.2,0.0,0.0,0.0,23.075,6.2091,1.23,22914,55956,158659,46,42.87,63,8.556000000000001,14.4949,2.6948,4.35,1.1,12.65,23.4,41.062,35.9688,19.347,42.6663,41.7141,1782.4883,0.0,0.5,test
-15238,France,SAF,unknown,77.5378,-37.7983,65.0,42,background,remote,97.6,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.5,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.25,0,0,0,0,0.0,0,23.9659,23.9993,-999.0,25.205,16.7462,30.945,32.87,34.6398,34.215,25.0589,34.0264,-999.0,1.4718,0.0,-999.0,test
-15239,Chile,SAM,warm_dry,-70.52318100000001,-33.376711,795.0,133,other,urban,0.0,0.0,0.0,0.0,0.0,0.0,12.9,38.6,2.7,0.0,9.6,0.0,3.8,24.4,0.0,0.0,6.8,2.572,0.0,21.7307,5.65,58763,58791,145725,63,60.9,63,17.4376,28.9493,5.9441,8.775,2.9219999999999997,24.695999999999998,49.1972,72.9933,65.12100000000001,37.1411,76.1431,305.1406,23057.9293,13.4,7.4,val
-15241,Indonesia,SEA,tropical_moist,106.84200000000001,-6.1558,7.0,3,traffic,urban,25.8,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,4.7,1.0,10.7,47.4,9.0,0.0,0.0,0.0,1.266,35.1887,3.65,516061,516061,516061,63,63.0,63,24.647,28.5244,17.9609,18.4667,12.0333,28.4,42.4333,89.7467,59.9167,36.5249,59.0227,440.4032,17931.9817,12.6667,14.3333,train
-15242,Chile,SAM,warm_dry,-70.71942800000001,-33.492962,515.0,41,other,urban,0.0,0.0,0.0,0.0,0.0,0.0,5.8,30.2,5.0,0.0,9.9,0.0,14.8,31.1,1.9,0.0,0.0,1.595,0.758,70.4071,6.29,108035,145725,145725,63,63.0,63,15.9121,24.9315,6.912999999999999,10.262,3.404,23.96,39.972,56.1267,52.229,31.0821,53.1265,103.9212,8900.6487,0.4,0.2,val
-15243,Chile,SAM,warm_dry,-70.732113,-33.433109,501.0,22,other,urban,0.0,0.0,0.0,0.0,0.0,0.0,7.5,32.9,5.5,0.0,8.4,0.0,13.2,30.3,1.1,0.0,0.0,1.595,0.758,70.4071,6.29,58707,108035,145725,63,63.0,63,14.175999999999998,22.9353,5.4313,8.354,2.101,21.956,37.958,52.2182,48.6437,28.9428,48.3842,60.824,6164.8568,0.2,0.2,val
-15244,Chile,SAM,warm_dry,-70.666135,-33.547211,581.0,56,other,urban,0.0,0.0,0.0,0.0,0.0,0.0,7.3,27.3,4.3,0.0,11.2,0.0,12.9,31.1,2.6,0.0,1.7,1.695,0.0,9.591339999999999,5.39,74844,140591,145725,63,63.0,63,13.1976,21.8491,4.5478,6.702999999999999,2.275,20.012999999999998,36.174,51.1632,47.2342,28.0572,48.4646,70.8867,5633.8004,0.4,0.6,val
-15245,Chile,SAM,warm_dry,-70.651201,-33.422235,561.0,46,other,urban,0.0,0.0,0.0,0.0,0.0,0.0,10.7,34.2,3.8,0.0,7.0,0.0,9.2,31.2,0.0,0.0,2.0,1.561,0.7559999999999999,27.7234,6.13,58735,79779,145725,63,63.0,63,12.2736,20.9441,3.6342,5.375,1.2875,18.05,36.843,54.7097,49.213,27.6202,55.0592,93.439,7286.3377,1.2,0.0,val
-15246,Chile,SAM,warm_dry,-70.58811899999999,-33.516622999999996,602.0,45,other,urban,0.0,0.0,1.2,0.0,0.0,0.0,11.5,28.6,4.2,0.0,12.5,0.0,7.6,29.6,1.5,0.0,2.5,1.48,0.0,0.152669,4.87,50,585,145725,63,62.82,63,13.9941,24.0327,3.9651,5.442,2.1719999999999997,21.116,40.5362,59.2704,54.19,31.0819,60.4084,135.7803,10928.1916,2.2,1.0,val
-15247,Chile,SAM,warm_dry,-70.750174,-33.4379,494.0,19,other,urban,0.0,0.0,0.0,0.0,0.0,0.0,7.5,32.9,5.5,0.0,8.4,0.0,13.2,30.3,1.1,0.0,0.0,1.595,0.758,70.4071,6.29,58707,108035,145725,63,63.0,63,14.1929,23.0145,5.3496,8.222000000000001,2.546,21.848000000000003,37.5302,51.556000000000004,48.2573,29.0754,47.3553,51.9842,5827.8145,0.0,0.0,val
-15248,Chile,SAM,warm_dry,-70.594661,-33.591411,671.0,52,other,urban,0.0,0.0,1.8,0.0,0.0,0.0,10.6,25.5,4.6,0.0,14.5,0.0,8.8,28.9,1.8,0.0,2.3,1.48,0.0,0.152669,4.87,832,855,145725,63,62.73,63,15.9763,26.3553,5.5909,10.29,1.9580000000000002,25.738000000000003,41.438,55.23,51.7275,32.6891,52.25,78.343,9200.9403,0.2,0.2,val
-15249,Chile,SAM,warm_dry,-70.74810500000001,-33.365864,486.0,9,other,urban,0.0,0.0,0.0,0.0,0.0,0.0,8.8,39.3,5.7,0.0,6.9,0.0,10.0,28.0,0.0,0.0,0.0,1.544,0.0,48.2188,6.04,58763,58763,145725,63,60.95,63,15.306,24.3708,6.2645,9.9,2.7039999999999997,23.5665,39.2034,53.4528,49.8055,30.2684,51.7301,67.66,7293.9245,0.6,0.2,val
-15250,Chile,SAM,warm_dry,-70.953019,-33.673815000000005,341.0,35,other,suburban,0.0,0.0,1.6,0.0,0.0,0.0,4.3,14.8,9.9,0.0,29.3,0.0,23.6,7.3,7.8,0.0,0.0,0.613,0.0,7.86745,2.71,15179,15597,144013,62,42.15,63,15.5419,23.5493,7.5583,12.908,4.274,23.824,33.684,46.1678,42.975,28.1859,42.0925,38.0466,2880.0446,0.2,0.2,val
-15253,Australia,PAN,tropical_moist,153.1208,-27.4205,5.0,4,industrial,suburban,24.8,0.0,10.4,0.0,0.0,0.0,0.0,0.0,12.7,1.8,0.0,3.2,2.4,38.6,4.2,0.0,0.0,0.003,0.0,27.3616,1.93,3248,35704,54436,63,62.47,63,15.5797,21.1183,10.4854,16.0,8.5,23.5,29.0,35.5,33.3571,24.3844,32.9112,9.4746,289.3917,0.0,0.0,train
-15254,Australia,PAN,tropical_moist,146.7813,-19.2871,12.0,5,industrial,suburban,36.6,0.0,0.0,0.0,0.0,0.0,0.0,0.0,9.7,34.2,1.9,2.2,2.0,6.1,4.9,0.0,0.0,0.0,0.061,5.50477,0.8,23031,23031,23031,63,61.67,63,18.1831,22.1905,13.8584,18.0,11.2,24.8,30.6,37.2,35.3107,25.6863,34.9519,11.5545,341.1238,0.0,0.0,train
-15255,Australia,PAN,tropical_dry,151.2517,-23.8443,5.0,18,traffic,suburban,30.4,0.0,2.9,0.0,0.0,0.0,0.0,0.0,44.9,5.9,1.2,6.7,0.0,5.1,0.0,0.0,0.0,0.0,0.0,1.7282799999999998,1.41,4299,4299,4358,63,53.35,63,17.417,19.8867,17.0621,18.3333,13.6667,23.6667,27.6667,32.3333,30.0848,21.5196,30.2312,2.9637,46.6701,0.0,0.0,train
-15257,Japan,EAS,cool_moist,141.3539,43.0619,19.0,15,other,suburban,6.4,0.0,0.0,0.0,5.2,40.9,0.0,0.0,2.4,0.0,1.7,0.0,12.3,19.6,10.4,0.0,0.0,0.16899999999999998,0.0,20.9641,2.28,68108,85566,92837,63,62.94,63,22.8824,24.4365,22.3595,22.6667,13.6667,31.6667,41.0,51.3333,48.0417,29.3324,45.0417,73.2637,3809.6754,1.3333,0.0,train
-15258,Japan,EAS,cool_moist,141.3403,43.0286,41.6,62,other,suburban,6.4,0.0,0.0,0.0,5.2,40.9,0.0,0.0,2.4,0.0,1.7,0.0,12.3,19.6,10.4,0.0,0.0,0.16899999999999998,0.0,20.9641,2.28,23426,58626,92837,63,61.7,63,33.7768,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,54.5845,-999.0,-999.0,-999.0,-999.0,train
-15259,Japan,EAS,cool_moist,141.3147,43.0739,15.0,9,other,suburban,16.3,0.0,0.0,0.0,5.2,36.5,0.0,0.0,2.8,0.0,1.7,0.0,9.0,19.0,8.2,0.0,0.0,0.16899999999999998,0.0,20.9641,2.28,58626,68108,92837,63,62.71,63,31.476,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,52.7252,-999.0,-999.0,-999.0,-999.0,train
-15260,Japan,EAS,cool_moist,141.3714,43.1472,4.0,2,other,suburban,18.3,0.0,0.0,0.0,4.6,19.6,0.0,0.0,1.4,0.0,1.9,0.0,21.9,19.1,11.9,0.0,0.0,0.511,0.0,20.998,2.23,61362,70879,92837,63,62.41,63,27.5407,30.6703,24.3514,27.5,17.75,37.25,46.0,55.0,52.7812,35.3644,50.0152,77.1723,8809.9119,2.0,0.0,train
-15261,Japan,EAS,cool_moist,141.3333,43.0817,13.0,7,other,suburban,13.7,0.0,0.0,0.0,4.8,32.2,0.0,0.0,1.9,0.0,1.8,0.0,14.6,19.6,10.2,0.0,0.0,0.16899999999999998,0.0,20.9641,2.28,58626,68108,92837,63,63.0,63,26.8463,28.5021,23.2141,26.0,17.0,34.5,42.5,51.0,48.625,33.2098,46.5854,57.6056,4642.3691,0.0,0.0,train
-15262,Japan,EAS,cool_moist,141.3583,43.0836,13.0,9,other,suburban,13.7,0.0,0.0,0.0,4.8,32.2,0.0,0.0,1.9,0.0,1.8,0.0,14.6,19.6,10.2,0.0,0.0,0.16899999999999998,0.0,20.9641,2.28,68108,85566,92837,63,63.0,63,31.1608,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,52.0722,-999.0,-999.0,-999.0,-999.0,train
-15263,Japan,EAS,cool_moist,141.4144,43.0686,8.0,6,other,suburban,10.8,0.0,0.0,0.0,4.7,26.6,0.0,0.0,1.3,0.0,1.9,0.0,21.2,20.1,12.2,0.0,0.0,0.142,0.0,20.9641,2.4,85566,92837,92837,63,62.98,63,31.0994,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,53.0917,-999.0,-999.0,-999.0,-999.0,train
-15264,Japan,EAS,cool_moist,141.4275,43.0239,43.0,24,other,suburban,1.9,0.0,0.0,0.0,5.0,28.6,0.0,0.0,1.0,0.0,2.0,0.0,26.4,20.7,13.3,0.0,0.0,0.142,0.0,20.9641,2.4,70039,85566,92837,63,62.74,63,33.1879,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,53.5647,-999.0,-999.0,-999.0,-999.0,train
-15265,Japan,EAS,cool_moist,141.2858,43.0872,24.0,29,other,suburban,16.3,0.0,0.0,0.0,5.2,36.5,0.0,0.0,2.8,0.0,1.7,0.0,9.0,19.0,8.2,0.0,0.0,0.16899999999999998,0.0,20.9625,2.25,45062,58626,92837,63,61.88,63,33.123000000000005,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,53.7565,-999.0,-999.0,-999.0,-999.0,train
-15266,Japan,EAS,cool_moist,141.2453,43.1231,6.0,11,other,suburban,25.7,0.0,0.0,0.0,5.5,29.7,0.0,0.0,3.8,0.0,1.6,0.0,7.9,18.3,6.2,0.0,0.0,0.789,0.0,20.9964,2.09,41183,43675,92837,63,59.94,63,30.5513,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,51.3902,-999.0,-999.0,-999.0,-999.0,train
-15267,Japan,EAS,cool_moist,141.4647,43.0419,19.0,8,other,suburban,1.9,0.0,0.0,0.0,5.0,28.6,0.0,0.0,1.0,0.0,2.0,0.0,26.4,20.7,13.3,0.0,0.0,0.6970000000000001,0.0,20.9641,2.4,66798,92837,92837,63,62.74,63,30.5592,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,50.3611,-999.0,-999.0,-999.0,-999.0,train
-15268,Japan,EAS,cool_moist,140.7469,41.8189,30.0,29,other,suburban,32.1,0.0,0.0,0.0,15.4,36.8,0.0,0.0,0.0,0.0,0.0,0.0,2.3,5.1,6.8,0.0,0.0,0.0,0.0,2.33428,1.49,10251,12097,12097,63,60.85,63,26.5207,30.6467,25.621,28.0,19.5,36.5,43.5,52.5,50.0,34.9902,43.9174,36.1967,5735.8587,0.0,0.0,train
-15269,Japan,EAS,cool_moist,142.3647,43.7703,112.0,15,other,suburban,0.0,0.0,0.0,0.0,1.1,42.4,0.0,0.0,7.1,0.0,5.6,0.0,16.3,6.0,21.1,0.0,0.0,0.0,0.0,1.50645,1.45,7295,7300,7315,63,60.71,63,22.3638,24.9382,20.5084,23.0,12.75,31.75,39.75,50.25,47.75,30.0564,45.0641,47.8291,3666.5992,0.5,0.0,test
-15270,Japan,EAS,cool_moist,141.6067,42.6303,6.0,6,other,suburban,43.7,0.0,0.0,0.0,12.8,19.1,0.0,0.0,0.0,0.0,1.3,0.0,2.6,4.6,14.3,0.0,0.0,0.294,0.0,9.015239999999999,2.25,31,4730,4931,48,42.88,63,29.0715,32.3533,25.7764,30.6667,21.6667,37.6667,43.6667,50.6667,49.0,36.8221,45.7648,35.6157,6228.1801,0.0,0.0,train
-15271,Japan,EAS,cool_moist,141.6078,42.6506,7.0,11,other,suburban,43.7,0.0,0.0,0.0,12.8,19.1,0.0,0.0,0.0,0.0,1.3,0.0,2.6,4.6,14.3,0.0,0.0,0.294,0.0,9.015239999999999,2.25,4730,4931,4931,63,53.14,63,24.721999999999998,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,37.791,-999.0,-999.0,-999.0,-999.0,train
-15272,Japan,EAS,cool_moist,141.6281,42.6614,7.0,9,other,suburban,43.7,0.0,0.0,0.0,12.5,15.6,0.0,0.0,0.0,0.0,1.3,0.0,4.2,4.7,16.6,0.0,0.0,0.0,0.0,9.015239999999999,2.25,4730,4931,4931,63,54.7,63,26.3125,30.2944,22.3243,28.0,17.25,35.75,42.25,49.25,46.8438,35.2381,45.9791,37.143,4516.7072,0.0,0.25,train
-15273,Japan,EAS,cool_moist,141.7242,42.6289,3.0,2,other,suburban,42.7,0.0,0.0,0.0,13.3,11.7,0.0,0.0,0.0,0.0,1.4,0.0,6.0,4.6,19.2,0.0,0.0,0.0,0.0,9.47287,2.23,0,4121,4931,30,30.6,63,30.2499,33.8864,27.2058,32.0,23.0,39.0,45.0,51.0,49.2188,38.1022,45.7395,38.4795,7266.0192,0.0,0.0,train
-15274,Japan,EAS,cool_moist,141.6883,42.6703,6.0,5,other,suburban,30.8,0.0,0.0,0.0,14.4,16.6,0.0,0.0,0.0,0.0,1.6,0.0,7.7,5.1,22.4,0.0,0.0,0.0,0.0,9.015239999999999,2.25,4121,4928,4931,63,54.7,63,22.7459,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,38.4478,-999.0,-999.0,-999.0,-999.0,train
-15275,Japan,EAS,cool_moist,141.6725,42.83,10.0,5,other,suburban,2.9,0.0,0.0,0.0,14.6,22.6,0.0,0.0,0.0,0.0,1.7,0.0,21.9,6.1,29.3,0.0,0.0,0.581,0.0,4.26738,2.06,2540,3959,40047,63,56.08,63,26.3467,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,46.0672,-999.0,-999.0,-999.0,-999.0,train
-15276,Japan,EAS,cool_moist,141.2836,43.1578,5.0,7,other,suburban,24.2,0.0,0.0,0.0,5.2,26.2,0.0,0.0,2.7,0.0,1.8,0.0,11.3,19.1,8.2,0.0,0.0,1.02,0.0,20.9964,2.09,25208,43675,92837,63,60.5,63,22.8715,24.232,19.148,-999.0,-999.0,-999.0,-999.0,-999.0,42.375,28.142,40.5345,34.0279,-999.0,0.5,0.0,train
-15277,Japan,EAS,cool_moist,141.8497,42.645,5.0,4,other,suburban,38.0,0.0,0.0,0.0,16.0,11.3,0.0,0.0,0.0,0.0,1.3,0.0,7.6,3.2,21.6,0.0,0.0,0.34,0.0,9.4736,2.13,2922,4931,4931,36,29.06,63,29.6355,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,45.5224,-999.0,-999.0,-999.0,-999.0,train
-15278,Japan,EAS,cool_moist,141.9114,42.5981,6.0,5,other,suburban,47.7,0.0,0.0,0.0,12.3,9.5,0.0,0.0,0.0,0.0,0.0,0.0,6.9,1.5,20.2,0.0,0.0,0.0,0.0,9.45858,1.93,388,562,4931,28,16.71,63,28.9618,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,43.9104,-999.0,-999.0,-999.0,-999.0,train
-15279,Japan,EAS,warm_moist,140.7622,40.8192,10.0,5,other,suburban,19.6,0.0,0.0,0.0,2.9,56.1,0.0,0.0,1.4,0.0,2.6,0.0,6.6,4.2,5.5,0.0,0.0,0.022000000000000002,0.0,2.6294299999999997,1.53,6893,7054,7899,63,58.19,63,30.7212,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,48.5368,-999.0,-999.0,-999.0,-999.0,val
-15280,Japan,EAS,warm_moist,140.4764,40.6086,30.0,8,other,suburban,0.0,0.0,0.0,0.0,2.6,63.8,0.0,0.0,0.0,0.0,2.8,0.0,10.3,3.4,16.3,0.0,0.0,0.142,3.739,2.66453,1.36,10286,10292,10292,63,59.32,63,28.3293,33.0118,23.8643,28.25,18.25,37.5,46.5,58.25,55.375,37.8037,50.7504,97.9797,11626.5112,2.0,0.0,val
-15281,Japan,EAS,cool_moist,141.4781,40.5164,10.0,6,other,suburban,31.7,2.0,0.0,0.0,3.7,41.0,0.0,0.0,3.3,0.0,1.9,0.0,7.6,0.0,7.8,0.0,0.0,0.0,12.27,6.796869999999999,1.73,18146,18157,18157,63,59.62,63,27.3216,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,46.4322,-999.0,-999.0,-999.0,-999.0,val
-15282,Japan,EAS,cool_moist,141.2078,41.2847,3.0,2,other,suburban,43.2,1.3,0.0,0.0,0.0,49.4,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,2.4,0.0,0.0,0.38299999999999995,0.0,0.531593,1.3,1348,3313,3313,54,34.32,59,34.4032,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,50.6604,-999.0,-999.0,-999.0,-999.0,train
-15283,Japan,EAS,cool_moist,140.2386,40.7828,12.0,0,other,suburban,36.3,0.0,0.0,0.0,1.9,32.4,0.0,0.0,0.0,0.0,1.9,0.0,13.7,1.5,10.5,0.0,0.0,0.0,0.0,2.66833,1.28,482,717,10265,23,11.98,59,34.5378,36.7017,28.9436,35.3333,25.3333,42.6667,49.3333,59.6667,56.6071,40.578,53.9264,114.704,13390.0434,2.75,0.0,val
-15284,Japan,EAS,cool_moist,141.3736,40.9686,6.0,11,other,suburban,64.7,2.4,0.0,0.0,1.1,19.8,0.0,0.0,0.0,0.0,0.0,0.0,1.6,0.0,8.2,0.0,0.0,0.385,0.0,0.8560409999999999,1.26,857,858,5371,42,25.24,52,36.6432,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,50.6695,-999.0,-999.0,-999.0,-999.0,train
-15285,Japan,EAS,warm_moist,141.1581,39.655,115.0,11,other,suburban,0.0,0.0,0.0,0.0,11.7,59.3,0.0,0.0,1.4,0.0,1.3,0.0,11.8,0.0,13.4,0.0,0.0,0.075,4.122,5.302969999999999,1.44,8693,9001,9007,61,54.48,63,27.3847,31.7309,22.7853,27.75,17.0,37.0,45.75,56.5,54.375,37.0434,50.4836,91.57600000000001,10004.1108,1.75,0.0,train
-15286,Japan,EAS,warm_moist,141.9492,39.6442,3.1,72,other,suburban,31.9,2.0,0.0,0.0,21.8,43.6,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.05103,1.2,2464,2464,2465,60,27.49,61,31.046999999999997,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,53.1742,-999.0,-999.0,-999.0,-999.0,train
-15287,Japan,EAS,warm_moist,141.9564,39.6411,3.0,21,traffic,suburban,31.9,2.0,0.0,0.0,21.8,43.6,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.038,0.0,1.05103,1.2,2464,2464,2465,60,27.49,61,24.6167,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,42.5111,-999.0,-999.0,-999.0,-999.0,train
-15288,Japan,EAS,warm_moist,141.1389,39.1442,50.0,20,other,suburban,0.0,0.0,0.0,0.0,5.0,59.3,0.0,0.0,0.0,0.0,0.0,0.0,16.2,2.1,16.4,0.0,0.0,0.044000000000000004,18.455,3.5935699999999997,1.57,5909,10438,10570,62,43.43,62,28.4747,32.53,23.2176,28.0,16.25,38.5,48.25,59.5,57.4688,38.1828,53.2991,106.09200000000001,12826.4703,2.0,0.0,val
-15289,Japan,EAS,warm_moist,141.11,39.2867,60.0,5,other,suburban,0.0,0.0,0.0,0.0,8.0,49.1,0.0,0.0,0.0,0.0,0.0,0.0,19.5,2.0,20.2,0.0,0.0,0.252,14.117,3.59869,1.62,3693,3693,10570,61,47.5,63,27.0867,30.4798,22.3342,27.0,15.25,36.0,45.75,57.5,54.6875,35.9396,51.9195,99.5954,9735.4364,1.5,0.25,val
-15290,Japan,EAS,warm_moist,141.1261,38.935,29.0,8,other,suburban,0.0,0.0,0.0,0.0,2.3,66.3,0.0,0.0,0.0,0.0,0.0,0.0,21.7,1.3,7.9,0.0,0.0,0.488,0.235,2.94522,1.57,2529,2540,10570,62,38.81,62,25.0466,30.6735,18.175,24.5,11.75,35.0,44.25,57.0,54.4062,36.1762,51.2992,109.07,10182.1974,2.25,0.25,train
-15291,Japan,EAS,warm_moist,140.7786,38.2742,97.0,37,other,suburban,5.3,0.0,0.0,0.0,7.8,55.3,0.0,0.0,1.1,0.0,1.3,0.0,13.4,12.8,2.0,0.0,0.0,0.0,0.0,7.74348,2.98,16133,18997,52171,61,51.18,63,29.6419,34.8207,21.9481,28.75,15.75,39.75,50.0,61.75,59.0938,40.295,55.6896,148.076,16350.0523,5.25,0.0,test
-15292,Japan,EAS,warm_moist,140.9444,38.3014,10.0,8,other,suburban,26.8,0.0,0.0,0.0,1.4,38.8,0.0,0.0,1.2,0.0,1.3,0.0,13.9,12.6,2.0,0.0,0.0,0.0,3.185,11.4982,3.27,36969,49937,52171,63,62.65,63,24.0984,26.9623,19.7532,23.0,11.75,33.75,41.5,53.0,51.183,33.0691,46.956,64.3982,5617.0963,0.25,0.0,test
-15293,Japan,EAS,warm_moist,140.9111,38.2908,53.0,34,other,suburban,19.2,0.0,0.0,0.0,3.0,44.6,0.0,0.0,1.1,0.0,1.3,0.0,13.7,13.0,2.2,0.0,0.0,0.0,3.185,7.74407,3.21,37739,49937,52171,63,62.96,63,28.4419,33.5206,23.2062,28.5,17.0,38.75,48.5,59.75,56.875,38.8592,52.7802,124.3885,13732.8725,4.25,0.25,test
-15294,Japan,EAS,warm_moist,140.89,38.2194,8.0,9,other,suburban,24.3,0.0,0.0,0.0,1.9,39.4,0.0,0.0,1.1,0.0,1.5,0.0,14.8,13.4,1.7,0.0,0.0,0.0,4.164,7.74407,3.09,17178,29798,52171,63,61.84,63,29.7668,35.446,23.1226,30.5,16.75,41.25,50.25,61.4,59.5312,41.3351,54.4218,119.5279,16832.8458,5.0,0.0,test
-15295,Japan,EAS,warm_moist,140.8394,38.2961,129.0,115,other,suburban,11.8,0.0,0.0,0.0,5.9,49.1,0.0,0.0,1.1,0.0,1.4,0.0,13.8,13.2,2.2,0.0,0.0,0.0,0.0,7.74407,3.09,16127,24235,52171,63,62.05,63,34.2594,37.8431,29.1992,33.75,22.5,44.75,54.0,66.025,62.8125,43.6901,56.8022,161.2955,22872.908,8.0,0.0,test
-15296,Japan,EAS,warm_moist,141.0039,38.2572,2.0,2,other,suburban,42.0,0.0,0.0,0.0,0.0,25.8,0.0,0.0,1.2,0.0,1.5,0.0,12.7,13.2,1.1,0.0,0.0,0.15,13.373,0.730151,3.16,38626,51592,52171,54,44.93,63,24.6959,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,50.6875,34.9438,44.0107,-999.0,-999.0,0.5,-999.0,test
-15297,Japan,EAS,warm_moist,140.9431,38.2408,4.0,3,other,suburban,33.0,0.0,0.0,0.0,1.0,33.0,0.0,0.0,1.1,0.0,1.5,0.0,13.7,13.3,1.4,0.0,0.0,0.0,4.164,7.74407,3.21,43977,49937,52171,59,54.23,63,28.4062,33.7859,22.2521,29.25,15.0,39.75,49.25,60.75,58.0045,39.7628,53.9308,117.1619,14738.368999999999,3.5,0.25,test
-15298,Japan,EAS,warm_moist,140.9706,38.2803,5.0,5,other,suburban,35.1,0.0,0.0,0.0,0.0,31.9,0.0,0.0,1.2,0.0,1.3,0.0,13.7,12.3,1.8,0.0,0.0,0.0,8.68,7.74407,3.21,49937,51592,52171,63,59.48,63,28.9691,34.4241,23.0771,30.25,16.5,40.25,49.5,60.5,58.7232,40.2851,53.681999999999995,134.218,15285.8664,4.0,0.25,test
-15299,Japan,EAS,warm_moist,140.8278,38.2208,70.0,42,other,suburban,15.8,0.0,0.0,0.0,3.9,46.8,0.0,0.0,1.1,0.0,1.5,0.0,14.3,13.4,1.7,0.0,0.0,0.0,0.0,7.74407,3.09,16489,17178,52171,62,52.07,63,28.3676,35.7016,19.3573,29.0,11.25,41.0,51.25,62.75,60.375,42.1585,55.6836,149.8065,19035.5249,5.0,0.0,test
-15300,Japan,EAS,warm_moist,140.8986,38.2597,36.0,29,other,suburban,24.3,0.0,0.0,0.0,1.9,39.4,0.0,0.0,1.1,0.0,1.5,0.0,14.8,13.4,1.7,0.0,0.0,0.0,4.164,7.74407,3.09,37739,49937,52171,63,62.9,63,27.8449,31.7499,22.624000000000002,27.25,16.5,37.25,47.0,57.69,55.0,37.1487,51.9234,95.9874,11264.4671,2.75,0.0,test
-15301,Japan,EAS,warm_moist,141.2839,38.4406,2.0,4,other,suburban,38.1,3.4,0.0,0.0,0.0,32.9,0.0,0.0,0.0,0.0,0.0,0.0,19.0,3.7,1.1,0.0,0.0,0.01,12.731,2.08716,2.62,13300,14201,19590,63,54.81,63,22.7904,25.1749,19.8053,23.0,14.0,31.0,37.0,44.0,45.4167,31.9146,41.3058,52.0955,1684.5339999999999,0.3333,0.0,test
-15302,Japan,EAS,warm_moist,141.0222,38.315,5.0,22,other,suburban,34.7,0.0,0.0,0.0,0.0,26.1,0.0,0.0,1.2,0.0,1.4,0.0,19.3,13.1,1.8,0.0,0.0,0.0,8.68,0.0,3.09,52171,52171,52171,63,58.37,63,29.8112,34.461,27.5967,31.25,20.75,41.0,49.75,59.25,57.5625,39.7882,51.1789,127.2389,13973.668,3.0,0.5,test
-15303,Japan,EAS,warm_moist,140.9753,38.56,17.0,5,other,suburban,2.3,0.0,0.0,0.0,1.5,39.2,0.0,0.0,0.0,0.0,0.0,0.0,40.6,4.9,9.3,0.0,0.0,0.040999999999999995,18.412,3.13213,2.56,10131,10131,19645,50,41.88,63,27.7156,32.508,24.1028,29.5,18.25,38.0,45.25,55.0,52.7188,37.5707,47.4918,105.9178,9283.2722,2.75,0.0,train
-15304,Japan,EAS,warm_moist,141.5706,38.9031,35.0,18,other,suburban,40.5,2.7,0.0,0.0,0.0,52.8,0.0,0.0,0.0,0.0,0.0,0.0,1.1,0.0,0.0,0.0,0.0,0.07,0.0,1.6015700000000002,1.57,5092,5213,5213,60,30.36,60,27.4504,31.2201,20.8014,27.0,15.25,35.75,43.0,51.75,49.25,35.8995,46.9832,62.1519,6741.259,1.25,0.0,train
-15305,Japan,EAS,warm_moist,140.6203,37.9994,50.0,16,other,suburban,0.0,0.0,0.0,0.0,5.8,70.7,0.0,0.0,0.0,0.0,0.0,0.0,16.5,2.9,3.1,0.0,0.0,0.021,0.0,2.98085,2.24,2259,2259,13261,53,24.78,63,26.1679,31.6825,18.8429,26.25,10.5,37.75,46.0,57.5,54.8021,37.4567,50.7448,99.4706,10745.17,2.5,0.0,train
-15308,Japan,EAS,warm_moist,140.8925,38.3228,33.0,16,other,suburban,13.7,0.0,0.0,0.0,3.9,47.7,0.0,0.0,1.1,0.0,1.2,0.0,15.7,12.2,3.0,0.0,0.0,0.0,3.185,11.4982,3.12,27164,37739,52171,63,62.51,63,29.078000000000003,34.9465,21.7736,29.5,15.0,40.25,49.75,61.75,58.9375,40.9278,54.6372,131.1521,16501.372,4.0,0.25,test
-15309,Japan,EAS,warm_moist,140.8675,38.1111,5.0,4,other,suburban,22.5,0.0,0.0,0.0,1.4,40.5,0.0,0.0,0.0,0.0,1.3,0.0,17.2,12.7,2.0,0.0,0.0,0.076,15.57,8.00845,3.0,11905,13245,51592,62,49.85,63,29.3565,33.8961,23.1887,28.75,16.5,39.5,48.25,58.75,56.4062,39.5144,53.4248,117.4623,13686.391000000001,3.75,0.25,val
-15310,Japan,EAS,warm_moist,140.7656,38.0583,20.0,14,other,suburban,9.3,0.0,0.0,0.0,2.7,60.8,0.0,0.0,0.0,0.0,0.0,0.0,17.4,4.6,2.4,0.0,0.0,0.10800000000000001,2.2359999999999998,7.72243,2.65,11341,11917,29798,60,42.3,63,26.9468,33.066,18.9558,26.5,11.375,39.0,47.5,58.0,56.1562,39.0766,52.0357,98.6989,13257.8346,2.5,0.0,test
-15311,Japan,EAS,warm_moist,140.8197,37.8572,50.0,137,other,suburban,20.7,0.0,0.0,0.0,1.2,54.7,0.0,0.0,0.0,0.0,0.0,0.0,15.4,2.1,3.1,0.0,0.0,0.028999999999999998,4.3260000000000005,11.8872,2.42,970,2000,11917,6,5.36,62,27.7463,32.4904,19.2141,25.75,12.5,38.5,45.75,55.75,53.875,37.5412,51.0664,87.2468,10933.5905,2.5,0.0,test
-15312,Japan,EAS,warm_moist,140.8917,37.9392,15.0,9,other,suburban,34.3,0.0,0.0,0.0,0.0,40.1,0.0,0.0,0.0,0.0,1.0,0.0,16.5,3.4,2.0,0.0,0.0,0.153,7.655,11.9034,2.56,4593,4917,13266,17,13.05,62,32.041,35.5057,26.2199,31.75,19.75,41.5,49.0,58.5,56.0,40.5438,53.518,92.5731,14107.0599,2.0,0.0,test
-15313,Japan,EAS,warm_moist,141.0731,38.3903,20.0,14,other,suburban,32.4,0.0,0.0,0.0,0.0,23.5,0.0,0.0,0.0,0.0,1.2,0.0,25.3,12.6,2.2,0.0,0.0,0.0,12.698,0.0,3.09,4942,4942,52171,43,25.23,63,29.2924,34.7203,22.5598,31.0,14.75,40.25,48.75,59.05,57.0938,40.4552,53.1044,128.4815,14289.7705,3.75,0.25,test
-15314,Japan,EAS,warm_moist,140.9811,38.3292,8.0,32,other,suburban,27.3,0.0,0.0,0.0,0.0,33.3,0.0,0.0,1.2,0.0,1.3,0.0,19.2,12.6,2.3,0.0,0.0,0.0,8.68,11.4982,3.27,34021,52171,52171,63,59.29,63,26.0737,30.7812,21.1277,27.0,13.75,36.5,45.25,55.75,53.5312,36.3747,49.3173,95.2818,8867.8802,1.5,0.0,test
-15315,Japan,EAS,warm_moist,140.8872,38.4467,15.0,10,other,suburban,4.2,0.0,0.0,0.0,4.3,46.2,0.0,0.0,1.0,0.0,0.0,0.0,25.3,11.3,5.5,0.0,0.0,0.122,4.875,11.5142,2.84,2143,4701,52171,59,44.26,63,28.253,32.8204,20.9225,27.75,13.5,39.0,46.75,57.25,54.8854,38.8526,51.0115,117.9829,12195.5093,2.0,0.0,val
-15316,Japan,EAS,warm_moist,141.1719,38.5536,165.0,112,other,suburban,11.9,1.9,0.0,0.0,0.0,36.3,0.0,0.0,0.0,0.0,0.0,0.0,40.2,3.1,4.6,0.0,0.0,0.017,17.932000000000002,3.20668,2.47,3575,3745,14201,18,19.48,63,32.7534,34.5792,31.5091,32.5,25.75,40.25,47.5,56.25,53.7604,38.256,49.4826,93.1155,10602.6513,1.75,0.0,train
-15317,Japan,EAS,warm_moist,141.0175,38.7381,40.0,25,other,suburban,0.0,0.0,0.0,0.0,1.6,49.4,0.0,0.0,0.0,0.0,0.0,0.0,37.7,1.0,9.8,0.0,0.0,0.133,7.8660000000000005,3.21558,1.94,3838,3900,10301,49,27.5,62,28.91,34.7341,23.099,29.3333,16.6667,40.3333,48.3333,60.0,58.0417,40.2979,51.9081,111.1029,15143.1202,2.6667,0.0,train
-15318,Japan,EAS,warm_moist,141.2103,38.6917,8.0,4,other,suburban,0.0,0.0,0.0,0.0,0.0,45.2,0.0,0.0,0.0,0.0,0.0,0.0,43.8,1.3,7.7,0.0,0.0,0.142,19.221,1.31472,2.23,4737,4960,10301,53,33.59,62,29.0446,33.463,21.5798,28.25,15.0,39.0,47.0,57.25,54.3973,38.8796,52.5585,87.5765,12167.256000000001,2.25,0.0,train
-15319,Japan,EAS,warm_moist,141.2156,38.4242,3.0,1,other,suburban,30.8,1.7,0.0,0.0,0.0,29.3,0.0,0.0,0.0,0.0,0.0,0.0,27.1,6.8,2.0,0.0,0.0,0.0,0.0,2.08716,2.62,10017,10306,52171,58,35.89,63,30.1286,33.4887,25.1003,30.5,18.0,40.25,47.75,57.75,55.1562,38.9878,52.107,114.7025,11926.3513,2.25,0.0,test
-15321,Japan,EAS,warm_moist,140.1394,39.7125,8.0,5,other,suburban,32.4,0.0,0.0,0.0,1.7,51.3,0.0,0.0,0.0,0.0,0.0,0.0,5.5,4.5,1.5,0.0,0.0,0.0,6.962000000000001,3.9998199999999997,1.39,11663,11670,11670,62,57.66,62,33.1178,37.2051,27.4429,33.3333,21.0,42.6667,52.3333,64.1333,61.625,42.451,57.0997,168.4298,18969.3639,6.3333,0.0,test
-15322,Japan,EAS,warm_moist,140.0186,40.21,9.0,10,other,suburban,50.3,1.5,0.0,0.0,0.0,28.0,0.0,0.0,0.0,0.0,0.0,0.0,13.3,1.1,2.8,0.0,0.0,0.0,0.0,1.5124799999999998,1.46,3270,3270,3270,50,32.2,53,36.0512,38.5173,31.4964,36.75,25.75,44.0,51.0,61.25,58.5625,43.1675,55.9553,126.2689,17336.5206,3.5,0.0,test
-15323,Japan,EAS,warm_moist,140.0542,39.3828,7.0,7,other,suburban,43.3,0.0,0.0,0.0,1.4,48.3,0.0,0.0,0.0,0.0,0.0,0.0,3.4,1.4,1.2,0.0,0.0,0.012,3.167,1.3741700000000001,1.31,2339,4076,11617,54,35.36,56,34.5302,37.6713,29.0801,35.6667,21.3333,44.3333,52.6667,63.3333,60.5,43.2517,56.7549,159.2568,18770.8395,5.6667,0.0,test
-15325,Japan,EAS,warm_moist,139.8483,39.8878,21.0,0,other,suburban,72.7,0.0,0.0,0.0,0.0,9.6,0.0,0.0,0.0,0.0,0.0,1.1,10.4,2.2,1.6,0.0,0.0,0.0,0.0,0.8614719999999999,1.36,2188,2188,10846,40,16.91,62,36.7758,39.5014,32.9517,37.0,28.75,44.25,50.75,61.0,58.7292,43.4864,54.8522,109.2375,17137.9855,2.5,0.0,test
-15326,Japan,EAS,warm_moist,140.4794,39.4506,26.0,2,other,suburban,0.0,0.0,0.0,0.0,8.0,56.3,0.0,0.0,0.0,0.0,0.0,0.0,27.8,1.1,5.8,0.0,0.0,0.022000000000000002,14.395999999999999,1.6537099999999998,1.19,6139,6139,6139,57,46.17,62,32.2447,36.2203,27.3854,32.5,20.25,42.0,51.25,62.75,60.3125,41.9641,57.4728,178.1104,17600.9694,5.25,0.0,test
-15327,Japan,EAS,warm_moist,140.335,38.2489,142.0,41,other,suburban,0.0,0.0,0.0,0.0,8.5,63.8,0.0,0.0,0.0,0.0,0.0,0.0,11.6,3.9,10.7,0.0,0.0,0.0,4.221,2.50564,1.82,11167,11167,17261,63,58.7,63,28.9366,33.1863,23.7723,28.25,16.5625,38.5,49.0,62.0,58.625,39.076,55.2927,135.9273,15157.4929,4.0,0.0,test
-15328,Japan,EAS,warm_moist,140.1136,37.9197,243.0,18,other,suburban,0.0,0.0,0.0,0.0,11.7,67.4,0.0,0.0,0.0,0.0,0.0,0.0,12.4,1.6,6.3,0.0,0.0,0.0,0.21899999999999997,1.9949400000000002,1.58,2888,2889,6768,62,49.17,63,28.7572,33.6457,23.4267,29.25,17.75,37.25,48.25,62.0,59.7812,38.6744,54.5141,145.5882,14184.1708,4.5,0.0,test
-15329,Japan,EAS,warm_moist,139.8147,38.7344,15.0,9,other,suburban,33.1,0.0,0.0,0.0,1.5,41.6,0.0,0.0,0.0,0.0,0.0,0.0,17.7,2.3,1.8,0.0,0.0,0.0,10.370999999999999,1.8071700000000002,1.53,7122,7122,9508,61,47.49,61,29.4132,33.8657,26.1453,30.5,20.75,38.25,48.0,59.75,56.8125,38.5806,51.2517,126.3712,12256.1264,4.0,0.0,train
-15330,Japan,EAS,warm_moist,139.8489,38.9136,3.0,1,other,suburban,47.7,0.0,0.0,0.0,1.3,25.6,0.0,0.0,0.0,0.0,0.0,0.0,20.1,2.4,1.1,0.0,0.0,0.0,0.0,6.5537,1.57,7465,9508,9508,59,46.26,61,30.9191,34.0269,28.8351,29.5,23.0,39.25,49.75,60.75,58.5312,38.1069,53.0552,134.1188,13236.2474,4.5,0.0,train
-15331,Japan,EAS,warm_moist,140.2986,38.7569,97.0,26,other,suburban,0.0,1.2,0.0,0.0,5.1,73.9,0.0,0.0,1.2,0.0,2.2,0.0,8.4,0.0,7.2,0.0,0.0,0.0,1.828,1.50275,1.49,2815,2815,4258,58,36.5,60,26.531,31.3018,22.6068,27.0,15.6667,36.0,47.0,59.0,56.5238,36.8273,50.4259,139.0989,10812.9752,2.3333,0.0,test
-15332,Japan,EAS,warm_moist,140.2775,38.3908,104.0,13,other,suburban,0.0,0.0,0.0,0.0,6.9,63.3,0.0,0.0,0.0,0.0,1.5,0.0,12.5,3.7,11.0,0.0,0.0,0.0,0.36200000000000004,5.1729,1.79,5414,6498,15225,60,49.8,63,28.9665,33.4573,22.7803,28.25,17.0,37.25,46.75,59.0,56.1875,38.6348,53.0815,113.5515,12705.1824,3.0,0.0,test
-15333,Japan,EAS,warm_moist,140.3992,38.4736,110.0,61,other,suburban,0.0,0.0,0.0,0.0,10.6,57.6,0.0,0.0,0.0,0.0,2.2,0.0,13.8,2.7,11.7,0.0,0.0,0.0,2.77,5.28759,1.83,2747,3836,17261,48,36.85,63,30.2223,34.5949,25.0867,30.5,19.0,39.0,48.0,59.0,58.5417,40.4515,51.1829,91.294,13395.4182,3.3333,0.0,test
-15334,Japan,EAS,warm_moist,140.0344,38.1108,200.0,8,other,suburban,0.0,0.0,0.0,0.0,5.4,69.6,0.0,0.0,0.0,0.0,0.0,0.0,14.0,1.9,7.8,0.0,0.0,0.0,2.946,2.22072,1.49,2372,2372,10446,55,33.31,63,29.1551,33.7543,24.0408,28.5,18.0,37.5,50.0,63.975,61.4688,38.9653,55.5988,178.5732,15266.1071,8.0,0.25,test
-15336,Japan,EAS,warm_moist,140.4903,37.7764,62.0,16,other,suburban,0.0,0.0,0.0,0.0,9.2,70.0,0.0,0.0,0.0,0.0,0.0,0.0,11.0,3.8,5.1,0.0,0.0,0.0,6.59,4.3705300000000005,2.14,6764,7848,13261,62,53.04,63,28.6479,32.0929,19.930999999999997,27.0,13.0,38.0,47.5,58.5,58.9167,38.1829,53.1398,116.6028,12442.4787,3.3333,0.0,train
-15337,Japan,EAS,warm_moist,140.4642,37.7408,64.0,0,other,suburban,0.0,0.0,0.0,0.0,9.0,67.9,0.0,0.0,0.0,0.0,0.0,0.0,12.5,4.1,5.6,0.0,0.0,0.0,14.957,4.3705300000000005,2.14,6768,6772,13261,63,53.34,63,26.0681,32.4261,18.7211,25.75,10.25,38.75,48.25,60.75,57.625,38.8294,53.9971,144.9084,14245.6253,4.5,0.0,train
-15338,Japan,EAS,warm_moist,140.4478,37.7672,78.0,25,other,suburban,0.0,0.0,0.0,0.0,10.1,69.2,0.0,0.0,0.0,0.0,0.0,0.0,11.1,3.8,4.8,0.0,0.0,0.0,0.0,4.3705300000000005,2.14,6764,6768,13261,63,59.82,63,27.6236,31.5304,19.7022,26.5,12.0,37.5,46.5,57.5,57.0833,38.0467,51.7853,115.3604,11324.1787,3.3333,0.0,train
-15339,Japan,EAS,warm_moist,139.9239,37.4944,200.0,21,other,suburban,4.5,0.0,0.0,0.0,14.4,56.5,0.0,0.0,0.0,0.0,0.0,0.0,15.3,1.6,6.5,0.0,0.0,0.015,12.497,1.40716,1.7,5499,6677,8096,61,50.56,62,29.5457,33.5399,24.014,30.0,17.0,39.0,47.5,60.5,58.4375,39.3823,52.8033,154.3518,13674.7375,5.0,0.0,val
-15340,Japan,EAS,warm_moist,140.3583,37.4061,242.0,24,other,suburban,3.5,0.0,0.0,0.0,4.7,52.6,0.0,0.0,0.0,0.0,0.0,0.0,25.0,4.7,9.0,0.0,0.0,0.031,7.506,7.45039,2.02,8091,8091,9180,63,61.78,63,28.979,32.8783,23.1897,29.75,17.25,37.75,46.25,59.75,57.4062,38.6688,51.1733,128.3873,11934.3649,2.5,0.5,train
-15341,Japan,EAS,warm_moist,140.3958,37.3911,225.0,1,other,suburban,1.7,0.0,0.0,0.0,4.1,53.9,0.0,0.0,0.0,0.0,0.0,0.0,25.3,4.7,10.0,0.0,0.0,0.0,15.03,7.44045,2.01,8091,8094,9180,63,54.89,63,29.9075,34.4572,23.2086,30.25,15.25,40.5,50.0,63.25,59.6562,40.8525,55.8358,158.6447,16531.5008,5.25,0.5,train
-15342,Japan,EAS,warm_moist,140.3792,37.3908,233.0,5,other,suburban,1.7,0.0,0.0,0.0,4.1,53.9,0.0,0.0,0.0,0.0,0.0,0.0,25.3,4.7,10.0,0.0,0.0,0.0,15.03,7.44045,2.01,8091,8091,9180,63,59.8,63,28.8871,33.329,22.8208,30.0,16.0,38.25,46.75,60.5,57.9866,39.2204,51.9183,143.6462,12625.91,4.5,0.75,train
-15343,Japan,EAS,warm_moist,140.3931,37.4478,245.0,16,other,suburban,1.9,0.0,0.0,0.0,4.7,53.7,0.0,0.0,0.0,0.0,0.0,0.0,23.8,4.7,10.5,0.0,0.0,0.0,14.597999999999999,7.45039,2.02,8087,8301,9180,58,50.34,63,31.1735,36.2622,23.3141,32.0,15.8125,41.5,51.0,64.0,60.9866,42.1785,57.1072,185.8462,18683.5149,6.75,0.75,train
-15344,Japan,EAS,warm_moist,140.3911,37.4142,230.0,16,other,suburban,1.9,0.0,0.0,0.0,4.7,53.7,0.0,0.0,0.0,0.0,0.0,0.0,23.8,4.7,10.5,0.0,0.0,0.0,15.03,7.45039,2.02,8091,8091,9180,63,56.08,63,28.8905,34.1337,22.6682,30.3333,14.3333,40.3333,48.3333,62.0,58.125,40.5129,52.5293,159.0545,14892.6941,5.0,0.3333,train
-15345,Japan,EAS,warm_moist,140.3642,37.3567,234.0,11,other,suburban,2.1,0.0,0.0,0.0,3.9,54.5,0.0,0.0,0.0,0.0,0.0,0.0,25.9,5.1,8.2,0.0,0.0,0.031,7.506,7.44045,2.01,8024,8094,9180,62,53.83,63,28.4657,32.9371,21.866999999999997,28.75,14.0,38.5,47.25,60.0,57.8125,38.8586,52.9574,143.6008,12917.0679,3.75,0.5,train
-15346,Japan,EAS,warm_moist,140.7814,36.8942,4.0,5,other,suburban,37.7,0.0,0.0,0.0,0.0,49.2,0.0,0.0,0.0,0.0,0.0,0.0,4.1,5.3,1.5,0.0,0.0,0.0,0.0,12.1548,3.12,4920,4925,4925,53,34.83,63,27.3324,31.4522,19.2614,25.5,13.0,35.5,45.5,57.5,56.625,37.4249,53.9409,123.7877,10962.8761,5.0,0.5,train
-15347,Japan,EAS,warm_moist,140.8686,36.9528,2.0,3,other,suburban,40.8,0.0,0.0,0.0,0.0,45.6,0.0,0.0,0.0,0.0,0.0,0.0,5.0,5.2,1.2,0.0,0.0,0.0,0.0,12.1667,3.13,4423,4923,4925,61,48.43,63,28.2602,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,47.9541,-999.0,-999.0,-999.0,-999.0,train
-15348,Japan,EAS,warm_moist,140.8961,36.9517,3.0,2,other,suburban,50.0,0.0,0.0,0.0,0.0,36.6,0.0,0.0,0.0,0.0,0.0,0.0,5.0,5.0,1.3,0.0,0.0,0.0,0.0,12.1667,3.13,2272,4921,4925,59,44.14,63,27.9872,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,48.0945,-999.0,-999.0,-999.0,-999.0,train
-15349,Japan,EAS,warm_moist,140.8914,36.9631,3.0,6,other,suburban,43.8,0.0,0.0,0.0,0.0,43.5,0.0,0.0,0.0,0.0,0.0,0.0,4.4,4.9,1.3,0.0,0.0,0.0,0.0,12.1667,3.13,2272,4921,4925,61,47.89,63,28.5204,32.4745,21.1947,28.0,13.0,38.5,48.0,59.0,58.9583,38.9787,54.7995,103.605,12635.3301,4.3333,0.0,train
-15350,Japan,EAS,warm_moist,140.9094,36.9958,8.0,34,other,suburban,43.8,0.0,0.0,0.0,0.0,43.5,0.0,0.0,0.0,0.0,0.0,0.0,4.4,4.9,1.3,0.0,0.0,0.0,0.0,12.1444,3.14,4921,4921,4925,59,49.54,63,27.1464,35.7341,18.1105,27.5,9.0,40.5,50.5,65.13,60.0625,42.1534,53.4522,265.6474,20264.1219,10.0,2.5,train
-15351,Japan,EAS,warm_moist,140.8217,36.9289,64.0,52,other,suburban,40.8,0.0,0.0,0.0,0.0,45.6,0.0,0.0,0.0,0.0,0.0,0.0,5.0,5.2,1.2,0.0,0.0,0.0,0.0,12.1667,3.13,4923,4923,4925,55,40.28,63,33.1082,-999.0,25.9023,-999.0,-999.0,-999.0,-999.0,-999.0,56.2679,40.3445,53.4132,-999.0,-999.0,3.5,-999.0,train
-15352,Japan,EAS,warm_moist,140.8856,37.0586,34.0,6,other,suburban,37.7,0.0,0.0,0.0,0.0,49.8,0.0,0.0,0.0,0.0,0.0,0.0,4.3,4.7,1.3,0.0,0.0,0.0,0.0,3.04294,2.86,4915,4918,4925,63,53.9,63,32.3352,35.4039,24.618000000000002,32.0,18.0,41.5,49.5,59.5,59.875,41.5634,54.4479,101.3639,14722.3815,4.3333,0.0,train
-15353,Japan,EAS,warm_moist,140.9617,37.0567,2.0,0,other,suburban,47.9,0.0,0.0,0.0,0.0,39.9,0.0,0.0,0.0,0.0,0.0,0.0,4.3,4.6,1.3,0.0,0.0,0.0,0.0,3.04294,2.9,4915,4918,4923,31,28.28,63,31.3071,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,49.3333,-999.0,-999.0,-999.0,-999.0,train
-15354,Japan,EAS,warm_moist,140.86,37.0453,19.0,10,other,suburban,28.1,0.0,0.0,0.0,0.0,59.1,0.0,0.0,0.0,0.0,0.0,0.0,4.4,4.9,1.4,0.0,0.0,0.0,0.0,3.04294,2.86,4918,4921,4925,61,53.18,63,27.6361,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,47.3203,-999.0,-999.0,-999.0,-999.0,train
-15355,Japan,EAS,warm_moist,140.8533,36.9869,8.0,19,other,suburban,34.3,0.0,0.0,0.0,0.0,52.3,0.0,0.0,0.0,0.0,0.0,0.0,4.9,5.0,1.3,0.0,0.0,0.0,0.0,12.1667,3.13,4921,4921,4925,58,51.3,63,26.2543,35.943000000000005,17.7578,26.5,10.0,40.5,50.5,67.47,64.5,42.6967,53.5168,307.3366,21460.9058,12.0,2.5,train
-15356,Japan,EAS,warm_moist,140.9186,37.0033,44.0,34,other,suburban,43.8,0.0,0.0,0.0,0.0,43.5,0.0,0.0,0.0,0.0,0.0,0.0,4.4,4.9,1.3,0.0,0.0,0.0,0.0,3.04294,2.9,4921,4921,4925,56,45.97,63,32.0558,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,53.4403,-999.0,-999.0,-999.0,-999.0,train
-15357,Japan,EAS,warm_moist,140.8489,37.0019,23.0,20,other,suburban,34.3,0.0,0.0,0.0,0.0,52.3,0.0,0.0,0.0,0.0,0.0,0.0,4.9,5.0,1.3,0.0,0.0,0.0,0.0,3.04294,2.86,4921,4923,4925,61,46.98,63,29.4559,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,52.2717,-999.0,-999.0,-999.0,-999.0,train
-15358,Japan,EAS,warm_moist,140.8961,37.0936,6.0,113,other,suburban,32.3,0.0,0.0,0.0,0.0,55.3,0.0,0.0,0.0,0.0,0.0,0.0,4.3,4.6,1.5,0.0,0.0,0.0,0.0,3.04294,2.86,4913,4915,4923,31,35.3,63,33.6123,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,53.7388,-999.0,-999.0,-999.0,-999.0,train
-15359,Japan,EAS,warm_moist,140.2017,37.1269,360.0,25,other,suburban,0.0,0.0,0.0,0.0,4.4,66.8,0.0,0.0,0.0,0.0,0.0,0.0,19.0,2.2,7.4,0.0,0.0,0.0,5.499,3.2281,2.25,6176,7051,7424,62,41.75,63,31.5656,36.9754,24.3643,32.0,19.0,41.3333,51.0,63.0,61.0,42.1504,55.6256,158.0163,18666.9831,6.3333,0.6667,train
-15360,Japan,EAS,warm_moist,140.9506,37.64,25.0,26,other,suburban,30.0,0.0,0.0,0.0,0.0,52.9,0.0,0.0,0.0,0.0,0.0,0.0,8.1,1.3,3.7,0.0,0.0,0.0,5.016,1.49189,2.35,3903,3903,3903,56,29.18,60,31.6232,35.8061,24.9523,31.0,19.5,40.25,48.5,58.415,55.5312,40.4448,53.5068,98.376,14795.1143,3.5,0.25,test
-15361,Japan,EAS,warm_moist,140.3722,37.2872,260.0,17,other,suburban,0.0,0.0,0.0,0.0,2.0,58.2,0.0,0.0,0.0,0.0,0.0,0.0,26.3,5.3,8.0,0.0,0.0,0.044000000000000004,11.62,3.2326200000000003,2.02,7424,7741,9180,62,44.1,63,28.7565,32.8863,21.4675,28.5,16.0,38.0,46.5,58.0,57.3333,38.2428,51.1184,121.3444,11698.2015,4.3333,0.0,train
-15362,Japan,EAS,warm_moist,139.8731,37.6597,218.0,36,other,suburban,2.4,0.0,0.0,0.0,13.0,58.8,0.0,0.0,0.0,0.0,0.0,0.0,15.6,1.6,7.3,0.0,0.0,0.028999999999999998,12.809000000000001,2.8089,1.58,4137,4137,6680,57,31.21,62,30.8707,37.051,24.6374,31.0,18.5,41.0,51.5,63.0,62.875,42.5396,56.9652,149.0132,19492.5299,7.0,0.0,val
-15363,Japan,EAS,warm_moist,140.92,37.8044,10.0,9,other,suburban,38.0,0.0,0.0,0.0,0.0,43.0,0.0,0.0,0.0,0.0,0.0,0.0,10.7,1.4,2.8,0.0,0.0,0.0,0.0,11.8872,2.48,3183,3207,8669,57,28.96,60,30.8063,35.7006,24.4946,30.75,18.75,41.0,49.0,59.0,55.875,40.7436,53.3607,107.7564,15322.1404,2.75,0.25,test
-15364,Japan,EAS,warm_moist,140.4636,37.585,240.0,22,other,suburban,0.0,0.0,0.0,0.0,5.5,62.3,0.0,0.0,0.0,0.0,0.0,0.0,15.3,6.3,9.8,0.0,0.0,0.0,7.9910000000000005,4.35886,1.98,4633,4633,9180,38,30.37,63,25.2488,31.6068,16.6511,25.0,9.0,36.6667,45.6667,56.3333,54.5833,37.513000000000005,49.6982,98.7522,11665.0496,3.3333,0.0,train
-15365,Japan,EAS,cool_moist,139.7817,37.2008,552.0,41,other,suburban,0.0,0.0,0.0,0.0,21.4,74.5,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,3.0,0.0,0.0,0.0,0.0,0.544181,1.33,618,618,6575,28,12.62,36,28.3449,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,54.9202,-999.0,-999.0,-999.0,-999.0,test
-15366,Japan,EAS,warm_moist,140.3383,37.2008,285.0,20,other,suburban,0.0,0.0,0.0,0.0,2.0,67.3,0.0,0.0,0.0,0.0,0.0,0.0,21.2,3.8,5.5,0.0,0.0,0.039,5.1770000000000005,3.2326200000000003,2.02,4450,5172,8096,51,28.43,63,29.7721,36.6378,23.3073,31.75,16.25,42.0,51.5,64.0,61.7946,42.4165,56.0305,191.726,19478.9772,7.75,0.5,train
-15367,Japan,EAS,warm_moist,140.3764,37.0236,280.0,34,other,suburban,0.0,0.0,0.0,0.0,0.0,82.4,0.0,0.0,0.0,0.0,0.0,0.0,12.3,1.3,3.4,0.0,0.0,0.021,6.617999999999999,3.22415,2.39,1700,1907,7158,43,18.48,63,26.834,34.8006,19.6115,26.3333,13.3333,38.0,49.6667,61.6667,58.5833,39.7676,53.239,139.3426,15133.2153,4.0,0.3333,train
-15368,Japan,EAS,warm_moist,140.9933,37.2164,65.0,19,other,suburban,42.3,0.0,0.0,0.0,0.0,47.9,0.0,0.0,0.0,0.0,0.0,0.0,3.8,2.2,2.2,0.0,0.0,0.0,1.341,3.05094,2.48,1623,3175,4918,24,16.37,63,33.0741,36.7453,28.545,33.75,23.75,41.25,49.5,60.25,57.3125,41.1667,52.0027,157.4589,15533.4934,3.5,0.75,val
-15369,Japan,EAS,warm_moist,140.9897,37.2658,12.0,48,other,suburban,40.7,0.0,0.0,0.0,0.0,49.6,0.0,0.0,0.0,0.0,0.0,0.0,4.2,1.5,2.4,0.0,0.0,0.0,1.341,3.05094,2.48,1340,2618,4915,18,15.07,63,29.5252,-999.0,20.2809,27.5,14.5,38.0,46.0,56.5,53.25,38.9646,48.206,149.5675,-999.0,2.0,0.5,val
-15370,Japan,EAS,warm_moist,140.9939,37.3589,55.0,47,other,suburban,39.5,0.0,0.0,0.0,0.0,51.7,0.0,0.0,0.0,0.0,0.0,0.0,3.4,0.0,3.1,0.0,0.0,0.0,7.851,0.809419,2.36,4045,4045,4910,7,4.44,52,35.2275,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,52.3946,-999.0,-999.0,-999.0,-999.0,train
-15373,Japan,EAS,warm_moist,141.0058,37.4414,20.0,34,other,suburban,38.4,0.0,0.0,0.0,0.0,50.4,0.0,0.0,0.0,0.0,0.0,0.0,4.5,0.0,3.5,0.0,0.0,0.0,1.1420000000000001,1.30673,2.35,2323,2485,4045,10,6.44,60,32.6903,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,53.6158,-999.0,-999.0,-999.0,-999.0,train
-15374,Japan,EAS,warm_moist,140.9142,37.8736,20.0,14,other,suburban,32.5,0.0,0.0,0.0,0.0,44.2,0.0,0.0,0.0,0.0,0.0,0.0,14.6,2.5,2.4,0.0,0.0,0.0,0.32799999999999996,11.8872,2.48,3207,3782,9309,21,18.43,62,32.5122,34.5515,27.5267,32.0,21.25,40.25,47.75,57.0,54.3438,39.0666,52.4993,83.5498,11892.2155,2.0,0.0,test
-15375,Japan,EAS,warm_moist,140.9939,37.565,6.0,6,other,suburban,39.3,0.0,0.0,0.0,0.0,45.5,0.0,0.0,0.0,0.0,0.0,0.0,7.1,1.1,3.9,0.0,0.0,0.0,2.967,1.4899200000000001,2.32,2523,3900,4045,9,5.46,60,30.6912,37.2009,22.3758,30.0,16.0,41.0,50.5,63.0,59.3125,42.4298,51.6394,165.5261,19675.2339,8.0,1.0,test
-15377,Japan,EAS,warm_moist,140.4264,36.3919,35.0,25,other,suburban,14.5,0.0,0.0,0.0,0.0,27.0,0.0,0.0,9.4,0.0,0.0,0.0,30.1,8.2,8.6,0.0,0.0,0.114,9.344,8.06777,4.64,23782,24008,27747,62,59.0,63,28.9306,36.6308,21.0818,27.6667,15.0,41.0,51.6667,66.3333,63.3333,42.8373,57.9085,294.0506,22514.4776,12.6667,4.0,train
-15378,Japan,EAS,warm_moist,140.6514,36.6,40.0,50,other,suburban,40.5,0.0,0.0,0.0,0.0,32.2,0.0,0.0,4.0,0.0,0.0,0.0,12.8,6.1,3.1,0.0,0.0,0.042,12.495,5.403630000000001,3.36,19882,19882,27747,60,43.34,63,30.5845,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,49.0842,-999.0,-999.0,-999.0,-999.0,train
-15380,Japan,EAS,warm_moist,140.6256,36.5572,47.0,23,other,suburban,44.2,0.0,0.0,0.0,0.0,24.7,0.0,0.0,4.3,0.0,0.0,0.0,13.9,8.1,3.2,0.0,0.0,0.042,12.495,5.403630000000001,3.9,19059,19737,27747,62,44.97,63,29.5856,35.9148,23.4352,30.5,19.5,40.5,49.5,62.0,59.75,40.2107,56.1433,196.2559,16662.1316,6.6667,1.3333,train
-15381,Japan,EAS,warm_moist,140.5825,36.4953,5.0,0,other,suburban,37.9,0.0,0.0,0.0,0.0,23.7,0.0,0.0,5.6,0.0,0.0,0.0,17.9,8.2,4.8,0.0,0.0,0.379,3.755,11.9374,4.29,16520,23541,27747,60,54.26,63,28.4892,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,50.8582,-999.0,-999.0,-999.0,-999.0,train
-15382,Japan,EAS,warm_moist,140.1908,36.0711,25.0,23,other,suburban,6.1,0.0,0.0,0.0,0.0,12.9,0.0,0.0,10.5,0.0,0.0,0.0,53.1,8.4,5.8,0.0,0.0,0.564,0.154,10.7039,7.2,28492,28492,40505,63,59.59,63,26.3792,34.8711,19.5975,26.6667,12.6667,39.3333,50.3333,69.6667,66.2917,41.8075,55.526,372.57099999999997,21938.3485,18.3333,8.0,test
-15383,Japan,EAS,warm_moist,139.7156,36.2039,19.0,12,other,suburban,0.0,0.0,0.0,0.0,0.0,5.2,2.8,0.0,7.0,0.0,1.0,0.0,60.9,21.6,0.0,0.0,0.0,0.11900000000000001,16.23,10.7867,6.44,25109,25372,82655,62,54.3,63,24.8838,35.4038,16.5017,-999.0,-999.0,-999.0,-999.0,-999.0,68.125,43.1792,54.812,402.6214,-999.0,21.0,9.5,val
-15384,Japan,EAS,warm_moist,140.2853,36.2022,25.0,23,other,suburban,6.3,1.3,0.0,0.0,0.0,20.1,0.0,0.0,11.8,0.0,0.0,0.0,44.5,5.7,8.2,0.0,0.0,0.314,12.334000000000001,4.6117,5.67,13596,13596,28492,63,48.68,63,24.5242,34.5884,16.2449,24.5,9.25,38.0,49.0,69.0,65.4062,41.2903,56.3271,368.2292,20690.49,16.5,6.25,test
-15385,Japan,EAS,warm_moist,139.9761,36.3097,37.0,11,other,suburban,0.0,0.0,0.0,0.0,0.0,17.6,2.8,0.0,6.8,0.0,0.0,0.0,62.3,6.7,2.4,0.0,0.0,0.563,13.118,11.0427,6.11,12442,12442,25109,60,47.77,63,28.3941,38.0191,20.811999999999998,27.3333,14.0,41.0,54.6667,78.0,74.8333,45.1903,65.0053,492.4071,30946.771,35.0,13.6667,test
-15386,Japan,EAS,warm_moist,140.1933,35.9075,5.0,3,other,suburban,3.0,0.0,0.0,0.0,0.0,8.5,0.0,0.0,12.4,0.0,0.0,0.0,41.3,29.0,3.1,0.0,0.0,1.071,13.075999999999999,11.6546,7.87,19314,21934,128424,54,45.27,63,26.8031,33.8345,20.0889,26.3333,13.6667,38.3333,48.3333,64.0,61.1667,39.9936,53.7079,293.3122,17247.7583,12.3333,4.3333,train
-15387,Japan,EAS,warm_moist,139.96,36.1844,25.0,7,other,suburban,0.0,0.0,0.0,0.0,0.0,9.9,3.0,0.0,8.6,0.0,0.0,0.0,66.0,9.5,1.4,0.0,0.0,0.8859999999999999,5.029,10.7737,7.18,9345,10815,35811,58,44.77,63,26.1363,34.9629,18.2242,26.0,12.5,38.0,50.0,67.9,63.9583,41.9657,55.2414,397.9242,22001.166,17.3333,7.0,train
-15388,Japan,EAS,warm_moist,139.9914,36.0342,14.0,7,other,suburban,0.0,0.0,0.0,0.0,0.0,6.3,1.7,0.0,9.6,0.0,0.0,0.0,52.1,27.3,1.3,0.0,0.0,0.5489999999999999,4.699,10.7602,8.16,8681,14635,128532,58,47.28,63,26.4965,36.0123,18.2901,26.0,11.0,39.3333,51.6667,74.0,69.75,43.5774,59.8975,436.5616,25811.5908,25.6667,11.3333,train
-15389,Japan,EAS,warm_moist,140.5164,36.5247,30.0,8,other,suburban,15.1,0.0,0.0,0.0,0.0,47.3,0.0,0.0,5.6,0.0,0.0,0.0,16.7,8.4,5.3,0.0,0.0,0.233,13.244000000000002,5.403630000000001,3.85,6325,9844,27747,40,36.48,63,30.991,36.1591,23.9201,29.5,18.0,40.0,50.5,62.5,59.625,41.6881,54.419,182.0805,17802.3368,7.0,1.0,train
-15390,Japan,EAS,warm_moist,140.5342,36.3961,20.0,22,other,suburban,33.2,0.0,0.0,0.0,0.0,16.0,0.0,0.0,8.3,0.0,0.0,0.0,26.7,8.0,5.6,0.0,0.0,0.491,16.304000000000002,11.922,4.82,27668,27747,27747,61,59.65,63,27.6044,33.9035,20.9449,26.5,15.5,37.5,47.5,59.5,58.2917,39.5457,52.9482,219.0039,13546.5484,7.6667,1.3333,train
-15391,Japan,EAS,warm_moist,140.7114,36.715,7.0,0,other,suburban,38.5,0.0,0.0,0.0,0.0,50.8,0.0,0.0,0.0,0.0,0.0,0.0,3.6,4.1,1.4,0.0,0.0,0.59,0.0,0.9279149999999999,3.2,3340,14596,19898,59,35.76,62,30.8859,34.6661,23.1987,29.0,18.5,38.5,47.5,58.0,58.3988,40.875,54.0027,178.3519,13408.3772,6.0,1.3333,train
-15393,Japan,EAS,warm_moist,140.2386,36.3858,63.0,5,other,suburban,0.0,0.0,0.0,0.0,0.0,39.5,0.0,0.0,7.4,0.0,0.0,0.0,36.1,6.1,9.6,0.0,0.0,0.259,4.74,8.06715,4.83,3788,4148,24020,48,27.46,63,25.4168,34.9499,15.1212,-999.0,-999.0,-999.0,-999.0,-999.0,62.25,41.4514,52.9527,284.7773,-999.0,11.5,3.5,train
-15394,Japan,EAS,warm_moist,140.0494,35.9117,20.0,14,other,suburban,0.0,0.0,0.0,0.0,0.0,4.7,1.2,0.0,9.3,0.0,0.0,0.0,43.1,38.2,1.9,0.0,0.0,0.0,8.633,11.6546,8.56,40005,82171,214162,61,58.29,63,26.1993,33.597,19.7377,-999.0,-999.0,-999.0,-999.0,-999.0,60.8125,40.0753,51.3954,336.4454,-999.0,10.0,3.5,train
-15395,Japan,EAS,warm_moist,140.0203,36.1047,25.0,11,other,suburban,1.2,0.0,0.0,0.0,0.0,10.4,1.9,0.0,11.7,0.0,0.0,0.0,56.1,14.9,2.4,0.0,0.0,0.8340000000000001,7.731,10.7173,6.7,12208,12301,86522,35,42.96,63,23.944000000000003,32.5427,16.8238,23.0,9.5,36.5,48.5,66.0,62.625,39.2869,52.7567,356.9492,18730.4091,14.0,6.0,train
-15396,Japan,EAS,warm_moist,140.4203,36.3169,26.0,19,other,suburban,15.0,0.0,0.0,0.0,0.0,21.6,0.0,0.0,10.1,0.0,0.0,1.0,34.2,8.0,7.9,0.0,0.0,0.494,10.713,8.06777,4.64,5069,17116,27747,55,45.98,63,25.2437,-999.0,17.5301,-999.0,-999.0,-999.0,-999.0,-999.0,58.375,39.0931,52.6276,152.6562,-999.0,4.0,1.5,train
-15397,Japan,EAS,warm_moist,140.5078,36.4481,34.0,16,other,suburban,21.6,0.0,0.0,0.0,0.0,28.9,0.0,0.0,7.8,0.0,0.0,0.0,24.6,7.8,7.0,0.0,0.0,1.043,5.834,11.9374,4.29,9847,22449,27747,63,57.9,63,30.0526,38.5625,21.660999999999998,29.25,15.75,42.0,52.5,70.0,66.0,44.7611,60.5581,342.2992,25473.8702,17.5,6.75,train
-15398,Japan,EAS,warm_moist,140.4025,36.5614,90.0,34,other,suburban,1.1,0.0,0.0,0.0,0.0,67.3,0.0,0.0,4.5,0.0,0.0,0.0,13.0,5.9,7.1,0.0,0.0,0.5529999999999999,0.07,1.7624099999999998,3.89,5782,5782,27747,59,31.31,63,29.7602,37.4754,20.8352,28.5,16.0,40.0,50.5,64.5,63.9167,43.643,55.4786,264.8617,20052.0604,12.6667,3.0,train
-15399,Japan,EAS,warm_moist,140.5178,36.1594,32.0,13,other,suburban,29.3,3.0,0.0,0.0,0.0,7.1,0.0,0.0,8.6,0.0,0.0,2.8,37.3,4.3,6.9,0.0,0.0,0.456,9.699,1.7571299999999999,5.68,4322,4359,26087,51,27.12,63,26.1524,33.3349,18.2821,-999.0,-999.0,-999.0,-999.0,-999.0,57.5625,38.958,50.7925,198.6181,-999.0,6.0,1.0,test
-15400,Japan,EAS,warm_moist,140.6219,35.965,40.0,15,other,suburban,43.6,3.4,0.0,0.0,0.0,7.7,0.0,0.0,4.3,0.0,0.0,2.3,30.6,3.8,3.3,0.0,0.0,0.6940000000000001,19.346,52.4749,7.25,10190,10645,12675,60,49.13,63,33.2421,36.9325,29.6637,34.25,22.25,43.5,51.25,63.0,61.125,42.0499,56.0888,233.0359,19187.8182,9.25,1.75,train
-15401,Japan,EAS,warm_moist,140.6267,35.9158,3.0,1,other,suburban,36.5,3.7,0.0,0.0,0.0,9.2,0.0,0.0,4.9,0.0,0.0,2.2,34.7,4.1,3.6,0.0,0.0,2.688,0.0,52.4749,7.25,9541,12675,14669,60,49.17,63,28.6951,33.738,23.7283,29.5,16.0,40.0,49.0,61.75,59.6562,39.1121,54.8511,219.4144,15297.2659,7.0,2.0,train
-15403,Japan,EAS,warm_moist,140.6667,35.8889,3.0,2,other,suburban,32.5,3.2,0.0,0.0,0.0,9.6,0.0,0.0,5.3,0.0,0.0,2.4,38.1,4.7,3.2,0.0,0.0,2.688,0.0,52.4086,7.45,12675,12675,14669,57,52.18,63,27.8523,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,47.8064,-999.0,-999.0,-999.0,-999.0,train
-15404,Japan,EAS,warm_moist,140.7028,35.8522,2.0,1,other,suburban,43.1,2.4,0.0,0.0,0.0,7.9,0.0,0.0,4.3,0.0,0.0,2.2,31.3,5.0,2.7,0.0,0.0,0.113,14.491,1.69665,7.44,10693,11460,14669,50,44.04,63,30.3381,34.593,24.0622,30.5,17.0,41.0,50.0,60.5,58.75,39.0379,53.6761,141.7253,15492.2138,3.6667,0.3333,train
-15405,Japan,EAS,warm_moist,140.7131,35.8897,4.0,5,other,suburban,41.9,2.8,0.0,0.0,0.0,7.9,0.0,0.0,4.2,0.0,0.0,2.4,32.3,4.8,2.7,0.0,0.0,0.113,14.491,1.69665,7.44,11460,12675,14669,60,48.77,63,33.4872,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,56.3881,-999.0,-999.0,-999.0,-999.0,train
-15406,Japan,EAS,warm_moist,140.6681,35.8894,4.0,2,other,suburban,32.5,3.2,0.0,0.0,0.0,9.6,0.0,0.0,5.3,0.0,0.0,2.4,38.1,4.7,3.2,0.0,0.0,2.688,0.0,52.4086,7.45,12675,12675,14669,61,54.26,63,32.4915,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,54.7015,-999.0,-999.0,-999.0,-999.0,train
-15407,Japan,EAS,warm_moist,140.6522,35.9175,5.0,2,other,suburban,36.5,3.7,0.0,0.0,0.0,9.2,0.0,0.0,4.9,0.0,0.0,2.2,34.7,4.1,3.6,0.0,0.0,2.688,0.0,52.4749,7.25,12675,12675,14669,62,56.6,63,29.7277,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,53.4254,-999.0,-999.0,-999.0,-999.0,train
-15408,Japan,EAS,warm_moist,140.6253,35.9003,3.0,3,other,suburban,32.5,3.2,0.0,0.0,0.0,9.6,0.0,0.0,5.3,0.0,0.0,2.4,38.1,4.7,3.2,0.0,0.0,2.688,0.0,52.4749,7.25,9541,12675,14669,58,46.67,63,31.3917,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,54.2687,-999.0,-999.0,-999.0,-999.0,train
-15409,Japan,EAS,warm_moist,140.6953,35.8686,7.0,8,other,suburban,41.9,2.8,0.0,0.0,0.0,7.9,0.0,0.0,4.2,0.0,0.0,2.4,32.3,4.8,2.7,0.0,0.0,2.688,0.0,52.4086,7.45,10693,11460,14669,54,49.19,63,30.7592,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,51.7836,-999.0,-999.0,-999.0,-999.0,train
-15410,Japan,EAS,warm_moist,140.7406,35.8383,9.0,7,other,suburban,52.4,2.1,0.0,0.0,0.0,6.1,0.0,0.0,3.4,0.0,0.0,1.9,26.1,4.6,2.5,0.0,0.0,0.10300000000000001,17.149,1.69665,7.44,10787,13603,14669,40,34.61,63,33.8902,36.8284,28.3406,34.0,21.5,43.0,50.5,62.0,61.2738,41.8621,55.0527,162.3578,17507.1377,7.3333,0.5,train
-15411,Japan,EAS,warm_moist,140.5675,35.9397,2.0,0,other,suburban,21.0,3.5,0.0,0.0,0.0,11.1,0.0,0.0,6.8,0.0,0.0,2.3,43.8,5.4,5.0,0.0,0.0,0.449,18.644000000000002,52.4749,6.98,7996,9260,14045,52,36.62,63,28.8276,34.8291,23.3559,30.0,16.0,40.6667,49.6667,63.3333,61.4167,40.3183,54.8857,224.7083,17174.8834,8.0,2.6667,train
-15412,Japan,EAS,warm_moist,140.3189,35.9539,21.0,10,other,suburban,7.2,1.9,0.0,0.0,0.0,11.2,0.0,0.0,12.8,0.0,0.0,1.5,47.3,11.9,5.1,0.0,0.0,0.728,3.986,7.022930000000001,7.4,6502,11486,40505,32,31.24,63,28.9422,36.0659,22.4638,28.5,16.75,39.75,50.5,69.75,66.5625,42.0284,58.1352,389.7023,21655.4879,18.75,10.0,val
-15415,Japan,EAS,warm_moist,139.8639,36.4875,99.0,17,other,suburban,0.0,0.0,0.0,0.0,0.0,30.7,2.3,0.0,3.1,0.0,0.0,0.0,49.1,10.4,2.9,0.0,0.0,0.271,14.482000000000001,11.0569,6.09,18746,25088,25109,62,60.59,63,27.171,38.2723,17.5135,26.0,10.5,40.75,55.25,78.25,74.9062,46.1061,65.4446,425.1098,32063.7484,36.0,10.75,train
-15416,Japan,EAS,warm_moist,139.9794,36.5342,115.0,29,other,suburban,0.0,0.0,0.0,0.0,0.0,32.5,1.4,0.0,2.3,0.0,0.0,0.0,46.9,8.9,7.1,0.0,0.0,0.08900000000000001,19.824,10.3282,5.75,24390,25109,25109,49,46.17,63,27.2657,37.6548,18.496,25.6667,12.3333,40.6667,54.3333,75.3333,70.625,45.0326,60.9697,392.6319,30070.5135,28.0,8.6667,train
-15417,Japan,EAS,warm_moist,139.8811,36.56,116.0,26,other,suburban,0.0,0.0,0.0,0.0,0.0,33.2,1.6,0.0,2.4,0.0,0.0,0.0,46.4,9.8,5.7,0.0,0.0,0.016,11.054,10.3282,5.65,25095,25095,25109,63,62.65,63,24.7517,33.3663,18.4104,24.25,11.5,37.1875,50.0,70.25,66.6562,40.4614,56.1732,310.2442,21026.5118,21.5,3.75,train
-15418,Japan,EAS,warm_moist,139.4494,36.3403,33.0,15,other,suburban,0.0,0.0,0.0,0.0,0.0,32.6,2.7,1.2,6.6,0.0,2.3,0.0,37.5,15.1,1.1,0.0,0.0,0.152,20.719,9.83431,4.84,15111,19614,35957,63,56.3,63,28.4597,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,59.1606,-999.0,-999.0,-999.0,-999.0,train
-15420,Japan,EAS,warm_moist,139.6508,36.2667,26.0,8,other,suburban,0.0,0.0,0.0,0.0,0.0,19.0,2.7,0.0,5.2,0.0,1.2,0.0,52.9,16.7,1.3,0.0,0.0,1.31,17.328,13.2961,6.09,5125,14812,43662,33,32.6,63,26.6483,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,62.7329,-999.0,-999.0,-999.0,-999.0,val
-15422,Japan,EAS,warm_moist,139.5819,36.3317,40.0,25,other,suburban,0.0,0.0,0.0,0.0,0.0,30.7,2.5,0.0,3.9,0.0,1.3,0.0,45.1,13.9,1.4,0.0,0.0,0.155,19.212,7.2236,5.2,16649,20467,31741,61,55.43,63,22.7808,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,51.2966,-999.0,-999.0,-999.0,-999.0,val
-15423,Japan,EAS,warm_moist,139.7442,36.5672,155.0,27,other,suburban,0.0,0.0,0.0,0.0,0.0,58.4,0.0,0.0,1.9,0.0,0.0,0.0,27.0,8.5,2.2,0.0,0.0,0.36200000000000004,10.913,10.3274,5.38,5227,5842,25109,59,41.9,63,29.9813,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,54.0149,-999.0,-999.0,-999.0,-999.0,train
-15424,Japan,EAS,cool_moist,139.6056,36.7506,600.0,202,other,suburban,0.0,0.0,0.0,0.0,3.3,88.9,0.0,0.0,0.0,0.0,0.0,0.0,4.2,1.5,1.1,0.0,0.0,0.038,0.0,1.7442400000000002,3.02,783,1078,24782,30,18.28,61,26.9747,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,47.3828,-999.0,-999.0,-999.0,-999.0,test
-15425,Japan,EAS,warm_moist,139.68,36.7264,407.0,85,other,suburban,0.0,0.0,0.0,0.0,2.3,79.5,0.0,0.0,0.0,0.0,0.0,0.0,11.2,3.5,1.6,0.0,0.0,0.028999999999999998,0.0,1.7442400000000002,3.02,928,4390,25082,43,29.0,63,27.2589,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,46.6223,-999.0,-999.0,-999.0,-999.0,test
-15426,Japan,EAS,warm_moist,139.7972,36.315,36.0,15,other,suburban,0.0,0.0,0.0,0.0,0.0,14.6,3.3,0.0,6.1,0.0,1.1,0.0,62.0,10.4,1.6,0.0,0.0,0.0,13.828,11.0418,5.94,16418,16418,35811,63,55.1,63,26.3949,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,55.2731,-999.0,-999.0,-999.0,-999.0,test
-15427,Japan,EAS,warm_moist,140.0125,36.4403,65.0,10,other,suburban,0.0,0.0,0.0,0.0,0.0,24.0,2.2,0.0,3.2,0.0,0.0,0.0,53.9,10.2,5.4,0.0,0.0,0.193,20.924,3.8893800000000005,5.81,10183,11591,25109,61,48.6,63,27.5708,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,52.8353,-999.0,-999.0,-999.0,-999.0,train
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-15429,Japan,EAS,warm_moist,139.9236,36.8061,195.0,18,other,suburban,0.0,0.0,0.0,0.0,0.0,52.7,0.0,0.0,0.0,0.0,0.0,0.0,33.0,4.6,7.7,0.0,0.0,0.172,5.46,3.19463,3.18,3558,3590,25082,56,32.07,63,25.0647,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,52.5755,-999.0,-999.0,-999.0,-999.0,train
-15430,Japan,EAS,warm_moist,140.0539,36.9683,300.0,56,other,suburban,0.0,0.0,0.0,0.0,3.4,67.2,0.0,0.0,0.0,0.0,0.0,0.0,19.3,2.2,7.6,0.0,0.0,0.244,8.07,3.21235,2.49,3050,3406,14817,62,41.85,63,32.7254,37.9351,24.4614,31.3333,18.3333,42.3333,52.3333,70.0,66.5417,44.1037,58.8853,285.6415,23663.8965,18.0,2.6667,train
-15431,Japan,EAS,warm_moist,139.8769,36.3842,56.0,9,other,suburban,0.0,0.0,0.0,0.0,0.0,17.8,2.7,0.0,5.2,0.0,0.0,0.0,59.1,11.1,2.4,0.0,0.0,0.344,10.72,11.0427,6.59,14394,15655,25109,54,47.83,63,23.28,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,51.9158,-999.0,-999.0,-999.0,-999.0,train
-15432,Japan,EAS,warm_moist,139.9144,36.4431,66.0,16,other,suburban,0.0,0.0,0.0,0.0,0.0,22.2,2.4,0.0,4.1,0.0,0.0,0.0,55.9,10.7,3.3,0.0,0.0,0.263,8.957,11.1301,5.89,10373,19149,25109,59,52.65,63,26.1297,36.1277,17.6418,24.75,9.75,39.75,53.5,75.0,71.3929,43.9704,62.3329,389.1298,27857.0864,29.0,7.25,train
-15433,Japan,EAS,warm_moist,139.9406,36.5997,160.0,31,other,suburban,0.0,0.0,0.0,0.0,0.0,36.2,1.3,0.0,2.3,0.0,0.0,0.0,43.6,8.0,7.8,0.0,0.0,0.016,11.054,10.3282,5.75,17199,25095,25109,63,57.78,63,26.3378,34.7886,17.8914,25.0,11.75,37.75,49.75,69.215,65.1875,41.5511,57.6608,297.1939,20726.1593,18.25,3.75,train
-15434,Japan,EAS,warm_moist,140.0936,36.4678,75.0,17,other,suburban,0.0,0.0,0.0,0.0,0.0,39.0,1.2,0.0,2.4,0.0,0.0,0.0,40.5,8.0,8.3,0.0,0.0,0.312,13.695,3.8893800000000005,5.81,8002,8881,25109,38,26.63,63,25.8978,33.8164,17.8482,24.0,11.5,38.0,49.0,64.5,62.8194,40.4164,53.8763,223.3282,18118.9916,11.5,1.5,train
-15435,Japan,EAS,warm_moist,139.7408,36.2333,23.0,13,other,suburban,0.0,0.0,0.0,0.0,0.0,7.8,3.3,0.0,6.9,0.0,1.0,0.0,66.2,13.0,0.0,0.0,0.0,0.11900000000000001,16.23,10.7867,6.44,15674,25372,43662,59,50.57,63,26.2534,35.7479,18.0167,25.25,11.0,38.5,52.0,75.5,71.25,43.5415,63.0033,406.9321,26895.0248,28.75,14.5,val
-15436,Japan,EAS,warm_moist,139.7194,36.8322,393.0,81,other,suburban,0.0,0.0,0.0,0.0,6.5,83.0,0.0,0.0,0.0,0.0,0.0,0.0,7.1,1.0,1.6,0.0,0.0,0.094,0.0,3.1943900000000003,2.84,2325,4613,24782,40,15.53,62,34.0637,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,52.6542,-999.0,-999.0,-999.0,-999.0,val
-15437,Japan,EAS,warm_moist,140.15,36.6569,108.0,52,other,suburban,0.0,0.0,0.0,0.0,0.0,52.8,0.0,0.0,1.4,0.0,0.0,0.0,30.5,4.8,9.9,0.0,0.0,0.043,7.49,2.44691,3.83,3231,3264,25109,49,20.77,63,27.1263,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,41.1235,54.5666,-999.0,-999.0,10.5,-999.0,train
-15438,Japan,EAS,warm_moist,140.1297,36.7617,120.0,13,other,suburban,0.0,0.0,0.0,0.0,0.0,59.5,0.0,0.0,0.0,0.0,0.0,0.0,30.0,1.9,8.0,0.0,0.0,0.113,7.667000000000001,2.4501,3.12,2752,3592,17199,31,19.18,63,25.4866,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,61.4375,39.3391,52.0715,-999.0,-999.0,10.5,-999.0,train
-15440,Japan,EAS,warm_moist,139.0753,36.375,99.0,20,other,suburban,0.0,0.0,0.0,0.0,0.0,41.8,2.4,0.0,8.4,0.0,2.4,0.0,28.7,11.2,3.1,0.0,0.0,0.0,15.19,13.6498,4.17,34526,37229,37259,63,62.87,63,32.5956,39.3811,25.1306,31.0,19.0,41.75,54.75,77.0,73.4688,46.4131,64.5017,381.8102,30750.1257,33.75,7.25,train
-15441,Japan,EAS,warm_moist,139.1044,36.3953,98.0,21,other,suburban,0.0,0.0,0.0,0.0,0.0,41.8,2.4,0.0,8.4,0.0,2.4,0.0,28.7,11.2,3.1,0.0,0.0,0.0,15.19,13.6498,4.35,32692,32704,37259,63,62.16,63,31.2867,37.8194,23.7576,30.25,18.0,40.5,52.75,71.87,68.3125,44.711999999999996,60.9893,330.5636,25915.5784,23.0,3.25,train
-15442,Japan,EAS,warm_moist,139.0958,36.405,102.0,21,other,suburban,0.0,0.0,0.0,0.0,0.0,41.8,2.4,0.0,8.4,0.0,2.4,0.0,28.7,11.2,3.1,0.0,0.0,0.0,15.19,13.6674,3.49,32692,34526,37259,63,61.78,63,31.818,38.1987,23.6181,30.0,17.0,41.0,53.6667,79.0,74.5,45.3743,63.5826,421.5354,29457.6634,35.6667,8.3333,train
-15443,Japan,EAS,warm_moist,138.9972,36.3369,97.0,14,other,suburban,0.0,0.0,0.0,0.0,0.0,52.2,1.5,0.0,6.2,0.0,1.6,0.0,25.0,9.7,2.7,0.0,0.0,0.785,3.0580000000000003,4.70407,3.75,32404,37259,37259,62,58.07,63,31.4858,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,60.5482,-999.0,-999.0,-999.0,-999.0,train
-15444,Japan,EAS,warm_moist,139.0753,36.3061,72.0,14,other,suburban,0.0,0.0,0.0,0.0,0.0,36.7,2.8,1.4,10.1,0.0,2.8,0.0,31.7,11.4,2.4,0.0,0.0,0.9690000000000001,1.127,13.6498,4.17,37229,37259,37259,63,62.07,63,33.2996,43.9492,23.2693,31.0,17.0,45.125,60.5,92.5,86.375,52.3025,71.5723,544.0203,46225.8015,65.5,31.0,train
-15445,Japan,EAS,warm_moist,139.3425,36.4092,103.0,43,other,suburban,0.0,0.0,0.0,0.0,0.0,38.8,2.8,1.3,6.7,0.0,2.6,0.0,30.2,15.4,1.4,0.0,0.0,0.425,5.254,9.846969999999999,3.71,18427,22633,37229,62,49.91,63,31.7817,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,56.1534,-999.0,-999.0,-999.0,-999.0,train
-15446,Japan,EAS,warm_moist,139.1939,36.3142,57.0,15,other,suburban,0.0,0.0,0.0,0.0,0.0,29.9,3.1,1.5,9.8,0.0,3.2,0.0,32.1,17.5,2.0,0.0,0.0,0.355,5.521,13.6498,4.35,35957,35957,37259,63,62.51,63,31.416999999999998,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,60.0502,-999.0,-999.0,-999.0,-999.0,train
-15447,Japan,EAS,warm_moist,139.3814,36.2897,58.0,13,other,suburban,0.0,0.0,0.0,0.0,0.0,21.5,3.2,1.4,8.9,0.0,2.8,0.0,43.2,17.1,1.0,0.0,0.0,0.348,11.208,12.130999999999998,5.46,25720,31741,35957,63,62.28,63,29.0534,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,58.9001,-999.0,-999.0,-999.0,-999.0,train
-15448,Japan,EAS,warm_moist,139.0425,36.6461,410.0,77,other,suburban,0.0,0.0,0.0,0.0,5.0,77.5,0.0,0.0,1.8,0.0,0.0,0.0,9.3,2.2,3.4,0.0,0.0,0.376,6.684,2.23883,2.59,5308,5513,22416,50,32.0,63,32.22,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,51.9828,-999.0,-999.0,-999.0,-999.0,train
-15449,Japan,EAS,warm_moist,139.5317,36.25,22.0,8,other,suburban,0.0,0.0,0.0,0.0,0.0,15.4,2.7,0.0,6.1,0.0,1.4,0.0,51.7,20.3,1.2,0.0,0.0,1.163,16.92,13.2961,5.75,21055,21810,53956,63,59.28,63,29.0603,39.4819,19.2244,26.6667,11.6667,41.0,57.6667,86.6667,82.2917,48.1902,72.1661,557.2189,38045.3015,49.6667,29.0,train
-15450,Japan,EAS,warm_moist,138.9953,36.4989,240.0,48,other,suburban,0.0,0.0,0.0,0.0,0.0,61.1,0.0,0.0,4.4,0.0,1.0,0.0,20.4,7.8,3.2,0.0,0.0,0.81,0.0,4.71013,3.16,15997,15997,37259,59,44.88,63,32.928000000000004,40.3227,24.1068,30.25,17.5,42.5,56.75,82.45,78.0,48.0458,67.6469,468.8594,34890.0966,45.0,13.25,train
-15452,Japan,EAS,warm_moist,138.8953,36.2589,162.0,30,other,suburban,0.0,0.0,0.0,0.0,1.0,73.5,0.0,0.0,3.5,0.0,0.0,0.0,13.6,4.9,1.7,0.0,0.0,0.408,0.0,1.3983299999999999,3.82,8963,8963,37259,60,39.23,63,31.735,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,58.349,-999.0,-999.0,-999.0,-999.0,train
-15453,Japan,EAS,warm_moist,138.8958,36.3303,169.0,34,other,suburban,0.0,0.0,0.0,0.0,0.0,68.0,0.0,0.0,4.2,0.0,0.0,0.0,16.0,7.1,2.1,0.0,0.0,0.369,4.848,4.70407,3.52,8309,14096,37259,53,43.51,63,28.0153,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,53.356,-999.0,-999.0,-999.0,-999.0,train
-15454,Japan,EAS,warm_moist,138.9711,36.4011,215.0,107,other,suburban,0.0,0.0,0.0,0.0,0.0,53.8,1.4,0.0,5.9,0.0,1.5,0.0,23.9,9.1,3.1,0.0,0.0,0.321,0.0,4.71013,3.16,6672,20680,37259,55,47.95,63,34.161,42.8534,27.2302,33.0,21.0,45.0,59.0,85.5,82.3125,50.2292,63.1433,484.5079,39893.2196,47.5,21.0,train
-15455,Japan,EAS,warm_moist,138.8283,36.5769,350.0,17,other,suburban,0.0,0.0,0.0,0.0,3.1,83.0,0.0,0.0,1.9,0.0,0.0,0.0,7.4,1.1,2.7,0.0,0.0,0.099,0.0,1.5271700000000001,2.35,1083,1227,20708,43,19.02,62,27.4245,35.3937,17.4615,23.0,12.0,37.25,51.5,75.25,70.0938,42.6078,61.5848,418.6307,25214.0903,27.5,6.25,val
-15456,Japan,EAS,cool_moist,138.5153,36.5072,930.0,134,other,suburban,0.0,0.0,0.0,0.0,4.6,75.6,0.0,0.0,0.0,0.0,1.7,0.0,10.9,1.5,5.0,0.0,0.0,0.932,0.0,0.6785,1.44,494,495,15206,11,10.53,63,35.4815,42.5151,27.3057,36.0,22.5,45.5,55.5,70.0,67.375,47.4227,61.5218,274.2755,30808.2103,16.5,2.5,train
-15457,Japan,EAS,warm_moist,138.9828,36.7311,430.0,49,other,suburban,0.0,0.0,0.0,0.0,6.3,80.7,0.0,0.0,1.0,0.0,0.0,0.0,5.2,0.0,5.1,0.0,0.0,0.114,0.938,1.53111,2.16,2493,3793,12994,11,15.96,61,34.8586,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,57.8418,-999.0,-999.0,-999.0,-999.0,test
-15458,Japan,EAS,warm_moist,139.11,36.2989,70.0,15,other,suburban,0.0,0.0,0.0,0.0,0.0,36.7,2.8,1.4,10.1,0.0,2.8,0.0,31.7,11.4,2.4,0.0,0.0,0.9690000000000001,1.127,6.118469999999999,4.69,31744,37229,37259,62,61.77,63,30.4583,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,59.3762,-999.0,-999.0,-999.0,-999.0,train
-15459,Japan,EAS,warm_moist,139.2772,36.3086,60.0,19,other,suburban,0.0,0.0,0.0,0.0,0.0,24.0,3.3,1.5,9.6,0.0,3.0,0.0,37.4,19.1,1.5,0.0,0.0,0.465,1.014,9.83356,4.44,16103,26352,37259,62,60.64,63,26.2089,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,57.8704,-999.0,-999.0,-999.0,-999.0,train
-15460,Japan,EAS,warm_moist,139.4078,36.2456,48.0,12,other,suburban,0.0,0.0,0.0,0.0,0.0,17.1,3.3,1.4,9.5,0.0,2.8,0.0,45.6,18.7,0.0,0.0,0.0,0.20199999999999999,16.97,12.130999999999998,5.47,25196,31741,43114,57,56.95,63,27.7195,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,train
-15461,Japan,EAS,warm_moist,139.7269,35.9136,10.8,4,other,suburban,0.0,0.0,0.0,0.0,0.0,1.1,1.7,0.0,3.8,0.0,0.0,0.0,29.3,63.5,0.0,0.0,0.0,0.46,6.046,35.291,9.84,92346,147468,303242,63,62.79,63,26.5726,35.9691,18.2022,25.3333,10.3333,39.0,52.3333,75.6667,70.9167,43.6805,60.7274,470.3787,27013.7509,27.6667,13.0,train
-15462,Japan,EAS,warm_moist,139.4861,35.8903,15.0,13,other,suburban,0.0,0.0,0.0,0.0,0.0,15.6,1.7,0.0,4.6,0.0,0.0,0.0,15.4,61.8,0.0,0.0,0.0,0.154,0.0,15.3455,9.71,54768,67761,285667,63,63.0,63,27.463,37.1246,18.3035,26.25,9.75,40.5,55.5,80.25,76.625,45.5455,68.6863,527.7298,32557.0011,41.0,19.5,train
-15463,Japan,EAS,warm_moist,139.4869,35.9278,15.0,6,other,suburban,0.0,0.0,0.0,0.0,0.0,16.2,1.7,0.0,5.1,0.0,0.0,0.0,21.5,54.6,0.0,0.0,0.0,0.154,0.0,15.3649,8.04,53460,54768,255927,63,62.23,63,26.5187,35.3802,17.9482,24.5,10.0,38.75,53.0,76.0,71.3438,43.284,64.6154,423.9219,27271.9435,28.25,12.0,train
-15464,Japan,EAS,warm_moist,139.4267,35.9194,28.0,15,other,suburban,0.0,0.0,0.0,0.0,0.0,25.0,1.4,0.0,5.4,0.0,0.0,0.0,19.5,47.5,0.0,0.0,0.0,0.305,0.0,15.3649,8.04,40572,60836,219553,63,62.85,63,26.3262,36.0815,17.3978,25.0,8.25,39.25,54.0,78.0,72.9688,44.2442,65.0822,451.3385,29459.595,33.0,15.75,train
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-15590,Japan,EAS,warm_moist,140.0764,35.8622,11.0,16,other,suburban,1.2,0.0,0.0,0.0,0.0,5.4,0.0,0.0,9.6,0.0,0.0,0.0,39.5,39.8,2.3,0.0,0.0,0.0,8.633,11.6399,10.06,36127,40505,214162,48,55.35,63,29.0335,36.4452,22.1276,29.0,15.0,41.25,52.0,68.75,66.1562,43.1213,58.6675,379.7586,23953.4699,16.25,7.75,train
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-15592,Japan,EAS,warm_moist,139.9008,35.33,8.0,21,other,suburban,43.4,0.0,0.0,0.0,0.0,28.6,0.0,0.0,2.5,0.0,0.0,0.0,7.5,13.3,3.2,0.0,0.0,0.008,10.129,32.3911,11.79,4655,9293,74705,59,49.22,63,28.9977,33.855,23.2723,27.25,14.75,40.25,52.25,69.0,66.5,40.2963,58.2005,325.1568,21339.06,15.75,4.75,train
-15593,Japan,EAS,warm_moist,139.8844,35.3436,25.0,9,other,suburban,43.4,0.0,0.0,0.0,0.0,28.6,0.0,0.0,2.5,0.0,0.0,0.0,7.5,13.3,3.2,0.0,0.0,0.008,10.129,0.24666,12.32,3388,9293,229070,62,55.78,63,23.5457,26.5398,19.4685,21.25,11.5,32.25,42.5,56.5,54.3438,32.1233,48.4288,176.0993,8462.3565,2.0,1.5,train
-15594,Japan,EAS,warm_moist,139.8658,35.3431,2.0,5,other,suburban,45.2,0.0,0.0,0.0,0.0,21.9,0.0,0.0,2.2,0.0,0.0,1.1,6.8,19.7,2.4,0.0,0.0,0.008,10.129,0.24666,12.32,3388,9293,229070,61,53.99,63,22.3637,25.6232,18.1402,19.0,10.25,30.75,43.275,58.5,56.0,31.4871,50.1175,168.7894,9901.722,3.25,1.5,train
-15595,Japan,EAS,warm_moist,140.0533,35.3228,34.0,15,other,suburban,23.3,0.0,0.0,0.0,0.0,46.4,0.0,0.0,3.2,0.0,0.0,0.0,11.8,7.3,7.2,0.0,0.0,0.0,7.751,29.6248,10.62,6463,13052,14998,18,14.86,63,22.5802,27.6145,15.1252,19.75,9.0,31.0,41.0,55.5,53.0312,33.1053,48.547,146.5276,8495.2955,4.0,1.25,train
-15596,Japan,EAS,warm_moist,139.9692,35.3044,26.0,31,other,suburban,35.8,0.0,0.0,0.0,0.0,40.2,0.0,0.0,2.2,0.0,0.0,0.0,8.4,8.0,4.4,0.0,0.0,0.0,13.73,32.3911,11.79,4913,14496,70830,19,22.99,62,24.9472,29.5562,17.267,22.25,10.25,33.75,43.95,58.75,55.9375,35.3499,51.6404,217.7022,11368.7776,7.0,2.0,train
-15597,Japan,EAS,warm_moist,139.8533,35.3222,7.0,7,other,suburban,45.2,0.0,0.0,0.0,0.0,21.9,0.0,0.0,2.2,0.0,0.0,1.1,6.8,19.7,2.4,0.0,0.0,0.0,0.0,0.24666,12.32,4181,4655,165840,44,39.57,63,27.4645,32.289,22.5929,26.0,14.3333,38.0,50.0,64.3333,62.5,38.4635,54.595,220.1996,16809.5897,8.0,2.6667,train
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-15599,Japan,EAS,warm_moist,139.8811,35.2606,18.0,42,other,suburban,41.8,0.0,0.0,0.0,0.0,34.1,0.0,0.0,2.2,0.0,0.0,0.0,7.8,9.7,3.1,0.0,0.0,0.016,0.0,3.90927,10.29,2147,4319,125561,18,17.48,62,21.6251,24.5568,15.9621,19.6667,10.6667,28.3333,35.6667,47.3333,45.75,29.2097,42.7971,91.5412,4481.3816,0.6667,0.6667,train
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-15601,Japan,EAS,warm_moist,140.1717,35.6694,25.0,13,other,suburban,11.5,0.0,0.0,0.0,0.0,15.9,0.0,0.0,14.0,0.0,0.0,0.0,23.0,32.5,1.8,0.0,0.0,0.0,0.0,49.8015,10.82,50496,107866,207225,63,62.0,63,27.2687,34.3745,20.1514,27.0,12.0,39.5,50.0,65.5,63.1875,40.7276,56.398999999999994,309.0182,19645.5686,12.25,5.25,train
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-15603,Japan,EAS,warm_moist,139.9058,35.6589,1.0,4,other,suburban,32.7,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.3,0.0,0.0,0.0,2.2,61.3,0.0,0.0,0.0,0.0,0.0,66.1792,14.19,149738,207225,303242,63,60.17,63,24.2674,28.4064,20.2247,23.5,11.0,35.25,44.75,58.75,55.375,34.6291,50.0862,231.0636,10620.3941,4.25,3.5,train
-15604,Japan,EAS,warm_moist,139.8139,36.0475,10.0,4,other,suburban,0.0,0.0,0.0,0.0,0.0,2.1,2.3,0.0,6.9,0.0,0.0,0.0,47.1,40.1,0.0,0.0,0.0,1.057,21.557,10.7602,8.55,21022,32862,167208,58,49.33,63,27.8446,37.1064,19.1704,27.0,12.25,40.25,52.25,75.195,70.6875,44.6572,63.0128,457.5742,27824.8258,26.25,10.5,train
-15605,Japan,EAS,warm_moist,140.0442,35.7992,18.0,8,other,suburban,11.3,0.0,0.0,0.0,0.0,4.9,0.0,0.0,6.0,0.0,0.0,0.0,22.4,52.3,0.0,0.0,0.0,0.304,0.0,49.8506,11.71,28547,91927,286245,63,61.64,63,25.9848,34.1997,17.9733,25.0,9.5,39.0,50.75,68.75,66.375,41.1341,57.788999999999994,364.1495,21775.097,18.5,8.0,train
-15606,Japan,EAS,warm_moist,140.1322,35.7944,25.0,24,other,suburban,7.4,0.0,0.0,0.0,0.0,8.9,0.0,0.0,11.4,0.0,0.0,0.0,27.3,41.5,1.8,0.0,0.0,0.419,0.0,49.8506,10.26,58910,90666,222503,59,58.16,63,26.6615,33.4252,20.5471,26.625,12.5,38.75,49.0,65.5,62.25,39.6652,55.5796,302.3789,18352.4049,11.5,5.75,train
-15607,Japan,EAS,warm_moist,140.2461,35.8469,12.0,2,other,suburban,1.8,0.0,0.0,0.0,0.0,12.6,0.0,0.0,15.2,0.0,0.0,0.0,38.3,26.8,3.2,0.0,0.0,0.17,0.0,7.01353,8.37,10492,14871,113028,46,31.46,63,29.02,36.1317,22.064,28.5,15.5,40.5,51.5,66.82,63.9062,42.2049,57.7538,356.0144,21931.0231,14.5,4.5,train
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-15700,Japan,EAS,warm_moist,139.5592,35.6219,23.0,13,other,suburban,1.7,0.0,0.0,0.0,0.0,4.8,0.0,0.0,1.8,0.0,0.0,0.0,0.0,89.3,0.0,0.0,0.0,0.006999999999999999,0.0,77.9079,15.05,195741,222417,303242,63,63.0,63,30.5692,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,64.1484,-999.0,-999.0,-999.0,-999.0,train
-15701,Japan,EAS,warm_moist,139.5861,35.5894,45.9,35,other,suburban,10.4,0.0,0.0,0.0,0.0,1.5,0.0,0.0,0.0,0.0,0.0,0.0,0.0,85.2,0.0,0.0,0.0,0.062,0.0,77.8121,15.12,168058,195741,303242,63,63.0,63,28.9734,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,59.0345,-999.0,-999.0,-999.0,-999.0,train
-15703,Japan,EAS,warm_moist,139.6319,35.3183,3.0,12,other,suburban,53.8,0.0,0.0,0.0,0.0,2.7,0.0,0.0,0.0,0.0,0.0,1.4,1.8,38.4,0.0,0.0,0.0,0.021,0.0,0.0,12.69,79781,125561,229070,62,60.38,63,28.2192,32.7426,23.4402,27.0,13.6667,39.5,52.6667,70.6667,68.7917,39.9917,57.5057,388.4111,21180.9165,20.6667,7.3333,train
-15704,Japan,EAS,warm_moist,139.6264,35.2211,3.0,0,other,suburban,71.6,0.0,0.0,0.0,0.0,4.3,0.0,0.0,0.0,0.0,0.0,1.3,1.6,19.5,0.0,0.0,0.0,0.044000000000000004,0.0,16.8593,10.02,31430,71518,229070,57,45.11,63,32.6564,38.1098,27.9586,31.6667,19.0,44.3333,57.3333,75.3333,72.5,45.0601,59.6587,382.2162,29187.9977,30.0,7.3333,train
-15705,Japan,EAS,warm_moist,139.7061,35.2264,3.0,9,other,suburban,67.2,0.0,0.0,0.0,0.0,9.6,0.0,0.0,1.0,0.0,0.0,1.2,2.4,17.2,0.0,0.0,0.0,0.0,0.0,4.14698,11.04,70830,71518,229070,58,43.63,63,29.7358,33.5559,24.9301,29.0,15.6667,40.6667,52.6667,67.9133,66.4167,40.4548,56.4852,302.4196,19814.1396,13.0,4.0,train
-15706,Japan,EAS,warm_moist,139.3469,35.3361,6.0,6,other,suburban,37.6,0.0,0.0,0.0,0.0,21.8,0.0,0.0,2.6,0.0,0.0,0.0,1.4,34.6,0.0,0.0,0.0,0.0,0.0,26.0137,9.43,28660,64446,166525,62,53.85,63,22.5534,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,46.544,-999.0,-999.0,-999.0,-999.0,train
-15707,Japan,EAS,warm_moist,139.3628,35.3769,9.5,6,other,suburban,26.5,0.0,0.0,0.0,0.0,25.8,0.0,0.0,2.8,0.0,0.0,0.0,1.4,41.4,0.0,0.0,0.0,0.0,10.202,26.0137,9.43,66641,99101,229070,62,61.57,63,23.3353,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,66.6875,40.616,50.9315,-999.0,-999.0,17.5,-999.0,train
-15708,Japan,EAS,warm_moist,139.3081,35.3356,8.0,30,other,suburban,34.3,0.0,0.0,0.0,0.0,31.3,0.0,0.0,2.4,0.0,0.0,0.0,1.4,28.5,0.0,0.0,0.0,0.0,0.0,26.0137,9.43,28660,64446,166525,61,54.74,63,23.6228,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,67.0625,40.781,53.1256,-999.0,-999.0,17.5,-999.0,train
-15709,Japan,EAS,warm_moist,139.3456,35.3181,10.0,-4,other,suburban,37.6,0.0,0.0,0.0,0.0,21.8,0.0,0.0,2.6,0.0,0.0,0.0,1.4,34.6,0.0,0.0,0.0,0.0,0.0,26.0137,9.43,28660,64446,166525,51,43.74,63,27.4466,36.2995,23.2844,-999.0,-999.0,-999.0,-999.0,-999.0,70.9375,43.7149,53.8795,406.4635,-999.0,21.5,7.0,train
-15710,Japan,EAS,warm_moist,139.3547,35.3553,8.7,7,other,suburban,37.6,0.0,0.0,0.0,0.0,21.8,0.0,0.0,2.6,0.0,0.0,0.0,1.4,34.6,0.0,0.0,0.0,0.0,10.202,26.0137,9.43,66641,99101,229070,62,59.89,63,25.0297,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,54.5751,-999.0,-999.0,-999.0,-999.0,train
-15711,Japan,EAS,warm_moist,139.5467,35.3192,9.0,1,other,suburban,47.8,0.0,0.0,0.0,0.0,2.5,0.0,0.0,1.3,0.0,0.0,1.2,1.3,45.1,0.0,0.0,0.0,0.0,0.0,42.1278,11.05,48143,88430,229070,61,54.75,63,29.1834,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,50.3692,-999.0,-999.0,-999.0,-999.0,train
-15712,Japan,EAS,warm_moist,139.4917,35.3389,12.0,11,other,suburban,43.7,0.0,0.0,0.0,0.0,5.1,0.0,0.0,2.2,0.0,0.0,1.1,1.6,45.6,0.0,0.0,0.0,0.0,0.0,26.0137,10.67,53785,100642,229070,62,57.76,63,30.5985,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,55.5663,-999.0,-999.0,-999.0,-999.0,train
-15713,Japan,EAS,warm_moist,139.4692,35.3983,35.0,9,other,suburban,30.5,0.0,0.0,0.0,0.0,12.3,0.0,0.0,2.6,0.0,0.0,0.0,1.2,51.5,0.0,0.0,0.0,0.0,0.584,26.0137,10.67,97168,109904,229070,62,61.98,63,27.3344,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,54.7974,-999.0,-999.0,-999.0,-999.0,train
-15714,Japan,EAS,warm_moist,139.4161,35.4031,30.0,20,other,suburban,28.6,0.0,0.0,0.0,0.0,17.2,0.0,0.0,2.5,0.0,0.0,0.0,1.3,48.5,0.0,0.0,0.0,0.0,9.779,26.046,12.13,78837,99101,229070,61,61.45,63,25.1431,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,54.8636,-999.0,-999.0,-999.0,-999.0,train
-15715,Japan,EAS,warm_moist,139.4494,35.34,13.3,6,other,suburban,41.0,0.0,0.0,0.0,0.0,8.8,0.0,0.0,2.5,0.0,0.0,0.0,1.5,44.6,0.0,0.0,0.0,0.0,0.0,26.0137,10.67,107562,107562,229070,62,57.91,63,28.1597,35.4001,22.2262,26.6667,13.3333,41.0,55.6667,73.6667,71.5139,42.6102,59.3768,438.8961,26208.4194,24.3333,8.0,train
-15716,Japan,EAS,warm_moist,139.1519,35.2644,14.0,25,other,suburban,27.8,0.0,0.0,0.0,0.0,48.1,0.0,0.0,3.1,0.0,0.0,0.0,4.2,13.6,1.3,0.0,0.0,0.039,0.35200000000000004,2.10935,7.05,30132,30132,99101,60,46.16,62,27.3515,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,56.7998,-999.0,-999.0,-999.0,-999.0,val
-15717,Japan,EAS,warm_moist,139.4047,35.3344,4.0,3,other,suburban,40.0,0.0,0.0,0.0,0.0,13.8,0.0,0.0,2.5,0.0,0.0,0.0,1.4,40.6,0.0,0.0,0.0,0.0,0.0,26.0137,10.67,46123,99101,229070,61,52.07,63,27.03,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,50.5799,-999.0,-999.0,-999.0,-999.0,train
-15718,Japan,EAS,warm_moist,139.58,35.2956,5.0,11,other,suburban,62.9,0.0,0.0,0.0,0.0,1.7,0.0,0.0,0.0,0.0,0.0,1.3,1.2,31.6,0.0,0.0,0.0,0.0,0.0,16.8593,9.47,8723,58776,229070,61,51.37,63,30.1987,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,54.4175,-999.0,-999.0,-999.0,-999.0,train
-15719,Japan,EAS,warm_moist,139.3731,35.5719,125.0,61,other,suburban,0.0,0.0,0.0,0.0,0.0,29.5,0.0,0.0,2.3,0.0,0.0,0.0,0.0,65.7,0.0,0.0,0.0,0.08800000000000001,0.0,27.7805,11.19,129529,129529,251799,63,62.13,63,25.1582,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,51.7874,-999.0,-999.0,-999.0,-999.0,train
-15720,Japan,EAS,warm_moist,139.4072,35.5222,95.0,66,other,suburban,1.4,0.0,0.0,0.0,0.0,27.2,0.0,0.0,2.4,0.0,0.0,0.0,1.2,65.9,0.0,0.0,0.0,0.08800000000000001,0.0,27.7805,12.61,129109,131097,251799,62,62.13,63,23.8902,31.0326,17.118,22.25,10.0,35.0,47.25,64.0,61.0312,37.5261,52.3448,286.2874,16190.863000000001,11.0,3.75,train
-15721,Japan,EAS,warm_moist,139.3433,35.5983,139.0,47,other,suburban,0.0,0.0,0.0,0.0,0.0,39.2,0.0,0.0,2.6,0.0,0.0,0.0,0.0,55.4,0.0,0.0,0.0,0.0,0.0,27.7805,11.19,74826,95171,196521,63,61.75,63,22.7725,31.4175,15.1117,20.25,7.25,35.0,48.25,67.0,63.875,38.1863,55.7916,292.8251,18474.2026,13.25,4.75,train
-15722,Japan,EAS,warm_moist,139.3344,35.5483,89.1,40,other,suburban,1.0,0.0,0.0,0.0,0.0,36.6,0.0,0.0,3.1,0.0,0.0,0.0,1.4,55.7,0.0,0.0,0.0,0.0,0.0,27.7805,11.19,65501,129529,195741,61,58.58,63,22.8862,29.658,16.4575,20.0,9.75,33.25,45.75,64.0,60.375,36.0191,52.7133,316.1643,15271.4891,11.75,4.5,train
-15723,Japan,EAS,warm_moist,139.2564,35.5864,163.4,125,other,suburban,0.0,0.0,0.0,0.0,0.0,59.8,0.0,0.0,2.5,0.0,0.0,0.0,0.0,34.5,0.0,0.0,0.0,0.0,0.0,27.7783,8.77,4382,15105,154850,46,38.81,63,24.5626,33.2794,16.5568,20.75,10.25,35.5,50.75,72.75,69.625,40.476,58.9975,395.0049,23274.3747,22.0,8.5,train
-15724,Japan,EAS,warm_moist,139.6203,35.1444,30.0,0,other,suburban,82.7,0.0,0.0,0.0,0.0,6.2,0.0,0.0,0.0,0.0,0.0,1.0,1.2,7.2,0.0,0.0,0.0,0.0,0.0,16.8385,8.51,5630,16515,125561,31,17.3,63,29.1574,31.768,25.3511,27.5,16.75,38.5,50.75,65.0,63.2262,37.8193,56.0844,197.8507,15191.9973,8.75,1.25,train
-15725,Japan,EAS,warm_moist,139.2197,35.3747,107.0,77,other,suburban,20.4,0.0,0.0,0.0,0.0,45.3,0.0,0.0,2.6,0.0,0.0,0.0,1.8,27.5,0.0,0.0,0.0,0.0,1.081,26.0117,8.58,22487,29226,119830,61,54.44,63,24.5636,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,53.2272,-999.0,-999.0,-999.0,-999.0,train
-15726,Japan,EAS,warm_moist,139.3681,35.4433,20.0,7,other,suburban,16.3,0.0,0.0,0.0,0.0,29.8,0.0,0.0,3.0,0.0,0.0,0.0,1.5,47.2,0.0,0.0,0.0,0.01,3.2230000000000003,26.046,10.44,45228,78331,229070,62,61.34,63,22.4814,31.9895,16.8373,22.0,8.5,35.5,50.0,69.5,67.375,38.9881,52.4299,352.9057,20505.5251,15.6667,4.6667,train
-15727,Japan,EAS,warm_moist,139.4578,35.4872,70.0,28,other,suburban,9.0,0.0,0.0,0.0,0.0,17.6,0.0,0.0,2.7,0.0,0.0,0.0,1.2,67.7,0.0,0.0,0.0,0.047,1.197,26.046,12.13,125351,131097,251799,63,62.76,63,24.0509,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,48.7409,-999.0,-999.0,-999.0,-999.0,train
-15728,Japan,EAS,warm_moist,139.315,35.4028,25.0,22,other,suburban,24.0,0.0,0.0,0.0,0.0,35.4,0.0,0.0,2.6,0.0,0.0,0.0,1.4,34.5,0.0,0.0,0.0,0.0,10.202,26.046,10.44,35843,64446,166525,61,58.93,63,23.6534,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,49.5707,-999.0,-999.0,-999.0,-999.0,train
-15729,Japan,EAS,warm_moist,139.3906,35.4464,19.0,6,other,suburban,17.3,0.0,0.0,0.0,0.0,22.1,0.0,0.0,2.9,0.0,0.0,0.0,1.3,54.2,0.0,0.0,0.0,0.01,3.2230000000000003,26.046,10.44,45228,78331,229070,62,61.59,63,22.8506,-999.0,17.633,-999.0,-999.0,-999.0,-999.0,-999.0,67.125,38.7871,50.5351,414.0141,-999.0,17.5,8.5,train
-15730,Japan,EAS,warm_moist,139.4075,35.4883,73.0,34,other,suburban,7.8,0.0,0.0,0.0,0.0,25.1,0.0,0.0,3.1,0.0,0.0,0.0,1.2,60.8,0.0,0.0,0.0,0.01,3.2230000000000003,26.046,12.13,119830,129109,229070,62,62.18,63,27.5412,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,52.6002,-999.0,-999.0,-999.0,-999.0,train
-15731,Japan,EAS,warm_moist,139.1153,35.3108,30.0,18,other,suburban,14.3,0.0,0.0,0.0,0.0,63.2,0.0,0.0,3.2,0.0,0.0,0.0,4.9,10.4,1.7,0.0,0.0,0.0,0.0,9.33263,7.38,11588,27003,66641,49,41.06,62,25.0543,33.8103,18.5511,22.5,13.0,36.0,50.0,69.34,67.0,40.0928,55.7192,331.2099,20843.6635,16.75,4.0,val
-15732,Japan,EAS,warm_moist,139.4261,35.4369,50.0,26,other,suburban,19.3,0.0,0.0,0.0,0.0,15.4,0.0,0.0,2.9,0.0,0.0,0.0,1.3,58.9,0.0,0.0,0.0,0.01,3.2230000000000003,26.046,12.13,78331,119830,229070,62,61.9,63,22.4727,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,50.8778,-999.0,-999.0,-999.0,-999.0,train
-15733,Japan,EAS,warm_moist,139.3839,35.3728,14.0,7,other,suburban,28.6,0.0,0.0,0.0,0.0,17.2,0.0,0.0,2.5,0.0,0.0,0.0,1.3,48.5,0.0,0.0,0.0,0.0,9.779,26.0137,9.43,66641,99101,229070,61,61.49,63,23.7103,32.2593,17.516,23.5,10.0,37.0,50.2,67.0,62.2083,37.4907,54.0684,318.4525,18865.4292,11.3333,4.3333,train
-15734,Japan,EAS,warm_moist,139.3142,35.5297,92.0,78,other,suburban,0.0,0.0,0.0,0.0,0.0,46.8,0.0,0.0,3.4,0.0,0.0,0.0,1.4,45.6,0.0,0.0,0.0,0.0,0.0,27.7805,11.19,28753,65501,195741,57,50.33,63,25.2432,32.9502,20.4151,23.25,14.0,35.75,50.5,71.04,68.375,39.6864,56.2275,341.5469,21269.6979,18.25,5.25,train
-15736,Japan,EAS,warm_moist,138.8833,37.7597,6.0,3,other,suburban,40.0,0.0,0.0,0.0,0.0,17.3,0.0,0.0,1.3,0.0,1.4,0.0,29.7,6.1,3.0,0.0,0.0,0.0,16.484,7.0982899999999995,1.94,6235,10586,41120,49,33.55,63,34.8784,39.3155,30.0592,35.3333,24.0,44.3333,52.3333,64.86,61.3571,44.2632,57.5693,170.7585,21506.642000000003,8.75,0.0,train
-15738,Japan,EAS,warm_moist,139.0794,37.9361,10.0,2,other,suburban,48.7,0.0,0.0,0.0,0.0,7.4,0.0,0.0,1.6,0.0,1.3,0.0,28.9,8.0,3.4,0.0,0.0,0.0,0.0,19.4891,2.17,27135,41120,41120,63,57.18,63,35.5353,38.0849,32.5788,35.5,25.75,45.0,52.5,64.75,62.375,43.4807,57.3772,177.3812,20428.5672,7.5,0.0,train
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-15758,Japan,EAS,warm_moist,138.2556,37.0386,40.0,41,other,suburban,12.7,0.0,0.0,0.0,1.5,57.7,0.0,0.0,1.9,0.0,2.9,0.0,7.9,1.9,12.4,0.0,0.0,0.0,0.5870000000000001,6.346769999999999,2.0,2621,5373,9474,50,30.17,61,34.9202,39.1164,29.3537,33.5,24.0,44.0,53.25,66.5,64.3125,44.1983,59.8625,217.8898,23821.4969,11.75,0.0,train
-15759,Japan,EAS,warm_moist,138.2736,37.1675,4.0,2,other,suburban,39.1,0.0,0.0,0.0,1.6,41.5,0.0,0.0,1.1,0.0,0.0,0.0,7.2,1.8,6.0,0.0,0.0,0.0,12.193,6.35503,2.01,9469,9469,9474,59,48.54,61,32.8109,37.2927,26.5114,33.0,20.25,42.5,51.0,61.5,59.1875,42.6381,57.2458,149.9742,17740.0389,3.75,0.0,train
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-15785,Japan,EAS,warm_moist,137.4461,36.8822,15.0,20,other,suburban,51.7,0.0,0.0,0.0,0.0,28.8,0.0,0.0,0.0,0.0,1.4,0.0,11.0,2.5,3.2,0.0,0.0,0.0,0.0,1.81067,2.19,6906,6906,26328,60,43.23,62,33.1566,37.3711,27.1335,32.75,21.25,42.5,51.5,64.5,62.1562,42.621,58.0152,173.6167,19385.7303,7.5,0.0,train
-15786,Japan,EAS,warm_moist,136.9889,36.6289,60.0,25,other,suburban,3.3,0.0,0.0,0.0,0.0,57.3,0.0,0.0,1.6,0.0,3.8,0.0,24.1,4.0,4.2,0.0,0.0,0.0,15.950999999999999,4.10802,2.52,6559,9000,26357,45,40.48,63,34.2294,39.046,28.7578,34.25,22.75,44.25,53.25,67.75,65.5625,44.8265,59.2899,202.4712,23426.8571,11.5,0.0,train
-15787,Japan,EAS,warm_moist,136.8742,36.6722,26.0,6,other,suburban,12.3,0.0,0.0,0.0,0.0,49.0,0.0,0.0,1.2,0.0,3.0,0.0,23.6,5.2,3.9,0.0,0.0,0.0,6.84,4.10802,2.43,4107,4848,21206,47,34.4,63,31.2432,38.2326,23.8626,31.75,17.25,42.25,53.75,68.5,65.2812,44.1309,60.7112,221.8407,24669.3591,15.5,0.5,train
-15788,Japan,EAS,warm_moist,137.5056,36.9358,25.0,18,other,suburban,58.4,0.0,0.0,0.0,0.0,27.8,0.0,0.0,0.0,0.0,1.5,0.0,7.3,0.0,2.8,0.0,0.0,0.0,0.0,1.06576,1.95,4856,6823,9240,46,29.35,61,33.12,38.7866,27.8344,33.25,22.25,42.75,52.5,65.5,63.1875,44.1305,57.3457,176.2195,22120.1745,8.5,0.25,train
-15789,Japan,EAS,warm_moist,137.1519,36.6603,12.0,6,other,suburban,18.3,0.0,0.0,0.0,0.0,37.1,0.0,0.0,1.6,0.0,3.7,0.0,29.4,5.1,3.5,0.0,0.0,0.0,4.399,7.92362,2.88,9611,21254,26357,60,52.97,63,33.3593,38.1929,26.7924,32.25,20.5,43.25,53.25,67.13,64.7812,43.958,60.2265,191.6899,23076.9096,11.0,0.25,train
-15790,Japan,EAS,warm_moist,137.0997,36.7006,20.0,24,other,suburban,15.8,0.0,0.0,0.0,0.0,39.9,0.0,0.0,1.6,0.0,3.7,0.0,28.7,5.1,3.7,0.0,0.0,0.0,15.05,7.44653,2.73,18392,21254,26357,57,51.32,63,30.0081,37.6541,22.7517,31.25,15.5,43.25,53.25,66.165,63.8438,43.8362,58.1988,175.5449,23138.5459,8.75,0.0,train
-15791,Japan,EAS,warm_moist,136.9119,36.5911,55.0,15,other,suburban,2.8,0.0,0.0,0.0,1.4,63.4,0.0,0.0,1.2,0.0,3.1,0.0,19.9,3.5,4.0,0.0,0.0,0.0,1.703,4.10278,2.41,6066,7567,21254,45,37.39,63,32.0046,38.2903,25.0656,30.25,19.5,42.25,54.0,69.75,67.4375,43.8434,61.5476,235.0734,25013.6908,18.25,1.0,train
-15792,Japan,EAS,warm_moist,136.9197,36.7156,15.0,21,other,suburban,17.0,0.0,0.0,0.0,0.0,43.7,0.0,0.0,1.4,0.0,3.2,0.0,26.5,3.1,3.5,0.0,0.0,0.0,0.267,4.11337,2.38,4022,10423,21254,42,35.49,63,29.5271,36.893,23.97,29.6667,18.0,40.3333,51.6667,68.6667,64.3333,42.5246,57.1093,240.0776,21262.6211,15.0,0.6667,train
-15793,Japan,EAS,warm_moist,136.6369,36.5308,20.0,15,other,suburban,31.6,0.0,0.0,0.0,1.2,42.1,0.0,0.0,1.3,0.0,2.6,0.0,13.4,4.5,2.5,0.0,0.0,0.0,12.427999999999999,8.22915,2.32,48633,48633,48633,60,53.95,63,30.2811,35.6723,28.4353,29.25,22.25,40.5,52.0,66.0,63.0312,40.2444,55.8963,191.0891,19470.1537,11.0,0.0,train
-15794,Japan,EAS,warm_moist,136.6067,36.5525,9.0,9,other,suburban,40.5,0.0,0.0,0.0,0.0,36.7,0.0,0.0,1.1,0.0,2.3,0.0,11.2,4.5,1.8,0.0,0.0,0.122,0.0,8.22915,2.32,21206,48633,48633,63,61.41,63,31.9898,37.4663,28.7063,32.5,22.25,43.25,52.75,66.75,63.5938,42.9699,57.5267,214.56599999999997,21778.5691,11.75,0.0,train
-15795,Japan,EAS,warm_moist,136.6769,36.5564,60.0,40,other,suburban,23.2,0.0,0.0,0.0,1.3,46.8,0.0,0.0,1.5,0.0,2.8,0.0,16.3,4.1,3.1,0.0,0.0,0.0,12.427999999999999,8.22915,2.32,16712,21206,48633,63,56.16,63,36.3756,39.6037,32.7291,35.0,26.25,44.75,54.5,69.25,66.7589,44.9678,60.4192,234.3873,25163.8293,15.0,0.25,train
-15796,Japan,EAS,warm_moist,136.6517,36.5669,16.0,17,other,suburban,39.5,0.0,0.0,0.0,0.0,35.7,0.0,0.0,1.0,0.0,2.4,0.0,13.5,4.0,2.3,0.0,0.0,0.0,12.427999999999999,8.22915,2.32,16712,21206,48633,63,61.59,63,35.8778,39.4377,32.6288,35.5,25.5,45.5,54.75,69.0,66.4688,45.2646,60.8901,239.329,26261.982999999997,16.0,0.25,train
-15797,Japan,EAS,warm_moist,136.6372,36.5894,4.0,6,other,suburban,39.5,0.0,0.0,0.0,0.0,35.7,0.0,0.0,1.0,0.0,2.4,0.0,13.5,4.0,2.3,0.0,0.0,0.0,12.427999999999999,8.22915,2.32,21206,48633,48633,63,62.26,63,34.449,38.0256,31.7202,34.75,25.75,43.75,52.25,65.41,63.25,43.3288,56.5336,189.3796,20412.0694,9.5,0.25,train
-15798,Japan,EAS,warm_moist,136.6042,36.5975,2.0,2,other,suburban,48.5,0.0,0.0,0.0,0.0,30.7,0.0,0.0,0.0,0.0,2.2,0.0,10.4,4.1,1.7,0.0,0.0,0.122,0.0,8.22915,2.32,13366,21206,48633,63,55.93,63,37.359,42.0675,32.4935,37.375,26.5,48.0,56.5,70.0,67.3125,47.8034,61.9473,228.4694,31447.6198,17.5,0.25,train
-15799,Japan,EAS,warm_moist,136.6769,36.5944,8.0,28,other,suburban,30.3,0.0,0.0,0.0,0.0,40.3,0.0,0.0,1.1,0.0,2.6,0.0,17.2,3.9,2.9,0.0,0.0,0.0,12.427999999999999,8.22915,2.32,16703,17633,48633,62,57.58,63,32.6179,39.1727,30.3888,34.5,25.0,44.0,52.75,65.75,62.3125,44.3638,54.74100000000001,181.8801,22639.8097,9.5,0.0,train
-15800,Japan,EAS,warm_moist,136.9583,37.0483,13.0,18,other,suburban,45.7,2.2,0.0,0.0,0.0,42.3,0.0,0.0,0.0,0.0,0.0,0.0,5.8,0.0,1.0,0.0,0.0,0.0,7.221,1.61229,1.68,4924,5032,11964,58,32.84,58,36.2779,39.9069,31.4583,37.0,25.75,45.75,54.0,66.935,63.8125,45.2025,59.748999999999995,190.8823,23332.5814,11.25,0.25,train
-15801,Japan,EAS,warm_moist,137.0067,37.0547,1.0,15,other,suburban,49.0,2.4,0.0,0.0,0.0,39.1,0.0,0.0,0.0,0.0,0.0,0.0,5.7,0.0,1.0,0.0,0.0,0.0,7.221,4.14007,1.7,1274,5032,5032,24,21.5,58,39.2377,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,58.2136,-999.0,-999.0,-999.0,-999.0,train
-15802,Japan,EAS,warm_moist,136.4614,36.4083,2.0,1,other,suburban,38.4,0.0,0.0,0.0,1.2,42.6,0.0,0.0,0.0,0.0,1.5,0.0,11.9,2.1,0.0,0.0,0.0,0.0,12.704,3.5450800000000005,2.22,5038,6952,48633,59,52.97,63,28.9209,35.4224,25.6248,29.0,19.75,39.25,51.75,65.75,62.875,40.2253,55.801,205.5213,19167.6544,10.75,0.0,train
-15803,Japan,EAS,warm_moist,136.3153,36.3022,5.0,6,other,suburban,42.2,0.0,0.0,0.0,0.0,34.5,0.0,0.0,1.3,0.0,0.0,0.0,14.8,4.1,0.0,0.0,0.0,0.0,6.671,3.54052,2.05,7430,7430,17050,38,30.07,61,25.9126,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,46.7965,-999.0,-999.0,-999.0,-999.0,test
-15804,Japan,EAS,warm_moist,136.7783,36.8928,3.0,4,other,suburban,44.0,0.0,0.0,0.0,0.0,38.5,0.0,0.0,0.0,0.0,0.0,0.0,11.2,1.5,1.3,0.0,0.0,0.0,0.0,2.07095,1.76,3115,4078,18214,44,24.15,61,33.2578,40.5955,32.4083,36.5,26.75,45.5,54.0,67.93,65.375,44.9865,54.6803,188.7088,24091.4199,12.5,0.0,test
-15805,Japan,EAS,warm_moist,136.5628,36.5194,20.0,21,other,suburban,49.0,0.0,0.0,0.0,0.0,28.8,0.0,0.0,1.1,0.0,2.3,0.0,11.3,4.5,1.4,0.0,0.0,0.122,0.0,8.22915,2.21,20045,48633,48633,62,57.97,63,35.2769,39.0132,31.4131,35.25,25.5,44.5,53.25,66.25,63.5938,44.4353,58.3597,183.3508,22910.4648,10.75,0.0,train
-15806,Japan,EAS,warm_moist,136.5756,36.47,57.0,35,other,suburban,32.2,0.0,0.0,0.0,1.2,43.8,0.0,0.0,1.4,0.0,2.4,0.0,11.9,4.6,1.8,0.0,0.0,0.0,13.124,1.73817,2.25,14443,20045,48633,53,47.32,63,31.3086,37.0492,28.9654,31.25,22.5,42.25,53.25,67.75,64.4688,41.8866,57.3593,248.5494,21663.7511,15.0,0.5,train
-15807,Japan,EAS,warm_moist,136.4547,36.4467,10.0,0,other,suburban,47.4,0.0,0.0,0.0,0.0,33.1,0.0,0.0,0.0,0.0,2.0,0.0,11.2,3.2,0.0,0.0,0.0,0.0,0.0,3.5450800000000005,2.22,6952,15983,48633,59,46.76,63,29.9219,36.0821,26.5598,29.75,21.25,40.0,51.25,64.875,61.9688,40.8326,55.7578,175.2718,18344.6458,9.0,0.0,train
-15808,Japan,EAS,warm_moist,136.4753,36.4756,15.0,2,other,suburban,48.5,0.0,0.0,0.0,0.0,29.1,0.0,0.0,1.1,0.0,2.2,0.0,11.7,4.7,1.3,0.0,0.0,0.0,0.0,3.5450800000000005,2.22,13966,15983,48633,49,43.31,63,36.804,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,55.9107,-999.0,-999.0,-999.0,-999.0,train
-15809,Japan,EAS,warm_moist,136.7281,36.6672,3.0,13,other,suburban,34.9,0.0,0.0,0.0,0.0,35.4,0.0,0.0,0.0,0.0,2.7,0.0,18.6,4.0,2.6,0.0,0.0,0.0,11.632,4.10771,2.39,11125,16703,48633,56,39.81,63,32.3781,38.2735,26.4498,32.0,20.25,43.0,53.7,68.5,65.625,43.6836,60.0905,230.7149,23921.5213,15.0,0.25,train
-15810,Japan,EAS,warm_moist,136.6306,36.6347,30.0,11,other,suburban,47.1,0.0,0.0,0.0,0.0,30.5,0.0,0.0,0.0,0.0,2.3,0.0,12.4,3.7,2.0,0.0,0.0,0.006999999999999999,0.0,8.23967,2.19,2406,17633,48633,61,50.9,63,35.6583,40.7191,30.4343,36.5,24.5,46.5,55.5,69.25,67.1562,46.6379,60.8506,212.7313,27969.1629,16.5,0.25,train
-15811,Japan,EAS,warm_moist,136.8933,37.0603,16.0,14,other,suburban,41.8,2.2,0.0,0.0,0.0,47.1,0.0,0.0,0.0,0.0,0.0,0.0,5.2,0.0,0.0,0.0,0.0,0.0,11.732999999999999,1.61229,1.47,2922,4089,5032,23,23.77,58,30.6755,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,52.5091,-999.0,-999.0,-999.0,-999.0,train
-15813,Japan,EAS,warm_moist,136.9178,36.9653,75.0,73,other,suburban,45.7,1.8,0.0,0.0,0.0,41.8,0.0,0.0,0.0,0.0,0.0,0.0,6.7,1.0,1.0,0.0,0.0,0.0,3.8810000000000002,2.07382,1.83,3434,3941,18214,33,22.53,62,38.8748,42.9063,34.6267,38.75,30.0,47.0,56.0,69.5,66.4688,47.5098,61.2595,235.3673,29023.1203,15.5,0.25,train
-15814,Japan,EAS,warm_moist,136.9989,37.1233,25.0,6,other,suburban,41.4,2.3,0.0,0.0,0.0,50.8,0.0,0.0,0.0,0.0,0.0,0.0,2.9,0.0,0.0,0.0,0.0,0.177,0.0,1.61439,1.5,448,1759,5032,9,7.61,58,34.8626,40.5645,29.5383,36.0,24.0,45.0,53.5,66.5,63.0625,45.4042,55.7862,231.502,24585.3291,12.0,0.0,train
-15815,Japan,EAS,warm_moist,136.2225,36.0569,7.0,4,other,suburban,10.1,0.0,0.0,0.0,0.0,64.4,0.0,0.0,3.3,0.0,1.0,0.0,13.9,4.5,0.0,0.0,0.0,0.0,16.471,2.01678,1.99,12035,12487,17050,61,57.06,62,29.1703,35.6007,23.198,28.0,16.0,40.75,52.5,66.75,63.7812,41.4668,58.3529,228.1678,21187.4827,11.0,0.0,val
-15816,Japan,EAS,warm_moist,136.2619,36.0739,11.0,3,other,suburban,15.9,1.1,0.0,0.0,0.0,58.9,0.0,0.0,3.2,0.0,1.0,0.0,14.0,4.3,0.0,0.0,0.0,0.0,16.471,2.01678,1.99,12343,12985,17050,59,51.74,62,29.0252,36.806,20.7778,29.0,13.0,41.3333,53.0,67.3333,64.625,43.2202,58.5532,221.6125,23289.3418,12.0,0.3333,val
-15817,Japan,EAS,warm_moist,136.1,36.1472,40.5,22,other,suburban,51.9,0.0,0.0,0.0,0.0,27.2,0.0,0.0,2.5,0.0,0.0,0.0,12.3,4.2,0.0,0.0,0.0,0.0,0.0,3.73254,1.68,10992,12336,17050,12,14.56,62,41.4752,45.3413,36.5133,41.5,31.0,51.0,59.0,72.5,69.2857,50.4112,62.1394,264.8283,37322.5464,20.5,0.5,val
-15818,Japan,EAS,warm_moist,136.2197,36.0661,9.0,4,other,suburban,15.9,1.1,0.0,0.0,0.0,58.9,0.0,0.0,3.2,0.0,1.0,0.0,14.0,4.3,0.0,0.0,0.0,0.0,16.471,2.01678,1.99,12035,12487,17050,62,58.05,62,29.9906,34.7689,23.6671,29.0,16.3333,40.6667,50.6667,63.72,61.7917,41.0725,56.3682,197.2827,19173.8752,6.3333,0.0,val
-15819,Japan,EAS,warm_moist,136.1939,36.1194,5.0,3,other,suburban,32.5,0.0,0.0,0.0,0.0,44.0,0.0,0.0,2.8,0.0,0.0,0.0,13.2,4.4,0.0,0.0,0.0,0.0,1.001,3.73254,1.81,12487,17050,17050,51,45.65,62,35.5301,41.1217,29.372,35.5,23.5,46.0,56.75,70.0,67.375,47.2095,62.128,253.5855,30081.1097,15.0,0.5,val
-15821,Japan,EAS,warm_moist,136.185,36.045,10.0,2,other,suburban,20.6,0.0,0.0,0.0,0.0,55.8,0.0,0.0,3.1,0.0,0.0,0.0,13.2,4.3,0.0,0.0,0.0,0.0,0.578,3.7278599999999997,2.01,11329,13645,17050,58,51.45,62,30.4121,35.9998,23.3852,29.5,16.0,41.5,51.75,65.505,62.8438,42.4585,58.6417,206.0481,20744.5448,10.0,0.0,val
-15823,Japan,EAS,warm_moist,136.2067,36.0153,10.0,12,other,suburban,20.6,0.0,0.0,0.0,0.0,55.8,0.0,0.0,3.1,0.0,0.0,0.0,13.2,4.3,0.0,0.0,0.0,0.0,17.525,2.01678,1.99,11329,13645,17050,57,48.36,62,28.1485,35.8967,20.1572,27.0,12.0,41.0,53.3333,68.0,65.0833,42.838,59.1774,235.8991,23486.3061,14.6667,0.3333,val
-15824,Japan,EAS,warm_moist,136.215,36.0478,9.0,4,traffic,suburban,20.6,0.0,0.0,0.0,0.0,55.8,0.0,0.0,3.1,0.0,0.0,0.0,13.2,4.3,0.0,0.0,0.0,0.0,16.471,2.01678,1.99,11329,13645,17050,61,55.63,62,24.2256,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,49.8185,-999.0,-999.0,-999.0,-999.0,val
-15825,Japan,EAS,warm_moist,136.0622,35.6536,3.0,0,other,suburban,35.8,1.5,0.0,0.0,3.1,54.2,0.0,0.0,0.0,0.0,0.0,0.0,3.7,0.0,0.0,0.0,0.0,0.0,0.0,5.82645,2.19,4169,4818,7210,59,40.07,60,33.6328,39.2441,27.4615,34.0,20.5,44.75,55.0,68.75,65.9375,45.1997,59.5728,253.3084,26041.2017,14.75,0.5,val
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-15827,Japan,EAS,warm_moist,136.1578,35.9086,30.0,15,other,suburban,28.5,0.0,0.0,0.0,2.2,57.9,0.0,0.0,2.1,0.0,0.0,0.0,4.5,3.1,0.0,0.0,0.0,0.0,0.0,2.9210599999999998,2.04,7370,10100,13645,57,44.7,62,29.0604,34.9631,22.6343,28.0,15.5,39.75,50.75,66.75,64.25,41.2584,58.5359,236.8988,19622.6848,11.75,0.0,val
-15828,Japan,EAS,warm_moist,135.7503,35.4967,2.0,3,other,suburban,31.8,1.3,0.0,0.0,0.0,64.0,0.0,0.0,0.0,0.0,0.0,0.0,1.6,0.0,0.0,0.0,0.0,0.0,6.165,0.724887,1.99,1988,2429,11171,48,21.67,51,32.6999,37.531,27.0595,31.75,20.25,43.0,52.75,66.25,64.2812,43.1401,58.2112,201.8536,21425.75,10.5,0.0,val
-15829,Japan,EAS,warm_moist,136.4881,35.9914,170.0,13,other,suburban,0.0,0.0,0.0,0.0,5.8,81.2,0.0,0.0,2.2,0.0,1.2,0.0,5.8,1.4,1.5,0.0,0.0,0.0,0.0,0.520922,1.77,1148,1403,13384,49,25.59,62,30.0938,35.3434,24.2591,28.25,17.0,40.5,52.75,67.25,65.1562,40.9662,59.3601,222.0047,20240.8274,12.0,0.25,train
-15830,Japan,EAS,warm_moist,136.1847,35.9689,12.0,7,other,suburban,19.9,0.0,0.0,0.0,0.0,59.6,0.0,0.0,2.9,0.0,0.0,0.0,11.0,4.0,0.0,0.0,0.0,0.0,0.0,2.9210599999999998,2.04,13645,13645,17050,58,49.02,62,27.775,35.4984,19.7396,26.25,12.75,39.5,52.75,67.175,64.5625,42.0556,59.9722,239.9866,22072.078999999998,12.25,0.25,val
-15832,Japan,EAS,warm_moist,136.1431,36.1908,10.0,1,other,suburban,49.6,0.0,0.0,0.0,0.0,29.6,0.0,0.0,2.1,0.0,0.0,0.0,12.5,4.0,0.0,0.0,0.0,0.0,0.0,3.73254,1.81,8380,12161,17050,29,27.97,62,35.2358,39.5251,29.9705,34.75,24.0,44.5,54.5,67.0,64.0938,44.5912,60.7269,202.3598,23462.8365,11.0,0.25,val
-15834,Japan,EAS,warm_moist,136.2286,36.2122,5.2,12,other,suburban,40.9,0.0,0.0,0.0,0.0,35.2,0.0,0.0,1.7,0.0,0.0,0.0,15.0,4.1,0.0,0.0,0.0,0.0,19.84,2.02189,1.8,6559,11963,17050,42,34.46,62,33.1233,38.1029,27.2721,32.0,20.6667,43.3333,54.0,67.3333,64.4167,43.5247,58.4473,206.5851,23280.3391,12.6667,0.3333,val
-15837,Japan,EAS,warm_moist,136.2258,36.165,5.0,5,other,suburban,31.7,0.0,0.0,0.0,0.0,44.0,0.0,0.0,2.3,0.0,0.0,0.0,14.6,4.2,0.0,0.0,0.0,0.0,18.437,2.01931,1.85,11963,17050,17050,51,43.38,62,31.9954,37.0713,25.844,30.0,18.75,41.75,54.5,69.0,65.6875,42.4526,61.5145,236.1918,22965.6127,14.75,0.25,val
-15838,Japan,EAS,warm_moist,136.2478,35.9192,25.0,58,other,suburban,9.2,0.0,0.0,0.0,2.5,71.3,0.0,0.0,3.0,0.0,0.0,0.0,7.7,4.1,0.0,0.0,0.0,0.0,9.951,0.520883,2.11,6880,9589,13645,25,24.41,62,29.7258,36.3277,22.4953,27.25,15.75,40.5,53.25,68.75,66.0179,42.8744,60.9235,238.9533,23879.3402,14.5,0.25,val
-15839,Japan,EAS,warm_moist,135.9089,35.5481,10.0,148,other,suburban,35.0,1.5,0.0,0.0,0.0,57.1,0.0,0.0,0.0,0.0,0.0,0.0,3.7,0.0,0.0,0.0,0.0,0.0,0.0,0.540198,2.21,1524,1538,4820,14,9.05,60,34.2653,40.1044,26.9662,33.25,20.75,45.5,55.0,69.25,66.875,45.6296,61.4392,255.7885,27832.8378,15.75,0.25,val
-15840,Japan,EAS,warm_moist,138.5503,35.6719,281.0,20,other,suburban,0.0,0.0,0.0,0.0,1.7,71.6,0.0,0.0,0.0,0.0,0.0,0.0,16.4,4.4,4.2,0.0,0.0,0.0,3.1239999999999997,5.93778,3.06,48158,48158,48158,63,59.68,63,27.6728,35.3176,22.680999999999997,28.6667,13.6667,41.6667,53.6667,66.6667,64.7083,41.9262,55.9717,166.0518,21114.5326,9.3333,0.0,val
-15841,Japan,EAS,cool_moist,138.8008,35.4806,815.0,114,other,suburban,0.0,1.5,0.0,0.0,1.7,80.8,0.0,0.0,0.0,0.0,0.0,0.0,8.9,1.7,3.2,0.0,0.0,0.0,0.0,3.1753,3.22,6555,7125,23342,61,42.85,63,30.5884,36.2835,24.7917,28.5,19.0,40.0,52.5,67.25,65.2812,41.4366,57.4409,218.8187,21028.7865,12.75,1.0,train
-15842,Japan,EAS,warm_moist,138.8969,35.5403,515.0,149,other,suburban,0.0,1.3,0.0,0.0,1.6,87.4,0.0,0.0,0.0,0.0,0.0,0.0,5.8,0.0,1.5,0.0,0.0,0.0,0.0,1.74835,3.2,3803,4979,13551,42,22.83,63,26.4194,33.5178,20.06,24.5,14.25,37.0,49.25,65.855,63.1875,39.0562,54.8615,217.6496,17359.1035,9.25,0.5,train
-15843,Japan,EAS,warm_moist,138.7139,35.7039,392.0,78,other,suburban,0.0,0.0,0.0,0.0,1.4,76.1,0.0,0.0,0.0,0.0,0.0,0.0,13.4,4.4,2.5,0.0,0.0,0.0,0.0,1.7525700000000002,2.67,10823,10890,48158,59,42.59,63,29.8231,37.0551,23.1536,28.5,17.75,40.75,52.75,67.75,65.625,43.1307,58.5083,198.0806,23032.9635,13.0,0.0,val
-15844,Japan,EAS,warm_moist,138.9353,35.6086,420.0,76,other,suburban,0.0,1.1,0.0,0.0,1.5,90.4,0.0,0.0,0.0,0.0,0.0,0.0,4.2,0.0,1.5,0.0,0.0,0.0,0.0,1.7505,3.83,2336,3692,40016,51,26.67,63,20.5945,31.7034,10.1595,15.0,3.75,34.25,49.25,69.75,66.125,38.8127,55.9175,293.8849,20585.0323,18.75,5.5,train
-15845,Japan,EAS,warm_moist,138.4569,35.7003,358.0,36,other,suburban,0.0,0.0,0.0,0.0,1.5,73.6,0.0,0.0,0.0,0.0,0.0,0.0,14.9,4.4,3.9,0.0,0.0,0.0,2.685,1.837,2.47,4163,12035,48158,57,43.97,63,26.9701,34.1162,19.2112,26.5,10.25,40.0,51.0,64.0,61.5312,40.4377,55.6009,126.0181,18441.679,5.5,0.0,val
-15846,Japan,EAS,warm_moist,138.6417,35.6533,270.0,24,other,suburban,0.0,0.0,0.0,0.0,1.5,73.5,0.0,0.0,0.0,0.0,0.0,0.0,14.7,4.5,3.3,0.0,0.0,0.0,1.109,5.93778,2.97,22402,23342,48158,63,55.59,63,27.7254,37.9188,18.4619,27.0,11.0,42.75,55.5,70.25,67.7188,44.8564,60.5573,215.6109,27852.1786,17.25,0.25,val
-15848,Japan,EAS,warm_moist,138.4558,35.2847,130.0,8,other,suburban,0.0,0.0,0.0,0.0,0.0,89.7,0.0,0.0,1.4,0.0,0.0,0.0,1.6,3.2,2.0,0.0,0.0,0.0,0.0,3.77103,3.68,871,1057,19775,15,9.18,63,25.8359,34.0097,18.6326,23.0,13.5,36.75,51.25,68.5,66.1161,40.2155,56.924,197.5281,20376.8393,13.75,0.75,train
-15849,Japan,EAS,warm_moist,138.4622,35.6047,293.0,32,other,suburban,0.0,0.0,0.0,0.0,1.0,78.7,0.0,0.0,0.0,0.0,0.0,0.0,11.6,4.4,2.4,0.0,0.0,0.0,2.572,1.8347,2.65,9591,16029,48158,57,46.41,63,27.2298,35.169000000000004,20.6393,27.25,13.0,41.25,52.75,65.75,64.125,41.6798,56.1232,178.567,20367.5604,9.5,0.0,val
-15850,Japan,EAS,warm_moist,139.11,35.6328,260.0,94,other,suburban,0.0,0.0,0.0,0.0,1.0,89.8,0.0,0.0,1.3,0.0,0.0,0.0,0.0,5.6,0.0,0.0,0.0,0.0,0.0,1.9284400000000002,6.76,3758,3800,129529,48,24.75,63,23.6581,33.1313,14.1426,19.0,8.0,34.875,51.25,75.25,70.7812,40.6171,59.8753,415.3614,25116.1378,28.0,10.75,train
-15851,Japan,EAS,warm_moist,138.18,36.6394,360.0,17,other,suburban,0.0,0.0,0.0,0.0,3.6,72.1,0.0,0.0,0.0,0.0,0.0,0.0,5.8,9.5,7.7,0.0,0.0,0.068,0.568,5.15453,2.05,15190,15198,15206,63,54.1,63,31.1647,38.4641,25.5834,31.6667,19.0,43.6667,54.3333,69.3333,66.625,44.3568,59.4912,212.4945,25495.3861,15.6667,0.0,val
-15852,Japan,EAS,warm_moist,138.22,36.6667,373.0,43,other,suburban,0.0,0.0,0.0,0.0,2.7,70.6,0.0,0.0,0.0,0.0,1.3,0.0,5.8,8.7,10.0,0.0,0.0,0.0,9.902000000000001,2.28935,1.92,15190,15198,15206,63,58.07,63,29.4034,35.8883,22.9163,30.0,17.0,40.5,50.75,63.75,60.875,41.9371,57.3299,154.6195,19177.1638,7.5,0.0,val
-15853,Japan,EAS,warm_moist,138.1417,36.5786,356.0,9,other,suburban,0.0,0.0,0.0,0.0,3.4,73.3,0.0,0.0,0.0,0.0,0.0,0.0,7.0,9.7,5.7,0.0,0.0,0.16899999999999998,6.353,5.14795,2.22,12836,15198,15206,62,49.43,63,27.3372,34.1383,20.5287,27.25,15.0,38.0,48.0,60.75,58.2098,39.9525,54.2607,131.1479,14991.676000000001,5.25,0.0,val
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-15858,Japan,EAS,warm_moist,138.2608,36.4008,458.0,56,other,suburban,0.0,0.0,0.0,0.0,2.6,73.8,0.0,0.0,0.0,0.0,0.0,0.0,12.7,6.2,4.0,0.0,0.0,0.064,4.803,3.8444199999999995,2.22,12477,12477,15206,63,53.06,63,28.5895,36.4616,20.3779,-999.0,-999.0,-999.0,-999.0,-999.0,63.75,42.7272,53.3398,225.4468,21905.8164,10.0,2.0,train
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-15860,Japan,EAS,warm_moist,138.1061,36.0394,761.0,5,other,suburban,0.0,0.0,0.0,0.0,2.0,77.7,0.0,0.0,0.0,0.0,0.0,0.0,12.1,4.9,1.4,0.0,0.0,0.0,2.6839999999999997,3.03024,1.88,9031,9875,13763,62,47.63,63,29.9465,37.1653,22.7908,30.75,16.25,42.5,53.5,66.5,65.1875,43.0825,59.5085,161.8328,22359.6357,11.0,0.0,train
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-15864,Japan,EAS,warm_moist,138.3697,36.7442,368.0,50,other,suburban,0.0,0.0,0.0,0.0,2.8,70.7,0.0,0.0,1.1,0.0,1.9,0.0,6.6,5.8,10.6,0.0,0.0,0.071,0.0,2.2925,1.67,9511,9511,15206,49,38.63,63,31.5356,36.6983,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,61.6875,42.5845,54.4616,-999.0,-999.0,7.5,-999.0,val
-15865,Japan,EAS,cool_moist,137.8619,36.5078,725.0,80,other,suburban,0.0,0.0,0.0,0.0,2.2,73.1,0.0,0.0,1.7,0.0,8.8,0.0,9.1,0.0,3.9,0.0,0.0,0.004,0.0,0.826225,1.57,1131,1133,15198,53,24.03,62,34.0733,33.7779,24.1145,-999.0,-999.0,-999.0,-999.0,-999.0,58.125,38.3897,53.9252,89.2744,15024.5729,3.0,0.0,train
-15866,Japan,EAS,warm_moist,138.4619,36.2297,673.0,24,other,suburban,0.0,0.0,0.0,0.0,3.6,78.4,0.0,0.0,0.0,0.0,0.0,0.0,13.8,0.0,2.7,0.0,0.0,0.126,4.871,1.4025299999999998,2.06,6410,6697,12476,56,35.74,63,30.829,36.3652,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,63.875,42.5202,56.4377,278.3717,20530.0424,11.5,3.0,train
-15867,Japan,EAS,cool_moist,137.6881,35.8392,758.0,0,other,suburban,0.0,0.0,0.0,0.0,2.3,94.5,0.0,0.0,0.0,0.0,0.0,0.0,1.5,0.0,0.0,0.0,0.0,0.0,0.0,0.647165,1.65,710,851,5968,20,11.83,62,26.7258,-999.0,16.1869,-999.0,-999.0,-999.0,-999.0,-999.0,59.375,36.7128,52.91,158.1645,-999.0,5.0,0.0,train
-15868,Japan,EAS,warm_moist,136.7603,35.4231,14.0,21,other,suburban,0.0,0.0,0.0,0.0,0.0,43.6,0.0,0.0,3.2,0.0,1.7,0.0,29.7,19.4,0.0,0.0,0.0,0.037000000000000005,17.052,21.3743,3.55,34538,34538,68250,63,62.86,63,29.4617,35.4224,23.8715,28.25,16.5,40.5,52.25,69.5,67.6562,42.531000000000006,57.2637,278.7677,23466.3187,18.75,2.25,test
-15869,Japan,EAS,warm_moist,136.75,35.3853,11.0,3,other,suburban,0.0,0.0,0.0,0.0,0.0,35.7,0.0,0.0,3.3,0.0,1.7,0.0,33.2,23.3,0.0,0.0,0.0,0.037000000000000005,17.052,21.3478,4.09,34516,41054,119513,63,63.0,63,27.0567,34.3811,19.8907,25.75,12.25,39.0,51.25,69.5,66.7723,41.618,58.055,265.4047,22773.8799,17.75,1.75,test
-15870,Japan,EAS,warm_moist,136.7725,35.4567,18.0,6,other,suburban,0.0,0.0,0.0,0.0,0.0,39.7,1.0,0.0,3.8,0.0,1.9,0.0,30.2,21.5,0.0,0.0,0.0,0.136,11.048,21.3743,3.55,34538,41054,72469,62,59.41,63,27.5164,34.1881,20.3567,25.25,13.5,38.25,50.4,68.0,65.0625,41.198,57.5186,264.2429,20821.2038,13.75,1.25,test
-15871,Japan,EAS,warm_moist,136.6114,35.3583,6.0,5,other,suburban,0.0,1.1,0.0,0.0,0.0,49.6,0.0,0.0,2.0,0.0,0.0,0.0,30.8,13.9,0.0,0.0,0.0,0.337,4.675,9.10896,3.63,32751,32751,68250,63,61.87,63,28.1009,34.1832,23.5694,27.5,17.5,38.5,49.5,65.75,63.75,40.5191,54.2007,217.0114,18799.1607,11.5,0.75,test
-15872,Japan,EAS,warm_moist,136.6225,35.3408,5.0,3,other,suburban,0.0,1.1,0.0,0.0,0.0,41.7,0.0,0.0,2.5,0.0,1.3,0.0,33.9,17.3,0.0,0.0,0.0,0.294,16.977999999999998,9.10896,3.63,32751,32751,68250,63,61.64,63,28.8271,35.1281,22.5658,27.625,16.5,39.0,50.75,69.0,66.4688,41.8693,56.7755,284.8856,21680.0944,16.25,2.75,test
-15873,Japan,EAS,warm_moist,137.2525,36.1458,573.0,0,other,suburban,0.0,0.0,0.0,0.0,5.3,90.8,0.0,0.0,0.0,0.0,0.0,0.0,1.1,0.0,1.8,0.0,0.0,0.026000000000000002,0.986,0.8697030000000001,1.69,8157,8157,8157,61,42.11,62,24.0375,29.6838,18.8407,22.5,11.5,35.3125,45.0,57.5,56.5938,35.4022,51.3672,160.6652,11975.0857,5.75,0.0,val
-15874,Japan,EAS,warm_moist,137.5003,35.4886,323.0,36,other,suburban,0.0,0.0,0.0,0.0,0.0,93.8,0.0,0.0,0.0,0.0,0.0,0.0,1.9,2.2,1.3,0.0,0.0,0.21899999999999997,1.881,0.8745649999999999,1.93,3459,3476,5702,53,32.84,59,22.7914,32.9652,12.4586,18.75,5.75,35.5,50.0,68.5,66.5,40.1582,58.6211,280.1214,21116.312,17.5,3.75,train
-15875,Japan,EAS,warm_moist,136.7031,35.32,7.0,4,other,suburban,0.0,1.1,0.0,0.0,0.0,34.6,0.0,0.0,2.7,0.0,1.7,0.0,35.2,22.5,0.0,0.0,0.0,0.133,17.1,21.3478,4.09,20126,31125,139136,63,60.24,63,26.1247,32.7112,19.2051,24.75,12.5,36.25,48.25,66.455,63.8438,39.5431,55.0543,251.2682,18132.0179,11.75,2.0,test
-15876,Japan,EAS,warm_moist,137.0308,35.4575,84.0,15,other,suburban,0.0,0.0,0.0,0.0,0.0,58.2,0.0,0.0,4.3,0.0,1.8,0.0,13.6,18.5,1.7,0.0,0.0,0.174,14.190999999999999,7.299010000000001,3.65,16768,20663,86004,63,57.25,63,26.7321,34.9573,18.1007,23.75,11.25,38.75,51.75,70.48,67.4375,42.3183,59.4893,301.5102,24154.1855,19.0,2.75,train
-15877,Japan,EAS,warm_moist,136.8797,35.4111,40.0,27,other,suburban,0.0,0.0,0.0,0.0,0.0,43.1,1.1,0.0,4.6,0.0,1.9,0.0,24.2,22.7,1.3,0.0,0.0,0.07400000000000001,15.557,21.3759,3.65,28438,51280,139136,63,61.22,63,29.2485,36.2262,21.5274,27.125,14.75,40.25,53.0,72.25,69.2188,43.2985,59.4814,310.9475,25651.7046,24.25,3.75,test
-15878,Japan,EAS,warm_moist,137.1594,35.2992,216.0,103,other,suburban,0.0,0.0,0.0,0.0,0.0,52.2,0.0,0.0,4.6,0.0,1.6,0.0,15.4,22.0,2.5,0.0,0.0,0.255,0.823,20.4128,5.03,20386,23909,142329,40,39.36,63,25.3398,34.0136,16.6434,22.0,10.0,37.25,51.5,70.0,67.4062,41.3834,57.48,313.6798,23187.4074,18.25,4.5,val
-15879,Japan,EAS,cool_moist,137.5233,36.1639,1949.0,661,other,suburban,0.0,0.0,0.0,0.0,4.4,88.0,0.0,0.0,0.0,0.0,3.6,0.0,0.0,0.0,2.1,0.0,0.0,0.0,0.0,0.264585,1.57,371,371,8100,6,6.01,61,43.5736,42.9899,45.1986,44.0,37.0,51.75,59.5,71.25,68.442,47.8184,61.6334,222.5039,28307.6225,16.25,0.0,val
-15880,Japan,EAS,warm_moist,138.4181,34.9508,5.0,0,other,suburban,42.9,0.0,0.0,0.0,0.0,36.8,0.0,0.0,1.3,0.0,0.0,0.0,1.2,15.1,1.1,0.0,0.0,0.068,0.0,8.42649,3.87,4416,6959,41019,58,45.11,63,27.528000000000002,35.8408,18.9592,26.25,10.75,40.75,54.0,69.75,67.6875,42.7339,59.9004,235.4141,23692.3406,16.5,1.0,val
-15881,Japan,EAS,warm_moist,138.4472,35.0028,23.0,47,other,suburban,43.4,0.0,0.0,0.0,0.0,39.9,0.0,0.0,0.0,0.0,0.0,0.0,0.0,13.4,0.0,0.0,0.0,0.068,0.0,3.7618400000000003,4.16,8178,13632,41019,62,60.12,63,29.9721,37.762,21.9713,28.5,14.75,42.4375,57.0,74.0,71.9062,44.8447,60.9115,282.38599999999997,29207.0373,28.25,4.5,val
-15882,Japan,EAS,warm_moist,137.5569,34.8028,2.2,-1,other,suburban,26.8,0.0,0.0,0.0,0.0,33.2,0.0,0.0,1.8,0.0,0.0,1.0,9.1,24.6,2.0,0.0,0.0,0.264,0.0,3.8586099999999997,3.69,3179,22377,37913,45,26.78,63,28.0201,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,48.3596,-999.0,-999.0,-999.0,-999.0,test
-15883,Japan,EAS,warm_moist,138.4078,34.9969,10.0,3,other,suburban,34.3,0.0,0.0,0.0,0.0,47.4,0.0,0.0,0.0,0.0,0.0,0.0,0.0,14.6,0.0,0.0,0.0,0.068,0.0,8.42649,3.87,6959,8178,41019,63,61.72,63,27.9898,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,54.0365,-999.0,-999.0,-999.0,-999.0,val
-15884,Japan,EAS,warm_moist,138.3689,34.9367,7.0,8,other,suburban,33.4,0.0,1.1,0.0,0.0,43.5,0.0,0.0,1.6,0.0,0.0,0.0,1.4,15.8,2.0,0.0,0.0,0.068,0.0,8.42649,3.7,6704,8423,41019,59,44.06,63,28.5977,35.9552,21.3231,27.5,14.25,40.5,53.025,70.75,68.0312,42.6454,57.7854,256.3494,23590.7518,18.25,1.75,val
-15886,Japan,EAS,warm_moist,138.3358,34.9853,36.0,43,other,suburban,25.3,0.0,0.0,0.0,0.0,53.8,0.0,0.0,1.3,0.0,0.0,0.0,1.2,15.6,1.2,0.0,0.0,0.076,0.0,8.42649,3.7,6959,7089,41019,58,47.63,63,25.0731,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,52.5422,-999.0,-999.0,-999.0,-999.0,val
-15887,Japan,EAS,warm_moist,138.3797,34.97,19.0,20,other,suburban,34.3,0.0,0.0,0.0,0.0,47.4,0.0,0.0,0.0,0.0,0.0,0.0,0.0,14.6,0.0,0.0,0.0,0.068,0.0,8.42649,3.7,6959,6959,41019,63,59.41,63,28.447,35.2688,21.7506,26.75,14.5,40.0,53.75,70.25,67.9062,42.2251,57.7778,261.8596,23811.7787,19.0,3.5,val
-15888,Japan,EAS,warm_moist,137.7128,34.705,9.0,12,other,suburban,49.8,0.0,0.0,0.0,0.0,13.7,0.0,0.0,1.6,0.0,0.0,0.0,7.8,22.9,1.9,0.0,0.0,0.0,13.474,5.42868,3.44,35957,37913,37913,63,59.63,63,30.214000000000002,35.5157,25.6058,30.0,19.0,40.75,51.5,66.5,64.0312,40.8972,56.0092,196.4819,20508.902,13.25,0.75,test
-15889,Japan,EAS,warm_moist,137.6697,34.7269,34.0,35,other,suburban,35.9,0.0,0.0,0.0,0.0,23.6,0.0,0.0,2.0,0.0,0.0,0.0,8.6,25.3,2.1,0.0,0.0,0.0,12.040999999999999,4.05507,3.81,36208,37893,37913,62,60.42,63,28.881,34.5947,22.595,28.0,16.75,38.0,49.875,66.0,63.1875,39.7367,54.6803,227.0186,18369.9943,10.25,2.0,test
-15890,Japan,EAS,warm_moist,137.7719,34.7558,11.0,3,other,suburban,35.5,1.2,0.0,0.0,0.0,24.9,0.0,0.0,2.2,0.0,0.0,0.0,6.9,24.7,3.0,0.0,0.0,0.0,13.474,5.42868,3.44,37893,37893,37913,63,62.97,63,29.336,35.2816,22.5395,28.25,16.75,38.75,51.0,67.0,64.75,41.0861,56.0423,213.1639,20599.0388,12.25,1.25,test
-15891,Japan,EAS,warm_moist,137.6592,34.6817,4.0,2,other,suburban,49.5,0.0,0.0,0.0,0.0,12.8,0.0,0.0,1.3,0.0,0.0,0.0,7.9,24.7,1.5,0.0,0.0,0.0,0.0,4.05018,3.86,28261,36208,37913,59,47.93,63,31.8472,38.8483,26.7787,32.25,20.5,43.5,55.75,71.43,68.3125,44.7012,58.4721,284.309,27856.2724,20.75,3.0,test
-15892,Japan,EAS,warm_moist,137.7664,34.6947,3.0,4,other,suburban,49.8,0.0,0.0,0.0,0.0,12.7,0.0,0.0,1.8,0.0,0.0,0.0,7.2,23.8,2.2,0.0,0.0,0.0,13.474,5.42212,3.73,37687,37913,37913,63,56.88,63,27.8019,33.3178,21.1928,26.5,15.25,36.75,48.0,64.25,61.8125,38.7894,54.8841,190.3902,16586.1352,10.0,0.75,test
-15893,Japan,EAS,warm_moist,137.7175,34.7619,49.0,45,other,suburban,23.8,1.1,0.0,0.0,0.0,34.6,0.0,0.0,2.3,0.0,0.0,0.0,8.2,26.1,2.4,0.0,0.0,0.0,13.474,5.42868,3.44,35357,37893,37913,63,62.91,63,29.0447,36.2918,21.2359,27.5,15.25,40.0,52.0,68.665,66.5938,42.1913,57.2575,218.792,22660.0374,16.5,1.25,test
-15894,Japan,EAS,warm_moist,137.7589,34.7167,5.0,5,other,suburban,35.9,1.1,0.0,0.0,0.0,24.8,0.0,0.0,1.9,0.0,0.0,0.0,7.9,24.4,2.4,0.0,0.0,0.0,13.474,5.42868,3.44,37893,37913,37913,63,62.64,63,30.4391,36.2284,24.3951,29.0,18.0,40.0,52.75,69.75,67.6875,41.9974,57.4789,234.1988,22735.1207,18.25,2.25,test
-15895,Japan,EAS,warm_moist,137.625,34.7564,32.0,16,other,suburban,35.5,0.0,0.0,0.0,0.0,21.9,0.0,0.0,1.8,0.0,0.0,0.0,9.2,27.1,2.0,0.0,0.0,0.0,12.040999999999999,4.05507,3.81,23586,37536,37913,45,44.61,63,26.3765,33.3041,19.456,24.6667,13.0,36.3333,50.0,69.3933,66.0833,38.7467,59.6565,290.9532,20505.324,17.6667,3.0,test
-15896,Japan,EAS,warm_moist,138.8658,35.0956,5.0,6,other,suburban,30.9,0.0,0.0,0.0,0.0,47.0,0.0,0.0,2.6,0.0,0.0,0.0,3.8,11.5,2.1,0.0,0.0,0.0,0.0,7.399560000000001,4.51,19330,44465,44465,61,49.34,63,31.3899,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,57.3912,-999.0,-999.0,-999.0,-999.0,train
-15897,Japan,EAS,warm_moist,138.4897,35.0158,2.0,6,other,suburban,42.5,0.0,0.0,0.0,0.0,41.6,0.0,0.0,1.1,0.0,0.0,0.0,0.0,12.3,0.0,0.0,0.0,0.0,0.0,3.7618400000000003,4.16,16164,17426,41019,63,57.82,63,26.9759,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,50.8868,-999.0,-999.0,-999.0,-999.0,val
-15898,Japan,EAS,warm_moist,138.5292,34.9994,6.0,-1,other,suburban,59.4,0.0,0.0,0.0,0.0,26.5,0.0,0.0,1.0,0.0,0.0,0.0,0.0,10.7,0.0,0.0,0.0,0.0,0.0,0.494976,3.97,3265,13632,41019,45,34.3,63,33.1803,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,56.9995,-999.0,-999.0,-999.0,-999.0,val
-15901,Japan,EAS,warm_moist,138.4797,35.0514,21.0,27,other,suburban,42.5,0.0,0.0,0.0,0.0,41.6,0.0,0.0,1.1,0.0,0.0,0.0,0.0,12.3,0.0,0.0,0.0,0.0,0.0,3.7618400000000003,4.16,17426,17426,33989,62,49.51,63,30.9787,37.6973,24.8723,30.5,18.75,42.0,55.0,71.75,68.6875,44.1275,58.8039,277.7097,26791.7878,24.75,2.5,val
-15902,Japan,EAS,warm_moist,138.5275,35.0608,6.0,25,other,suburban,38.5,0.0,0.0,0.0,0.0,43.3,0.0,0.0,1.9,0.0,0.0,0.0,1.4,12.8,0.0,0.0,0.0,0.0,0.0,7.280639999999999,4.29,14002,17426,20049,54,36.1,63,27.5952,36.3658,18.5068,25.25,12.75,39.5,53.75,70.25,67.4375,43.0316,58.3458,262.4173,24736.9908,18.0,2.25,val
-15903,Japan,EAS,warm_moist,139.0725,35.0961,10.0,6,other,suburban,42.2,0.0,0.0,0.0,0.0,43.1,0.0,0.0,2.2,0.0,0.0,0.0,2.0,7.9,1.2,0.0,0.0,0.079,0.0,2.1042099999999997,4.63,10208,11025,44465,42,25.63,63,34.2807,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,57.2596,-999.0,-999.0,-999.0,-999.0,train
-15904,Japan,EAS,warm_moist,138.9186,35.1186,24.0,17,other,suburban,22.8,0.0,0.0,0.0,0.0,53.5,0.0,0.0,2.7,0.0,0.0,0.0,4.9,11.2,2.4,0.0,0.0,0.0,0.0,7.4085,4.98,44465,44465,44465,63,58.37,63,27.9972,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,52.39,-999.0,-999.0,-999.0,-999.0,train
-15905,Japan,EAS,warm_moist,138.6242,35.2217,33.0,80,other,suburban,17.0,0.0,0.0,0.0,0.0,64.4,0.0,0.0,2.1,0.0,0.0,0.0,3.1,7.2,3.1,0.0,0.0,0.32899999999999996,0.0,7.29842,4.28,6664,8817,22942,60,54.38,63,27.8006,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,53.6718,-999.0,-999.0,-999.0,-999.0,val
-15906,Japan,EAS,warm_moist,139.1008,34.9667,42.0,0,other,suburban,46.1,0.0,0.0,0.0,0.0,44.1,0.0,0.0,1.4,0.0,0.0,0.0,1.1,5.2,0.0,0.0,0.0,0.0,1.776,1.55219,4.69,4735,9917,44465,57,33.1,63,30.6318,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,45.8263,-999.0,-999.0,-999.0,-999.0,val
-15907,Japan,EAS,warm_moist,138.1764,34.8361,56.0,25,other,suburban,24.4,0.0,2.2,0.0,0.0,41.8,0.0,0.0,3.5,0.0,0.0,0.0,7.3,13.6,5.5,0.0,0.0,0.095,2.275,4.34897,3.1,7454,9854,41019,61,50.89,63,29.0259,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,53.1391,-999.0,-999.0,-999.0,-999.0,val
-15908,Japan,EAS,warm_moist,138.6775,35.1542,60.0,-2,other,suburban,33.3,0.0,0.0,0.0,0.0,44.1,0.0,0.0,2.7,0.0,0.0,0.0,3.1,12.6,1.9,0.0,0.0,0.156,0.0,7.289439999999999,4.68,19307,19307,44465,61,51.55,63,23.0176,31.2754,17.3121,-999.0,-999.0,-999.0,-999.0,-999.0,64.5,38.0614,49.3704,212.1144,-999.0,10.5,1.0,val
-15909,Japan,EAS,warm_moist,138.6461,35.1942,61.0,72,other,suburban,25.0,0.0,0.0,0.0,0.0,55.2,0.0,0.0,2.2,0.0,0.0,0.0,2.1,10.6,2.4,0.0,0.0,0.32899999999999996,0.0,7.289439999999999,4.68,17948,19775,44465,62,58.66,63,25.2487,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,52.6622,-999.0,-999.0,-999.0,-999.0,val
-15910,Japan,EAS,warm_moist,138.6869,35.2122,272.0,226,other,suburban,17.8,0.0,0.0,0.0,0.0,59.6,0.0,0.0,2.6,0.0,0.0,0.0,4.3,9.2,3.3,0.0,0.0,0.32899999999999996,0.0,7.29842,4.28,19775,19775,44465,59,47.76,63,24.8144,30.2683,19.6239,22.5,14.25,33.25,45.75,63.25,59.875,36.3412,51.1319,197.3691,14478.5629,7.25,0.25,val
-15911,Japan,EAS,warm_moist,138.7642,35.1503,6.0,12,other,suburban,31.8,0.0,0.0,0.0,0.0,44.5,0.0,0.0,3.0,0.0,0.0,0.0,4.3,12.3,2.0,0.0,0.0,0.0,0.0,7.40793,5.04,15384,20049,44465,52,38.62,63,24.0328,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,55.2675,-999.0,-999.0,-999.0,-999.0,val
-15912,Japan,EAS,warm_moist,137.8503,34.7189,15.0,13,other,suburban,34.7,1.2,0.0,0.0,0.0,24.6,0.0,0.0,2.7,0.0,0.0,0.0,8.1,23.9,3.1,0.0,0.0,0.0,0.0,5.42909,3.36,25596,32127,37913,63,60.55,63,31.6344,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,54.9718,-999.0,-999.0,-999.0,-999.0,test
-15913,Japan,EAS,warm_moist,138.3233,34.8675,12.0,4,other,suburban,41.9,0.0,1.5,0.0,0.0,34.0,0.0,0.0,1.7,0.0,0.0,0.0,1.7,15.6,2.6,0.0,0.0,0.0,0.0,8.41623,3.4,41019,41019,41019,62,51.1,63,26.9403,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,52.6548,-999.0,-999.0,-999.0,-999.0,val
-15914,Japan,EAS,warm_moist,138.0003,34.7736,30.0,17,other,suburban,17.8,0.0,2.1,0.0,0.0,37.8,0.0,0.0,3.8,0.0,0.0,0.0,9.3,21.4,5.9,0.0,0.0,0.05,10.9,3.12259,3.56,8430,13266,37913,63,51.04,63,25.3585,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,49.4036,-999.0,-999.0,-999.0,-999.0,test
-15915,Japan,EAS,warm_moist,138.2706,34.8481,20.0,16,other,suburban,39.9,0.0,2.1,0.0,0.0,30.5,0.0,0.0,3.0,0.0,0.0,0.0,5.0,14.0,4.1,0.0,0.0,0.185,7.615,8.41559,3.23,24999,41019,41019,63,62.23,63,29.2563,36.6612,21.7895,29.75,16.0,40.5,53.0,69.39,67.6667,43.3848,57.3659,270.1476,22487.5798,17.0,2.5,val
-15916,Japan,EAS,warm_moist,138.9347,35.3086,460.0,83,other,suburban,7.0,1.1,0.0,0.0,0.0,68.0,0.0,0.0,2.9,0.0,0.0,0.0,5.8,10.6,2.1,0.0,0.0,0.595,0.0,3.17136,4.6,7409,7413,44465,61,49.23,63,27.5101,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,52.7163,-999.0,-999.0,-999.0,-999.0,train
-15917,Japan,EAS,warm_moist,137.9286,34.7511,10.0,9,other,suburban,30.5,0.0,1.7,0.0,0.0,26.3,0.0,0.0,3.3,0.0,0.0,0.0,8.7,22.4,5.6,0.0,0.0,0.10800000000000001,13.243,5.42909,3.58,20035,25596,37913,63,56.83,63,27.9754,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,53.4132,-999.0,-999.0,-999.0,-999.0,test
-15918,Japan,EAS,warm_moist,137.7914,34.7931,19.0,9,other,suburban,23.3,1.3,0.0,0.0,0.0,37.4,0.0,0.0,2.2,0.0,0.0,0.0,6.6,24.7,2.9,0.0,0.0,0.0,0.0,5.42868,3.44,32983,37893,37913,63,61.07,63,32.764,40.0855,27.4593,33.25,21.0,44.5,57.0,75.71,72.3125,46.1654,61.6096,292.5727,31739.1798,32.75,4.0,test
-15919,Japan,EAS,warm_moist,138.9453,34.6794,5.0,67,other,suburban,66.2,0.0,0.0,0.0,0.0,31.9,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.006,0.0,3.01396,3.38,4042,4175,4866,40,18.73,49,30.1466,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,48.6544,-999.0,-999.0,-999.0,-999.0,train
-15920,Japan,EAS,warm_moist,138.9136,35.1969,180.0,71,other,suburban,16.8,0.0,0.0,0.0,0.0,57.3,0.0,0.0,3.0,0.0,0.0,0.0,5.2,12.2,2.4,0.0,0.0,0.191,0.0,7.4085,4.98,8409,24605,44465,56,43.78,63,23.0626,34.9798,14.7371,-999.0,-999.0,-999.0,-999.0,-999.0,67.3482,41.2349,53.2087,220.4387,-999.0,13.0,0.0,train
-15921,Japan,EAS,warm_moist,137.5308,34.7189,3.0,8,other,suburban,38.1,0.0,0.0,0.0,0.0,21.2,0.0,0.0,1.8,0.0,0.0,1.0,9.5,25.0,2.0,0.0,0.0,1.486,11.085,4.05507,4.16,10663,20873,37913,62,47.9,63,33.3597,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,54.076,-999.0,-999.0,-999.0,-999.0,test
-15922,Japan,EAS,warm_moist,138.9486,35.0175,40.0,38,other,suburban,30.3,0.0,0.0,0.0,0.0,53.9,0.0,0.0,2.2,0.0,0.0,0.0,2.1,7.9,1.5,0.0,0.0,0.0,0.0,7.399560000000001,4.37,10265,13917,44465,60,38.41,63,28.3022,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,53.7757,-999.0,-999.0,-999.0,-999.0,test
-15924,Japan,EAS,warm_moist,138.6225,35.1489,45.0,69,other,suburban,32.8,0.0,0.0,0.0,0.0,47.2,0.0,0.0,2.3,0.0,0.0,0.0,1.9,12.2,1.6,0.0,0.0,0.156,0.0,7.289439999999999,4.68,10946,19307,22942,60,46.19,63,26.4213,35.3599,17.9936,24.5,11.0,39.25,53.5,70.25,67.8125,42.3314,58.495,259.3491,24123.6839,20.5,2.25,val
-15925,Japan,EAS,warm_moist,138.6,35.1183,8.0,-10,other,suburban,31.5,0.0,0.0,0.0,0.0,49.2,0.0,0.0,2.1,0.0,0.0,0.0,1.3,12.8,1.3,0.0,0.0,0.095,0.0,7.289439999999999,4.49,3747,10946,22942,44,29.27,63,26.3641,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,val
-15926,Japan,EAS,warm_moist,138.225,34.7397,15.0,24,other,suburban,52.9,0.0,2.1,0.0,0.0,18.4,0.0,0.0,2.8,0.0,0.0,0.0,6.6,10.8,5.1,0.0,0.0,0.12300000000000001,0.261,1.3692,3.49,5210,13385,41019,54,35.86,63,25.3563,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,47.7755,-999.0,-999.0,-999.0,-999.0,test
-15927,Japan,EAS,warm_moist,138.055,34.6661,10.0,8,other,suburban,46.4,0.0,2.1,0.0,0.0,15.6,0.0,0.0,3.5,0.0,0.0,0.0,9.1,16.1,5.7,0.0,0.0,0.0,0.0,3.11882,3.73,1748,7586,37893,50,31.53,63,33.0992,41.5899,24.8598,-999.0,-999.0,-999.0,-999.0,-999.0,74.875,48.0804,59.023,347.4391,37512.2016,39.0,3.0,train
-15928,Japan,EAS,warm_moist,137.6683,34.8344,22.0,24,other,suburban,12.5,1.1,0.0,0.0,0.0,47.0,0.0,0.0,2.1,0.0,0.0,0.0,8.5,25.3,2.2,0.0,0.0,0.155,5.032,3.8586099999999997,3.27,8881,29370,37913,50,36.69,63,32.9787,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,54.5249,-999.0,-999.0,-999.0,-999.0,test
-15929,Japan,EAS,warm_moist,136.9756,35.175,67.0,52,other,urban,2.3,0.0,0.0,0.0,0.0,17.3,1.4,0.0,4.2,0.0,3.1,0.0,30.3,38.0,1.1,0.0,0.0,0.0,0.0,59.6763,7.02,118324,142329,157165,63,63.0,63,29.2509,37.9501,23.4608,29.6667,14.6667,43.3333,57.0,76.6667,74.125,45.9966,60.4394,411.0545,32153.1177,34.3333,8.6667,test
-15930,Japan,EAS,warm_moist,136.9031,35.2111,6.0,1,other,urban,2.2,2.0,0.0,0.0,0.0,14.3,1.3,0.0,4.4,0.0,2.9,0.0,34.3,35.9,0.0,0.0,0.0,0.0,9.362,56.7293,5.9,139136,139136,157165,63,63.0,63,24.4551,30.6411,19.285,23.75,10.5,36.25,48.5,66.805,64.4688,37.885999999999996,55.6066,269.27099999999996,16994.5175,10.25,3.25,test
-15931,Japan,EAS,warm_moist,136.8831,35.2036,2.0,3,traffic,urban,5.3,2.3,0.0,0.0,0.0,9.7,1.4,0.0,4.1,0.0,3.2,0.0,35.8,35.6,0.0,0.0,0.0,0.0,9.362,56.5238,5.36,101974,139136,157165,63,63.0,63,25.3998,-999.0,19.5218,-999.0,-999.0,-999.0,-999.0,-999.0,62.375,39.574,52.2062,-999.0,-999.0,6.5,-999.0,test
-15932,Japan,EAS,warm_moist,136.8628,35.17,1.0,2,other,urban,6.6,2.3,0.0,0.0,0.0,8.5,1.3,0.0,4.2,0.0,3.0,0.0,36.8,35.0,0.0,0.0,0.0,0.09699999999999999,16.772000000000002,56.4543,6.51,121952,125252,157165,63,63.0,63,27.1898,32.6936,21.4539,27.0,12.5,39.0,50.0,64.0,61.375,39.9622,56.1429,238.2685,17664.5385,7.0,1.0,test
-15933,Japan,EAS,warm_moist,136.9083,35.1725,15.0,18,traffic,urban,5.3,2.3,0.0,0.0,0.0,9.7,1.4,0.0,4.1,0.0,3.2,0.0,35.8,35.6,0.0,0.0,0.0,0.008,0.0,59.6763,7.02,125252,157165,157165,63,63.0,63,24.7591,29.322,21.3837,24.25,12.0,35.75,47.0,61.5,59.0625,36.116,52.4201,170.0712,12802.5431,4.0,0.25,test
-15934,Japan,EAS,warm_moist,136.9603,35.1444,52.0,48,other,urban,7.3,2.1,0.0,0.0,0.0,8.0,1.5,0.0,3.7,0.0,3.0,0.0,35.6,36.3,0.0,0.0,0.0,0.0,0.0,59.6763,7.02,157165,157165,157165,63,63.0,63,30.9213,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,54.922,-999.0,-999.0,-999.0,-999.0,test
-15936,Japan,EAS,warm_moist,136.8803,35.1378,0.0,0,other,urban,9.6,2.3,0.0,0.0,0.0,6.3,1.5,0.0,3.7,0.0,3.0,0.0,35.6,35.5,0.0,0.0,0.0,0.008,0.0,56.4543,6.51,121952,125252,157165,63,63.0,63,27.9386,34.4042,22.5786,28.0,13.5,41.0,53.25,69.75,66.3125,41.9437,57.7611,308.0045,23263.0247,16.25,3.25,test
-15937,Japan,EAS,warm_moist,136.8122,35.1403,-1.0,0,other,urban,12.1,2.3,0.0,0.0,0.0,8.0,1.0,0.0,4.2,0.0,2.4,0.0,37.6,30.3,0.0,0.0,0.0,0.09699999999999999,16.772000000000002,56.4543,6.51,96191,121952,157165,63,62.91,63,28.7981,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,52.8231,-999.0,-999.0,-999.0,-999.0,test
-15938,Japan,EAS,warm_moist,136.8425,35.105,0.0,0,other,urban,16.0,2.3,0.0,0.0,0.0,4.3,1.2,0.0,3.6,0.0,2.6,0.0,35.8,31.6,0.0,0.0,0.0,0.09699999999999999,16.772000000000002,56.4543,6.51,52177,96191,157165,63,62.84,63,27.718000000000004,34.0762,22.1006,27.5,12.5,40.75,52.5,68.5,64.9375,41.6019,57.0536,281.8372,22304.9331,13.0,3.75,test
-15939,Japan,EAS,warm_moist,136.8872,35.1031,1.0,2,traffic,urban,14.8,2.2,0.0,0.0,0.0,3.5,1.4,0.0,3.6,0.0,3.0,0.0,35.2,33.5,0.0,0.0,0.0,0.008,0.0,56.4543,6.51,64184,121952,157165,63,63.0,63,26.27,31.0751,22.0115,26.3333,12.6667,38.3333,48.6667,62.3333,60.4375,38.6628,54.2771,160.672,14952.2186,6.0,0.3333,test
-15941,Japan,EAS,warm_moist,136.9136,35.0764,0.0,2,other,urban,14.8,2.2,0.0,0.0,0.0,3.5,1.4,0.0,3.6,0.0,3.0,0.0,35.2,33.5,0.0,0.0,0.0,0.0,0.0,56.3861,7.47,50193,95541,157165,63,63.0,63,25.7128,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,48.4418,-999.0,-999.0,-999.0,-999.0,test
-15942,Japan,EAS,warm_moist,136.9761,35.2033,32.0,21,other,urban,2.3,0.0,0.0,0.0,0.0,17.3,1.4,0.0,4.2,0.0,3.1,0.0,30.3,38.0,1.1,0.0,0.0,0.0,11.706,56.7293,5.9,118324,142329,157165,63,63.0,63,25.3184,32.2698,18.5182,24.0,9.6667,37.3333,50.0,67.3333,64.9583,39.8661,54.7422,247.6246,19693.9434,10.0,1.3333,test
-15944,Japan,EAS,warm_moist,136.9369,35.0697,3.0,6,other,urban,11.3,1.8,0.0,0.0,0.0,4.2,1.5,0.0,3.5,0.0,3.1,0.0,34.8,37.1,0.0,0.0,0.0,0.0,0.0,56.3861,7.47,95541,135120,157165,63,62.98,63,27.2353,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,55.65,-999.0,-999.0,-999.0,-999.0,test
-15947,Japan,EAS,warm_moist,136.9744,35.1222,13.0,16,other,urban,4.5,1.1,0.0,0.0,0.0,14.1,1.4,0.0,3.6,0.0,2.9,0.0,32.9,36.9,1.0,0.0,0.0,0.0,0.0,59.6763,7.02,124993,142329,157165,63,62.97,63,27.9801,33.832,22.1048,28.0,14.0,41.0,52.0,67.0,63.7083,41.347,56.0878,278.8961,21272.1697,13.3333,1.6667,test
-15948,Japan,EAS,warm_moist,137.3839,34.7422,20.0,7,other,urban,44.5,0.0,0.0,0.0,0.0,20.8,0.0,0.0,1.4,0.0,0.0,1.3,10.7,17.7,1.9,0.0,0.0,1.514,9.163,5.6803300000000005,4.77,24304,27011,37536,63,62.43,63,28.831,35.9474,23.5383,28.6667,16.0,41.0,53.6667,70.6667,68.5833,42.2338,57.1418,270.6098,24155.5637,19.6667,1.6667,test
-15949,Japan,EAS,warm_moist,137.4386,34.7853,30.0,27,other,urban,30.0,0.0,0.0,0.0,0.0,32.7,0.0,0.0,1.7,0.0,0.0,1.2,11.0,19.6,2.3,0.0,0.0,0.0,2.043,5.702000000000001,4.34,26200,27688,37893,62,51.33,63,30.8176,37.2415,24.9481,29.6667,17.6667,42.0,54.6667,71.0,69.0595,43.5428,58.5757,270.9189,26037.1764,22.0,2.0,test
-15950,Japan,EAS,warm_moist,137.3869,34.7022,20.0,14,other,urban,56.1,0.0,0.0,0.0,0.0,11.7,0.0,0.0,1.4,0.0,0.0,1.2,10.2,16.1,1.7,0.0,0.0,1.514,9.163,5.6803300000000005,4.77,26226,26226,37536,59,49.62,63,29.5382,36.3542,23.041,29.0,14.5,41.5,54.0,71.0,69.875,42.5254,57.3937,282.5555,25774.3185,24.5,2.5,test
-15951,Japan,EAS,warm_moist,137.4478,34.7253,25.0,84,other,urban,42.9,0.0,0.0,0.0,0.0,21.5,0.0,0.0,1.5,0.0,0.0,1.2,10.5,18.7,2.0,0.0,0.0,1.514,9.163,5.702000000000001,4.34,26213,26213,37893,62,54.11,63,32.4752,38.8435,26.6512,32.0,19.6667,44.0,56.0,72.52,70.4167,44.935,60.125,322.0668,29029.087000000003,23.0,4.3333,test
-15952,Japan,EAS,warm_moist,137.4156,34.7639,30.0,16,other,urban,31.3,0.0,0.0,0.0,0.0,31.7,0.0,0.0,1.6,0.0,0.0,1.2,11.3,19.0,2.4,0.0,0.0,1.514,9.163,5.702000000000001,4.34,26200,31305,37536,63,61.32,63,28.2401,33.0907,20.4098,25.0,14.5,37.5,48.5,64.0,62.75,39.0097,52.5209,237.3763,19162.6957,16.5,3.0,test
-15953,Japan,EAS,warm_moist,137.1731,34.9261,40.0,20,other,urban,15.2,0.0,0.0,0.0,0.0,32.2,0.0,0.0,1.8,0.0,1.6,0.0,19.5,25.8,1.6,0.0,0.0,0.242,11.550999999999998,16.7769,7.01,27935,33931,124993,63,61.92,63,25.2795,34.1068,16.4459,23.0,7.5,38.5,51.75,70.5,67.9375,41.601000000000006,58.5897,316.6896,23920.6433,20.75,3.25,test
-15954,Japan,EAS,warm_moist,137.1881,34.9469,20.0,19,traffic,urban,15.2,0.0,0.0,0.0,0.0,32.2,0.0,0.0,1.8,0.0,1.6,0.0,19.5,25.8,1.6,0.0,0.0,0.0,11.956,16.7769,7.01,27935,27935,86780,63,60.54,63,16.4413,22.4589,9.6466,12.0,4.25,25.0,36.25,52.04,49.0938,28.1668,41.6213,100.8782,5302.7957,1.25,0.5,test
-15955,Japan,EAS,warm_moist,137.1764,34.9531,25.0,19,traffic,urban,15.2,0.0,0.0,0.0,0.0,32.2,0.0,0.0,1.8,0.0,1.6,0.0,19.5,25.8,1.6,0.0,0.0,0.0,11.956,16.7769,7.01,27935,33931,124993,63,61.48,63,15.7196,22.5696,9.2977,12.0,3.3333,25.0,37.6667,53.4933,52.1562,28.7532,43.699,112.749,6277.920999999999,2.0,0.3333,test
-15956,Japan,EAS,warm_moist,137.1419,34.9622,15.0,8,traffic,urban,7.3,0.0,0.0,0.0,0.0,31.2,0.0,0.0,2.8,0.0,1.9,0.0,24.2,27.8,1.8,0.0,0.0,0.0,11.956,16.7769,7.01,27935,33931,124993,63,62.94,63,22.2496,29.8687,15.1186,19.5,7.5,33.75,46.75,65.25,62.25,36.3999,53.1291,265.4805,15839.6065,10.75,2.0,test
-15957,Japan,EAS,warm_moist,137.1642,34.9803,19.0,14,traffic,urban,7.3,0.0,0.0,0.0,0.0,31.2,0.0,0.0,2.8,0.0,1.9,0.0,24.2,27.8,1.8,0.0,0.0,0.0,11.956,16.7769,7.01,27463,34608,142329,63,61.8,63,23.26,32.181,14.7792,20.5,6.5,36.0,50.25,68.75,66.2188,39.4337,55.9664,277.1617,20529.6034,15.25,2.5,test
-15958,Japan,EAS,warm_moist,136.8083,35.3153,10.0,3,other,urban,0.0,1.1,0.0,0.0,0.0,21.5,1.0,0.0,3.6,0.0,2.0,0.0,37.9,31.2,0.0,0.0,0.0,0.0,16.256,21.3494,4.53,60027,60031,157165,63,63.0,63,26.2766,33.7018,19.2627,25.5,11.25,38.5,50.75,69.5,67.2812,41.1438,56.8571,280.7965,21608.2846,18.5,3.0,test
-15959,Japan,EAS,warm_moist,137.0867,35.2222,120.0,42,traffic,urban,0.0,0.0,0.0,0.0,0.0,37.5,1.2,0.0,4.6,0.0,2.3,0.0,19.2,31.8,1.9,0.0,0.0,0.22399999999999998,8.826,20.4128,6.36,45879,76869,157165,62,59.55,63,26.6672,34.8386,19.6583,25.0,11.75,39.0,53.0,72.5,69.2188,42.1159,58.3975,358.0285,25051.9012,23.0,5.5,test
-15960,Japan,EAS,warm_moist,136.9378,34.8947,2.0,2,other,urban,47.7,0.0,0.0,0.0,0.0,4.1,0.0,0.0,1.5,0.0,1.8,0.0,20.7,17.8,2.1,0.0,0.0,1.4869999999999999,8.638,44.06,6.67,41991,41991,135120,63,62.94,63,25.0801,30.8881,20.393,25.0,11.3333,36.6667,48.0,63.6667,61.0,37.6945,52.8819,210.4065,15437.7532,7.3333,0.0,test
-15961,Japan,EAS,warm_moist,136.9169,34.8983,23.0,24,other,urban,51.0,1.0,0.0,0.0,0.0,3.1,0.0,0.0,1.5,0.0,1.9,0.0,20.7,15.5,2.0,0.0,0.0,1.4869999999999999,8.638,44.06,6.67,41843,41991,135120,63,62.49,63,30.0466,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,50.9905,-999.0,-999.0,-999.0,-999.0,test
-15962,Japan,EAS,warm_moist,136.96,35.2556,26.0,15,other,urban,1.6,1.6,0.0,0.0,0.0,17.3,1.5,0.0,4.6,0.0,3.1,0.0,30.9,36.6,0.0,0.0,0.0,0.0,11.706,56.7293,5.9,86004,137587,157165,63,63.0,63,25.4549,34.641999999999996,17.9365,25.0,9.5,39.5,52.5,70.5,69.0,42.4761,57.3502,310.1105,24297.2586,19.5,6.0,test
-15964,Japan,EAS,warm_moist,137.3767,34.8267,15.0,17,other,urban,20.6,0.0,0.0,0.0,0.0,42.8,0.0,0.0,1.4,0.0,0.0,1.1,10.5,19.9,2.5,0.0,0.0,0.0,2.043,9.57465,4.48,34579,34579,37536,63,61.14,63,28.4352,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,50.8295,-999.0,-999.0,-999.0,-999.0,test
-15965,Japan,EAS,warm_moist,136.74,35.1736,0.0,0,other,urban,7.6,2.2,0.0,0.0,0.0,14.6,0.0,0.0,3.4,0.0,2.1,0.0,36.4,30.9,0.0,0.0,0.0,0.23,18.772000000000002,56.45,5.99,39175,44582,157165,63,61.97,63,27.948,34.2123,21.8081,27.5,14.0,39.5,50.75,67.5,64.9375,41.4021,57.2215,254.7117,20548.3758,12.25,2.5,test
-15967,Japan,EAS,warm_moist,136.9775,34.8383,0.0,0,other,urban,51.3,0.0,0.0,0.0,0.0,5.1,0.0,0.0,1.2,0.0,1.4,0.0,19.4,16.5,2.1,0.0,0.0,0.0,0.0,44.06,6.67,4456,29261,53588,48,47.73,63,29.9136,36.1584,24.6923,30.5,16.0,42.25,54.25,70.0,67.5729,43.0776,59.1854,243.5968,23805.6057,16.0,1.5,test
-15968,Japan,EAS,warm_moist,136.9892,34.9,11.0,3,other,urban,41.5,0.0,0.0,0.0,0.0,6.1,0.0,0.0,1.6,0.0,1.8,1.0,21.6,21.2,2.3,0.0,0.0,0.0,0.0,43.9943,6.67,26505,41991,135120,63,62.93,63,28.2224,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,57.5428,-999.0,-999.0,-999.0,-999.0,test
-15969,Japan,EAS,warm_moist,137.0106,34.9158,10.0,3,other,urban,30.2,0.0,0.0,0.0,0.0,7.5,0.0,0.0,2.3,0.0,2.1,0.0,24.9,26.4,2.4,0.0,0.0,0.0,0.0,16.7769,7.38,26505,41991,135120,63,63.0,63,25.8697,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,53.5953,-999.0,-999.0,-999.0,-999.0,test
-15970,Japan,EAS,warm_moist,136.9964,34.8844,10.0,3,traffic,urban,41.5,0.0,0.0,0.0,0.0,6.1,0.0,0.0,1.6,0.0,1.8,1.0,21.6,21.2,2.3,0.0,0.0,0.0,0.0,44.06,6.67,26505,41991,135120,63,62.3,63,27.1283,33.4847,21.4467,26.75,12.5,39.0,51.25,67.5,65.2188,40.5906,56.5792,253.2356,20785.9191,11.0,1.75,test
-15971,Japan,EAS,warm_moist,136.9994,34.9869,30.0,5,other,urban,20.9,1.1,0.0,0.0,0.0,7.6,1.0,0.0,2.8,0.0,2.3,0.0,28.1,31.9,2.2,0.0,0.0,1.5590000000000002,0.0,43.9943,7.55,38067,53579,157165,63,63.0,63,25.9996,32.9572,19.7614,25.25,11.75,38.25,50.0,66.75,64.1875,39.8544,55.0311,220.4815,19455.953999999998,9.5,1.25,test
-15972,Japan,EAS,warm_moist,137.1197,35.0222,40.0,15,other,urban,1.2,0.0,0.0,0.0,0.0,36.3,0.0,0.0,2.9,0.0,2.1,0.0,23.2,29.9,1.8,0.0,0.0,0.0,12.487,20.3631,7.25,23783,39970,157165,62,62.75,63,24.2999,32.688,16.7597,21.6667,8.6667,36.3333,51.6667,71.6867,69.5417,39.9287,57.4166,309.1731,23027.3513,22.6667,3.3333,test
-15973,Japan,EAS,warm_moist,137.14,35.085,60.0,28,other,urban,0.0,0.0,0.0,0.0,0.0,39.2,0.0,0.0,3.1,0.0,1.8,0.0,21.4,29.9,1.7,0.0,0.0,0.0,12.487,20.3631,7.25,25912,38111,157165,63,62.55,63,26.7682,34.0704,20.2719,25.0,12.6667,38.3333,52.0,71.3333,68.9583,41.317,55.9543,323.4719,23728.2273,21.6667,4.6667,test
-15974,Japan,EAS,warm_moist,137.1628,35.155,85.0,35,other,urban,0.0,0.0,0.0,0.0,0.0,41.1,1.0,0.0,3.4,0.0,1.8,0.0,19.5,30.3,1.6,0.0,0.0,0.78,4.829,20.3877,6.31,22192,30797,157165,62,56.82,63,28.9456,37.5057,19.7812,26.0,12.6667,40.6667,55.3333,78.0,74.1667,45.0047,62.5114,380.1351,31368.0769,36.6667,9.3333,test
-15975,Japan,EAS,warm_moist,137.1897,35.0831,70.0,24,other,urban,0.0,0.0,0.0,0.0,0.0,50.1,0.0,0.0,2.7,0.0,1.6,0.0,18.4,23.6,1.7,0.0,0.0,0.0,12.487,20.3631,7.25,22215,26925,157165,62,57.6,63,28.9542,37.4935,20.8147,26.3333,12.9167,41.3333,56.3333,76.6667,73.5,45.11,60.4311,393.6779,31242.4489,39.0,5.0,test
-15976,Japan,EAS,warm_moist,137.0783,34.9703,20.0,10,other,urban,10.6,0.0,0.0,0.0,0.0,23.2,0.0,0.0,2.9,0.0,2.1,0.0,25.5,30.1,2.2,0.0,0.0,0.0,11.912,16.7769,7.38,49257,53579,157165,63,63.0,63,26.4422,35.48,18.5219,25.3333,9.6667,40.0,54.3333,74.6667,71.625,43.2257,59.335,325.883,27642.7503,29.3333,4.0,test
-15977,Japan,EAS,warm_moist,137.0769,34.8794,27.0,8,other,urban,29.7,0.0,0.0,0.0,0.0,15.6,0.0,0.0,1.6,0.0,1.7,0.0,22.2,23.0,2.7,0.0,0.0,0.0,11.81,16.7565,6.58,23130,29982,86780,63,60.36,63,23.7885,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,48.2769,-999.0,-999.0,-999.0,-999.0,test
-15978,Japan,EAS,warm_moist,137.2217,34.8286,5.0,16,other,urban,24.6,0.0,0.0,0.0,0.0,27.6,0.0,0.0,1.2,0.0,1.1,1.0,16.9,24.3,1.9,0.0,0.0,0.0,0.0,9.57392,5.61,17345,17345,53579,62,51.2,63,30.6119,36.0531,25.296,29.75,17.75,41.5,53.0,68.75,67.0,42.1703,58.8622,275.7889,23423.3191,15.5,2.25,test
-15979,Japan,EAS,warm_moist,136.9447,35.3639,40.0,21,other,urban,0.0,0.0,0.0,0.0,0.0,35.5,1.2,0.0,5.1,0.0,2.3,0.0,23.7,29.5,1.5,0.0,0.0,0.07400000000000001,15.557,21.3494,4.72,28178,51909,157165,63,60.31,63,25.3218,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,50.4885,-999.0,-999.0,-999.0,-999.0,test
-15981,Japan,EAS,warm_moist,136.8372,34.8867,5.0,0,other,urban,51.8,1.3,0.0,0.0,0.0,2.2,0.0,0.0,2.1,0.0,1.9,0.0,21.2,14.4,1.8,0.0,0.0,0.0,0.0,49.5735,6.08,2720,18472,95541,63,52.61,63,30.1156,34.3903,25.7776,30.0,17.3333,40.6667,52.3333,68.5667,65.9524,41.7078,56.5749,302.938,20501.6736,15.6667,2.6667,test
-15982,Japan,EAS,warm_moist,136.8672,35.3428,20.0,9,other,urban,0.0,0.0,0.0,0.0,0.0,19.0,1.2,0.0,4.4,0.0,2.3,0.0,37.1,33.4,0.0,0.0,0.0,0.0,10.374,21.3494,4.53,51280,60031,157165,63,63.0,63,27.294,35.5983,19.38,25.75,11.5,39.75,52.75,72.75,70.0,43.1247,59.6382,342.7007,25976.7834,24.25,6.25,test
-15983,Japan,EAS,warm_moist,136.7494,35.3086,10.0,4,other,urban,0.0,1.8,0.0,0.0,0.0,21.1,0.0,0.0,3.3,0.0,2.1,0.0,38.3,31.0,0.0,0.0,0.0,0.133,17.1,21.3478,4.09,31125,55153,139136,63,62.44,63,28.0977,35.5781,21.0594,27.0,13.75,40.0,52.0,71.0,68.2188,42.7974,58.1346,299.6611,24395.7325,21.75,4.0,test
-15984,Japan,EAS,warm_moist,136.9189,35.2933,20.0,14,other,urban,0.0,1.5,0.0,0.0,0.0,15.6,1.4,0.0,4.8,0.0,2.7,0.0,35.1,36.4,0.0,0.0,0.0,0.0,10.374,56.7293,5.9,56895,119513,157165,63,63.0,63,25.8493,35.7194,17.445999999999998,24.25,8.75,40.0,54.0,74.25,71.7188,43.5931,60.1802,365.686,27902.855,28.75,7.25,test
-15985,Japan,EAS,warm_moist,136.9089,35.2892,16.3,12,traffic,urban,0.0,1.5,0.0,0.0,0.0,15.6,1.4,0.0,4.8,0.0,2.7,0.0,35.1,36.4,0.0,0.0,0.0,0.0,10.374,56.7293,5.9,56895,119513,157165,63,63.0,63,14.0812,18.7843,10.9657,11.5,3.5,22.5,33.5,50.5,48.5278,25.9323,36.7973,58.9622,3310.5841,0.3333,0.0,test
-15986,Japan,EAS,warm_moist,136.7794,35.2475,5.0,3,traffic,urban,3.1,2.3,0.0,0.0,0.0,12.0,1.3,0.0,3.3,0.0,2.7,0.0,36.6,36.7,0.0,0.0,0.0,0.11,17.021,56.5195,5.11,35924,52021,157165,63,62.79,63,22.9142,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,47.0958,-999.0,-999.0,-999.0,-999.0,test
-15987,Japan,EAS,warm_moist,137.4881,34.8975,64.0,30,other,urban,8.0,0.0,0.0,0.0,0.0,59.5,0.0,0.0,1.8,0.0,0.0,0.0,8.2,18.2,2.3,0.0,0.0,1.078,0.0,9.57465,4.06,5240,12855,37536,50,35.17,63,29.9989,35.9991,21.5203,-999.0,-999.0,-999.0,-999.0,-999.0,65.875,42.9449,57.1256,254.3053,-999.0,14.5,2.0,test
-15988,Japan,EAS,warm_moist,136.9128,35.0439,10.0,17,other,urban,21.7,2.1,0.0,0.0,0.0,2.5,1.3,0.0,3.3,0.0,2.9,0.0,31.6,31.4,0.0,0.0,0.0,0.0,0.0,56.3861,7.47,38558,50193,157165,63,63.0,63,22.6855,29.8479,17.9154,24.0,9.5,36.5,47.5,62.5,59.375,36.7928,48.9121,184.6219,15026.4711,4.3333,0.0,test
-15989,Japan,EAS,warm_moist,136.8894,35.0125,5.0,2,other,urban,21.7,2.1,0.0,0.0,0.0,2.5,1.3,0.0,3.3,0.0,2.9,0.0,31.6,31.4,0.0,0.0,0.0,2.6639999999999997,1.676,59.9108,7.27,15304,38558,157165,63,62.53,63,21.8808,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,48.6878,-999.0,-999.0,-999.0,-999.0,test
-15990,Japan,EAS,warm_moist,136.9028,34.9972,23.0,15,other,urban,29.1,1.9,0.0,0.0,0.0,2.2,1.1,0.0,2.8,0.0,2.7,0.0,29.0,27.3,1.5,0.0,0.0,2.6639999999999997,1.676,43.9943,7.55,34537,38558,157165,63,62.48,63,25.2212,32.8892,20.3376,-999.0,-999.0,-999.0,-999.0,-999.0,66.375,40.714,55.1972,238.4548,-999.0,13.5,1.5,test
-15991,Japan,EAS,warm_moist,136.9025,35.0239,10.0,8,other,urban,21.7,2.1,0.0,0.0,0.0,2.5,1.3,0.0,3.3,0.0,2.9,0.0,31.6,31.4,0.0,0.0,0.0,0.0,0.0,56.3861,7.47,38558,50193,157165,63,62.98,63,23.9478,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,48.0064,-999.0,-999.0,-999.0,-999.0,test
-15992,Japan,EAS,warm_moist,136.9644,35.0128,17.0,17,other,urban,18.0,1.6,0.0,0.0,0.0,3.8,1.3,0.0,3.2,0.0,2.8,0.0,31.2,34.9,1.1,0.0,0.0,1.5590000000000002,0.0,56.3861,7.47,40159,95541,157165,63,63.0,63,25.9333,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,50.5059,-999.0,-999.0,-999.0,-999.0,test
-15993,Japan,EAS,warm_moist,136.8314,34.9483,5.0,0,other,urban,40.6,1.6,0.0,0.0,0.0,2.3,0.0,0.0,3.0,0.0,2.3,0.0,25.0,20.2,1.8,0.0,0.0,0.0,0.0,44.0708,6.94,4753,25502,135120,61,48.61,63,28.0177,33.51,22.5786,28.3333,13.3333,39.3333,50.3333,70.0,66.125,41.2609,57.0502,314.4211,20246.6041,17.3333,4.0,test
-15994,Japan,EAS,warm_moist,137.0506,35.0019,20.0,10,other,urban,15.9,0.0,0.0,0.0,0.0,14.8,0.0,0.0,2.9,0.0,2.2,0.0,26.1,31.9,2.1,0.0,0.0,0.0,11.912,20.3631,7.68,53579,53588,157165,63,63.0,63,26.026999999999997,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,52.1571,-999.0,-999.0,-999.0,-999.0,test
-15995,Japan,EAS,warm_moist,137.0364,35.2131,70.0,40,other,urban,0.0,0.0,0.0,0.0,0.0,28.5,1.4,0.0,4.9,0.0,2.7,0.0,23.8,34.8,1.6,0.0,0.0,0.22399999999999998,8.826,20.4128,6.36,88977,118324,157165,63,62.74,63,26.8118,35.4448,18.9826,25.25,11.5,39.25,53.0,73.25,70.4375,42.9923,59.0994,324.2155,26452.7417,26.25,4.75,test
-15996,Japan,EAS,warm_moist,136.9894,34.9247,10.0,4,other,urban,30.2,0.0,0.0,0.0,0.0,7.5,0.0,0.0,2.3,0.0,2.1,0.0,24.9,26.4,2.4,0.0,0.0,0.0,0.0,43.9943,7.55,40201,42642,157165,63,63.0,63,26.0429,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,47.9987,-999.0,-999.0,-999.0,-999.0,test
-15997,Japan,EAS,warm_moist,136.8778,35.2814,10.0,5,other,urban,0.0,1.5,0.0,0.0,0.0,15.6,1.4,0.0,4.8,0.0,2.7,0.0,35.1,36.4,0.0,0.0,0.0,0.0,10.374,56.5238,5.36,68250,72469,157165,63,63.0,63,24.1907,32.4231,16.7402,23.25,7.75,37.25,49.75,68.0,65.625,39.8967,55.9985,245.7354,19747.0488,13.25,2.25,test
-15998,Japan,EAS,warm_moist,137.0075,35.0617,40.0,35,other,urban,7.6,1.4,0.0,0.0,0.0,10.0,1.4,0.0,3.4,0.0,2.8,0.0,32.8,37.8,1.0,0.0,0.0,0.0,2.675,20.3631,7.68,86780,124993,157165,63,62.97,63,28.3335,35.6528,21.3162,27.25,13.0,41.25,54.25,71.38,68.25,43.1953,58.5734,311.2179,26452.2296,19.25,2.5,test
-15999,Japan,EAS,warm_moist,137.2875,34.66,19.0,11,other,urban,57.6,0.0,0.0,0.0,0.0,11.0,0.0,0.0,1.0,0.0,0.0,1.2,11.1,15.6,1.4,0.0,0.0,0.0,0.0,5.749280000000001,5.03,7573,7573,34579,45,35.13,63,29.435,34.1291,24.2657,29.5,18.5,38.0,47.5,62.0,57.4375,39.1727,49.8625,188.9446,14794.6969,5.5,0.0,test
-16000,Japan,EAS,warm_moist,136.8575,35.2164,5.0,3,traffic,urban,3.0,2.2,0.0,0.0,0.0,12.1,1.2,0.0,4.0,0.0,2.7,0.0,35.6,36.9,0.0,0.0,0.0,0.006999999999999999,17.477999999999998,56.5238,5.36,72469,119513,157165,63,63.0,63,21.8785,28.2153,16.2291,20.25,8.0,33.5,45.0,61.25,58.75,35.1123,50.5108,181.9084,12164.5708,4.75,1.25,test
-16001,Japan,EAS,warm_moist,137.0544,35.0933,30.0,28,other,urban,4.2,0.0,0.0,0.0,0.0,18.5,1.3,0.0,3.3,0.0,2.5,0.0,28.7,37.3,1.5,0.0,0.0,0.0,4.874,20.3631,7.68,77034,124993,157165,63,62.8,63,26.999000000000002,35.0335,19.1353,25.75,11.0,39.5,52.75,72.17,68.7188,42.5883,58.4667,314.2403,25380.2785,21.75,5.0,test
-16002,Japan,EAS,warm_moist,137.0647,35.1525,90.0,48,other,urban,2.6,0.0,0.0,0.0,0.0,22.3,1.3,0.0,3.5,0.0,2.6,0.0,28.0,36.1,1.4,0.0,0.0,0.0,0.0,20.3877,7.29,46262,85891,157165,62,62.17,63,26.1225,34.8826,17.3417,23.25,10.0,38.25,52.5,73.25,70.2188,42.2512,59.3188,332.1474,25412.8319,24.75,5.75,test
-16003,Japan,EAS,warm_moist,137.0508,35.1786,40.0,34,other,urban,1.6,0.0,0.0,0.0,0.0,25.6,1.3,0.0,4.2,0.0,2.8,0.0,24.9,35.9,1.6,0.0,0.0,0.0,0.0,20.3877,7.29,88977,118324,157165,62,62.32,63,27.0401,35.7314,18.8461,25.0,10.5,40.0,54.0,73.75,71.0625,43.5379,60.3309,343.1672,27538.8278,27.75,5.25,test
-16005,Japan,EAS,warm_moist,136.9144,35.2492,10.0,7,other,urban,2.2,2.0,0.0,0.0,0.0,14.3,1.3,0.0,4.4,0.0,2.9,0.0,34.3,35.9,0.0,0.0,0.0,0.0,9.362,56.7293,5.9,119513,139136,157165,63,63.0,63,24.8441,32.8194,17.9031,23.5,9.25,37.75,50.0,68.5,66.375,40.1263,56.7406,264.524,20355.4301,14.0,2.5,test
-16006,Japan,EAS,warm_moist,136.7711,35.3439,10.0,3,other,urban,0.0,1.1,0.0,0.0,0.0,21.5,1.0,0.0,3.6,0.0,2.0,0.0,37.9,31.2,0.0,0.0,0.0,0.133,17.1,21.3478,4.09,53853,55153,139136,63,63.0,63,28.5025,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,53.6984,-999.0,-999.0,-999.0,-999.0,test
-16007,Japan,EAS,warm_moist,136.7939,35.1556,0.0,0,other,urban,12.1,2.3,0.0,0.0,0.0,8.0,1.0,0.0,4.2,0.0,2.4,0.0,37.6,30.3,0.0,0.0,0.0,0.09699999999999999,16.772000000000002,56.45,5.99,46670,96191,157165,63,62.88,63,29.4201,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,52.9614,-999.0,-999.0,-999.0,-999.0,test
-16008,Japan,EAS,warm_moist,136.7239,35.1094,0.0,0,other,urban,17.6,2.3,0.0,0.0,0.0,12.7,0.0,0.0,4.6,0.0,1.9,0.0,35.7,22.1,0.0,0.0,0.0,0.23,18.772000000000002,56.45,5.99,14156,32645,157165,62,60.88,63,29.5959,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,55.0313,-999.0,-999.0,-999.0,-999.0,test
-16009,Japan,EAS,warm_moist,136.9144,34.9331,20.0,14,other,urban,38.5,1.5,0.0,0.0,0.0,2.4,1.0,0.0,2.0,0.0,2.5,0.0,25.2,22.3,1.9,0.0,0.0,2.6639999999999997,1.676,43.9943,7.55,18979,41843,157165,63,61.38,63,25.2242,30.9289,19.9009,25.0,11.25,36.75,47.75,63.5,61.7188,37.8909,53.6951,207.1551,15559.1731,7.0,0.75,test
-16010,Japan,EAS,warm_moist,136.9653,34.9767,13.0,8,other,urban,26.1,1.5,0.0,0.0,0.0,3.5,1.2,0.0,2.5,0.0,2.6,0.0,28.3,30.1,1.8,0.0,0.0,1.5590000000000002,0.0,43.9943,7.55,32360,40159,157165,63,63.0,63,23.5307,29.7142,17.1478,22.25,9.5,34.0,45.0,61.25,58.5,36.2403,52.1026,175.49400000000003,13309.3765,4.75,0.75,test
-16011,Japan,OCN,warm_moist,136.8578,34.7872,10.0,0,other,urban,74.9,0.0,0.0,0.0,0.0,1.5,0.0,0.0,0.0,0.0,0.0,0.0,12.2,5.9,1.7,0.0,0.0,0.0,0.0,3.84113,4.98,6457,9543,42642,40,27.49,63,29.8094,34.1646,24.891,30.5,17.0,40.0,49.5,64.5,61.8125,40.5755,55.8141,212.4291,17237.5956,8.25,1.25,test
-16012,Japan,EAS,warm_moist,136.9142,34.8522,17.0,8,other,urban,63.3,0.0,0.0,0.0,0.0,2.9,0.0,0.0,1.1,0.0,1.2,1.0,16.6,10.0,2.0,0.0,0.0,1.4869999999999999,8.638,44.06,6.67,27596,41843,95541,63,54.97,63,29.4447,34.2144,24.7348,29.25,15.75,40.75,52.0,68.5,65.4688,41.1669,57.7661,256.1634,20725.4784,13.25,1.75,test
-16013,Japan,EAS,warm_moist,136.9131,34.8278,10.0,3,other,urban,63.3,0.0,0.0,0.0,0.0,2.9,0.0,0.0,1.1,0.0,1.2,1.0,16.6,10.0,2.0,0.0,0.0,1.301,0.767,44.06,6.67,17699,27596,53579,52,44.88,63,31.0507,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,66.5625,-999.0,56.7499,-999.0,-999.0,-999.0,-999.0,test
-16014,Japan,EAS,warm_moist,136.8933,34.8689,55.0,27,other,urban,51.0,1.0,0.0,0.0,0.0,3.1,0.0,0.0,1.5,0.0,1.9,0.0,20.7,15.5,2.0,0.0,0.0,1.4869999999999999,8.638,49.5735,6.08,27596,41843,95541,62,57.97,63,30.6922,-999.0,25.5897,-999.0,-999.0,-999.0,-999.0,-999.0,64.625,42.7908,57.3553,-999.0,-999.0,15.0,-999.0,test
-16015,Japan,EAS,warm_moist,137.03,34.8125,0.0,0,other,urban,44.0,0.0,0.0,0.0,0.0,9.3,0.0,0.0,1.4,0.0,1.4,0.0,20.8,17.4,2.5,0.0,0.0,0.0,0.0,16.7565,6.58,19019,24757,53588,60,43.53,63,28.9732,36.5196,22.8269,30.0,14.0,42.0,54.1,72.5,69.9196,43.9738,56.2517,307.5402,26214.0595,22.0,4.0,test
-16017,Japan,EAS,warm_moist,137.1733,34.8786,30.0,8,other,urban,22.0,0.0,0.0,0.0,0.0,26.6,0.0,0.0,1.2,0.0,1.5,0.0,16.7,27.7,1.6,0.0,0.0,0.242,11.550999999999998,16.7565,6.43,10815,22603,53588,62,56.36,63,27.9643,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,54.1196,-999.0,-999.0,-999.0,-999.0,test
-16018,Japan,EAS,warm_moist,137.4231,34.86,50.0,53,other,urban,9.7,0.0,0.0,0.0,0.0,57.4,0.0,0.0,1.5,0.0,0.0,0.0,8.7,18.3,2.3,0.0,0.0,0.408,0.0,9.57465,4.06,19157,31305,37536,62,48.11,63,30.0367,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,56.8072,-999.0,-999.0,-999.0,-999.0,test
-16019,Japan,EAS,warm_moist,137.3197,34.8092,3.0,2,other,urban,32.2,0.0,0.0,0.0,0.0,28.8,0.0,0.0,1.6,0.0,0.0,1.1,13.5,19.0,2.6,0.0,0.0,0.0,0.0,9.57465,4.48,13781,34579,34579,62,55.48,63,31.2317,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,55.9188,-999.0,-999.0,-999.0,-999.0,test
-16020,Japan,EAS,warm_moist,137.2594,34.6639,10.0,8,other,urban,59.8,0.0,0.0,0.0,0.0,8.4,0.0,0.0,0.0,0.0,0.0,1.3,11.8,15.6,1.2,0.0,0.0,1.128,0.0,5.749280000000001,5.03,7389,7573,34579,52,35.03,63,31.3965,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,51.5864,-999.0,-999.0,-999.0,-999.0,test
-16021,Japan,EAS,warm_moist,137.2797,34.6953,5.0,7,other,urban,57.6,0.0,0.0,0.0,0.0,11.0,0.0,0.0,1.0,0.0,0.0,1.2,11.1,15.6,1.4,0.0,0.0,0.0,0.0,5.749280000000001,5.03,7167,15638,34579,62,50.7,63,27.3109,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,48.9619,-999.0,-999.0,-999.0,-999.0,test
-16023,Japan,EAS,warm_moist,137.1086,34.6233,10.0,64,other,urban,78.6,0.0,0.0,0.0,0.0,4.8,0.0,0.0,0.0,0.0,0.0,1.2,8.4,3.3,1.6,0.0,0.0,0.0,0.0,7.79471,5.06,3840,4225,26226,43,21.77,63,32.8072,37.4881,28.2943,33.25,20.5,43.5,54.25,69.345,67.4062,43.7769,58.8851,227.1656,24321.4179,15.0,0.25,test
-16024,Japan,EAS,warm_moist,136.4908,34.7436,25.0,23,other,suburban,25.3,0.0,0.0,0.0,0.0,41.7,0.0,0.0,4.4,0.0,0.0,0.0,21.0,4.0,1.8,0.0,0.0,0.465,9.011000000000001,3.0995,3.86,26413,26413,26413,61,54.4,63,31.6887,-999.0,24.5705,-999.0,-999.0,-999.0,-999.0,-999.0,65.875,44.771,57.4624,280.2614,-999.0,16.0,2.5,train
-16025,Japan,EAS,warm_moist,136.3714,34.6583,66.0,28,other,suburban,8.2,0.0,0.0,0.0,0.0,65.7,0.0,0.0,2.8,0.0,0.0,0.0,17.1,3.2,1.6,0.0,0.0,0.742,0.0,3.09575,3.09,1866,6127,26413,19,16.5,62,30.9135,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,55.59,-999.0,-999.0,-999.0,-999.0,val
-16026,Japan,EAS,warm_moist,136.6428,34.9264,3.0,0,other,suburban,36.9,1.6,0.0,0.0,0.0,18.1,0.0,0.0,5.7,0.0,1.3,0.0,26.6,6.6,1.8,0.0,0.0,0.69,0.0,15.2874,5.18,13010,26385,52177,55,43.85,63,29.3178,35.3983,24.5139,30.0,16.3333,41.6667,52.6667,69.3333,66.25,42.8042,56.909,302.8738,22435.9973,16.3333,5.3333,test
-16027,Japan,EAS,warm_moist,136.6219,34.9461,1.0,1,other,suburban,36.9,1.6,0.0,0.0,0.0,18.1,0.0,0.0,5.7,0.0,1.3,0.0,26.6,6.6,1.8,0.0,0.0,0.0,19.206,15.2874,5.18,26385,26393,34956,63,58.07,63,21.3415,-999.0,15.1573,-999.0,-999.0,-999.0,-999.0,-999.0,54.25,32.8557,45.9146,114.9699,-999.0,2.5,0.0,test
-16028,Japan,EAS,warm_moist,136.6419,35.0072,4.0,1,other,suburban,29.2,1.9,0.0,0.0,0.0,22.7,0.0,0.0,5.4,0.0,1.3,0.0,28.2,8.0,1.6,0.0,0.0,0.0,19.206,14.6313,5.08,24847,34956,121952,63,61.12,63,30.1771,36.5496,24.576999999999998,30.5,16.75,42.5,53.0,69.0,65.1875,43.3594,58.5777,326.7536,23447.9158,14.75,6.75,test
-16029,Japan,EAS,warm_moist,136.5931,34.9806,34.0,12,other,suburban,24.8,1.7,0.0,0.0,0.0,32.4,0.0,0.0,5.6,0.0,1.2,0.0,26.0,5.2,1.6,0.0,0.0,0.146,21.871,14.4456,4.94,26393,26393,34956,63,61.37,63,29.6057,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,62.25,42.2888,55.09,226.0822,-999.0,11.5,2.0,test
-16030,Japan,EAS,warm_moist,136.5958,34.9361,50.0,6,other,suburban,32.0,1.2,0.0,0.0,0.0,28.0,0.0,0.0,5.7,0.0,1.1,0.0,23.8,5.5,1.5,0.0,0.0,0.146,21.871,14.4456,4.94,26074,26393,34956,62,59.83,63,29.7957,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,53.0448,-999.0,-999.0,-999.0,-999.0,test
-16031,Japan,EAS,warm_moist,136.7075,34.5019,3.0,4,other,suburban,33.5,2.9,0.0,0.0,0.0,44.6,0.0,0.0,1.9,0.0,0.0,1.1,11.9,2.3,1.1,0.0,0.0,0.0,8.664,3.83166,3.31,10575,16541,17484,63,50.92,63,30.9863,36.7416,26.1811,31.0,18.25,42.5,53.5,69.0,66.75,43.1705,58.1335,215.4356,23895.1634,15.75,0.25,train
-16032,Japan,EAS,warm_moist,136.5386,34.5617,14.0,9,other,suburban,24.4,0.0,0.0,0.0,0.0,48.0,0.0,0.0,2.8,0.0,0.0,0.0,17.3,4.2,1.3,0.0,0.0,0.789,15.807,5.0473099999999995,3.36,10517,10517,26413,61,52.37,63,29.3176,-999.0,23.7887,-999.0,-999.0,-999.0,-999.0,-999.0,65.1875,43.1089,55.3514,271.7809,-999.0,13.0,1.5,test
-16033,Japan,EAS,warm_moist,136.6739,35.0622,34.0,40,other,suburban,16.5,2.2,0.0,0.0,0.0,19.8,0.0,0.0,5.1,0.0,1.6,0.0,35.2,16.3,1.1,0.0,0.0,0.155,23.778000000000002,14.6313,5.08,34956,34956,125252,62,61.9,63,31.4689,37.046,25.1185,31.6667,16.6667,43.0,53.6667,69.0,66.125,44.3667,58.5615,289.5845,24894.5901,15.3333,5.3333,test
-16034,Japan,EAS,warm_moist,136.1419,34.7589,185.0,19,other,suburban,0.0,0.0,0.0,0.0,0.0,86.0,0.0,0.0,0.0,0.0,0.0,0.0,10.0,0.0,2.2,0.0,0.0,1.9509999999999998,2.5269999999999997,3.29587,3.39,5600,5602,31225,61,42.38,62,26.9193,35.7853,17.5559,25.5,8.25,40.25,53.25,73.5,70.4375,43.5355,62.3359,384.9914,26750.386000000002,27.75,7.5,val
-16035,Japan,EAS,warm_moist,136.5528,34.8778,21.0,13,other,suburban,30.0,0.0,0.0,0.0,0.0,34.1,0.0,0.0,5.4,0.0,0.0,0.0,20.8,5.7,1.7,0.0,0.0,0.17800000000000002,24.068,14.427999999999999,4.44,17789,17898,27621,62,60.57,63,29.7622,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,53.4193,-999.0,-999.0,-999.0,-999.0,test
-16036,Japan,EAS,warm_moist,136.0917,34.6219,190.0,19,other,suburban,0.0,0.0,0.0,0.0,0.0,85.7,0.0,0.0,0.0,0.0,0.0,0.0,8.9,2.5,1.7,0.0,0.0,0.0,0.0,3.29189,3.43,8685,11985,42300,56,33.57,63,27.625999999999998,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,51.5018,-999.0,-999.0,-999.0,-999.0,val
-16037,Japan,EAS,warm_moist,136.1914,34.08,10.0,140,other,suburban,30.4,2.2,0.0,0.0,0.0,65.7,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,2.99358,2.22,1846,1891,1891,52,16.71,52,28.3714,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,54.435,-999.0,-999.0,-999.0,-999.0,test
-16038,Japan,EAS,warm_moist,136.4539,34.8436,50.0,29,other,suburban,14.4,0.0,0.0,0.0,0.0,49.1,0.0,0.0,4.8,0.0,0.0,0.0,22.2,4.9,2.7,0.0,0.0,1.212,10.427,5.16524,4.18,6023,9384,26413,41,46.89,63,29.6147,36.228,22.9404,30.25,16.0,41.0,51.25,68.145,64.9375,42.6432,54.7292,259.2779,22273.2603,13.5,1.75,test
-16039,Japan,EAS,warm_moist,136.8478,34.4661,40.0,25,other,suburban,58.4,2.7,0.0,0.0,0.0,26.8,0.0,0.0,1.4,0.0,0.0,1.2,6.7,1.4,0.0,0.0,0.0,0.0,7.343,3.13409,2.96,6185,9672,16541,35,20.44,63,34.8542,39.2353,30.5614,35.25,23.25,45.25,55.5,69.5,67.625,45.1859,59.4591,223.3776,26357.2029,15.5,0.75,val
-16040,Japan,EAS,warm_moist,136.0928,33.8917,20.0,149,other,suburban,39.5,2.3,0.0,0.0,0.0,54.8,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.301,0.0,0.8994850000000001,2.6,1236,1514,6616,34,15.98,57,34.5778,38.1311,29.2834,34.25,23.5,43.0,52.5,66.75,64.0625,42.8101,59.2606,203.0627,22900.8025,12.0,0.5,test
-16041,Japan,EAS,warm_moist,136.4881,34.6781,20.0,19,other,suburban,23.4,0.0,0.0,0.0,0.0,44.7,0.0,0.0,3.4,0.0,0.0,0.0,20.9,4.2,1.7,0.0,0.0,1.122,9.251,3.09575,3.6,18309,26413,26413,62,58.9,63,31.6174,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,53.0349,-999.0,-999.0,-999.0,-999.0,train
-16042,Japan,EAS,warm_moist,136.8283,34.3278,7.5,20,other,suburban,62.3,3.1,0.0,0.0,0.0,28.2,0.0,0.0,0.0,0.0,0.0,1.1,2.3,1.0,0.0,0.0,0.0,0.0,0.0,3.13035,2.78,5828,9030,11612,52,31.43,63,34.5085,39.5016,29.0601,-999.0,-999.0,-999.0,-999.0,-999.0,63.6071,44.6408,56.2364,156.7403,-999.0,7.5,0.0,test
-16043,Japan,EAS,warm_moist,136.5369,35.1072,81.0,39,other,suburban,6.8,1.7,0.0,0.0,0.0,47.7,0.0,0.0,5.0,0.0,1.1,0.0,29.7,5.0,1.4,0.0,0.0,0.145,8.353,14.649000000000001,4.32,6163,8327,46670,59,43.23,63,31.0603,36.0429,25.7095,31.0,18.5,41.25,52.0,69.5,66.625,42.8415,57.6623,303.4725,22479.8177,17.0,6.0,test
-16044,Japan,EAS,warm_moist,136.6242,34.9128,2.0,2,other,suburban,36.9,1.6,0.0,0.0,0.0,18.1,0.0,0.0,5.7,0.0,1.3,0.0,26.6,6.6,1.8,0.0,0.0,0.69,0.0,15.2874,5.18,19670,26385,34956,57,46.92,63,28.5405,37.2771,21.8139,30.0,16.0,42.3333,54.3333,71.0,65.4688,42.3203,59.2067,313.1469,26153.9805,15.75,3.5,test
-16045,Japan,EAS,warm_moist,136.6717,35.0214,4.0,2,other,suburban,23.1,2.1,0.0,0.0,0.0,17.3,0.0,0.0,5.4,0.0,1.6,0.0,33.5,13.6,1.3,0.0,0.0,0.155,23.778000000000002,14.6313,5.08,24847,34956,121952,62,58.14,63,27.0745,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,50.8326,-999.0,-999.0,-999.0,-999.0,test
-16046,Japan,EAS,warm_moist,136.6436,34.5239,14.0,20,other,suburban,31.4,1.8,0.0,0.0,0.0,44.8,0.0,0.0,2.1,0.0,0.0,0.0,13.7,3.7,0.0,0.0,0.0,0.513,15.284,5.0473099999999995,3.36,14613,16541,19166,61,49.86,63,31.912,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,55.0762,-999.0,-999.0,-999.0,-999.0,train
-16047,Japan,EAS,warm_moist,135.8767,35.0647,88.0,5,other,suburban,9.9,1.6,0.0,0.0,0.0,57.3,0.0,0.0,2.1,0.0,0.0,0.0,14.1,13.1,0.0,0.0,0.0,0.37200000000000005,8.375,7.0130300000000005,5.15,17219,17289,114381,60,47.49,63,28.4816,35.0672,24.5181,28.5,18.5,38.5,50.0,70.0,64.6667,40.7646,54.1778,321.4845,21087.4924,13.3333,4.0,val
-16048,Japan,EAS,warm_moist,135.9103,35.1139,86.0,5,other,suburban,12.2,1.7,0.0,0.0,0.0,58.0,0.0,0.0,1.7,0.0,0.0,0.0,13.6,11.0,0.0,0.0,0.0,0.9309999999999999,6.188,7.02151,4.23,16399,16399,114381,59,50.58,63,32.2319,38.5725,26.7643,32.5,21.0,43.0,53.0,68.0,65.625,44.3162,55.5854,228.6066,24083.9966,15.6667,1.5,val
-16049,Japan,EAS,warm_moist,135.8903,35.0028,86.0,17,other,suburban,4.6,1.2,0.0,0.0,0.0,56.4,0.0,0.0,2.8,0.0,0.0,0.0,16.2,16.4,0.0,0.0,0.0,0.5479999999999999,6.0360000000000005,7.0130300000000005,5.15,45025,81777,114381,63,58.97,63,28.3046,38.9959,23.2433,30.0,15.5,44.0,56.0,76.09,70.5655,45.5107,57.106,418.9429,31256.5548,26.6667,5.5,val
-16050,Japan,EAS,warm_moist,135.9092,34.9558,87.0,23,traffic,suburban,2.7,1.1,0.0,0.0,0.0,56.9,0.0,0.0,3.4,0.0,0.0,0.0,15.3,17.7,1.5,0.0,0.0,0.5479999999999999,6.0360000000000005,11.3647,5.23,18852,57765,114381,57,42.96,63,20.3977,27.8065,14.6966,19.0,8.5,31.5,42.0,57.68,54.4375,34.1591,46.0122,145.8727,9536.994,4.0,0.5,val
-16051,Japan,EAS,warm_moist,136.2647,35.2611,95.0,25,other,suburban,26.4,2.2,0.0,0.0,0.0,39.9,0.0,0.0,0.0,0.0,0.0,0.0,25.9,2.7,0.0,0.0,0.0,0.674,12.947000000000001,2.19775,3.4,10035,21014,23826,63,54.09,63,27.6235,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,66.875,-999.0,60.9865,-999.0,-999.0,-999.0,-999.0,train
-16052,Japan,EAS,warm_moist,136.2394,35.2522,94.0,11,other,suburban,25.3,1.7,0.0,0.0,0.0,39.7,0.0,0.0,0.0,0.0,0.0,0.0,27.1,3.3,0.0,0.0,0.0,0.674,12.947000000000001,2.19775,3.4,20416,20416,23826,62,52.87,63,33.6446,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,60.2198,-999.0,-999.0,-999.0,-999.0,train
-16054,Japan,EAS,warm_moist,136.2669,35.3886,89.0,6,other,suburban,23.6,2.1,0.0,0.0,1.2,51.5,0.0,0.0,0.0,0.0,0.0,0.0,17.0,2.3,0.0,0.0,0.0,0.267,6.694,4.42195,3.07,22135,23826,23826,60,47.03,63,34.6359,41.867,27.9304,35.25,19.75,47.25,58.5,75.5,73.436,48.8671,64.4447,387.3684,35439.3401,32.0,6.5,train
-16055,Japan,EAS,warm_moist,136.0931,35.1261,90.0,9,other,suburban,19.6,2.1,0.0,0.0,0.0,38.8,0.0,0.0,1.4,0.0,0.0,0.0,29.0,6.1,0.0,0.0,0.0,1.4240000000000002,15.280999999999999,8.445030000000001,4.22,16509,16509,53111,62,51.65,63,32.7683,38.9537,26.3159,33.5,18.75,44.75,54.75,70.75,68.0625,45.9003,59.5716,309.8954,27025.6526,20.25,2.75,train
-16056,Japan,EAS,warm_moist,136.2061,35.1064,134.0,26,other,suburban,13.6,1.5,0.0,0.0,0.0,48.3,0.0,0.0,1.0,0.0,0.0,0.0,28.1,4.7,1.1,0.0,0.0,0.39,12.806,2.19504,3.98,15173,15173,53111,62,51.5,63,32.3438,39.7783,25.3021,33.0,17.25,45.25,56.0,72.53,69.5982,46.7012,61.4012,347.9842,30296.6951,23.75,3.5,train
-16057,Japan,EAS,warm_moist,135.9506,35.0133,94.0,13,other,suburban,8.6,1.5,0.0,0.0,0.0,52.5,0.0,0.0,2.3,0.0,0.0,0.0,18.9,13.7,0.0,0.0,0.0,1.074,9.276,7.0130300000000005,5.21,53111,53111,114381,63,60.43,63,27.9483,37.0608,20.2064,28.25,12.5,41.25,52.5,71.25,68.6875,44.1246,58.9954,307.0156,25549.5129,22.0,4.75,val
-16058,Japan,EAS,warm_moist,135.9608,35.0114,98.0,17,traffic,suburban,8.6,1.5,0.0,0.0,0.0,52.5,0.0,0.0,2.3,0.0,0.0,0.0,18.9,13.7,0.0,0.0,0.0,1.074,9.276,7.0130300000000005,5.21,53111,53111,114381,63,59.79,63,24.3881,32.2163,17.778,24.0,9.5,37.0,47.5,63.5,58.75,38.7499,51.5034,197.2703,15774.9016,6.0,1.5,val
-16059,Japan,EAS,warm_moist,135.9861,35.0633,97.0,12,other,suburban,13.1,1.8,0.0,0.0,0.0,47.8,0.0,0.0,1.7,0.0,0.0,0.0,22.7,10.3,0.0,0.0,0.0,0.18899999999999997,12.915999999999999,7.0130300000000005,5.21,32379,37392,114381,63,60.59,63,31.1191,38.8078,24.5569,32.25,17.25,43.75,54.25,72.25,69.25,45.7246,59.9564,332.6124,27974.7532,24.0,5.5,val
-16060,Japan,EAS,warm_moist,136.165,34.9647,168.0,16,other,suburban,4.1,1.1,0.0,0.0,0.0,57.6,0.0,0.0,1.3,0.0,0.0,0.0,27.8,5.1,1.4,0.0,0.0,0.8009999999999999,7.994,5.22085,4.06,10591,13583,53111,60,46.22,63,31.2497,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,56.0306,-999.0,-999.0,-999.0,-999.0,train
-16061,Japan,EAS,warm_moist,136.04,35.4058,88.0,7,other,suburban,28.6,2.5,0.0,0.0,0.0,52.8,0.0,0.0,0.0,0.0,0.0,0.0,12.1,1.3,0.0,0.0,0.0,0.0,0.0,1.85687,2.52,3705,5471,22135,38,25.97,63,36.1593,42.0501,30.7095,36.25,23.5,47.25,57.5,73.25,71.875,48.6243,63.6376,349.5749,33308.727,26.75,5.5,val
-16062,Japan,EAS,warm_moist,136.195,34.9589,192.0,39,traffic,suburban,0.0,0.0,0.0,0.0,0.0,67.3,0.0,0.0,1.3,0.0,0.0,0.0,24.5,3.7,1.9,0.0,0.0,0.8009999999999999,7.994,5.22085,4.06,7237,9719,53111,37,39.03,63,22.2406,30.0968,14.4548,18.0,5.5,34.0,47.5,65.5,59.1667,36.858000000000004,56.5444,189.3916,16045.9663,8.0,0.6667,train
-16063,Japan,EAS,warm_moist,135.7381,35.0406,91.0,52,other,suburban,2.9,1.1,0.0,0.0,0.0,63.5,0.0,0.0,2.4,0.0,0.0,0.0,10.9,17.3,0.0,0.0,0.0,0.0,2.292,7.0125,5.26,113469,114381,114381,63,58.23,63,29.54,34.2266,25.5711,29.0,17.5,40.25,50.75,68.25,65.3125,41.3318,57.3719,260.5053,19960.2758,14.5,2.0,val
-16064,Japan,EAS,warm_moist,135.7803,35.0386,64.0,31,other,suburban,4.6,1.2,0.0,0.0,0.0,60.5,0.0,0.0,2.5,0.0,0.0,0.0,12.4,17.0,0.0,0.0,0.0,0.0,2.292,7.0125,5.26,114381,114381,114381,63,60.91,63,30.8581,39.0458,24.7787,30.0,17.3333,42.3333,55.0,77.0067,74.3274,45.3287,61.7084,406.0985,30771.2055,32.0,9.6667,val
-16065,Japan,EAS,warm_moist,135.7675,35.0119,42.0,27,other,suburban,2.9,1.1,0.0,0.0,0.0,63.5,0.0,0.0,2.4,0.0,0.0,0.0,10.9,17.3,0.0,0.0,0.0,0.0,2.781,7.0125,5.26,114381,114381,114381,63,62.51,63,30.3681,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,54.743,-999.0,-999.0,-999.0,-999.0,val
-16066,Japan,EAS,warm_moist,135.7342,34.9983,26.0,11,other,suburban,2.3,1.1,0.0,0.0,0.0,59.2,0.0,0.0,2.9,0.0,0.0,0.0,11.3,21.2,0.0,0.0,0.0,0.0,2.781,11.3638,6.28,104088,113469,141123,63,62.99,63,29.6082,35.0411,24.6801,29.25,16.25,40.5,51.75,71.75,68.4152,42.1785,58.6789,321.8384,22683.4593,20.25,4.75,val
-16067,Japan,EAS,warm_moist,135.7469,34.9739,20.0,8,other,suburban,2.3,1.1,0.0,0.0,0.0,59.2,0.0,0.0,2.9,0.0,0.0,0.0,11.3,21.2,0.0,0.0,0.0,0.0,2.781,11.3638,6.28,104088,113469,141123,63,63.0,63,27.4255,35.2434,21.4654,28.0,12.5,40.0,52.0,74.0,71.3304,43.3158,55.662,332.9108,24369.9805,25.5,9.0,val
-16068,Japan,EAS,warm_moist,135.7614,34.9356,14.0,22,other,suburban,1.8,0.0,0.0,0.0,0.0,54.3,0.0,0.0,3.5,0.0,0.0,0.0,12.4,25.0,1.2,0.0,0.0,0.0,2.781,11.3638,6.28,91025,104088,150463,63,62.97,63,27.2418,35.0505,20.8133,27.25,11.5,40.5,52.5,72.5,69.5,43.0528,59.0902,339.111,24486.717999999997,22.0,7.25,val
-16069,Japan,EAS,warm_moist,135.7322,34.9383,13.0,4,other,suburban,1.8,0.0,0.0,0.0,0.0,54.3,0.0,0.0,3.5,0.0,0.0,0.0,12.4,25.0,1.2,0.0,0.0,0.0,2.781,11.3638,6.28,91025,104088,150463,63,62.95,63,25.9154,34.2174,19.3028,25.25,10.25,38.75,50.75,73.75,70.0312,41.7903,59.7025,381.2761,23441.9603,23.75,8.5,val
-16070,Japan,EAS,warm_moist,135.8072,34.9456,17.0,57,other,suburban,1.8,0.0,0.0,0.0,0.0,55.4,0.0,0.0,3.6,0.0,0.0,0.0,13.3,22.4,1.3,0.0,0.0,0.0,0.475,11.3647,5.61,80090,106741,150463,63,58.53,63,26.0045,35.4985,17.5466,24.5,9.375,39.25,51.5,73.5,70.0625,43.4979,60.3568,385.6216,25215.2882,23.5,8.75,val
-16071,Japan,EAS,warm_moist,135.8122,34.9886,50.0,23,other,suburban,2.7,1.2,0.0,0.0,0.0,58.5,0.0,0.0,2.8,0.0,0.0,0.0,13.0,19.5,1.0,0.0,0.0,0.0,0.475,11.3647,5.61,81777,106741,114381,63,59.5,63,28.5994,36.9813,22.4632,28.25,14.5,40.75,53.0,73.25,70.1875,43.0692,59.7413,349.3241,26239.0441,24.0,6.75,val
-16072,Japan,EAS,warm_moist,135.6978,34.9722,24.0,12,other,suburban,1.1,0.0,0.0,0.0,0.0,61.0,0.0,0.0,2.6,0.0,0.0,0.0,10.0,22.8,0.0,0.0,0.0,0.0,0.0,26.4017,6.9,54956,104088,150463,63,60.49,63,29.2608,36.5417,22.7679,29.0,15.25,40.5,52.0,75.75,72.9018,44.0026,60.7748,400.8714,26189.3651,30.0,8.75,val
-16073,Japan,EAS,warm_moist,135.1256,35.295,20.0,1,other,suburban,0.0,0.0,0.0,0.0,0.0,90.9,0.0,0.0,0.0,0.0,0.0,0.0,6.9,0.0,0.0,0.0,0.0,0.174,0.0,2.1739900000000003,2.16,4028,4612,4667,59,37.63,61,30.3974,36.7609,21.5952,28.0,12.75,42.5,53.5,70.29,66.942,44.6116,62.6722,266.8044,25333.9402,17.0,0.5,train
-16074,Japan,EAS,warm_moist,135.3994,35.4725,10.0,19,other,suburban,27.9,1.7,0.0,0.0,0.0,66.3,0.0,0.0,0.0,0.0,0.0,0.0,1.7,0.0,0.0,0.0,0.0,0.099,0.0,2.11061,2.24,3452,4664,5522,50,32.2,59,28.7598,35.3728,21.4981,28.0,13.3333,41.3333,51.6667,66.0,63.5417,42.4108,57.6385,236.4697,20451.7153,11.0,0.0,train
-16075,Japan,EAS,warm_moist,135.2422,35.3019,20.0,41,other,suburban,0.0,0.0,0.0,0.0,0.0,90.4,0.0,0.0,0.0,0.0,0.0,0.0,6.9,0.0,0.0,0.0,0.0,0.07,0.0,2.10783,2.16,1823,3622,4667,46,24.03,61,28.1759,36.2523,19.6056,25.75,12.0,41.25,52.5,68.5,66.0268,43.6531,60.0653,259.8957,23702.0479,15.25,0.75,train
-16076,Japan,EAS,warm_moist,135.7978,34.8878,10.0,51,other,suburban,1.1,0.0,0.0,0.0,0.0,51.8,0.0,0.0,4.2,0.0,0.0,0.0,12.2,27.3,1.5,0.0,0.0,0.0,22.112,11.35,7.01,47230,80090,166493,63,57.99,63,29.7144,37.8425,22.1869,27.75,15.0,41.25,55.0,77.5,72.4688,45.5339,63.9528,396.0976,30425.0188,30.75,10.0,val
-16078,Japan,EAS,warm_moist,135.1997,35.5331,20.0,25,other,suburban,15.2,1.3,0.0,0.0,0.0,76.8,0.0,0.0,0.0,0.0,0.0,0.0,3.8,1.1,0.0,0.0,0.0,0.0,0.0,1.46065,1.89,1971,4200,5522,24,15.83,59,35.2857,40.8883,29.6653,35.0,23.3333,45.6667,55.0,69.3333,67.125,46.8313,60.4108,276.1292,28581.3476,13.0,1.0,train
-16079,Japan,EAS,warm_moist,135.5664,35.0131,100.0,12,other,suburban,0.0,0.0,0.0,0.0,0.0,75.2,0.0,0.0,1.2,0.0,0.0,0.0,6.7,15.4,0.0,0.0,0.0,0.08199999999999999,0.0,3.4848199999999996,4.85,7597,11832,145432,60,40.74,63,28.6615,36.5809,20.3283,27.75,12.25,41.25,52.25,70.0,67.5,43.8916,60.5653,275.4975,24297.0224,17.5,2.5,val
-16081,Japan,EAS,warm_moist,135.7903,34.8528,40.0,16,other,suburban,0.0,0.0,0.0,0.0,0.0,49.3,0.0,0.0,4.1,0.0,0.0,0.0,12.4,30.4,1.5,0.0,0.0,0.0,22.112,11.35,7.01,42443,47230,225468,63,58.47,63,29.2042,37.937,21.8003,27.3333,14.0,42.3333,55.3333,77.6667,72.9405,46.2507,62.4583,415.2751,32321.2417,34.3333,12.3333,val
-16082,Japan,EAS,warm_moist,135.7042,34.9469,20.0,21,other,suburban,0.0,0.0,0.0,0.0,0.0,53.5,0.0,0.0,3.2,0.0,0.0,0.0,10.8,28.7,1.3,0.0,0.0,0.0,2.781,11.3638,6.28,75781,91025,178065,63,60.84,63,29.7895,36.6346,23.5677,29.75,15.5,41.5,52.75,73.25,70.5312,43.9627,60.725,351.6254,25287.477000000003,22.25,7.25,val
-16083,Japan,EAS,warm_moist,135.6936,34.8744,60.0,30,other,suburban,0.0,0.0,0.0,0.0,0.0,46.3,0.0,0.0,3.8,0.0,0.0,0.0,11.8,34.9,1.4,0.0,0.0,0.0,1.459,26.3696,8.64,89926,98863,253854,63,62.55,63,27.631999999999998,35.34,21.6822,27.75,13.5,40.0,51.5,73.75,70.7188,43.2452,59.2458,378.4863,24586.8377,26.0,8.0,val
-16085,Japan,EAS,warm_moist,135.0742,35.6264,39.0,24,other,suburban,35.1,1.4,0.0,0.0,0.0,58.4,0.0,0.0,0.0,0.0,0.0,0.0,3.2,0.0,0.0,0.0,0.0,0.059000000000000004,0.0,1.44054,1.6,3189,3214,5522,46,22.48,58,33.897,39.9136,26.934,34.5,19.75,44.75,54.0,67.75,64.7812,45.5205,60.4298,272.1148,25693.2425,12.75,0.75,train
-16086,Japan,EAS,warm_moist,135.455,35.1086,134.0,57,other,suburban,0.0,0.0,0.0,0.0,0.0,90.2,0.0,0.0,0.0,0.0,0.0,0.0,6.3,1.4,1.1,0.0,0.0,0.078,0.0,1.4208,3.12,2873,3056,55086,31,18.47,63,27.5659,36.1416,18.2785,27.0,13.0,40.0,50.5,66.5,63.75,41.9701,59.6102,250.643,20743.578999999998,11.3333,0.6667,train
-16087,Japan,EAS,warm_moist,135.6919,34.9072,20.0,4,other,suburban,0.0,0.0,0.0,0.0,0.0,46.3,0.0,0.0,3.8,0.0,0.0,0.0,11.8,34.9,1.4,0.0,0.0,0.0,1.459,26.4017,6.9,50421,89926,237657,63,60.01,63,29.0603,35.8612,22.4881,28.5,14.0,41.25,52.0,72.0,68.2232,43.5237,60.3642,332.7623,24258.5134,20.75,6.0,val
-16088,Japan,EAS,warm_moist,135.7369,34.8875,10.0,4,other,suburban,0.0,0.0,0.0,0.0,0.0,49.2,0.0,0.0,3.9,0.0,0.0,0.0,11.9,31.3,1.4,0.0,0.0,0.0,23.36,11.35,7.01,50371,91025,225468,63,63.0,63,27.7261,36.8741,19.2805,26.875,10.0,41.1875,53.5,75.25,71.8125,45.1178,62.6899,358.0777,28433.3417,29.0,8.25,val
-16090,Japan,EAS,warm_moist,135.7692,34.8242,40.0,32,other,suburban,0.0,0.0,0.0,0.0,0.0,49.3,0.0,0.0,4.1,0.0,0.0,0.0,12.4,30.4,1.5,0.0,0.0,0.0,16.451,11.35,7.01,31291,81499,253854,63,60.21,63,27.6161,35.9001,20.1618,26.5,12.25,40.0,52.75,74.175,70.9688,43.5747,61.8794,367.36300000000006,25941.1578,25.0,8.25,val
-16091,Japan,EAS,warm_moist,135.8283,34.7394,30.0,41,other,suburban,0.0,0.0,0.0,0.0,0.0,52.5,0.0,0.0,3.8,0.0,0.0,0.0,16.3,24.0,2.0,0.0,0.0,0.252,2.246,8.526539999999999,5.42,35339,35339,253854,61,51.18,63,29.2117,37.9215,21.2697,27.6667,14.0,41.0,54.3333,76.3333,73.1667,45.4379,62.4806,420.7275,29656.1471,31.6667,10.6667,val
-16092,Japan,EAS,warm_moist,135.7944,34.7778,30.0,3,other,suburban,0.0,0.0,0.0,0.0,0.0,47.3,0.0,0.0,4.2,0.0,0.0,0.0,14.4,31.1,1.6,0.0,0.0,0.0,16.277,8.525889999999999,7.49,26147,49655,253854,62,53.87,63,28.8735,38.5627,19.7727,27.25,12.25,42.25,55.0,77.75,74.3646,46.5818,65.0195,429.7942,32186.5063,35.5,12.0,val
-16093,Japan,EAS,warm_moist,135.4522,34.6828,0.0,1,other,urban,23.4,0.0,0.0,0.0,0.0,16.1,0.0,0.0,1.5,0.0,0.0,0.0,3.0,53.3,0.0,0.0,0.0,0.0,0.0,0.068827,11.95,96141,195657,261712,63,62.97,63,25.1298,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,50.3255,-999.0,-999.0,-999.0,-999.0,val
-16094,Japan,EAS,warm_moist,135.49,34.6747,0.0,4,other,urban,18.2,0.0,0.0,0.0,0.0,16.8,0.0,0.0,2.3,0.0,0.0,0.0,4.4,55.4,0.0,0.0,0.0,0.0,0.0,0.068827,11.95,195657,210206,261712,63,63.0,63,23.7061,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,47.4591,-999.0,-999.0,-999.0,-999.0,val
-16095,Japan,EAS,warm_moist,135.4908,34.6622,0.0,4,other,urban,18.2,0.0,0.0,0.0,0.0,16.8,0.0,0.0,2.3,0.0,0.0,0.0,4.4,55.4,0.0,0.0,0.0,0.0,0.0,0.068827,11.95,210206,261712,261712,63,63.0,63,26.1963,31.6249,23.6263,27.5,15.5,39.5,51.0,68.0,62.1667,38.6071,51.7383,298.0847,19470.1399,8.6667,3.5,val
-16096,Japan,EAS,warm_moist,135.4408,34.7056,0.0,1,other,urban,23.4,0.0,0.0,0.0,0.0,16.1,0.0,0.0,1.5,0.0,0.0,0.0,3.0,53.3,0.0,0.0,0.0,0.0,0.0,47.4169,10.92,96141,195657,261712,63,62.99,63,27.3208,32.9064,22.6445,27.5,13.5,39.5,50.5,67.25,63.8125,40.1241,55.7433,248.5238,19308.6879,12.5,2.75,val
-16097,Japan,EAS,warm_moist,135.5353,34.6797,2.0,8,other,urban,13.6,0.0,0.0,0.0,0.0,15.3,0.0,0.0,3.6,0.0,0.0,0.0,8.0,56.4,0.0,0.0,0.0,0.0,0.0,48.8745,11.53,192926,261712,261712,63,63.0,63,25.9838,32.2322,20.8826,25.75,12.5,37.75,49.5,68.8,66.25,39.1827,56.4763,288.3471,19316.9178,16.25,3.75,val
-16098,Japan,EAS,warm_moist,135.5342,34.6564,0.0,4,other,urban,16.5,0.0,0.0,0.0,0.0,15.1,0.0,0.0,3.5,0.0,0.0,0.0,8.7,53.2,0.0,0.0,0.0,0.0,0.0,48.8745,11.53,261712,261712,261712,63,63.0,63,28.706999999999997,35.8139,23.6533,29.0,15.3333,41.6667,53.3333,71.3333,68.1667,43.0887,58.4198,295.7803,25338.6908,19.6667,3.6667,val
-16099,Japan,EAS,warm_moist,135.5414,34.7272,0.0,0,other,urban,10.0,0.0,0.0,0.0,0.0,23.5,0.0,0.0,3.0,0.0,0.0,0.0,7.2,53.1,1.1,0.0,0.0,0.0,0.0,48.9336,11.07,237657,237657,261712,63,63.0,63,25.7567,32.6859,19.5205,26.0,12.25,37.5,47.25,66.75,63.25,40.1044,55.2922,305.52299999999997,17669.683,13.25,5.0,val
-16100,Japan,EAS,warm_moist,135.5428,34.6975,0.0,2,other,urban,13.6,0.0,0.0,0.0,0.0,15.3,0.0,0.0,3.6,0.0,0.0,0.0,8.0,56.4,0.0,0.0,0.0,0.0,0.0,48.8745,11.53,192926,261712,261712,63,63.0,63,28.3758,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,54.0525,-999.0,-999.0,-999.0,-999.0,val
-16101,Japan,EAS,warm_moist,135.4986,34.6486,0.0,6,other,urban,22.0,0.0,0.0,0.0,0.0,14.4,0.0,0.0,2.6,0.0,0.0,0.0,5.1,53.4,0.0,0.0,0.0,0.0,0.0,0.068827,11.95,210206,261712,261712,63,63.0,63,24.2165,29.5773,20.0849,25.5,13.0,37.0,48.0,64.0,60.125,36.4117,49.8201,189.9357,15062.9798,6.0,1.0,val
-16103,Japan,EAS,warm_moist,135.5858,34.7092,0.0,2,other,urban,8.8,0.0,0.0,0.0,0.0,15.5,0.0,0.0,3.9,0.0,0.0,0.0,11.8,56.7,1.0,0.0,0.0,0.0,0.0,48.9336,11.07,253854,253854,261712,63,63.0,63,26.7465,36.0767,20.7987,-999.0,-999.0,-999.0,-999.0,-999.0,71.875,43.9827,54.7957,357.88,-999.0,28.5,5.5,val
-16104,Japan,EAS,warm_moist,135.4794,34.6092,0.0,4,other,urban,24.6,0.0,0.0,0.0,0.0,19.4,0.0,0.0,2.2,0.0,0.0,0.0,5.0,46.5,0.0,0.0,0.0,0.0,0.0,0.068827,11.95,139909,235328,261712,63,62.95,63,26.7514,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,67.25,40.988,53.1194,-999.0,-999.0,17.0,-999.0,val
-16105,Japan,EAS,warm_moist,135.4328,34.6308,0.0,7,other,urban,27.8,0.0,0.0,0.0,0.0,11.7,0.0,0.0,1.8,0.0,0.0,0.0,3.4,52.8,0.0,0.0,0.0,0.0,0.0,0.068827,11.95,60345,139909,261712,63,61.12,63,23.9581,27.8758,22.1737,25.0,10.5,36.5,46.5,62.0,56.2976,34.5949,49.9435,216.9311,12341.9648,4.3333,1.5,val
-16106,Japan,EAS,warm_moist,135.5453,34.62,0.0,3,other,urban,16.5,0.0,0.0,0.0,0.0,15.1,0.0,0.0,3.5,0.0,0.0,0.0,8.7,53.2,0.0,0.0,0.0,0.0,0.0,48.8745,11.53,235328,261712,261712,63,63.0,63,25.5109,33.1518,20.6253,26.5,13.0,38.0,50.5,70.5,66.625,40.1871,52.2174,305.5699,20939.9689,16.5,2.0,val
-16107,Japan,EAS,warm_moist,135.5636,34.5375,50.0,30,other,urban,17.2,0.0,0.0,0.0,0.0,27.2,0.0,0.0,3.3,0.0,0.0,0.0,9.9,39.0,1.4,0.0,0.0,0.057999999999999996,0.457,48.8167,10.6,64887,97231,261712,63,62.82,63,26.2318,33.9695,19.0109,24.75,12.25,37.25,50.0,70.0,67.2188,41.0955,57.9135,272.3812,21393.4055,17.5,3.25,val
-16108,Japan,EAS,warm_moist,135.4719,34.5711,4.0,5,other,urban,24.6,0.0,0.0,0.0,0.0,19.4,0.0,0.0,2.2,0.0,0.0,0.0,5.0,46.5,0.0,0.0,0.0,0.0,0.0,45.0878,10.57,68093,98003,261712,63,62.86,63,25.318,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,50.5027,-999.0,-999.0,-999.0,-999.0,val
-16109,Japan,EAS,warm_moist,135.4583,34.5442,8.0,3,other,urban,33.0,0.0,0.0,0.0,0.0,21.4,0.0,0.0,1.9,0.0,0.0,0.0,3.7,37.3,0.0,0.0,0.0,0.0,0.0,45.0878,10.57,81351,96337,261712,63,62.83,63,27.6631,34.3056,21.8591,27.75,14.75,38.75,49.75,68.25,64.9062,41.1604,57.018,251.2824,20151.2404,13.25,1.5,val
-16110,Japan,EAS,warm_moist,135.4558,34.56,1.0,3,other,urban,31.3,0.0,0.0,0.0,0.0,14.6,0.0,0.0,1.9,0.0,0.0,0.0,3.7,46.2,0.0,0.0,0.0,0.0,0.0,45.0878,10.57,68093,98003,261712,63,62.59,63,26.2383,33.0873,21.9957,26.3333,14.3333,38.3333,50.3333,70.3333,66.3512,40.2038,55.6591,281.547,20199.1892,15.3333,3.0,val
-16111,Japan,EAS,warm_moist,135.5153,34.5594,25.0,16,other,urban,24.9,0.0,0.0,0.0,0.0,25.1,0.0,0.0,2.5,0.0,0.0,0.0,6.3,38.2,1.2,0.0,0.0,0.0,0.0,48.8167,10.6,98003,139909,261712,63,63.0,63,29.2845,37.4549,22.2849,28.0,15.0,41.25,55.1,77.0,73.7812,45.0274,63.052,381.2822,30567.0696,34.5,8.25,val
-16112,Japan,EAS,warm_moist,135.4725,34.5939,1.0,3,other,urban,24.6,0.0,0.0,0.0,0.0,19.4,0.0,0.0,2.2,0.0,0.0,0.0,5.0,46.5,0.0,0.0,0.0,0.0,0.0,45.0878,10.57,60345,139909,261712,63,62.86,63,24.2566,29.5884,19.653,23.5,11.75,34.75,46.0,62.345,59.7857,36.2841,52.4377,186.7553,13429.5996,5.75,0.5,val
-16113,Japan,EAS,warm_moist,135.5122,34.4867,77.0,51,other,urban,22.6,0.0,0.0,0.0,0.0,31.8,0.0,0.0,3.1,0.0,0.0,0.0,8.7,30.5,1.6,0.0,0.0,0.0,7.724,5.77061,7.91,78618,96630,261712,62,61.7,63,32.159,40.8476,26.1564,32.0,19.5,43.75,57.5,79.775,76.5625,47.9967,62.853,413.2613,35880.8312,42.0,9.5,val
-16114,Japan,EAS,warm_moist,135.5289,34.5264,59.0,32,other,urban,17.2,0.0,0.0,0.0,0.0,27.2,0.0,0.0,3.3,0.0,0.0,0.0,9.9,39.0,1.4,0.0,0.0,0.0,0.0,48.8167,10.6,97231,102281,261712,63,62.85,63,32.287,40.7949,25.9132,31.75,19.25,44.5,58.25,80.5,77.6562,48.4443,64.5775,411.19800000000004,36684.4001,46.0,12.25,val
-16116,Japan,EAS,warm_moist,135.5011,34.5394,36.0,28,other,urban,24.9,0.0,0.0,0.0,0.0,25.1,0.0,0.0,2.5,0.0,0.0,0.0,6.3,38.2,1.2,0.0,0.0,0.0,0.0,48.8167,10.6,96337,98003,261712,63,62.96,63,27.0306,33.9818,19.9158,26.25,13.5,37.75,49.0,66.75,64.2188,40.9127,56.6176,255.5374,19517.6018,12.5,2.25,val
-16117,Japan,EAS,warm_moist,135.3792,34.4692,10.0,8,other,urban,40.5,0.0,0.0,0.0,0.0,22.3,0.0,0.0,2.6,0.0,0.0,0.0,6.5,25.6,1.1,0.0,0.0,0.0,7.521,11.4995,7.84,10181,64712,261712,62,59.39,63,29.9741,37.2531,23.8155,29.75,17.0,41.25,53.75,73.25,69.0938,44.2868,60.2829,335.4433,26643.9948,22.75,5.75,val
-16118,Japan,EAS,warm_moist,135.4742,34.7375,2.0,1,other,urban,14.0,0.0,0.0,0.0,0.0,25.6,0.0,0.0,1.7,0.0,0.0,0.0,3.9,51.6,1.3,0.0,0.0,0.0,0.0,47.4169,10.92,198782,237657,261712,63,63.0,63,26.9824,33.7018,21.2148,27.0,12.3333,39.6667,51.3333,68.84,66.4583,41.001000000000005,57.1528,279.1665,20979.1569,14.6667,3.6667,val
-16119,Japan,EAS,warm_moist,135.4697,34.7808,26.0,24,traffic,urban,9.8,0.0,0.0,0.0,0.0,34.6,0.0,0.0,1.6,0.0,0.0,0.0,4.5,46.4,1.5,0.0,0.0,0.0,0.0,47.4169,10.92,152607,176661,261712,63,63.0,63,27.2806,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,53.6817,-999.0,-999.0,-999.0,-999.0,val
-16120,Japan,EAS,warm_moist,135.4906,34.8072,67.0,52,traffic,urban,9.8,0.0,0.0,0.0,0.0,34.6,0.0,0.0,1.6,0.0,0.0,0.0,4.5,46.4,1.5,0.0,0.0,0.0,0.0,14.2342,8.2,128874,176661,261712,63,62.85,63,23.1375,27.622,18.2164,21.3333,9.3333,33.6667,45.3333,59.6667,56.4167,34.4747,50.8583,173.7338,10720.8976,4.3333,1.0,val
-16121,Japan,EAS,warm_moist,135.4475,34.825,70.0,44,other,urban,7.2,0.0,0.0,0.0,0.0,43.6,0.0,0.0,1.4,0.0,0.0,0.0,4.9,39.3,1.9,0.0,0.0,0.083,0.0,14.2342,8.2,91728,152607,261712,63,62.0,63,33.6023,38.9238,28.9257,33.5,22.25,43.75,54.75,73.75,70.8125,45.4,61.0451,382.1765,27750.764,24.75,6.25,val
-16122,Japan,EAS,warm_moist,135.5028,34.76,3.0,19,other,urban,9.8,0.0,0.0,0.0,0.0,34.6,0.0,0.0,1.6,0.0,0.0,0.0,4.5,46.4,1.5,0.0,0.0,0.0,0.0,48.9336,11.07,176661,198782,261712,63,63.0,63,28.2911,34.5132,22.8327,28.0,14.0,40.25,52.5,71.375,68.25,41.8332,59.012,320.9486,22754.3263,19.5,5.0,val
-16123,Japan,EAS,warm_moist,135.5169,34.8117,35.0,46,other,urban,5.6,0.0,0.0,0.0,0.0,42.1,0.0,0.0,1.7,0.0,0.0,0.0,6.4,41.3,1.5,0.0,0.0,0.0,0.0,26.3696,8.93,145432,178065,261712,63,62.99,63,30.5557,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,56.2928,-999.0,-999.0,-999.0,-999.0,val
-16124,Japan,EAS,warm_moist,135.4106,34.5044,4.0,10,other,urban,40.5,0.0,0.0,0.0,0.0,22.3,0.0,0.0,2.6,0.0,0.0,0.0,6.5,25.6,1.1,0.0,0.0,0.0,7.521,45.0878,10.57,64712,64712,261712,62,61.23,63,30.3809,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,56.2219,-999.0,-999.0,-999.0,-999.0,val
-16125,Japan,EAS,warm_moist,135.6064,34.8317,6.0,7,other,urban,1.3,0.0,0.0,0.0,0.0,36.6,0.0,0.0,3.4,0.0,0.0,0.0,10.8,45.1,1.4,0.0,0.0,0.078,0.0,26.3696,8.64,62171,150463,261712,63,62.96,63,28.0661,36.4462,21.3611,28.25,13.25,41.0,53.25,75.435,71.9062,44.0136,59.718999999999994,389.2625,27011.0192,28.75,8.0,val
-16126,Japan,EAS,warm_moist,135.5986,34.8631,27.0,37,other,urban,0.0,0.0,0.0,0.0,0.0,43.8,0.0,0.0,2.9,0.0,0.0,0.0,10.1,40.9,1.3,0.0,0.0,0.0,0.0,26.3696,8.93,59118,73084,261712,63,60.03,63,28.7951,35.668,23.9522,28.75,16.5,40.75,51.75,71.5,68.25,43.0627,57.76,336.9477,23091.9536,20.25,5.75,val
-16128,Japan,EAS,warm_moist,135.3661,34.4358,24.0,25,other,urban,42.8,0.0,0.0,0.0,0.0,26.6,0.0,0.0,2.7,0.0,0.0,0.0,8.2,17.4,1.4,0.0,0.0,0.0,7.521,11.4995,7.84,35294,50051,235328,63,61.07,63,31.6561,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,55.1511,-999.0,-999.0,-999.0,-999.0,val
-16129,Japan,EAS,warm_moist,135.5611,34.73,2.0,3,other,urban,10.0,0.0,0.0,0.0,0.0,23.5,0.0,0.0,3.0,0.0,0.0,0.0,7.2,53.1,1.1,0.0,0.0,0.0,0.0,48.9336,11.07,225468,253854,261712,63,63.0,63,27.9574,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,55.0195,-999.0,-999.0,-999.0,-999.0,val
-16130,Japan,EAS,warm_moist,135.6508,34.8144,9.0,11,other,urban,0.0,0.0,0.0,0.0,0.0,36.1,0.0,0.0,3.7,0.0,0.0,0.0,11.8,45.2,1.5,0.0,0.0,0.052000000000000005,3.214,26.3696,8.64,97126,141123,261712,63,62.97,63,27.7107,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,55.0948,-999.0,-999.0,-999.0,-999.0,val
-16131,Japan,EAS,warm_moist,135.7058,34.8181,73.0,45,other,urban,0.0,0.0,0.0,0.0,0.0,39.9,0.0,0.0,3.9,0.0,0.0,0.0,11.9,41.7,1.4,0.0,0.0,0.0,16.451,11.35,7.01,98863,98863,261712,63,61.18,63,26.820999999999998,33.846,19.4716,25.3333,11.3333,38.0,50.0,72.0,69.0833,41.6099,57.317,332.8894,22577.2938,23.0,8.0,val
-16132,Japan,EAS,warm_moist,135.6819,34.8597,10.0,11,other,urban,0.0,0.0,0.0,0.0,0.0,46.3,0.0,0.0,3.8,0.0,0.0,0.0,11.8,34.9,1.4,0.0,0.0,0.0,1.459,26.3696,8.64,66850,97126,253854,63,62.73,63,27.4986,35.5272,20.65,26.875,12.25,40.0,52.0,75.25,71.9062,43.2065,61.2011,380.6522,24974.1753,29.0,9.0,val
-16133,Japan,EAS,warm_moist,135.5686,34.8167,12.0,10,other,urban,3.2,0.0,0.0,0.0,0.0,39.0,0.0,0.0,2.5,0.0,0.0,0.0,8.1,44.2,1.5,0.0,0.0,0.078,0.0,26.3696,8.93,73084,145432,261712,63,63.0,63,25.2472,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,51.8032,-999.0,-999.0,-999.0,-999.0,val
-16134,Japan,EAS,warm_moist,135.5619,34.8389,34.8,15,other,urban,3.2,0.0,0.0,0.0,0.0,39.0,0.0,0.0,2.5,0.0,0.0,0.0,8.1,44.2,1.5,0.0,0.0,0.078,0.0,26.3696,8.93,73084,145432,261712,63,62.68,63,28.5577,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,51.8245,-999.0,-999.0,-999.0,-999.0,val
-16135,Japan,EAS,warm_moist,135.6022,34.6256,9.0,6,other,urban,10.3,0.0,0.0,0.0,0.0,16.1,0.0,0.0,3.9,0.0,0.0,0.0,12.3,54.1,0.0,0.0,0.0,0.0,0.0,48.8745,10.28,111448,193292,261712,63,62.63,63,28.4302,37.7225,21.3852,27.0,13.5,40.0,52.5,73.5,73.4286,45.5074,60.8223,348.9199,24869.0636,32.0,9.6667,val
-16136,Japan,EAS,warm_moist,135.2989,34.4039,3.0,6,other,urban,45.2,0.0,0.0,0.0,0.0,28.0,0.0,0.0,2.8,0.0,0.0,0.0,8.7,12.6,1.6,0.0,0.0,0.0,7.808,21.0617,7.04,11971,33915,96630,62,55.6,63,30.4696,36.0121,25.4965,31.0,17.0,41.75,52.75,70.25,67.4018,43.0978,58.996,297.7858,23373.7183,18.5,3.0,val
-16137,Japan,EAS,warm_moist,135.5972,34.4994,65.0,27,other,urban,8.3,0.0,0.0,0.0,0.0,39.5,0.0,0.0,3.7,0.0,0.0,0.0,12.2,32.9,1.7,0.0,0.0,0.0,4.872,5.77061,7.91,53242,96630,261712,63,59.22,63,32.793,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,62.9659,-999.0,-999.0,-999.0,-999.0,val
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-16139,Japan,EAS,warm_moist,135.6408,34.7772,29.0,15,other,urban,0.0,0.0,0.0,0.0,0.0,29.6,0.0,0.0,4.0,0.0,0.0,0.0,12.6,50.0,1.4,0.0,0.0,0.052000000000000005,3.214,48.9336,10.07,141123,150463,261712,63,62.68,63,26.5008,34.2714,21.0959,26.75,13.5,39.0,50.75,70.645,68.0,41.2273,57.5363,293.5642,21778.5201,19.75,5.0,val
-16140,Japan,EAS,warm_moist,135.565,34.4389,110.0,29,other,urban,11.2,0.0,0.0,0.0,0.0,44.1,0.0,0.0,3.6,0.0,0.0,0.0,11.0,26.7,1.9,0.0,0.0,0.0,4.872,5.77061,7.91,20853,58560,261712,60,44.11,63,29.6779,39.5559,20.4939,27.5,14.5,41.25,56.5,79.25,75.7812,47.0063,63.8428,404.0569,34178.8741,40.0,10.5,val
-16141,Japan,EAS,warm_moist,135.565,34.5939,17.0,6,other,urban,17.3,0.0,0.0,0.0,0.0,21.0,0.0,0.0,2.9,0.0,0.0,0.0,8.7,47.3,0.0,0.0,0.0,0.057999999999999996,0.457,48.8167,10.6,193292,235328,261712,63,63.0,63,23.9706,29.5635,19.008,22.5,11.5,33.75,46.0,63.0,59.5312,36.0385,52.5049,196.8867,13672.1614,5.5,2.0,val
-16142,Japan,EAS,warm_moist,135.6236,34.7119,2.0,0,other,urban,2.3,0.0,0.0,0.0,0.0,23.2,0.0,0.0,3.9,0.0,0.0,0.0,14.4,52.7,1.3,0.0,0.0,0.0,6.269,48.9336,10.07,144441,253854,261712,63,62.9,63,28.9741,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,57.7938,-999.0,-999.0,-999.0,-999.0,val
-16143,Japan,EAS,warm_moist,135.4581,34.4456,77.0,49,other,urban,26.4,0.0,0.0,0.0,0.0,36.2,0.0,0.0,3.1,0.0,0.0,0.0,8.5,23.3,1.6,0.0,0.0,0.0,7.724,11.4995,8.66,49197,50843,261712,62,55.8,63,32.6895,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,59.1823,-999.0,-999.0,-999.0,-999.0,val
-16144,Japan,EAS,warm_moist,135.6419,34.5717,34.0,46,other,urban,5.1,0.0,0.0,0.0,0.0,28.2,0.0,0.0,4.3,0.0,0.0,0.0,14.8,44.3,1.2,0.0,0.0,0.0,0.0,48.8436,9.28,57880,102172,261712,63,61.13,63,31.4372,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,59.8612,-999.0,-999.0,-999.0,-999.0,val
-16145,Japan,EAS,warm_moist,135.5878,34.7394,2.0,3,other,urban,6.2,0.0,0.0,0.0,0.0,21.4,0.0,0.0,3.7,0.0,0.0,0.0,11.1,54.2,1.1,0.0,0.0,0.0,0.0,48.9336,11.07,225468,253854,261712,63,63.0,63,20.6199,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,43.5644,-999.0,-999.0,-999.0,-999.0,val
-16146,Japan,EAS,warm_moist,135.5944,34.7222,1.0,0,other,urban,6.2,0.0,0.0,0.0,0.0,21.4,0.0,0.0,3.7,0.0,0.0,0.0,11.1,54.2,1.1,0.0,0.0,0.0,0.0,48.9336,11.07,225468,253854,261712,63,63.0,63,24.6155,34.6031,20.8343,27.0,12.25,40.5,51.75,71.0,67.4062,42.02,54.4701,290.7626,23398.5656,18.0,3.5,val
-16147,Japan,EAS,warm_moist,135.4467,34.5256,6.0,10,other,urban,33.0,0.0,0.0,0.0,0.0,21.4,0.0,0.0,1.9,0.0,0.0,0.0,3.7,37.3,0.0,0.0,0.0,0.0,0.0,45.0878,10.57,81351,96337,261712,63,62.61,63,27.8241,36.1892,22.8068,28.875,15.25,40.25,52.5,72.75,68.9375,43.2251,58.3074,313.3109,25024.702,20.0,3.75,val
-16148,Japan,EAS,warm_moist,135.6225,34.5725,20.0,13,other,urban,5.1,0.0,0.0,0.0,0.0,28.2,0.0,0.0,4.3,0.0,0.0,0.0,14.8,44.3,1.2,0.0,0.0,0.0,0.0,48.8436,9.28,102172,111448,261712,63,62.18,63,26.2219,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,55.4122,-999.0,-999.0,-999.0,-999.0,val
-16149,Japan,EAS,warm_moist,135.5975,34.575,21.0,17,other,urban,10.3,0.0,0.0,0.0,0.0,22.4,0.0,0.0,3.9,0.0,0.0,0.0,13.3,47.1,0.0,0.0,0.0,0.057999999999999996,0.457,48.8167,10.6,96394,193292,261712,63,62.82,63,28.801,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,57.5095,-999.0,-999.0,-999.0,-999.0,val
-16150,Japan,EAS,warm_moist,135.6394,34.6675,9.0,6,other,urban,3.7,0.0,0.0,0.0,0.0,18.9,0.0,0.0,4.0,0.0,0.0,0.0,15.6,54.3,1.1,0.0,0.0,0.0,7.848,48.8745,10.28,127895,202248,261712,63,60.89,63,29.4289,-999.0,24.6606,-999.0,-999.0,-999.0,-999.0,-999.0,68.8125,43.0392,58.3681,297.8555,-999.0,21.0,4.0,val
-16151,Japan,EAS,warm_moist,135.5975,34.6681,3.0,3,traffic,urban,8.8,0.0,0.0,0.0,0.0,15.5,0.0,0.0,3.9,0.0,0.0,0.0,11.8,56.7,1.0,0.0,0.0,0.0,0.0,48.8745,11.53,202248,261712,261712,63,62.99,63,22.6436,30.4151,16.5683,21.3333,7.3333,34.6667,47.6667,69.6667,66.7917,38.1679,54.3824,260.503,18041.9445,17.3333,2.3333,val
-16152,Japan,EAS,warm_moist,135.5756,34.665,3.0,3,other,urban,8.8,0.0,0.0,0.0,0.0,15.5,0.0,0.0,3.9,0.0,0.0,0.0,11.8,56.7,1.0,0.0,0.0,0.0,0.0,48.8745,11.53,202248,261712,261712,63,63.0,63,28.1844,35.5949,21.9341,28.5,14.0,41.0,52.5,73.0,68.8125,43.1283,60.0719,289.1561,25069.161,23.0,3.0,val
-16153,Japan,EAS,warm_moist,135.2853,34.3744,24.0,25,other,urban,45.2,0.0,0.0,0.0,0.0,28.0,0.0,0.0,2.8,0.0,0.0,0.0,8.7,12.6,1.6,0.0,0.0,0.0,7.808,11.4849,6.26,27562,29712,81351,61,52.17,63,32.0823,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,54.6962,-999.0,-999.0,-999.0,-999.0,val
-16154,Japan,EAS,warm_moist,135.68,34.7878,22.0,16,other,urban,0.0,0.0,0.0,0.0,0.0,35.5,0.0,0.0,4.0,0.0,0.0,0.0,13.2,44.6,1.5,0.0,0.0,0.052000000000000005,3.214,48.9336,10.07,141123,150463,261712,63,60.21,63,25.4777,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,53.5281,-999.0,-999.0,-999.0,-999.0,val
-16155,Japan,EAS,warm_moist,135.6631,34.8839,22.0,12,other,urban,0.0,0.0,0.0,0.0,0.0,44.7,0.0,0.0,3.4,0.0,0.0,0.0,11.4,38.2,1.4,0.0,0.0,0.0,1.459,26.3696,8.64,42582,66850,253854,62,57.98,63,23.8019,32.88,14.1854,21.0,7.3333,35.6667,48.0,70.0,65.7619,40.3571,57.6298,360.7628,19717.7253,16.0,7.0,val
-16156,Japan,EAS,warm_moist,135.4942,34.9189,335.0,135,other,urban,0.0,0.0,0.0,0.0,0.0,59.9,0.0,0.0,1.5,0.0,0.0,0.0,7.5,29.1,1.3,0.0,0.0,0.0,0.0,14.2515,6.06,26152,50590,253854,23,26.19,63,31.9208,38.4875,24.1375,32.0,17.25,42.0,53.0,71.0,67.8438,44.4103,60.7889,336.5259,24863.0679,19.0,4.5,test
-16159,Japan,EAS,warm_moist,135.2281,34.3397,57.0,86,other,urban,48.7,0.0,0.0,0.0,0.0,28.9,0.0,0.0,2.4,0.0,0.0,0.0,8.1,9.2,1.6,0.0,0.0,0.0,4.922,11.4849,6.26,16824,31228,64712,56,39.95,63,36.1936,39.6289,33.0425,35.5,25.5,45.25,56.5,74.0,70.6875,46.0231,61.515,345.29699999999997,27835.4022,24.0,4.25,val
-16160,Japan,EAS,warm_moist,135.2631,34.7242,26.0,16,other,suburban,30.4,0.0,0.0,0.0,0.0,24.2,0.0,0.0,3.2,0.0,0.0,0.0,10.4,25.1,4.4,0.0,0.0,0.06,0.0,45.1924,8.88,105824,130639,210206,63,59.97,63,29.9919,31.3824,28.1619,30.0,18.5,39.5,49.5,64.5,61.8125,38.0896,56.4716,204.9347,14507.2829,8.75,2.25,val
-16161,Japan,EAS,warm_moist,135.2292,34.7133,34.0,47,other,suburban,30.4,0.0,0.0,0.0,0.0,24.2,0.0,0.0,3.2,0.0,0.0,0.0,10.4,25.1,4.4,0.0,0.0,0.06,0.0,45.1924,8.88,47310,105824,210206,63,61.08,63,29.0357,32.7735,28.4995,30.75,19.25,40.5,50.25,66.86,64.0,39.5192,55.1241,269.0705,16833.805,11.0,2.75,val
-16162,Japan,EAS,warm_moist,135.2031,34.7069,53.0,31,other,suburban,43.4,0.0,0.0,0.0,0.0,18.8,0.0,0.0,2.8,0.0,0.0,0.0,9.2,19.5,3.7,0.0,0.0,0.06,0.0,45.1924,8.88,98652,132126,152607,63,60.79,63,33.3256,35.872,31.0623,33.25,22.75,43.25,53.5,69.25,66.7188,42.782,59.6375,264.377,21589.0756,15.5,2.25,val
-16163,Japan,EAS,warm_moist,135.1711,34.6561,2.0,-2,other,suburban,55.4,0.0,0.0,0.0,0.0,14.7,0.0,0.0,1.8,0.0,0.0,0.0,5.8,17.4,2.3,0.0,0.0,0.0,0.0,19.6088,7.86,85008,132126,139425,62,52.78,63,26.0904,31.4531,23.3018,26.75,14.5,37.75,48.75,64.125,61.4062,38.2578,54.2621,179.9169,15077.4921,7.25,1.0,val
-16164,Japan,EAS,warm_moist,135.1511,34.6656,10.0,12,other,suburban,44.0,0.0,0.0,0.0,0.0,18.6,0.0,0.0,3.2,0.0,0.0,0.0,11.5,16.2,4.2,0.0,0.0,0.0,0.0,19.6088,7.86,85008,132126,139425,63,57.11,63,28.7922,32.8977,24.7228,28.25,16.0,39.0,50.75,68.5,65.442,39.9476,58.416000000000004,252.7243,19065.7808,13.0,2.0,val
-16165,Japan,EAS,warm_moist,135.1206,34.6461,10.0,32,other,suburban,56.5,0.0,0.0,0.0,0.0,15.3,0.0,0.0,2.1,0.0,0.0,0.0,8.1,12.9,2.9,0.0,0.0,0.0,0.0,19.6088,7.86,74557,112823,132126,56,45.78,63,24.9686,31.0271,19.2597,24.25,11.0,36.25,47.5,63.75,59.875,37.7443,55.6218,200.0163,14423.452,6.25,1.25,val
-16166,Japan,EAS,warm_moist,135.0997,34.6919,178.0,115,other,suburban,44.4,0.0,0.0,0.0,0.0,18.2,0.0,0.0,3.2,0.0,0.0,0.0,12.3,15.3,4.5,0.0,0.0,0.151,15.499,19.6088,7.44,86193,132126,132126,63,62.15,63,30.5115,35.5184,25.3564,29.25,18.0,40.5,52.75,71.5,68.1205,42.0842,60.1868,290.9693,23329.5006,19.75,2.75,val
-16167,Japan,EAS,warm_moist,135.0611,34.6372,12.0,6,other,suburban,55.3,0.0,0.0,0.0,0.0,13.5,0.0,0.0,2.3,0.0,0.0,0.0,9.5,14.3,3.1,0.0,0.0,0.0,0.0,19.6088,7.44,112823,112823,132126,60,48.05,63,25.8867,32.8816,19.6515,25.75,11.5,38.0,49.25,65.25,61.7574,39.7464,57.6098,239.9542,17299.6477,7.5,1.25,val
-16168,Japan,EAS,warm_moist,135.0006,34.7156,75.0,48,other,suburban,33.8,0.0,0.0,0.0,0.0,20.0,0.0,0.0,4.0,0.0,0.0,0.0,19.0,16.4,4.9,0.0,0.0,0.0,18.95,19.7276,7.53,34319,48805,132126,62,59.65,63,30.2563,37.1831,23.624000000000002,29.0,16.75,41.5,53.75,71.75,69.0312,43.9558,60.9268,298.6515,25769.5524,22.5,2.0,val
-16169,Japan,EAS,warm_moist,135.1436,34.7269,300.0,198,other,suburban,32.2,0.0,0.0,0.0,0.0,23.1,0.0,0.0,3.7,0.0,0.0,0.0,15.3,18.6,5.0,0.0,0.0,0.0,3.424,19.6325,8.01,16440,132126,143561,63,59.9,63,32.9411,37.0405,28.5643,32.0,21.5,42.1875,53.0,71.0,68.2812,42.6081,60.2396,275.5858,23105.4689,18.25,2.25,val
-16170,Japan,EAS,warm_moist,135.2228,34.825,233.0,60,other,suburban,10.4,0.0,0.0,0.0,0.0,45.7,0.0,0.0,3.3,0.0,0.0,0.0,11.9,21.3,5.5,0.0,0.0,0.159,0.0,14.2331,7.14,15430,36403,152607,62,55.87,63,28.8572,34.7615,20.8505,27.0,14.0,39.0,50.5,68.0,66.0,41.2014,59.6516,242.9497,20485.5908,15.5,1.0,val
-16171,Japan,EAS,warm_moist,135.0653,34.7433,160.0,61,other,suburban,32.1,0.0,0.0,0.0,0.0,20.7,0.0,0.0,3.9,0.0,0.0,0.0,18.6,17.4,5.2,0.0,0.0,0.151,15.499,19.7276,7.53,33394,59603,132126,58,55.99,63,32.0035,37.9173,25.9502,31.0,19.25,42.125,54.0,72.25,69.6562,44.0355,61.6266,298.5898,25913.8015,21.75,1.5,val
-16172,Japan,EAS,warm_moist,134.6286,34.8053,4.0,4,other,suburban,42.7,0.0,0.0,0.0,0.0,29.0,0.0,0.0,2.1,0.0,0.0,0.0,8.8,14.5,0.0,0.0,0.0,0.0,0.0,19.0136,6.35,29419,30723,40746,62,58.13,63,24.9877,34.3338,16.7469,24.75,10.0,37.75,48.75,66.5,62.2812,40.9424,55.5195,243.9432,18680.2035,9.75,2.5,val
-16173,Japan,EAS,warm_moist,134.6772,34.8,4.0,4,other,suburban,41.5,0.0,0.0,0.0,0.0,25.5,0.0,0.0,2.4,0.0,0.0,0.0,12.6,15.2,0.0,0.0,0.0,0.0,0.0,3.82406,6.3,30723,30829,49261,62,58.63,63,23.5435,30.9202,16.5086,22.75,10.0,34.0,45.25,62.305,58.2812,36.9193,52.3018,194.0729,13363.5787,5.5,1.25,val
-16174,Japan,EAS,warm_moist,134.705,34.7856,3.0,4,other,suburban,41.5,0.0,0.0,0.0,0.0,25.5,0.0,0.0,2.4,0.0,0.0,0.0,12.6,15.2,0.0,0.0,0.0,0.434,0.0,17.1875,6.99,14662,30829,96997,61,50.63,63,25.6187,32.9853,18.4621,25.0,11.75,37.0,47.75,63.25,59.0312,39.4459,53.8173,190.27900000000002,16558.3627,7.5,1.0,val
-16175,Japan,EAS,warm_moist,134.7408,34.8189,12.0,14,other,suburban,27.3,0.0,0.0,0.0,0.0,33.9,0.0,0.0,3.0,0.0,0.0,0.0,16.8,16.2,1.0,0.0,0.0,0.434,0.0,13.7256,6.55,30994,37197,96997,62,55.9,63,26.5265,35.5686,19.0341,27.0,12.25,39.0,50.5,69.0,65.6562,41.8187,58.0281,280.6809,21426.9423,14.5,2.5,val
-16176,Japan,EAS,warm_moist,134.5889,34.7894,3.0,1,other,suburban,43.0,0.0,0.0,0.0,0.0,32.2,0.0,0.0,1.9,0.0,0.0,0.0,7.3,12.4,1.2,0.0,0.0,0.28600000000000003,0.0,3.82406,5.71,11485,19863,40746,62,49.74,63,26.8963,35.9081,18.5517,25.75,12.25,39.0,51.25,67.75,64.25,42.2706,57.5339,245.8809,21509.0406,11.25,2.0,val
-16177,Japan,EAS,warm_moist,134.6442,34.8614,23.0,24,other,suburban,19.2,0.0,0.0,0.0,0.0,51.8,0.0,0.0,2.3,0.0,0.0,0.0,11.5,12.3,1.2,0.0,0.0,0.017,17.128,19.0136,6.35,30736,30813,40746,62,57.57,63,24.6311,34.7267,14.7314,22.0,9.0,37.5,49.5,67.49,64.4271,41.3191,57.9387,251.1446,20864.1925,14.0,2.0,val
-16179,Japan,EAS,warm_moist,134.5808,34.9044,50.0,13,other,suburban,19.4,0.0,0.0,0.0,0.0,54.6,0.0,0.0,2.2,0.0,0.0,0.0,9.6,11.0,1.4,0.0,0.0,0.138,8.16,19.0367,4.56,11470,27512,39587,39,36.1,63,27.2383,36.666,18.1311,25.25,12.75,39.0,51.175,70.5,66.9688,43.3088,59.1061,294.6465,23711.888,18.25,2.0,val
-16180,Japan,EAS,warm_moist,134.6964,34.8469,19.0,15,other,suburban,29.3,0.0,0.0,0.0,0.0,36.9,0.0,0.0,2.5,0.0,0.0,0.0,14.1,14.5,0.0,0.0,0.0,0.0,0.0,19.0136,6.35,30813,30829,49261,63,61.32,63,24.0702,32.1935,16.6875,23.0,10.0,36.25,47.25,62.405,60.0312,38.2601,53.3876,180.9052,14676.583999999999,5.5,0.5,val
-16181,Japan,EAS,warm_moist,134.7381,34.9106,47.0,20,other,suburban,8.2,0.0,0.0,0.0,0.0,56.5,0.0,0.0,2.6,0.0,0.0,0.0,17.2,13.4,1.0,0.0,0.0,0.0,19.233,13.6086,5.13,19755,30813,49261,55,41.71,63,26.3599,33.4426,16.7547,22.6667,11.0,35.3333,49.3333,69.4133,66.0417,39.1883,59.5605,292.2969,20370.8922,14.6667,2.0,val
-16183,Japan,EAS,warm_moist,135.4136,34.7256,0.0,1,other,suburban,21.7,0.0,0.0,0.0,0.0,24.2,0.0,0.0,1.4,0.0,0.0,0.0,3.6,45.4,1.7,0.0,0.0,0.0,0.0,47.4169,10.92,139425,144354,261712,63,62.99,63,24.8823,27.9917,19.5303,-999.0,-999.0,-999.0,-999.0,-999.0,57.5625,34.373000000000005,48.172,222.7828,-999.0,7.0,2.5,val
-16184,Japan,EAS,warm_moist,135.42,34.7161,-1.0,0,other,suburban,18.0,0.0,0.0,0.0,0.0,24.7,0.0,0.0,1.1,0.0,0.0,0.0,3.3,50.0,0.0,0.0,0.0,0.0,0.0,47.4169,10.92,139425,144354,261712,63,62.99,63,29.4822,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,58.57,-999.0,-999.0,-999.0,-999.0,val
-16185,Japan,EAS,warm_moist,134.8883,34.6989,7.0,7,other,suburban,50.1,0.0,0.0,0.0,0.0,12.5,0.0,0.0,3.1,0.0,0.0,0.0,13.3,16.2,3.2,0.0,0.0,0.0,0.0,17.1681,6.72,18450,60049,112823,62,51.24,63,28.6532,37.1618,20.3132,28.0,13.75,40.75,53.0,72.75,69.3438,44.2087,60.0199,298.9233,26083.4724,22.5,3.75,val
-16186,Japan,EAS,warm_moist,134.9439,34.6814,14.0,20,other,suburban,47.1,0.0,0.0,0.0,0.0,14.4,0.0,0.0,3.3,0.0,0.0,0.0,14.0,15.8,3.7,0.0,0.0,0.0,0.0,17.1681,7.29,96997,96997,132126,63,54.97,63,25.0477,33.2988,17.4444,23.75,10.5,36.625,49.5,68.055,65.1562,40.0833,56.6878,276.1901,19773.8653,14.75,2.25,val
-16187,Japan,EAS,warm_moist,134.9806,34.6533,2.0,-3,other,suburban,55.6,0.0,0.0,0.0,0.0,12.4,0.0,0.0,2.4,0.0,0.0,0.0,9.8,14.6,3.1,0.0,0.0,0.0,0.0,17.1681,7.29,49993,64135,132126,59,47.42,63,26.1285,34.0816,19.0346,26.25,11.0,39.25,50.25,66.0,62.4062,41.063,56.3629,265.83299999999997,19098.9653,10.25,3.5,val
-16188,Japan,EAS,warm_moist,135.3411,34.7372,3.0,5,other,suburban,25.3,0.0,0.0,0.0,0.0,25.2,0.0,0.0,2.0,0.0,0.0,0.0,5.1,37.6,2.7,0.0,0.0,0.0,0.0,45.1958,10.33,92749,130639,261712,63,61.85,63,27.6971,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,50.8095,-999.0,-999.0,-999.0,-999.0,val
-16189,Japan,EAS,warm_moist,135.3703,34.7186,0.0,2,other,suburban,21.7,0.0,0.0,0.0,0.0,24.2,0.0,0.0,1.4,0.0,0.0,0.0,3.6,45.4,1.7,0.0,0.0,0.0,0.0,45.1958,10.33,90332,139425,261712,63,60.52,63,26.9483,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,53.8814,-999.0,-999.0,-999.0,-999.0,val
-16190,Japan,EAS,warm_moist,135.3675,34.7436,5.0,7,other,suburban,25.3,0.0,0.0,0.0,0.0,25.2,0.0,0.0,2.0,0.0,0.0,0.0,5.1,37.6,2.7,0.0,0.0,0.0,0.0,45.1958,10.33,90332,139425,261712,63,62.9,63,26.7239,32.8201,21.0465,26.875,12.25,38.5,49.0,66.0,62.25,39.7755,55.3779,269.3237,17902.8022,10.5,2.5,val
-16191,Japan,EAS,warm_moist,135.3522,34.7683,55.0,45,other,suburban,17.7,0.0,0.0,0.0,0.0,34.8,0.0,0.0,2.1,0.0,0.0,0.0,6.4,33.1,3.8,0.0,0.0,0.159,0.0,45.1958,10.33,79487,143561,261712,63,62.46,63,29.7715,35.4669,26.0848,31.0,17.25,42.25,52.5,68.0,65.3229,42.3434,56.5987,270.3269,21531.9026,13.75,2.75,val
-16192,Japan,EAS,warm_moist,135.2364,34.8269,240.0,50,other,suburban,10.4,0.0,0.0,0.0,0.0,45.7,0.0,0.0,3.3,0.0,0.0,0.0,11.9,21.3,5.5,0.0,0.0,0.159,0.0,14.2331,7.14,36403,86338,198782,63,56.03,63,30.9622,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,56.0043,-999.0,-999.0,-999.0,-999.0,val
-16193,Japan,EAS,warm_moist,135.3539,34.7133,0.0,0,other,suburban,25.3,0.0,0.0,0.0,0.0,25.2,0.0,0.0,2.0,0.0,0.0,0.0,5.1,37.6,2.7,0.0,0.0,0.0,0.0,45.1958,10.33,19751,90332,261712,62,56.83,63,28.9458,35.269,24.8977,31.0,17.75,41.5,52.0,67.0,63.4583,41.5892,53.21,202.5885,20270.4268,9.3333,1.3333,val
-16194,Japan,EAS,warm_moist,135.3069,34.8264,115.0,122,traffic,suburban,10.6,0.0,0.0,0.0,0.0,46.1,0.0,0.0,2.7,0.0,0.0,0.0,9.5,24.2,5.1,0.0,0.0,0.159,0.0,14.2342,7.47,86338,94389,237657,57,49.56,63,16.1111,25.7741,7.2206,10.0,2.0,26.6667,42.0,61.0,57.1667,32.3983,50.6601,167.2459,11407.9559,4.6667,0.6667,val
-16195,Japan,EAS,warm_moist,134.895,34.3431,2.0,-12,other,suburban,70.6,0.0,0.0,0.0,0.0,15.2,0.0,0.0,1.1,0.0,0.0,0.0,6.7,1.2,3.9,0.0,0.0,0.157,0.8340000000000001,2.8772599999999997,4.53,3243,5426,24093,52,27.43,61,27.9413,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,48.9688,-999.0,-999.0,-999.0,-999.0,val
-16196,Japan,EAS,warm_moist,135.3042,34.7456,70.0,187,other,suburban,28.4,0.0,0.0,0.0,0.0,24.7,0.0,0.0,2.5,0.0,0.0,0.0,7.6,31.2,3.4,0.0,0.0,0.0,0.0,45.1958,10.33,130639,130639,261712,63,59.9,63,26.9003,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,65.125,39.9177,43.9194,-999.0,-999.0,13.0,-999.0,val
-16197,Japan,EAS,warm_moist,135.4008,34.7842,22.0,21,other,suburban,15.4,0.0,0.0,0.0,0.0,33.8,0.0,0.0,1.5,0.0,0.0,0.0,5.1,39.7,2.4,0.0,0.0,0.083,0.0,47.4169,10.92,143561,152607,261712,63,63.0,63,23.2918,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,61.2589,32.53,52.4249,-999.0,-999.0,8.5,-999.0,val
-16198,Japan,EAS,warm_moist,134.4683,34.8033,4.0,9,other,suburban,38.3,1.5,0.0,0.0,0.0,44.0,0.0,0.0,1.3,0.0,0.0,0.0,5.5,7.0,1.3,0.0,0.0,0.203,0.0,4.047540000000001,4.65,6107,7198,30829,44,30.68,63,22.2662,-999.0,11.0787,-999.0,-999.0,-999.0,-999.0,-999.0,65.8125,42.685,57.0488,-999.0,-999.0,15.5,-999.0,test
-16199,Japan,EAS,warm_moist,134.8208,35.5444,5.0,1,other,suburban,14.4,0.0,0.0,0.0,0.0,78.8,0.0,0.0,0.0,0.0,0.0,0.0,4.0,0.0,0.0,0.0,0.0,0.22,0.0,1.23288,1.66,4809,4809,4904,58,31.3,58,25.1926,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,48.6591,-999.0,-999.0,-999.0,-999.0,train
-16200,Japan,EAS,warm_moist,134.8422,34.7578,5.0,7,other,suburban,43.9,0.0,0.0,0.0,0.0,13.2,0.0,0.0,3.8,0.0,0.0,0.0,17.2,18.0,2.2,0.0,0.0,0.0,0.0,17.1889,7.41,40746,40746,96997,63,62.37,63,27.9118,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,55.0662,-999.0,-999.0,-999.0,-999.0,val
-16201,Japan,EAS,warm_moist,134.8242,34.7419,4.0,1,other,suburban,43.9,0.0,0.0,0.0,0.0,13.2,0.0,0.0,3.8,0.0,0.0,0.0,17.2,18.0,2.2,0.0,0.0,0.0,0.0,17.1889,7.41,25959,40746,112823,63,59.69,63,25.8461,34.1035,18.044,24.75,11.25,37.25,50.0,69.75,66.7812,40.8088,57.8046,306.6163,21497.6389,18.75,3.5,val
-16203,Japan,EAS,warm_moist,134.8325,34.7931,8.0,25,other,suburban,34.0,0.0,0.0,0.0,0.0,20.9,0.0,0.0,3.9,0.0,0.0,0.0,19.3,18.3,2.2,0.0,0.0,0.0,11.798,17.1889,7.41,40746,40746,96997,62,54.87,63,28.5528,36.8639,19.8967,28.25,13.0,40.75,51.5,69.25,66.2188,43.2581,59.6586,275.8328,23273.732999999997,14.75,2.25,val
-16204,Japan,EAS,warm_moist,134.5572,34.8586,23.0,26,other,suburban,29.8,0.0,0.0,0.0,0.0,48.0,0.0,0.0,1.8,0.0,0.0,0.0,6.6,10.4,1.4,0.0,0.0,0.138,8.16,19.0136,5.39,10077,12519,39587,62,50.98,63,26.3106,-999.0,18.5567,-999.0,-999.0,-999.0,-999.0,-999.0,62.9375,41.3635,53.1634,-999.0,-999.0,10.5,-999.0,val
-16205,Japan,EAS,warm_moist,134.3903,34.755,2.0,3,other,suburban,44.8,1.6,0.0,0.0,0.0,40.0,0.0,0.0,1.3,0.0,0.0,0.0,5.8,4.1,1.2,0.0,0.0,0.0,0.0,2.01015,5.07,2056,7260,29419,60,30.7,62,27.7191,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,68.5625,44.9837,55.1013,-999.0,-999.0,19.5,-999.0,test
-16206,Japan,EAS,warm_moist,134.9692,34.9933,63.0,32,other,suburban,0.0,0.0,0.0,0.0,0.0,63.1,0.0,0.0,3.7,0.0,0.0,0.0,24.0,4.0,4.8,0.0,0.0,0.087,11.671,13.6097,5.33,6418,10035,37197,60,37.18,63,20.7835,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,44.6769,-999.0,-999.0,-999.0,-999.0,train
-16207,Japan,EAS,warm_moist,135.3556,34.7961,33.0,34,other,suburban,17.7,0.0,0.0,0.0,0.0,34.8,0.0,0.0,2.1,0.0,0.0,0.0,6.4,33.1,3.8,0.0,0.0,0.159,0.0,45.1958,10.33,79487,143561,261712,63,61.54,63,27.295,36.0469,20.8491,28.0,13.5,41.0,52.5,71.5,68.25,43.1641,57.2566,342.111,23993.3565,19.0,3.5,val
-16208,Japan,EAS,warm_moist,134.7906,34.7661,2.0,1,other,suburban,37.4,0.0,0.0,0.0,0.0,19.8,0.0,0.0,3.5,0.0,0.0,0.0,18.9,17.7,1.3,0.0,0.0,0.0,11.798,17.1875,6.99,39587,40746,96997,62,56.11,63,23.6471,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,56.8125,35.9332,50.1615,-999.0,-999.0,5.5,-999.0,val
-16209,Japan,EAS,warm_moist,135.4164,34.8306,28.0,21,other,suburban,8.6,0.0,0.0,0.0,0.0,44.7,0.0,0.0,1.8,0.0,0.0,0.0,5.8,34.3,2.9,0.0,0.0,0.083,0.0,14.2342,8.2,78343,143561,261712,63,62.63,63,26.0681,-999.0,20.3847,-999.0,-999.0,-999.0,-999.0,-999.0,59.9375,36.5873,51.3338,207.0987,-999.0,7.0,2.5,val
-16210,Japan,EAS,warm_moist,135.2253,34.8892,148.0,0,other,suburban,3.0,0.0,0.0,0.0,0.0,56.1,0.0,0.0,3.0,0.0,0.0,0.0,13.8,17.3,5.6,0.0,0.0,0.389,0.0,14.2331,7.14,12486,25619,152607,62,52.43,63,28.7657,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,56.4323,-999.0,-999.0,-999.0,-999.0,val
-16211,Japan,EAS,warm_moist,134.9133,34.7486,50.0,40,other,suburban,39.6,0.0,0.0,0.0,0.0,15.4,0.0,0.0,3.7,0.0,0.0,0.0,18.6,18.0,3.2,0.0,0.0,0.0,0.0,17.2839,7.47,49261,60049,132126,62,58.21,63,28.3851,38.8206,20.7127,29.5,16.75,41.5,54.5,74.0,67.9583,43.3001,59.4767,325.4629,28727.351000000002,20.0,3.0,val
-16212,Japan,EAS,warm_moist,134.8681,34.715,4.0,3,other,suburban,43.9,0.0,0.0,0.0,0.0,13.2,0.0,0.0,3.8,0.0,0.0,0.0,17.2,18.0,2.2,0.0,0.0,0.0,0.0,17.1889,7.41,39038,49261,112823,63,56.73,63,25.8163,36.6317,19.1984,27.0,15.0,40.0,52.5,72.5,65.2083,40.0068,57.2816,322.1797,25187.536,16.0,5.0,val
-16213,Japan,EAS,warm_moist,134.5781,34.8333,14.0,15,other,suburban,30.7,0.0,0.0,0.0,0.0,43.6,0.0,0.0,2.1,0.0,0.0,0.0,8.6,12.1,1.3,0.0,0.0,0.28600000000000003,0.0,19.0136,5.39,19863,29419,40746,62,57.87,63,21.913,32.5487,12.4343,18.0,6.0,33.6667,47.6667,68.0,64.75,39.0369,56.0099,264.0862,19853.8691,16.5,1.0,val
-16214,Japan,EAS,warm_moist,135.0825,35.1294,115.0,89,other,suburban,0.0,0.0,0.0,0.0,0.0,84.5,0.0,0.0,1.1,0.0,0.0,0.0,11.3,1.3,1.5,0.0,0.0,0.201,0.89,2.17131,2.75,3776,4268,12385,24,20.66,61,26.4826,33.676,19.0659,24.75,13.25,36.5,47.75,66.75,64.2812,39.9978,55.0629,248.7224,17158.3121,12.0,1.5,train
-16215,Japan,EAS,warm_moist,135.7439,34.7,129.0,63,other,suburban,0.0,0.0,0.0,0.0,0.0,34.6,0.0,0.0,4.1,0.0,0.0,0.0,17.3,41.0,1.4,0.0,0.0,0.0,15.55,8.61852,7.49,34114,60214,261712,63,62.39,63,27.2363,33.4238,20.4817,26.5,16.0,35.5,45.8,67.06,61.875,39.6365,52.8572,338.8353,16365.292,13.3333,6.5,val
-16216,Japan,EAS,warm_moist,135.7364,34.5147,60.0,18,other,suburban,0.0,0.0,0.0,0.0,0.0,49.5,0.0,0.0,4.2,0.0,0.0,0.0,15.4,27.9,1.2,0.0,0.0,0.163,2.9139999999999997,8.505510000000001,7.46,56896,56896,261712,63,60.71,63,27.6825,35.2553,20.7523,26.0,14.5,38.5,52.5,74.5,71.2917,42.5702,59.9667,338.6956,24709.5343,27.0,8.3333,val
-16217,Japan,EAS,warm_moist,135.7369,34.4603,90.0,31,other,suburban,0.0,0.0,0.0,0.0,0.0,56.5,0.0,0.0,3.8,0.0,0.0,0.0,14.3,22.3,1.4,0.0,0.0,0.163,2.9139999999999997,1.8726099999999999,5.9,9097,22372,193292,61,45.31,63,27.9236,36.5986,21.2929,27.0,14.5,39.5,53.0,76.0,72.9167,43.5979,61.3234,362.4517,26780.6853,31.3333,6.5,val
-16218,Japan,EAS,warm_moist,135.7072,34.6919,0.0,90,other,suburban,0.0,0.0,0.0,0.0,0.0,25.8,0.0,0.0,4.1,0.0,0.0,0.0,16.6,49.4,1.3,0.0,0.0,0.0,15.55,8.61852,8.07,60214,138434,261712,63,61.3,63,27.176,33.7913,19.3226,25.6667,14.0,36.0,47.6667,68.6667,64.6667,40.4369,58.2229,329.3994,18674.0436,16.3333,4.6667,val
-16219,Japan,EAS,warm_moist,135.7075,34.5944,0.0,9,other,suburban,1.2,0.0,0.0,0.0,0.0,36.1,0.0,0.0,4.3,0.0,0.0,0.0,15.6,39.7,1.4,0.0,0.0,0.0,0.0,8.505510000000001,7.46,38952,76245,261712,62,61.42,63,24.5343,34.1415,18.692999999999998,25.0,13.0,36.5,48.5,68.5,64.875,40.7769,51.5801,303.35400000000004,19734.3306,15.0,3.5,val
-16220,Japan,EAS,warm_moist,136.0653,34.1994,1450.0,673,other,suburban,0.0,1.1,0.0,0.0,0.0,96.5,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,2.99706,1.91,58,159,1891,0,0.0,52,45.8712,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,58.81,-999.0,-999.0,-999.0,-999.0,test
-16221,Japan,EAS,warm_moist,135.1378,34.2478,0.0,3,other,suburban,55.6,0.0,0.0,0.0,0.0,25.8,0.0,0.0,2.3,0.0,0.0,0.0,8.0,5.0,1.8,0.0,0.0,0.0,0.0,20.4404,5.46,5129,25516,31303,61,52.87,63,28.041,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,63.9375,40.6144,49.7253,-999.0,-999.0,11.5,-999.0,val
-16222,Japan,EAS,warm_moist,135.1858,34.2397,0.0,4,other,suburban,47.4,0.0,0.0,0.0,0.0,33.0,0.0,0.0,2.5,0.0,0.0,0.0,8.6,5.3,2.0,0.0,0.0,0.0,0.0,20.4404,5.46,31303,31303,44253,62,60.03,63,26.0049,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,48.3632,-999.0,-999.0,-999.0,-999.0,val
-16223,Japan,EAS,warm_moist,135.1628,34.2142,0.0,6,other,suburban,55.6,0.0,0.0,0.0,0.0,25.8,0.0,0.0,2.3,0.0,0.0,0.0,8.0,5.0,1.8,0.0,0.0,0.0,0.0,20.4404,5.46,8920,27244,31303,61,53.16,62,24.4417,32.4634,22.1944,25.0,15.0,37.5,49.5,65.0,60.875,38.1203,46.8914,154.7909,16541.5846,6.0,0.5,val
-16224,Japan,EAS,warm_moist,135.1803,34.1856,0.0,5,other,suburban,43.5,0.0,0.0,0.0,0.0,38.9,0.0,0.0,2.2,0.0,0.0,0.0,7.7,4.5,1.9,0.0,0.0,0.0,0.0,0.0,5.03,8920,27244,31303,61,51.39,62,32.5222,39.4171,28.4321,33.0,22.0,43.5,55.5,72.5,68.5,44.4789,57.0655,279.8012,28193.2421,19.6667,2.0,val
-16225,Japan,EAS,warm_moist,135.2872,34.2428,0.0,6,other,suburban,26.4,0.0,0.0,0.0,0.0,51.1,0.0,0.0,2.7,0.0,0.0,0.0,9.2,7.0,2.4,0.0,0.0,0.0,10.664000000000001,1.25668,5.69,29461,31303,50843,47,49.68,63,32.7882,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,57.9935,-999.0,-999.0,-999.0,-999.0,val
-16226,Japan,EAS,warm_moist,135.1094,34.2544,0.0,0,other,suburban,61.0,0.0,0.0,0.0,0.0,20.9,0.0,0.0,2.2,0.0,0.0,0.0,7.7,4.7,1.9,0.0,0.0,0.0,0.0,20.4404,5.46,5129,25516,31303,59,41.22,62,33.7814,41.2382,29.3915,35.5,22.0,45.5,57.5,73.0,69.2083,46.4287,58.2646,275.3632,32400.137000000002,22.6667,1.5,val
-16227,Japan,EAS,warm_moist,135.1986,34.2597,0.0,34,other,suburban,51.1,0.0,0.0,0.0,0.0,27.7,0.0,0.0,2.4,0.0,0.0,0.0,8.4,7.0,2.1,0.0,0.0,0.0,10.1,20.4404,5.46,26448,31303,44253,62,55.04,63,29.1882,35.3527,22.3041,28.25,14.75,39.75,51.5,68.5,65.4688,41.7578,57.833999999999996,235.9252,22479.5101,16.75,1.25,val
-16228,Japan,EAS,warm_moist,135.2142,34.15,0.0,21,other,suburban,38.9,0.0,0.0,0.0,0.0,42.8,0.0,0.0,2.3,0.0,0.0,0.0,8.4,3.8,2.3,0.0,0.0,0.0,1.916,1.25519,5.06,7470,27244,31303,53,39.41,62,33.8259,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,58.9666,-999.0,-999.0,-999.0,-999.0,val
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-16268,Japan,EAS,warm_moist,133.9231,34.4592,15.0,65,other,suburban,43.3,0.0,0.0,0.0,0.0,16.6,0.0,0.0,3.7,0.0,1.0,1.7,20.4,10.1,1.0,0.0,0.0,0.0,0.0,20.8049,5.9,840,11550,30201,33,23.47,63,28.2343,34.4766,22.5021,28.0,16.0,38.75,49.75,67.5,63.5,41.2556,56.7968,242.0193,19177.352,14.5,1.0,train
-16270,Japan,EAS,warm_moist,133.9464,34.4908,2.0,-2,other,suburban,41.2,0.0,0.0,0.0,0.0,17.8,0.0,0.0,3.6,0.0,1.3,1.7,18.3,12.8,1.2,0.0,0.0,0.0,0.0,20.8049,5.9,7585,11550,30201,57,34.43,63,29.5104,35.6666,23.4215,29.25,16.75,40.0,50.5,68.485,62.9821,42.4509,56.8923,275.1094,20622.5419,14.75,2.25,train
-16271,Japan,EAS,warm_moist,133.8986,34.525,2.0,27,traffic,suburban,37.6,0.0,0.0,0.0,0.0,22.9,0.0,0.0,4.0,0.0,1.2,1.6,18.6,10.4,1.7,0.0,0.0,0.122,12.034,18.527,7.35,10879,18380,27107,38,33.99,63,24.1249,33.1386,16.0301,22.25,10.0,35.5,48.25,66.75,63.25,39.736999999999995,55.6944,272.6523,18347.8957,12.5,1.5,train
-16272,Japan,EAS,warm_moist,133.4608,34.4939,15.0,60,other,suburban,36.8,1.1,0.0,0.0,0.0,39.7,0.0,0.0,3.6,0.0,1.1,0.0,7.9,5.9,2.6,0.0,0.0,0.0,0.0,45.2011,5.53,14734,17333,24311,57,49.41,63,23.7017,34.8256,14.4186,22.0,10.0,36.0,50.0,68.6667,63.5,41.2996,55.4527,249.3207,21804.5581,13.75,1.5,train
-16273,Japan,EAS,warm_moist,133.5161,34.4992,3.0,43,traffic,suburban,39.5,1.0,0.0,0.0,0.0,35.2,0.0,0.0,3.5,0.0,1.1,0.0,8.6,6.4,2.9,0.0,0.0,0.0,0.0,5.21756,6.14,6851,7997,26323,57,36.96,63,23.7021,32.9501,15.3507,22.75,9.5,35.25,47.5,65.315,62.6875,39.1942,53.6507,217.4105,16823.7153,12.25,1.25,train
-16274,Japan,EAS,warm_moist,133.4622,34.6028,40.0,7,other,suburban,13.2,0.0,0.0,0.0,0.0,62.4,0.0,0.0,3.6,0.0,1.0,0.0,8.9,5.7,3.1,0.0,0.0,0.036000000000000004,2.6319999999999997,4.52974,4.56,5380,9575,24311,57,28.45,63,29.1752,38.6462,21.0811,27.6667,16.6667,40.0,53.6667,73.6667,69.6875,45.0681,60.8247,318.4648,28091.6583,25.5,4.0,val
-16275,Japan,EAS,warm_moist,133.7442,34.6739,23.0,7,other,suburban,4.9,0.0,0.0,0.0,0.0,57.6,0.0,0.0,4.2,0.0,1.1,0.0,18.3,8.4,3.8,0.0,0.0,0.16699999999999998,0.963,20.9874,6.97,5186,8887,27107,62,46.61,63,28.8698,37.9681,20.2572,27.3333,15.3333,40.3333,53.0,71.1267,68.4881,44.4787,59.3394,314.85200000000003,26569.0184,21.6667,3.3333,train
-16277,Japan,EAS,warm_moist,133.6108,34.7914,64.0,17,other,suburban,0.0,0.0,0.0,0.0,0.0,84.9,0.0,0.0,1.5,0.0,0.0,0.0,8.5,0.0,3.9,0.0,0.0,0.0,0.0,42.3444,4.09,1866,4039,26296,47,18.17,63,26.7083,36.3824,16.8323,23.0,11.0,38.6667,51.6667,70.6667,67.75,43.9354,60.9997,275.7382,24065.2314,20.25,3.5,train
-16278,Japan,EAS,warm_moist,133.4683,34.9733,187.0,1,other,suburban,0.0,0.0,0.0,0.0,0.0,97.6,0.0,0.0,0.0,0.0,0.0,0.0,1.3,0.0,0.0,0.0,0.0,0.0,0.0,1.0855299999999999,1.96,974,1121,1816,31,14.4,47,23.6076,32.7659,13.6659,19.75,7.5,36.5,48.0,64.75,62.5938,39.9424,57.202,218.4938,17887.0384,11.0,0.5,test
-16279,Japan,EAS,warm_moist,134.1947,34.745,4.0,60,other,suburban,26.5,1.4,0.0,0.0,0.0,50.9,0.0,0.0,2.1,0.0,0.0,0.0,11.2,4.1,2.7,0.0,0.0,0.016,21.784000000000002,5.5945599999999995,5.41,2930,9771,21949,37,23.23,63,24.7146,36.6546,12.2872,21.6667,6.6667,38.6667,50.6667,70.3333,66.75,43.2754,61.3144,271.0086,23640.3181,17.6667,2.0,test
-16280,Japan,EAS,warm_moist,134.2725,34.8033,90.0,22,other,suburban,26.7,1.5,0.0,0.0,0.0,55.5,0.0,0.0,1.9,0.0,0.0,0.0,9.7,1.6,2.3,0.0,0.0,0.05,0.0,4.04723,3.96,3038,5237,18646,15,10.1,61,21.3575,34.6623,8.3141,16.0,2.6667,36.3333,49.6667,70.3333,65.9107,42.0164,58.8389,295.4423,22473.9848,16.75,2.75,test
-16281,Japan,EAS,warm_moist,134.0986,34.7778,16.0,0,other,suburban,9.0,1.3,0.0,0.0,0.0,64.7,0.0,0.0,2.7,0.0,0.0,0.0,13.1,4.6,3.2,0.0,0.0,0.019,16.831,5.5945599999999995,5.38,6062,11052,22071,23,24.0,63,26.8791,37.1901,15.9424,23.3333,11.0,38.6667,52.6667,72.4,70.8125,45.3583,62.0288,377.9779,26447.7452,25.5,6.5,test
-16282,Japan,EAS,warm_moist,134.1556,35.0322,115.0,4,other,suburban,0.0,0.0,0.0,0.0,0.0,86.0,0.0,0.0,1.2,0.0,0.0,0.0,9.2,0.0,2.6,0.0,0.0,0.032,9.174,3.08237,2.24,2643,3429,8151,43,21.95,62,24.2783,35.2378,13.1131,21.0,7.3333,38.0,51.0,67.3333,64.2768,42.2309,57.6172,243.5729,21906.7587,12.5,1.0,train
-16283,Japan,EAS,warm_moist,134.2939,34.7472,20.0,107,other,suburban,35.0,1.7,0.0,0.0,0.0,47.7,0.0,0.0,1.8,0.0,0.0,0.0,9.2,1.6,2.2,0.0,0.0,0.26899999999999996,0.0,2.01,4.89,2665,3508,21949,19,12.5,61,29.4505,38.3333,20.9814,28.0,16.25,39.75,53.0,73.25,69.1875,44.7458,61.3819,343.2178,26815.1352,21.75,4.75,test
-16284,Japan,EAS,warm_moist,133.825,34.5983,2.0,2,other,suburban,27.2,0.0,0.0,0.0,0.0,34.0,0.0,0.0,4.2,0.0,1.2,1.4,18.6,9.1,2.4,0.0,0.0,0.0,18.905,18.527,7.35,27107,27107,27107,61,59.75,63,24.8926,36.2769,14.7796,23.5,9.0,38.5,51.25,70.0,66.125,43.276,58.2018,293.8441,23767.8123,16.5,3.25,train
-16285,Japan,EAS,warm_moist,133.7072,34.5856,3.0,11,other,suburban,22.4,0.0,0.0,0.0,0.0,42.4,0.0,0.0,4.6,0.0,1.2,0.0,17.6,6.4,3.0,0.0,0.0,0.0,0.0,0.0,7.44,24311,26172,27107,60,51.57,63,24.3662,33.6502,16.3691,23.5,11.5,35.25,47.25,66.99,64.25,39.6247,55.1418,250.5898,17934.5715,13.5,0.5,train
-16286,Japan,EAS,warm_moist,133.625,34.5433,6.0,65,other,suburban,32.8,0.0,0.0,0.0,0.0,34.5,0.0,0.0,4.2,0.0,1.3,0.0,14.8,7.1,2.7,0.0,0.0,0.127,0.0,42.2432,7.28,11189,18396,27107,47,39.23,63,24.3884,37.618,13.4735,23.75,7.0,39.25,52.75,73.5,70.9062,44.7516,59.1657,338.976,27281.9818,25.25,4.0,train
-16287,Japan,EAS,warm_moist,133.5831,34.4792,3.0,11,other,suburban,43.4,0.0,0.0,0.0,0.0,29.3,0.0,0.0,3.8,0.0,1.4,0.0,9.6,7.0,2.8,0.0,0.0,0.0,0.0,5.21756,6.14,7997,12339,26323,16,15.3,63,33.1433,41.3043,25.4415,32.25,21.25,43.5,56.5,76.75,73.875,48.0182,62.7128,400.5197,33436.002,33.75,5.0,train
-16288,Japan,EAS,warm_moist,133.6892,34.6281,10.0,26,other,suburban,12.0,0.0,0.0,0.0,0.0,51.6,0.0,0.0,4.6,0.0,1.2,0.0,17.8,7.0,3.6,0.0,0.0,0.113,0.0,42.2932,6.22,15261,24311,27107,27,33.04,63,26.3055,37.7933,17.9228,25.0,13.5,38.25,53.0,75.5,72.0625,44.3179,59.8779,363.9955,27281.1091,27.75,5.75,train
-16289,Japan,EAS,warm_moist,133.7917,35.0742,180.0,118,traffic,suburban,0.0,0.0,0.0,0.0,0.0,91.6,0.0,0.0,0.0,0.0,0.0,0.0,5.6,0.0,1.4,0.0,0.0,0.0,7.367000000000001,1.75043,1.81,2181,2741,8151,14,15.57,62,22.6311,31.9413,12.7047,18.75,7.0,35.25,47.0,62.75,60.75,38.6638,55.9988,201.1179,15813.4217,7.0,0.5,train
-16290,Japan,EAS,warm_moist,133.7617,34.8344,345.0,98,other,suburban,0.0,0.0,0.0,0.0,0.0,82.8,0.0,0.0,2.1,0.0,0.0,0.0,9.4,2.1,3.1,0.0,0.0,0.0,0.0,1.68039,2.85,1020,5149,27107,11,7.72,63,31.4293,39.6343,24.8287,31.3333,20.6667,42.0,53.1,71.0,68.3438,44.9543,58.526,283.2063,26286.6929,22.0,4.0,train
-16291,Japan,EAS,warm_moist,132.5394,34.4461,140.0,193,other,suburban,9.2,1.1,0.0,0.0,0.0,65.5,0.0,0.0,0.0,0.0,0.0,0.0,7.3,14.1,0.0,0.0,0.0,0.0,14.234000000000002,9.17516,3.38,45586,60226,105250,44,48.28,63,26.7219,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,56.5132,-999.0,-999.0,-999.0,-999.0,test
-16292,Japan,EAS,warm_moist,132.4711,34.4522,10.0,8,other,suburban,10.3,1.3,0.0,0.0,0.0,65.8,0.0,0.0,0.0,0.0,0.0,0.0,6.1,13.8,0.0,0.0,0.0,0.0,4.282,13.4473,3.41,47963,105250,105250,62,60.83,63,27.8189,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,56.9395,-999.0,-999.0,-999.0,-999.0,test
-16293,Japan,EAS,warm_moist,132.4075,34.4617,70.0,62,other,suburban,7.3,0.0,0.0,0.0,0.0,75.9,0.0,0.0,0.0,0.0,0.0,0.0,2.1,12.2,0.0,0.0,0.0,0.0,0.0,13.4473,3.41,38399,71148,105250,61,55.6,63,26.7646,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,57.5079,-999.0,-999.0,-999.0,-999.0,test
-16294,Japan,EAS,warm_moist,132.4511,34.4131,4.0,25,other,suburban,11.5,1.3,0.0,0.0,0.0,67.7,0.0,0.0,0.0,0.0,0.0,0.0,3.9,13.3,0.0,0.0,0.0,0.0,0.0,13.4473,3.41,105250,105250,105250,63,62.07,63,29.4764,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,56.8694,-999.0,-999.0,-999.0,-999.0,test
-16295,Japan,EAS,warm_moist,132.4681,34.3789,2.0,9,other,suburban,16.6,1.9,0.0,0.0,0.0,59.6,0.0,0.0,0.0,0.0,0.0,0.0,4.4,14.8,0.0,0.0,0.0,0.0,0.0,13.3752,3.91,59375,105250,105250,63,59.25,63,26.2254,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,52.9112,-999.0,-999.0,-999.0,-999.0,test
-16296,Japan,EAS,warm_moist,132.3836,34.3728,30.0,0,other,suburban,17.4,1.8,0.0,0.0,0.0,62.0,0.0,0.0,0.0,0.0,0.0,0.0,2.5,14.0,0.0,0.0,0.0,0.0,0.83,13.3752,4.12,18186,38440,105250,62,55.38,63,28.2918,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,55.2316,-999.0,-999.0,-999.0,-999.0,test
-16297,Japan,EAS,warm_moist,132.51,34.5186,30.0,26,other,suburban,3.7,0.0,0.0,0.0,0.0,78.9,0.0,0.0,0.0,0.0,0.0,0.0,4.1,11.6,0.0,0.0,0.0,0.0,0.0,2.46172,2.88,11018,30323,105250,60,44.03,63,27.1885,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,55.7291,-999.0,-999.0,-999.0,-999.0,test
-16298,Japan,EAS,warm_moist,132.5761,34.2547,32.0,100,other,suburban,49.9,2.6,0.0,0.0,0.0,31.1,0.0,0.0,0.0,0.0,0.0,1.3,4.3,8.8,0.0,0.0,0.0,0.0,0.0,12.9541,4.05,20420,22956,105250,60,46.64,63,30.5351,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,52.8966,-999.0,-999.0,-999.0,-999.0,val
-16299,Japan,EAS,warm_moist,132.5611,34.2328,46.0,116,other,suburban,50.3,2.8,0.0,0.0,0.0,29.2,0.0,0.0,0.0,0.0,0.0,1.3,3.9,10.4,0.0,0.0,0.0,0.0,0.0,12.9541,4.05,20420,22956,105250,57,44.72,63,26.9153,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,48.1654,-999.0,-999.0,-999.0,-999.0,val
-16300,Japan,EAS,warm_moist,132.6308,34.2281,0.9,45,other,suburban,48.1,2.7,0.0,0.0,0.0,33.4,0.0,0.0,0.0,0.0,0.0,1.6,5.0,7.0,0.0,0.0,0.0,0.0,0.0,12.9224,3.79,15960,22956,105250,51,31.5,63,30.6458,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,54.3323,-999.0,-999.0,-999.0,-999.0,val
-16301,Japan,EAS,warm_moist,132.9025,34.3425,5.0,52,other,suburban,27.3,2.3,0.0,0.0,0.0,54.6,0.0,0.0,1.7,0.0,0.0,1.7,8.2,1.8,1.8,0.0,0.0,0.0,0.0,10.6125,3.74,4332,4350,21333,41,16.32,61,25.4866,39.0979,13.085,23.25,6.75,40.25,55.25,76.5,72.9375,46.4529,62.4531,349.9206,31464.6887,34.75,2.25,train
-16302,Japan,EAS,warm_moist,133.0694,34.4014,2.0,17,other,suburban,26.8,2.9,0.0,0.0,0.0,55.3,0.0,0.0,2.1,0.0,0.0,1.5,5.9,2.4,2.4,0.0,0.0,0.0,0.0,7.55952,3.4,6690,6690,18461,60,32.25,61,28.0481,38.3882,18.23,25.5,12.5,40.5,53.75,74.25,71.1875,45.6794,61.5799,323.0606,28697.3533,27.75,3.0,test
-16303,Japan,EAS,warm_moist,133.2075,34.4156,15.0,51,other,suburban,24.9,2.5,0.0,0.0,0.0,53.8,0.0,0.0,2.7,0.0,0.0,0.0,6.2,5.2,2.0,0.0,0.0,0.358,0.0,45.1976,4.5,12826,14215,18461,60,46.79,63,26.1164,37.0606,15.8528,24.5,10.25,38.5,51.75,73.25,70.5938,44.0785,59.7632,315.3881,25840.335,24.75,2.25,train
-16304,Japan,EAS,warm_moist,133.3683,34.4833,3.0,6,other,suburban,27.0,1.7,0.0,0.0,0.0,50.7,0.0,0.0,3.3,0.0,0.0,0.0,6.9,5.6,2.4,0.0,0.0,0.0,0.0,45.2011,5.06,18461,18461,18461,62,57.1,63,24.7017,34.6604,16.8798,-999.0,-999.0,-999.0,-999.0,-999.0,67.125,41.6627,51.7595,313.30400000000003,-999.0,18.0,1.5,train
-16305,Japan,EAS,warm_moist,133.4117,34.5117,3.0,43,other,suburban,20.4,1.2,0.0,0.0,0.0,56.1,0.0,0.0,3.7,0.0,0.0,0.0,8.1,5.4,2.8,0.0,0.0,0.0,0.0,4.524369999999999,5.7,16651,17862,21137,62,57.76,63,22.7038,35.5585,12.2616,21.5,5.5,37.5,50.75,69.75,65.875,42.5856,57.6171,282.0879,23088.043999999998,18.75,1.5,train
-16306,Japan,EAS,warm_moist,133.3814,34.4403,32.0,69,other,suburban,43.3,1.9,0.0,0.0,0.0,35.3,0.0,0.0,3.4,0.0,0.0,0.0,6.4,5.4,1.9,0.0,0.0,0.0,0.0,45.2011,5.06,18204,18461,18461,46,37.83,63,31.7579,39.856,25.6417,32.0,18.5,43.75,57.0,76.25,73.5312,47.1994,62.7787,359.7295,31751.7026,34.0,5.25,train
-16307,Japan,EAS,warm_moist,133.3308,34.5553,23.0,7,other,suburban,17.2,1.3,0.0,0.0,0.0,60.6,0.0,0.0,3.3,0.0,0.0,0.0,7.3,5.4,2.6,0.0,0.0,0.0,8.759,4.524369999999999,5.02,16797,18451,18461,61,47.76,63,26.5999,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,52.3933,-999.0,-999.0,-999.0,-999.0,train
-16308,Japan,EAS,warm_moist,133.2567,34.4436,3.0,9,other,suburban,29.0,2.4,0.0,0.0,0.0,49.0,0.0,0.0,2.8,0.0,0.0,0.0,6.4,5.7,1.9,0.0,0.0,0.0,0.0,45.1976,4.5,14040,16747,18461,60,44.43,63,24.125999999999998,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,53.0551,-999.0,-999.0,-999.0,-999.0,train
-16309,Japan,EAS,warm_moist,133.2433,34.5703,27.0,2,other,suburban,3.8,0.0,0.0,0.0,0.0,77.4,0.0,0.0,2.5,0.0,0.0,0.0,5.9,5.5,2.2,0.0,0.0,0.0,0.0,4.524030000000001,4.03,5846,13753,18461,56,31.57,63,25.3238,35.2451,16.6663,23.6667,10.6667,37.3333,51.0,70.3333,67.875,42.2854,56.5725,288.8997,23082.4055,19.3333,2.6667,train
-16310,Japan,EAS,warm_moist,132.8536,34.7975,220.0,0,other,suburban,0.0,0.0,0.0,0.0,0.0,90.3,0.0,0.0,0.0,0.0,0.0,0.0,6.5,0.0,2.0,0.0,0.0,0.0,0.0,1.29744,1.72,2677,2678,2909,49,28.58,58,24.4147,-999.0,13.2487,-999.0,-999.0,-999.0,-999.0,-999.0,55.0,35.152,49.214,136.7114,-999.0,5.5,0.5,train
-16311,Japan,EAS,warm_moist,132.2197,34.2192,2.0,52,other,suburban,29.9,1.6,0.0,0.0,0.0,57.9,0.0,0.0,0.0,0.0,0.0,0.0,1.8,6.2,0.0,0.0,0.0,0.0,0.0,2.76559,3.97,7179,8730,38440,59,40.78,62,27.8182,35.3741,20.6744,26.5,15.25,37.5,50.75,68.75,65.25,41.8273,58.0644,283.1473,21335.0962,14.75,2.5,train
-16312,Japan,EAS,warm_moist,132.7406,34.4208,240.0,35,other,suburban,8.2,0.0,0.0,0.0,0.0,69.2,0.0,0.0,1.1,0.0,0.0,0.0,8.8,9.5,1.3,0.0,0.0,0.0,18.195999999999998,10.6243,3.37,8742,8742,83903,61,49.5,63,30.723000000000003,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,57.6513,-999.0,-999.0,-999.0,-999.0,train
-16313,Japan,EAS,warm_moist,132.5292,34.3667,2.0,1,other,suburban,16.3,1.9,0.0,0.0,0.0,57.4,0.0,0.0,0.0,0.0,0.0,0.0,6.8,14.4,0.0,0.0,0.0,0.0,0.0,9.16421,3.89,27231,60226,105250,62,56.08,63,22.1469,32.7944,12.2786,18.75,5.25,35.75,49.5,68.5,64.4062,40.2239,55.5574,254.8566,20098.7718,15.5,1.5,test
-16314,Japan,EAS,warm_moist,132.3425,34.3575,13.0,0,other,suburban,23.2,1.9,0.0,0.0,0.0,56.0,0.0,0.0,0.0,0.0,0.0,0.0,1.9,14.3,0.0,0.0,0.0,0.0,0.0,13.3752,4.12,26691,26691,105250,61,49.83,63,23.5308,34.3533,13.2156,20.5,6.75,37.0,50.0,69.25,66.2812,41.7872,57.7072,298.5593,22440.6245,17.25,2.0,test
-16315,Japan,EAS,warm_moist,132.5419,34.6881,300.0,0,other,suburban,0.0,0.0,0.0,0.0,0.0,92.3,0.0,0.0,0.0,0.0,0.0,0.0,3.6,3.2,0.0,0.0,0.0,0.0,0.0,2.46463,2.43,1105,1106,32248,33,12.78,62,23.8846,31.4897,13.8964,20.25,8.5,33.75,45.25,61.8,58.4688,37.3526,55.045,178.4767,13599.2495,5.75,0.25,val
-16316,Japan,EAS,warm_moist,132.8611,34.4389,170.0,49,other,suburban,11.3,0.0,0.0,0.0,0.0,71.4,0.0,0.0,1.3,0.0,0.0,0.0,10.0,2.2,1.7,0.0,0.0,0.0,6.6739999999999995,10.6252,3.49,3877,8233,14343,18,18.03,61,21.6097,34.6125,8.4706,17.5,1.75,36.75,49.5,68.75,65.75,42.0577,57.8873,257.17900000000003,21043.8028,17.5,1.0,train
-16317,Japan,EAS,warm_moist,132.8892,34.2425,3.0,4,other,suburban,45.3,2.2,0.0,0.0,0.0,38.3,0.0,0.0,1.6,0.0,0.0,1.8,6.6,1.9,1.6,0.0,0.0,0.0,0.0,9.06822,3.91,2350,3463,26665,18,9.57,61,26.9591,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,47.6315,-999.0,-999.0,-999.0,-999.0,train
-16318,Japan,EAS,warm_moist,133.3728,34.5472,12.0,0,other,suburban,20.4,1.2,0.0,0.0,0.0,56.1,0.0,0.0,3.7,0.0,0.0,0.0,8.1,5.4,2.8,0.0,0.0,0.0,12.030999999999999,4.524369999999999,5.02,17862,18461,18461,62,54.56,63,25.9736,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,54.2595,-999.0,-999.0,-999.0,-999.0,train
-16319,Japan,EAS,warm_moist,130.8958,33.9428,5.0,0,other,suburban,46.5,0.0,0.0,0.0,0.0,23.1,0.0,0.0,1.2,0.0,0.0,0.0,6.4,20.0,0.0,0.0,0.0,0.0,0.0,49.1425,6.17,9061,40161,69910,53,50.43,62,29.7986,36.6071,23.3264,31.5,17.0,42.5,52.5,66.0,63.0417,41.6971,55.1462,186.8519,21717.9371,10.0,0.3333,train
-16320,Japan,EAS,warm_moist,130.9272,33.9889,19.0,15,other,suburban,48.2,0.0,0.0,0.0,0.0,26.2,0.0,0.0,0.0,0.0,0.0,1.3,3.9,17.4,0.0,0.0,0.0,0.0,0.0,0.0,6.62,1881,18278,69910,58,50.8,62,31.5085,37.4341,25.1873,33.5,19.0,44.0,55.0,70.5,65.7917,43.4739,57.3824,217.08900000000003,26033.0959,14.3333,1.0,train
-16321,Japan,EAS,warm_moist,130.9342,34.1714,17.5,45,other,suburban,50.1,0.0,0.0,0.0,0.0,41.6,0.0,0.0,0.0,0.0,0.0,0.0,2.7,3.2,0.0,0.0,0.0,0.0,0.0,2.15519,4.63,4224,13264,24100,16,9.72,59,36.5443,40.7424,31.8258,36.25,26.25,45.75,55.5,70.5,67.625,45.6014,61.11,246.3725,27216.9167,18.25,1.25,train
-16322,Japan,EAS,warm_moist,131.2461,33.9517,3.0,2,other,suburban,62.8,0.0,0.0,0.0,0.0,21.6,0.0,0.0,1.2,0.0,0.0,0.0,5.1,6.6,0.0,0.0,0.0,0.0,0.0,3.96377,5.84,6831,14292,24100,60,46.7,61,30.8187,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,55.3056,-999.0,-999.0,-999.0,-999.0,train
-16323,Japan,EAS,warm_moist,131.2178,33.9939,4.0,6,other,suburban,46.9,0.0,0.0,0.0,0.0,33.1,0.0,0.0,1.4,0.0,0.0,1.2,5.8,9.6,0.0,0.0,0.0,0.0,0.0,3.96377,5.84,15716,16530,24100,58,48.56,61,30.0938,38.5357,22.2068,30.0,14.6667,42.6667,55.3333,71.3333,68.625,44.6786,61.4511,265.2945,27369.0889,20.6667,0.6667,train
-16324,Japan,EAS,warm_moist,131.4336,34.1533,16.0,17,other,suburban,15.1,0.0,0.0,0.0,0.0,66.5,0.0,0.0,1.2,0.0,0.0,0.0,7.9,7.0,0.0,0.0,0.0,0.07400000000000001,5.166,4.23325,3.82,7623,10787,14292,56,38.48,59,24.7219,32.9023,15.6015,21.3333,8.6667,37.0,49.0,65.0,62.125,39.3561,57.1609,191.1301,18090.221999999998,9.3333,0.6667,train
-16325,Japan,EAS,warm_moist,131.3958,34.4086,2.0,1,other,suburban,29.2,0.0,0.0,0.0,0.0,65.8,0.0,0.0,0.0,0.0,0.0,0.0,1.6,1.9,0.0,0.0,0.0,0.094,0.0,0.0,2.43,5246,5246,7366,47,20.69,51,34.5352,39.999,27.4669,33.3333,21.0,44.3333,55.0,69.3333,66.25,45.1484,61.0587,230.8399,26430.387000000002,15.6667,0.0,train
-16326,Japan,EAS,warm_moist,131.8067,34.0558,4.0,5,other,suburban,41.7,0.0,0.0,0.0,0.0,46.3,0.0,0.0,0.0,0.0,0.0,0.0,2.7,5.9,0.0,0.0,0.0,0.0,0.0,12.6906,4.79,6227,6227,12894,62,49.63,62,25.8649,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,50.9311,-999.0,-999.0,-999.0,-999.0,train
-16327,Japan,EAS,warm_moist,131.5628,34.0522,8.0,10,other,suburban,44.4,1.1,0.0,0.0,0.0,39.1,0.0,0.0,0.0,0.0,0.0,0.0,6.6,6.2,0.0,0.0,0.0,0.11699999999999999,0.406,4.6496699999999995,4.41,10804,10804,14010,59,44.1,62,31.0155,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,56.2807,-999.0,-999.0,-999.0,-999.0,train
-16328,Japan,EAS,warm_moist,131.8706,34.0156,9.0,10,other,suburban,36.6,0.0,0.0,0.0,0.0,51.6,0.0,0.0,1.0,0.0,0.0,0.0,2.9,4.8,1.0,0.0,0.0,0.0,0.0,12.6906,4.79,7717,10341,12894,59,42.22,62,26.971999999999998,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,55.7138,-999.0,-999.0,-999.0,-999.0,train
-16329,Japan,EAS,warm_moist,132.2206,34.1681,6.0,7,other,suburban,35.7,1.8,0.0,0.0,0.0,53.5,0.0,0.0,0.0,0.0,0.0,0.0,1.9,4.5,0.0,0.0,0.0,0.066,4.448,2.70962,4.08,8170,8730,22599,61,49.63,62,27.6642,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,56.3891,-999.0,-999.0,-999.0,-999.0,train
-16330,Japan,EAS,warm_moist,132.2133,34.1444,3.0,0,other,suburban,32.2,1.3,0.0,0.0,0.0,56.5,0.0,0.0,1.0,0.0,0.0,0.0,2.8,3.8,1.3,0.0,0.0,0.066,4.448,2.70962,4.08,8170,8730,22599,59,41.91,61,30.1609,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,58.1698,-999.0,-999.0,-999.0,-999.0,train
-16331,Japan,EAS,warm_moist,131.1811,33.9753,4.0,11,other,suburban,46.9,0.0,0.0,0.0,0.0,33.1,0.0,0.0,1.4,0.0,0.0,1.2,5.8,9.6,0.0,0.0,0.0,0.0,0.0,12.7878,6.39,2956,15716,40161,55,42.37,61,28.0183,35.2255,21.1889,27.5,13.25,39.75,52.0,67.63,64.7604,41.4932,59.5139,225.2148,20418.6695,11.25,0.25,train
-16332,Japan,EAS,warm_moist,131.9506,33.9617,30.0,72,other,suburban,45.4,1.2,0.0,0.0,0.0,42.5,0.0,0.0,1.0,0.0,0.0,0.0,2.8,4.5,1.2,0.0,0.0,0.012,11.462,5.09773,4.29,2183,12894,12894,54,28.56,62,33.7283,39.17,27.7737,32.5,22.0,43.25,54.0,70.5,67.4688,44.6063,61.4056,270.4899,26074.1008,18.75,0.25,train
-16333,Japan,EAS,warm_moist,131.1844,34.3692,6.0,13,other,suburban,42.1,0.0,0.0,0.0,0.0,52.7,0.0,0.0,0.0,0.0,0.0,0.0,2.5,0.0,0.0,0.0,0.0,0.237,0.0,1.00155,2.99,2479,2543,5246,36,17.31,51,38.2006,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,59.8794,-999.0,-999.0,-999.0,-999.0,train
-16334,Japan,EAS,warm_moist,132.1017,33.9647,3.0,4,other,suburban,45.4,1.3,0.0,0.0,0.0,42.1,0.0,0.0,1.2,0.0,0.0,0.0,3.1,4.0,1.4,0.0,0.0,0.054000000000000006,3.4539999999999997,5.33904,3.57,4213,5772,12894,60,32.59,62,29.7294,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,56.1005,-999.0,-999.0,-999.0,-999.0,train
-16335,Japan,EAS,warm_moist,131.2056,34.1669,88.0,0,other,suburban,7.0,0.0,0.0,0.0,0.0,76.9,0.0,0.0,1.1,0.0,0.0,0.0,6.9,5.9,0.0,0.0,0.0,0.035,1.475,4.2329300000000005,4.16,1369,3414,18621,29,12.95,61,28.0711,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,58.1918,-999.0,-999.0,-999.0,-999.0,val
-16336,Japan,EAS,warm_moist,131.765,34.0714,3.0,2,other,suburban,31.1,1.0,0.0,0.0,0.0,56.1,0.0,0.0,0.0,0.0,0.0,0.0,3.7,5.9,0.0,0.0,0.0,0.0,0.0,12.6897,4.7,4499,6227,12894,61,42.23,62,30.0936,36.1797,24.4346,29.0,18.0,40.0,52.0,70.0,66.8125,42.7237,57.3369,319.9015,22033.6378,17.5,3.0,train
-16337,Japan,EAS,warm_moist,132.2186,34.2067,2.0,59,other,suburban,35.7,1.8,0.0,0.0,0.0,53.5,0.0,0.0,0.0,0.0,0.0,0.0,1.9,4.5,0.0,0.0,0.0,0.0,0.0,2.76559,3.97,8730,8730,26691,58,43.37,62,26.9863,36.4696,17.8958,24.6667,12.0,39.3333,52.6667,69.3333,65.7798,43.3359,58.1692,296.6008,24226.9339,17.6667,0.6667,train
-16338,Japan,EAS,warm_moist,134.575,34.1086,0.0,1,other,suburban,40.5,1.0,0.0,0.0,0.0,34.2,0.0,0.0,1.7,0.0,0.0,1.1,15.8,3.5,0.0,0.0,0.0,0.0,16.474,5.89303,3.88,26694,26694,27669,62,55.81,63,30.6539,35.9934,24.864,30.6667,17.6667,41.0,50.6667,65.6667,63.506,41.6894,55.3248,193.3231,20434.6753,8.6667,0.6667,train
-16339,Japan,EAS,warm_moist,134.5608,34.07,0.0,0,other,suburban,32.8,1.1,0.0,0.0,0.0,40.6,0.0,0.0,1.8,0.0,0.0,0.0,17.4,3.5,0.0,0.0,0.0,0.0,16.76,5.78492,3.93,24540,26694,27669,63,58.34,63,27.4927,34.0299,23.1713,27.3333,16.6667,37.0,49.3333,67.3067,63.875,39.3446,53.3042,213.8483,18477.8556,11.0,0.6667,train
-16340,Japan,EAS,warm_moist,134.6128,34.1736,0.0,2,other,suburban,51.5,0.0,0.0,0.0,0.0,24.5,0.0,0.0,1.6,0.0,0.0,0.0,15.5,3.3,0.0,0.0,0.0,0.0,16.474,5.89303,3.88,7264,11937,27669,60,43.03,63,29.5872,36.7674,25.9989,31.3333,19.3333,40.0,52.3333,69.0,67.625,42.1207,54.0144,232.9053,20779.4305,18.0,0.6667,train
-16341,Japan,EAS,warm_moist,134.5856,34.0067,0.0,4,other,suburban,34.1,1.5,0.0,0.0,0.0,43.2,0.0,0.0,1.6,0.0,0.0,0.0,13.7,3.3,0.0,0.0,0.0,0.02,4.997,5.78492,3.93,21608,24552,27669,59,43.94,63,27.5741,33.0407,23.6481,28.3333,17.3333,37.0,46.6667,63.0,60.7917,38.366,51.0205,174.1804,14201.9779,7.3333,0.6667,train
-16342,Japan,EAS,warm_moist,134.6711,33.925,0.0,11,other,suburban,58.7,1.1,0.0,0.0,0.0,27.3,0.0,0.0,0.0,0.0,0.0,0.0,7.5,2.7,0.0,0.0,0.0,0.009000000000000001,11.905,21.5302,3.8,8863,10984,27669,61,39.76,63,30.0923,34.858000000000004,24.8505,29.6667,19.0,38.0,48.6667,65.8133,63.7917,39.7803,53.5192,203.7228,16732.4014,10.0,0.6667,train
-16343,Japan,EAS,warm_moist,134.6686,33.885,0.0,1,other,suburban,50.4,1.5,0.0,0.0,0.0,37.6,0.0,0.0,0.0,0.0,0.0,0.0,5.7,2.3,0.0,0.0,0.0,0.009000000000000001,11.905,21.5409,3.56,3743,8863,26694,36,27.48,63,29.5611,36.8294,25.8715,32.0,19.0,40.6667,50.6667,67.3333,64.875,41.9178,51.7854,217.4737,20093.561,12.6667,0.6667,train
-16344,Japan,EAS,warm_moist,134.6083,33.8753,10.0,138,other,suburban,39.8,1.7,0.0,0.0,0.0,46.9,0.0,0.0,0.0,0.0,0.0,0.0,6.8,2.4,0.0,0.0,0.0,0.0,3.0639999999999996,21.5409,3.56,3839,3839,24552,22,20.19,63,29.5963,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,48.3778,-999.0,-999.0,-999.0,-999.0,train
-16345,Japan,EAS,warm_moist,134.6789,33.8317,0.0,47,other,suburban,63.8,1.2,0.0,0.0,0.0,27.5,0.0,0.0,0.0,0.0,0.0,0.0,4.6,0.0,0.0,0.0,0.0,0.0,0.0,21.5409,3.56,3244,3787,22754,7,8.01,62,29.8901,35.8734,25.8833,28.3333,20.0,38.3333,52.0,70.6667,68.75,40.4543,54.8867,247.5855,21325.1447,16.3333,1.0,train
-16347,Japan,EAS,warm_moist,134.6406,33.9628,0.0,3,other,suburban,45.4,1.3,0.0,0.0,0.0,34.1,0.0,0.0,1.4,0.0,0.0,0.0,12.1,3.2,0.0,0.0,0.0,0.051,12.071,21.5302,3.8,8863,10984,27669,50,41.86,63,29.1289,34.4191,25.0304,29.0,19.6667,37.0,49.0,66.3333,64.2083,39.0677,51.6993,197.25,16054.9909,11.3333,0.6667,train
-16349,Japan,EAS,warm_moist,134.6186,33.9458,0.0,14,other,suburban,36.2,1.6,0.0,0.0,0.0,44.6,0.0,0.0,1.3,0.0,0.0,0.0,10.9,2.9,0.0,0.0,0.0,0.051,12.071,21.5302,3.8,10984,15130,27669,48,37.39,63,32.6591,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,50.7047,-999.0,-999.0,-999.0,-999.0,train
-16350,Japan,EAS,warm_moist,134.4942,33.8575,50.0,20,other,suburban,22.9,1.8,0.0,0.0,0.0,66.5,0.0,0.0,0.0,0.0,0.0,0.0,5.4,0.0,0.0,0.0,0.0,0.0,0.0,0.551783,3.09,1829,2695,24552,11,6.39,63,25.256,32.4333,18.1654,23.75,10.75,37.25,45.75,61.75,58.9241,38.4726,51.6127,183.2532,13907.213,7.0,0.0,train
-16351,Japan,EAS,warm_moist,134.5972,33.7772,0.0,84,other,suburban,49.4,1.7,0.0,0.0,0.0,42.3,0.0,0.0,0.0,0.0,0.0,0.0,4.2,0.0,0.0,0.0,0.0,0.0,0.396,1.08439,3.12,1403,3450,22754,9,4.66,61,29.7447,35.2969,24.4019,29.0,19.6667,37.6667,49.0,67.3333,64.375,40.0492,53.0706,226.0815,18266.7805,13.0,0.6667,train
-16352,Japan,EAS,warm_moist,134.5897,34.1322,0.0,1,other,suburban,45.7,0.0,0.0,0.0,0.0,28.9,0.0,0.0,1.6,0.0,0.0,0.0,16.5,3.6,0.0,0.0,0.0,0.0,16.474,5.89303,3.88,19981,26694,27669,61,53.7,63,28.8046,35.3152,24.3645,29.0,18.25,38.5,50.25,66.75,64.5312,40.6176,54.6876,208.2183,18507.5026,12.25,0.5,train
-16353,Japan,EAS,warm_moist,134.5433,34.1186,0.0,1,other,suburban,40.4,0.0,0.0,0.0,0.0,34.1,0.0,0.0,1.6,0.0,0.0,0.0,17.1,3.2,0.0,0.0,0.0,0.0,16.474,5.89303,3.88,26281,27669,27669,61,59.58,63,28.4045,35.7441,23.5062,29.0,17.5,39.0,49.75,66.0,63.75,41.1672,53.7458,173.4601,18837.3249,11.0,0.5,train
-16354,Japan,EAS,warm_moist,134.4967,34.1217,0.0,3,other,suburban,34.1,0.0,0.0,0.0,0.0,40.8,0.0,0.0,1.6,0.0,0.0,0.0,16.8,3.1,0.0,0.0,0.0,0.0,13.583,4.25002,3.95,27669,27669,27669,60,58.41,63,27.2689,34.4848,22.2054,27.5,16.75,37.25,48.75,65.0,62.192,39.6939,53.0218,172.6014,16777.7911,7.25,0.5,train
-16355,Japan,EAS,warm_moist,134.1625,34.0658,40.0,20,other,suburban,0.0,0.0,0.0,0.0,0.0,80.6,0.0,0.0,2.2,0.0,0.0,0.0,15.0,0.0,0.0,0.0,0.0,0.079,0.06,2.04169,3.23,1932,3391,28475,51,23.52,61,26.9546,34.9239,18.1778,24.6667,12.6667,37.6667,49.6667,66.3333,63.375,41.3284,55.8994,192.4154,20138.7095,12.6667,0.3333,train
-16356,Japan,EAS,warm_moist,133.7983,34.0267,120.0,78,other,suburban,11.9,0.0,0.0,0.0,0.0,73.1,0.0,0.0,1.8,0.0,0.0,0.0,10.0,1.2,1.3,0.0,0.0,0.0,0.0,3.3513300000000004,3.93,1530,2024,16574,25,14.15,61,23.517,32.105,15.4857,20.5,9.5,35.25,47.0,65.0,62.4688,38.7833,54.9432,236.1938,16466.4909,10.75,0.75,test
-16357,Japan,EAS,warm_moist,133.8453,34.2986,5.0,22,other,suburban,39.1,0.0,0.0,0.0,0.0,31.0,0.0,0.0,3.5,0.0,0.0,0.0,16.8,5.9,1.6,0.0,0.0,0.131,9.924,3.35946,4.79,19116,23052,30201,60,55.53,63,27.5479,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,67.75,-999.0,57.3321,-999.0,-999.0,-999.0,-999.0,val
-16358,Japan,EAS,warm_moist,133.7867,34.2278,30.0,22,other,suburban,40.6,0.0,0.0,0.0,0.0,34.1,0.0,0.0,3.1,0.0,0.0,0.0,16.1,3.0,1.7,0.0,0.0,0.157,19.113,3.35921,4.92,15136,18172,30201,54,43.78,63,31.2052,-999.0,25.5788,-999.0,-999.0,-999.0,-999.0,-999.0,73.0625,45.843,58.0461,-999.0,-999.0,30.0,-999.0,val
-16359,Japan,EAS,warm_moist,133.9956,34.4603,4.0,-2,other,suburban,41.7,0.0,0.0,0.0,0.0,18.2,0.0,0.0,3.5,0.0,0.0,1.8,18.1,12.1,1.4,0.0,0.0,0.0,0.0,20.8049,5.9,829,1344,30201,18,14.71,63,26.3573,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,48.7584,-999.0,-999.0,-999.0,-999.0,train
-16360,Japan,EAS,warm_moist,133.7539,34.2725,1.0,11,other,suburban,55.0,0.0,0.0,0.0,0.0,21.3,0.0,0.0,2.7,0.0,0.0,0.0,14.2,3.4,1.5,0.0,0.0,0.0,0.0,3.35921,4.92,5907,18172,25240,58,45.3,63,29.6252,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,55.6361,-999.0,-999.0,-999.0,-999.0,val
-16361,Japan,EAS,warm_moist,132.7283,33.8197,6.0,10,other,suburban,44.5,0.0,0.0,0.0,0.0,43.8,0.0,0.0,0.0,0.0,0.0,0.0,2.9,5.9,1.2,0.0,0.0,0.0,13.105,5.272930000000001,3.87,29060,29969,30293,62,57.18,62,28.2773,34.9933,22.5549,28.0,16.0,39.0,50.5,65.75,63.0625,41.0931,55.6119,218.2871,19507.2877,10.5,0.25,train
-16362,Japan,EAS,warm_moist,132.7042,33.8136,2.7,4,other,suburban,53.9,0.0,0.0,0.0,0.0,34.6,0.0,0.0,0.0,0.0,0.0,0.0,2.9,5.9,1.1,0.0,0.0,0.0,13.105,5.272930000000001,3.87,12675,29060,30293,59,47.17,62,27.4479,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,50.3631,-999.0,-999.0,-999.0,-999.0,train
-16363,Japan,EAS,warm_moist,132.8083,33.8092,45.0,30,traffic,suburban,28.9,0.0,0.0,0.0,0.0,59.8,0.0,0.0,0.0,0.0,0.0,0.0,2.8,6.0,1.0,0.0,0.0,0.0,17.284000000000002,5.2733300000000005,3.92,29730,30293,30293,60,53.79,62,24.7489,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,49.7252,-999.0,-999.0,-999.0,-999.0,train
-16364,Japan,EAS,warm_moist,132.7633,33.8214,18.2,16,traffic,suburban,44.5,0.0,0.0,0.0,0.0,43.8,0.0,0.0,0.0,0.0,0.0,0.0,2.9,5.9,1.2,0.0,0.0,0.0,13.105,5.272930000000001,3.87,29060,29969,30293,62,59.5,62,23.1949,30.3407,18.7775,22.0,12.0,33.5,46.5,64.1,61.375,36.4938,51.4705,213.7281,14617.669,9.5,0.0,train
-16365,Japan,EAS,warm_moist,133.2811,33.9578,6.0,17,other,suburban,37.3,0.0,0.0,0.0,0.0,52.4,0.0,0.0,0.0,0.0,0.0,0.0,4.7,3.2,0.0,0.0,0.0,0.0,0.0,4.8185400000000005,4.44,13053,13053,22623,60,53.61,61,26.6324,37.2987,19.5353,28.5,15.5,40.0,54.0,73.0,62.4167,40.0579,55.3531,299.3393,26504.6875,16.6667,0.5,train
-16366,Japan,EAS,warm_moist,133.2797,33.9317,45.0,41,other,suburban,37.3,0.0,0.0,0.0,0.0,52.4,0.0,0.0,0.0,0.0,0.0,0.0,4.7,3.2,0.0,0.0,0.0,0.0,0.0,4.8185400000000005,4.44,13053,13053,22623,57,45.3,61,22.5152,30.1584,15.3591,19.25,8.75,33.5,46.0,62.75,58.5625,36.964,53.4915,181.7868,14198.386999999999,7.25,0.25,train
-16367,Japan,EAS,warm_moist,133.3033,33.9744,4.0,5,other,suburban,49.8,0.0,0.0,0.0,0.0,39.3,0.0,0.0,0.0,0.0,0.0,0.0,5.1,3.2,0.0,0.0,0.0,0.0,0.0,4.81891,4.41,6293,13053,22623,60,46.74,61,30.2735,38.7762,22.1796,28.75,16.75,41.0,55.25,75.25,70.7812,46.262,61.7863,371.9981,30285.0113,29.5,4.5,train
-16368,Japan,EAS,warm_moist,133.3039,33.9383,35.0,39,other,suburban,37.3,0.0,0.0,0.0,0.0,52.4,0.0,0.0,0.0,0.0,0.0,0.0,4.7,3.2,0.0,0.0,0.0,0.0,0.0,4.81891,4.41,13053,13053,22623,56,40.87,61,26.8283,35.2907,19.2612,25.5,13.5,38.0,50.5,67.28,63.6875,41.9963,55.5229,247.5221,20529.3689,12.5,0.75,train
-16369,Japan,EAS,warm_moist,133.1933,33.9183,2.0,4,other,suburban,32.0,0.0,0.0,0.0,0.0,55.5,0.0,0.0,1.1,0.0,0.0,0.0,5.9,3.7,0.0,0.0,0.0,0.0,0.0,5.77122,4.45,4582,5196,22623,55,38.78,61,27.2632,35.1804,19.8767,25.3333,13.3333,38.3333,51.3333,68.6667,65.125,42.4739,56.2432,262.6611,21896.5924,16.0,0.6667,train
-16370,Japan,EAS,warm_moist,133.5867,33.9914,25.0,65,other,suburban,29.6,0.0,0.0,0.0,0.0,61.8,0.0,0.0,1.0,0.0,0.0,0.0,5.0,0.0,0.0,0.0,0.0,0.0,0.0,2.61833,4.14,4538,8245,13060,52,32.74,60,26.2143,33.4723,19.5012,24.0,12.5,37.5,50.0,67.0,62.6875,40.9028,54.3412,227.979,19044.9128,11.0,1.0,test
-16372,Japan,EAS,warm_moist,133.5503,33.9803,18.0,11,other,suburban,35.3,0.0,0.0,0.0,0.0,56.4,0.0,0.0,0.0,0.0,0.0,0.0,4.2,1.8,0.0,0.0,0.0,0.0,0.0,2.61833,4.14,1477,4538,13060,46,32.31,61,27.5886,34.7867,22.7073,27.25,15.5,39.0,51.0,68.45,65.7054,41.6023,56.092,251.6097,20628.7777,14.5,0.5,test
-16373,Japan,EAS,warm_moist,133.0797,33.9325,3.0,3,other,suburban,27.2,0.0,0.0,0.0,0.0,58.3,0.0,0.0,1.2,0.0,0.0,0.0,6.7,4.0,0.0,0.0,0.0,0.0,0.0,5.77122,4.44,6875,8984,30293,56,35.67,61,29.5662,38.321,21.415,27.75,15.5,41.0,54.575,73.25,69.2188,45.6549,60.1754,319.4767,27948.4208,28.25,2.75,train
-16374,Japan,EAS,warm_moist,133.5989,33.5503,0.0,5,other,suburban,38.6,0.0,1.0,0.0,0.0,44.2,0.0,0.0,1.7,0.0,0.0,0.0,6.2,5.5,1.0,0.0,0.0,0.0,8.298,5.9006099999999995,2.5,36147,40896,42272,57,50.65,62,29.9126,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,63.5625,42.2485,54.4913,-999.0,-999.0,9.0,-999.0,train
-16375,Japan,EAS,warm_moist,133.5592,33.5469,2.0,0,other,suburban,35.2,1.0,1.0,0.0,0.0,47.4,0.0,0.0,1.9,0.0,0.0,0.0,6.2,5.7,0.0,0.0,0.0,0.0,8.298,5.9006099999999995,2.5,27375,40896,42272,61,56.08,62,29.9954,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,55.5023,-999.0,-999.0,-999.0,-999.0,train
-16376,Japan,EAS,warm_moist,130.9333,33.8992,19.0,22,other,suburban,43.6,0.0,0.0,0.0,0.0,22.8,0.0,0.0,1.4,0.0,0.0,1.2,8.1,21.1,0.0,0.0,0.0,0.198,0.0,43.1181,7.03,22570,40161,69910,57,53.98,62,29.0562,33.1948,24.7749,29.0,17.5,39.0,49.5,64.5,60.1667,39.2641,54.4178,196.6589,14880.4949,5.0,0.6667,train
-16377,Japan,EAS,warm_moist,130.9764,33.8719,1.0,16,other,suburban,46.1,0.0,0.0,0.0,0.0,23.3,0.0,0.0,1.1,0.0,0.0,1.4,7.0,19.0,0.0,0.0,0.0,0.7879999999999999,0.0,43.1181,7.03,16313,27857,69910,47,41.35,62,26.6271,34.8546,19.9254,27.5,10.5,40.0,52.5,68.47,64.6875,41.7753,56.2615,213.0348,20619.3631,10.5,0.0,train
-16378,Japan,EAS,warm_moist,130.9747,33.9469,24.0,18,other,suburban,45.7,0.0,0.0,0.0,0.0,25.8,0.0,0.0,1.1,0.0,0.0,1.4,5.2,18.7,0.0,0.0,0.0,0.084,0.0,0.0,6.62,24100,24100,69910,48,43.24,62,29.3699,33.8544,22.9785,28.0,16.0,38.5,50.0,66.0,62.9583,40.8384,57.2449,199.4854,17622.8412,9.0,0.3333,train
-16379,Japan,EAS,warm_moist,130.8075,33.9014,2.0,29,other,suburban,36.7,0.0,0.0,0.0,0.0,26.5,0.0,0.0,2.3,0.0,0.0,0.0,8.8,22.9,0.0,0.0,0.0,0.452,0.0,49.1425,6.17,36742,69910,69910,62,59.71,62,28.8971,32.3516,24.2838,28.0,15.5,39.0,49.0,63.0,60.7083,39.2509,54.6073,174.5477,14429.1499,7.0,0.3333,train
-16380,Japan,EAS,warm_moist,130.6983,33.9064,7.0,11,other,suburban,43.8,0.0,0.0,0.0,0.0,24.6,0.0,0.0,2.3,0.0,0.0,0.0,8.3,18.6,0.0,0.0,0.0,0.0,0.0,7.0888800000000005,5.28,28426,39117,69910,56,43.37,62,33.0002,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,67.375,46.3432,59.1645,-999.0,-999.0,19.5,-999.0,train
-16381,Japan,EAS,warm_moist,130.8292,33.8953,12.0,10,other,suburban,38.4,0.0,0.0,0.0,0.0,25.4,0.0,0.0,2.0,0.0,0.0,0.0,8.3,22.9,0.0,0.0,0.0,0.452,0.0,43.1181,6.56,36742,69910,69910,62,60.33,62,26.9843,30.5584,22.791999999999998,26.5,14.5,37.0,48.0,62.5,58.8333,37.1272,52.9172,169.5591,12427.3856,6.0,0.3333,train
-16382,Japan,EAS,warm_moist,130.8514,33.8869,31.0,23,other,suburban,38.4,0.0,0.0,0.0,0.0,25.4,0.0,0.0,2.0,0.0,0.0,0.0,8.3,22.9,0.0,0.0,0.0,0.452,0.0,43.1181,6.56,69910,69910,69910,62,60.23,62,26.7085,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,48.7364,-999.0,-999.0,-999.0,-999.0,train
-16383,Japan,EAS,warm_moist,130.8706,33.8842,7.0,8,other,suburban,41.5,0.0,0.0,0.0,0.0,23.7,0.0,0.0,1.7,0.0,0.0,0.0,8.0,22.2,0.0,0.0,0.0,0.198,0.0,43.1181,6.56,69910,69910,69910,62,60.34,62,25.9958,29.9204,21.3269,25.0,14.0,35.75,46.0,59.0,55.5417,36.0952,51.0377,142.5718,10227.2928,3.3333,0.3333,train
-16384,Japan,EAS,warm_moist,130.8817,33.86,7.0,3,other,suburban,41.5,0.0,0.0,0.0,0.0,23.7,0.0,0.0,1.7,0.0,0.0,0.0,8.0,22.2,0.0,0.0,0.0,0.198,0.0,43.1181,6.56,56646,69910,69910,62,58.37,62,28.1279,-999.0,23.6814,-999.0,-999.0,-999.0,-999.0,-999.0,63.6875,41.917,53.0473,209.7582,-999.0,13.5,1.0,train
-16385,Japan,EAS,warm_moist,130.9394,33.8303,3.0,3,other,suburban,39.2,0.0,0.0,0.0,0.0,24.6,0.0,0.0,1.7,0.0,0.0,0.0,9.2,22.7,0.0,0.0,0.0,0.924,0.20199999999999999,43.1181,7.03,23772,27857,69910,60,49.03,62,26.3241,33.6581,19.9577,26.3333,11.3333,39.0,50.6667,66.3333,61.7917,40.3083,55.2414,182.0939,17274.5748,8.6667,0.3333,train
-16386,Japan,EAS,warm_moist,130.8756,33.8222,42.0,61,other,suburban,33.6,0.0,0.0,0.0,0.0,26.9,0.0,0.0,2.1,0.0,0.0,0.0,10.6,24.0,0.0,0.0,0.0,0.924,0.20199999999999999,43.1181,6.56,23788,56646,69910,52,41.39,62,26.3391,34.1511,19.000999999999998,26.0,12.0,39.0,50.5,67.0,62.375,40.7601,55.4899,219.1319,18431.8226,10.3333,0.6667,train
-16387,Japan,EAS,warm_moist,130.8125,33.8639,30.0,50,other,suburban,36.7,0.0,0.0,0.0,0.0,26.5,0.0,0.0,2.3,0.0,0.0,0.0,8.8,22.9,0.0,0.0,0.0,0.452,0.0,43.1181,6.56,35010,56646,69910,55,52.3,62,30.2242,34.3522,26.7977,30.0,18.5,41.0,52.5,69.5,64.25,41.2539,55.2486,250.3067,18721.3532,14.3333,0.5,train
-16388,Japan,EAS,warm_moist,130.7603,33.8617,14.0,6,other,suburban,38.7,0.0,0.0,0.0,0.0,26.5,0.0,0.0,2.4,0.0,0.0,1.0,9.1,20.7,0.0,0.0,0.0,0.0,0.0,43.1148,6.14,56205,56205,69910,62,57.97,62,29.7724,34.7283,24.6364,29.5,17.5,40.0,51.5,67.0,62.25,40.9289,55.3526,221.9846,17863.2286,10.6667,0.3333,train
-16389,Japan,EAS,warm_moist,130.7378,33.8253,27.0,24,other,suburban,27.3,0.0,0.0,0.0,0.0,32.1,0.0,0.0,2.6,0.0,0.0,1.0,11.1,24.1,0.0,0.0,0.0,0.18600000000000003,11.499,43.1148,6.14,53701,56205,69910,61,56.31,62,31.502,38.6189,24.4007,31.5,18.0,43.0,55.0,70.0,67.25,45.0654,59.1383,268.6593,25603.9303,18.0,0.0,train
-16390,Japan,EAS,warm_moist,130.4272,33.6361,2.0,4,other,suburban,27.7,0.0,0.0,0.0,0.0,39.0,0.0,0.0,2.5,0.0,0.0,0.0,9.9,18.3,0.0,0.0,0.0,0.0,0.0,20.0111,5.81,9054,98126,165401,62,60.76,63,28.1228,35.9401,22.8076,30.0,15.0,41.5,53.0,67.5,64.8125,42.2949,54.6259,249.4982,22598.2279,13.0,1.0,train
-16391,Japan,EAS,warm_moist,130.4383,33.6728,30.0,0,other,suburban,37.1,0.0,0.0,0.0,0.0,31.5,0.0,0.0,2.3,0.0,0.0,0.0,8.4,18.4,0.0,0.0,0.0,0.0,0.0,20.0111,5.81,61678,75523,165401,62,58.96,63,33.3666,40.0913,27.5784,33.0,19.5,45.0,57.5,74.0,69.6667,46.4284,61.8006,329.43199999999996,30524.9324,25.3333,1.6667,train
-16392,Japan,EAS,warm_moist,130.4281,33.6072,5.0,4,other,suburban,19.6,0.0,0.0,0.0,0.0,44.5,0.0,0.0,2.7,0.0,0.0,0.0,12.4,18.1,0.0,0.0,0.0,0.0,0.0,20.0111,5.81,98126,165401,165401,62,62.08,63,29.1452,36.6967,23.4303,30.5,15.0,42.5,54.5,69.0,65.0833,43.158,56.5186,241.9277,23382.6906,14.0,0.6667,train
-16393,Japan,EAS,warm_moist,130.4011,33.5908,5.0,10,other,suburban,25.7,0.0,0.0,0.0,0.0,43.9,0.0,0.0,2.1,0.0,0.0,0.0,9.2,16.3,0.0,0.0,0.0,0.0,12.314,24.5941,5.99,98126,165401,165401,63,61.75,63,28.8541,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,52.4102,-999.0,-999.0,-999.0,-999.0,train
-16394,Japan,EAS,warm_moist,130.4325,33.5642,10.0,5,other,suburban,19.6,0.0,0.0,0.0,0.0,44.5,0.0,0.0,2.7,0.0,0.0,0.0,12.4,18.1,0.0,0.0,0.0,0.0,12.314,24.5941,5.99,128647,165401,165401,63,62.7,63,29.7162,36.0432,24.503,30.5,18.0,41.5,54.2,70.59,64.0417,42.1483,55.7993,230.3442,24393.9777,16.0,0.6667,train
-16395,Japan,EAS,warm_moist,130.3808,33.5572,30.0,14,other,suburban,16.5,0.0,0.0,0.0,0.0,46.3,0.0,0.0,2.5,0.0,0.0,0.0,15.1,16.5,0.0,0.0,0.0,0.0,12.314,19.9883,4.84,90235,165401,165401,62,60.98,63,31.4245,39.5557,26.1859,31.5,18.5,44.5,58.0,76.0,69.125,45.4608,59.8951,349.2561,32110.3633,25.6667,3.5,train
-16396,Japan,EAS,warm_moist,130.2528,33.5861,5.0,0,other,suburban,46.3,0.0,0.0,0.0,0.0,33.0,0.0,0.0,0.0,0.0,0.0,0.0,4.6,12.7,0.0,0.0,0.0,1.629,0.0,19.9868,3.89,18776,34344,165401,60,49.98,63,34.1241,41.7792,28.0485,34.0,21.5,46.5,58.5,74.0,69.6667,47.5815,61.0404,318.8709,33457.5165,25.0,1.6667,train
-16397,Japan,EAS,warm_moist,130.3167,33.5736,5.0,5,traffic,suburban,39.2,0.0,0.0,0.0,0.0,36.8,0.0,0.0,1.3,0.0,0.0,0.0,5.3,15.0,0.0,0.0,0.0,0.693,1.839,19.9883,4.84,39567,90235,165401,62,57.28,63,29.4134,33.1312,25.3043,27.5,17.0,39.5,52.5,66.0,63.125,39.0299,55.2495,203.1524,18550.8872,10.3333,0.0,train
-16398,Japan,EAS,warm_moist,130.3564,33.58,5.0,2,other,suburban,32.8,0.0,0.0,0.0,0.0,40.7,0.0,0.0,1.7,0.0,0.0,0.0,6.5,15.6,0.0,0.0,0.0,0.693,1.839,19.9883,4.84,90235,165401,165401,63,60.97,63,33.1074,39.8127,28.0037,33.5,21.0,45.5,58.0,74.67,69.7083,46.2825,59.4875,312.9391,31524.6112,25.3333,1.6667,train
-16399,Japan,EAS,warm_moist,130.4461,33.03,0.0,6,other,suburban,42.2,0.0,0.0,0.0,0.0,21.2,0.0,0.0,4.4,0.0,0.0,1.1,21.7,7.0,1.6,0.0,0.0,0.0,0.0,6.947989999999999,3.21,25385,26484,26800,63,52.43,63,29.8531,35.2591,24.0806,28.5,16.5,41.0,52.5,69.5,66.5,41.6278,58.6845,303.2631,21510.8865,16.5,2.0,train
-16400,Japan,EAS,warm_moist,130.4311,33.0119,0.0,2,other,suburban,42.2,0.0,0.0,0.0,0.0,21.2,0.0,0.0,4.4,0.0,0.0,1.1,21.7,7.0,1.6,0.0,0.0,0.0,0.0,6.947989999999999,3.21,2865,25385,26800,61,43.96,63,28.7283,34.7474,22.0449,26.5,14.0,39.5,53.0,69.0,64.75,40.9232,56.7547,253.5125,21284.5606,14.5,0.0,train
-16401,Japan,EAS,warm_moist,130.4561,33.0236,0.0,11,other,suburban,42.2,0.0,0.0,0.0,0.0,21.2,0.0,0.0,4.4,0.0,0.0,1.1,21.7,7.0,1.6,0.0,0.0,0.0,0.0,6.947989999999999,3.21,25385,26484,26800,63,53.22,63,27.9028,32.1681,21.9478,25.5,16.5,35.5,44.5,57.0,55.6667,37.6978,52.0983,142.8944,12001.0665,4.6667,0.0,train
-16402,Japan,EAS,warm_moist,130.4753,33.0644,0.0,14,other,suburban,30.3,0.0,0.0,0.0,0.0,27.9,0.0,0.0,4.2,0.0,0.0,0.0,25.8,9.3,1.4,0.0,0.0,0.0,0.0,6.947989999999999,3.21,26800,26800,29871,59,42.32,63,25.3866,32.6666,19.8529,23.5,13.5,34.0,45.5,60.5,61.2917,38.1152,52.0964,217.6476,14644.126,11.6667,1.0,train
-16403,Japan,EAS,warm_moist,130.4753,33.0136,0.0,61,other,suburban,37.2,0.0,0.0,0.0,0.0,24.7,0.0,0.0,4.7,0.0,0.0,0.0,21.8,8.4,1.5,0.0,0.0,0.506,0.0,6.947989999999999,3.21,26484,26800,33110,53,43.24,63,26.2328,31.9441,19.1123,24.5,12.5,36.0,47.0,61.0,59.3988,38.2411,54.0995,158.2948,13948.6982,5.3333,0.0,train
-16405,Japan,EAS,warm_moist,130.5189,33.3003,15.0,12,other,suburban,2.4,0.0,0.0,0.0,0.0,44.2,0.0,0.0,3.2,0.0,0.0,0.0,36.0,12.2,0.0,0.0,0.0,0.5579999999999999,19.394000000000002,8.29965,4.66,34014,34014,96395,63,61.15,63,27.1672,-999.0,19.9693,-999.0,-999.0,-999.0,-999.0,-999.0,67.125,43.5126,57.0237,318.4061,26772.3424,17.5,2.5,train
-16406,Japan,EAS,warm_moist,130.4722,33.2858,4.0,2,other,suburban,5.3,0.0,0.0,0.0,0.0,39.8,0.0,0.0,3.1,0.0,0.0,0.0,37.5,12.0,1.0,0.0,0.0,0.5579999999999999,19.394000000000002,6.9637199999999995,3.68,13284,28065,49999,58,55.78,63,28.3399,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,55.4508,-999.0,-999.0,-999.0,-999.0,train
-16407,Japan,EAS,warm_moist,130.5069,33.3208,0.0,6,other,suburban,1.2,0.0,0.0,0.0,0.0,41.8,0.0,0.0,2.9,0.0,0.0,0.0,37.5,14.6,0.0,0.0,0.0,0.5579999999999999,19.394000000000002,8.29965,4.66,23999,34014,105019,63,61.14,63,28.6252,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,69.25,45.2363,58.7114,-999.0,-999.0,25.0,-999.0,train
-16408,Japan,EAS,warm_moist,130.6903,33.3494,16.5,4,other,suburban,0.0,0.0,0.0,0.0,0.0,65.2,0.0,0.0,2.6,0.0,0.0,0.0,23.1,7.8,0.0,0.0,0.0,1.5130000000000001,23.558000000000003,8.29965,4.28,6459,11925,49999,38,25.9,63,29.9675,38.124,21.7014,29.0,16.5,41.5,54.0,72.5,67.7083,44.4222,59.8103,335.8505,27153.4811,19.6667,2.6667,train
-16409,Japan,EAS,warm_moist,130.7297,33.745,0.0,3,other,suburban,4.9,0.0,0.0,0.0,0.0,50.3,0.0,0.0,3.5,0.0,0.0,0.0,14.6,24.5,0.0,0.0,0.0,0.259,15.517999999999999,3.7397099999999996,5.99,14143,30737,69910,59,47.34,62,26.2295,35.1653,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,62.0625,41.6376,56.123999999999995,-999.0,-999.0,12.5,-999.0,train
-16410,Japan,EAS,warm_moist,130.7736,33.6336,47.0,43,other,suburban,0.0,0.0,0.0,0.0,0.0,67.9,0.0,0.0,2.5,0.0,0.0,0.0,14.4,14.3,0.0,0.0,0.0,0.48700000000000004,15.753,3.73536,5.16,17484,17484,56646,37,44.06,62,23.1047,-999.0,17.1251,-999.0,-999.0,-999.0,-999.0,-999.0,58.1875,38.8702,50.3985,171.7064,-999.0,6.5,0.0,train
-16411,Japan,EAS,warm_moist,131.1306,33.6114,0.0,7,other,suburban,39.5,0.0,0.0,0.0,0.0,43.2,0.0,0.0,0.0,0.0,0.0,0.0,11.5,3.5,0.0,0.0,0.0,0.0,0.0,4.35882,5.11,4189,6039,18875,49,30.91,62,27.8017,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,49.9749,-999.0,-999.0,-999.0,-999.0,train
-16412,Japan,EAS,warm_moist,130.5803,33.4075,0.0,10,other,suburban,0.0,0.0,0.0,0.0,0.0,53.4,0.0,0.0,3.0,0.0,0.0,0.0,28.1,14.1,0.0,0.0,0.0,0.14,22.008000000000003,8.30921,5.44,23937,23937,165401,60,54.41,63,25.0569,-999.0,16.7867,-999.0,-999.0,-999.0,-999.0,-999.0,61.5625,39.6463,55.6428,257.5903,-999.0,9.5,0.5,train
-16413,Japan,EAS,warm_moist,130.5408,33.805,20.0,7,other,suburban,43.2,0.0,0.0,0.0,0.0,24.9,0.0,0.0,2.5,0.0,0.0,0.0,8.9,18.3,0.0,0.0,0.0,1.331,0.0,7.08057,5.22,14667,25181,97597,59,44.37,63,28.7294,-999.0,21.4101,-999.0,-999.0,-999.0,-999.0,-999.0,62.8125,42.8846,55.1382,-999.0,-999.0,10.0,-999.0,train
-16414,Japan,EAS,warm_moist,130.5011,33.5139,30.0,17,other,suburban,9.6,0.0,0.0,0.0,0.0,46.7,0.0,0.0,3.0,0.0,0.0,0.0,18.8,20.0,0.0,0.0,0.0,1.056,0.0,6.91851,6.07,89878,96395,165401,62,57.99,63,24.5962,-999.0,17.034000000000002,-999.0,-999.0,-999.0,-999.0,-999.0,58.3125,38.0889,53.5467,-999.0,-999.0,8.0,-999.0,train
-16415,Japan,EAS,warm_moist,130.2086,33.5636,10.0,4,other,suburban,51.1,0.0,0.0,0.0,0.0,31.8,0.0,0.0,1.0,0.0,0.0,1.1,4.7,8.7,0.0,0.0,0.0,1.629,0.0,19.9868,3.89,10555,18776,165401,57,44.16,63,31.2717,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,63.875,43.8892,57.7397,-999.0,-999.0,11.5,-999.0,train
-16416,Japan,EAS,warm_moist,130.4164,33.1575,10.0,0,other,suburban,30.0,0.0,0.0,0.0,0.0,18.6,0.0,0.0,3.3,0.0,0.0,1.1,34.3,10.0,1.9,0.0,0.0,0.0,0.0,6.955769999999999,3.63,18287,19369,34014,57,48.09,63,26.9899,-999.0,19.8693,-999.0,-999.0,-999.0,-999.0,-999.0,62.0625,40.9565,56.2935,246.6979,-999.0,12.0,0.0,test
-16417,Japan,EAS,warm_moist,130.9806,33.7761,0.0,4,other,suburban,39.1,0.0,0.0,0.0,0.0,29.4,0.0,0.0,1.1,0.0,0.0,0.0,8.4,19.6,0.0,0.0,0.0,0.22699999999999998,8.558,3.74,6.14,13782,17799,69910,59,46.02,62,28.4887,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,52.4583,-999.0,-999.0,-999.0,-999.0,train
-16418,Japan,EAS,warm_moist,130.3086,33.2564,4.0,-1,other,suburban,18.7,0.0,0.0,0.0,0.0,33.2,0.0,0.0,2.4,0.0,0.0,0.0,34.9,8.4,0.0,0.0,0.0,0.435,18.12,6.9637199999999995,3.67,27161,27161,40322,63,59.45,63,30.1265,37.2574,22.7573,29.0,16.5,41.5,53.25,68.5,65.75,43.0627,60.8441,244.1947,24642.7216,15.75,0.5,train
-16419,Japan,EAS,warm_moist,130.2803,33.4278,400.0,58,other,suburban,9.3,0.0,0.0,0.0,0.0,48.8,0.0,0.0,2.4,0.0,0.0,0.0,23.0,13.8,0.0,0.0,0.0,0.0,2.923,4.7973,3.54,623,15329,165401,11,8.84,63,31.1993,39.2365,22.2468,30.5,16.0,43.0,54.5,70.25,67.0625,45.2905,62.6717,301.2675,28012.8123,17.75,1.5,train
-16420,Japan,EAS,warm_moist,129.96,33.4606,3.0,0,other,suburban,48.4,2.0,0.0,0.0,0.0,40.9,0.0,0.0,1.2,0.0,0.0,1.5,3.6,1.6,0.0,0.0,0.0,0.75,0.0,3.00383,3.15,10724,10724,10945,57,34.83,59,32.4529,38.9745,28.2853,34.5,21.0,44.5,55.0,68.5,65.8125,44.4629,54.9621,225.8297,25390.3328,13.0,0.5,train
-16421,Japan,EAS,warm_moist,129.8189,33.4408,141.0,13,other,suburban,43.8,2.4,0.0,0.0,0.0,45.0,0.0,0.0,1.6,0.0,0.0,1.5,3.3,1.6,0.0,0.0,0.0,0.0,0.0,3.00383,2.78,1884,2545,14437,13,10.53,59,41.0122,42.4743,37.5479,39.0,29.75,49.5,59.0,73.75,70.4062,47.055,63.5962,297.1158,32156.2104,25.25,1.25,test
-16422,Japan,EAS,warm_moist,129.9553,33.4597,23.0,22,other,suburban,48.4,2.0,0.0,0.0,0.0,40.9,0.0,0.0,1.2,0.0,0.0,1.5,3.6,1.6,0.0,0.0,0.0,0.75,0.0,3.00383,3.15,10724,10724,10945,54,33.1,59,39.7898,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,70.625,-999.0,64.3744,-999.0,-999.0,-999.0,-999.0,train
-16423,Japan,EAS,warm_moist,130.5058,33.3783,22.0,28,other,suburban,0.0,0.0,0.0,0.0,0.0,44.1,0.0,0.0,2.9,0.0,0.0,0.0,32.0,19.4,0.0,0.0,0.0,0.509,5.737,8.29965,4.66,16279,23999,165401,62,55.75,63,27.6188,36.0593,19.5197,26.5,12.75,39.75,52.75,70.0,66.6562,42.6509,60.4142,286.7177,24277.8667,16.75,1.5,train
-16424,Japan,EAS,warm_moist,130.1111,33.2867,65.0,23,other,suburban,8.2,0.0,0.0,0.0,0.0,62.9,0.0,0.0,2.2,0.0,0.0,0.0,20.2,3.9,0.0,0.0,0.0,0.133,0.168,2.7693,3.22,4191,8027,27161,32,19.53,63,29.7495,38.7298,20.5129,28.75,13.75,42.5,54.5,70.32,67.0,44.8001,61.9363,265.4233,27451.2101,17.5,0.25,val
-16425,Japan,EAS,warm_moist,129.8869,33.275,4.0,18,other,suburban,10.6,3.0,0.0,0.0,0.0,69.7,0.0,0.0,2.9,0.0,0.0,1.2,7.6,3.9,0.0,0.0,0.0,0.687,0.0,2.8824099999999997,2.9,3874,4128,16610,56,29.35,62,31.1028,40.5252,22.1967,30.75,15.25,45.0,56.5,72.84,69.375,46.5804,63.6198,297.2961,31810.3716,24.25,0.5,test
-16426,Japan,EAS,warm_moist,130.0256,33.1964,8.0,2,other,suburban,13.7,0.0,0.0,0.0,0.0,61.0,0.0,0.0,2.5,0.0,0.0,0.0,17.3,2.3,1.2,0.0,0.0,0.16899999999999998,1.607,2.76614,3.07,4666,4897,24814,53,28.52,63,27.7923,36.6386,19.0981,26.75,12.0,40.75,53.25,69.0,66.2812,43.0232,60.6378,275.3462,24191.8921,17.5,0.5,val
-16427,Japan,EAS,warm_moist,130.1,33.1031,5.0,9,other,suburban,29.9,0.0,0.0,0.0,0.0,44.3,0.0,0.0,2.6,0.0,0.0,1.4,16.8,2.5,1.6,0.0,0.0,0.139,19.669,2.76614,3.07,4922,5016,25956,49,26.35,63,31.1829,38.1789,23.9642,29.75,18.25,41.75,53.75,70.75,66.3125,43.977,61.4649,283.0681,25743.64,17.5,0.5,train
-16428,Japan,EAS,warm_moist,129.9839,33.1011,69.0,20,other,suburban,20.6,2.9,0.0,0.0,0.0,55.4,0.0,0.0,2.9,0.0,0.0,1.0,12.2,3.0,1.6,0.0,0.0,0.121,1.7890000000000001,2.87912,2.88,4116,4609,16610,44,17.56,62,29.8822,38.5941,21.4936,28.75,15.5,42.25,54.55,71.0,67.625,44.5959,61.6644,270.3215,26762.6481,18.75,0.5,train
-16429,Japan,EAS,warm_moist,130.5281,33.42,37.0,23,other,suburban,0.0,0.0,0.0,0.0,0.0,48.3,0.0,0.0,3.2,0.0,0.0,0.0,27.1,19.6,0.0,0.0,0.0,0.509,5.737,8.30921,5.44,16878,23937,165401,61,54.57,63,26.9555,35.734,18.965999999999998,25.75,12.0,39.25,52.5,69.5,65.6116,42.1774,59.6436,280.8928,23429.3088,15.0,1.0,train
-16430,Japan,EAS,warm_moist,129.8442,33.2253,63.0,40,other,suburban,17.9,3.7,0.0,0.0,0.0,65.4,0.0,0.0,2.5,0.0,0.0,1.4,5.3,2.7,0.0,0.0,0.0,0.092,0.0,2.8824099999999997,2.9,6022,12967,16610,24,21.23,62,35.9157,41.5555,29.2207,35.25,22.75,46.25,56.25,71.75,67.9375,46.9387,62.8788,275.9525,30891.0576,21.5,1.0,test
-16431,Japan,EAS,warm_moist,129.8494,32.7056,4.0,9,other,suburban,74.5,1.4,0.0,0.0,0.0,17.3,0.0,0.0,1.3,0.0,0.0,0.0,0.0,3.1,0.0,0.0,0.0,0.0,0.0,0.0,2.49,26746,26746,32092,50,36.6,63,30.343000000000004,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,51.2412,-999.0,-999.0,-999.0,-999.0,train
-16433,Japan,EAS,warm_moist,129.6667,33.195,3.0,47,other,suburban,43.6,4.3,0.0,0.0,0.0,44.1,0.0,0.0,1.7,0.0,0.0,1.6,2.2,1.9,0.0,0.0,0.0,0.212,0.0,3.4071800000000003,2.82,8264,16597,16610,54,40.53,62,31.2208,35.4381,26.6767,30.5,19.0,41.0,52.0,67.5,64.2812,40.9632,58.6612,221.6353,19647.6208,12.0,0.5,train
-16434,Japan,EAS,warm_moist,129.72,33.2092,50.0,106,other,suburban,32.9,4.1,0.0,0.0,0.0,53.1,0.0,0.0,2.1,0.0,0.0,1.5,3.0,2.4,0.0,0.0,0.0,0.14400000000000002,0.0,2.88219,2.82,16597,16602,16610,59,41.3,62,30.0434,32.4829,25.9278,29.0,16.5,40.0,50.5,62.925,60.5,38.4176,56.9145,150.1959,16009.7359,4.75,0.25,train
-16435,Japan,EAS,warm_moist,129.7983,33.1361,5.0,0,other,suburban,27.6,3.7,0.0,0.0,0.0,57.8,0.0,0.0,2.1,0.0,0.0,1.1,4.0,2.6,0.0,0.0,0.0,0.19,0.0,2.8789,2.94,14161,16610,16610,60,43.19,62,28.7779,34.9977,22.232,28.25,14.0,40.25,51.5,67.755,64.3438,40.8173,59.5058,235.7582,20310.8812,14.0,0.25,train
-16436,Japan,EAS,warm_moist,129.7789,33.1458,5.0,24,other,suburban,27.6,3.7,0.0,0.0,0.0,57.8,0.0,0.0,2.1,0.0,0.0,1.1,4.0,2.6,0.0,0.0,0.0,0.0,0.0,2.8789,2.94,14161,16610,16610,58,45.53,62,25.8916,30.8256,19.500999999999998,23.75,10.5,37.5,48.5,61.5,58.875,36.2986,54.2955,148.7513,14208.353000000001,6.25,0.25,train
-16439,Japan,EAS,warm_moist,130.0167,32.8425,3.0,14,other,suburban,43.5,2.3,0.0,0.0,0.0,36.0,0.0,0.0,2.7,0.0,0.0,1.6,7.1,5.1,1.3,0.0,0.0,0.045,0.0,2.18475,2.43,12141,12530,32092,60,44.76,63,28.824,38.4466,19.969,28.0,12.5,43.0,56.0,73.5,70.9375,44.8485,65.038,368.6385,29386.5542,27.5,2.5,train
-16440,Japan,EAS,warm_moist,129.9606,32.9131,5.0,28,other,suburban,25.6,3.4,0.0,0.0,0.0,52.2,0.0,0.0,3.3,0.0,0.0,1.5,6.7,4.9,1.8,0.0,0.0,0.0,0.0,5.8731599999999995,2.5,2145,12387,32092,58,38.49,63,32.6411,39.1126,26.2101,31.5,19.5,43.25,56.0,72.5,69.5938,44.7306,63.0295,299.3445,29190.9803,25.25,1.5,train
-16441,Japan,EAS,warm_moist,129.7106,33.3417,5.0,0,other,suburban,43.2,3.9,0.0,0.0,0.0,44.2,0.0,0.0,1.7,0.0,0.0,1.7,2.5,2.1,0.0,0.0,0.0,0.111,0.0,3.00014,2.77,2038,3708,16602,28,13.64,62,32.7984,37.1222,27.8713,30.5,20.75,42.25,54.5,68.955,65.75,41.7463,61.2361,235.9267,23285.7421,15.5,0.5,train
-16442,Japan,EAS,warm_moist,129.2894,34.2103,20.0,138,other,suburban,77.6,2.9,0.0,0.0,0.0,19.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.121,0.0,0.351871,4.0,1341,1378,1378,27,16.79,39,39.4876,43.9497,35.0464,39.25,28.25,50.0,61.25,78.5,74.9062,49.2951,67.5439,360.3384,37469.6444,36.0,3.5,val
-16443,Japan,EAS,warm_moist,129.6908,33.75,20.0,15,other,suburban,91.9,0.0,0.0,0.0,0.0,5.1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.45930200000000004,2.65,2215,3772,3881,30,14.43,39,40.0235,42.6457,36.4642,39.25,28.0,50.0,61.5,77.0,73.4375,47.5913,66.4738,355.434,35637.6414,30.25,2.0,test
-16444,Japan,EAS,warm_moist,128.84,32.6964,10.0,2,other,suburban,76.3,2.0,0.0,0.0,0.0,16.8,0.0,0.0,0.0,0.0,0.0,1.4,2.5,0.0,0.0,0.0,0.0,0.162,0.0,1.05745,1.56,2927,2927,2927,39,16.04,41,38.4783,42.5779,33.8312,38.0,26.75,48.75,59.5,73.69,70.8438,47.0037,64.2763,302.0998,34085.7216,26.0,1.75,train
-16445,Japan,EAS,warm_moist,130.2118,32.7473,80.0,98,other,suburban,54.7,1.1,0.0,0.0,0.0,23.2,0.0,0.0,3.5,0.0,0.0,1.7,11.7,1.8,2.1,0.0,0.0,0.064,0.0,1.98052,2.55,483,3552,26923,17,10.72,61,38.2396,42.2364,32.9091,37.25,26.0,47.75,59.5,75.0,72.5,47.5281,66.4616,323.7853,34755.3835,31.25,1.0,test
-16446,Japan,EAS,warm_moist,129.8478,32.8289,3.0,0,other,suburban,51.9,3.0,0.0,0.0,0.0,32.2,0.0,0.0,2.4,0.0,0.0,1.3,3.1,5.0,0.0,0.0,0.0,0.0,0.0,5.004519999999999,2.51,28691,30137,32092,60,50.14,63,30.8519,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,56.5649,-999.0,-999.0,-999.0,-999.0,test
-16449,Japan,EAS,warm_moist,129.6656,32.9222,2.0,55,other,suburban,72.7,3.2,0.0,0.0,0.0,21.1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,4.8479,2.58,58,1806,30137,6,6.45,63,31.3817,36.3642,25.1893,29.0,19.0,39.25,53.25,70.235,67.1562,40.9371,61.3586,261.2555,21989.0358,17.75,0.75,train
-16450,Japan,EAS,warm_moist,129.8578,33.0664,2.0,42,other,suburban,24.6,3.9,0.0,0.0,0.0,58.6,0.0,0.0,2.4,0.0,0.0,1.1,4.7,3.5,0.0,0.0,0.0,0.0,0.0,2.8759,2.74,4511,9111,19000,37,16.19,62,33.6717,39.8374,27.1944,32.75,19.75,44.75,56.75,73.615,70.317,45.6015,65.4119,327.6873,30452.3544,26.0,1.25,train
-16451,Japan,EAS,warm_moist,129.6897,33.2658,60.0,60,other,suburban,39.5,4.4,0.0,0.0,0.0,47.2,0.0,0.0,1.9,0.0,0.0,1.6,2.5,2.3,0.0,0.0,0.0,0.062,0.0,3.41108,2.82,4709,11909,16610,16,16.97,62,31.6854,37.3965,25.2124,31.25,18.25,42.0,52.5,66.5,63.6875,42.6252,58.4057,213.1397,22339.0103,12.25,0.0,train
-16452,Japan,EAS,warm_moist,130.69,32.7817,9.0,9,other,suburban,23.6,0.0,0.0,0.0,0.0,28.9,0.0,0.0,6.5,0.0,0.0,0.0,27.9,9.3,2.2,0.0,0.0,0.0,28.156,4.2866800000000005,2.88,45757,45757,45757,63,59.2,63,27.8508,35.4937,20.5174,27.0,12.5,41.5,54.0,70.0,66.8611,41.6382,57.9588,240.7333,25301.9216,17.6667,0.6667,train
-16453,Japan,EAS,warm_moist,130.7542,32.7881,9.0,13,other,suburban,15.4,0.0,0.0,0.0,0.0,37.0,0.0,0.0,6.8,0.0,0.0,0.0,27.9,9.3,2.0,0.0,0.0,0.0,32.329,1.11974,3.08,44663,45757,45757,63,60.59,63,26.0216,33.6788,18.8562,24.0,10.5,38.25,51.5,68.14,64.8438,39.7827,58.8525,241.2426,20790.4383,13.75,0.5,train
-16454,Japan,EAS,warm_moist,130.6344,32.7331,1.0,0,other,suburban,32.4,0.0,0.0,0.0,0.0,24.8,0.0,0.0,4.8,0.0,0.0,1.2,22.7,10.9,1.9,0.0,0.0,0.0,19.686,4.2866800000000005,2.88,18466,35967,45757,32,38.03,63,27.7479,37.0664,19.5982,26.5,12.5,40.5,54.5,69.56,65.2917,41.4943,59.8809,235.0225,25785.6995,15.3333,1.5,train
-16455,Japan,EAS,warm_moist,130.7539,32.8481,79.0,50,other,suburban,13.5,0.0,0.0,0.0,0.0,37.1,0.0,0.0,7.7,0.0,0.0,0.0,28.8,9.7,2.0,0.0,0.0,0.0,32.329,4.69177,3.06,40282,45736,45757,63,62.22,63,26.5766,35.0009,17.4731,23.75,10.0,39.0,52.0,70.0,67.125,41.2668,61.1407,251.7507,23146.3988,18.75,1.0,train
-16456,Japan,EAS,warm_moist,130.7028,32.8167,33.0,12,other,suburban,20.5,0.0,0.0,0.0,0.0,29.1,0.0,0.0,7.7,0.0,0.0,0.0,29.1,9.8,2.1,0.0,0.0,0.0,32.329,4.69177,3.06,45736,45757,45757,63,58.69,63,28.1076,35.8344,21.2209,27.5,14.0,41.5,55.0,72.5,68.1667,41.7885,58.3469,262.4844,27022.0986,21.3333,1.3333,train
-16457,Japan,EAS,warm_moist,130.6019,32.5078,4.0,3,other,suburban,28.2,1.3,0.0,0.0,0.0,55.4,0.0,0.0,1.3,0.0,0.0,1.9,7.9,2.3,1.4,0.0,0.0,0.0,0.0,4.27719,2.5,12400,12400,35967,60,44.13,61,29.3055,35.9666,22.2339,-999.0,-999.0,-999.0,-999.0,-999.0,63.75,42.0327,57.1112,194.4129,22941.978,13.0,0.0,val
-16458,Japan,EAS,warm_moist,130.7633,32.2075,120.0,28,other,suburban,0.0,0.0,0.0,0.0,0.0,87.1,0.0,0.0,3.0,0.0,0.0,0.0,7.5,0.0,1.3,0.0,0.0,0.085,6.667999999999999,1.8786,1.73,3210,3212,4064,53,27.68,56,22.9773,31.392,12.9465,-999.0,-999.0,-999.0,-999.0,-999.0,61.0,38.0255,54.3576,136.7419,-999.0,7.5,0.0,train
-16459,Japan,EAS,warm_moist,130.4331,32.9861,4.0,10,other,suburban,45.7,0.0,0.0,0.0,0.0,22.4,0.0,0.0,4.9,0.0,0.0,1.0,18.0,5.1,2.0,0.0,0.0,0.0,0.0,2.5129799999999998,3.05,12471,25385,33110,52,39.21,63,26.711,33.35,22.8019,26.0,13.875,40.0,52.0,67.5,63.375,39.8405,54.2306,199.4584,19255.6161,10.5,0.5,train
-16460,Japan,EAS,warm_moist,130.3994,32.2136,2.0,0,other,suburban,38.2,1.5,0.0,0.0,0.0,53.3,0.0,0.0,1.1,0.0,0.0,1.1,3.1,0.0,0.0,0.0,0.0,0.0,0.0,1.82307,2.07,2971,3060,3626,47,20.22,56,32.9251,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,57.5212,-999.0,-999.0,-999.0,-999.0,val
-16461,Japan,EAS,warm_moist,130.5586,32.9311,5.0,4,other,suburban,38.8,0.0,0.0,0.0,0.0,22.5,0.0,0.0,5.5,0.0,0.0,0.0,21.5,8.8,1.7,0.0,0.0,0.43799999999999994,0.0,7.346360000000001,2.89,9075,11424,45757,58,36.78,63,27.8752,-999.0,19.4159,-999.0,-999.0,-999.0,-999.0,-999.0,68.5,44.7431,59.9167,304.8246,-999.0,21.5,2.0,train
-16462,Japan,EAS,warm_moist,130.1958,32.4606,5.0,3,other,suburban,52.7,1.9,0.0,0.0,0.0,37.7,0.0,0.0,1.8,0.0,0.0,1.7,2.5,0.0,1.1,0.0,0.0,0.0,0.0,6.36104,2.05,4897,5032,5940,56,27.08,56,33.0712,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,58.4616,-999.0,-999.0,-999.0,-999.0,val
-16463,Japan,EAS,warm_moist,130.7006,33.0097,60.0,13,other,suburban,4.9,0.0,0.0,0.0,0.0,54.2,0.0,0.0,7.4,0.0,0.0,0.0,21.6,8.8,2.1,0.0,0.0,0.134,35.202,0.605618,2.99,6417,6417,45736,56,34.33,63,24.0572,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,49.4104,-999.0,-999.0,-999.0,-999.0,train
-16464,Japan,EAS,warm_moist,130.8131,32.98,65.0,42,other,suburban,0.0,0.0,0.0,0.0,0.0,61.7,0.0,0.0,6.1,0.0,0.0,0.0,19.7,8.5,2.2,0.0,0.0,0.599,20.177,4.697430000000001,2.74,2543,6482,45736,55,30.05,63,26.1785,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,55.3737,-999.0,-999.0,-999.0,-999.0,train
-16465,Japan,EAS,warm_moist,130.4328,32.5161,4.0,17,other,suburban,54.1,1.8,0.0,0.0,0.0,27.4,0.0,0.0,2.0,0.0,0.0,2.5,7.9,2.1,1.8,0.0,0.0,0.0,0.0,0.0,2.44,1563,5122,12400,26,12.41,61,32.6081,39.8608,25.1005,31.6667,18.0,44.0,56.0,73.0,69.375,45.511,62.05,274.5456,29666.2505,25.6667,1.0,val
-16466,Japan,EAS,warm_moist,131.0497,32.9717,478.0,1,other,suburban,0.0,0.0,0.0,0.0,0.0,77.4,0.0,0.0,2.7,0.0,0.0,0.0,15.0,0.0,3.1,0.0,0.0,0.033,24.191999999999997,1.15069,2.46,1559,1559,21584,25,15.21,61,29.4553,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,53.0439,-999.0,-999.0,-999.0,-999.0,test
-16467,Japan,EAS,warm_moist,130.8772,32.8761,114.0,76,other,suburban,0.0,0.0,0.0,0.0,0.0,58.3,0.0,0.0,5.8,0.0,0.0,0.0,23.9,8.6,2.5,0.0,0.0,1.456,0.0,5.51728,2.95,12034,21584,45757,53,43.44,63,28.2505,35.1556,21.6617,26.6667,14.0,40.3333,52.0,68.3333,65.9583,41.1851,58.8089,233.6261,21757.1129,16.3333,0.3333,val
-16468,Japan,EAS,warm_moist,130.8183,32.7906,40.0,7,other,suburban,4.0,0.0,0.0,0.0,0.0,54.1,0.0,0.0,5.9,0.0,0.0,0.0,24.1,8.9,1.8,0.0,0.0,0.307,16.493,1.1198299999999999,2.98,9833,32979,45757,52,42.03,63,25.3892,33.4686,17.6171,21.3333,11.0,36.0,50.0,66.6667,65.0625,40.0019,58.9876,251.6242,20660.7347,13.25,0.5,train
-16469,Japan,EAS,warm_moist,130.8083,32.6528,34.0,29,other,suburban,7.5,0.0,0.0,0.0,0.0,62.4,0.0,0.0,2.5,0.0,0.0,0.0,16.5,8.4,1.5,0.0,0.0,0.132,5.257000000000001,1.11857,2.64,2978,3441,45757,26,15.1,63,25.8307,34.6092,17.2067,22.25,11.75,37.0,51.75,69.75,66.75,41.2282,60.0319,255.9119,22637.0794,20.0,0.5,train
-16470,Japan,EAS,warm_moist,130.5042,32.3475,2.0,3,other,suburban,36.5,0.0,0.0,0.0,0.0,57.5,0.0,0.0,0.0,0.0,0.0,1.1,1.8,1.2,0.0,0.0,0.0,0.0,0.0,1.3044,2.28,517,2916,12400,11,8.12,61,30.1452,37.5078,23.5417,28.6667,16.3333,41.0,53.0,68.0,66.875,43.1481,60.8919,246.9662,25667.5519,19.0,0.25,val
-16471,Japan,EAS,warm_moist,130.0536,32.5125,5.0,0,other,suburban,66.8,0.0,0.0,0.0,0.0,26.7,0.0,0.0,1.4,0.0,0.0,1.3,1.6,0.0,0.0,0.0,0.0,0.0,0.0,1.168,2.19,450,1009,26746,25,10.41,56,37.2289,41.441,33.4508,35.6667,26.0,46.3333,57.3333,71.6667,69.558,46.2259,63.7916,272.2852,32407.567000000003,24.75,0.5,val
-16472,Japan,EAS,warm_moist,131.6822,33.2539,3.0,2,other,suburban,35.6,0.0,0.0,0.0,0.0,45.2,0.0,0.0,3.4,0.0,0.0,0.0,4.4,7.7,2.1,0.0,0.0,0.0,11.687000000000001,14.3887,4.61,22394,22405,22415,62,58.23,63,27.9028,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,48.833999999999996,-999.0,-999.0,-999.0,-999.0,train
-16473,Japan,EAS,warm_moist,131.7189,33.2475,5.0,2,other,suburban,45.0,0.0,0.0,0.0,0.0,37.8,0.0,0.0,2.9,0.0,0.0,0.0,3.8,7.2,1.7,0.0,0.0,0.174,2.801,4.6356,4.49,22394,22405,22415,60,47.55,63,25.8083,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,55.25,36.1011,48.5861,-999.0,-999.0,5.5,-999.0,train
-16474,Japan,EAS,warm_moist,131.7508,33.2283,5.0,3,other,suburban,45.0,0.0,0.0,0.0,0.0,37.8,0.0,0.0,2.9,0.0,0.0,0.0,3.8,7.2,1.7,0.0,0.0,0.174,2.801,4.6356,4.49,21958,22394,22415,35,29.53,63,26.7161,35.0079,19.2578,26.25,12.75,38.25,49.75,65.75,61.5938,41.2301,55.5613,217.0608,18970.3057,11.0,0.75,train
-16475,Japan,EAS,warm_moist,131.6581,33.1558,12.0,8,other,suburban,16.5,0.0,0.0,0.0,0.0,67.2,0.0,0.0,2.7,0.0,0.0,0.0,3.8,7.1,1.9,0.0,0.0,0.128,1.406,14.3722,4.52,22415,22415,22415,41,27.42,63,26.5737,35.5757,17.2703,23.5,10.25,40.0,52.25,69.32,65.9062,42.6944,58.52,277.4529,24359.3566,17.25,2.25,train
-16476,Japan,EAS,warm_moist,131.4844,33.2883,88.0,102,other,suburban,13.3,0.0,0.0,0.0,0.0,67.7,0.0,0.0,2.8,0.0,0.0,0.0,5.3,7.2,2.6,0.0,0.0,0.079,1.3619999999999999,0.903458,4.31,17479,17479,22415,58,41.33,63,34.7074,39.1701,30.0113,35.25,22.75,44.875,56.0,70.5,66.9688,45.5564,60.6116,264.103,27645.7859,18.25,1.75,train
-16477,Japan,EAS,warm_moist,131.1947,33.5925,8.0,2,other,suburban,33.7,0.0,0.0,0.0,0.0,49.6,0.0,0.0,0.0,0.0,0.0,0.0,11.8,2.5,0.0,0.0,0.0,0.604,10.067,4.35385,4.08,17136,17136,18875,61,47.76,62,29.35,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,53.0804,-999.0,-999.0,-999.0,-999.0,train
-16478,Japan,EAS,warm_moist,130.9308,33.32,87.5,4,other,suburban,0.0,0.0,0.0,0.0,0.0,92.1,0.0,0.0,0.0,0.0,0.0,0.0,5.3,1.5,0.0,0.0,0.0,0.0,5.547000000000001,1.89673,3.1,3941,3941,18239,56,31.01,60,23.785999999999998,33.0142,14.4413,20.5,8.0,35.75,49.5,66.5,63.5625,39.7664,57.7799,195.5881,19396.554,12.5,1.0,val
-16479,Japan,EAS,warm_moist,131.9042,32.9647,2.0,29,other,suburban,36.5,1.5,0.0,0.0,0.0,57.5,0.0,0.0,0.0,0.0,0.0,0.0,1.4,0.0,0.0,0.0,0.0,0.195,0.0,1.4904600000000001,2.58,3236,4284,21386,59,29.95,59,23.6994,-999.0,20.5609,-999.0,-999.0,-999.0,-999.0,-999.0,62.3125,38.7483,52.8251,180.5659,-999.0,8.0,0.5,train
-16480,Japan,EAS,warm_moist,131.805,33.1264,3.0,24,other,suburban,36.1,0.0,0.0,0.0,0.0,49.7,0.0,0.0,2.1,0.0,0.0,0.0,2.9,7.0,0.0,0.0,0.0,0.139,0.0,0.0,4.09,3983,5302,22415,47,23.75,63,30.4973,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,54.2132,-999.0,-999.0,-999.0,-999.0,train
-16481,Japan,EAS,warm_moist,131.8608,33.0725,3.0,41,other,suburban,34.1,0.0,0.0,0.0,0.0,54.5,0.0,0.0,1.6,0.0,0.0,0.0,2.3,5.0,0.0,0.0,0.0,0.044000000000000004,0.0,4.6254800000000005,3.27,4275,4510,22415,23,17.46,62,28.840999999999998,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,52.6473,-999.0,-999.0,-999.0,-999.0,train
-16482,Japan,EAS,warm_moist,131.5806,32.9725,138.0,67,other,suburban,0.0,0.0,0.0,0.0,0.0,92.6,0.0,0.0,1.9,0.0,0.0,0.0,2.6,1.5,1.4,0.0,0.0,0.11599999999999999,0.7070000000000001,0.695225,2.5,1837,1988,22415,31,13.2,62,34.3804,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,58.4725,-999.0,-999.0,-999.0,-999.0,train
-16483,Japan,EAS,warm_moist,131.5283,33.3689,19.0,-19,other,suburban,20.5,0.0,0.0,0.0,0.0,57.2,0.0,0.0,3.0,0.0,0.0,0.0,8.0,7.1,2.6,0.0,0.0,0.166,0.0,28.8677,4.13,1779,10977,22415,36,26.37,63,28.3987,34.3381,22.0993,28.6667,15.6667,38.6667,47.6667,61.0,57.8333,39.669000000000004,52.806000000000004,164.3891,14845.7525,5.3333,0.3333,train
-16484,Japan,EAS,warm_moist,131.8742,33.2453,17.2,0,other,suburban,68.4,0.0,0.0,0.0,0.0,22.1,0.0,0.0,1.1,0.0,0.0,0.0,1.5,5.4,0.0,0.0,0.0,0.0,0.0,4.63595,4.24,3451,3451,22415,19,10.81,63,28.4846,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,47.7101,-999.0,-999.0,-999.0,-999.0,train
-16485,Japan,EAS,warm_moist,131.4247,31.9097,5.0,7,other,suburban,35.7,0.0,1.0,0.0,0.0,37.7,0.0,0.0,7.1,0.0,0.0,2.0,10.0,5.5,0.0,0.0,0.0,0.0,4.718,5.11075,1.89,18582,19881,19917,62,56.83,63,27.1628,29.1307,21.6888,24.3333,12.0,36.3333,46.3333,59.3333,56.5893,34.4889,52.1567,116.7656,10947.6077,3.3333,0.0,test
-16486,Japan,EAS,warm_moist,131.4108,31.9325,6.6,8,other,suburban,24.6,0.0,1.1,0.0,0.0,48.8,0.0,0.0,7.6,0.0,0.0,1.9,9.9,5.2,0.0,0.0,0.0,0.0,4.867,5.11075,1.89,19881,19881,19917,63,56.75,63,23.5414,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,42.2057,-999.0,-999.0,-999.0,-999.0,test
-16487,Japan,EAS,warm_moist,131.3706,31.9311,10.0,13,traffic,suburban,24.6,0.0,1.1,0.0,0.0,48.8,0.0,0.0,7.6,0.0,0.0,1.9,9.9,5.2,0.0,0.0,0.0,0.0,4.718,5.32314,2.05,14106,19881,19917,49,39.34,63,19.4949,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,36.6833,-999.0,-999.0,-999.0,-999.0,test
-16488,Japan,EAS,warm_moist,131.08,31.7606,143.0,12,other,suburban,0.0,0.0,1.4,0.0,0.0,79.6,0.0,0.0,7.6,0.0,0.0,0.0,7.6,2.8,0.0,0.0,0.0,0.0,17.576,2.23731,1.66,7457,7616,9202,59,45.61,60,24.239,31.486,17.3787,22.6667,10.3333,36.0,46.6667,59.8133,57.2976,36.9432,51.4084,118.3121,13021.3368,3.0,0.0,test
-16489,Japan,EAS,warm_moist,131.6686,32.6169,36.0,94,other,suburban,29.4,0.0,0.0,0.0,0.0,64.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,2.7,0.0,0.0,0.0,0.0,1.331,1.7754299999999998,1.87,7565,7568,9252,36,26.82,60,22.0525,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,42.7003,-999.0,-999.0,-999.0,-999.0,test
-16491,Japan,EAS,warm_moist,131.6569,32.5789,18.0,17,other,suburban,26.3,0.0,0.0,0.0,0.0,66.9,0.0,0.0,0.0,0.0,0.0,1.1,0.0,2.7,0.0,0.0,0.0,0.0,15.367,1.7734900000000002,2.0,7568,7568,9252,58,38.28,60,24.4527,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,47.8197,-999.0,-999.0,-999.0,-999.0,test
-16492,Japan,EAS,warm_moist,131.6644,32.5942,20.0,14,other,suburban,26.3,0.0,0.0,0.0,0.0,66.9,0.0,0.0,0.0,0.0,0.0,1.1,0.0,2.7,0.0,0.0,0.0,0.0,15.367,1.7734900000000002,2.0,7565,7568,9252,58,37.9,60,27.5891,32.6426,22.3984,26.75,15.75,37.75,47.75,60.065,57.6562,37.5939,55.5825,159.1039,16817.9129,9.0,0.25,test
-16493,Japan,EAS,warm_moist,131.3753,31.6069,6.0,8,other,suburban,43.0,0.0,1.2,0.0,0.0,49.5,0.0,0.0,1.5,0.0,0.0,1.7,1.9,0.0,0.0,0.0,0.0,0.0,0.0,1.41431,1.84,2616,2769,19917,52,23.06,52,26.3349,31.3249,18.9336,-999.0,-999.0,-999.0,-999.0,-999.0,56.5,36.1969,50.3991,127.0706,-999.0,3.5,0.0,test
-16494,Japan,EAS,warm_moist,131.4017,31.5919,20.0,20,other,suburban,43.0,0.0,1.2,0.0,0.0,49.5,0.0,0.0,1.5,0.0,0.0,1.7,1.9,0.0,0.0,0.0,0.0,0.0,0.0,1.7599599999999997,1.76,2488,2616,19917,41,20.71,52,18.214000000000002,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,35.3155,-999.0,-999.0,-999.0,-999.0,test
-16495,Japan,EAS,warm_moist,131.6353,32.4383,20.0,14,other,suburban,42.6,0.0,0.0,0.0,0.0,47.1,0.0,0.0,2.5,0.0,0.0,1.5,1.7,2.7,0.0,0.0,0.0,0.0,0.0,1.7186700000000001,2.02,9248,9252,9252,59,34.94,60,31.7558,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,52.571999999999996,-999.0,-999.0,-999.0,-999.0,test
-16496,Japan,EAS,warm_moist,131.6597,32.425,24.0,44,other,suburban,42.6,0.0,0.0,0.0,0.0,47.1,0.0,0.0,2.5,0.0,0.0,1.5,1.7,2.7,0.0,0.0,0.0,0.0,0.0,1.7186700000000001,2.02,7689,9248,9252,48,29.88,60,27.6809,32.6709,21.6965,25.25,15.0,37.75,47.75,62.29,59.5312,37.5561,54.5353,193.0996,17593.872,10.75,0.25,test
-16497,Japan,EAS,warm_moist,131.5061,32.1306,10.0,25,other,suburban,36.0,0.0,1.4,0.0,0.0,37.4,0.0,0.0,8.6,0.0,0.0,1.7,9.2,4.4,1.1,0.0,0.0,0.0,4.085,0.951675,1.66,6061,8160,19881,46,23.88,63,30.753,36.7539,23.4133,29.3333,17.0,40.6667,51.3333,65.28,62.0833,41.9424,55.9595,175.4585,21401.4861,11.3333,0.3333,test
-16499,Japan,EAS,warm_moist,130.5572,31.5961,4.0,31,other,suburban,35.8,1.0,1.9,0.0,0.0,46.9,0.0,0.0,3.6,0.0,0.0,2.4,2.6,5.1,0.0,0.0,0.0,0.0,0.0,7.88611,2.26,25055,34790,34821,61,53.96,63,24.5769,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,46.4722,-999.0,-999.0,-999.0,-999.0,test
-16500,Japan,EAS,warm_moist,130.5178,31.5214,5.0,1,other,suburban,35.5,0.0,3.1,0.0,0.0,45.4,0.0,0.0,4.2,0.0,0.0,2.5,2.9,4.6,0.0,0.0,0.0,0.0,7.626,7.88611,2.26,28920,34821,34821,61,46.72,63,30.2711,33.4986,24.6543,-999.0,-999.0,-999.0,-999.0,-999.0,60.4375,39.1517,53.5215,162.17700000000002,17791.0377,8.5,0.0,test
-16501,Japan,EAS,warm_moist,130.5644,31.5853,3.0,-5,other,suburban,35.8,1.0,1.9,0.0,0.0,46.9,0.0,0.0,3.6,0.0,0.0,2.4,2.6,5.1,0.0,0.0,0.0,0.0,0.0,7.88611,2.26,17282,34806,34821,61,53.32,63,22.8833,24.1976,19.3341,19.6667,10.6667,30.6667,41.6667,56.3333,55.0655,29.226999999999997,49.413000000000004,104.3536,6433.1512,1.6667,0.0,test
-16502,Japan,EAS,warm_moist,130.3033,31.8139,8.0,21,other,suburban,40.2,0.0,1.8,0.0,0.0,50.4,0.0,0.0,2.3,0.0,0.0,0.0,2.4,1.0,0.0,0.0,0.0,0.0,12.782,1.86231,2.06,4957,5144,7845,55,34.42,59,28.3262,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,58.0565,-999.0,-999.0,-999.0,-999.0,test
-16503,Japan,EAS,warm_moist,130.8519,31.3761,16.0,12,other,suburban,36.7,0.0,1.2,0.0,0.0,45.8,0.0,0.0,5.0,0.0,0.0,1.6,7.2,0.0,1.5,0.0,0.0,0.0,0.0,1.8577,1.96,6476,6476,6476,53,37.0,60,28.1322,33.5476,20.73,25.75,12.75,38.75,50.5,65.12,62.25,38.6475,58.4187,183.2753,17855.3136,12.0,0.0,test
-16504,Japan,EAS,warm_moist,130.2019,31.7586,20.0,130,other,suburban,70.5,0.0,1.3,0.0,0.0,23.1,0.0,0.0,1.2,0.0,0.0,0.0,1.6,0.0,0.0,0.0,0.0,0.0,0.0,2.2014400000000003,1.91,3305,5287,7845,6,4.24,59,36.6419,38.694,32.4065,34.875,25.5,44.75,55.25,68.5,65.625,42.8183,60.835,236.3132,24000.6628,13.5,0.25,test
-16506,Japan,EAS,warm_moist,130.7606,31.7369,8.0,4,other,suburban,17.4,0.0,1.1,0.0,0.0,70.5,0.0,0.0,2.3,0.0,0.0,2.2,2.0,3.3,0.0,0.0,0.0,0.0,0.0,1.53221,1.81,9318,9870,34790,59,38.35,62,27.9023,32.9802,20.7826,24.6667,14.3333,37.3333,49.0,61.6667,59.9167,37.9165,55.7428,130.2588,15372.6344,6.0,0.0,test
-16507,Japan,EAS,warm_moist,130.5425,31.3761,52.0,7,other,suburban,43.6,0.0,5.2,0.0,0.0,33.8,0.0,0.0,5.3,0.0,0.0,2.1,4.1,3.6,1.6,0.0,0.0,0.0,0.0,2.57048,2.13,3700,3700,34821,18,9.72,63,34.3831,35.4171,30.8507,32.75,22.75,42.5,52.0,65.27,61.875,39.7276,58.2773,182.3294,17831.779,10.75,0.25,test
-16508,Japan,EAS,warm_moist,131.0989,31.4725,3.0,0,other,suburban,19.6,0.0,2.9,0.0,0.0,57.1,0.0,0.0,8.1,0.0,0.0,1.4,7.8,0.0,1.7,0.0,0.0,0.0,0.0,0.8593149999999999,1.77,1785,2257,7620,44,21.64,60,28.1203,33.1802,22.3146,25.75,15.75,37.25,49.5,64.01,62.0938,38.0328,56.9537,185.2698,17008.158,10.75,0.25,test
-16509,Japan,EAS,warm_moist,130.9994,31.3622,3.0,0,other,suburban,32.1,0.0,2.5,0.0,0.0,46.9,0.0,0.0,6.9,0.0,0.0,1.3,7.5,0.0,1.6,0.0,0.0,0.0,0.0,1.8577,1.91,3022,4124,6476,16,12.74,60,25.3602,30.8067,19.7453,23.6667,12.3333,36.0,47.6667,62.6667,59.1667,35.3359,52.482,141.69799999999998,13380.7494,5.3333,0.0,test
-16510,Japan,EAS,tropical_wet,127.6942,26.2064,10.0,27,other,suburban,82.3,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.1,3.7,8.6,3.1,0.0,0.0,0.0,0.0,3.4524199999999996,1.15,96401,115083,115083,63,62.08,63,27.0683,25.0902,24.8926,25.25,10.75,36.25,45.0,56.75,53.1562,29.0167,47.8767,102.9616,6124.1368,2.5,0.0,val
-16511,Japan,EAS,tropical_wet,125.2875,24.8031,20.0,24,other,suburban,89.7,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.6,2.0,0.0,5.9,0.0,0.0,0.0,0.0,0.595708,0.63,4669,9783,9783,49,22.44,49,26.6075,26.0992,25.1759,25.25,12.0,37.5,44.75,55.0,52.8125,30.2446,45.8844,94.0337,6023.7226,2.5,0.0,train
-16512,Japan,EAS,tropical_wet,124.1869,24.3406,20.0,2,other,suburban,88.5,0.0,4.2,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.6,1.6,0.0,3.3,0.0,0.0,0.0,0.0,1.8958599999999999,0.66,3429,3984,3984,44,21.39,51,28.2724,27.2153,27.0917,27.5,14.0,38.5,45.25,55.25,52.2812,30.9401,43.7359,70.7397,6545.7602,1.75,0.0,test
-16513,Japan,EAS,tropical_wet,127.9875,26.5931,10.0,4,other,suburban,70.6,0.0,17.7,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,3.4,4.6,1.5,1.2,0.0,0.0,0.0,0.0,1.1952,0.93,4997,5611,11474,55,32.16,60,30.3253,29.1803,27.2705,28.25,14.5,39.75,48.5,60.5,56.7812,33.4212,52.2549,122.4893,10140.7556,3.75,0.0,val
-16514,Japan,EAS,tropical_wet,127.6656,26.1461,10.0,0,other,suburban,86.7,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,3.1,6.1,2.6,0.0,0.0,0.0,0.0,5.86686,0.98,6214,67150,115083,60,46.55,63,30.053,26.4752,24.8652,25.5,14.0,35.5,44.0,56.0,52.6875,29.8125,49.0031,77.2479,6119.5152,1.0,0.0,val
-16515,Japan,EAS,tropical_wet,127.8194,26.3478,95.0,56,other,suburban,72.4,0.0,4.1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,2.8,5.7,10.4,3.6,0.0,0.0,0.0,0.32,9.07678,1.06,48928,48928,115083,63,60.75,63,28.6154,27.7894,26.7535,29.0,11.5,38.5,47.5,60.25,56.6562,32.101,50.0485,126.4132,8705.6524,3.5,0.0,val
-16516,Japan,EAS,tropical_wet,127.9717,26.3558,3.0,0,other,suburban,79.5,0.0,5.9,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,2.8,4.0,5.4,1.9,0.0,0.0,0.0,0.0,9.1109,0.95,1791,5592,108540,14,9.05,63,32.3515,32.9366,32.3433,34.5,17.75,43.25,52.75,66.0,60.7812,36.4826,53.0587,189.433,15915.8575,9.0,0.5,val
-17235,United States of America,NAM,cool_moist,-121.68700000000001,43.979,2800.0,820,background,rural,0.0,93.7,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,3.9,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.031089,0.65,40,40,661,0,1.74,31,45.9074,45.1403,47.5094,45.8412,40.6836,51.4619,57.8291,67.8118,64.8088,49.9747,62.1785,205.7641,28455.2136,6.5,0.5,train
-17258,Australia,PAN,tropical_moist,153.0347,-27.1935,5.0,8,traffic,suburban,28.2,0.0,15.2,0.0,0.0,0.0,0.0,0.0,19.3,3.7,1.0,5.7,3.9,12.9,8.3,0.0,0.0,0.055999999999999994,0.0,1.10975,1.46,9083,9525,45837,52,39.36,63,19.0504,24.0299,12.6749,18.75,11.0,26.25,32.0,40.0,37.8438,27.4425,38.7756,22.5201,928.8851,0.5,0.0,train
-17259,Australia,PAN,tropical_dry,152.7741,-27.6528,65.0,20,traffic,suburban,0.0,0.0,17.5,0.0,1.7,0.0,0.0,0.0,43.9,13.8,0.0,0.0,3.3,9.8,8.5,0.0,0.0,0.076,0.131,4.14053,1.39,7689,7692,29771,48,38.7,63,17.2266,24.4553,9.4081,16.2,6.8,25.4,33.4,45.4,42.3,28.9139,44.0974,51.1868,2862.2724,0.4,0.2,train
-17260,Australia,PAN,tropical_dry,152.6509,-27.7528,86.0,28,background,rural,0.0,0.0,4.5,0.0,1.8,0.0,0.0,0.0,48.2,24.3,0.0,0.0,3.1,2.5,14.0,0.0,0.0,0.109,0.168,0.076282,1.18,107,108,7692,5,3.92,62,20.5852,25.8149,14.9185,20.0,13.2,26.8,33.2,44.0,41.3,29.1433,43.4708,46.2185,2328.896,0.0,0.0,train
-17261,Australia,PAN,tropical_dry,153.03,-27.7708,24.0,3,background,rural,0.0,0.0,14.5,0.0,1.8,0.0,0.0,0.0,42.9,8.7,0.0,0.0,3.8,15.0,11.8,0.0,0.0,0.0,0.0,1.06702,1.62,1506,2184,34299,14,11.85,63,17.3366,25.4015,8.6393,16.8,6.6,26.4,33.2,45.0,42.175,29.183000000000003,43.263999999999996,46.3569,2539.1001,0.0,0.0,train
-17262,Australia,PAN,tropical_moist,152.9934,-27.5358,4.0,2,traffic,suburban,1.3,0.0,18.0,0.0,1.2,0.0,0.0,0.0,26.8,3.1,0.0,1.1,2.7,38.8,5.9,0.0,0.0,0.01,0.017,18.9912,2.0,29771,41952,54436,63,62.92,63,16.5196,24.023000000000003,9.9798,16.6667,7.6667,25.3333,32.6667,42.6667,40.2917,28.430999999999997,41.4072,42.2958,1944.3602,0.0,0.0,train
-17263,Mexico,MCA,warm_dry,-99.0824,19.526,2160.0,20,traffic,urban,0.0,0.0,0.0,0.0,0.0,1.3,0.0,3.4,3.3,0.0,7.2,0.0,19.3,52.6,12.3,0.0,0.0,0.5329999999999999,0.0,111.787,12.71,330174,469440,469440,63,62.99,63,25.1348,40.468,9.7041,17.6,4.6,38.6,61.6,88.6,78.3,50.8253,86.4221,485.9985,45109.4971,50.6,32.2,val
-17264,Mexico,MCA,warm_dry,-99.2046,19.52908,2311.0,19,traffic,urban,0.0,0.0,0.0,0.0,0.0,7.9,0.0,3.3,8.5,0.0,7.3,0.0,11.4,50.8,10.0,0.0,0.0,0.0,0.0,42.1611,12.58,90608,191885,469440,63,63.0,63,24.8808,40.3747,8.4627,14.8,3.8,38.8,64.4,94.38799999999999,80.8667,51.7166,91.3711,561.129,49243.3381,57.8,41.6,val
-17265,Mexico,MCA,warm_dry,-99.2041,19.32515,2326.0,66,traffic,urban,0.0,0.0,0.0,0.0,0.0,18.5,0.0,0.0,14.8,0.0,3.8,0.0,10.1,45.0,6.1,0.0,0.0,0.0,0.0,41.8065,14.57,117148,140362,469440,63,62.98,63,30.2939,47.1395,13.1779,21.0,8.4,44.4,74.0,106.8,92.5893,59.9683,102.1522,627.4762,70113.1347,114.4,93.0,val
-17266,Mexico,MCA,warm_dry,-99.1196,19.42461,2245.0,4,traffic,urban,0.0,0.0,0.0,0.0,0.0,7.3,0.0,2.1,7.1,0.0,6.0,0.0,12.0,56.7,8.1,0.0,0.0,0.0,0.0,189.59799999999998,16.54,273098,293696,469440,63,63.0,63,23.5571,40.445,6.3082,12.0,2.0,36.4,66.2,98.6,84.2583,53.1792,97.5873,563.2478,53727.397000000004,67.4,65.2,val
-17267,Brazil,SAM,tropical_wet,-60.209283,-2.5942830000000003,150.0,16,background,remote,0.0,0.0,99.5,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.525305,0.16,3587,3587,3619,0,0.0,10,7.4256,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,20.91,-999.0,21.2224,-999.0,-999.0,-999.0,-999.0,train
-17269,Brazil,SAM,tropical_wet,-63.8692,-8.6875,84.0,18,background,rural,2.0,0.0,54.2,0.0,0.0,0.0,0.0,0.0,0.0,16.2,1.5,3.5,0.0,4.3,16.9,0.0,0.0,0.0,0.239,25.3984,0.41,860,860,861,15,23.14,63,6.1869,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,31.5787,-999.0,-999.0,-999.0,-999.0,val
-17272,Brazil,SAM,warm_moist,-46.6116,-23.6859,793.0,45,traffic,urban,1.8,0.0,22.2,0.0,0.0,0.0,0.0,0.0,4.3,0.0,0.0,4.8,1.0,63.0,1.2,0.0,0.0,0.0,0.28800000000000003,118.501,0.11,235675,275723,333146,63,62.94,63,17.1664,24.5036,9.2361,12.6416,5.1993,23.3461,39.0461,64.5331,57.2565,31.6717,53.5716,254.80599999999998,12291.4161,7.0,6.0,train
-17273,Brazil,SAM,tropical_moist,-46.6607,-23.5918,759.0,20,traffic,urban,1.3,0.0,12.9,0.0,0.0,0.0,0.0,0.0,7.7,0.0,0.0,2.3,1.4,71.3,1.8,0.0,0.0,0.0,0.0,152.67600000000002,0.11,314176,314176,333146,63,63.0,63,24.0396,33.2929,14.0164,19.574,9.9909,32.1136,50.8721,77.4886,70.3787,41.6318,67.9518,410.6229,25839.9958,27.2,15.0,train
-17274,Brazil,SAM,warm_moist,-46.4653,-23.6686,811.0,13,industrial,urban,1.5,0.0,30.8,0.0,0.0,0.0,0.0,0.0,4.1,0.0,0.0,5.6,1.4,53.3,2.0,0.0,0.0,0.0,0.002,96.6062,0.11,157414,243565,333146,63,62.44,63,21.5732,29.4101,13.0914,18.4526,9.6851,28.2396,43.4298,68.8761,61.9862,36.1347,59.265,376.9053,16376.753,12.2,6.8,train
-17275,Brazil,SAM,tropical_moist,-46.6004,-23.5497,751.0,22,traffic,urban,0.0,0.0,16.2,0.0,0.0,0.0,0.0,0.0,9.1,0.0,0.0,1.0,0.0,70.6,1.3,0.0,0.0,0.0,0.0,152.67600000000002,0.11,151292,220668,333146,63,63.0,63,16.3833,23.6397,8.4302,11.8514,3.823,22.9383,38.7403,63.3352,54.6059,30.8282,52.3324,276.8068,12642.5008,8.6,7.0,train
-17276,Brazil,SAM,tropical_moist,-46.6277,-23.5448,734.0,28,traffic,urban,0.0,0.0,14.5,0.0,0.0,0.0,0.0,0.0,8.1,0.0,0.0,1.1,0.0,73.0,1.1,0.0,0.0,0.0,0.0,152.67600000000002,0.11,151292,220668,333146,63,63.0,63,14.5326,22.2587,6.0032,9.0734,1.3253,20.8993,38.4344,63.1527,55.0592,29.7727,55.7532,286.531,11898.6768,5.8,6.2,train
-17277,Brazil,SAM,tropical_moist,-46.702,-23.5615,731.0,5,traffic,urban,1.3,0.0,12.9,0.0,0.0,0.0,0.0,0.0,7.7,0.0,0.0,2.3,1.4,71.3,1.8,0.0,0.0,0.0,0.0,127.62200000000001,0.11,182148,314176,333146,63,63.0,63,15.4787,22.4668,8.3065,11.1123,3.925,21.9188,36.1304,59.1298,52.7071,29.1213,55.4017,254.0626,9934.9783,5.0,4.4,train
-17278,Brazil,SAM,tropical_moist,-46.629,-23.506,733.0,29,traffic,urban,0.0,0.0,18.6,0.0,0.0,0.0,0.0,0.0,12.5,0.0,0.0,0.0,0.0,65.1,1.5,0.0,0.0,0.0,0.0,152.67600000000002,0.11,203337,203337,333146,63,63.0,63,16.5513,25.2175,7.1129999999999995,10.9084,2.8545,23.8558,42.8182,66.2662,58.5564,33.079,58.04600000000001,269.6615,14982.3864,8.4,6.2,train
-17279,Brazil,SAM,tropical_moist,-46.71,-23.655,745.0,3,traffic,urban,1.6,0.0,19.0,0.0,0.0,0.0,0.0,0.0,7.7,0.0,0.0,2.7,1.6,64.1,2.1,0.0,0.0,0.0,0.0,114.744,0.11,147345,268423,333146,63,62.99,63,16.8062,25.055,7.104,11.8939,2.5487,23.448,40.9491,67.0002,59.0237,32.6155,59.1399,304.7055,14451.5722,9.6667,9.0,train
-17280,Brazil,SAM,warm_moist,-46.4916,-23.6398,816.0,37,industrial,urban,1.3,0.0,22.7,0.0,0.0,0.0,0.0,0.0,5.4,0.0,0.0,3.7,1.4,61.5,2.6,0.0,0.0,0.0,0.002,96.6062,0.11,157414,243565,333146,63,63.0,63,19.5965,26.9219,11.5624,15.9039,8.0539,25.7928,41.452,67.5793,59.4357,33.9888,60.5659,335.1259,14776.1437,9.0,7.8,train
-17281,Brazil,SAM,tropical_moist,-46.5564,-23.6184,773.0,5,industrial,urban,1.7,0.0,20.5,0.0,0.0,0.0,0.0,0.0,4.3,0.0,0.0,4.1,0.0,66.0,1.2,0.0,0.0,0.0,0.0,114.587,0.11,212354,333146,333146,63,63.0,63,20.96,28.9223,12.2518,16.7195,8.4617,27.7299,44.5513,70.8579,62.0609,36.564,60.4669,357.0145,18989.4822,14.8,10.2,train
-17282,Brazil,SAM,warm_moist,-46.4667,-23.58,824.0,45,traffic,urban,0.0,0.0,20.5,0.0,0.0,0.0,0.0,0.0,7.3,0.0,0.0,1.7,1.3,63.6,3.5,0.0,0.0,0.0,0.17,151.12,0.11,194026,302171,333146,63,63.0,63,19.6839,29.6566,10.5225,16.9488,7.0089,28.1631,44.6022,70.59899999999999,62.6662,36.6441,59.065,356.2979,18026.869,13.5,8.25,train
-17283,Brazil,SAM,tropical_moist,-46.7374,-23.5663,780.0,35,traffic,urban,1.1,0.0,15.6,0.0,0.0,0.0,0.0,0.0,9.8,0.0,0.0,2.0,1.8,65.8,2.7,0.0,0.0,0.0,0.0,127.62200000000001,0.11,111349,215704,333146,63,63.0,63,20.2994,30.3411,9.6609,15.7,4.8935,29.0042,48.0175,74.3894,66.7759,38.9084,66.4955,389.4904,22522.7855,19.8,12.2,train
-17284,Brazil,SAM,tropical_moist,-46.6921,-23.4801,772.0,35,traffic,urban,0.0,0.0,18.0,0.0,0.0,0.0,0.0,0.0,13.4,0.0,0.0,0.0,1.3,63.6,2.0,0.0,0.0,0.0,0.001,70.3764,0.11,255375,255375,333146,63,62.48,63,15.8691,23.9034,7.1442,10.1948,2.5487,23.2441,41.3909,63.8194,57.0781,31.5362,56.7326,227.7435,13276.3098,6.0,4.0,train
-17286,Brazil,SAM,warm_moist,-46.696999999999996,-23.7763,731.0,31,traffic,urban,1.8,0.0,46.3,0.0,0.0,0.0,0.0,0.0,5.4,0.0,0.0,4.8,1.2,37.9,1.1,0.0,0.0,0.0,0.01,62.3866,0.11,71060,113489,314176,60,54.66,63,17.3968,24.004,10.166,15.4961,6.3208,23.7539,35.274,56.3773,50.8636,29.7617,48.2128,169.5651,8041.3067,3.6,3.0,train
-17288,Brazil,SAM,tropical_wet,-46.4179,-23.8791,8.0,4,industrial,urban,14.7,0.0,52.3,0.0,0.0,0.0,0.0,0.0,2.3,0.0,0.0,9.0,0.0,18.8,0.0,0.0,0.0,0.0,0.001,21.2897,0.11,17137,24579,157414,60,55.42,63,12.3954,19.7629,4.4221,6.6266,1.8351,19.0643,31.1961,53.1455,46.6964,25.531,47.1371,210.6039,7142.5236,4.4,3.6,train
-17289,Brazil,SAM,tropical_moist,-45.8734,-23.1885,606.0,30,industrial,urban,0.0,0.0,15.2,0.0,0.0,0.0,0.0,0.0,15.5,21.9,1.6,3.2,2.4,13.0,26.6,0.0,0.0,0.0,0.48200000000000004,28.4626,0.11,15355,15998,17361,63,60.26,63,18.1276,26.6912,8.7982,14.4766,5.7091,26.6084,40.1675,59.768,53.1914,33.2013,54.2437,196.4791,10790.632,5.0,2.6,train
-17290,Brazil,SAM,tropical_moist,-47.479,-23.5024,616.0,49,industrial,urban,0.0,0.0,11.3,0.0,0.0,0.0,0.0,0.0,9.0,27.9,3.2,1.2,5.7,15.0,26.1,0.0,0.0,0.0,0.0,20.5845,0.11,43929,44221,44221,63,63.0,63,20.8361,28.7206,12.3366,18.5545,8.6656,29.2591,42.8385,59.5376,54.4384,35.2959,50.6045,136.3912,11261.9449,3.2,0.4,train
-17292,Australia,PAN,warm_dry,145.0287,-37.7795,38.0,7,background,suburban,11.6,0.0,4.6,0.0,0.0,0.0,0.0,0.0,8.1,0.0,6.0,0.0,10.4,57.3,0.0,0.0,0.0,0.0,0.0,57.8762,3.51,54655,63278,69637,63,63.0,63,14.056,18.4248,9.8057,14.0,5.25,20.75,26.675,38.885,35.5938,22.7114,33.5182,36.3883,1286.1524,0.75,0.25,train
-17293,Australia,PAN,warm_dry,145.1967,-37.9879,15.0,23,background,suburban,23.5,0.0,14.1,0.0,0.0,0.0,0.0,0.0,5.4,0.0,5.3,0.0,13.1,36.6,0.0,0.0,0.0,0.168,0.0,39.3348,3.11,23362,30505,69637,63,62.31,63,15.622,19.5645,11.5097,16.0,7.3333,22.3333,28.0,38.6667,36.2083,23.9207,34.3492,22.2122,948.8529,0.0,0.0,train
-17294,Australia,PAN,warm_dry,144.8718,-37.8059,26.0,27,background,suburban,14.9,0.0,0.0,0.0,0.0,0.0,0.0,2.4,2.9,0.0,14.2,0.0,18.7,45.7,0.0,0.0,0.0,0.0,0.0,43.4418,3.15,32489,47281,69637,63,63.0,63,15.0511,19.1008,10.698,14.75,7.0,21.75,27.0,37.5,34.075,23.2888,32.8991,36.5315,939.3401,0.2,0.0,train
-17295,Australia,PAN,warm_dry,146.5274,-38.1954,41.0,24,background,rural,0.0,0.0,57.0,0.0,0.0,0.0,0.0,0.0,4.6,0.0,7.3,0.0,26.8,1.8,1.5,0.0,0.0,0.0,0.0,436.033,2.38,1095,1097,3312,53,25.46,56,13.8503,17.485,9.9169,13.8,6.8,19.8,24.6,33.8,30.9548,21.1799,29.441999999999997,16.1883,517.682,0.2,0.0,train
-17296,Australia,PAN,warm_dry,144.7565,-37.9292,1.0,5,industrial,unknown,41.6,0.0,0.0,0.0,0.0,0.0,0.0,2.1,1.7,0.0,14.7,1.9,21.0,16.1,0.0,0.0,0.0,3.8289999999999997,0.0,0.208362,2.51,1526,19904,67058,21,25.05,63,16.5213,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,27.7338,-999.0,-999.0,-999.0,-999.0,train
-17297,Australia,PAN,warm_dry,144.8604,-37.845,7.0,3,background,suburban,23.1,0.0,0.0,0.0,0.0,0.0,0.0,2.4,2.1,0.0,13.7,1.2,17.6,39.2,0.0,0.0,0.0,0.033,0.0,43.4418,3.15,30758,33786,69637,63,57.43,63,15.710999999999999,19.8947,10.7082,16.25,7.75,22.5,27.5,38.68,35.439,23.8323,33.7936,22.074,943.4539,0.0,0.0,train
-17298,Australia,PAN,warm_dry,144.9966,-37.915,8.0,19,background,suburban,41.7,0.0,0.0,0.0,0.0,0.0,0.0,1.3,1.3,0.0,3.0,0.0,5.0,46.1,0.0,0.0,0.0,0.0,0.0,7.07667,3.09,32410,67058,69637,62,51.7,63,16.5313,19.9082,12.3481,16.5,9.5,22.5,27.5,39.0,36.4375,23.886999999999997,33.4404,20.7365,1044.9571,0.0,0.0,train
-17299,Australia,PAN,warm_dry,145.1307,-37.8298,74.0,25,background,suburban,12.5,0.0,13.3,0.0,0.0,0.0,0.0,0.0,9.1,0.0,3.4,0.0,7.8,52.4,0.0,0.0,0.0,0.015,0.0,55.193000000000005,3.29,43556,46607,69637,62,62.54,63,15.3016,19.3118,10.8598,15.25,7.25,21.5,27.5,40.195,37.7753,23.6932,35.4072,25.7366,1337.1938,0.25,0.0,train
-17300,Australia,PAN,warm_dry,144.4268,-38.1466,5.0,3,background,suburban,23.7,0.0,0.0,0.0,0.0,0.0,0.0,0.0,4.2,0.0,10.2,3.2,51.3,4.8,0.0,0.0,0.0,0.0,0.0,0.918849,1.57,3652,22165,22165,42,30.64,63,18.4324,22.6204,13.9379,18.6,12.6,24.4,29.0,40.784,37.6,26.165,34.2506,43.6473,1489.1889999999999,0.4,0.0,train
-17301,Australia,PAN,warm_dry,144.3686,-38.1749,10.0,13,background,suburban,20.1,0.0,1.4,0.0,0.0,0.0,0.0,0.0,5.6,0.0,8.2,2.2,55.3,4.7,0.0,0.0,0.0,0.0,0.0,11.6018,1.59,22165,22165,22165,60,46.68,63,16.933,20.6431,12.9561,17.0,11.0,23.0,27.4,36.8,35.075,24.291999999999998,30.6126,22.0481,821.1124,0.0,0.0,train
-17302,Australia,PAN,warm_moist,145.3269,-37.7768,108.0,38,background,unknown,0.0,0.0,38.7,0.0,0.0,0.0,0.0,0.0,20.1,0.0,2.0,0.0,10.9,26.2,0.0,0.0,0.0,0.07200000000000001,0.0,3.5324800000000005,2.26,7569,19057,52791,55,49.2,63,15.4469,19.3159,10.7113,15.25,6.5,21.75,27.25,39.25,37.2723,23.8034,36.2779,29.1115,1324.5099,0.25,0.0,train
-17303,Australia,PAN,warm_dry,144.5665,-37.7076,120.0,21,background,suburban,0.0,0.0,12.7,0.0,0.0,0.0,0.0,1.5,13.9,0.0,28.7,0.0,36.6,5.8,0.0,0.0,0.0,0.992,0.0,0.8582059999999999,2.17,1602,1603,27960,45,31.49,63,17.9747,22.255,13.3748,18.6,11.4,24.6,29.2,40.2,37.5571,26.0905,35.266999999999996,32.3449,1353.1358,0.2,0.0,train
-17304,Australia,PAN,warm_dry,144.7659,-37.7565,64.0,25,background,suburban,4.4,0.0,0.0,0.0,0.0,0.0,0.0,2.5,7.0,0.0,26.1,0.0,29.8,27.8,0.0,0.0,0.0,0.486,0.0,10.4644,3.01,1002,17833,63278,63,61.15,63,17.1694,21.3419,12.6843,17.0,10.0,23.25,28.25,38.75,37.5,25.7243,34.5354,48.8596,1517.7815,0.2,0.4,train
-17305,Portugal,EUR,warm_moist,-28.401,38.47,2225.0,1826,background,remote,76.8,0.0,1.7,0.0,0.0,10.9,0.0,0.0,0.0,0.0,2.9,0.0,3.4,0.0,2.9,0.0,0.0,0.0,0.0,0.164635,0.62,381,750,4454,0,0.85,47,40.2217,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,55.8768,-999.0,-999.0,-999.0,-999.0,train
-17309,United States of America,NAM,cool_moist,-105.6,40.05,3340.0,397,background,remote,0.0,71.8,0.0,0.0,0.0,0.0,0.0,0.0,1.4,0.0,25.2,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.196919,1.31,295,392,1073,5,1.5,48,47.7071,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,train
-17310,Republic of Korea,EAS,warm_moist,126.97796000000001,37.56647,50.0,28,other,urban,0.0,0.0,0.0,0.0,0.0,29.4,0.0,0.0,0.0,0.0,2.5,0.0,17.0,46.8,1.6,0.0,0.0,0.0,0.002,64.6437,19.97,149131,285299,327392,63,63.0,63,19.375,24.2426,14.5631,15.7,5.8,28.0,41.0,63.828,59.825,31.0258,61.257,300.5666,11958.945,10.0,4.8,train
-17311,Republic of Korea,EAS,warm_moist,126.97243,37.55431,50.0,38,traffic,urban,0.0,0.0,0.0,0.0,0.0,27.6,0.0,0.0,0.0,0.0,2.5,0.0,15.4,50.1,1.5,0.0,0.0,0.0,0.002,64.6437,19.97,285299,285299,327392,63,63.0,63,12.4675,14.7345,10.2247,8.8,3.4,18.0,28.2,44.6,39.025,19.0028,43.1668,107.8799,2397.8546,1.0,0.8,train
-17312,Republic of Korea,EAS,warm_moist,126.97913,37.57281,50.0,28,other,urban,0.0,0.0,0.0,0.0,0.0,29.4,0.0,0.0,0.0,0.0,2.5,0.0,17.0,46.8,1.6,0.0,0.0,0.0,0.002,64.6437,19.97,149131,285299,327392,63,63.0,63,20.7022,26.3961,15.0672,17.6,6.4,29.8,43.4,66.8,62.225,33.0273,62.5867,340.7911,14460.2989,13.6,4.6,train
-17313,Republic of Korea,EAS,warm_moist,126.99828000000001,37.568709999999996,50.0,19,traffic,urban,0.0,0.0,0.0,0.0,0.0,29.4,0.0,0.0,0.0,0.0,2.5,0.0,17.0,46.8,1.6,0.0,0.0,0.0,0.002,64.6437,19.97,149131,285299,327392,63,63.0,63,15.374,19.0311,11.7635,12.2,4.0,22.8,33.2,50.8,46.925,24.5894,47.8475,151.7815,4960.4688,2.4,1.2,train
-17315,Republic of Korea,EAS,warm_moist,127.00485,37.54003,50.0,39,other,urban,0.0,0.0,0.0,0.0,0.0,27.6,0.0,0.0,0.0,0.0,2.5,0.0,15.4,50.1,1.5,0.0,0.0,0.0,0.002,62.1463,20.26,170508,245128,327392,63,63.0,63,19.2477,25.1193,13.482999999999999,15.6,5.6,28.0,41.8,65.6,59.8,31.5933,61.8371,326.6282,12679.1198,10.2,3.8,train
-17316,Republic of Korea,EAS,warm_moist,127.0992,37.544470000000004,50.0,53,other,urban,0.0,1.2,0.0,0.0,1.3,39.5,0.0,0.0,0.0,0.0,2.7,0.0,9.6,42.5,1.6,0.0,0.0,0.0,0.0,62.1463,20.26,320630,320630,327392,63,63.0,63,22.7591,29.0065,16.657,18.8,6.8,32.4,47.8,74.2,69.825,36.1254,68.9147,409.0081,20514.0908,24.0,9.4,train
-17317,Republic of Korea,EAS,warm_moist,127.04157,37.54811,50.0,20,other,urban,0.0,0.0,0.0,0.0,0.0,33.7,0.0,0.0,0.0,0.0,2.7,0.0,13.2,45.6,1.5,0.0,0.0,0.0,0.0,62.1463,20.26,147261,183766,327392,63,63.0,63,18.5433,24.3501,12.8128,14.4,4.2,28.2,42.0,64.844,59.725,30.7994,61.7106,320.8478,12840.0634,11.6,4.4,train
-17318,Republic of Korea,EAS,warm_moist,127.04155,37.53906,50.0,6,traffic,urban,0.0,0.0,0.0,0.0,0.0,33.7,0.0,0.0,0.0,0.0,2.7,0.0,13.2,45.6,1.5,0.0,0.0,0.0,0.0,62.1463,20.26,147261,183766,327392,63,63.0,63,11.1616,12.2284,10.1143,8.0,3.6,16.2,24.4,36.4,33.15,15.8688,33.371,15.3333,398.0969,0.0,0.0,train
-17319,Republic of Korea,EAS,warm_moist,127.09402,37.58485,50.0,105,other,urban,0.0,1.2,0.0,0.0,1.0,42.5,0.0,0.0,0.0,0.0,2.4,0.0,9.6,40.3,1.7,0.0,0.0,0.0,0.0,62.1463,20.26,284311,314562,327392,63,63.0,63,21.0097,26.6975,15.3907,18.0,7.6,29.6,43.4,65.8,62.85,33.0705,62.371,325.5936,14876.9209,14.8,5.2,train
-17320,Republic of Korea,EAS,warm_moist,127.03221,37.57605,50.0,11,other,urban,0.0,0.0,0.0,0.0,0.0,35.8,0.0,0.0,0.0,0.0,2.3,0.0,12.8,44.4,1.6,0.0,0.0,0.0,0.0,62.1463,20.26,163687,284311,327392,63,63.0,63,20.0974,26.2045,14.0193,16.2,5.4,29.6,44.2,69.244,64.05,33.0012,63.1149,334.8637,16674.9308,20.2,8.0,train
-17321,Republic of Korea,EAS,warm_moist,127.04496999999999,37.580529999999996,50.0,12,traffic,urban,0.0,0.0,0.0,0.0,0.0,35.8,0.0,0.0,0.0,0.0,2.3,0.0,12.8,44.4,1.6,0.0,0.0,0.0,0.0,62.1463,20.26,163687,284311,327392,63,63.0,63,13.6848,16.7719,10.6429,10.0,3.6,20.2,30.6,47.6,43.45,21.4201,45.8158,98.0433,3226.5902,1.6,0.8,train
-17322,Republic of Korea,EAS,warm_moist,127.03018999999999,37.6066,50.0,29,other,urban,0.0,0.0,0.0,0.0,0.0,35.8,0.0,0.0,0.0,0.0,2.3,0.0,12.8,44.4,1.6,0.0,0.0,0.0,0.009000000000000001,62.2287,16.92,225023,270998,327392,63,62.95,63,19.8665,25.6076,14.2463,16.6,5.6,29.2,41.4,65.0,60.375,32.3939,59.4133,343.4242,13149.7199,12.8,5.2,train
-17323,Republic of Korea,EAS,warm_moist,127.00106000000001,37.60792,50.0,85,traffic,urban,0.0,0.0,0.0,0.0,0.0,29.4,0.0,0.0,0.0,0.0,2.5,0.0,17.0,46.8,1.6,0.0,0.0,0.0,0.015,62.2287,16.92,123747,229570,327392,63,62.51,63,21.4819,27.4855,17.6432,18.3333,8.3333,31.0,47.6667,73.0,68.5833,34.2878,65.5174,366.0847,18208.6675,18.6667,9.6667,train
-17324,Republic of Korea,EAS,warm_moist,127.02909,37.66295,50.0,24,other,urban,0.0,0.0,0.0,0.0,0.0,36.7,0.0,0.0,0.0,0.0,3.5,0.0,19.3,35.0,2.7,0.0,0.0,0.0,0.015,62.2287,16.92,180635,245676,327392,63,60.6,63,24.1384,30.1758,18.1738,22.0,8.2,35.4,47.8,71.0,67.2,37.7314,64.7933,367.5318,19385.5524,22.4,6.4,train
-17325,Republic of Korea,EAS,warm_moist,126.93478,37.60861,50.0,56,other,urban,0.0,0.0,0.0,0.0,0.0,23.6,0.0,0.0,0.0,0.0,2.9,0.0,20.8,48.5,1.7,0.0,0.0,0.0,0.092,64.7294,15.88,229570,285299,327392,63,62.48,63,22.004,27.6406,16.4884,19.6,8.6,31.0,43.4,65.708,61.65,34.2066,62.181000000000004,331.845,14225.7311,13.4,4.2,train
-17326,Republic of Korea,EAS,warm_moist,126.93784,37.57377,50.0,39,other,urban,0.0,0.0,0.0,0.0,0.0,23.6,0.0,0.0,0.0,0.0,2.9,0.0,20.8,48.5,1.7,0.0,0.0,0.0,0.445,64.6437,19.97,285299,285299,327392,63,63.0,63,22.2513,26.9822,17.6235,20.0,8.6,32.2,44.48,64.0,59.25,33.5501,60.5705,292.2325,13115.0099,9.6,3.6,train
-17327,Republic of Korea,EAS,warm_moist,126.94558,37.54703,50.0,32,other,urban,0.0,0.0,0.0,0.0,0.0,22.4,0.0,0.0,0.0,0.0,2.7,0.0,17.4,53.3,1.4,0.0,0.0,0.0,0.445,64.6437,19.97,238870,312325,327392,63,63.0,63,19.2794,23.9428,14.5876,16.2,6.6,27.2,39.4,62.0,56.975,29.7264,59.4271,280.5456,10757.1937,9.2,3.2,train
-17328,Republic of Korea,EAS,warm_moist,126.93765,37.55446,50.0,20,traffic,urban,0.0,0.0,0.0,0.0,0.0,22.4,0.0,0.0,0.0,0.0,2.7,0.0,17.4,53.3,1.4,0.0,0.0,0.0,0.445,64.6437,19.97,285299,285299,327392,63,63.0,63,11.328,13.1918,9.4734,8.8,4.4,16.0,23.4,35.448,31.125,16.4227,34.828,27.7947,556.7723,0.0,0.0,train
-17329,Republic of Korea,EAS,warm_moist,126.83833999999999,37.544579999999996,50.0,25,other,urban,7.6,0.0,0.0,0.0,0.0,14.7,0.0,0.0,0.0,0.0,5.4,0.0,21.9,46.7,1.3,0.0,0.0,0.0,15.592,64.6461,17.31,259535,318193,318193,63,62.99,63,21.4029,27.9843,15.0582,17.6,6.0,31.8,45.92,70.4,65.375,35.2661,65.7805,379.2798,17739.831000000002,17.8,7.4,train
-17330,Republic of Korea,EAS,warm_moist,126.82516000000001,37.56013,50.0,9,traffic,urban,7.6,0.0,0.0,0.0,0.0,14.7,0.0,0.0,0.0,0.0,5.4,0.0,21.9,46.7,1.3,0.0,0.0,0.0,15.592,64.6461,17.31,200476,259535,318193,63,62.94,63,18.139,23.9308,12.3852,14.0,3.75,27.25,41.475,63.5,58.375,30.625,57.9969,253.1159,10721.1205,7.5,2.25,train
-17331,Republic of Korea,EAS,warm_moist,126.89751000000001,37.480129999999996,50.0,12,other,urban,5.3,0.0,0.0,0.0,0.0,16.0,0.0,0.0,0.0,0.0,5.0,0.0,16.7,53.4,1.2,0.0,0.0,0.0,5.501,82.4364,18.81,166260,312325,327392,63,62.97,63,21.4633,27.1225,15.8878,18.0,6.8,30.8,44.8,67.8,63.05,33.6476,64.3809,345.6685,15566.8072,15.0,6.2,train
-17332,Republic of Korea,EAS,warm_moist,126.89737,37.525009999999995,50.0,11,other,urban,2.9,0.0,0.0,0.0,0.0,18.0,0.0,0.0,0.0,0.0,4.4,0.0,19.5,51.9,1.3,0.0,0.0,0.0,0.445,64.6461,17.31,312325,318193,327392,63,63.0,63,20.8605,26.2876,15.5854,17.0,5.8,30.6,45.48,69.28,63.1,33.2666,64.3895,387.4172,15934.3436,14.8,8.0,train
-17333,Republic of Korea,EAS,warm_moist,126.90481000000001,37.519740000000006,50.0,10,traffic,urban,2.9,0.0,0.0,0.0,0.0,18.0,0.0,0.0,0.0,0.0,4.4,0.0,19.5,51.9,1.3,0.0,0.0,0.0,0.445,64.6437,19.97,312325,318193,327392,63,63.0,63,10.7646,12.1915,9.414,8.2,3.4,15.0,23.4,36.116,31.2,15.4988,35.3182,37.0813,570.2090000000001,0.0,0.2,train
-17334,Republic of Korea,EAS,warm_moist,126.97451000000001,37.48089,50.0,51,other,urban,0.0,0.0,0.0,0.0,0.0,24.1,0.0,0.0,0.0,0.0,3.2,0.0,14.7,53.3,1.5,0.0,0.0,0.0,0.024,82.4333,20.33,245128,245128,327392,63,62.75,63,22.4094,29.4326,15.5455,18.4,6.4,33.0,48.8,74.18,69.425,36.6715,68.6147,411.5406,20849.8912,22.6,8.8,train
-17335,Republic of Korea,EAS,warm_moist,126.98255,37.48944,50.0,19,traffic,urban,0.0,0.0,0.0,0.0,0.0,24.1,0.0,0.0,0.0,0.0,3.2,0.0,14.7,53.3,1.5,0.0,0.0,0.0,0.024,82.4333,20.33,245128,245128,327392,63,62.98,63,11.9501,14.1495,9.7735,9.3333,4.6667,17.3333,26.6667,40.6667,35.0,17.5505,37.1975,22.4652,798.5429,0.0,0.0,train
-17336,Republic of Korea,EAS,warm_moist,126.93006000000001,37.48727,50.0,36,other,urban,1.5,0.0,0.0,0.0,0.0,19.8,0.0,0.0,0.0,0.0,3.1,0.0,15.8,55.9,1.3,0.0,0.0,0.0,5.501,82.4333,20.33,166260,312325,327392,63,62.86,63,21.2485,27.3713,15.1627,17.4,6.6,30.6,45.0,70.2,65.425,34.1212,64.3282,369.7558,16719.8973,16.8,7.4,train
-17337,Republic of Korea,EAS,warm_moist,127.05593999999999,37.49689,50.0,26,other,urban,0.0,0.0,0.0,0.0,1.1,30.4,0.0,0.0,1.1,0.0,3.2,0.0,13.1,48.3,1.6,0.0,0.0,0.0,0.023,52.5038,20.8,133552,245128,327392,63,62.96,63,18.0484,23.7717,12.3664,13.2,3.8,26.0,41.6,68.016,62.9,30.4452,63.7182,359.5841,15658.9076,19.6,8.4,train
-17338,Republic of Korea,EAS,warm_moist,126.99723999999999,37.50455,50.0,20,other,urban,0.0,0.0,0.0,0.0,0.0,24.1,0.0,0.0,0.0,0.0,3.2,0.0,14.7,53.3,1.5,0.0,0.0,0.0,0.024,64.6437,19.97,245128,245128,327392,63,63.0,63,20.7949,26.3351,15.3826,17.4,6.6,30.2,43.8,67.4,62.9333,32.704,62.9989,329.531,14396.1418,14.8,4.0,train
-17339,Republic of Korea,EAS,warm_moist,127.02003,37.51625,50.0,13,traffic,urban,0.0,0.0,0.0,0.0,0.0,33.7,0.0,0.0,0.0,0.0,2.7,0.0,13.2,45.6,1.5,0.0,0.0,0.0,0.024,62.1463,20.26,147261,183766,327392,63,63.0,63,15.0172,18.4878,11.507,11.2,4.4,21.3,33.2,51.8,47.725,23.5725,50.6043,168.5584,5074.8064,3.8,1.2,train
-17340,Republic of Korea,EAS,warm_moist,127.03648999999999,37.48222,50.0,27,traffic,urban,0.0,0.0,0.0,0.0,1.1,30.4,0.0,0.0,1.1,0.0,3.2,0.0,13.1,48.3,1.6,0.0,0.0,0.0,0.023,52.5038,20.8,133552,245128,327392,63,62.9,63,8.7,10.0391,7.3503,5.6,2.8,11.8,20.0,33.0,28.425,12.8237,31.8073,21.2675,253.1749,0.0,0.0,train
-17341,Republic of Korea,EAS,warm_moist,127.11652,37.52179,50.0,9,other,urban,0.0,1.2,0.0,0.0,1.3,39.5,0.0,0.0,0.0,0.0,2.7,0.0,9.6,42.5,1.6,0.0,0.0,0.0,0.035,62.1486,18.86,320630,320630,327392,63,62.95,63,21.9493,29.4658,14.5858,17.8,4.6,32.8,48.2,74.468,70.55,36.8749,70.1499,438.4577,21329.8712,24.2,7.8,train
-17342,Republic of Korea,EAS,warm_moist,127.13971000000001,37.54525,50.0,13,other,urban,0.0,1.2,0.0,0.0,1.7,45.2,0.0,0.0,1.0,0.0,2.9,0.0,7.8,37.9,1.8,0.0,0.0,0.0,0.035,62.1486,18.86,320630,320630,327392,63,62.91,63,21.366999999999997,28.4123,14.3888,17.0,4.8,31.8,47.0,72.0,66.1,35.6916,69.0931,410.0453,19804.3764,23.0,8.4,train
-17343,Republic of Korea,EAS,warm_moist,127.13923999999999,37.53402,50.0,11,traffic,urban,0.0,1.2,0.0,0.0,1.7,45.2,0.0,0.0,1.0,0.0,2.9,0.0,7.8,37.9,1.8,0.0,0.0,0.0,0.035,62.1486,18.86,320630,320630,327392,63,62.9,63,15.1201,19.4325,10.869000000000002,10.6,3.4,22.4,35.0,55.0,50.525,25.0177,52.4571,181.0205,6511.1222,4.0,1.4,train
-17344,Republic of Korea,EAS,warm_moist,126.91111000000001,37.4523,50.0,115,other,urban,7.3,0.0,0.0,0.0,0.0,15.1,0.0,0.0,0.0,0.0,6.1,0.0,16.4,50.8,1.7,0.0,0.0,0.0,5.501,82.4333,20.33,201224,201224,320630,63,62.67,63,20.6738,27.2894,14.2941,17.2,5.6,31.0,44.72,67.82,63.5667,34.0585,63.7531,333.9096,15450.0179,16.4,6.0,train
-17345,Republic of Korea,EAS,warm_moist,127.02883999999999,37.637859999999996,50.0,24,other,urban,0.0,0.0,0.0,0.0,0.0,36.8,0.0,0.0,0.0,0.0,2.9,0.0,15.5,40.2,1.8,0.0,0.0,0.0,0.015,62.2287,16.92,180635,245676,327392,63,62.37,63,22.4272,29.0846,15.8575,19.2,7.0,32.8,46.6,69.8,66.05,36.116,64.7472,343.3788,17480.448,16.2,4.0,train
-17346,Republic of Korea,EAS,warm_moist,126.86192,37.5228,50.0,8,other,urban,7.6,0.0,0.0,0.0,0.0,14.7,0.0,0.0,0.0,0.0,5.4,0.0,21.9,46.7,1.3,0.0,0.0,0.0,15.592,64.6461,17.31,318193,318193,327392,63,63.0,63,21.171999999999997,27.3828,15.068,17.4,6.2,30.8,45.48,69.6,64.5917,34.4777,65.9272,388.5667,16797.9499,16.8,7.6,train
-17347,Republic of Korea,EAS,warm_moist,127.06851999999999,37.65878,50.0,41,other,urban,0.0,1.2,0.0,0.0,1.2,42.3,0.0,0.0,0.0,0.0,2.8,0.0,13.0,36.5,1.9,0.0,0.0,0.0,0.009000000000000001,62.2287,16.92,245676,270998,327392,63,62.85,63,22.6292,29.7963,15.6488,18.4,6.0,33.4,49.2,73.6,70.2,36.8927,69.7111,426.6597,21967.8925,27.4,10.0,train
-17348,Republic of Korea,EAS,warm_moist,127.07543999999999,37.61739,50.0,18,traffic,urban,0.0,1.2,0.0,0.0,1.2,42.3,0.0,0.0,0.0,0.0,2.8,0.0,13.0,36.5,1.9,0.0,0.0,0.0,0.009000000000000001,62.2287,16.92,270998,327392,327392,63,63.0,63,12.8615,16.7481,9.0204,9.2,3.6,18.4,29.0,46.2,42.6,21.2705,44.3403,80.5023,2820.7255,0.6,0.0,train
-17349,Republic of Korea,EAS,warm_moist,127.01047,37.2838,50.0,38,other,urban,1.0,0.0,0.0,0.0,1.1,23.5,0.0,0.0,1.6,0.0,8.0,0.0,33.6,25.8,4.7,0.0,0.0,0.0,6.749,22.8557,17.93,179441,182471,245128,63,62.97,63,22.8412,30.2539,15.4475,19.0,6.2,33.2,49.2,74.836,70.75,37.7141,69.1952,402.5759,22124.322999999997,26.2,8.8,train
-17350,Republic of Korea,EAS,warm_moist,127.02917,37.26342,50.0,28,other,urban,0.0,0.0,0.0,0.0,1.6,29.6,0.0,0.0,1.6,0.0,7.1,0.0,30.1,24.1,5.1,0.0,0.0,0.0,17.405,22.8557,17.93,182471,182471,260965,63,63.0,63,21.8125,29.0335,14.7895,17.0,5.4,32.2,48.2,75.348,70.9905,36.1888,70.2417,411.1122,21129.4004,27.2,9.4,train
-17351,Republic of Korea,EAS,warm_moist,127.0295,37.2855,50.0,40,other,urban,0.0,0.0,0.0,0.0,1.6,29.6,0.0,0.0,1.6,0.0,7.1,0.0,30.1,24.1,5.1,0.0,0.0,0.0,0.015,22.8557,17.93,182471,182471,260965,63,62.97,63,19.8084,27.3043,13.3301,15.25,5.0,29.5,44.75,69.74,65.4167,33.868,64.7546,343.5743,16892.6739,18.75,4.5,train
-17352,Republic of Korea,EAS,warm_moist,127.05643,37.24698,50.0,12,other,urban,0.0,0.0,0.0,0.0,1.6,28.2,0.0,0.0,1.5,0.0,7.5,0.0,35.7,18.9,5.9,0.0,0.0,0.0,15.738,22.8557,17.93,143393,167728,215544,63,62.99,63,20.1511,26.9476,13.4649,15.4,4.6,29.8,45.2,70.4,65.7179,33.8168,65.385,337.6115,17844.2781,18.4,6.0,train
-17353,Republic of Korea,EAS,warm_moist,126.9753,37.292759999999994,50.0,22,other,urban,1.0,0.0,0.0,0.0,1.1,23.5,0.0,0.0,1.6,0.0,8.0,0.0,33.6,25.8,4.7,0.0,0.0,0.0,6.749,16.2397,15.63,179441,182471,245128,63,62.98,63,20.2046,27.0395,13.5437,16.4,5.2,29.6,44.0,66.8,63.6917,33.444,62.7464,292.9988,15017.1381,11.8,4.0,train
-17354,Republic of Korea,EAS,warm_moist,127.03133000000001,37.27813,50.0,40,traffic,urban,0.0,0.0,0.0,0.0,1.6,29.6,0.0,0.0,1.6,0.0,7.1,0.0,30.1,24.1,5.1,0.0,0.0,0.0,0.015,22.8557,17.93,182471,182471,260965,63,63.0,63,12.3653,14.9464,9.8289,9.4,4.6,17.4,25.8,39.2,35.25,18.6137,37.9844,24.319000000000003,1001.4926,0.0,0.0,train
-17355,Republic of Korea,EAS,warm_moist,126.9766,37.25257,50.0,5,other,urban,1.6,0.0,0.0,0.0,1.1,23.7,0.0,0.0,1.5,0.0,8.2,0.0,38.6,19.3,5.3,0.0,0.0,0.0,17.405,16.2397,15.63,128689,179441,215544,63,62.93,63,22.0708,29.7649,14.4842,18.0,5.6,32.75,47.4,70.816,66.8,36.681,66.5036,347.6451,19191.699,21.4,5.6,train
-17357,Republic of Korea,EAS,warm_moist,127.15536000000002,37.44944,50.0,73,other,urban,0.0,1.1,0.0,0.0,1.8,39.8,0.0,0.0,1.5,0.0,4.4,0.0,9.9,37.9,3.3,0.0,0.0,0.0,0.048,52.5059,20.11,153881,223438,327392,63,61.94,63,21.9662,28.316,15.7238,17.8,7.0,31.2,46.0,71.77600000000001,67.056,34.7779,66.8466,372.7397,18474.8279,21.6,7.4,train
-17358,Republic of Korea,EAS,warm_moist,127.11153,37.36142,50.0,20,other,urban,0.0,0.0,0.0,0.0,1.6,34.8,0.0,0.0,1.5,0.0,5.5,0.0,15.9,35.9,3.8,0.0,0.0,0.0,0.009000000000000001,52.4358,18.71,149154,149154,320630,63,62.9,63,19.7552,27.5799,12.0329,13.8,4.2,30.0,46.0,72.2,68.05,34.7016,67.8746,375.2726,18956.3897,22.0,8.6,train
-17359,Republic of Korea,EAS,warm_moist,127.11896999999999,37.38256,50.0,4,other,urban,0.0,0.0,0.0,0.0,1.9,40.4,0.0,0.0,1.5,0.0,5.3,0.0,13.7,31.5,4.4,0.0,0.0,0.0,0.057,52.4358,18.71,149112,157952,327392,63,62.84,63,20.6924,28.813000000000002,12.6759,15.2,5.0,30.0,47.0,74.8,69.7083,35.9021,70.6591,410.7928,20852.4397,25.8,10.0,train
-17360,Republic of Korea,EAS,warm_moist,127.1291,37.43315,50.0,21,traffic,urban,0.0,1.1,0.0,0.0,1.8,39.8,0.0,0.0,1.5,0.0,4.4,0.0,9.9,37.9,3.3,0.0,0.0,0.0,0.057,52.5059,20.11,157952,260965,327392,63,62.67,63,13.9293,18.6625,9.2493,9.2,3.4,20.2,32.8,52.2,48.3417,23.7673,49.5662,124.2609,5144.2833,2.8,0.8,train
-17361,Republic of Korea,EAS,warm_moist,127.13117,37.457190000000004,50.0,55,other,urban,0.0,1.1,0.0,0.0,1.8,39.8,0.0,0.0,1.5,0.0,4.4,0.0,9.9,37.9,3.3,0.0,0.0,0.0,0.048,52.5059,20.11,157952,260965,327392,63,62.64,63,20.6401,27.9734,13.4442,16.2,5.0,30.4,45.4,68.4,64.4,34.6843,63.1183,296.4607,17240.4142,17.6,4.4,train
-17362,Republic of Korea,EAS,warm_moist,127.0807,37.39054,50.0,87,other,urban,0.0,0.0,0.0,0.0,1.6,34.8,0.0,0.0,1.5,0.0,5.5,0.0,15.9,35.9,3.8,0.0,0.0,0.0,0.009000000000000001,52.4338,20.35,128504,149112,327392,63,62.43,63,21.475,29.3548,13.679,16.6,4.8,32.0,48.0,74.4,69.725,36.6114,69.6777,401.45099999999996,20816.7453,23.2,8.2,train
-17363,Republic of Korea,EAS,warm_moist,127.1645,37.43286,50.0,90,other,urban,0.0,1.1,0.0,0.0,1.8,39.8,0.0,0.0,1.5,0.0,4.4,0.0,9.9,37.9,3.3,0.0,0.0,0.0,0.057,52.5059,20.11,153881,223438,327392,62,61.83,63,18.7309,24.1706,13.3917,15.2,6.8,26.8,39.6,60.8,56.125,30.0187,58.4,212.3425,9967.5983,5.2,1.6,train
-17364,Republic of Korea,EAS,warm_moist,127.04081000000001,37.73558,50.0,45,other,urban,0.0,0.0,0.0,0.0,1.5,40.3,0.0,0.0,0.0,0.0,3.4,0.0,21.0,28.3,3.8,0.0,0.0,0.0,0.037000000000000005,62.3127,12.67,59355,110417,327392,62,60.86,63,24.033,32.2401,15.959000000000001,19.8,5.8,36.0,51.8,77.4,74.2,40.2521,71.9583,460.6829,25923.153,31.2,11.4,train
-17365,Republic of Korea,EAS,warm_moist,127.04768999999999,37.74633,50.0,12,other,urban,0.0,0.0,0.0,0.0,1.5,40.3,0.0,0.0,0.0,0.0,3.4,0.0,21.0,28.3,3.8,0.0,0.0,0.0,0.037000000000000005,62.3127,12.67,59355,110417,327392,62,61.12,63,22.0254,31.1555,13.1622,16.4,4.6,33.2,50.4,75.4,71.425,38.6942,70.5741,441.2245,24143.7138,27.6,8.8,train
-17366,Republic of Korea,EAS,warm_moist,126.93056999999999,37.39007,50.0,20,other,urban,3.4,0.0,0.0,0.0,0.0,18.8,0.0,0.0,1.3,0.0,6.8,0.0,18.8,46.5,2.6,0.0,0.0,0.0,8.201,82.3233,18.3,151922,201224,320630,63,62.75,63,23.0251,29.9594,16.2662,18.8,7.8,33.0,48.0,74.2,69.0,36.9209,68.4551,395.9548,21100.2194,26.0,11.6,train
-17367,Republic of Korea,EAS,warm_moist,126.958,37.3941,50.0,0,other,urban,3.4,0.0,0.0,0.0,0.0,18.8,0.0,0.0,1.3,0.0,6.8,0.0,18.8,46.5,2.6,0.0,0.0,0.0,0.021,82.3233,18.3,166289,208824,320630,63,62.5,63,18.5353,24.5317,12.5993,15.0,4.6,27.4,40.0,62.4,57.975,30.7841,58.2835,256.8952,11269.7038,8.8,2.6,train
-17368,Republic of Korea,EAS,warm_moist,126.95255,37.3813,50.0,4,other,urban,3.4,0.0,0.0,0.0,0.0,18.8,0.0,0.0,1.3,0.0,6.8,0.0,18.8,46.5,2.6,0.0,0.0,0.0,0.021,82.3233,18.3,208824,214472,320630,63,62.69,63,20.7069,27.3018,14.2662,16.0,6.2,29.8,45.2,70.4,66.0964,33.8382,65.4646,343.0163,16895.4077,17.8,7.0,train
-17369,Republic of Korea,EAS,warm_moist,126.91763,37.4051,50.0,16,other,urban,3.4,0.0,0.0,0.0,0.0,18.8,0.0,0.0,1.3,0.0,6.8,0.0,18.8,46.5,2.6,0.0,0.0,0.0,8.201,82.4333,20.33,151922,201224,320630,63,62.72,63,21.7423,29.4082,14.2514,17.0,4.6,32.6,49.12,75.0,70.475,36.842,69.6897,438.0373,21886.2109,28.8,12.8,train
-17370,Republic of Korea,EAS,warm_moist,126.86978,37.47625,50.0,10,other,urban,5.3,0.0,0.0,0.0,0.0,16.0,0.0,0.0,0.0,0.0,5.0,0.0,16.7,53.4,1.2,0.0,0.0,0.0,5.501,82.4364,18.81,143682,318193,320630,63,63.0,63,21.0528,27.072,15.1875,17.8,6.0,30.4,45.0,68.796,64.125,33.8782,64.2418,362.5936,15755.8289,16.6,6.0,train
-17371,Republic of Korea,EAS,warm_moist,126.88491,37.45216,50.0,10,other,urban,7.3,0.0,0.0,0.0,0.0,15.1,0.0,0.0,0.0,0.0,6.1,0.0,16.4,50.8,1.7,0.0,0.0,0.0,5.501,82.4364,18.81,139279,201224,320630,63,62.9,63,23.8569,32.9659,17.3871,21.5,7.0,37.0,53.75,80.75,76.25,40.9842,70.6838,468.5458,28303.2038,39.75,16.5,train
-17372,Republic of Korea,EAS,warm_moist,126.8304,37.32205,50.0,11,other,urban,13.5,0.0,0.0,0.0,0.0,13.5,0.0,0.0,1.4,0.0,9.0,0.0,25.3,32.3,2.5,0.0,0.0,0.0,0.0,82.3265,17.06,158752,185322,318193,63,61.97,63,23.67,31.673000000000002,15.8828,19.6,5.2,35.4,51.8,77.2,72.875,39.6391,71.268,445.2885,24775.819,31.8,11.0,train
-17373,Republic of Korea,EAS,warm_moist,126.78846999999999,37.30535,50.0,10,other,urban,25.7,0.0,0.0,0.0,0.0,9.8,0.0,0.0,1.0,0.0,8.3,1.1,28.4,21.3,2.7,0.0,0.0,0.0,0.0,82.3265,15.63,115082,158752,318193,61,54.28,63,24.1547,29.836,18.6314,21.0,8.8,35.2,48.6,69.672,64.1,36.4777,62.7141,320.5191,18111.5105,18.0,6.0,train
-17374,Republic of Korea,EAS,warm_moist,126.87234,37.296279999999996,50.0,26,other,urban,9.4,0.0,0.0,0.0,0.0,15.4,0.0,0.0,1.3,0.0,9.7,0.0,33.7,25.1,3.3,0.0,0.0,0.0,7.303999999999999,16.2403,15.1,87844,185322,283031,62,61.32,63,22.4746,30.4823,14.5679,17.6,4.8,34.2,50.4,76.2,71.8,38.1777,70.7089,413.4308,23455.6975,28.8,10.2,train
-17375,Republic of Korea,EAS,warm_moist,126.80188000000001,37.33155,50.0,25,other,urban,22.2,0.0,0.0,0.0,0.0,11.1,0.0,0.0,1.0,0.0,7.9,1.1,23.4,29.3,2.3,0.0,0.0,0.0,0.0,82.3265,17.06,115082,158752,318193,63,62.7,63,21.4214,28.3317,14.550999999999998,17.6,5.6,31.6,46.4,69.4,64.325,35.4746,64.2635,330.6969,17568.3719,15.4,5.6,train
-17376,Republic of Korea,EAS,warm_moist,126.86113,37.33195,50.0,40,other,urban,13.5,0.0,0.0,0.0,0.0,13.5,0.0,0.0,1.4,0.0,9.0,0.0,25.3,32.3,2.5,0.0,0.0,0.0,0.0,82.3265,17.06,185322,215544,318193,63,62.56,63,17.942,25.6168,10.3466,12.4,2.6,27.4,43.0,67.50399999999999,63.0286,32.5844,63.5519,300.5128,16186.5794,17.0,9.0,train
-17377,Republic of Korea,EAS,warm_moist,126.5853,37.24368,50.0,37,other,urban,65.1,0.0,0.0,0.0,0.0,2.2,0.0,0.0,0.0,0.0,6.7,1.9,13.8,6.9,0.0,0.0,0.0,0.0,0.028999999999999998,29.1948,9.36,3700,3700,195112,44,33.01,63,36.408,42.4638,30.4805,35.4,22.2,48.2,61.4,83.8,80.7286,49.7835,77.5428,482.1233,41058.5523,48.2,16.8,train
-17378,Republic of Korea,EAS,warm_moist,126.83352,37.30489,50.0,10,other,urban,16.5,0.0,0.0,0.0,0.0,12.1,0.0,0.0,1.4,0.0,9.6,0.0,31.8,23.3,2.8,0.0,0.0,0.0,0.0,82.3265,17.06,158752,185322,318193,63,59.86,63,23.2142,30.3122,16.1242,19.2,6.2,34.4,49.6,72.0,68.2071,37.7966,66.6778,365.08099999999996,20965.5722,22.4,7.8,train
-17380,Republic of Korea,EAS,warm_moist,126.99425,37.42392,50.0,73,other,urban,0.0,0.0,0.0,0.0,0.0,22.6,0.0,0.0,1.2,0.0,5.4,0.0,15.2,51.2,1.9,0.0,0.0,0.0,0.021,82.4333,20.33,67361,245128,327392,62,61.96,63,21.7673,29.8318,13.7969,16.4,5.0,32.4,48.6,74.708,70.375,37.4714,70.3142,433.2825,21835.9962,25.6,11.8,train
-17381,Republic of Korea,EAS,warm_moist,127.00233,37.44908,50.0,22,other,urban,0.0,0.0,0.0,0.0,0.0,22.6,0.0,0.0,1.2,0.0,5.4,0.0,15.2,51.2,1.9,0.0,0.0,0.0,0.024,52.5038,20.8,67361,245128,327392,63,62.26,63,20.1201,28.4608,11.8189,14.8,4.4,30.0,46.2,73.2,68.95,35.7885,68.8808,420.9018,19472.9251,23.6,7.4,train
-17382,Republic of Korea,EAS,warm_moist,127.12973999999998,37.59446,50.0,28,other,urban,0.0,1.2,0.0,0.0,1.5,48.4,0.0,0.0,0.0,0.0,2.7,0.0,8.3,35.2,1.6,0.0,0.0,0.0,0.035,62.1486,18.86,327392,327392,327392,63,62.77,63,22.7392,29.5496,16.1514,19.0,7.0,33.0,46.6,70.972,66.95,36.5369,65.6054,394.673,19415.3155,22.6,8.4,train
-17383,Republic of Korea,EAS,warm_moist,127.13811000000001,37.618559999999995,50.0,32,other,urban,0.0,1.2,0.0,0.0,1.7,49.5,0.0,0.0,0.0,0.0,2.7,0.0,10.2,31.9,1.7,0.0,0.0,0.0,3.115,62.231,16.72,327392,327392,327392,63,62.62,63,21.17,29.7622,12.7615,15.2,4.0,32.8,48.8,75.0,70.6464,37.7522,69.3486,406.8868,23061.6948,29.4,12.8,train
-17384,Republic of Korea,EAS,warm_moist,126.95035,37.3194,50.0,12,other,urban,3.3,0.0,0.0,0.0,0.0,19.3,0.0,0.0,1.3,0.0,7.9,0.0,27.0,35.7,3.7,0.0,0.0,0.0,6.749,82.3233,18.3,214472,215544,318193,63,62.84,63,19.2584,27.1816,11.3319,13.8,3.6,28.8,44.8,71.212,66.55,34.4134,68.1549,398.6056,18254.3012,21.0,7.2,train
-17385,Republic of Korea,EAS,warm_moist,126.976,37.34771,50.0,54,other,urban,0.0,0.0,0.0,0.0,0.0,23.5,0.0,0.0,1.5,0.0,7.7,0.0,26.4,34.1,3.9,0.0,0.0,0.0,6.749,82.3233,18.3,105820,208824,320630,62,62.13,63,20.107,28.2938,12.0451,14.6,4.4,30.2,45.6,72.8,67.9464,35.6615,69.4846,442.6195,18954.2645,20.6,9.6,train
-17386,Republic of Korea,EAS,warm_moist,126.74008,37.34681,50.0,10,other,urban,30.1,0.0,0.0,0.0,0.0,8.4,0.0,0.0,1.1,0.0,8.8,1.3,21.3,25.2,2.1,0.0,1.0,0.0,0.0,82.3265,15.63,88351,107634,318193,63,61.02,63,23.1158,29.7468,16.6927,20.2,6.6,34.6,48.4,69.4,64.95,36.7969,62.4324,324.5345,18249.0534,16.4,4.6,train
-17387,Republic of Korea,EAS,warm_moist,126.7241,37.33718,50.0,2,other,urban,30.1,0.0,0.0,0.0,0.0,8.4,0.0,0.0,1.1,0.0,8.8,1.3,21.3,25.2,2.1,0.0,1.0,0.0,0.0,82.3265,15.63,1647,115082,315232,63,57.58,63,26.7512,32.1484,21.4312,24.6,10.8,38.6,51.4,71.748,67.6107,39.3366,64.5422,323.6757,20843.4487,19.0,5.2,train
-17388,Republic of Korea,EAS,warm_moist,126.7884,37.443059999999996,50.0,73,other,urban,18.5,0.0,0.0,0.0,0.0,10.4,0.0,0.0,0.0,0.0,8.4,0.0,19.7,38.1,1.6,0.0,1.1,0.0,19.323,82.4364,17.22,143730,283031,318193,63,62.93,63,21.814,28.4613,15.3492,18.2,5.8,32.2,45.8,69.41199999999999,64.9714,35.5029,64.8663,347.913,17060.9601,17.8,7.4,train
-17389,Republic of Korea,EAS,warm_moist,127.21619,37.63561,50.0,72,other,urban,0.0,1.2,0.0,0.0,2.2,54.3,0.0,0.0,0.0,0.0,2.4,0.0,9.2,27.8,1.7,0.0,0.0,0.0,5.331,5.78295,17.42,22375,31893,327392,61,59.86,63,22.3201,30.8569,13.8905,17.6,5.4,33.8,48.0,72.2,67.375,38.3027,69.3927,409.8431,20856.5989,22.4,8.4,train
-17390,Republic of Korea,EAS,warm_moist,127.20473,37.69867,50.0,39,other,urban,0.0,1.1,0.0,0.0,2.2,55.8,0.0,0.0,0.0,0.0,2.6,0.0,11.8,23.7,2.0,0.0,0.0,0.0,0.059000000000000004,5.78295,17.42,22363,22375,327392,62,58.3,63,23.738000000000003,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,64.0265,-999.0,-999.0,-999.0,-999.0,train
-17391,Republic of Korea,EAS,warm_moist,127.11278,36.992309999999996,50.0,22,other,urban,4.6,0.0,0.0,0.0,2.6,17.8,0.0,0.0,0.0,0.0,5.2,0.0,51.7,7.8,8.7,0.0,0.0,0.0,19.11,21.2138,12.91,16933,16933,79116,62,58.03,63,22.51,29.9629,15.2208,18.8,7.0,32.8,47.8,71.0,67.0821,36.6971,66.7257,349.6773,19394.2674,19.8,5.2,val
-17392,Republic of Korea,EAS,warm_moist,126.93144,36.98594,50.0,21,other,urban,11.7,0.0,0.0,0.0,0.0,6.6,0.0,0.0,0.0,0.0,5.7,0.0,58.9,7.1,7.9,0.0,0.0,0.0,0.065,0.0,11.97,16933,16933,79116,59,49.32,63,25.274,32.1783,18.4728,22.8,10.4,36.0,50.4,72.2,69.7583,38.7131,68.3935,341.7965,21251.0602,24.4,5.2,train
-17393,Republic of Korea,EAS,warm_moist,126.84553999999999,36.97461,50.0,9,other,urban,18.0,0.0,0.0,0.0,0.0,5.4,0.0,0.0,0.0,0.0,5.2,0.0,56.6,4.7,8.0,0.0,0.0,0.0,0.0,20.3328,11.15,3152,15971,16942,61,55.63,63,21.8501,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,48.5095,-999.0,-999.0,-999.0,-999.0,train
-17394,Republic of Korea,EAS,warm_moist,126.7739,37.75631,50.0,3,other,urban,3.8,1.2,0.0,0.0,0.0,19.9,0.0,0.0,0.0,0.0,4.3,0.0,41.2,19.0,7.7,0.0,0.0,0.0,0.027000000000000003,64.8192,8.5,3482,118617,318193,63,62.86,63,22.7591,29.6544,16.0706,18.8,7.35,33.2,47.82,69.2,66.2917,36.4994,65.5665,384.4543,19901.7497,21.0,7.0,train
-17395,Republic of Korea,EAS,warm_moist,126.84193,37.62491,50.0,18,other,urban,3.8,0.0,0.0,0.0,0.0,17.3,0.0,0.0,0.0,0.0,4.8,0.0,30.4,38.6,2.8,0.0,0.0,0.0,0.023,64.7318,13.66,135655,200476,318193,63,62.89,63,23.1236,28.8283,17.4535,20.2,10.0,32.0,45.58,68.8,65.175,35.438,64.9745,379.0156,16898.1341,20.6,10.2,train
-17396,Republic of Korea,EAS,warm_moist,126.81343999999999,37.68551,50.0,24,other,urban,5.1,1.3,0.0,0.0,0.0,16.6,0.0,0.0,0.0,0.0,5.3,0.0,36.4,27.2,4.9,0.0,1.2,0.0,8.655,64.7318,13.66,159326,162274,318193,63,62.99,63,22.315,28.4252,16.3014,19.6,9.4,30.6,44.2,65.696,61.525,34.8881,61.2751,283.7326,16033.1069,17.8,7.2,train
-17397,Republic of Korea,EAS,warm_moist,126.77788999999999,37.651990000000005,50.0,16,traffic,urban,6.1,1.3,0.0,0.0,0.0,14.3,0.0,0.0,0.0,0.0,5.6,0.0,33.1,33.4,3.3,0.0,1.4,0.0,9.677,64.9496,12.2,140281,162274,318193,63,63.0,63,16.1211,18.6329,13.6547,12.0,6.2,22.2,34.4,52.232,48.075,23.9228,46.5252,170.6367,5521.2752,3.6,2.2,train
-17398,Republic of Korea,EAS,warm_moist,127.25788999999999,37.411159999999995,50.0,16,other,urban,0.0,0.0,0.0,0.0,2.7,49.4,0.0,0.0,1.3,0.0,3.5,0.0,12.1,25.0,4.7,0.0,0.0,0.0,0.063,9.623660000000001,18.2,11131,80730,320630,62,60.9,63,20.9568,29.8947,12.2518,15.8,4.6,31.2,47.4,74.324,69.5917,37.2142,68.4253,416.2088,21300.7057,24.4,8.6,train
-17399,Republic of Korea,EAS,warm_moist,127.20141000000001,37.23448,50.0,38,other,urban,0.0,0.0,0.0,0.0,2.3,36.0,0.0,0.0,1.4,0.0,6.1,0.0,31.1,13.9,8.7,0.0,0.0,0.0,4.52,11.2791,16.0,30444,30461,214472,62,59.68,63,19.1596,27.0689,11.2508,13.0,3.6,29.0,45.68,71.8,68.1,34.0108,68.0862,373.2381,18475.807,20.8,5.6,train
-17400,Republic of Korea,EAS,warm_moist,127.09506,37.327870000000004,50.0,11,other,urban,0.0,0.0,0.0,0.0,1.7,35.4,0.0,0.0,1.6,0.0,6.0,0.0,21.1,28.1,5.3,0.0,0.0,0.0,0.015,52.4338,20.35,54616,167728,320630,63,62.95,63,21.7412,29.1393,14.4941,16.4,5.6,31.6,48.2,75.6,71.7,36.4804,71.5636,417.2805,21790.6795,28.4,10.8,train
-17401,Republic of Korea,EAS,warm_moist,127.11514,37.280229999999996,50.0,43,other,urban,0.0,0.0,0.0,0.0,1.9,35.2,0.0,0.0,1.6,0.0,6.1,0.0,26.2,22.1,6.3,0.0,0.0,0.0,0.04,22.8566,17.87,34424,167728,260965,63,62.84,63,22.3485,30.7086,14.2123,17.6,5.4,33.0,48.4,75.2,70.4393,37.7579,69.9419,398.7269,22386.193,27.8,8.4,train
-17403,Republic of Korea,EAS,warm_moist,127.54716,37.13878,50.0,43,other,rural,0.0,0.0,0.0,0.0,3.4,33.8,0.0,0.0,0.0,0.0,4.2,0.0,44.4,2.5,11.2,0.0,0.0,0.0,19.008,11.3086,12.59,8074,8086,30478,32,35.16,62,29.9006,38.9822,21.0071,26.4,12.8,42.0,59.8,85.0,81.825,46.5451,77.656,466.7849,37677.9538,49.4,15.4,train
-17404,Republic of Korea,EAS,warm_moist,127.44086000000001,37.28348,50.0,59,other,urban,0.0,0.0,0.0,0.0,2.9,38.5,0.0,0.0,0.0,0.0,4.3,0.0,39.9,2.8,10.6,0.0,0.0,0.0,3.5639999999999996,11.2787,14.71,8068,8308,30478,62,60.86,62,23.3196,30.6293,16.1122,19.6,7.8,33.2,48.0,74.8,71.2,37.3858,67.524,385.4351,21741.0921,27.8,7.6,train
-17405,Republic of Korea,EAS,cool_moist,127.21309,38.101659999999995,50.0,43,other,rural,0.0,0.0,0.0,0.0,8.1,58.4,0.0,0.0,0.0,0.0,2.0,0.0,20.3,2.6,8.2,0.0,0.0,0.0,0.0,2.57194,3.8,2226,3616,13364,19,19.04,62,36.1126,43.3003,29.1034,34.6,21.8,47.6,60.8,83.4,79.3667,49.9248,74.6979,439.5256,42487.5706,46.6,16.2,train
-17406,Republic of Korea,EAS,warm_moist,127.15919,37.85347,50.0,6,other,urban,0.0,0.0,0.0,0.0,2.9,59.5,0.0,0.0,0.0,0.0,2.9,0.0,19.4,10.3,4.2,0.0,0.0,0.0,3.679,12.7524,10.05,5135,10986,245676,61,55.95,63,28.6783,37.6119,19.5279,26.5,10.5,41.0,55.0,76.95,74.6875,44.8173,73.0976,428.1674,31034.0898,33.5,7.5,test
-17407,Republic of Korea,EAS,warm_moist,126.71675,37.61934,50.0,34,other,urban,12.3,1.2,0.0,0.0,1.1,8.0,0.0,0.0,0.0,0.0,6.6,1.2,37.0,24.9,4.3,0.0,2.0,0.0,9.677,64.9496,12.2,76061,94719,318193,63,62.88,63,26.6022,33.1353,20.1704,23.6,9.8,38.4,53.8,75.652,72.125,41.336000000000006,70.1685,450.4673,25903.8061,27.4,9.6,train
-17408,Republic of Korea,EAS,warm_moist,126.76283000000001,37.60673,50.0,23,other,urban,12.2,1.1,0.0,0.0,0.0,9.6,0.0,0.0,0.0,0.0,6.7,0.0,32.0,31.9,2.8,0.0,1.8,0.0,9.677,64.9496,12.2,28284,142262,318193,63,62.86,63,26.1335,33.1121,19.258,23.6,9.4,38.0,52.0,74.49600000000001,70.175,41.0181,69.7803,413.7723,25726.1987,30.6,11.4,train
-17409,Republic of Korea,EAS,warm_moist,126.59733,37.6919,50.0,22,other,urban,21.5,1.2,0.0,0.0,1.3,5.7,0.0,0.0,1.2,0.0,6.1,2.1,41.5,11.3,5.8,0.0,2.1,0.0,3.639,0.0,8.23,17840,17852,196851,62,59.38,63,28.1801,33.7985,22.6196,26.2,14.4,39.2,51.6,71.6,67.975,40.3254,66.4222,357.344,22552.4849,21.6,6.4,train
-17410,Republic of Korea,EAS,warm_moist,126.94516000000002,37.35368,50.0,14,other,urban,3.3,0.0,0.0,0.0,0.0,19.3,0.0,0.0,1.3,0.0,7.9,0.0,27.0,35.7,3.7,0.0,0.0,0.0,8.201,82.3233,18.3,208824,214472,320630,63,62.71,63,21.6588,29.011,14.2862,17.2,4.8,32.0,48.6,75.0,69.8214,36.7202,71.304,413.9811,21862.5996,25.8,10.2,train
-17411,Republic of Korea,EAS,warm_moist,126.93364,37.36166,50.0,24,other,urban,3.4,0.0,0.0,0.0,0.0,18.8,0.0,0.0,1.3,0.0,6.8,0.0,18.8,46.5,2.6,0.0,0.0,0.0,8.201,82.3233,18.3,208824,214472,320630,63,62.71,63,23.3795,30.3222,16.4427,20.6,7.2,33.6,48.4,73.77600000000001,68.8,37.7503,67.8175,398.3439,20756.7124,24.8,8.2,train
-17412,Republic of Korea,EAS,warm_moist,127.07706,37.15919,50.0,2,other,urban,0.0,0.0,0.0,0.0,1.6,21.6,0.0,0.0,1.4,0.0,7.2,0.0,48.1,11.5,7.5,0.0,0.0,0.0,17.42,22.8255,14.4,79116,79116,215544,63,61.64,63,21.8179,31.0804,12.591,17.0,3.4,33.2,50.2,79.0,75.5,39.1537,72.4527,433.3982,25591.0123,35.0,15.2,train
-17413,Republic of Korea,EAS,warm_moist,127.21461000000001,37.53911,50.0,29,other,urban,0.0,1.2,0.0,0.0,2.2,51.1,0.0,0.0,1.0,0.0,2.7,0.0,7.2,32.0,2.1,0.0,0.0,0.0,3.49,5.77529,18.32,59148,248644,327392,61,59.94,63,19.0295,27.2145,10.9089,14.0,3.2,29.6,44.4,68.0,63.375,33.9555,64.9041,340.0038,16885.5518,17.2,6.2,train
-17414,Republic of Korea,EAS,warm_moist,126.824,37.21148,50.0,31,other,urban,20.2,0.0,0.0,0.0,0.0,9.7,0.0,0.0,1.4,0.0,9.9,0.0,36.1,17.1,3.1,0.0,0.0,0.0,15.421,16.2403,15.1,4626,4702,215544,61,57.5,63,23.6885,31.3244,16.2393,20.8,8.2,34.4,48.0,68.944,66.05,37.5444,64.7435,298.5228,18594.193,17.2,3.2,train
-17415,Republic of Korea,EAS,warm_moist,126.92018999999999,37.13236,50.0,9,other,urban,11.8,0.0,0.0,0.0,0.0,11.6,0.0,0.0,1.3,0.0,10.1,0.0,46.6,12.5,4.4,0.0,0.0,0.0,17.086,16.2182,14.27,4705,4707,215544,62,60.87,63,27.6438,35.6465,19.8853,24.4,11.0,39.6,54.6,79.4,75.775,43.0266,73.5261,407.2949,29684.2653,37.4,13.6,test
-17416,Republic of Korea,EAS,warm_moist,127.0723,37.19692,50.0,27,other,urban,0.0,0.0,0.0,0.0,1.9,27.1,0.0,0.0,1.5,0.0,6.9,0.0,40.6,14.0,7.4,0.0,0.0,0.0,15.738,22.8255,14.4,16438,143393,215544,63,62.42,63,20.7937,28.5977,13.1782,16.8,4.6,31.0,46.2,71.6,68.525,35.4783,66.3126,322.1085,18926.7442,22.8,5.0,train
-17417,Republic of Korea,EAS,warm_moist,126.98369,37.82458,50.0,0,other,urban,0.0,0.0,0.0,0.0,1.8,44.4,0.0,0.0,0.0,0.0,3.6,0.0,27.3,12.5,9.2,0.0,0.0,0.0,6.15,7.735860000000001,8.13,9852,9857,270998,62,57.43,63,25.5663,33.7697,17.3092,22.6,8.2,37.0,51.6,76.2,71.95,41.1916,69.7512,452.7449,24715.5438,27.6,8.0,train
-17418,Republic of Korea,EAS,warm_moist,127.06128999999999,37.9176,50.0,39,other,urban,0.0,0.0,0.0,0.0,4.0,52.2,0.0,0.0,0.0,0.0,2.9,0.0,23.6,4.3,12.2,0.0,0.0,0.0,10.267999999999999,12.7692,6.34,13259,13364,148197,62,55.31,63,24.756,32.7984,16.8069,22.2,9.4,36.0,49.2,68.8,64.725,39.7307,63.7284,296.5702,21568.21,19.8,5.4,test
-17419,Republic of Korea,EAS,warm_moist,127.27986000000001,37.00759,50.0,0,other,urban,0.0,0.0,0.0,0.0,4.8,31.2,0.0,0.0,0.0,0.0,4.2,0.0,43.1,6.3,9.7,0.0,0.0,0.0,9.177,11.2495,13.2,3515,3517,79116,61,53.85,63,24.3763,31.6359,17.1433,20.8,11.0,33.4,48.6,72.2,68.675,38.094,67.4398,332.5158,20894.5699,23.0,4.8,train
-17420,Republic of Korea,EAS,warm_moist,127.62893999999999,37.29866,50.0,3,other,urban,0.0,0.0,0.0,0.0,4.7,43.8,0.0,0.0,0.0,0.0,3.2,0.0,36.4,1.7,9.8,0.0,0.0,0.0,17.616,11.324000000000002,12.24,2892,2894,16591,60,50.5,62,23.0241,31.5491,14.4318,18.25,6.0,33.5,51.0,77.5,73.9062,38.9228,71.827,419.6578,25507.3536,33.0,8.75,train
-17421,Republic of Korea,EAS,warm_moist,127.07484,38.09644,50.0,58,other,urban,0.0,0.0,0.0,0.0,7.5,49.4,0.0,0.0,0.0,0.0,2.5,0.0,21.0,2.6,16.7,0.0,0.0,0.0,4.186,2.56751,4.85,1052,1053,13364,44,33.3,63,29.3099,38.4623,20.2207,26.5,13.0,41.5,55.75,76.7,74.625,45.3355,71.4451,392.7833,31278.3553,33.0,7.75,test
-17422,Republic of Korea,EAS,warm_moist,127.50976999999999,37.83122,50.0,28,other,urban,0.0,0.0,0.0,0.0,7.3,79.9,0.0,0.0,0.0,0.0,0.0,0.0,6.4,2.1,2.1,0.0,0.0,0.0,0.006999999999999999,4.08036,6.71,1075,1560,22375,56,32.37,63,28.2104,35.6046,20.8742,25.75,13.75,38.25,52.5,76.25,73.7188,42.8399,69.8091,383.09,26220.4401,32.75,7.5,train
-17423,Republic of Korea,EAS,warm_moist,127.59477,37.4856,50.0,4,other,urban,0.0,0.0,0.0,0.0,5.4,66.1,0.0,0.0,0.0,0.0,2.4,0.0,18.0,1.1,6.0,0.0,0.0,0.0,8.847000000000001,3.8507800000000003,10.99,1658,1659,21963,45,27.37,62,27.715999999999998,36.5796,19.0233,24.25,11.75,39.0,54.0,80.75,77.0625,44.2831,73.9562,458.4584,31054.3154,43.75,11.75,test
-17424,Republic of Korea,EAS,warm_moist,127.72048000000001,37.875640000000004,50.0,3,other,urban,0.0,1.9,0.0,0.0,8.2,80.9,0.0,0.0,0.0,0.0,0.0,0.0,4.3,2.2,1.3,0.0,0.0,0.0,9.095,1.62996,5.17,3868,3870,3874,63,57.14,63,26.5095,33.2167,19.8252,24.0,10.4,38.0,52.6,77.0,74.225,40.6421,70.2128,412.1423,25320.6443,32.2,8.4,train
-17425,Republic of Korea,EAS,warm_moist,127.7495,37.85707,50.0,37,other,urban,0.0,1.6,0.0,0.0,6.9,81.9,0.0,0.0,0.0,0.0,0.0,0.0,4.7,2.4,1.3,0.0,0.0,0.0,9.095,1.62996,5.17,3868,3870,3874,63,54.58,63,24.648000000000003,32.9081,16.4966,20.6,7.6,36.8,51.6,74.44,70.4,40.1847,67.7679,393.1215,25049.4741,27.0,8.6,train
-17426,Republic of Korea,EAS,cool_moist,127.95856,38.22439,50.0,66,other,rural,0.0,1.6,0.0,0.0,21.3,71.2,0.0,0.0,0.0,0.0,0.0,0.0,3.4,0.0,1.5,0.0,0.0,0.0,0.0,1.3418700000000001,2.29,481,481,3384,14,7.77,57,28.8105,36.4945,21.2946,27.0,17.0,38.4,49.84,68.4,65.7333,41.9997,63.0505,284.9397,21888.1532,16.2,3.2,train
-17427,Republic of Korea,EAS,warm_moist,129.03053,35.09993,50.0,18,other,urban,57.4,1.1,0.0,0.0,0.0,12.4,0.0,0.0,0.0,0.0,0.0,1.1,9.1,16.1,1.1,0.0,0.0,0.0,7.824,52.8245,10.05,151278,151278,184163,63,62.1,63,25.074,27.0277,23.035999999999998,24.0,15.2,33.4,42.8,57.123999999999995,54.025,32.7856,51.6861,103.574,7930.1403,2.8,0.8,train
-17428,Republic of Korea,EAS,warm_moist,129.04633,35.126709999999996,50.0,46,traffic,urban,44.7,1.3,0.0,0.0,0.0,19.6,0.0,0.0,0.0,0.0,1.0,1.1,11.8,16.9,2.1,0.0,0.0,0.0,7.824,53.3903,10.47,151278,151278,184163,63,63.0,63,17.3826,16.6509,18.0797,16.2,9.2,23.6,30.8,41.0,37.325,20.9756,39.5192,47.376000000000005,523.0852,0.0,0.0,train
-17429,Republic of Korea,EAS,warm_moist,129.07987,35.059779999999996,50.0,32,other,urban,61.5,1.0,0.0,0.0,0.0,11.2,0.0,0.0,0.0,0.0,0.0,0.0,7.0,15.9,0.0,0.0,0.0,0.0,0.0,52.8245,10.05,91911,98772,184163,46,37.69,63,32.3434,36.2154,28.5534,32.0,21.8,42.2,51.4,65.0,62.3,42.117,60.5936,228.217,19735.9969,9.4,2.2,train
-17430,Republic of Korea,EAS,warm_moist,129.06403999999998,35.15314,50.0,35,other,urban,44.7,1.3,0.0,0.0,0.0,19.6,0.0,0.0,0.0,0.0,1.0,1.1,11.8,16.9,2.1,0.0,0.0,0.0,7.824,53.3903,10.47,77751,149739,184163,63,63.0,63,24.4369,28.1633,20.7194,23.6,11.8,34.6,44.6,58.523999999999994,55.075,34.4607,53.4474,133.6474,9555.8166,1.4,0.4,train
-17431,Republic of Korea,EAS,warm_moist,129.07777,35.206720000000004,50.0,0,traffic,urban,39.2,1.3,0.0,0.0,1.7,21.9,0.0,0.0,0.0,0.0,0.0,0.0,13.2,17.7,2.9,0.0,0.0,0.0,11.777000000000001,52.8803,9.91,79867,155746,184163,63,62.79,63,15.8417,17.2693,14.3945,13.6,7.4,21.6,30.2,43.2,39.1,21.3226,39.0988,48.632,1312.6336,0.2,0.2,train
-17432,Republic of Korea,EAS,warm_moist,129.10433,35.20487,50.0,11,other,urban,39.2,1.3,0.0,0.0,1.7,21.9,0.0,0.0,0.0,0.0,0.0,0.0,13.2,17.7,2.9,0.0,0.0,0.0,11.777000000000001,52.8936,9.84,155746,184163,184163,63,62.86,63,26.6184,32.2339,21.1238,25.8,13.8,36.6,47.8,65.0,61.9,38.4566,58.4012,236.2896,16465.2547,10.2,1.8,train
-17433,Republic of Korea,EAS,warm_moist,128.08628000000002,35.12955,50.0,41,other,urban,5.5,2.1,0.0,0.0,0.0,63.9,0.0,0.0,0.0,0.0,0.0,0.0,13.3,4.7,8.0,0.0,0.0,0.0,6.277,8.92424,5.79,6413,7971,7971,59,48.95,63,26.5106,30.2109,22.7888,26.6,15.0,36.0,45.2,58.8,55.8917,35.7976,53.4578,163.2036,11384.3692,3.8,0.6,train
-17434,Republic of Korea,EAS,warm_moist,128.98421000000002,35.14615,50.0,5,other,urban,41.9,1.2,0.0,0.0,1.1,21.0,0.0,0.0,0.0,0.0,1.1,1.1,12.7,17.0,2.4,0.0,0.0,0.0,0.0,5.4753099999999995,10.31,86423,149394,184163,63,62.98,63,24.4076,29.0886,19.7342,22.0,11.2,34.0,45.8,64.792,60.85,35.5061,57.4539,243.2402,13804.2092,9.6,1.4,train
-17435,Republic of Korea,EAS,warm_moist,129.01965,35.21605,50.0,64,other,urban,21.7,1.4,0.0,0.0,3.8,31.2,0.0,0.0,0.0,0.0,1.0,0.0,17.0,17.8,4.6,0.0,0.0,0.0,14.45,52.8803,9.91,53516,91297,184163,63,62.57,63,26.0498,31.7006,20.4145,24.8,12.2,36.4,48.0,67.49600000000001,63.575,38.5911,60.1477,262.0771,16960.9853,12.4,2.4,train
-17436,Republic of Korea,EAS,warm_moist,129.08952,35.27548,50.0,163,other,urban,17.4,1.2,0.0,0.0,5.2,34.8,0.0,0.0,0.0,0.0,0.0,0.0,16.5,17.6,5.5,0.0,0.0,0.0,11.620999999999999,52.8803,9.91,42534,67261,184163,63,56.27,63,24.6416,30.4341,18.8911,24.2,11.8,33.8,44.4,63.0,59.975,36.4866,57.1005,252.1472,12773.4302,8.4,2.4,train
-17437,Republic of Korea,EAS,warm_moist,129.17415,35.170629999999996,50.0,20,other,urban,52.8,1.1,0.0,0.0,1.3,16.8,0.0,0.0,0.0,0.0,0.0,0.0,8.4,15.9,2.1,0.0,0.0,0.0,0.0,53.085,10.09,95513,184163,184163,62,50.62,63,32.8006,37.0807,28.7102,32.2,20.2,43.2,54.8,73.0,69.0417,43.5209,65.8002,340.7516,25783.6099,25.8,5.4,train
-17438,Republic of Korea,EAS,warm_moist,128.96688,35.08299,50.0,17,other,urban,52.6,1.4,0.0,0.0,0.0,14.9,0.0,0.0,0.0,0.0,0.0,1.2,10.4,15.6,1.5,0.0,0.0,0.0,0.0,39.779,9.36,7983,135722,184163,63,59.45,63,25.230999999999998,29.5368,21.0512,23.8,13.8,34.0,44.4,60.4,57.2917,35.3032,55.1803,171.1441,12050.6474,6.6,1.2,train
-17439,Republic of Korea,EAS,warm_moist,128.9552,35.21002,50.0,2,other,urban,13.1,1.2,0.0,0.0,3.2,33.6,0.0,0.0,0.0,0.0,1.2,1.1,20.5,21.0,4.7,0.0,0.0,0.0,14.45,39.5427,9.92,5120,31617,184163,63,62.52,63,24.6695,31.3041,18.22,23.4,11.6,33.6,46.0,65.57600000000001,62.3,37.5201,58.7396,265.7947,15614.0095,11.2,3.2,train
-17440,Republic of Korea,EAS,warm_moist,128.85502,35.09433,50.0,7,other,urban,44.8,3.1,0.0,0.0,0.0,19.5,0.0,0.0,0.0,0.0,1.0,1.4,11.4,15.5,1.8,0.0,0.0,0.0,0.0,39.4592,8.9,8855,22742,155746,63,58.06,63,31.8487,36.834,26.9996,31.2,20.2,41.6,53.4,72.2,69.4,43.4516,64.9061,363.5044,24527.7789,21.8,4.8,train
-17441,Republic of Korea,EAS,warm_moist,129.07832,35.18468,50.0,17,other,urban,39.2,1.3,0.0,0.0,1.7,21.9,0.0,0.0,0.0,0.0,0.0,0.0,13.2,17.7,2.9,0.0,0.0,0.0,11.777000000000001,53.3903,10.47,79867,155746,184163,63,63.0,63,24.4777,28.3774,20.5807,23.8,12.8,33.4,43.6,59.62,56.225,34.3381,53.7864,163.8708,10247.1369,5.0,0.4,train
-17442,Republic of Korea,EAS,warm_moist,129.21582,35.23874,50.0,46,other,urban,42.7,1.2,0.0,0.0,2.6,22.9,0.0,0.0,0.0,0.0,0.0,0.0,9.7,16.2,3.2,0.0,0.0,0.0,3.907,0.055587,9.3,37497,139581,184163,63,53.11,63,30.456999999999997,34.6019,26.4281,30.0,20.6,38.8,48.2,64.0,60.7131,40.3237,57.7613,209.1171,15679.1904,7.4,1.4,train
-17443,Republic of Korea,EAS,warm_moist,129.18023,35.32562,50.0,98,other,urban,26.3,1.1,0.0,0.0,5.0,35.6,0.0,0.0,0.0,0.0,0.0,0.0,11.2,13.7,5.0,0.0,0.0,0.0,4.919,12.827,9.06,7311,30888,184163,63,52.7,63,32.0554,37.1378,27.1567,31.2,20.0,41.4,52.4,71.2,67.6321,43.3202,64.76100000000001,381.6077,23244.9778,22.0,7.2,train
-17444,Republic of Korea,EAS,warm_moist,129.04548,35.1294,50.0,46,other,urban,44.7,1.3,0.0,0.0,0.0,19.6,0.0,0.0,0.0,0.0,1.0,1.1,11.8,16.9,2.1,0.0,0.0,0.0,7.824,53.3903,10.47,151278,151278,184163,63,63.0,63,29.6283,33.0675,28.4622,30.0,21.6667,38.6667,48.6667,63.3333,60.4167,38.8166,54.9626,194.1103,14054.5443,7.0,1.0,train
-17445,Republic of Korea,EAS,warm_moist,129.09265,35.22977,50.0,115,other,urban,27.8,1.4,0.0,0.0,3.3,27.8,0.0,0.0,0.0,0.0,0.0,0.0,15.5,17.7,4.2,0.0,0.0,0.0,11.777000000000001,52.8803,9.91,67261,79867,184163,63,62.34,63,27.0268,31.5745,22.4966,26.0,15.6,36.2,46.02,63.391999999999996,60.1,37.6289,56.5678,258.1918,14030.443000000001,8.2,3.2,train
-17446,Republic of Korea,EAS,warm_moist,129.10781,35.1527,50.0,114,other,urban,50.8,1.2,0.0,0.0,0.0,16.5,0.0,0.0,0.0,0.0,0.0,0.0,9.8,17.0,1.8,0.0,0.0,0.0,7.824,53.085,10.09,149739,155746,184163,63,61.04,63,32.459,36.391,28.6708,32.0,21.6,42.0,51.6,69.2,65.5512,42.3988,62.3484,297.4817,21675.0538,15.8,4.4,train
-17447,Republic of Korea,EAS,warm_moist,129.01722,35.114470000000004,50.0,98,other,urban,41.9,1.2,0.0,0.0,1.1,21.0,0.0,0.0,0.0,0.0,1.1,1.1,12.7,17.0,2.4,0.0,0.0,0.0,0.0,53.3903,10.47,151278,151278,184163,63,62.97,63,32.9445,36.0251,29.9335,31.5,21.5,43.0,54.5,71.5,67.625,42.9673,65.8667,296.3817,22701.7047,17.5,3.0,train
-17448,Republic of Korea,EAS,warm_moist,128.5739,35.218109999999996,50.0,70,other,urban,13.0,2.5,0.0,0.0,1.1,44.6,0.0,0.0,0.0,0.0,0.0,0.0,23.0,8.9,5.3,0.0,0.0,0.0,1.933,20.452,6.66,24684,26950,32344,63,61.43,63,25.1793,30.2127,20.2408,23.4,14.2,33.2,45.0,63.216,60.2107,36.1475,57.0955,250.4281,13811.9378,8.6,1.2,train
-17449,Republic of Korea,EAS,warm_moist,128.60249,35.21759,50.0,23,other,urban,13.0,2.5,0.0,0.0,1.1,44.6,0.0,0.0,0.0,0.0,0.0,0.0,23.0,8.9,5.3,0.0,0.0,0.0,1.933,20.452,7.63,26950,32327,32344,63,62.86,63,25.0232,30.6184,19.3878,22.4,11.6,34.75,47.0,67.2,63.4,37.8555,61.0628,313.8726,17579.8708,13.0,3.6,train
-17450,Republic of Korea,EAS,warm_moist,129.41836,35.502829999999996,50.0,58,other,urban,57.1,0.0,0.0,0.0,2.3,19.5,0.0,0.0,0.0,0.0,0.0,0.0,7.8,8.9,2.3,0.0,0.0,0.0,0.0,35.8363,9.11,25031,76290,105437,63,56.1,63,31.0531,34.8941,27.3201,30.4,20.8,40.0,49.8,65.2,62.0,40.5154,59.7576,285.9893,18090.9923,13.6,3.6,train
-17451,Republic of Korea,EAS,warm_moist,129.31995,35.55407,50.0,5,other,urban,30.5,0.0,0.0,0.0,5.3,35.7,0.0,0.0,0.0,0.0,0.0,0.0,12.9,9.3,4.2,0.0,0.0,0.0,3.412,36.0369,8.82,105437,105437,105437,63,62.48,63,23.476999999999997,28.7917,18.1721,23.2,10.4,33.4,43.8,59.8,56.275,35.1001,54.3684,192.498,11928.168,7.4,2.4,train
-17452,Republic of Korea,EAS,warm_moist,129.33897,35.49727,50.0,19,other,urban,35.9,0.0,0.0,0.0,4.1,32.1,0.0,0.0,0.0,0.0,0.0,0.0,11.8,9.8,4.2,0.0,0.0,0.0,3.4819999999999998,45.7879,9.54,19663,102114,105437,63,62.63,63,26.5874,30.5799,22.6292,24.6,15.8,34.8,46.2,66.248,62.35,36.6049,58.3159,311.8375,14287.7609,14.0,4.8,train
-17453,Republic of Korea,EAS,warm_moist,129.35925,35.51637,50.0,9,other,urban,30.5,0.0,0.0,0.0,5.3,35.7,0.0,0.0,0.0,0.0,0.0,0.0,12.9,9.3,4.2,0.0,0.0,0.0,3.4819999999999998,36.0369,8.82,84626,102114,105437,63,63.0,63,25.0188,30.3962,19.749000000000002,23.6,13.4,34.2,44.4,61.8,57.075,36.1911,57.3499,242.5308,12638.3964,7.8,3.8,train
-17454,Republic of Korea,EAS,warm_moist,129.32583,35.526109999999996,50.0,9,other,urban,30.5,0.0,0.0,0.0,5.3,35.7,0.0,0.0,0.0,0.0,0.0,0.0,12.9,9.3,4.2,0.0,0.0,0.0,3.412,36.0369,8.82,102114,105437,105437,63,62.63,63,28.1738,34.3356,22.0705,26.8,14.4,38.6,50.74,71.844,68.4179,41.0956,63.0796,372.0991,21881.1641,22.6,8.8,train
-17455,Republic of Korea,EAS,warm_moist,129.3318,35.54437,50.0,3,other,urban,30.5,0.0,0.0,0.0,5.3,35.7,0.0,0.0,0.0,0.0,0.0,0.0,12.9,9.3,4.2,0.0,0.0,0.0,3.412,36.0369,8.82,102114,105437,105437,63,62.87,63,25.4836,31.1714,19.8751,25.0,12.6,35.4,46.0,63.6,60.275,37.684,58.0907,233.5048,14580.9358,9.6,2.8,train
-17456,Republic of Korea,EAS,warm_moist,129.30743999999999,35.5322,50.0,30,traffic,urban,20.4,0.0,0.0,0.0,7.3,41.8,0.0,0.0,0.0,0.0,0.0,0.0,14.0,9.6,4.7,0.0,0.0,0.0,3.412,36.0369,8.82,102114,105437,105437,63,62.11,63,21.0228,26.4323,15.6662,17.8,8.4,29.2,42.4,65.844,61.4036,32.6628,57.4447,340.1884,13065.2112,12.0,4.8,train
-17457,Republic of Korea,EAS,warm_moist,129.30806,35.53472,50.0,30,other,urban,20.4,0.0,0.0,0.0,7.3,41.8,0.0,0.0,0.0,0.0,0.0,0.0,14.0,9.6,4.7,0.0,0.0,0.0,3.412,36.0369,8.82,102114,105437,105437,63,62.11,63,28.6759,35.1797,22.3721,27.4,15.2,39.2,51.0,70.6,66.5,41.9265,62.972,330.275,21887.7181,19.2,5.0,train
-17458,Republic of Korea,EAS,warm_moist,129.31452,35.434779999999996,50.0,59,other,urban,31.1,0.0,0.0,0.0,4.3,35.4,0.0,0.0,0.0,0.0,0.0,0.0,11.2,11.1,4.6,0.0,0.0,0.0,3.4819999999999998,45.7879,9.54,4947,19663,105437,63,58.97,63,24.3915,31.4346,17.4332,23.8,10.2,34.6,45.4,64.66,61.475,37.5884,56.9793,260.9044,14485.8509,10.4,3.6,train
-17459,Republic of Korea,EAS,warm_moist,129.26078,35.559329999999996,50.0,35,other,urban,10.7,0.0,0.0,0.0,9.7,47.5,0.0,0.0,0.0,0.0,0.0,0.0,14.4,10.3,5.3,0.0,0.0,0.0,0.076,35.7857,7.95,4939,49861,105437,63,57.0,63,22.024,30.1992,13.9657,18.4,6.0,32.0,46.0,69.6,65.7214,37.244,62.2647,362.6991,17651.7065,17.4,7.0,train
-17460,Republic of Korea,EAS,warm_moist,129.37112,35.559470000000005,50.0,8,other,urban,41.0,0.0,0.0,0.0,3.9,29.1,0.0,0.0,0.0,0.0,0.0,0.0,11.0,9.1,3.6,0.0,0.0,0.0,0.0,36.0369,8.82,72063,105437,105437,63,60.44,63,24.1339,31.7212,16.593,22.6,7.6,36.0,47.6,64.4,60.0,38.4657,59.0655,279.9077,16197.8772,10.2,4.2,train
-17461,Republic of Korea,EAS,warm_moist,128.07807,35.19828,50.0,32,other,urban,2.0,1.5,0.0,0.0,0.0,68.5,0.0,0.0,0.0,0.0,0.0,0.0,13.3,4.1,8.3,0.0,0.0,0.0,4.672,8.92424,5.79,7967,7971,7971,63,52.93,63,29.0262,38.1605,23.6812,29.75,16.25,41.25,55.0,77.92,73.4688,44.8325,65.7793,429.5216,32622.53,38.5,12.75,train
-17462,Republic of Korea,EAS,warm_moist,128.0837,35.19209,50.0,32,other,urban,2.0,1.5,0.0,0.0,0.0,68.5,0.0,0.0,0.0,0.0,0.0,0.0,13.3,4.1,8.3,0.0,0.0,0.0,4.672,8.92424,5.79,7967,7971,7971,63,57.44,63,23.9606,29.133000000000003,18.8787,23.6,12.0,33.2,43.2,59.483999999999995,55.525,35.0796,56.5776,223.827,11736.2076,7.4,3.2,train
-17463,Republic of Korea,EAS,warm_moist,128.12246000000002,35.180859999999996,50.0,3,other,urban,1.4,1.4,0.0,0.0,0.0,68.3,0.0,0.0,0.0,0.0,0.0,0.0,15.1,4.1,7.5,0.0,0.0,0.0,20.55,8.92424,5.87,7967,7971,8362,63,59.03,63,27.7171,35.0473,20.5246,26.0,12.0,39.2,52.2,72.344,67.725,42.4125,67.3769,354.5651,24546.1553,21.8,7.6,train
-17464,Republic of Korea,EAS,warm_moist,128.64401,35.240320000000004,50.0,7,other,urban,14.3,2.4,0.0,0.0,1.1,41.3,0.0,0.0,0.0,0.0,0.0,0.0,24.0,9.4,5.5,0.0,0.0,0.0,2.6839999999999997,20.452,7.63,32327,32344,32344,63,62.75,63,29.9943,37.6418,22.5433,28.0,15.0,41.2,55.6,77.6,73.675,44.9496,69.42699999999999,409.4755,30675.4033,34.6,8.8,train
-17465,Republic of Korea,EAS,warm_moist,128.65749,35.21152,50.0,6,other,urban,14.3,2.4,0.0,0.0,1.1,41.3,0.0,0.0,0.0,0.0,0.0,0.0,24.0,9.4,5.5,0.0,0.0,0.0,2.6839999999999997,20.452,7.63,32344,32344,32344,62,62.63,63,30.3457,37.5842,23.1714,28.6,14.2,41.6,56.4,78.992,75.4,45.0359,70.1429,428.4692,31752.4757,39.2,10.8,train
-17466,Republic of Korea,EAS,warm_moist,128.68363,35.20745,50.0,19,other,urban,22.4,3.2,0.0,0.0,1.1,34.9,0.0,0.0,0.0,0.0,0.0,0.0,21.1,10.8,4.2,0.0,0.0,0.0,2.6839999999999997,20.452,7.63,32344,32344,32344,63,61.43,63,31.463,38.5415,24.5645,29.2,15.4,43.4,58.0,79.2,75.7,45.8772,70.9537,409.1922,33196.4858,39.0,10.6,train
-17467,Republic of Korea,EAS,warm_moist,128.68399,35.236309999999996,50.0,31,other,urban,15.0,2.4,0.0,0.0,1.2,38.2,0.0,0.0,0.0,0.0,0.0,0.0,24.3,11.2,5.7,0.0,0.0,0.0,2.6839999999999997,20.452,7.63,32327,32344,32344,63,60.87,63,29.4597,37.0602,22.0361,28.2,15.0,39.6,53.8,77.2,72.75,44.2011,69.9072,420.3482,28358.1578,34.0,10.8,train
-17468,Republic of Korea,EAS,warm_moist,128.66465,35.23415,50.0,20,traffic,urban,14.3,2.4,0.0,0.0,1.1,41.3,0.0,0.0,0.0,0.0,0.0,0.0,24.0,9.4,5.5,0.0,0.0,0.0,2.6839999999999997,20.452,7.63,32327,32344,32344,63,62.66,63,25.416,33.1638,17.7579,23.0,9.4,35.8,51.0,74.4,69.775,40.6126,66.4976,386.6863,23441.2329,23.2,8.2,train
-17469,Republic of Korea,EAS,warm_moist,128.69825,35.22173,50.0,40,other,urban,15.0,2.4,0.0,0.0,1.2,38.2,0.0,0.0,0.0,0.0,0.0,0.0,24.3,11.2,5.7,0.0,0.0,0.0,1.714,20.452,7.63,32327,32344,32344,63,60.05,63,29.5263,37.1964,21.9697,28.1,14.2,41.0,55.74,79.0,75.225,44.4197,70.4891,450.8683,30388.2499,35.8,12.0,train
-17470,Republic of Korea,EAS,warm_moist,128.68954,35.154990000000005,50.0,0,other,urban,30.8,3.8,0.0,0.0,1.1,33.1,0.0,0.0,0.0,0.0,0.0,1.3,15.4,10.2,2.9,0.0,0.0,0.0,0.0,0.0,8.22,22923,32344,32344,62,57.36,63,31.1152,37.6027,25.8797,31.0,19.75,41.25,53.0,73.25,69.4688,44.2155,61.6213,376.5368,25927.7862,22.75,7.25,train
-17471,Republic of Korea,EAS,warm_moist,127.75138999999999,35.06769,50.0,11,other,urban,8.5,1.0,0.0,0.0,6.3,59.1,0.0,0.0,0.0,0.0,0.0,0.0,10.0,5.5,7.6,0.0,0.0,0.0,4.958,2.62962,7.01,4559,5929,7846,39,19.08,63,31.1477,37.1973,25.191999999999997,29.4,19.4,40.4,51.6,69.4,66.6429,42.8737,66.1246,320.5445,24011.4141,22.2,9.0,train
-17472,Republic of Korea,EAS,warm_moist,128.88336,35.236940000000004,50.0,23,other,urban,13.0,1.2,0.0,0.0,2.6,31.0,0.0,0.0,0.0,0.0,1.3,0.0,22.7,21.8,4.8,0.0,0.0,0.0,39.341,39.5755,9.19,22086,22097,155746,63,62.04,63,26.3491,32.6516,20.1193,24.4,13.2,36.4,49.4,69.0,65.15,39.4847,63.2231,294.897,19598.096999999998,15.0,2.8,train
-17473,Republic of Korea,EAS,warm_moist,128.91179,35.24429,50.0,195,other,urban,13.0,1.2,0.0,0.0,2.6,31.0,0.0,0.0,0.0,0.0,1.3,0.0,22.7,21.8,4.8,0.0,0.0,0.0,39.341,39.5427,9.92,22086,22086,184163,63,59.11,63,28.9827,34.0944,23.9147,27.2,17.0,38.6,50.6,69.072,65.3,40.492,63.1791,324.471,20404.217,15.0,3.8,train
-17474,Republic of Korea,EAS,warm_moist,128.80722,35.20236,50.0,42,other,urban,22.9,2.8,0.0,0.0,1.1,29.2,0.0,0.0,0.0,0.0,1.0,1.1,21.1,16.3,3.9,0.0,0.0,0.0,18.463,39.5755,9.19,22097,22490,151278,62,59.29,63,26.8315,35.7917,18.1095,24.0,9.5,38.5,54.0,79.0,74.3125,44.4392,68.9167,465.2573,29195.5509,36.5,10.5,train
-17475,Republic of Korea,EAS,warm_moist,128.58733,34.71009,50.0,18,other,rural,73.6,4.8,0.0,0.0,1.5,14.8,0.0,0.0,0.0,0.0,0.0,0.0,1.5,1.8,0.0,0.0,0.0,0.0,0.0,0.270414,5.27,185,1146,9142,7,6.27,63,39.4511,42.4599,36.5298,37.8,29.8,48.2,59.38,75.8,72.675,47.2106,67.40899999999999,348.2016,32205.2105,28.2,6.4,val
-17476,Republic of Korea,EAS,warm_moist,128.69093999999998,34.86476,50.0,99,other,urban,68.0,6.1,0.0,0.0,1.5,18.2,0.0,0.0,0.0,0.0,0.0,1.3,1.9,1.8,0.0,0.0,0.0,0.0,2.8930000000000002,6.7892,6.14,7595,7932,14135,62,48.81,63,32.8001,37.0589,31.8539,32.3333,23.3333,43.0,55.6667,75.0,70.7917,43.5436,60.93600000000001,356.5023,25075.6204,22.6667,5.3333,val
-17477,Republic of Korea,EAS,warm_moist,128.09124,35.082770000000004,50.0,9,other,urban,11.9,2.7,0.0,0.0,0.0,57.7,0.0,0.0,0.0,0.0,0.0,1.3,12.6,4.8,7.4,0.0,0.0,0.0,0.0,9.02646,6.68,4039,6413,7971,61,45.19,63,31.7241,41.2172,22.2812,29.0,15.0,44.0,60.0,83.0,79.625,49.4331,77.6126,550.3372,40498.7746,51.0,20.5,train
-17478,Republic of Korea,EAS,warm_moist,128.6757,35.37305,50.0,5,other,rural,0.0,0.0,0.0,0.0,1.7,52.7,0.0,0.0,0.0,0.0,0.0,0.0,26.7,9.2,8.0,0.0,0.0,0.0,21.974,8.24496,6.57,21448,32294,32344,34,34.23,63,30.2965,39.0907,21.8408,28.0,15.0,41.4,56.0,79.0,75.6667,45.8379,72.8932,432.3071,33285.9946,40.4,11.2,train
-17479,Republic of Korea,EAS,warm_moist,129.04095,35.34581,50.0,20,other,urban,3.9,0.0,0.0,0.0,6.9,43.6,0.0,0.0,0.0,0.0,0.0,0.0,21.4,15.3,6.6,0.0,0.0,0.0,11.620999999999999,12.827,8.41,7477,7481,184163,63,55.42,63,25.6569,33.4694,18.0035,24.0,9.4,36.2,50.0,72.2,67.7357,40.7912,64.9178,351.9774,22648.9694,22.4,6.8,train
-17480,Republic of Korea,EAS,warm_moist,129.172,35.41441,50.0,28,other,urban,13.6,0.0,0.0,0.0,8.0,45.4,0.0,0.0,0.0,0.0,0.0,0.0,12.9,11.6,5.8,0.0,0.0,0.0,0.14300000000000002,12.8944,7.84,7473,7473,184163,63,45.15,63,25.8475,32.4027,19.3678,23.2,10.8,35.8,49.6,72.6,68.125,38.7014,65.093,393.2501,20630.8378,23.2,6.8,train
-17481,Republic of Korea,EAS,warm_moist,129.33763000000002,35.4381,50.0,32,other,urban,41.3,0.0,0.0,0.0,3.5,28.8,0.0,0.0,0.0,0.0,0.0,0.0,10.3,10.2,3.7,0.0,0.0,0.0,3.4819999999999998,45.7879,9.54,4947,19663,105437,63,60.03,63,25.4106,28.2142,22.6853,23.6,15.6,32.8,42.4,61.684,57.9857,33.7064,53.5258,264.8916,11166.1057,9.4,3.2,train
-17482,Republic of Korea,EAS,warm_moist,129.30592,35.493109999999994,50.0,12,other,urban,25.8,0.0,0.0,0.0,5.8,38.5,0.0,0.0,0.0,0.0,0.0,0.0,12.7,10.0,5.0,0.0,0.0,0.0,3.4819999999999998,45.7879,9.54,4944,42408,105437,63,57.69,63,25.8153,33.9376,17.8275,24.6,10.4,36.6,48.6,70.512,67.2917,40.6813,61.5533,365.6093,20083.4988,20.8,6.8,train
-17483,Republic of Korea,EAS,warm_moist,129.35515,35.62558,50.0,16,other,urban,22.1,0.0,0.0,0.0,6.8,42.7,0.0,0.0,0.0,0.0,0.0,0.0,13.3,9.2,3.7,0.0,0.0,0.0,0.17,35.9464,7.76,24263,72063,105437,63,53.2,63,25.6106,33.5562,17.7848,24.6,10.45,36.95,48.8,67.796,64.075,39.9853,62.5329,310.9341,18888.209,15.0,4.4,train
-17484,Republic of Korea,EAS,warm_moist,129.11377,35.55833,50.0,26,other,urban,0.0,0.0,0.0,0.0,12.0,63.4,0.0,0.0,0.0,0.0,0.0,0.0,11.5,5.1,7.2,0.0,0.0,0.0,0.249,6.31492,6.79,4939,4942,105437,63,45.79,63,33.6244,40.8582,26.5357,32.5,20.0,44.0,57.5,80.0,75.5625,47.9507,72.5349,442.1781,34268.492,43.5,10.0,val
-17485,Republic of Korea,EAS,warm_moist,127.9102,35.643190000000004,50.0,19,other,rural,0.0,0.0,0.0,0.0,4.6,77.8,0.0,0.0,0.0,0.0,0.0,0.0,10.3,0.0,5.5,0.0,0.0,0.0,0.25,2.67143,2.9,1212,1226,2191,18,18.72,62,27.8079,35.5072,17.9879,24.0,11.0,38.25,52.25,71.265,68.6562,41.3596,68.6287,276.0548,24151.12,23.5,2.5,train
-17486,Republic of Korea,EAS,warm_moist,126.92333,35.14583,50.0,26,other,urban,0.0,0.0,0.0,0.0,0.0,51.2,0.0,0.0,0.0,0.0,0.0,0.0,23.9,11.9,11.2,0.0,0.0,0.0,6.287999999999999,17.3873,5.0,68589,73132,73132,63,59.83,63,25.0393,29.862,20.3474,23.6,11.6,35.4,48.0,63.8,61.475,36.3913,60.6399,212.8503,15262.0104,9.2,1.0,train
-17487,Republic of Korea,EAS,warm_moist,126.88968,35.15665,50.0,26,other,urban,0.0,0.0,0.0,0.0,0.0,45.2,0.0,0.0,0.0,0.0,0.0,0.0,27.2,12.3,13.7,0.0,0.0,0.0,6.287999999999999,17.5388,4.95,65843,68589,73132,63,62.96,63,25.4556,30.7818,20.238,23.8,11.4,36.2,49.8,67.4,64.425,37.7213,62.8378,249.1103,18512.6031,14.4,1.4,train
-17488,Republic of Korea,EAS,warm_moist,126.85328999999999,35.15163,50.0,14,traffic,urban,0.0,0.0,0.0,0.0,0.0,40.1,0.0,0.0,0.0,0.0,0.0,0.0,30.2,12.2,16.1,0.0,0.0,0.0,22.151999999999997,17.5388,4.95,65843,68589,73132,63,62.55,63,21.8529,25.5739,18.1836,20.4,9.2,31.2,42.4,56.8,53.8417,31.9455,53.9906,111.6107,9131.5636,1.6,0.2,train
-17489,Republic of Korea,EAS,warm_moist,126.93215,35.17388,50.0,47,other,urban,0.0,0.0,0.0,0.0,0.0,50.1,0.0,0.0,0.0,0.0,0.0,0.0,23.4,12.0,12.6,0.0,0.0,0.0,6.287999999999999,17.3873,5.0,69999,73132,73132,63,56.83,63,28.0826,33.2581,23.0663,26.2,14.2,38.8,52.2,70.464,67.8143,40.2461,66.2,287.5817,22057.9826,19.8,3.4,train
-17490,Republic of Korea,EAS,warm_moist,126.85693,35.176109999999994,50.0,5,traffic,urban,0.0,0.0,0.0,0.0,0.0,42.6,0.0,0.0,0.0,0.0,0.0,0.0,27.5,12.3,16.0,0.0,0.0,0.0,22.151999999999997,17.5388,4.95,51111,73132,73132,63,62.84,63,19.6174,24.0058,15.3533,16.6,5.8,29.2,42.2,59.528,55.675,30.3696,57.4528,170.5693,9268.7921,4.8,0.8,train
-17491,Republic of Korea,EAS,warm_moist,126.86032,35.22933,50.0,1,other,urban,0.0,0.0,0.0,0.0,0.0,44.2,0.0,0.0,0.0,0.0,0.0,0.0,26.5,12.3,15.3,0.0,0.0,0.0,1.281,17.4094,4.59,15170,51111,73132,63,59.96,63,31.1642,38.5147,24.073,29.4,17.4,41.8,54.4,70.8,68.0417,44.5783,66.8642,269.6978,27234.9357,20.6,2.0,train
-17492,Republic of Korea,EAS,warm_moist,126.79883000000001,35.14073,50.0,6,other,urban,0.0,0.0,0.0,0.0,0.0,35.6,0.0,0.0,0.0,0.0,0.0,0.0,33.4,12.2,17.3,0.0,0.0,0.0,22.151999999999997,17.5388,4.56,28413,31161,73132,62,60.43,63,25.8556,31.3023,20.5093,24.4,12.2,36.8,49.4,65.104,62.5083,37.9294,61.1994,212.5681,17423.8423,9.8,0.6,train
-17493,Republic of Korea,EAS,warm_moist,126.80776000000002,35.20436,50.0,22,other,urban,0.0,0.0,0.0,0.0,0.0,37.7,0.0,0.0,0.0,0.0,0.0,0.0,31.2,12.4,17.3,0.0,0.0,0.0,1.281,17.4094,4.59,24801,51111,73132,63,58.34,63,28.8407,35.4691,22.3073,26.8,15.0,39.6,52.4,69.6,66.2,42.015,64.1889,267.3265,23373.6804,16.2,1.4,train
-17494,Republic of Korea,EAS,warm_moist,126.8933,35.13192,50.0,31,other,urban,0.0,0.0,0.0,0.0,0.0,45.2,0.0,0.0,0.0,0.0,0.0,0.0,27.2,12.3,13.7,0.0,0.0,0.0,6.287999999999999,17.5388,4.95,68589,73132,73132,63,61.35,63,25.0144,30.186999999999998,19.9513,23.0,10.2,36.2,49.6,66.0,63.05,37.0098,62.6886,234.6432,16901.9007,12.2,2.0,train
-17495,Republic of Korea,EAS,warm_moist,127.14063999999999,35.82351,50.0,31,other,urban,0.0,0.0,0.0,0.0,3.1,47.0,0.0,0.0,0.0,0.0,0.0,0.0,36.5,5.6,7.2,0.0,0.0,0.0,17.746,17.4625,5.68,58740,58771,58771,63,60.88,63,26.1878,32.3622,19.9655,22.8,11.8,36.8,52.8,72.2,68.9,38.8875,64.3944,306.9719,23948.3858,26.8,4.2,test
-17496,Republic of Korea,EAS,warm_moist,126.39161999999999,34.80598,50.0,13,other,urban,32.8,1.9,0.0,0.0,0.0,7.8,0.0,0.0,1.1,0.0,2.9,5.5,37.9,2.9,4.9,0.0,1.7,0.0,2.44,13.6533,2.89,21234,21234,21234,63,58.73,63,30.6151,33.9544,27.3971,29.8,20.0,40.0,50.2,64.6,61.9821,38.9544,57.964,188.5094,20136.3795,14.6,0.8,test
-17497,Republic of Korea,EAS,warm_moist,126.43457,34.80428,50.0,1,other,urban,27.1,1.5,0.0,0.0,0.0,10.7,0.0,0.0,1.0,0.0,2.7,3.9,41.7,3.0,6.1,0.0,1.4,0.0,2.44,13.6528,3.29,8935,21234,21234,62,60.04,63,30.0101,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,58.1948,-999.0,-999.0,-999.0,-999.0,test
-17498,Republic of Korea,EAS,warm_moist,127.72792,34.746959999999994,50.0,76,other,urban,60.0,1.7,0.0,0.0,1.6,15.9,0.0,0.0,0.0,0.0,0.0,3.2,6.7,6.4,2.9,0.0,0.0,0.0,0.0,4.3227,7.09,7689,10809,10859,61,52.36,63,27.6965,32.9485,22.5197,26.8,16.6,37.0,48.2,64.192,60.9,38.3376,57.0761,257.7143,16022.2807,9.0,2.4,train
-17499,Republic of Korea,EAS,warm_moist,127.72464,34.850190000000005,50.0,37,other,urban,40.7,1.9,0.0,0.0,1.5,24.8,0.0,0.0,0.0,0.0,0.0,2.9,12.5,8.9,4.7,0.0,0.0,0.0,4.197,29.2323,7.89,5675,10854,10859,61,55.32,63,30.4871,34.9815,26.0338,28.8,20.0,38.8,50.2,66.6,63.525,40.244,61.8758,246.4556,18535.8152,13.6,3.8,train
-17500,Republic of Korea,EAS,warm_moist,127.70288000000001,34.75459,50.0,104,other,urban,57.8,2.2,0.0,0.0,1.5,15.7,0.0,0.0,0.0,0.0,0.0,3.4,8.0,6.6,3.2,0.0,0.0,0.0,0.0,4.3227,7.09,6184,10859,10859,62,56.43,63,30.4347,35.4725,25.4499,29.2,18.8,40.4,52.0,69.4,67.3,41.2749,60.879,301.7783,21952.4384,19.0,5.2,train
-17501,Republic of Korea,EAS,warm_moist,127.65368000000001,34.787620000000004,50.0,18,other,urban,45.5,2.0,0.0,0.0,1.5,19.5,0.0,0.0,0.0,0.0,0.0,3.5,12.0,8.7,5.4,0.0,0.0,0.0,23.008000000000003,2.23665,6.81,10840,10859,10859,63,58.09,63,29.8249,37.8484,25.6144,31.0,19.0,42.3333,54.0,70.6667,67.1667,43.8768,60.2717,339.7923,26947.4083,20.3333,4.6667,train
-17502,Republic of Korea,EAS,warm_moist,127.74678,34.753890000000006,50.0,12,other,urban,60.0,1.7,0.0,0.0,1.6,15.9,0.0,0.0,0.0,0.0,0.0,3.2,6.7,6.4,2.9,0.0,0.0,0.0,0.0,4.3227,7.09,7689,10809,10859,61,49.23,63,31.6593,36.2367,28.0698,31.0,21.5,41.0,52.0,68.5,64.9405,41.8673,62.1576,230.1908,20661.3421,10.3333,4.0,train
-17503,Republic of Korea,EAS,warm_moist,127.48913,34.947590000000005,50.0,34,other,urban,15.5,0.0,0.0,0.0,3.3,47.4,0.0,0.0,0.0,0.0,0.0,1.6,13.5,7.7,9.2,0.0,0.0,0.0,4.822,3.06605,4.76,5853,5856,10840,63,50.47,63,25.6464,30.4119,21.0529,24.2,13.4,35.0,46.4,61.8,59.6,36.1038,57.3423,221.6795,13621.8579,7.8,2.6,train
-17504,Republic of Korea,EAS,warm_moist,127.51858,34.9471,50.0,18,other,urban,17.1,0.0,0.0,0.0,3.5,44.6,0.0,0.0,0.0,0.0,0.0,1.6,12.8,9.2,9.0,0.0,0.0,0.0,4.822,78.8008,6.66,5853,5853,10859,63,59.16,63,27.6441,33.5047,21.9277,27.2,13.2,38.8,50.6,68.4,65.5,39.9814,62.1136,290.5935,19565.0034,16.2,4.6,train
-17505,Republic of Korea,EAS,warm_moist,127.50979,34.885490000000004,50.0,0,other,urban,20.5,1.0,0.0,0.0,2.0,41.3,0.0,0.0,0.0,0.0,0.0,2.3,14.5,7.5,9.5,0.0,0.0,0.0,18.84,78.7049,6.59,5856,5856,10859,21,30.82,63,29.0189,34.5929,23.5048,28.2,17.8,37.6,48.8,66.4,64.1714,40.1555,59.4287,275.008,18114.7924,12.6,5.2,train
-17506,Republic of Korea,EAS,warm_moist,127.57298999999999,34.89349,50.0,33,other,urban,27.7,1.5,0.0,0.0,2.2,34.3,0.0,0.0,0.0,0.0,0.0,2.5,13.3,9.6,7.3,0.0,0.0,0.0,19.387,78.7049,6.59,4507,9875,10859,61,44.53,63,30.2496,34.1674,26.3792,29.8,19.4,39.2,49.2,65.4,63.125,39.8438,60.1055,215.0992,17314.481,9.6,3.2,train
-17507,Republic of Korea,EAS,warm_moist,127.69936000000001,34.93699,50.0,8,other,urban,21.5,1.7,0.0,0.0,3.7,39.9,0.0,0.0,0.0,0.0,0.0,2.1,12.6,9.6,7.2,0.0,0.0,0.0,9.975,78.8038,7.67,4988,5935,10859,63,60.61,63,29.1645,33.6734,24.6474,28.4,17.2,39.0,50.2,68.2,64.575,39.7768,65.7261,253.2744,18866.6501,14.4,5.2,train
-17508,Republic of Korea,EAS,warm_moist,127.7519,34.9394,50.0,2,other,urban,23.2,1.9,0.0,0.0,3.2,37.9,0.0,0.0,0.0,0.0,0.0,2.3,13.3,9.7,6.6,0.0,0.0,0.0,9.975,32.2525,8.19,2218,5886,10859,63,55.99,63,27.4066,30.5639,24.305999999999997,26.4,16.8,35.8,46.0,61.4,58.4,35.9832,58.6375,177.5759,12139.2536,4.8,2.2,train
-17509,Republic of Korea,EAS,warm_moist,127.72063999999999,35.01834,50.0,43,other,urban,12.0,1.2,0.0,0.0,4.5,53.0,0.0,0.0,0.0,0.0,0.0,1.5,11.8,7.3,7.4,0.0,0.0,0.0,4.958,2.62962,7.01,5929,5932,10854,27,27.59,63,30.0613,35.1004,25.1208,29.0,19.6,38.55,48.8,64.428,61.9083,40.4979,61.9082,238.7422,17505.0504,8.4,3.8,train
-17510,Republic of Korea,EAS,warm_moist,127.58447,34.9767,50.0,33,other,urban,13.2,0.0,0.0,0.0,3.9,50.4,0.0,0.0,0.0,0.0,0.0,1.4,11.9,8.5,8.6,0.0,0.0,0.0,16.726,78.8008,6.66,5897,5932,10854,61,51.04,63,27.646,33.8185,21.5896,26.2,15.0,37.8,49.0,67.6,63.825,39.8671,62.971000000000004,260.8507,19456.6395,15.4,4.6,train
-17511,Republic of Korea,EAS,warm_moist,126.43919,34.76681,50.0,2,other,urban,27.1,1.5,0.0,0.0,0.0,10.7,0.0,0.0,1.0,0.0,2.7,3.9,41.7,3.0,6.1,0.0,1.4,0.0,2.44,3.21275,3.13,386,8935,21234,61,52.1,63,35.7202,40.0744,31.5142,36.0,22.4,47.2,58.8,73.8,70.95,46.5658,66.6364,305.869,31955.2609,27.2,2.0,test
-17512,Republic of Korea,EAS,warm_moist,127.17505,35.17694,50.0,180,other,rural,0.0,0.0,0.0,0.0,1.2,70.9,0.0,0.0,0.0,0.0,0.0,0.0,14.3,4.0,8.6,0.0,0.0,0.0,0.196,2.15463,4.17,1228,1727,73132,6,7.22,63,33.7531,39.3069,28.4764,32.4,23.6,42.6,54.0,69.4,66.4917,43.7756,63.5417,255.3506,25965.3358,24.2,3.0,train
-17513,Republic of Korea,EAS,warm_moist,126.53222,33.50033,50.0,58,other,urban,39.6,0.0,0.0,0.0,2.0,31.0,0.0,0.0,7.8,0.0,0.0,0.0,4.8,2.6,10.9,0.0,0.0,0.0,3.847,4.87193,2.52,26098,26111,26111,61,56.59,62,35.953,37.9438,34.0418,36.0,26.0,45.8,54.6,68.8,64.975,43.4821,62.4493,270.5486,22762.3259,12.2,0.8,test
-17514,Republic of Korea,EAS,warm_moist,126.50018999999999,33.48928,50.0,118,other,urban,43.5,0.0,0.0,0.0,2.0,29.9,0.0,0.0,6.8,0.0,0.0,0.0,5.0,2.5,9.3,0.0,0.0,0.0,5.87,2.68608,2.4,26097,26098,26111,62,56.03,62,34.1499,35.4231,32.8848,33.4,24.8,42.8,52.6,68.6,63.525,40.8235,59.3959,282.1108,18482.6931,14.2,0.6,test
-17515,Republic of Korea,EAS,warm_moist,126.56703,33.25131,50.0,53,other,urban,55.9,0.0,0.0,0.0,1.8,24.7,0.0,0.0,5.2,0.0,0.0,0.0,2.8,1.5,6.5,0.0,0.0,0.0,0.0,0.426859,2.0,1658,4475,26111,58,40.32,60,39.4878,42.0876,36.9303,38.8,28.8,49.2,59.6,73.4,69.825,47.0809,65.6723,282.6806,33133.2954,25.6,0.4,test
-17516,Republic of Korea,EAS,warm_moist,126.16216000000001,33.29247,50.0,10,background,remote,80.4,0.0,0.0,0.0,0.0,3.8,0.0,0.0,3.3,0.0,0.0,0.0,7.4,0.0,3.4,0.0,0.0,0.0,0.0,0.071993,2.15,14,1296,4475,14,11.62,58,40.2186,41.9559,39.5918,39.75,30.5,50.625,62.0,79.25,75.0938,46.1118,66.4781,331.6996,32994.6826,31.25,3.0,test
-17517,Republic of Korea,EAS,warm_moist,128.59129,35.8654,50.0,19,traffic,urban,0.0,0.0,0.0,0.0,1.9,58.0,0.0,0.0,0.0,0.0,0.0,0.0,18.5,13.7,6.2,0.0,0.0,0.0,2.548,34.8958,7.95,199397,206266,220000,63,62.97,63,16.0349,19.0103,13.0945,13.4,4.4,24.2,35.0,51.4,48.225,24.5385,49.0972,97.355,4611.4969,1.2,0.6,train
-17518,Republic of Korea,EAS,warm_moist,128.58414,35.8743,50.0,19,other,urban,0.0,0.0,0.0,0.0,1.9,58.0,0.0,0.0,0.0,0.0,0.0,0.0,18.5,13.7,6.2,0.0,0.0,0.0,2.548,34.8958,7.95,199397,206266,220000,63,63.0,63,24.8126,31.8591,18.0522,22.4,7.4,36.8,51.0,73.77199999999999,69.45,39.2979,66.7582,332.0053,23476.6869,25.8,6.6,train
-17519,Republic of Korea,EAS,warm_moist,128.63156,35.83047,50.0,52,other,urban,0.0,0.0,0.0,0.0,1.8,56.9,0.0,0.0,0.0,0.0,0.0,0.0,18.8,13.4,7.7,0.0,0.0,0.0,0.019,35.2058,8.48,135042,206266,220000,63,58.94,63,26.3255,33.525999999999996,19.2549,23.6,9.6,38.0,53.6,78.264,74.125,41.1712,70.8156,409.2729,27097.2606,32.2,8.4,train
-17520,Republic of Korea,EAS,warm_moist,128.69531,35.87155,50.0,6,other,urban,0.0,0.0,0.0,0.0,2.1,58.3,0.0,0.0,0.0,0.0,0.0,0.0,17.1,13.1,8.3,0.0,0.0,0.0,6.306,35.2058,8.48,58201,103759,220000,63,61.4,63,25.3102,33.8777,16.8929,21.4,7.6,37.4,52.4,77.4,72.6714,41.5533,70.335,418.2974,27016.7403,32.4,9.4,train
-17521,Republic of Korea,EAS,warm_moist,128.54533,35.86955,50.0,18,other,urban,0.0,0.0,0.0,0.0,1.9,59.4,0.0,0.0,0.0,0.0,1.1,0.0,17.8,13.6,5.5,0.0,0.0,0.0,2.548,34.8958,7.95,122122,220000,220000,63,62.99,63,22.0203,29.4766,14.657,18.9,4.6,33.6,48.2,70.6,66.55,37.049,64.18,324.7216,18953.0845,18.2,4.2,train
-17522,Republic of Korea,EAS,warm_moist,128.56249,35.88028,50.0,5,traffic,urban,0.0,0.0,0.0,0.0,1.9,59.4,0.0,0.0,0.0,0.0,1.1,0.0,17.8,13.6,5.5,0.0,0.0,0.0,2.548,34.8958,7.95,199397,206266,220000,63,63.0,63,19.1978,25.2583,13.2215,15.6,4.0,29.4,42.6,62.552,59.05,32.0151,59.403999999999996,228.9979,11939.3553,7.4,1.8,train
-17523,Republic of Korea,EAS,warm_moist,128.57107,35.8455,50.0,34,other,urban,0.0,0.0,0.0,0.0,1.8,56.9,0.0,0.0,0.0,0.0,0.0,0.0,19.1,13.3,7.4,0.0,0.0,0.0,0.021,34.8958,7.95,199397,206266,220000,63,61.68,63,26.461,33.0639,19.9867,24.4,10.4,37.2,52.2,76.2,71.975,40.4077,69.2512,385.7277,24940.2863,29.0,6.6,train
-17524,Republic of Korea,EAS,warm_moist,128.56285,35.89428,50.0,0,other,urban,0.0,0.0,0.0,0.0,1.9,59.4,0.0,0.0,0.0,0.0,1.1,0.0,17.8,13.6,5.5,0.0,0.0,0.0,2.548,34.8958,7.95,93569,199397,220000,63,62.94,63,21.7004,30.0653,13.4626,17.6,5.2,32.8,47.8,71.0,66.8214,37.2725,64.2898,304.4335,19554.8102,18.6,3.4,train
-17525,Republic of Korea,EAS,warm_moist,128.63306,35.889759999999995,50.0,16,other,urban,0.0,0.0,0.0,0.0,1.9,56.9,0.0,0.0,0.0,0.0,0.0,0.0,19.1,13.6,7.2,0.0,0.0,0.0,6.306,35.2058,8.48,93569,114874,220000,63,62.59,63,24.4616,32.9557,16.1029,21.2,6.8,36.2,52.0,75.8,71.675,40.7006,68.0659,397.7338,25477.7503,30.4,9.6,train
-17526,Republic of Korea,EAS,warm_moist,128.59711000000001,35.88411,50.0,10,other,urban,0.0,0.0,0.0,0.0,1.9,58.0,0.0,0.0,0.0,0.0,0.0,0.0,18.5,13.7,6.2,0.0,0.0,0.0,2.548,34.8958,7.95,93569,199397,220000,63,63.0,63,26.0593,35.3842,16.9099,23.2,7.8,38.4,55.0,79.8,75.175,43.4011,72.3774,428.0242,30285.4428,36.8,9.4,train
-17527,Republic of Korea,EAS,warm_moist,128.64003,35.86528,50.0,30,other,urban,0.0,0.0,0.0,0.0,1.9,56.9,0.0,0.0,0.0,0.0,0.0,0.0,19.1,13.6,7.2,0.0,0.0,0.0,6.306,35.2058,8.48,66727,114874,220000,63,62.81,63,23.2451,30.4708,16.1571,20.4,6.0,34.2,49.8,73.2,68.875,38.1538,65.4546,367.5651,21722.5966,23.0,7.2,train
-17528,Republic of Korea,EAS,warm_moist,128.48873,35.83788,50.0,3,other,urban,0.0,0.0,0.0,0.0,1.4,56.2,0.0,0.0,0.0,0.0,1.1,0.0,21.1,13.0,6.3,0.0,0.0,0.0,14.477,7.2152,7.37,87298,220000,220000,63,61.39,63,24.8442,32.9672,18.857,23.25,8.75,37.75,53.5,75.0,70.9375,40.4664,64.7466,358.7009,24674.3695,24.75,6.25,train
-17529,Republic of Korea,EAS,warm_moist,128.44226,35.70023,50.0,35,other,urban,0.0,0.0,0.0,0.0,1.1,64.3,0.0,0.0,0.0,0.0,0.0,0.0,22.5,5.4,5.3,0.0,0.0,0.0,11.38,5.27896,6.53,9021,9026,220000,62,46.7,63,27.78,36.1889,19.4945,25.6,11.0,39.6,54.6,79.0,75.375,43.9841,70.4695,415.8175,29606.488999999998,37.4,9.2,train
-17530,Republic of Korea,EAS,warm_moist,129.36813,35.99183,50.0,0,other,urban,25.3,1.1,0.0,0.0,7.8,40.0,0.0,0.0,0.0,0.0,1.1,0.0,15.3,5.4,3.0,0.0,0.0,0.0,2.332,24.9106,6.48,7527,7527,7535,62,58.78,63,24.5377,28.3566,20.8574,23.0,14.4,32.4,42.0,60.4,56.4667,33.3889,54.0978,201.65400000000002,9355.2239,5.4,1.0,test
-17531,Republic of Korea,EAS,warm_moist,129.364,36.03178,50.0,2,other,urban,18.3,1.0,0.0,0.0,11.2,44.4,0.0,0.0,0.0,0.0,0.0,0.0,14.4,5.6,3.2,0.0,0.0,0.0,0.0,37.2775,6.0,7523,7527,7535,63,62.3,63,29.6029,33.6744,25.616999999999997,28.4,17.8,39.2,50.46,66.604,62.775,39.3722,60.1784,263.0817,19977.102,16.2,4.0,test
-17532,Republic of Korea,EAS,warm_moist,129.36575,36.01883,50.0,0,other,urban,18.3,1.0,0.0,0.0,11.2,44.4,0.0,0.0,0.0,0.0,0.0,0.0,14.4,5.6,3.2,0.0,0.0,0.0,0.0,37.2775,6.0,7523,7527,7535,63,62.03,63,24.9968,28.7608,21.2768,24.2,16.0,33.0,41.6,57.0,53.475,33.5475,51.6705,132.289,8217.9381,4.0,0.4,test
-17533,Republic of Korea,EAS,warm_moist,129.35992,35.968579999999996,50.0,24,other,urban,15.4,1.0,0.0,0.0,9.0,47.4,0.0,0.0,0.0,0.0,1.1,0.0,16.3,5.7,3.3,0.0,0.0,0.0,3.09,24.9106,6.48,7527,7527,7535,59,46.17,63,28.5494,34.7536,22.4683,27.0,15.0,38.6,51.6,73.8,68.3083,40.7955,63.6251,330.2701,22084.7161,20.8,5.0,test
-17534,Republic of Korea,EAS,warm_moist,129.37679,35.96307,50.0,49,other,urban,25.3,1.1,0.0,0.0,7.8,40.0,0.0,0.0,0.0,0.0,1.1,0.0,15.3,5.4,3.0,0.0,0.0,0.0,2.332,24.9106,6.48,7488,7531,7535,60,44.17,63,30.031999999999996,35.0485,27.9316,30.0,21.25,39.5,51.0,69.565,66.4896,40.341,55.8046,274.866,18600.4982,15.5,2.25,test
-17535,Republic of Korea,EAS,warm_moist,129.20757,35.85067,50.0,16,other,urban,0.0,0.0,0.0,0.0,11.7,64.1,0.0,0.0,0.0,0.0,0.0,0.0,16.7,2.5,3.9,0.0,0.0,0.0,0.0,24.8772,6.44,3711,3713,12006,63,56.02,63,25.169,32.54,18.012999999999998,24.2,8.0,36.2,49.0,71.2,66.875,39.3773,64.9,347.0924,20492.3206,21.4,6.2,test
-17536,Republic of Korea,EAS,warm_moist,128.1137,36.14032,50.0,27,other,urban,0.0,0.0,0.0,0.0,8.9,67.7,0.0,0.0,0.0,0.0,2.0,0.0,14.3,1.3,5.7,0.0,0.0,0.0,18.909000000000002,7.178489999999999,5.35,2183,2184,11983,62,50.84,63,27.5268,35.6413,19.4748,26.4,9.6,39.8,55.2,76.2,73.325,43.038000000000004,69.4622,374.209,27830.7752,32.0,4.2,train
-17537,Republic of Korea,EAS,warm_moist,128.72808999999998,36.56432,50.0,21,other,urban,0.0,1.9,0.0,0.0,2.1,77.7,0.0,0.0,0.0,0.0,1.4,0.0,9.7,1.2,5.9,0.0,0.0,0.0,9.383,0.999073,5.0,1750,1751,2901,62,50.09,62,25.8781,33.1555,18.8141,23.2,10.4,37.8,51.0,69.8,66.275,40.0164,64.2133,292.0529,21596.9856,18.8,2.0,train
-17538,Republic of Korea,EAS,warm_moist,128.38583,36.10194,50.0,4,other,urban,0.0,0.0,0.0,0.0,1.2,57.9,0.0,0.0,0.0,0.0,3.1,0.0,24.0,6.2,7.2,0.0,0.0,0.0,22.055,23.1043,6.42,11983,11983,22334,63,61.94,63,25.0017,31.3649,18.6222,23.0,10.2,35.4,48.8,68.0,64.175,37.9436,62.2259,251.8095,18183.3006,13.4,2.4,train
-17539,Republic of Korea,EAS,warm_moist,128.32778000000002,36.12778,50.0,26,other,urban,0.0,0.0,0.0,0.0,2.1,58.1,0.0,0.0,0.0,0.0,3.5,0.0,23.9,4.4,7.7,0.0,0.0,0.0,5.354,23.1043,6.42,11983,11983,11983,62,56.35,63,24.003,32.7504,15.3008,19.5,7.35,35.2,51.0,73.056,68.975,40.2733,67.8939,336.6255,23613.197,23.2,3.4,train
-17540,Republic of Korea,EAS,warm_moist,128.33861000000002,36.11083,50.0,49,other,urban,0.0,0.0,0.0,0.0,2.1,58.1,0.0,0.0,0.0,0.0,3.5,0.0,23.9,4.4,7.7,0.0,0.0,0.0,5.354,23.1043,6.42,11983,11983,11983,62,56.91,63,29.0349,36.5542,21.5192,27.4,11.0,41.6,56.6,78.0,74.125,44.239,70.8215,359.6727,30104.3378,37.0,5.0,train
-17541,Republic of Korea,EAS,warm_moist,128.43944,36.13722,50.0,42,other,urban,0.0,0.0,0.0,0.0,1.2,61.2,0.0,0.0,0.0,0.0,2.6,0.0,21.4,4.6,8.7,0.0,0.0,0.0,22.055,23.1043,6.6,11977,11983,22334,62,58.5,63,30.1181,38.5049,21.829,28.5,14.5,41.6875,55.75,74.5,71.25,45.4129,67.529,340.1806,29640.6526,27.5,3.25,train
-17542,Republic of Korea,EAS,warm_moist,128.62167,36.80983,50.0,7,other,urban,0.0,0.0,0.0,0.0,7.5,65.9,0.0,0.0,0.0,0.0,2.3,0.0,13.2,1.5,9.2,0.0,0.0,0.0,16.418,3.64667,6.01,2897,2899,2901,60,42.16,61,26.3245,35.0789,17.6241,23.4,9.6,38.4,52.6,74.2,70.7,42.2476,67.4463,331.0155,25071.1528,25.4,2.8,train
-17543,Republic of Korea,EAS,warm_moist,128.74329,35.82503,50.0,16,other,urban,0.0,0.0,0.0,0.0,2.3,60.0,0.0,0.0,0.0,0.0,0.0,0.0,15.4,13.1,8.1,0.0,0.0,0.0,5.4639999999999995,10.4688,8.15,40153,103759,220000,63,58.44,63,29.5909,38.1855,21.079,25.5,8.0,41.0,56.0,79.0,76.7917,46.1145,73.9051,446.7239,30952.194,42.0,12.0,train
-17544,Republic of Korea,EAS,warm_moist,129.287,36.44773,50.0,82,other,rural,20.7,0.0,0.0,0.0,12.6,57.9,0.0,0.0,0.0,0.0,0.0,0.0,4.3,0.0,2.6,0.0,0.0,0.0,1.004,1.15373,3.45,904,904,7503,11,7.24,57,37.1414,42.4566,32.1422,35.8,27.2,45.6,56.8,76.2,72.4833,46.5882,67.3311,369.3097,30658.1813,30.6,4.2,train
-17545,Republic of Korea,EAS,warm_moist,128.92778,36.11273,50.0,55,other,rural,0.0,0.0,0.0,0.0,12.7,67.9,0.0,0.0,0.0,0.0,0.0,0.0,11.4,1.3,6.5,0.0,0.0,0.0,0.0,1.10871,4.4,1978,1979,26056,12,8.63,62,37.4436,45.43899999999999,29.7279,35.4,25.0,47.4,60.6,82.256,78.375,50.8413,74.8601,448.7645,42398.6216,48.8,10.8,train
-17546,Republic of Korea,EAS,warm_moist,128.45642,36.368840000000006,50.0,7,other,rural,0.0,0.0,0.0,0.0,1.2,62.3,0.0,0.0,0.0,0.0,2.6,0.0,25.6,0.0,7.0,0.0,0.0,0.0,18.644000000000002,2.20929,5.6,778,778,11977,19,17.65,62,29.8701,40.477,20.9414,28.0,13.6667,43.3333,59.0,82.0,77.9028,47.4752,69.2954,429.8742,37794.4112,49.0,9.3333,train
-17547,Republic of Korea,OCN,warm_moist,130.79667,37.52233,50.0,-136,background,remote,96.4,0.0,0.0,0.0,1.1,2.1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.063908,1.79,745,1352,1603,17,10.35,51,47.6359,49.4615,48.6261,46.75,40.75,55.5,66.75,85.75,82.8125,52.4282,70.0201,467.9078,48398.6517,43.2,12.0,val
-17548,Republic of Korea,EAS,warm_moist,127.41722,36.37278,50.0,18,other,urban,0.0,2.0,0.0,0.0,2.7,55.1,0.0,0.0,0.0,0.0,2.1,0.0,16.2,7.9,13.3,0.0,0.0,0.0,0.085,27.6169,7.77,59634,124174,146133,62,60.5,63,22.8138,30.1974,15.4783,19.6,4.2,35.6,50.0,69.6,65.775,37.4733,63.5867,299.08099999999996,19981.0596,18.0,2.2,val
-17549,Republic of Korea,EAS,warm_moist,127.40472,36.446940000000005,50.0,9,other,urban,0.0,2.0,0.0,0.0,2.5,50.7,0.0,0.0,0.0,0.0,2.5,0.0,17.4,9.1,15.0,0.0,0.0,0.0,9.154,27.6524,8.18,32581,44161,146133,62,54.96,63,21.5908,29.969,13.2699,18.4,4.4,33.2,47.6,68.0,64.1,36.9048,60.3667,259.9274,17732.1654,15.8,2.2,val
-17550,Republic of Korea,EAS,warm_moist,127.43778,36.316109999999995,50.0,20,other,urban,0.0,2.1,0.0,0.0,3.5,63.1,0.0,0.0,0.0,0.0,2.1,0.0,11.2,7.8,9.6,0.0,0.0,0.0,0.156,27.6169,7.77,33822,124174,146133,63,58.81,63,23.984,30.7177,17.3022,20.8,7.0,35.2,51.0,72.192,67.675,37.4762,65.0778,318.6217,21045.2914,19.6,3.0,val
-17551,Republic of Korea,EAS,warm_moist,127.37385,36.372479999999996,50.0,3,other,urban,0.0,2.0,0.0,0.0,2.7,55.1,0.0,0.0,0.0,0.0,2.1,0.0,16.2,7.9,13.3,0.0,0.0,0.0,0.085,27.6179,8.08,39351,85088,146133,63,62.75,63,25.5466,32.7564,18.3603,24.0,8.2,38.0,52.2,72.4,69.3,39.9798,65.7277,337.5421,22931.7386,23.4,3.2,val
-17552,Republic of Korea,EAS,warm_moist,127.3185,36.36824,50.0,34,other,urban,0.0,2.0,0.0,0.0,1.9,50.5,0.0,0.0,0.0,0.0,2.1,0.0,19.6,8.1,15.1,0.0,0.0,0.0,0.061,27.6179,8.08,39351,39372,146133,63,59.98,63,23.0646,32.9649,18.3843,23.6667,8.6667,37.3333,52.0,72.6667,68.7917,40.148,60.2078,330.5948,23147.7754,22.0,2.0,val
-17553,Republic of Korea,EAS,warm_moist,127.41833000000001,36.323890000000006,50.0,44,traffic,urban,0.0,2.1,0.0,0.0,3.5,63.1,0.0,0.0,0.0,0.0,2.1,0.0,11.2,7.8,9.6,0.0,0.0,0.0,0.156,27.6169,7.77,124174,124174,146133,63,60.9,63,16.4627,18.9298,14.0075,14.0,5.0,24.6,34.8,49.832,45.3,23.7758,46.1585,65.3739,3263.9805,0.4,0.2,val
-17554,Republic of Korea,EAS,warm_moist,127.43722,36.344440000000006,50.0,22,other,urban,0.0,2.0,0.0,0.0,3.5,62.6,0.0,0.0,0.0,0.0,2.0,0.0,11.9,7.4,9.9,0.0,0.0,0.0,0.156,27.6169,7.77,64347,69992,146133,63,61.39,63,24.1441,30.361,17.9841,22.0,7.6,35.8,49.6,70.168,66.4,36.8094,63.6265,290.6869,19732.2369,19.8,2.4,val
-17555,Republic of Korea,EAS,warm_moist,127.36672,36.30447,50.0,31,other,urban,0.0,1.5,0.0,0.0,2.9,56.0,0.0,0.0,0.0,0.0,1.9,0.0,17.6,8.4,10.9,0.0,0.0,0.0,0.156,27.6179,8.08,85088,146133,146133,62,55.5,63,23.2114,30.0183,16.4672,19.6,7.2,33.8,49.6,70.508,66.6,36.7042,62.8557,314.9792,19925.7098,17.8,2.6,val
-17556,Republic of Korea,EAS,warm_moist,127.38346999999999,36.354440000000004,50.0,14,other,urban,0.0,2.0,0.0,0.0,3.3,58.7,0.0,0.0,0.0,0.0,2.2,0.0,14.4,7.6,11.1,0.0,0.0,0.0,0.085,27.6179,8.08,39351,85088,146133,63,62.8,63,23.2122,28.4752,18.0185,21.8,7.5,34.4,46.6,65.4,62.35,35.2562,59.1533,240.4885,15201.1843,10.2,1.2,val
-17557,Republic of Korea,EAS,warm_moist,127.35417,36.35111,50.0,5,traffic,urban,0.0,2.0,0.0,0.0,2.3,54.2,0.0,0.0,0.0,0.0,2.1,0.0,17.9,8.3,12.4,0.0,0.0,0.0,0.061,27.6179,8.08,39351,85088,146133,63,62.72,63,20.5375,24.6528,16.4793,17.2,7.2,29.8,43.8,62.8,59.0,30.5754,56.5178,182.4062,11503.2344,7.8,1.0,val
-17558,Republic of Korea,EAS,warm_moist,127.43681000000001,36.6447,50.0,23,other,urban,0.0,1.3,0.0,0.0,3.7,44.6,0.0,0.0,0.0,0.0,2.7,0.0,25.6,4.8,17.0,0.0,0.0,0.0,28.302,18.8088,9.16,12043,12419,32581,63,61.59,63,22.7035,29.5408,15.8929,19.0,6.6,33.6,49.2,71.27199999999999,68.3357,36.4242,66.0871,327.7042,20105.9924,20.8,3.6,val
-17559,Republic of Korea,EAS,warm_moist,127.47493,36.66608,50.0,10,other,urban,0.0,0.0,0.0,0.0,4.3,47.8,0.0,0.0,0.0,0.0,2.3,0.0,26.0,3.9,15.0,0.0,0.0,0.0,6.376,18.8088,9.16,12412,12419,32581,62,60.89,63,27.8866,36.0448,19.8077,24.6,9.0,40.8,57.4,81.8,78.1167,44.2348,74.1528,444.0162,33448.3931,47.0,10.6,val
-17560,Republic of Korea,EAS,warm_moist,127.49133,36.63581,50.0,10,other,urban,0.0,1.5,0.0,0.0,3.5,48.0,0.0,0.0,0.0,0.0,2.6,0.0,24.4,4.8,14.9,0.0,0.0,0.0,6.376,18.8088,9.16,12412,12419,32581,63,61.19,63,24.2566,30.7816,17.8228,20.4,7.8,35.2,52.2,75.8,72.2917,37.8788,70.3349,382.3848,24098.17,30.8,5.8,val
-17561,Republic of Korea,EAS,warm_moist,127.50128000000001,36.60881,50.0,13,other,urban,0.0,2.0,0.0,0.0,3.4,47.5,0.0,0.0,0.0,0.0,2.5,0.0,23.1,6.9,14.2,0.0,0.0,0.0,6.376,3.33742,8.79,12419,12419,69992,62,57.47,63,22.7884,30.9066,14.7329,18.4,5.6,34.4,50.4,73.0,69.2107,38.2148,67.1303,343.4827,22571.8716,23.6,4.8,val
-17562,Republic of Korea,EAS,warm_moist,127.44748,36.63413,50.0,25,traffic,urban,0.0,1.3,0.0,0.0,3.7,44.6,0.0,0.0,0.0,0.0,2.7,0.0,25.6,4.8,17.0,0.0,0.0,0.0,6.376,18.8088,9.16,12043,12419,32581,63,62.01,63,21.2139,27.4623,15.048,17.6,5.6,31.4,46.0,68.0,63.425,34.5244,62.5526,293.2919,16186.5282,13.6,2.4,val
-17563,Republic of Korea,EAS,warm_moist,127.15206,36.81425,50.0,13,other,urban,2.1,0.0,0.0,0.0,5.8,33.2,0.0,0.0,0.0,0.0,3.7,0.0,37.3,5.7,11.5,0.0,0.0,0.0,25.186,21.186,11.25,15605,15614,16942,63,61.46,63,22.8414,31.0807,14.7381,19.0,5.8,33.6,50.0,73.6,69.775,38.0562,68.2852,366.6559,22494.4986,26.8,5.4,val
-17564,Republic of Korea,EAS,warm_moist,127.11063999999999,36.825140000000005,50.0,27,other,urban,3.8,0.0,0.0,0.0,5.0,28.7,0.0,0.0,0.0,0.0,3.8,0.0,41.7,5.8,10.1,0.0,0.0,0.0,18.516,21.186,11.25,11508,15605,16942,63,62.17,63,22.3352,29.9602,14.7267,18.8,6.4,33.0,47.6,70.0,66.375,36.5339,63.2617,306.3458,19496.8452,20.8,5.0,val
-17565,Republic of Korea,EAS,warm_moist,127.13228000000001,36.83933,50.0,29,traffic,urban,2.1,0.0,0.0,0.0,5.8,33.2,0.0,0.0,0.0,0.0,3.7,0.0,37.3,5.7,11.5,0.0,0.0,0.0,25.186,21.186,11.25,11508,15605,16942,63,62.46,63,18.5308,24.7888,12.3387,15.0,4.6,27.8,41.16,62.2,58.425,30.8393,57.2026,254.5386,12606.0821,11.8,3.8,val
-17566,Republic of Korea,EAS,warm_moist,127.03085,36.52628,50.0,84,other,rural,0.0,0.0,0.0,0.0,4.2,52.5,0.0,0.0,0.0,0.0,1.4,0.0,16.8,1.6,23.0,0.0,0.0,0.0,0.034,4.53247,7.19,2157,2158,15639,17,18.35,61,36.2933,43.1714,29.8812,33.8,22.6,46.95,61.6,81.416,77.4,48.7911,76.0211,422.5946,40025.9777,47.2,6.2,val
-17567,Republic of Korea,EAS,warm_moist,126.36828,36.99172,50.0,2,other,urban,55.5,3.1,0.0,0.0,0.0,10.2,0.0,0.0,1.1,0.0,3.0,2.1,17.2,1.5,4.4,0.0,0.0,0.0,0.095,7.54453,7.08,2041,3571,4017,56,40.04,62,29.9523,32.3403,27.6556,28.8,18.6,39.2,50.2,67.2,63.225,38.7346,59.3908,250.4372,15677.0871,9.2,2.4,train
-17568,Republic of Korea,EAS,warm_moist,126.45608,36.77989,50.0,43,other,urban,17.7,4.5,0.0,0.0,0.0,19.4,0.0,0.0,1.7,0.0,4.6,2.9,35.3,1.1,10.2,0.0,0.0,0.0,17.338,1.8211099999999998,5.85,4017,4017,4021,61,43.17,62,28.1383,33.3714,22.9583,27.6,14.8,39.0,50.4,67.0,64.1,39.2557,61.4044,279.2096,18500.4315,12.0,3.2,val
-17569,Republic of Korea,EAS,warm_moist,126.46238999999998,37.02131,50.0,0,other,urban,62.6,2.5,0.0,0.0,0.0,7.8,0.0,0.0,1.0,0.0,2.9,2.3,14.3,0.0,4.0,0.0,0.0,0.0,0.0,0.0,7.96,620,2214,4015,22,22.02,62,32.9891,36.5466,29.5824,32.6,20.6,43.4,54.4,72.6,69.05,43.166000000000004,63.2015,347.892,23096.6838,19.6,5.0,train
-17570,Republic of Korea,EAS,warm_moist,126.72341999999999,36.94194,50.0,7,other,urban,19.9,0.0,0.0,0.0,0.0,9.8,0.0,0.0,0.0,0.0,4.7,0.0,51.6,2.5,8.4,0.0,0.0,0.0,18.442999999999998,20.3196,10.22,2881,2882,16933,26,39.76,61,26.997,33.1255,20.9125,25.0,14.4,36.4,50.4,70.244,67.275,39.1319,65.0644,311.7028,21571.1661,25.6,7.6,train
-17571,Republic of Korea,EAS,warm_moist,127.0145,36.782920000000004,50.0,14,other,urban,3.8,0.0,0.0,0.0,3.2,27.4,0.0,0.0,0.0,0.0,2.9,0.0,44.4,5.3,11.7,0.0,0.0,0.0,23.237,4.54418,9.77,6902,6906,16942,62,57.16,63,22.7852,29.680999999999997,15.9826,19.6,6.6,33.6,48.0,69.2,65.35,36.4877,64.3803,305.2425,17969.7735,15.8,2.2,val
-17572,Republic of Korea,EAS,warm_moist,126.13436999999999,36.73818,50.0,13,other,rural,73.4,2.9,0.0,0.0,0.0,4.9,0.0,0.0,1.1,0.0,2.5,1.8,10.4,0.0,1.5,0.0,0.0,0.0,0.026000000000000002,0.31540799999999997,5.11,34,623,3238,13,10.69,59,35.6407,37.9632,33.4893,34.8,23.2,45.6,56.6,73.2,70.025,43.0672,62.5084,318.5882,24901.5851,21.4,4.2,train
-17573,Republic of Korea,EAS,warm_moist,127.94746,37.35279,50.0,12,other,urban,0.0,0.0,0.0,0.0,9.6,70.5,0.0,0.0,0.0,0.0,1.4,0.0,12.0,1.7,4.4,0.0,0.0,0.0,7.056,9.13931,8.01,6213,6216,6227,62,59.3,62,22.0873,30.2271,13.989,17.4,4.8,33.0,49.6,76.77600000000001,72.125,37.4291,68.9756,414.9315,22874.8484,32.6,5.6,train
-17574,Republic of Korea,EAS,cool_moist,127.94793,37.33696,50.0,31,other,urban,0.0,0.0,0.0,0.0,9.6,70.5,0.0,0.0,0.0,0.0,1.4,0.0,12.0,1.7,4.4,0.0,0.0,0.0,5.212000000000001,9.13931,8.01,6216,6220,6227,62,56.89,62,24.2376,32.0792,16.4392,20.4,6.8,35.8,52.2,77.2,73.6,39.5879,70.8747,427.3611,25592.0923,35.4,7.4,train
-17575,Republic of Korea,EAS,warm_moist,128.90296999999998,37.76003,50.0,22,other,urban,30.3,0.0,0.0,0.0,9.1,47.3,0.0,0.0,0.0,0.0,0.0,0.0,5.4,1.6,3.8,0.0,0.0,0.0,5.04,23.5871,3.82,3489,3492,4540,63,57.71,63,27.2803,29.3634,25.0547,26.0,17.0,35.6,46.8,64.0,58.725,35.1695,54.8352,231.0252,9948.3776,6.8,1.0,train
-17576,Republic of Korea,EAS,cool_moist,129.11449,37.52503,50.0,0,other,urban,38.4,0.0,0.0,0.0,7.3,46.7,0.0,0.0,0.0,0.0,0.0,0.0,2.4,2.2,1.5,0.0,0.0,0.0,0.0,5.56655,5.76,7754,8548,8552,62,48.12,62,29.1134,35.0491,23.2705,29.8,14.6,40.8,51.8,69.372,64.45,41.8352,61.9137,294.4237,19765.9101,15.8,1.6,train
-17577,Republic of Korea,EAS,warm_moist,129.16842,37.442609999999995,50.0,33,other,urban,44.4,0.0,0.0,0.0,6.3,42.8,0.0,0.0,0.0,0.0,0.0,0.0,1.7,2.1,1.6,0.0,0.0,0.0,3.237,43.1812,5.92,800,2543,8552,60,38.23,62,29.7591,34.5121,25.0113,28.2,16.8,40.0,52.6,72.6,66.225,41.4434,62.9627,337.281,20642.7379,19.2,2.8,train
-17578,Republic of Korea,EAS,cool_moist,128.66476,37.43023,50.0,55,other,rural,0.0,0.0,0.0,0.0,17.5,77.4,0.0,0.0,0.0,0.0,0.0,0.0,2.9,0.0,1.2,0.0,0.0,0.0,0.0,1.7675299999999998,4.42,417,417,3500,12,14.13,56,32.4267,38.4863,26.5737,30.4,20.2,42.2,53.88,72.8,70.525,43.9516,64.663,318.2523,25854.2534,25.0,3.6,val
-17579,Republic of Korea,EAS,cool_moist,128.38521,38.287440000000004,50.0,382,other,rural,15.6,0.0,0.0,0.0,18.4,55.6,0.0,0.0,0.0,0.0,0.0,0.0,4.3,0.0,3.1,0.0,0.0,0.0,0.023,0.554721,2.51,507,716,13357,6,3.58,62,47.7214,49.4848,48.4327,46.0,38.25,57.5,69.5,88.5,85.0625,54.4089,72.33,472.298,50198.7003,58.75,14.0,train
-17580,Republic of Korea,EAS,cool_moist,128.12509,37.36014,50.0,0,other,rural,0.0,0.0,0.0,0.0,9.0,74.6,0.0,0.0,0.0,0.0,1.2,0.0,10.1,2.4,2.5,0.0,0.0,0.0,0.0,1.61694,6.4,650,3536,6223,9,7.08,62,28.892,36.7213,21.3065,25.6,14.25,39.4,54.2,77.28,73.175,42.3735,71.3403,381.5388,29207.4711,35.8,7.6,train
-17581,Republic of Korea,EAS,warm_moist,127.92616000000001,36.96457,50.0,31,other,urban,0.0,1.4,0.0,0.0,8.7,63.6,0.0,0.0,0.0,0.0,1.6,0.0,12.4,2.0,9.7,0.0,0.0,0.0,0.0,6.05933,8.89,3518,3518,5147,62,49.15,62,26.1459,33.9088,18.3949,22.8,8.2,38.65,55.4,78.548,75.625,41.7807,72.1782,393.6492,28873.1028,38.2,7.2,test
-17582,Republic of Korea,EAS,warm_moist,127.91921,36.98209,50.0,8,other,urban,0.0,1.4,0.0,0.0,8.7,63.6,0.0,0.0,0.0,0.0,1.6,0.0,12.4,2.0,9.7,0.0,0.0,0.0,0.0,6.05933,8.89,3516,3518,6227,62,55.81,62,24.2393,31.6189,16.9257,19.4,7.8,35.4,51.8,75.4,71.35,38.8078,70.02,351.0954,23831.296000000002,28.2,5.2,test
-17583,Republic of Korea,EAS,warm_moist,128.22066,37.145140000000005,50.0,30,other,urban,0.0,1.1,0.0,0.0,8.1,79.9,0.0,0.0,0.0,0.0,0.0,0.0,5.6,1.8,2.5,0.0,0.0,0.0,0.0,60.8065,8.9,2668,2669,6223,62,50.04,62,22.0977,29.7255,14.5565,17.8,5.2,32.8,49.4,74.316,71.05,37.4946,67.4042,352.8549,21001.6002,24.8,5.6,val
-17584,Republic of Korea,EAS,warm_moist,127.42199,36.70906,50.0,58,other,urban,0.0,0.0,0.0,0.0,4.5,43.8,0.0,0.0,0.0,0.0,2.5,0.0,27.3,4.1,17.3,0.0,0.0,0.0,7.489,19.2184,9.8,7981,13051,15622,61,53.95,63,25.5162,36.4594,19.8136,24.75,10.5,39.75,57.675,81.5,78.2188,44.354,66.0209,416.2517,33137.8351,45.25,9.0,val
-17585,Republic of Korea,EAS,warm_moist,128.29585,37.033229999999996,50.0,3,other,urban,0.0,1.4,0.0,0.0,10.5,78.2,0.0,0.0,0.0,0.0,0.0,0.0,4.7,1.5,2.5,0.0,0.0,0.0,0.0,60.7275,8.79,594,2208,4500,44,22.7,62,21.7461,31.3885,15.3524,17.3333,6.6667,35.3333,52.3333,74.3333,70.2917,40.3218,62.6294,362.9841,24635.0784,24.0,3.6667,val
-17586,Republic of Korea,EAS,warm_moist,127.80468,34.73093,50.0,0,other,rural,58.9,1.7,0.0,0.0,1.8,17.6,0.0,0.0,0.0,0.0,0.0,3.0,6.4,6.1,3.0,0.0,0.0,0.0,2.057,4.39905,6.9,3118,7689,10859,15,20.01,63,31.2803,41.5408,21.7466,27.2,14.4,43.2,60.4,84.2,80.175,47.6388,78.6342,481.2587,40111.6738,48.6,11.6,train
-17587,Republic of Korea,EAS,warm_moist,127.12176000000001,35.79898,50.0,9,other,urban,0.0,0.0,0.0,0.0,2.6,47.0,0.0,0.0,0.0,0.0,0.0,0.0,36.8,4.8,8.0,0.0,0.0,0.0,17.746,1.46509,5.33,58740,58771,58771,63,57.57,63,25.8831,31.2846,20.5453,23.2,12.2,35.8,49.4,68.6,65.3,37.5443,61.3924,259.3652,19303.0792,16.4,3.0,test
-17588,Republic of Korea,EAS,warm_moist,127.087,35.85153,50.0,25,other,urban,0.0,0.0,0.0,0.0,2.1,38.6,0.0,0.0,0.0,0.0,0.0,0.0,46.1,5.7,6.8,0.0,0.0,0.0,25.11,17.4619,6.23,56541,56541,58771,62,61.15,63,21.3485,24.7397,17.9395,19.6,10.2,29.8,40.2,54.6,51.55,29.9029,49.7985,89.9264,6313.5042,1.2,0.0,test
-17590,Republic of Korea,EAS,warm_moist,126.70073000000001,35.97285,50.0,17,other,urban,39.1,0.0,0.0,0.0,0.0,7.8,0.0,0.0,0.0,0.0,2.5,1.2,35.4,4.5,7.6,0.0,0.0,0.0,22.315,8.577910000000001,5.41,8429,14794,14794,63,60.78,63,28.9001,34.3687,23.3641,27.4,15.4,40.4,52.6,69.76,66.5,40.8035,63.5424,285.98900000000003,22066.3312,19.8,3.0,test
-17591,Republic of Korea,EAS,warm_moist,126.65142,35.97333,50.0,5,other,urban,49.7,0.0,0.0,0.0,0.0,6.9,0.0,0.0,0.0,0.0,2.4,1.3,27.8,3.6,6.5,0.0,0.0,0.0,14.059000000000001,11.1634,5.23,6653,14794,14794,62,54.03,63,24.449,28.351,20.5518,23.4,14.2,32.8,43.0,57.236000000000004,54.975,33.6416,52.0001,125.3292,8494.9166,4.0,0.2,test
-17592,Republic of Korea,EAS,warm_moist,126.75453,35.96443,50.0,18,other,urban,29.2,0.0,0.0,0.0,0.0,8.7,0.0,0.0,0.0,0.0,2.4,1.1,42.9,5.4,8.3,0.0,0.0,0.0,22.315,8.577910000000001,5.41,14794,14794,14794,62,53.26,63,29.1949,36.2546,22.1807,27.0,14.6,41.4,54.4,73.0,69.35,42.9611,63.4063,357.4389,27221.2839,25.4,4.2,test
-17593,Republic of Korea,EAS,warm_moist,126.95793,35.94825,50.0,16,other,urban,2.6,0.0,0.0,0.0,0.0,10.9,0.0,0.0,0.0,0.0,1.7,0.0,68.5,7.6,7.2,0.0,0.0,0.0,24.488000000000003,8.577589999999999,6.2,11251,12476,58771,63,55.94,63,26.3481,32.2614,20.3521,24.2,11.8,37.6,51.0,69.2,65.975,38.4265,63.1552,246.5076,20867.2207,19.4,2.0,test
-17594,Republic of Korea,EAS,warm_moist,127.00423,35.96163,50.0,20,other,urban,0.0,0.0,0.0,0.0,0.0,17.3,0.0,0.0,0.0,0.0,0.0,0.0,62.8,7.6,9.2,0.0,0.0,0.0,24.488000000000003,17.484,6.24,11251,11257,58771,63,52.3,63,25.9583,32.5745,19.3982,23.2,11.4,36.8,50.4,70.4,66.325,39.2459,61.9327,301.1428,20918.8195,19.6,2.8,test
-17595,Republic of Korea,EAS,warm_moist,126.9414,35.954570000000004,50.0,5,other,urban,2.6,0.0,0.0,0.0,0.0,10.9,0.0,0.0,0.0,0.0,1.7,0.0,68.5,7.6,7.2,0.0,0.0,0.0,25.608,8.577589999999999,6.2,11251,12476,58771,63,52.75,63,24.3693,33.8601,20.4075,24.3333,10.6667,40.3333,54.3333,73.0,69.0655,40.4467,60.0221,303.9185,25212.121,22.0,2.6667,test
-17596,Republic of Korea,EAS,warm_moist,126.85013000000001,35.570479999999996,50.0,27,other,urban,0.0,0.0,0.0,0.0,2.0,39.1,0.0,0.0,0.0,0.0,1.1,0.0,43.2,1.7,10.5,0.0,0.0,0.0,26.048000000000002,4.81177,4.11,8096,8100,8105,60,46.16,62,22.232,26.7216,17.6491,20.6,11.0,31.0,42.2,55.931999999999995,53.225,32.0807,51.2956,104.4358,8132.3134,2.6,0.4,train
-17597,Republic of Korea,EAS,warm_moist,127.3846,35.40765,50.0,25,other,urban,0.0,0.0,0.0,0.0,4.2,64.5,0.0,0.0,0.0,0.0,0.0,0.0,19.6,1.4,10.0,0.0,0.0,0.0,0.701,3.0941799999999997,3.17,1959,1960,1961,59,38.67,61,22.673000000000002,28.4901,16.7959,19.6,10.0,32.2,44.8,62.6,59.1667,34.4638,55.5341,207.5269,17745.7459,18.6,2.8,test
-17598,Republic of Korea,EAS,warm_moist,126.71303999999999,35.43725,50.0,63,other,urban,6.9,0.0,0.0,0.0,0.0,33.2,0.0,0.0,0.0,0.0,1.0,0.0,38.3,2.2,15.7,0.0,0.0,0.0,18.66,6.20844,3.84,1316,1316,8105,53,32.43,63,36.6503,43.9567,31.2589,35.25,24.25,48.5,62.5,80.25,77.0521,50.042,71.0085,389.7156,41814.3992,49.0,4.75,train
-17599,Republic of Korea,EAS,warm_moist,127.18626,35.61045,50.0,49,other,rural,0.0,0.0,0.0,0.0,4.2,63.8,0.0,0.0,0.0,0.0,0.0,0.0,16.7,2.0,12.4,0.0,0.0,0.0,0.102,1.46326,4.61,684,692,58771,8,10.02,63,30.6601,38.3412,23.4564,28.8,17.0,41.2,54.6,72.2,69.4,43.3838,66.5859,291.0858,26595.5815,22.2,2.6,test
-17600,Republic of Korea,EAS,warm_moist,126.635,37.45964,50.0,16,other,urban,37.3,0.0,0.0,0.0,0.0,4.0,0.0,0.0,1.1,0.0,10.1,2.4,17.8,23.0,0.0,0.0,2.3,0.0,0.04,57.0304,14.42,3425,131868,318193,63,62.87,63,20.5286,24.5345,16.5959,18.4,8.2,29.4,40.0,58.0,52.8,30.6207,51.7299,196.0754,8855.4778,4.8,1.6,train
-17601,Republic of Korea,EAS,warm_moist,126.6431,37.47359,50.0,26,other,urban,35.2,0.0,0.0,0.0,0.0,3.5,0.0,0.0,0.0,0.0,8.3,1.9,21.5,24.2,1.3,0.0,2.1,0.0,0.04,57.0304,14.42,48903,139436,318193,63,62.94,63,20.0072,23.5534,16.4992,17.4,7.8,28.8,39.8,55.4,50.75,29.3752,51.5126,150.2334,6839.5885,2.8,0.6,train
-17602,Republic of Korea,EAS,warm_moist,126.72406000000001,37.44961,50.0,24,other,urban,24.3,0.0,0.0,0.0,0.0,7.3,0.0,0.0,0.0,0.0,9.0,0.0,19.7,34.0,1.4,0.0,1.7,0.0,33.537,82.4364,17.22,144674,315232,318193,63,63.0,63,20.6388,26.9009,14.5199,17.4,5.4,30.8,44.2,64.8,59.725,33.5325,60.2418,259.4564,14321.4935,11.4,5.2,train
-17603,Republic of Korea,EAS,warm_moist,126.65058,37.47272,50.0,26,other,urban,35.2,0.0,0.0,0.0,0.0,3.5,0.0,0.0,0.0,0.0,8.3,1.9,21.5,24.2,1.3,0.0,2.1,0.0,0.04,57.0304,14.42,48903,139436,318193,63,62.99,63,21.694000000000003,25.8067,17.7247,18.8,8.2,31.0,44.4,64.6,59.725,32.1343,58.1007,288.5061,12259.9607,8.4,2.6,train
-17604,Republic of Korea,EAS,warm_moist,126.69083,37.45778,50.0,24,traffic,urban,29.3,0.0,0.0,0.0,0.0,5.4,0.0,0.0,1.0,0.0,10.1,1.8,19.8,28.3,1.1,0.0,2.0,0.0,0.04,57.0304,14.42,235434,235434,318193,63,63.0,63,16.3033,19.3938,13.2929,13.8,5.8,23.6,33.4,48.396,44.1083,24.4557,44.9175,86.6037,3371.0665,0.4,0.2,train
-17605,Republic of Korea,EAS,warm_moist,126.72417,37.5,50.0,11,traffic,urban,22.7,0.0,0.0,0.0,0.0,6.4,0.0,0.0,0.0,0.0,8.3,0.0,20.6,36.8,0.0,0.0,1.8,0.0,33.537,82.4364,17.22,315232,315232,318193,63,63.0,63,16.7769,19.8747,13.707,13.2,5.4,23.6,36.2,55.2,50.425,25.3715,50.4139,201.0318,6255.9605,3.4,1.4,train
-17606,Republic of Korea,EAS,warm_moist,126.72353000000001,37.49708,50.0,11,other,urban,22.7,0.0,0.0,0.0,0.0,6.4,0.0,0.0,0.0,0.0,8.3,0.0,20.6,36.8,0.0,0.0,1.8,0.0,33.537,82.4364,17.22,315232,315232,318193,63,63.0,63,18.9561,23.1273,14.8438,16.0,6.3,27.0,39.8,59.076,53.8083,29.3505,52.049,210.8745,9126.5239,5.8,2.8,train
-17607,Republic of Korea,EAS,warm_moist,126.67781000000001,37.54269,50.0,47,other,urban,22.5,0.0,0.0,0.0,0.0,5.0,0.0,0.0,0.0,0.0,7.7,1.1,27.4,30.1,2.0,0.0,1.9,0.0,0.0,33.0087,12.63,14527,109131,318193,63,62.88,63,23.1792,27.9945,18.3686,20.4,9.6,32.4,45.4,65.72,62.2679,34.9135,61.2098,292.8167,14321.7109,11.4,3.2,train
-17608,Republic of Korea,EAS,warm_moist,126.66143999999998,37.60204,50.0,32,other,urban,23.7,1.0,0.0,0.0,1.1,4.3,0.0,0.0,0.0,0.0,7.9,1.8,31.1,22.5,3.1,0.0,2.1,0.0,0.03,33.0525,10.43,56146,76061,318193,63,62.83,63,24.3097,30.2418,18.5323,22.2,9.8,34.8,47.0,66.6,63.275,37.1802,61.9245,311.8902,16707.1541,13.8,4.4,train
-17609,Republic of Korea,EAS,warm_moist,126.73017,37.54602,50.0,42,other,urban,17.4,0.0,0.0,0.0,0.0,7.3,0.0,0.0,0.0,0.0,6.9,0.0,26.5,36.2,1.4,0.0,1.8,0.0,7.2589999999999995,67.4075,16.12,196851,315232,318193,63,62.77,63,26.9634,30.9526,23.0537,24.6,12.0,38.0,51.4,73.91199999999999,68.8917,38.3922,67.8849,392.1586,22000.5971,24.0,8.0,train
-17610,Republic of Korea,EAS,warm_moist,126.69716000000001,37.40484,50.0,10,other,urban,32.0,0.0,0.0,0.0,0.0,6.6,0.0,0.0,0.0,0.0,10.6,1.7,18.6,25.1,1.8,0.0,1.7,0.0,0.0,57.0304,14.42,195112,235434,318193,63,62.97,63,23.3059,28.723000000000003,17.8888,20.4,8.15,34.0,47.4,68.8,63.75,35.8067,61.542,306.0753,17479.82,17.2,4.8,train
-17611,Republic of Korea,EAS,warm_moist,126.67669,37.502590000000005,50.0,53,other,urban,27.6,0.0,0.0,0.0,0.0,4.7,0.0,0.0,0.0,0.0,9.2,1.4,21.3,31.0,0.0,0.0,2.0,0.0,0.04,33.0087,12.63,48903,139436,318193,63,63.0,63,20.4492,25.6839,15.2329,18.2,7.0,30.0,41.2,60.0,56.35,32.0531,54.3688,233.9494,11461.4375,8.4,3.0,train
-17612,Republic of Korea,EAS,warm_moist,126.4624,37.765390000000004,50.0,12,other,urban,30.7,1.1,0.0,0.0,1.3,4.1,0.0,0.0,1.4,0.0,2.4,2.3,48.5,1.6,4.8,0.0,1.6,0.0,0.8140000000000001,2.24023,5.44,2333,2334,44787,50,42.3,63,33.8908,39.3324,28.5978,32.6,22.2,43.4,56.0,76.0,73.775,45.6013,67.8739,370.5094,29183.002,29.2,7.0,train
-17613,Republic of Korea,EAS,warm_moist,126.67832,37.40979,50.0,15,other,urban,32.0,0.0,0.0,0.0,0.0,6.6,0.0,0.0,0.0,0.0,10.6,1.7,18.6,25.1,1.8,0.0,1.7,0.0,0.0,57.0304,14.42,75657,195112,318193,63,62.97,63,20.6354,25.4382,15.9898,17.4,7.0,30.2,42.6,60.431999999999995,56.275,31.4572,55.3051,199.8669,10976.3546,7.0,1.6,train
-17614,Republic of Korea,EAS,warm_moist,126.48778,37.49561,50.0,1,other,urban,60.4,0.0,0.0,0.0,0.0,2.7,0.0,0.0,0.0,0.0,6.8,2.3,11.4,10.4,1.7,0.0,2.0,0.0,0.0,31.823,8.69,8039,8877,315232,63,58.79,63,34.023,37.8011,30.2163,33.4,21.4,44.6,57.2,78.2,74.6,45.1117,70.4629,440.0062,29429.9078,34.8,9.4,val
-17615,Republic of Korea,EAS,warm_moist,126.63722,37.48194,50.0,16,traffic,urban,35.2,0.0,0.0,0.0,0.0,3.5,0.0,0.0,0.0,0.0,8.3,1.9,21.5,24.2,1.3,0.0,2.1,0.0,0.04,57.0304,14.42,10103,48903,318193,63,62.83,63,20.5028,23.9287,17.1138,17.2,7.4,30.0,41.8,59.4,55.45,30.3412,54.6587,210.7995,9816.369,6.6,2.4,train
-17616,Republic of Korea,EAS,warm_moist,126.72608000000001,37.406690000000005,50.0,9,other,urban,24.8,0.0,0.0,0.0,0.0,8.6,0.0,0.0,1.0,0.0,9.7,1.1,20.0,30.6,1.9,0.0,1.3,0.0,0.0,82.4364,17.22,97268,195112,318193,63,62.99,63,21.730999999999998,28.018,15.5747,18.2,5.0,32.6,47.0,70.4,64.7,35.2066,64.4732,374.4337,17547.5401,17.8,6.6,train
-17617,Republic of Korea,EAS,warm_moist,126.69861000000002,37.59413,50.0,47,other,urban,17.0,1.0,0.0,0.0,0.0,5.8,0.0,0.0,0.0,0.0,7.6,1.1,32.5,27.9,3.2,0.0,2.0,0.0,7.2589999999999995,33.0087,12.63,76061,94719,318193,63,62.76,63,19.6001,29.4376,17.2648,20.0,7.8333,34.3333,47.3333,66.6667,62.125,36.0776,52.9129,314.7347,16035.6765,14.0,4.6667,train
-17618,Republic of Korea,EAS,warm_moist,126.79993999999999,37.48001,50.0,35,other,urban,16.8,0.0,0.0,0.0,0.0,9.9,0.0,0.0,0.0,0.0,7.8,0.0,20.0,41.2,1.0,0.0,1.3,0.0,19.323,82.4364,17.22,283031,315232,318193,63,63.0,63,22.5451,28.7568,16.518,19.4,7.6,32.6,46.6,69.6,64.8714,35.6157,64.5655,342.0955,17272.466,15.6,5.6,train
-17619,Republic of Korea,EAS,warm_moist,126.77367,37.519909999999996,50.0,5,other,urban,12.4,0.0,0.0,0.0,0.0,10.6,0.0,0.0,0.0,0.0,6.4,0.0,24.3,41.5,1.2,0.0,1.4,0.0,7.2589999999999995,67.4075,16.12,227857,283031,318193,63,62.97,63,20.1817,25.0135,15.437999999999999,16.8,7.0,28.6,42.0,63.0,58.8,31.0939,59.6243,252.6506,11836.4086,10.6,2.4,train
-17620,Republic of Korea,EAS,warm_moist,126.77009,37.49393,50.0,8,other,urban,16.8,0.0,0.0,0.0,0.0,9.9,0.0,0.0,0.0,0.0,7.8,0.0,20.0,41.2,1.0,0.0,1.3,0.0,33.537,82.4364,17.22,283031,315232,318193,63,63.0,63,19.268,23.7024,14.7867,16.8,7.0,27.4,39.0,58.0,54.3,29.5387,55.132,242.4261,9247.6485,6.8,2.2,train
-17621,Republic of Korea,EAS,warm_moist,126.79623000000001,37.52803,50.0,6,other,urban,12.4,0.0,0.0,0.0,0.0,10.6,0.0,0.0,0.0,0.0,6.4,0.0,24.3,41.5,1.2,0.0,1.4,0.0,15.592,67.4075,16.12,227857,283031,318193,63,62.96,63,21.1405,27.1048,15.1426,18.2,6.6,31.0,43.6,65.4,60.925,34.0353,61.358999999999995,303.7884,13917.1527,11.6,4.0,train
-17622,Republic of Korea,EAS,warm_moist,126.75836000000001,37.5053,50.0,8,traffic,urban,22.7,0.0,0.0,0.0,0.0,6.4,0.0,0.0,0.0,0.0,8.3,0.0,20.6,36.8,0.0,0.0,1.8,0.0,33.537,67.4075,16.12,315232,315232,318193,63,63.0,63,17.0317,19.894000000000002,14.3062,14.0,5.8,24.8,35.2,52.6,46.85,25.3459,49.8871,166.3238,5262.1574,2.4,1.2,train
-17623,Republic of Korea,EAS,warm_moist,126.28135,37.70805,50.0,21,other,rural,64.1,0.0,0.0,0.0,1.3,3.7,0.0,0.0,1.1,0.0,2.8,2.9,17.1,0.0,3.3,0.0,2.0,0.0,0.011000000000000001,2.24032,4.06,212,1512,6659,11,9.5,62,44.8994,47.2205,42.6242,43.6,34.2,54.6,66.4,87.2,83.525,53.6384,76.2452,503.9573,47889.4852,59.8,15.4,train
-17624,Republic of Korea,OCN,warm_moist,126.14927,37.23304,50.0,54,other,rural,97.8,0.0,0.0,0.0,0.0,1.2,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.091904,5.9,2538,2559,2654,16,8.6,43,46.3969,47.1886,45.6601,44.6,35.6,56.4,69.6,89.4,86.65,54.0887,79.8749,511.7132,47141.1726,61.6,18.4,val
-17625,Republic of Korea,EAS,warm_dry,124.62,37.95,50.0,0,background,remote,95.4,0.0,0.0,0.0,0.0,2.4,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.168517,3.16,200,3391,3391,0,3.79,19,35.4227,36.0514,35.0512,35.0,24.0,45.3333,54.6667,69.3333,65.875,40.4248,60.9849,226.57299999999998,22216.5097,22.3333,2.6667,train
-17626,Russia,RBU,cool_moist,42.661044,43.742016,2096.28,403,background,unknown,0.0,0.0,0.0,0.0,2.7,7.5,0.0,0.0,0.0,0.0,20.3,0.0,37.2,1.9,30.0,0.0,0.0,0.158,0.0,0.295983,0.95,587,590,35575,0,0.0,61,41.9495,41.8115,44.6009,41.815,37.4737,46.38,51.31399999999999,57.7437,55.9359,44.1542,54.0404,64.0165,17364.686999999998,0.5,0.0,test
-17627,China,EAS,warm_moist,119.44,30.3,139.0,151,background,rural,0.0,0.0,0.0,0.0,0.0,86.2,0.0,0.0,11.1,0.0,0.0,0.0,1.5,0.0,0.0,0.0,0.0,0.29600000000000004,1.053,2.44948,5.29,2946,2948,6382,0,1.78,50,32.845,42.9862,21.7718,28.07,15.78,44.46,65.178,93.73,89.075,51.361999999999995,73.3824,579.2642,49576.7368,77.2,29.4,val
-17628,China,EAS,cool_dry,117.17,40.65,293.9,0,background,rural,1.7,0.0,0.0,0.0,0.0,51.6,8.2,0.0,0.0,0.0,21.4,0.0,13.3,0.0,1.2,0.0,0.0,1.6340000000000001,0.156,3.03911,3.93,3203,3205,8101,0,2.83,37,39.0121,50.4938,27.4897,34.86,20.06,50.12,74.872,115.286,108.0775,57.7688,95.9967,738.4784,69158.4998,99.2,54.6,train
-17629,China,EAS,cool_moist,127.6,44.73,330.5,27,background,rural,0.0,0.0,0.0,0.0,34.1,12.9,0.0,0.0,0.0,0.0,0.0,0.0,23.1,0.0,27.4,0.0,0.0,0.0,0.145,0.533956,2.33,1621,1622,2406,0,0.15,15,31.5885,36.065,27.1065,28.92,21.815,38.42,49.676,69.7492,64.345,39.8299,56.8257,328.1516,18374.9099,17.0,3.6,test
-17630,China,EAS,warm_dry,116.32,39.95,96.0,8,traffic,urban,0.0,0.0,0.0,0.0,0.0,3.5,0.0,0.0,0.0,0.0,10.0,0.0,27.1,57.0,0.0,0.0,0.0,0.0,0.0,176.99,16.39,90968,332304,445433,63,63.0,63,28.5112,39.3711,15.3033,19.7667,4.7,39.3667,65.4633,107.1407,99.9042,48.0165,93.7189,641.5416,54938.3043,84.6667,51.3333,val
-17632,China,EAS,warm_dry,115.12,39.13,15.2,56,other,rural,0.0,1.2,0.0,0.0,0.0,14.1,7.8,0.0,0.0,0.0,10.5,0.0,61.7,1.9,2.3,0.0,0.0,0.24600000000000002,0.0,1.0431,8.38,7725,7725,9651,0,0.0,59,22.302,33.8974,10.8925,13.92,2.86,33.48,57.56,91.53,87.24,41.7402,83.8658,567.8449,39425.755,64.0,27.0,train
-17633,China,EAS,cool_dry,100.9,36.28,3810.0,639,background,remote,6.4,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,92.5,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.170882,0.73,110,129,180,0,0.0,54,52.8663,52.7926,52.9295,50.8,45.76,59.465,66.44,74.344,72.425,55.5542,70.6236,218.1086,56601.4003,30.0,0.0,val
-17634,China,EAS,cool_moist,99.726,28.006,3580.0,325,background,remote,0.0,21.7,0.0,0.0,0.0,51.7,0.0,0.0,1.2,0.0,22.8,0.0,1.9,0.0,0.0,0.0,0.0,0.003,0.0,0.18357300000000001,0.52,285,286,286,0,1.13,60,38.0339,42.3561,36.9073,40.8125,31.275,48.275,55.25,63.3435,59.7925,44.9234,58.0601,107.4282,27290.8802,4.75,0.0,val
-17635,China,EAS,cool_dry,87.93,47.1,562.0,47,background,remote,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,89.4,0.0,7.9,0.0,0.0,0.0,1.3,0.13,1.5130000000000001,0.266418,1.03,47,47,47,0,0.0,25,33.5254,36.0617,27.1773,31.8333,23.625,39.5333,45.9667,52.4333,50.6,38.968,49.9838,41.4169,10361.2694,0.0,0.0,val
-17636,United States of America,NAM,warm_moist,-122.94200000000001,40.731,613.0,44,traffic,suburban,0.0,87.9,0.0,0.0,0.0,4.2,0.0,0.0,6.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.024423,0.66,52,52,53,23,8.79,29,23.7402,30.3689,15.515,21.2875,10.24,34.2763,42.998999999999995,55.6877,54.3612,35.3651,50.2963,72.0859,9613.5611,1.0,0.0,train
-17637,United States of America,NAM,cool_dry,-105.0037,40.05,1581.0,55,traffic,urban,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,65.3,0.0,15.5,18.6,0.0,0.0,0.0,0.903,0.0,10.3235,4.03,946,946,45764,25,37.26,63,34.3409,41.2765,27.9816,34.3,23.6888,44.6994,55.1278,67.604,63.5473,46.3744,66.2704,177.8648,30967.6592,6.8,0.5,train
-17640,Iran,MDE,warm_dry,51.5061,35.731,1284.75,91,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,10.7,0.0,0.0,53.1,0.0,8.7,27.0,0.0,0.0,0.0,0.08199999999999999,0.0,135.279,12.01,170666,191193,191393,63,62.41,63,17.7837,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,58.398,-999.0,-999.0,-999.0,-999.0,val
-17644,Iran,MDE,warm_dry,51.3316,35.7623,1466.24,198,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,7.3,0.0,0.0,54.7,0.0,8.8,28.5,0.0,0.0,0.0,0.551,0.0,388.906,12.63,191093,191093,191393,63,62.79,63,24.0373,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,75.7313,-999.0,-999.0,-999.0,-999.0,val
-17646,Iran,MDE,warm_dry,51.3976,35.6445,1104.06,28,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,13.3,0.0,0.0,30.6,0.0,22.6,30.2,0.0,0.0,3.2,1.796,0.0,367.82800000000003,11.92,191393,191393,191393,63,63.0,63,16.2601,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,58.6419,-999.0,-999.0,-999.0,-999.0,val
-17649,Iran,MDE,warm_dry,51.5064,35.7418,1325.03,105,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,10.7,0.0,0.0,53.1,0.0,8.7,27.0,0.0,0.0,0.0,0.08199999999999999,0.0,135.279,12.01,170666,191193,191393,63,62.74,63,13.9284,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,38.5625,22.5455,44.8206,-999.0,-999.0,0.5,-999.0,val
-17654,Iran,MDE,warm_dry,51.4257,35.6036,1062.39,30,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,13.9,0.0,0.0,28.2,0.0,23.8,28.1,0.0,0.0,6.0,1.796,0.0,641.336,12.6,69878,191393,191393,63,63.0,63,17.527,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,val
-17655,Iran,MDE,warm_dry,51.3509,35.7022,1198.19,61,unknown,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,12.7,0.0,0.0,34.8,0.0,18.7,31.5,0.0,0.0,2.4,0.126,0.0,388.906,12.63,191293,191393,191393,63,63.0,63,19.1066,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,-999.0,64.0668,-999.0,-999.0,-999.0,-999.0,val
-17659,United Kingdom,EUR,cool_moist,-4.074791,53.136152,510.0,510,background,rural,13.4,1.8,0.0,0.0,0.0,18.0,0.0,0.0,0.0,0.0,62.5,0.0,0.0,0.0,2.0,0.0,0.0,0.0,0.0,0.271627,2.56,583,671,1100,6,7.1,60,34.6185,34.7383,34.5047,34.6858,29.6734,39.4977,44.3096,53.5324,49.4473,38.0888,48.1652,62.9487,5411.2598,0.2,0.0,test
-17660,Taiwan,EAS,tropical_wet,121.6898,25.1796,27.0,71,background,suburban,41.1,0.0,24.8,0.0,0.0,17.9,0.0,0.0,1.8,0.0,0.0,1.3,1.6,11.5,0.0,0.0,0.0,0.0,2.106,35.2597,3.28,67599,114212,201432,43,35.5,63,37.3892,44.3921,30.548000000000002,37.8,21.0,50.8,62.2,78.568,72.725,51.2928,69.0445,380.8444,41355.2832,30.6,7.0,test
-17661,Taiwan,EAS,tropical_dry,119.5661,23.569000000000003,11.0,2,other,urban,94.1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,2.0,1.4,0.0,0.0,0.0,0.0,0.0,0.0,1.25395,1.45,6068,10801,10801,56,34.69,58,41.0769,43.6037,38.4463,41.4,27.4,53.0,62.4,75.092,70.5667,48.5235,62.6748,281.7651,38614.6333,24.2,2.2,train
-17662,Taiwan,EAS,warm_moist,120.8736,23.4686,2862.0,968,background,remote,0.0,1.2,37.6,0.0,0.0,58.1,0.0,0.0,1.7,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,6.04021,1.17,9137,9244,9256,0,0.0,20,41.3679,39.1651,36.9019,36.95,26.1425,48.16,58.615,74.4942,74.5712,48.1366,68.503,236.5389,22615.316000000003,41.6,3.0,test
-17663,Taiwan,EAS,tropical_moist,120.6411,24.151999999999997,13.0,35,other,urban,9.2,0.0,19.2,0.0,0.0,4.3,0.0,0.0,1.5,0.0,0.0,0.0,15.9,24.1,23.6,0.0,0.0,0.0,8.397,18.4021,5.48,16475,31855,139405,63,63.0,63,27.6763,39.0568,16.3752,23.0,11.75,38.0,56.25,82.725,73.875,48.1147,72.9342,451.3894,35545.2509,35.75,12.75,val
-17664,Taiwan,EAS,tropical_wet,121.4325,25.0379,13.0,4,other,urban,12.7,0.0,28.4,0.0,0.0,18.0,0.0,0.0,3.5,0.0,0.0,0.0,8.9,26.1,1.5,0.0,0.0,0.0,3.911,26.7583,4.06,46097,51137,201432,62,60.95,63,27.2667,34.8308,19.9599,26.2,10.5,39.4,52.8,73.8,66.7429,43.5627,64.5279,362.8655,23861.9712,17.8,10.6,test
-17665,Taiwan,EAS,tropical_wet,120.7889,21.958000000000002,0.0,7,background,rural,72.3,0.0,20.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.4,0.0,0.0,4.2,0.0,0.0,0.0,0.0,1.10799,0.93,722,5494,5561,41,23.78,53,36.525,38.543,34.5904,36.4,23.6,47.8,56.2,68.4,64.4167,42.5026,56.5662,268.1288,25063.7384,11.4,2.6,train
-17666,Taiwan,EAS,tropical_moist,120.3377,22.5658,15.0,5,other,urban,53.7,0.0,2.3,0.0,0.0,1.7,0.0,0.0,0.0,0.0,0.0,0.0,13.0,19.2,7.5,0.0,0.0,0.0,0.0,28.6821,6.37,7658,67834,128517,63,62.05,63,25.7521,37.2693,14.404000000000002,18.8,8.62,36.6,60.0,84.8,76.3,46.0163,69.7906,414.9797,38482.1432,41.2,18.2,train
-17682,Germany,EUR,cool_moist,10.316582,49.444516,384.0,31,background,rural,0.0,0.0,0.0,0.0,0.0,18.5,0.0,0.0,0.0,0.0,0.0,0.0,47.2,1.4,32.6,0.0,0.0,2.91851,0.0,1.3174700000000001,3.555,1148,1314,5631,11,9.41259,55,27.195999999999998,31.1685,23.1891,27.0294,17.1581,36.1309,46.2975,60.4501,58.7241,35.3794,53.4377,126.589,12940.4337,3.6667,0.0,train
-17683,Germany,EUR,cool_moist,11.062283,47.483194,720.0,39,background,rural,2.9,36.0,0.0,0.0,0.0,39.3,0.0,0.0,0.0,0.0,9.8,0.0,0.0,1.9,7.2,0.0,0.0,0.0,0.0,0.7862319999999999,1.248,1256,1257,2051,35,21.1168,50,17.5921,23.592,11.5898,14.7615,5.2041,27.3038,38.4727,51.114,49.1776,28.1016,45.8519,42.3793,5237.335,0.0,0.0,test
-17684,Germany,EUR,cool_moist,10.597719999999999,48.95218,417.0,8,background,suburban,0.0,0.0,0.0,0.0,0.0,20.7,0.0,0.0,0.0,0.0,0.0,0.0,40.0,1.1,37.1,0.0,0.0,6.74034,0.0,1.59209,3.43,1451,1453,2940,31,13.2308,44,19.5785,28.1334,13.455,18.5521,6.3714,31.5481,43.2207,58.6767,56.3629,32.7235,50.4145,110.8024,11002.0721,3.5,0.0,train
-17685,Germany,EUR,cool_moist,11.02792,49.32273,344.0,37,background,urban,0.0,7.8,0.0,0.0,0.0,40.7,0.0,0.0,0.0,0.0,0.0,0.0,12.7,15.8,22.6,0.0,0.0,0.838361,0.0,5.91412,4.57,10640,14944,36792,39,29.1958,63,18.767,25.9339,11.8148,15.7765,3.8646,29.4779,42.428999999999995,59.3735,56.0336,31.0232,51.5903,123.8122,10775.6201,3.5,0.0,train
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+4566,Japan,OCN,unknown,153.98,24.28,8,-1,background,remote,100,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.29,20,20,20,0,0,0,28.1936,27.6073,28.442,26.98,14.76,41.04,47.156,55.02,51.1408,31.1952,46.1124,48.8638,7647.339,0,0,val
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+4597,Canada,NAM,cool_dry,-110.185,51.6724,707,27,background,remote,0,0,0,0,0,0,0,0,0,0,66.5,0,33.4,0,0,0,0,0.316,0,0.051031,0.79,3,3,15,0,0,10,30.1639,34.4191,25.8636,29.3333,23,36.6667,44,53.6667,51.8333,37.5164,49.2467,43.0035,8891.2406,0,0,val
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+4600,Malta,EUR,tropical_dry,14.218256,36.072222,160,97,background,remote,91.7,0,0,0,0,0,0,0,0,0,1.5,0,4.2,1.5,0,0,0,0,0,0.936243,1.29,7501,7501,14824,43,25.98,62,43.0526,44.4483,41.6425,42.1942,37.2863,48.1298,53.9622,61.2698,58.944,46.6927,57.4079,79.2347,25755.3586,1.75,0,train
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+4610,Antarctica,SPO,unknown,24.8,-89.996,2841,5,background,remote,0,0,0,0,0,0,0,0,0,0,0,0,10.3,0,0,89.7,0,0,0,0,0.11,0,0,0,0,0,0,29.2493,29.2263,29.2717,30.76,24.09,34.22,35.54,37.4168,36.395,30.2316,35.5143,6.2174,111.3831,0,0,test
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+4898,Japan,EAS,cool_moist,145.5,43.15,49,-2,background,remote,80.7,0,0,0,0,5.5,0,0,0,0,0,0,2,0,8.3,0,0,0,0,0.081332,0.83,21,545,1035,0,1.97,60,37.3483,37.7731,36.8868,37.5833,31.4,43.2917,48.8333,56.842,54.4875,40.2357,52.1841,78.4161,11773.6113,1,0,train
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+4916,Canada,NAM,cool_dry,-104.20417,50.20278,600,1,background,rural,0,0,0,0,0,0,0,0,0,0,0,0,99.6,0,0,0,0,3.338,0,0.158705,0.82,15,15,251,0,3.37,24,29.0069,33.5228,24.4759,29,21,36.5,43.5,52.5,50.4167,36.8207,47.7542,37.5257,7409.9926,0,0,test
+4923,Canada,NAM,cool_moist,-72.86167,45.05028,203,87,background,rural,3.7,0,0,0,28.9,15.7,0,0,0,0,0,0,7.4,0,42.7,0,0,0,0,0.697399,1.71,105,348,2468,9,7.86,58,32.0173,33.964,30.0729,32,25,39,45.5,53.98,52.125,37.3145,47.6889,54.9941,8009.4888,1,0,train
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+4929,Canada,NAM,cool_moist,-72.55694,45.08861,845,528,background,rural,2.2,0,0,0,48.3,30.1,0,0,0,0,0,0,0,0,18.3,0,0,0,0,0.675938,1.45,106,106,2468,7,9.66,58,35.6287,35.7049,35.5057,36,29,42,48.5,56.5,54.2321,39.4869,50.5679,75.8976,9282.3703,1,0,train
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+5085,Austria,EUR,cool_moist,15.673061,47.604721,679,38,background,suburban,0,16.9,0,0,0,73.9,0,0,0,0,1.6,0,0,0,6.1,0,0,0,0,1.8097,1.82,679,680,1160,34,15.26,42,20.4765,26.6219,14.3729,17.63,5.8477,32.786,43.9317,55.5322,53.9685,32.1051,50.8262,64.201,9316.4726,0.75,0,train
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+5510,Czech Republic,EUR,cool_moist,18.677799,49.668114,320,14,background,urban,0,6.7,0,0,0,45,0,0,0,0,0,0,2.5,8.3,36.4,0,0,0.349,0,3.2861,3.27,5059,6238,29735,47,30.78,59,24.3161,29.9909,18.6618,22.966,12.1662,33.899,45.7922,59.6317,57.6027,35.1204,53.2276,149.4453,12831.2146,3.6667,0,train
+5512,Czech Republic,EUR,cool_moist,13.327622,50.376587,322,58,background,rural,0,2.1,0,0,2,32.5,0,0,0,0,2.1,0,34.7,4.9,21.3,0,0,4.463,0,0.748362,3.86,743,3203,18516,22,16.61,57,25.6542,31.1092,20.1996,25.1327,14.9996,34.7324,44.4454,58.5937,57.1777,35.4555,52.5127,118.6299,12105.0808,3.6667,0,train
+5514,Czech Republic,EUR,cool_moist,14.041195,50.683525,367,156,background,suburban,0,3.6,0,0,3.1,30.7,0,0,0,0,0,0,17.9,7.5,36.1,0,0,1.348,0,6.22793,3.94,11991,11991,21322,55,41.12,59,27.1844,30.4012,24.0084,26.966,17.033,36.4325,45.3656,59.3878,57.0818,34.6887,52.0094,125.3701,11169.54,3,0,train
+5516,Czech Republic,EUR,cool_moist,14.043064,50.661095,147,70,background,urban,0,1.5,0,0,3.2,26,0,0,0,0,0,0,27.7,7.6,33,0,0,1.348,0,6.22793,3.94,11215,13664,21322,56,40.76,59,19.3202,24.8385,13.7976,16.6328,5.5666,29.8659,40.2654,56.4351,54.2902,30.2604,50.7027,118.5792,8657.3959,2.6667,0,train
+5520,Czech Republic,EUR,cool_moist,17.667175,49.232903,258,34,background,suburban,0,0,0,0,1.4,33.9,0,0,0,0,0,0,36.5,5.9,22,0,0,2.019,0,8.78853,2.96,9385,9385,13522,58,36.54,58,25.6584,31.4585,19.8635,24.3992,12.7664,36.1322,48.0955,60.6996,58.8818,36.1952,53.1614,86.4478,14793.8736,2.3333,0,train
+5538,Germany,EUR,cool_moist,10.572297,49.30489,400,0,traffic,urban,0,1,0,0,0,27.4,0,0,0,0,0,0,26,1.7,43.7,0,0,3.385,0,4.07767,3.44,5631,5631,5631,52,30.13,55,16.6221,22.3517,12.1442,15.1299,5.2442,25.7813,36.363,51.1097,48.9091,26.621,45.6216,59.1364,4839.9262,0,0,train
+5648,Germany,EUR,cool_dry,13.424304,52.349703,43,10,background,suburban,0,17.4,0,0,0,21.8,0,0,0,0,0,0,15.8,27.2,16.7,0,0,2.246,0,3.16786,4.6,1043,9587,47369,46,39.37,63,23.7265,-999,-999,-999,-999,-999,-999,-999,-999,-999,53.9659,-999,-999,-999,-999,val
+5692,Germany,EUR,cool_moist,10.316582,49.444516,384,31,background,rural,0,0,0,0,0,18.5,0,0,0,0,0,0,47.2,1.4,32.6,0,0,2.919,0,1.31747,3.56,1148,1314,5631,11,9.41,55,27.3882,31.7076,23.0615,27.2738,17.3439,36.3584,46.676,60.5484,58.7279,35.8181,53.6911,130.433,13615.2223,4,0,train
+5852,Germany,EUR,cool_moist,11.062283,47.483194,720,39,background,rural,2.9,36,0,0,0,39.3,0,0,0,0,9.8,0,0,1.9,7.2,0,0,0,0,0.786232,1.25,1256,1257,2051,35,21.12,50,17.272,23.3909,11.1432,14.1914,5.0368,27.1503,38.1734,49.9215,48.3845,28.1316,45.137,30.045,4589.9317,0,0,test
+5873,Germany,EUR,cool_dry,11.091267,51.456062,142,13,background,rural,0,0,0,0,1.6,26.4,0,0,0,0,0,0,51.6,3.2,16.4,0,0,8.713,0,1.6532,3.21,1126,1129,1748,8,7.64,54,23.0318,29.5956,16.4143,22.3548,10.4153,32.9296,43.418,57.5922,54.2846,34.2127,50.4496,107.293,10448.6662,2.25,0,val
+6177,Germany,EUR,warm_dry,8.478017,49.475758,94,6,background,urban,0,1.1,0,0,0,24.3,0,0,0,0,0,0,31.7,33.8,8.4,0,0,3.184,0,8.13596,7.35,28639,28674,28674,62,58.39,63,20.7449,25.9629,15.1083,18.9344,6.3532,30.9296,42.4262,61.7635,58.3945,30.9696,53.652,189.8897,11249.229,6.5,1,val
+6277,Germany,EUR,cool_moist,10.59772,48.95218,417,8,background,suburban,0,0,0,0,0,20.7,0,0,0,0,0,0,40,1.1,37.1,0,0,6.74,0,1.59209,3.43,1451,1453,2940,31,13.23,44,18.2327,-999,-999,-999,-999,-999,-999,-999,-999,-999,48.4788,-999,-999,-999,-999,train
+6295,Germany,EUR,cool_moist,13.422039,48.573624,300,36,background,urban,0,1.5,0,0,0,31.7,0,0,0,0,0,0,23.9,3.3,39.2,0,0,1.055,0,3.19969,2.95,7430,8630,8630,58,34.61,58,13.6134,20.3478,8.0306,8.9835,1.3753,23.3647,36.5463,51.3097,48.6543,25.6381,37.2183,59.84,5151.9095,0,0,test
+6395,Germany,EUR,cool_moist,11.02792,49.32273,344,37,background,urban,0,7.8,0,0,0,40.7,0,0,0,0,0,0,12.7,15.8,22.6,0,0,0.838,0,5.91412,4.57,10640,14944,36792,39,29.2,63,18.7039,-999,-999,-999,-999,-999,-999,-999,-999,-999,52.0793,-999,-999,-999,-999,train
+6430,Germany,EUR,warm_dry,8.435041,49.31884,110,11,traffic,urban,0,1.1,0,0,0,24.3,0,0,0,0,0,0,32.7,31.7,9.5,0,0,4.974,0,6.55856,7.03,14936,14936,28674,55,39.92,63,20.0832,25.3265,14.73,18.4163,6.7883,29.6318,40.6413,59.6262,55.5672,30.2989,51.041,151.6206,9981.8126,4.6667,0.3333,val
+6440,Germany,EUR,cool_dry,11.850336,52.602062,34,5,background,urban,0,8.1,0,0,0,14.8,0,0,0,0,1.9,0,49.6,2.4,22.7,0,0,7.323,0,1.89692,3.16,1261,1262,1315,47,23.37,52,25.7559,30.57,20.8956,25.1309,15.4237,34.8484,44.6295,59.1935,55.9936,34.674,51.4995,135.0018,11625.3418,5,0,train
+6576,Denmark,EUR,cool_moist,9.930847,57.046665,30,2,background,urban,6.3,2.5,0,0,0,6.6,0,0,0,0,3.6,1.1,59.3,2.3,17.5,0,0,0.61,0,8.50369,2.07,3485,3489,3493,62,56.37,63,28.3674,30.3473,25.9871,29.4283,21.1578,36.0315,41.7449,49.1318,47.0707,34.3965,46.001,38.5717,4611.4796,0.4,0,train
+6579,Denmark,EUR,cool_moist,12.571114,55.669167,5,3,traffic,urban,56.4,2.4,0,0,0,7,0,0,0,0,2.7,0,6.5,15.7,7.8,0,0,1.06,0,18.4958,2.95,62590,75062,102853,63,61.98,63,17.3182,17.7553,16.8258,16.6704,9.3113,24.5086,30.8658,38.6703,36.7289,22.53,35.6973,11.4504,439.9548,0,0,val
+6580,Denmark,EUR,cool_moist,12.553336,55.698334,5,13,traffic,urban,56.4,2.4,0,0,0,7,0,0,0,0,2.7,0,6.5,15.7,7.8,0,0,0,0,18.4958,2.95,75062,102853,102853,63,62.86,63,16.6364,-999,-999,-999,-999,-999,-999,-999,-999,-999,-999,-999,-999,-999,-999,val
+6581,Denmark,EUR,cool_moist,12.5614,55.700279,25,13,background,urban,56.4,2.4,0,0,0,7,0,0,0,0,2.7,0,6.5,15.7,7.8,0,0,0,0,90.8873,2.97,75062,102853,102853,63,62.43,63,28.0897,30.0436,25.8806,28.5896,20.1994,36.0482,42.4364,51.5404,49.1166,34.1498,47.69,57.3742,6091.3393,0.8,0,val
+6585,Denmark,EUR,cool_moist,10.73639,54.74639,3,2,background,rural,86.2,0,0,0,0,0,0,0,0,0,1.2,1,7.7,0,1.9,0,0,0,0,0.33664,2.66,105,344,1539,0,0.88,19,28.9329,30.4704,27.0748,29.4287,22.1028,36.0329,41.4708,50.3899,47.8987,34.1582,45.3974,54.8314,4908.0791,0.8,0,train
+6592,Denmark,EUR,cool_moist,10.389173,55.396389,25,10,background,urban,6.8,1.6,0,0,0,3.2,0,0,0,0,1.2,0,71.3,2.7,12,0,0,1.491,0,3.20779,2.93,7120,7125,7127,62,57.23,62,27.7185,30.1516,24.8965,28.4629,19.9447,35.595,41.6848,50.7812,48.2365,34.0568,46.0572,52.8437,5713.509,0.8,0,train
+6594,Denmark,EUR,cool_moist,12.088669,55.694107,3,0,background,rural,13.8,4.5,0,0,0,8.2,0,0,0,0,2.3,1.1,45.1,7.6,16.7,0,0,7.178,0,5.38959,3.04,5325,7930,65918,18,21.51,63,29.9588,33.8667,27.9533,31.7296,23.4256,39.0889,45.5599,55.955,52.8651,37.5991,48.0373,83.8635,10280.7239,1.25,0,val
+6597,Denmark,EUR,cool_moist,8.433333,56.283333,37,32,background,rural,11.5,2.5,0,0,0,11.7,0,0,0,0,2.9,1,56,0,13.2,0,0,2.33,0,0.367878,2.25,399,1334,1429,0,0.67,58,31.047,33.0911,28.6122,31.4977,24.9656,37.1669,42.4302,51.3762,47.706,36.4459,46.0672,51.4917,6294.8697,1,0.25,train
+6599,Denmark,EUR,cool_moist,10.197236,56.151112,20,14,background,urban,28,2.1,0,0,0,6.1,0,0,0,0,1.9,0,46.5,3.1,11.1,0,0,1.413,0,12.8686,2.36,7500,7509,7517,62,53.04,63,25.4747,27.7949,22.7176,26.4342,17.5096,33.7891,39.9379,47.359,45.2715,32.0141,44.8413,34.64,3402.4018,0.25,0,val
+6600,Estonia,EUR,cool_moist,27.278622,59.409725,60,61,industrial,urban,33.4,0,0,0,0,41.5,0,0,1.3,0,2.5,1.7,4.7,0,13.2,0,0,0,0,3.23358,1.23,8202,8372,8372,58,36.65,61,28.3118,31.4538,25.1496,28.28,20.7814,35.979,42.6355,51.4052,50.085,34.8298,47.1892,46.1125,6354.8876,0,0,train
+6601,Estonia,EUR,cool_moist,25.940556,59.508889,32,25,background,rural,19.1,4.8,0,0,0,52.4,0,0,1.2,0,0,1.2,6,0,14.4,0,0,0.027,0,0.095671,1.63,77,156,2228,7,3.59,40,26.8088,30.7079,22.8879,26.7311,18.8967,34.6758,41.4926,51.0774,48.9887,33.9644,46.7857,48.5293,5994.4038,0.2,0,train
+6602,Estonia,EUR,cool_moist,24.760565,59.431114,5,12,traffic,urban,34.2,1.7,0,0,0,30.5,0,0,1.6,0,2.4,0,4.2,4.9,19.4,0,0,0.084,0,13.5974,2.05,17662,24604,25201,63,61.08,63,23.1778,23.5827,22.7491,23.1874,15.5785,30.8162,37.1228,44.6096,43.4838,28.3139,40.9744,17.4287,1483.7067,0,0,val
+6604,Estonia,EUR,cool_moist,28.179167,59.37616,25,12,background,urban,18.3,1.9,0,0,0,61.1,0,0,3.4,0,2.6,2.4,0,0,6.9,0,0,0.044,0,0.302188,1.9,5005,7087,7424,62,44.3,62,26.0442,28.8806,23.2071,25.7537,18.2978,33.7911,40.6766,48.9435,47.6291,32.5374,44.922,32.1572,4362.7079,0,0,train
+6605,Estonia,EUR,cool_moist,24.698624,59.456944,9,11,industrial,urban,37,1.7,0,0,0,30,0,0,1.6,0,2.4,0,3.3,4.9,18.1,0,0,0,0,22.0411,1.96,21231,25201,25201,63,56.52,63,25.0545,26.5784,23.4777,25.463,17.6136,32.761,38.8902,46.252,44.9926,30.8985,42.6057,21.1096,2342.3669,0,0,val
+6606,Estonia,EUR,cool_moist,26.758898,58.702778,50,36,background,rural,7.2,0,0,0,0,48.3,0,0,1.1,0,1,0,7.5,0,33.7,0,0,0.056,0,0.187105,1.25,68,104,4873,0,1.11,41,26.9329,30.3329,23.4844,26.6058,18.8566,34.6758,42.1282,50.1128,48.6867,33.5561,46.4066,32.0993,5430.343,0,0,train
+6607,Estonia,EUR,cool_moist,26.734722,58.370556,41,16,background,urban,0,0,0,0,0,40.4,0,0,1.5,0,0,0,12.4,0,43.3,0,0,0.032,0,1.72459,1.31,23693,23693,23693,63,57.37,63,24.4742,27.2378,21.7094,24.3903,16.155,32.7811,40.2596,48.765,47.1742,31.4612,44.9939,32.2221,4335.1671,0,0,train
+6610,Estonia,EUR,cool_moist,24.649458,59.414169,6,15,background,urban,26.5,1.8,0,0,0,39.6,0,0,1.8,0,2.8,0,3.5,4.8,18.2,0,0,0,0,22.0411,1.96,25167,25201,25201,62,59.98,63,27.9984,29.9905,25.9452,28.1797,19.6812,36.8812,43.1748,50.5825,49.1178,34.053,46.8835,34.8208,6960.6399,0,0,val
+6612,Spain,EUR,warm_moist,-8.92361,42.72056,685,563,background,rural,31.1,5.8,4.2,0,0,29,0,0,7.9,0,0,1.5,1.9,0,17.4,0,0,0.108,0,0.711764,1.87,1537,2910,9996,6,10.21,61,37.6539,37.9726,37.3199,37.1459,31.3375,43.05,50.1796,62.3035,59.3913,41.2661,52.6554,159.153,13620.0083,3.8,0.2,test
+6613,Spain,EUR,warm_dry,4.31639,39.87528,78,0,background,rural,80.3,0,0,0,0,1.1,0,0,11.7,0,0,0,3.4,0,0,0,0,0.558,0,2.36874,1.15,2440,4820,4820,13,16.75,63,40.655,42.7353,38.5782,40.878,34.6423,46.9471,52.3634,60.752,58.1896,45.5225,55.9025,99.3738,23096.984,3,0,test
+6614,Spain,EUR,warm_dry,-3.53417,37.23694,1230,363,background,rural,0,5.2,0,0,0,0,5.8,18.3,16.6,0,3.4,0,42.9,4.4,0,0,2.3,0.388,0.186,11.074,2.19,6773,34238,44724,20,24.51,63,41.6484,42.9188,40.3209,40.9994,35.1244,48.184,54.9046,62.6488,60.9852,46.4478,60.8102,100.2419,26722.3933,3,0,train
+6616,Spain,EUR,cool_dry,-3.1425,41.27417,1360,24,background,rural,0,7.9,0,0,0,0,0,9.2,32.2,1.5,21.3,0,25.3,0,0,0,0,0.284,0,0.072924,1.38,25,47,190,0,0.7,10,37.83,42.2991,33.379,37.9689,31.0573,44.5683,51.6093,61.5557,60.0918,45.4606,57.8889,117.1466,22795.5772,3.8,0,val
+6620,Spain,EUR,warm_dry,-5.8975,41.23889,985,85,background,rural,0,0,0,0,0,0,0,9.8,1.1,8.6,28.9,0,50.8,0,0,0,0,0.375,0,0.140498,1.31,120,131,302,0,1.54,32,38.031,41.1015,34.9984,37.2967,30.8764,44.6903,52.0007,62.1353,60.2794,44.25,55.6693,105.1722,20765.7558,2.6,0,train
+6623,Spain,EUR,warm_moist,-7.70472,42.63472,506,93,background,rural,0,1.4,0,0,0,24.6,0,0,10,0,0,0,8.3,0,54.5,0,0,0.258,0,0.746903,1.79,350,570,1315,10,7.68,47,27.3998,31.1438,23.7535,26.9562,20.2862,33.9056,40.1995,51.1697,49.3431,34.1548,45.126,55.0965,5539.9711,0,0,test
+6624,Spain,EUR,warm_dry,-6.55528,37.05194,5,13,background,rural,42.2,0,0,0,0,0,0,12.4,12.4,5.5,5.3,0,19.5,0,0,0,1.5,0.124,0,0.616923,1.66,342,342,1412,6,10.71,59,32.8451,40.7445,24.9944,33.1752,21.6292,43.6098,51.9326,62.0264,59.9712,44.5533,56.9986,144.5499,24349.9272,4.5,0,val
+6631,Spain,EUR,warm_moist,-7.988889,43.405556,480,99,industrial,rural,2.7,4,7.1,0,0,46.7,0,0,4.8,0,0,0,1.5,0,31.7,0,0,0,0,0.344141,2.66,666,666,12218,0,3.29,63,33.3401,35.0039,31.7007,33.1821,27.6685,38.395,44.6104,56.5399,53.0813,38.2175,47.0016,78.6387,8264.1797,1.8,0,test
+6640,Spain,EUR,warm_dry,-3.682222,40.421667,672,88,traffic,urban,0,0,0,0,0,0,0,39.1,6.9,2,8.6,0,24,19,0,0,0,0.048,0,73.1912,7.13,79677,79726,93151,63,63,63,19.3205,23.2504,15.4022,17.6437,8.1201,27.7687,37.7919,51.8799,49.1594,28.7499,50.3601,75.2541,5685.4895,0.8,0.2,val
+6646,Spain,EUR,warm_dry,-3.639167,40.44,698,76,background,urban,0,0,0,0,0,0,0,38.9,6,1.5,6.8,0,27,19.2,0,0,0,0.219,0,73.1912,7.13,79627,79918,93151,63,63,63,22.6061,27.181,18.0318,21.6726,10.1045,32.2688,42.6755,57.7697,55.1075,32.7173,56.5148,114.482,10950.9713,3.2,0,val
+6647,Spain,EUR,warm_dry,-3.705,40.346944,593,30,background,urban,0,0,0,0,0,0,0,40.9,4.7,1.3,4.8,0,29.6,18.3,0,0,0,0.722,0,31.3136,6.59,79726,79726,93151,63,62.97,63,19.1541,25.7668,14.131,19.2977,6.0149,30.325,39.7232,52.8808,48.1837,31.2283,47.7193,59.5012,7096.7815,0.5,0.25,val
+6648,Spain,EUR,warm_dry,-3.731944,40.394722,625,37,background,urban,0,0,0,0,0,0,0,42.6,6.2,2,6.5,0,23.3,18.9,0,0,0,0.048,0,31.3136,6.59,79677,79677,93151,63,63,63,23.3309,29.4475,17.218,23.0144,7.9196,34.8973,45.8105,59.1489,56.5273,35.423,57.1244,105.2107,13635.3828,2.4,0.2,val
+6653,Spain,EUR,warm_moist,-7.847222,43.45,363,111,industrial,suburban,0,2.2,4.4,0,0,51.7,0,0,3.2,0,0,0,0,0,37,0,0,0.092,0,0.744642,2.49,697,697,6241,46,18.59,51,30.2745,34.4747,26.0362,31.5781,21.4531,38.8962,45.8133,56.7403,53.0187,38.4821,50.0186,88.6766,10299.9063,1.8,0,test
+6654,Spain,EUR,warm_dry,3.014722,39.75,7,29,background,rural,16.3,0,0,0,0,0,0,0,22.9,1.5,4.7,0,47.6,1.5,2.2,0,0,1.379,0,1.18961,1.66,1841,5823,15246,22,23.01,62,31.9104,40.12,23.759,33.2823,20.2501,42.8761,50.124,58.627,56.6902,43.8153,55.3099,71.3736,20516.812,1,0,test
+6656,Spain,EUR,warm_dry,-0.290833,40.946667,570,110,industrial,rural,0,1.6,0,0,0,0,0,42.8,15.8,0,1.9,0,37,0,0,0,0,2.423,0.074,0.549077,2.32,267,440,787,0,6.83,61,36.9839,40.3094,33.6367,36.6106,30.2248,43.6981,50.4849,59.2767,57.3331,43.4655,54.9845,74.7604,19476.0322,0.8,0,test
+6657,Spain,EUR,warm_dry,-0.178056,41.053056,395,30,industrial,rural,0,0,0,0,0,0,0,38.6,8.9,0,0,0,50.7,0,0,0,0,2.59,0.086,1.42199,2.11,405,405,787,27,20.63,61,32.367,38.4957,26.2445,33.3826,22.255,41.9538,49.5726,60.5042,58.6639,42.8001,55.4689,82.0357,19213.3292,0.5,0,test
+6660,Spain,EUR,warm_dry,-0.249444,40.840833,510,60,industrial,rural,0,2.4,0,0,0,0,0,37.6,28.6,0,4.6,0,25.8,0,0,0,0,1.487,0.043,0.255605,2.08,216,324,759,12,5.31,56,37.1639,-999,-999,-999,-999,-999,-999,-999,-999,-999,57.8616,-999,-999,-999,-999,test
+6662,Spain,EUR,warm_moist,-7.506111,43.688056,60,72,industrial,suburban,43.9,2.7,0,0,0,43.1,0,0,0,0,0,0,0,0,8.2,0,0,0,0,0.700419,2.55,537,1092,5557,22,17.98,56,30.0686,-999,-999,-999,-999,-999,-999,-999,-999,-999,45.7006,-999,-999,-999,-999,test
+6668,Spain,EUR,cool_moist,-6.44,42.877778,750,167,industrial,rural,0,10.2,0,0,0,45.5,0,0,15.7,2.1,4.4,0,3,0,18.1,0,0,0.005,0,0.172789,2.77,107,119,2190,9,4.38,36,23.496,26.5917,20.4099,23.1573,15.0372,30.6759,36.9915,45.0895,42.8811,29.9509,41.2346,25.9049,2728.8587,0,0,test
+6674,Spain,EUR,warm_moist,-6.603889,42.781389,700,129,industrial,rural,0,14.3,0,0,0,44,0,0,24,2,1.2,0,3.2,1.2,9.6,0,0,0.036,0,0.508733,3.17,1420,1420,3008,21,12.34,62,24.1945,28.2795,20.1389,22.5558,15.7389,30.9766,38.9965,51.8483,48.921,31.552,45.7335,59.3656,5396.8576,0.4,0,test
+6676,Spain,EUR,cool_moist,-4.827222,42.703611,1050,42,industrial,rural,0,8.7,0,0,0,15.1,0,3.7,4.6,0,26.8,0,30.3,0,9.9,0,0,0.229,0,0.347044,1.85,62,107,1476,0,0.96,40,28.1757,35.0196,21.3046,28.1697,17.9143,37.4025,45.2319,55.2467,53.5638,39.5741,49.658,60.6556,11156.6842,0.2,0,test
+6678,Spain,EUR,warm_dry,-6.520833,42.625556,720,214,industrial,suburban,0,16,0,0,0,35.4,0,0,30.8,2.9,1.3,0,4.4,1.4,7.4,0,0,0.101,0,2.06594,3.31,653,1483,3014,13,20.95,62,31.4587,32.8292,30.0707,31.8789,24.3602,38.395,45.2119,54.6351,52.6302,37.4948,49.8548,64.6679,8627.2069,0.4,0,test
+6682,Spain,EUR,warm_dry,-6.643333,42.611667,560,54,industrial,suburban,0,13,0,0,0,36.3,0,0,33.3,2.6,1.2,0,4.5,1.4,7.4,0,0,0.107,0,84.4753,3.29,1374,2650,3014,25,34.28,62,29.2653,33.6615,24.8489,29.5732,19.1474,38.9965,46.2143,57.9433,56.1263,38.8268,53.8043,106.319,12618.9179,0.6,0,test
+6684,Spain,EUR,warm_dry,-5.376969,36.179431,9,0,industrial,suburban,49.8,0,1.2,0,0,7.8,0,0,27.1,0,0,1.1,8.9,1.6,0,0,0,0,0,44.5046,2.73,1870,34378,34378,63,58.47,63,31.3688,34.508,28.0964,31.7786,23.6585,39.6982,46.2143,54.4347,52.1415,39.0973,48.4695,50.5574,11568.0331,0.6,0,train
+6686,Spain,EUR,warm_dry,2.188889,41.484444,35,42,industrial,suburban,26,9,0,0,0,5.8,0,0,19.5,0,0,0,6.3,31.7,0,0,0,0.037,0.066,98.5927,5.82,71057,234734,234873,63,62.7,63,18.3363,27.5833,9.1667,13.2829,2.3809,31.954,43.4826,55.9058,53.8206,33.1659,52.1344,92.3253,10073.3051,1.75,0,train
+6687,Spain,EUR,warm_moist,-3.113056,43.320833,30,33,industrial,suburban,29.4,1.7,0,0,0,43.1,0,0,2.8,0,0,0,2.7,3.3,15.7,0,0,0.017,0,56.6065,2.77,6104,25608,91187,57,43.59,63,27.8533,31.5433,24.1994,28.3702,20.6511,35.0868,40.6005,49.9235,47.3547,35.3896,45.6626,54.2299,5370.5338,0.6,0,val
+6688,Spain,EUR,warm_moist,-3.073889,43.320556,136,99,industrial,suburban,29,2.2,0,0,0,45.3,0,0,2.9,0,0,0,2.5,3.4,13.4,0,0,0.125,0,20.5778,3.07,25608,87565,91187,62,53.53,63,27.6933,31.8917,23.4732,29.5732,18.1699,37.5304,44.3597,52.6302,51.1735,36.5197,48.6352,61.696,10621.0115,0.75,0,val
+6691,Spain,EUR,warm_dry,-1.939911,36.940461,47,0,industrial,suburban,55.4,0,0,0,0,0,0,31.4,0,0,1.9,0,8.1,0,0,0,0,0.363,0,2.57328,1.97,454,1207,1314,8,5.55,58,30.4968,35.3348,25.6235,30.0744,21.7204,38.4284,46.1141,54.8023,52.7137,38.8492,50.4265,51.2007,10198.5457,0.3333,0,train
+6692,Spain,EUR,warm_dry,-2.038189,36.84745,50,49,industrial,suburban,58.2,0,0,0,0,0,0,30.2,0,0,2.6,0,7.7,0,0,0,0,0,0,0.532617,1.96,508,548,10344,7,4.43,63,38.9381,42.5617,34.007,38.5955,31.2022,45.4875,52.3796,60.5248,58.7077,45.7947,57.5962,80.063,23056.9488,0.75,0,train
+6693,Spain,EUR,warm_dry,-2.128189,36.93385,152,29,industrial,suburban,25.6,0,0,0,0,0,1.7,57.3,0,0,3.1,0,9.9,0,0,0,0,1.603,0.37,0.687355,1.98,547,547,10344,43,25.27,63,34.8224,41.8403,27.8255,36.2898,24.0595,45.7131,53.0312,61.051,59.4471,46.2589,57.6649,80.9485,25838.225,1.2,0,train
+6699,Spain,EUR,warm_dry,-0.913333,37.603333,60,62,industrial,suburban,59.3,0,0,0,0,0,0,9.7,1,0,3.5,0,22.7,1.3,0,0,0,1.593,0,36.759,2.05,7431,8409,8409,61,54.2,63,33.0524,38.9262,27.1735,33.8838,23.5583,42.4049,49.322,56.3394,54.6226,42.6998,52.9953,54.8423,17678.2181,0,0,val
+6703,Spain,EUR,warm_dry,2.010556,41.393333,22,6,industrial,suburban,30.1,6.3,0,0,0,2.6,0,0,21.4,0,1.1,0,8.9,27.8,0,0,0,0.108,0,34.5163,5.03,32859,61872,234873,63,62.24,63,20.5734,29.4259,11.7889,17.5434,4.0099,33.7084,45.8885,57.0161,55.032,35.0939,53.971,83.5236,12675.931,0.5,0,train
+6705,Spain,EUR,warm_dry,-5.480831,36.175381,45,35,industrial,suburban,34.4,0,1.2,0,0,11,0,0,34.6,0,1.1,1.1,12.7,1.6,0,0,0,0.21,0.06,9.36637,2.55,971,14823,34378,62,45.91,63,35.7807,-999,-999,-999,-999,-999,-999,-999,-999,-999,53.5357,-999,-999,-999,-999,train
+6708,Spain,EUR,warm_dry,-5.638889,42.715556,900,18,industrial,rural,0,3.9,0,0,0,20.2,0,5.1,19,3,15,0,17.2,1.1,14.7,0,0,0.348,0,0.955514,2.38,219,1957,35622,15,12.68,63,29.3218,35.391,23.2167,29.2724,18.8466,38.9965,46.7156,56.9669,54.7354,39.7853,53.3238,86.2859,13802.4257,0.8,0,train
+6720,Spain,EUR,warm_moist,-2.884167,43.241111,125,4,industrial,urban,3.8,2.8,0,0,0,67.3,0,0,3.6,0,0,0,3.7,3.4,13.7,0,0,0.213,0,6.59514,3.17,55906,90338,91187,62,57.35,63,20.5326,26.6373,15.0032,20.2167,7.5186,31.0769,38.0942,48.4532,46.4244,31.7072,43.2515,33.2821,4576.7125,0,0,val
+6722,Spain,EUR,warm_dry,-0.0575,40.841944,830,200,industrial,rural,0,4.6,0,0,0,0,0,28.7,39.5,0,4.7,0,21.1,0,0,0,0,0.548,0,0.472683,2.06,58,101,602,5,1.18,61,40.1017,41.7985,38.3998,39.3373,33.2121,46.2945,53.0282,62.1638,60.1914,44.729,58.0273,114.1529,22431.2957,3.8,0,test
+6725,Spain,EUR,warm_dry,-6.938069,37.279639,66,36,industrial,urban,20.5,0,0,0,0,0,0,6.7,14.1,5.5,2.1,0,45.3,1.8,0,0,1.3,0.388,0.095,43.3762,1.66,15445,15445,15445,63,52.84,63,32.1739,37.8446,26.4125,32.2047,22.5558,41.227,49.2468,58.6451,55.9196,41.8077,53.518,86.2384,17955.0107,1.5,0,val
+6726,Spain,EUR,warm_dry,-6.964139,37.185681,1,7,industrial,urban,47.9,0,0,0,0,0,0,4.2,10.3,0,1.9,0,29.6,1.9,0,0,1.3,0.136,0,1.47915,1.58,4603,13497,15445,58,38.26,63,34.5816,40.9894,30.1201,36.3399,26.0645,45.2787,52.4631,62.4879,59.2716,44.7512,54.6386,108.6607,23220.0179,4.6667,0,val
+6727,Spain,EUR,warm_moist,-5.703889,43.308889,220,0,industrial,suburban,0,0,0,0,1.3,48.7,0,0,2.7,0,0,0,5.9,1.2,39.5,0,0,0,0,22.7746,3.71,7765,7807,20609,60,40.7,63,18.7732,24.5915,12.9835,16.9419,7.7191,28.1697,36.39,46.1281,44.0196,29.3241,41.3537,33.9029,3050.1636,0,0,test
+6728,Spain,EUR,warm_moist,-5.689722,43.306389,216,23,industrial,urban,0,0,0,0,0,49.3,0,0,2.6,0,0,0,5.8,1.2,39.7,0,0,0,0,2.80539,3.36,7765,7807,20609,58,40.11,63,19.9265,25.9887,13.8575,18.4456,7.7442,30.3751,38.0943,47.4694,45.7256,30.8152,42.3116,45.0564,3623.5563,0.4,0,test
+6730,Spain,EUR,tropical_dry,-15.416306,28.035117,22,55,industrial,suburban,53,0,0,0,0,0,3.2,16.1,10.5,0,3.3,0,5,1.6,6,0,0,0,0,0.051603,1.04,16275,30448,69632,63,55.87,63,32.2376,33.5436,31.0407,32.8813,25.8139,39.197,44.3096,50.525,47.8684,37.6893,46.4107,31.9648,5473.518,0.6,0,train
+6732,Spain,EUR,warm_moist,-5.880833,43.551667,15,13,traffic,suburban,32.8,0,0,0,0,26.6,0,0,4.1,0,0,0,6,2.6,26.2,0,0,0,0,3.76352,3.5,30365,33067,33067,63,54.37,63,23.1192,27.2541,18.9622,23.458,11.6288,33.2823,40.3999,48.913,46.6028,32.4147,45.0546,34.8944,3857.179,0.2,0,test
+6733,Spain,EUR,warm_moist,-5.941111,43.542222,10,42,traffic,urban,32,0,0,0,0,29,0,0,4,0,0,0,5.4,2.6,25.3,0,0,0,0,6.03158,3.32,9950,33067,33067,60,45.4,63,14.8318,16.825,12.8641,13.9345,5.9146,22.0545,28.3702,36.4622,34.147,21.0565,32.4102,6.531,178.8685,0,0,test
+6734,Spain,EUR,tropical_dry,-15.416092,28.029889,52,55,industrial,urban,53,0,0,0,0,0,3.2,16.1,10.5,0,3.3,0,5,1.6,6,0,0,0,0,0.051603,1.04,16275,30448,69632,62,57.14,63,32.0106,33.6538,32.3904,33.8337,25.9391,39.8486,44.861,52.8808,49.4139,37.6391,47.1182,29.3614,6121.2484,0,0,train
+6735,Spain,EUR,tropical_dry,-6.0031,37.394519,17,5,traffic,urban,0,0,0,0,0,0,0,0,2,1.4,0,0,89.5,5.6,0,0,0,0.605,0.192,10.354,2.58,57881,80903,80947,63,62.97,63,21.1139,26.3127,15.8186,20.4506,9.7241,30.4754,39.197,50.0237,47.6303,32.2677,49.6169,55.6435,5072.2513,0.2,0,test
+6736,Spain,EUR,warm_dry,-6.920269,37.199769,8,11,industrial,suburban,44.4,0,0,0,0,0,0,6.1,10.5,1.2,1.8,0,30.5,1.8,0,0,1.3,0.136,0,1.47915,1.58,9910,13568,15445,63,57.12,63,31.3965,36.5206,26.1976,30.9516,21.9292,40.3498,48.9962,58.6451,56.4678,40.192,52.8523,91.5557,15335.8012,0.75,0,val
+6737,Spain,EUR,warm_dry,-5.411411,36.1821,2,0,industrial,urban,41.6,0,1.2,0,0,9.7,0,0,31.7,0,0,1.1,10.1,1.6,0,0,0,0,0,9.36637,2.55,1870,34378,34378,62,59.24,63,29.5906,33.4312,25.6173,30.7761,20.8516,38.2947,44.8409,52.7525,50.8383,38.1074,48.1137,36.6651,8533.9546,0,0,train
+6739,Spain,EUR,warm_moist,-8.317222,43.235,160,46,industrial,rural,10.4,3.7,7.8,0,0,27.9,0,0,5,0,0,0,3.3,1.2,39.5,0,0,0.181,0,3.47874,3.02,1540,6465,76601,18,22.54,63,27.8529,29.7827,25.9601,27.9692,21.7538,34.0843,38.5955,46.8419,44.8484,32.9117,41.3332,42.444,2935.4932,0.2,0,test
+6740,Spain,EUR,warm_moist,-3.013333,43.354167,64,5,traffic,suburban,28.3,2.2,0,0,0,48.4,0,0,3,0,0,0,2.3,3.4,11.2,0,0,0,0,20.5778,3.07,51076,87565,91187,63,60.03,63,19.3567,23.1657,15.6009,20.3838,8.6882,28.9048,35.2539,42.1041,40.8003,27.6138,39.0577,16.5222,1279.3447,0,0,val
+6750,Spain,EUR,warm_moist,-8.673612,42.434166,20,58,industrial,rural,21,3.6,1.1,0,0,32.6,0,0,15,0,0,1.5,2.2,1.4,20.7,0,0,0,0,7.73759,2.08,4421,8546,37976,62,53.74,63,28.4108,32.4537,24.3669,28.5706,19.2978,38.0942,43.8585,52.7405,50.124,36.6214,46.8328,79.0299,7818.5672,1,0,test
+6754,Spain,EUR,warm_dry,2.007778,41.555556,277,112,traffic,urban,3,13.4,0,0,0,10,0,0,31,0,0,0,11.3,29.2,0,0,0,0.132,0.152,29.527,5.23,37805,55138,234873,63,61.52,63,22.0055,25.529,18.4653,21.428,11.2779,31.2022,40.2245,51.8784,49.4035,31.7332,50.3607,59.3642,5988.2732,0.25,0,train
+6759,Spain,EUR,warm_dry,-0.363333,41.321111,140,102,industrial,rural,0,0,0,0,0,0,0,40,0,0,0,0,59.1,0,0,0,0,2.204,0.185,11.6775,2.01,128,236,404,20,18.4,51,34.3686,40.8104,27.9862,34.8262,23.1592,45.8835,55.5624,67.1938,64.8291,45.0247,62.4794,146.1862,30262.9539,9.5,0,test
+6760,Spain,EUR,warm_dry,-0.218889,41.279722,160,91,industrial,rural,0,0,0,0,0,0,0,35,0,0,1.1,0,63.3,0,0,0,0,1.734,0.112,0.570017,2,175,179,405,14,4.32,61,35.7875,42.1637,29.5107,36.7033,25.0934,46.7231,55.387,66.8634,64.2903,45.8396,62.1917,136.8745,31215.8523,9,0,test
+6763,Spain,EUR,warm_moist,-4.049722,43.346111,20,8,background,urban,18.4,0,0,0,0,30.2,0,0,1.6,0,0,0,8.2,1.5,37.4,0,0,0.052,0,5.72604,2.58,15617,15617,59050,60,47.69,63,24.1181,28.7115,19.5346,24.7613,13.4834,34.0843,40.9012,49.3601,47.4925,33.6994,45.6389,40.1496,4853.7375,0,0,val
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+6769,Spain,EUR,warm_dry,-0.916111,41.651389,212,29,traffic,urban,0,0,0,0,0,0,0,57.5,0,0,2.1,0,36.5,3.4,0,0,0,1.185,0.102,18.0909,2.1,8814,8814,9402,63,62.72,63,23.8631,27.4479,20.3325,25.2946,12.8383,33.9242,41.3146,50.3263,48.0898,32.6184,47.8288,38.7014,5796.7439,0,0,test
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+6779,Spain,EUR,warm_dry,-5.435761,36.190481,26,2,industrial,suburban,41.6,0,1.2,0,0,9.7,0,0,31.7,0,0,1.1,10.1,1.6,0,0,0,0.571,0.168,9.36637,2.55,2115,7269,34378,62,55.82,63,31.9813,35.4152,28.3429,32.8813,24.4605,40.0992,45.7131,52.8307,50.9009,39.7741,47.6666,41.3362,10053.8664,0.2,0,train
+6785,Spain,EUR,warm_dry,4.259722,39.878056,65,36,industrial,suburban,77,0,0,0,0,1.4,0,0,13.8,0,0,0,4.1,0,0,0,0,0.558,0,6.96965,1.16,4820,4820,4820,62,41.31,63,34.4983,38.165,30.8392,34.8863,26.5657,42.8059,49.8233,59.0461,56.1226,41.8304,55.037,83.7427,16585.5744,1.8,0,test
+6786,Spain,EUR,warm_dry,4.253889,39.892222,55,26,industrial,urban,77,0,0,0,0,1.4,0,0,13.8,0,0,0,4.1,0,0,0,0,0.558,0,6.96965,1.16,3809,4820,4820,62,38.66,63,35.1604,37.3311,33.2759,35.5078,28.4153,42.3046,48.9651,57.3418,54.8482,41.2695,53.4535,59.2076,13720.6209,0,0,test
+6787,Spain,EUR,warm_moist,-7.876944,42.351944,132,1,traffic,urban,0,2,0,0,0,42.6,0,0,13,2.5,0,0,3.4,0,35.7,0,0,0,0,9.46443,2.07,15228,17713,17713,61,49.71,62,18.47,24.6017,12.4075,15.7891,5.0099,29.3626,38.5855,50.4749,47.7005,29.5374,45.5128,63.5817,5183.7784,1,0,test
+6788,Spain,EUR,warm_dry,1.069167,41.113333,60,59,industrial,suburban,30.6,4.3,0,0,0,5.8,0,2.5,29,0,3.3,0,12.9,10,0,0,0,2.37,1.716,7.83751,2.39,3101,14279,26446,39,51.37,63,28.4745,35.0843,21.9045,30.1997,17.4181,38.9714,46.3647,56.7454,54.7896,39.5951,52.9685,72.0517,13267.3161,0.25,0,val
+6793,Spain,EUR,warm_dry,1.218889,41.156111,87,45,industrial,suburban,42.6,1.6,0,0,0,2.7,0,2.5,16.7,0,3.3,0,18.1,11,0,0,0,0.979,0.738,8.00519,3.15,17626,21873,26446,63,62.8,63,28.3338,35.7791,20.9437,27.9441,16.2903,39.3473,47.9937,58.8957,57.533,40.5229,55.7177,87.1229,16255.9804,0.5,0,val
+6795,Spain,EUR,warm_dry,1.826111,41.731944,238,21,traffic,urban,0,16.5,0,0,0,15.9,0,0,39.9,0,1.6,0,19.2,5.7,0,0,0,0.096,0.068,6.44084,2.63,21449,21449,34123,63,53.38,63,20.2084,27.0885,13.3301,17.9193,6.3908,30.8263,41.9788,55.5123,52.2856,32.3292,55.3874,92.8665,8941.274,0.25,0,train
+6797,Spain,EUR,warm_dry,-0.151667,41.258889,160,79,industrial,rural,0,0,0,0,0,0,0,38.5,0,0,1.2,0,59,0,0,0,0,2.851,0.205,0.981701,1.96,130,232,410,5,2.52,61,32.8316,38.3036,27.3544,32.6591,23.2901,42.7123,51.7781,62.775,60.2908,41.9875,58.087,127.1277,22054.6806,3,0,test
+6798,Spain,EUR,warm_dry,-0.326667,41.288333,175,107,industrial,urban,0,0,0,0,0,0,0,37.1,0,0,0,0,61.9,0,0,0,0,1.937,0.164,7.24595,2.03,173,173,506,33,13.74,55,31.4018,37.0599,25.7363,31.6077,21.3481,41.4486,49.8132,60.5699,58.729,40.9847,56.6938,98.3659,19772.1369,2.4,0,test
+6799,Spain,EUR,tropical_dry,-16.260833,28.463611,75,87,industrial,urban,71.6,0,1.5,0,0,5,1.5,2.4,5.7,0,1.5,0,3.8,2,3,0,0,0.013,0,0,0.9,24045,24163,24163,60,44.59,63,26.6759,28.2203,26.0142,27.6935,19.799,34.7109,40.2245,46.3647,44.3128,32.2635,42.0445,21.8575,1718.6394,0,0,train
+6800,Spain,EUR,tropical_dry,-16.266944,28.459722,95,87,industrial,urban,71.6,0,1.5,0,0,5,1.5,2.4,5.7,0,1.5,0,3.8,2,3,0,0,0.013,0,0,0.9,10609,24045,24163,62,47.99,63,24.0118,25.2547,22.7625,23.8924,16.5409,31.4111,38.2613,45.2787,42.7725,28.8708,42.1772,20.3269,1640.3148,0,0,train
+6801,Spain,EUR,warm_dry,-16.374167,28.383056,145,157,industrial,suburban,53.9,1.4,1.4,0,0,4.9,3.2,11.3,8,0,3,0,5.4,2.2,4.1,0,0,0,0,0.096554,0.88,5075,8181,24163,54,33.97,63,26.4202,29.2485,23.7065,25.7303,19.0471,33.2489,39.9321,48.119,45.6546,33.4797,45.0984,47.0115,3602.1204,0,0,train
+6803,Spain,EUR,warm_dry,1.627778,41.578889,284,17,industrial,suburban,0,9.4,0,0,0,3.6,0,0,36.1,0,3.2,0,42.8,3.4,1.1,0,0,0.247,0.201,3.49402,2.62,11283,12482,21449,61,49.27,63,21.5425,29.4407,13.6333,20.1749,7.6439,32.8312,43.232,54.0086,52.3952,34.4578,52.6535,62.5525,9078.2749,0,0,train
+6805,Spain,EUR,warm_moist,-8.741944,42.219167,53,31,traffic,urban,30.1,2.9,0,0,0,32.3,0,0,16.1,0,0,1.2,2.4,1.7,12.6,0,0,0.177,0,20.1507,2.15,25272,37976,37976,63,58.1,63,24.1456,28.0998,20.2523,24.4204,13.5134,33.8939,41.3322,50.6353,48.1842,33.079,45.5896,62.4343,5896.528,0.4,0,test
+6806,Spain,EUR,warm_moist,-8.418889,43.367778,35,36,traffic,urban,46.4,3.6,5.3,0,0,20.7,0,0,3.8,0,0,0,3.1,1.8,13.6,0,0,0,0,15.1204,2.78,76601,76601,76601,63,56.09,63,22.1178,23.7275,20.5075,22.5257,13.333,30.1245,37.0817,46.5423,43.133,27.8668,41.4989,25.3995,1852.3684,0.2,0,test
+6808,Spain,EUR,warm_dry,2.22,41.433333,9,14,traffic,suburban,43.1,4.9,0,0,0,3,0,0,12.5,0,0,0,5,29.9,0,0,0,0,0,26.4064,5.81,136139,234734,234873,63,58.51,63,20.4499,29.4752,11.4486,16.9168,3.1328,35.0868,45.7382,56.5148,54.747,35.0589,53.6448,77.6427,12069.3618,0.25,0,train
+6811,Spain,EUR,warm_dry,-4.909167,41.316389,721,3,industrial,suburban,0,0,0,0,0,0,3.1,10.7,3.2,0,0,0,81.7,0,0,0,0,1.511,0,2.33446,1.74,1952,1952,9074,62,25.7,62,28.5067,36.7944,20.2497,29.3727,16.4407,39.6982,49.5225,61.7528,59.4793,41.9158,57.3889,108.6756,19037.7597,3.4,0,train
+6817,Spain,EUR,warm_dry,-5.391381,36.208789,51,54,industrial,suburban,49.8,0,1.2,0,0,7.8,0,0,27.1,0,0,1.1,8.9,1.6,0,0,0,0.292,0.067,5.48066,2.37,1870,34378,34378,62,51.26,63,33.1681,36.2144,30.0897,33.5831,25.4379,41.3523,48.495,56.3895,54.2122,41.0665,51.0421,56.5592,12932.8015,0,0,train
+6820,Spain,EUR,warm_moist,-8.028611,43.554444,290,145,industrial,rural,16.9,4.5,6.1,0,0,51.1,0,0,2.5,0,0,0,1.7,0,15.4,0,0,0.148,0,0.755961,2.51,453,582,13608,11,11.1,63,34.1409,-999,-999,-999,-999,-999,-999,-999,-999,-999,45.4249,-999,-999,-999,-999,test
+6827,Spain,EUR,warm_dry,-0.447222,39.481111,41,23,traffic,urban,23.6,0,0,0,0,1.1,0,14.9,10.8,0,1,0,41.5,4.9,0,0,0,0.473,1.721,29.9435,3.2,67009,93280,93280,63,63,63,25.8949,32.9125,18.8558,26.5828,12.6313,38.1113,46.1812,55.7415,53.6866,38.3828,52.969,60.5075,12387.104,0,0,train
+6828,Spain,EUR,warm_dry,-0.19,38.966667,22,24,traffic,urban,37.6,0,0,0,0,0,0,5.7,34.9,0,2.8,0,16.3,1,0,0,0,0.585,1.738,3.65287,1.83,16717,16717,16717,63,55.89,63,30.1639,35.8644,24.4694,30.8764,19.2476,40.8009,48.6704,57.3719,55.8244,41.0284,54.2617,62.2571,16402.5916,0.2,0,train
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+6837,Spain,EUR,warm_dry,1.121389,41.152222,110,62,traffic,suburban,34.8,3.7,0,0,0,5.5,0,2.4,24,0,3.4,0,14.8,10.1,0,0,0,2.057,1.279,31.4176,2.66,26446,26446,26446,63,60.63,63,29.3028,35.0267,23.7168,30.0744,20.0496,39.0967,47.1166,57.392,55.6533,39.792,53.3021,77.1352,14763.3415,1,0,val
+6838,Spain,EUR,warm_dry,0.582778,40.708056,8,4,background,suburban,28.6,1.7,0,0,0,0,0,4.4,14.6,0,2.4,1.7,41,2.3,1.5,0,0,1.33,1.391,4.01391,1.98,2048,2802,3758,58,31.49,63,31.211,36.0333,26.3638,32.8813,20.9518,41.2019,48.52,57.6426,55.7003,41.3428,54.5496,72.9386,15567.4358,0.6,0,train
+6840,Spain,EUR,warm_dry,0.810278,41.554167,264,31,background,rural,0,0,0,0,0,0,0,1.6,10.2,0,1.7,0,83.9,1.2,0,0,0,2.244,1.6,1.29603,2.18,909,909,8037,45,25.34,63,29.1858,35.3947,22.9826,29.0719,18.88,39.4309,49.2886,59.8146,57.6635,39.5871,56.5919,81.7712,18154.3876,0.3333,0,train
+6842,Spain,EUR,warm_dry,2.441944,41.693056,208,66,background,rural,14,4.9,0,0,0,43,0,0,17.1,0,0,0,8,10.7,1.2,0,0,0.285,0.221,6.9049,4.44,4460,4460,55489,58,46.42,63,25.0175,34.6272,15.425,21.9543,10.0248,37.7935,50.7355,64.4594,62.6801,40.4378,61.6594,151.9893,21141.3741,6.6,0,test
+6844,Spain,EUR,warm_dry,0.614167,41.63,220,25,traffic,urban,0,0,0,0,0,0,0,1.5,0,0,0,0,96.4,1.5,0,0,0,2.57,0.881,6.11916,2.22,8037,8037,8037,63,54.4,63,23.9981,30.729,17.2851,23.433,10.1501,34.9615,46.2394,59.2716,57.1727,36.0062,56.4315,94.5285,13942.7241,0.25,0,train
+6847,Spain,EUR,warm_dry,2.09,41.477778,124,44,background,urban,14.4,10.7,0,0,0,6.8,0,0,25.6,0,0,0,8.2,31.9,0,0,0,0.029,0.051,35.9606,5.7,24015,83322,234873,63,61.7,63,19.9509,28.6684,11.2612,16.4407,4.7117,32.3801,44.3096,55.4973,53.4573,34.3609,53.173,70.4196,11262.0108,0.8,0,train
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+6854,Spain,EUR,warm_moist,-2.918333,43.2675,33,98,traffic,urban,15.2,2.8,0,0,0,59.7,0,0,3.3,0,0,0,2.9,3.3,11.6,0,0,0.065,0,18.6622,3.23,91187,91187,91187,63,61.1,63,18.2804,21.8586,14.5988,18.5459,7.8193,26.8665,32.8813,40.4,38.9213,26.2964,36.9306,15.6857,911.0672,0,0,val
+6855,Spain,EUR,warm_dry,1.419444,38.916667,25,30,industrial,suburban,69.4,0,0,0,0,0,2,0,13.5,0,3,1.5,7.1,0,0,0,0,0,0,3.77948,1.79,11625,11625,11625,63,47.9,63,32.326,37.7994,29.792,35.5212,26.6158,42.6388,49.3387,57.3085,54.9484,41.8618,51.3956,58.7634,14593.014,0.6667,0,train
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+6857,Spain,EUR,cool_moist,1.129722,42.406944,692,17,background,rural,0,21.2,0,0,0,32,0,0,14.2,0,17.7,0,6,0,8.6,0,0,0.164,0,0.46557,0.9,125,242,4406,22,8.04,40,23.0569,-999,-999,-999,-999,-999,-999,-999,-999,-999,46.4252,-999,-999,-999,-999,test
+6860,Spain,EUR,warm_dry,-3.783919,38.092931,368,88,industrial,urban,0,0,0,0,0,0,0,6.2,18.2,9,1.6,0,63.2,0,1.2,0,0,1.183,0.43,1.26175,1.71,2372,2673,4625,53,23.4,63,28.7932,36.1155,20.8246,28.8213,15.2878,40.7258,50.7506,59.8355,57.9715,41.9881,57.2977,76.0007,20168.1076,0.5,0,train
+6863,Spain,EUR,warm_dry,-6.833839,37.281561,52,47,industrial,suburban,15.1,0,0,0,0,0,0,8.7,13.7,7,2,0,48.3,1.8,0,0,1.1,1.038,0.371,0.935189,1.65,1229,4326,15445,60,35.71,63,29.6183,35.3444,23.8653,29.1972,20.5508,38.4702,46.49,56.2642,54.0086,39.1433,51.616,62.9222,12800.4632,0.25,0,val
+6867,Spain,EUR,warm_dry,2.102778,41.562778,190,70,traffic,urban,5.9,11.9,0,0,0,17.1,0,0,27.3,0,0,0,8,27.6,0,0,0,0.197,0.163,32.9275,5.74,72799,72799,234873,63,62.9,63,20.7621,25.3208,16.2289,19.2977,9.2729,30.4503,40.0992,52.0563,49.7011,30.9699,49.4311,55.8784,6104.0668,0,0,train
+6869,Spain,EUR,warm_moist,-5.864722,43.357778,276,96,traffic,urban,0,0,0,0,1.4,46.6,0,0,2.9,0,0,0,6,1.4,41,0,0,0,0,13.6651,3.82,15175,15175,33067,63,54.85,63,21.5778,24.7221,18.4302,21.5533,10.927,30.6759,37.593,47.0163,44.9612,29.7204,42.3864,33.5835,3045.061,0.4,0,test
+6870,Spain,EUR,warm_moist,-5.831389,43.367222,206,31,traffic,urban,0,0,0,0,0,42.8,0,0,4.2,0,0,0,7.3,3.1,40.1,0,0,0,0,13.6651,3.82,15175,15175,30365,63,56.46,63,19.7014,24.6056,14.8322,18.5459,6.3156,30.4754,38.395,48.2193,46.1893,30.0055,43.5437,42.4353,3621.576,0.4,0,test
+6871,Spain,EUR,warm_moist,-5.656667,43.536111,10,21,traffic,urban,34.6,0,0,0,0,22.3,0,0,4.2,0,0,0,6.7,2.8,27.7,0,0,0,0,14.9305,3.49,20595,20609,33067,63,58.2,63,19.2639,21.3523,17.1941,19.3478,9.8243,27.468,33.8838,41.4024,39.2346,25.6797,38.262,13.017,900.0579,0,0,test
+6872,Spain,EUR,warm_moist,-5.696111,43.541111,11,18,traffic,urban,34.6,0,0,0,0,22.3,0,0,4.2,0,0,0,6.7,2.8,27.7,0,0,0,0,14.9305,3.49,20590,20595,33067,63,59.58,63,18.8107,22.4092,15.24,19.3479,9.1226,27.0168,32.8813,39.9127,37.8812,26.3271,36.4585,11.5294,569.8339,0,0,test
+6873,Spain,EUR,warm_moist,-5.705833,43.531111,12,18,traffic,urban,33.7,0,0,0,0,22.3,0,0,4.2,0,0,0,6.7,2.8,28.7,0,0,0,0,123.682,3.47,20590,20595,33067,62,56.72,63,20.4722,23.748,17.2513,20.6511,9.724,29.8739,36.6908,44.1091,42.0916,28.4606,40.184,17.4019,1654.0699,0,0,test
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+6876,Spain,EUR,warm_dry,-4.106944,38.681667,675,42,industrial,suburban,0,0,0,0,0,0,0,11.1,30.6,12.6,19,0,25.4,0,0,0,0,1.245,0,1.17728,1.63,3151,3312,3312,58,45.05,63,30.0479,35.7748,24.2943,30.7761,19.0973,40.7508,49.2218,59.5473,56.5357,40.9712,56.1707,150.1173,16732.7616,3.2,2.4,test
+6877,Spain,EUR,warm_dry,-4.109722,38.691111,705,49,industrial,urban,0,0,0,0,0,0,0,11.1,30.6,12.6,19,0,25.4,0,0,0,0,0.799,0,1.17728,1.63,3151,3312,3312,62,46.72,63,27.242,31.9104,23.2488,27.5682,17.7063,36.9664,45.7382,54.8858,52.5519,36.7639,50.4181,111.2945,10662.497,1.5,2.5,test
+6878,Spain,EUR,warm_dry,-4.088611,38.684444,685,54,industrial,suburban,0,0,0,0,0,0,0,12.5,28.4,12.4,18,0,27.5,0,0,0,0,1.245,0,1.39841,1.66,3151,3312,3312,61,46.74,63,33.4308,39.6536,27.3104,34.2648,24.5908,42.9061,51.1064,61.5523,59.0273,44.1366,59.5508,180.2689,21300.5071,5.6,5.8,test
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+6893,Spain,EUR,cool_moist,-5.623611,42.802778,945,47,industrial,suburban,0,4.5,0,0,0,23.5,0,4,18.9,2.8,14.3,0,13.9,1.1,16.4,0,0,0.125,0,18.1597,2.24,755,766,35622,49,19.42,63,31.4032,36.6266,26.2462,31.7786,21.5533,40.7007,48.4198,59.3789,57.0035,40.7254,54.9213,94.3455,16104.8656,2.2,0,train
+6894,Spain,EUR,warm_dry,-4.494444,41.961389,734,9,industrial,suburban,0,0,0,0,0,0,0,2.1,0,0,2.4,0,94.2,0,0,0,0,2.16,0,1.80818,1.72,3849,3849,11538,60,44.02,63,31.5121,37.6329,25.3855,32.7109,21.2025,41.6029,49.713,61.1513,58.6576,42.3979,56.0172,100.1812,18690.3042,1.8,0,train
+6904,Spain,EUR,cool_moist,2.22,42.313611,1226,357,background,rural,0,7.7,0,0,1.2,63.3,0,0,2.4,0,10.5,0,4.4,0,9.9,0,0,0.016,0,0.228688,1.34,78,584,12227,0,4.23,62,37.5738,40.5502,34.6147,37.2922,30.5756,44.3096,50.6352,59.9483,58.2817,44.0095,55.6207,121.325,19486.4976,2.6,0.4,train
+6905,Spain,EUR,warm_dry,3.214444,41.96,200,98,background,rural,65.3,2.7,0,0,0,7.6,0,0,7.6,0,0,0,10.9,3.5,1.7,0,0,0.02,0,2.14776,1.82,1300,3921,8187,44,28.1,63,39.7598,41.9929,37.5196,39.0967,32.9816,46.2143,53.4322,62.655,60.1446,45.0946,56.607,113.9938,22867.6128,3.4,0,val
+6907,Spain,EUR,warm_moist,-5.926667,43.580278,5,5,industrial,suburban,46.6,0,0,0,0,23.6,0,0,3.1,0,0,0,4.5,2.6,18,0,0,0,0,6.03158,3.32,33067,33067,33067,63,54.23,63,16.0457,18.636,13.4024,16.2402,6.2154,23.859,30.1747,37.192,34.9364,22.7177,32.8725,9.7535,439.0283,0.2,0,test
+6912,Spain,EUR,warm_dry,1.722778,41.220556,22,9,traffic,urban,46.9,3.1,0,0,0,0,0,0,18.5,0,1.9,0,19.5,7.5,0,0,0,0,0,5.38462,2.92,18701,21676,33430,57,42.17,63,26.872,33.4705,20.3264,26.4404,15.4131,38.2196,46.6153,56.1088,54.2279,38.0381,53.0013,79.7322,14353.5442,0.75,0,train
+6914,Spain,EUR,warm_dry,-2.940556,42.688056,471,2,industrial,urban,0,0,0,0,0,20.1,0,0,1.2,0,1.3,0,68,0,7.8,0,0,1.519,0,2.21405,2.02,4830,5049,11944,57,36.72,62,26.8426,32.3426,21.3622,27.7687,16.8417,36.0893,43.7081,56.0386,53.9835,36.9155,50.5659,69.9033,9923.025,0.4,0,test
+6915,Spain,EUR,warm_moist,2.509444,42.146389,496,127,background,rural,0,1.6,0,0,1,74.9,0,0,6.7,0,0,0,6.8,2,6.9,0,0,0.001,0,0.211683,2.22,4112,7755,13814,7,18.3,63,26.1884,35.361,17.0479,24.9617,11.9295,37.994,48.3195,61.7528,59.539,40.6235,58.1182,121.6513,16858.8689,3,0,val
+6916,Spain,EUR,cool_moist,1.778056,42.370278,1060,26,background,rural,0,19.4,0,0,0,37.8,0,0,7,0,20.9,0,7.6,0,6.8,0,0,0.324,0,0.970469,1.07,246,266,12331,21,13.83,61,29.949,40.371,19.5454,30.1746,15.0372,43.5076,52.4297,61.853,60.1488,44.7246,59.1107,119.6122,25476.6174,2.4,0.2,train
+6917,Spain,EUR,warm_moist,-2.963333,43.144444,122,38,traffic,suburban,0,1.7,0,0,1,60.7,0,0,2.6,0,0,0,9.6,3.2,20.1,0,0,0.059,0,4.60605,2.87,7316,7316,91187,53,28.14,63,18.7608,22.9812,14.2357,17.9444,8.4208,27.8689,35.4878,43.5076,41.4848,27.7965,39.3252,21.6334,2322.6953,0,0,val
+6918,Spain,EUR,warm_moist,-2.943333,43.148056,114,68,industrial,suburban,0,1.7,0,0,1.1,63,0,0,2.6,0,0,0,8,3.2,19.3,0,0,0.059,0,4.60605,2.87,2853,7316,91187,44,30.21,63,18.1409,23.3692,12.511,16.2903,6.5161,27.3176,35.9389,46.6153,44.0778,28.3924,41.8951,34.0156,2588.3213,0,0,val
+6919,Spain,EUR,warm_moist,-2.886183,43.209642,53,30,background,urban,0,2.3,0,0,0,67.4,0,0,3.4,0,0,0,5.1,3.3,16.9,0,0,0.213,0,6.59514,3.17,6673,55906,91187,58,44.34,63,16.6336,21.8706,11.0282,14.7866,5.263,26.5657,34.5856,43.8585,42.0728,26.6828,39.3872,20.4749,1529.2293,0,0,val
+6920,Spain,EUR,warm_moist,-5.683333,43.296944,212,23,industrial,urban,0,0,0,0,0,49.3,0,0,2.6,0,0,0,5.8,1.2,39.7,0,0,0,0,0.836969,2.79,7161,7765,20609,54,37.91,63,21.8396,27.6089,16.0643,19.8491,9.9245,32.0794,40.9012,51.1225,48.495,32.6585,46.5356,65.1671,6074.2179,1.4,0,test
+6921,Spain,EUR,warm_dry,-4.7325,41.6,706,18,industrial,suburban,0,0,0,0,0,0,3.8,13.4,5.7,0,2.5,0,71.7,2.1,0,0,0,2.174,0,1.69093,2.01,20873,23970,23970,63,57.1,63,27.3835,34.3847,20.3722,28.0995,15.8893,37.8536,46.8559,58.2441,56.7303,39.4709,54.0999,84.6619,14229.4287,0.4,0,train
+6925,Spain,EUR,warm_moist,-5.65,43.541667,7,0,traffic,urban,35.9,0,0,0,0,22.9,0,0,4,0,0,0,6.2,2.6,26.8,0,0,0,0,14.9305,3.49,20595,20609,33067,63,55.29,63,20.3753,24.3087,17.5279,20.5508,10.902,29.6985,36.3399,43.7332,41.9789,28.5361,39.0478,19.6749,2412.181,0,0,test
+6926,Spain,EUR,warm_moist,-7.693056,43.312778,465,52,industrial,rural,0,1.2,0,0,0,36.3,0,0,4.1,0,0,0,4,0,53.4,0,0,0.068,0,1.06093,2.05,550,551,877,34,15.38,51,28.5175,33.7707,23.2739,29.8739,18.6461,38.1945,44.9111,56.3755,52.9184,37.8988,48.8608,80.7685,9583.5871,1.2,0,test
+6927,Spain,EUR,warm_moist,-5.810833,43.403611,163,7,industrial,urban,0,0,0,0,0,42.8,0,0,4.2,0,0,0,7.3,3.1,40.1,0,0,0,0,15.5303,3.94,8135,15175,33067,63,57.82,63,20.5414,25.6013,15.4473,21.1774,6.7667,31.7034,38.0942,45.5877,43.6079,30.3597,41.8365,30.5733,2495.3547,0,0,test
+6929,Spain,EUR,warm_dry,-4.110278,38.703611,685,72,industrial,suburban,0,0,0,0,0,0,0,11.1,30.6,12.6,19,0,25.4,0,0,0,0,0.799,0,1.97189,1.63,3151,3312,3312,62,46.92,63,31.0203,35.8384,26.9313,32.2464,23.3912,39.8319,46.6153,55.6376,53.8415,40.2985,48.5429,113.9115,12425.2455,0.6667,0.6667,test
+6934,Spain,EUR,warm_dry,-3.5173,36.743119,50,57,background,urban,50.1,1.1,0,0,0,0,4.6,13.6,16,0,1.1,0,8.8,1.6,1.7,0,0,0,0,2.55293,1.55,5549,7684,7684,61,42.03,62,33.506,38.821,28.2031,34.0843,24.9367,41.9789,49.4974,58.3945,56.1389,43.7712,55.9583,68.0206,18250.6793,0.25,0,train
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+6944,Spain,EUR,warm_dry,-2.446719,36.841331,51,7,traffic,urban,39.7,0,0,0,0,0,1.7,44.2,0,0,3.4,0,4.8,3.3,0,0,2.1,0,0,9.29196,1.87,9616,10090,13162,63,50.49,63,28.547,32.8405,24.3508,29.6734,19.7488,37.6932,44.1091,51.8543,49.1341,37.3135,48.5386,34.6078,7388.6195,0.2,0,train
+6947,Spain,EUR,warm_dry,2.288333,42.004722,460,8,background,suburban,0,2.7,0,0,0,62.7,0,0,6.2,0,0,0,16.3,1.8,9.2,0,0,0.237,0.112,2.16077,1.89,4409,13814,13814,62,42.18,63,22.3629,32.6966,12.1417,17.7439,5.9146,35.7885,49.5426,64.8524,62.8304,38.0329,63.9887,195.9186,20461.3022,9.4,1,train
+6950,Spain,EUR,warm_dry,-0.151944,41.505556,327,13,background,rural,0,0,0,0,0,0,0,36.3,1.3,0,0,0,60.6,0,0,0,0,0.64,0.027,2.8434,1.92,129,129,410,19,7.78,25,31.4273,37.2509,25.6592,30.9766,22.0546,40.5002,48.921,59.3689,57.3084,41.4263,55.8876,81.3187,17988.7898,0.6,0,train
+6952,Spain,EUR,warm_dry,0.009444,40.584722,1235,420,industrial,rural,0,3.8,0,0,0,0,0,9,55.8,0,16.2,0,11.4,0,3,0,0,0,0,0.611026,1.74,99,127,512,0,0.03,53,42.4358,42.2882,42.6028,41.2403,35.9222,47.952,55.3035,63.6575,62.3835,45.4696,58.2386,99.9493,20237.5795,1,0,test
+6953,Spain,EUR,warm_dry,-0.403889,42.136111,488,36,traffic,urban,0,1.3,0,0,0,8.4,0,2.2,3.8,0,7.1,0,75,0,1.6,0,0,0.856,0,3.17591,1.53,4008,4056,4206,60,36.46,63,31.9802,36.7456,27.1524,33.0818,21.9543,42.2044,50.7556,60.4836,58.4321,41.6423,56.0865,81.993,18762.0297,0.2,0,val
+6954,Spain,EUR,warm_dry,-1.143333,41.762778,235,22,traffic,suburban,0,0,0,0,0,0,0,40.5,1.2,0,3.1,0,51.2,2.7,0,0,0,1.803,0.302,2.74944,1.98,2358,5606,9402,40,37.84,63,25.8831,31.6474,20.1542,25.9642,14.536,35.989,44.7106,57.6286,55.1865,37.0118,53.2603,88.9597,11281.2359,1,0,test
+6956,Spain,EUR,warm_dry,0.196944,41.918611,279,38,industrial,suburban,0,0,0,0,0,0,0,2.8,10.4,0,2.6,0,82.9,0,0,0,0,4.651,0.402,8.73863,1.62,1416,1416,3554,60,27.04,62,30.6475,35.0265,24.0299,29.0719,19.0471,39.2638,48.4532,59.3134,58.2378,38.8021,55.4985,73.9577,15836.512,1.6667,0,train
+6957,Spain,EUR,warm_dry,-1.106667,40.336389,915,56,background,urban,0,2.4,0,0,0,0,0,32.3,36.3,0,13.4,0,15.2,0,0,0,0,0.276,0.098,1.70162,1.31,1017,1017,1018,58,31.64,63,30.8016,38.2479,23.3401,32.4803,19.2978,42.1042,49.6228,58.1438,56.7529,42.4723,55.7854,61.7819,18758.6568,0,0,train
+6958,Spain,EUR,warm_dry,-3.703333,40.419167,657,79,background,urban,0,0,0,0,0,0,0,39.9,8.4,2.5,9.6,0,19.9,19.1,0,0,0,0.048,0,106.672,7.08,79677,79726,93151,63,63,63,22.0313,26.8837,17.1569,20.808,9.2228,31.8593,42.9307,56.9409,54.1787,32.5078,55.8304,95.357,10445.7383,1,0.2,val
+6959,Spain,EUR,warm_dry,-1.064722,37.693611,80,24,industrial,suburban,22.9,0,0,0,0,0,0,25.9,1,0,5.1,0,41.3,1.3,0,0,0,3.857,0,15.1155,2,5871,5916,8409,54,46.65,63,32.3888,39.2063,25.5045,32.0794,21.9543,42.8059,51.8282,61.051,59.6852,44.9168,57.4032,99.8286,24485.9897,4.4,0,val
+6960,Spain,EUR,warm_moist,-5.9275,43.558611,20,30,traffic,urban,32,0,0,0,0,29,0,0,4,0,0,0,5.4,2.6,25.3,0,0,0,0,6.03158,3.32,33067,33067,33067,63,55.51,63,21.3742,24.5083,18.2495,21.9543,10.4258,30.8764,37.192,44.9111,42.9061,29.2516,40.8064,23.5816,2286.3881,0,0,test
+6964,Spain,EUR,warm_dry,-0.036111,39.959167,44,16,industrial,suburban,48.5,1.7,0,0,0,0,0,6.4,29.4,0,2.2,0,6.7,4,0,0,0,0.606,1.813,7.00697,2.91,11892,22226,22226,62,55.91,63,22.5394,30.8895,14.1868,22.0546,6.8499,35.3875,44.6104,54.8036,52.5568,36.2026,52.2305,57.2483,10120.8538,0.6,0,train
+6966,Spain,EUR,warm_moist,-6.547222,43.177778,330,0,industrial,suburban,0,1.6,0,0,0,60.6,0,0,5.1,0,1.4,0,1.7,0,28.7,0,0,0.06,0,0.898452,2.68,267,283,562,23,10.11,26,25.1312,30.5728,19.7032,24.9618,14.2352,34.8863,42.1042,51.746,49.3345,35.184,46.8713,60.6753,7205.5548,0,0,test
+6967,Spain,EUR,warm_moist,-5.596111,43.275278,267,160,industrial,suburban,0,0,0,0,1.1,52.7,0,0,2.3,0,0,0,4.1,0,38.5,0,0,0,0,0.42441,2.59,5012,6071,20609,47,30.26,63,22.9724,29.4344,16.5141,21.2526,11.8292,32.8563,41.1017,51.1666,49.0714,34.5576,45.7118,62.6059,6392.4424,0.4,0,test
+6968,Spain,EUR,warm_dry,-0.249167,40.416667,1125,301,background,suburban,0,4.2,0,0,0,0,0,8,53.9,0,23.6,0,7.2,0,2.5,0,0,0.064,0.002,0.183602,1.39,340,443,445,13,7.25,53,37.574,41.009,34.1078,37.5429,31.2774,43.5247,49.7731,59.2099,57.0161,43.9975,54.8737,79.8954,18163.9421,1,0,train
+6970,Spain,EUR,warm_dry,0.084722,40.691667,1200,341,industrial,rural,0,8,0,0,0,1.2,0,9.1,57.4,0,10.4,0,11.9,0,1.8,0,0,0.168,0,0.073919,1.76,27,70,1260,0,0,47,41.954,42.5026,41.5085,41.6029,35.0868,48.3697,55.2367,62.7803,61.0886,45.6869,56.1824,90.7751,22483.6145,1.5,0,test
+6971,Spain,EUR,warm_dry,2.155278,41.386111,27,45,traffic,urban,48.1,4.5,0,0,0,2.6,0,0,12.5,0,0,0,2.7,27.9,0,0,0,0.005,0,10.0947,5.03,234873,234873,234873,63,61.63,63,17.0807,20.2238,13.9086,16.5409,6.6832,25.7303,33.416,42.1042,39.222,24.8605,39.5502,19.1736,1044.3137,0,0,train
+6972,Spain,EUR,warm_moist,-8.746944,42.202778,26,48,industrial,suburban,29,3.2,0,0,0,31.5,0,0,19.6,0,0,1,2.4,1.5,11.4,0,0,0.177,0,20.1507,2.15,37710,37710,37976,61,56.18,63,26.566,31.6369,21.5076,27.6935,15.1625,36.4652,44.1091,54.3394,52.2207,36.8302,48.2531,99.1225,9254.6301,1.5,0,test
+6974,Spain,EUR,warm_dry,-0.091111,40.637222,1150,235,background,rural,0,4.5,0,0,0,0,0,11.5,55.8,0,16.7,0,7.9,0,2.7,0,0,0.205,0.089,0.669807,1.58,106,113,282,20,8.97,32,44.6102,45.2926,43.8724,43.7081,38.2947,50.3917,57.0411,64.7803,63.0309,47.985,59.1522,94.8776,29540.1033,2,0,test
+6975,Spain,EUR,warm_moist,-2.49,43.064167,218,0,traffic,urban,0,1.7,0,0,1.4,72.5,0,0,1.2,0,0,0,10.8,0,11.7,0,0,0.042,0,1.36586,2.31,8879,8879,17799,52,31.8,63,18.2938,23.2696,13.36,18.2117,6.0149,28.2365,35.588,45.2787,43.414,27.9984,40.9854,24.1184,2201.7634,0,0,val
+6976,Spain,EUR,warm_dry,-3.636111,42.336111,929,47,background,urban,0,1.5,0,0,0,5,0,0,1.5,0,5,0,78.1,0,7.7,0,0,0.73,0,7.09463,1.71,8970,21905,22570,45,40.54,63,30.0185,35.6695,24.4485,31.2774,21.2526,39.0967,47.0163,58.5589,56.402,40.593,52.9936,85.4663,14098.403,1.6,0,train
+6977,Spain,EUR,warm_dry,0.010556,39.981944,10,1,industrial,suburban,49.4,0,0,0,0,0,0,6.9,27.2,0,4.1,0,6.7,3.8,0,0,0,0,0,1.61015,2.73,10563,22226,22226,63,56.05,63,27.3309,37.759,19.2179,29.5732,12.7816,42.1042,49.6228,58.8957,57.0787,41.9249,54.6932,87.6479,19423.2354,0.75,0,train
+6979,Spain,EUR,warm_dry,-5.658333,40.949722,797,4,background,urban,0,0,0,0,0,0,0,1,1.6,3,11.4,0,81.5,0,0,0,0,2.032,0,4.06509,1.64,11889,39401,39401,63,53.4,63,27.4964,33.4872,21.574,28.0694,16.3739,37.9272,46.7824,59.4805,56.8907,38.9292,56.3115,94.8966,14183.3226,1.3333,0,train
+6980,Spain,EUR,tropical_dry,-5.95165,37.398311,29,10,background,suburban,0,0,0,0,0,0,0,0,1.4,0,0,0,91.3,5.6,0,0,0,0.543,0.066,18.5486,2.58,80903,80903,80947,63,62.9,63,26.7859,35.027,18.4136,26.8665,12.531,38.8962,49.7531,62.254,60.1237,41.1657,60.0576,150.3833,19386.2054,3.8,0,test
+6981,Spain,EUR,tropical_dry,-15.4075,28.032222,5,2,industrial,urban,53,0,0,0,0,0,3.2,16.1,10.5,0,3.3,0,5,1.6,6,0,0,0,0,0.051603,1.04,16275,30448,69632,63,53.12,63,23.8223,25.0451,22.6468,23.3912,17.2092,30.0744,35.7551,44.1091,40.2036,29.025,39.9287,16.1018,1194.0319,0,0,train
+6983,Spain,EUR,warm_moist,-8.656944,42.421944,15,43,traffic,urban,21,3.6,1.1,0,0,32.6,0,0,15,0,0,1.5,2.2,1.4,20.7,0,0,0,0,7.73759,2.08,7162,8546,37976,61,54.35,63,22.6346,26.9104,18.404,23.2475,11.4182,32.4803,39.6882,49.0375,46.782,31.8574,45.1018,70.7297,4633.5923,0.8,0,test
+6984,Spain,EUR,warm_moist,-1.651389,42.807222,449,28,background,urban,0,0,0,0,1.7,26.4,0,0,2.3,0,0,0,55.5,1.6,11.7,0,0,0.825,0.018,10.4944,1.78,104648,104648,104648,63,62.16,63,26.2091,29.4406,22.941,28.0434,14.1299,36.799,44.4742,55.298,52.2547,34.969,49.0707,65.3045,7937.2877,0.4,0,test
+6985,Spain,EUR,warm_dry,-6.268569,36.506019,4,6,traffic,urban,56.4,0,0,0,0,0,0,0,2,0,4.5,0,30.6,2.9,0,0,1.2,0,0,8.17074,1.8,22052,50371,50371,61,46.15,63,34.2123,37.3088,31.1034,35.588,25.3627,43.6079,50.3245,58.2441,55.976,41.1192,53.7571,58.5846,15128.5536,0,0,test
+6986,Spain,EUR,warm_dry,2.154444,41.400278,75,82,traffic,urban,48.1,4.5,0,0,0,2.6,0,0,12.5,0,0,0,2.7,27.9,0,0,0,0.005,0,98.5927,5.82,234873,234873,234873,63,62.72,63,19.3493,22.1939,16.5734,18.7965,9.0223,28.1948,35.8386,45.3096,42.4331,27.2054,41.7611,25.7085,2005.2834,0,0,train
+6991,Spain,EUR,warm_moist,-2.501389,42.653333,833,82,background,rural,0,0,0,0,1.9,21.1,0,1.7,2.2,0,1.2,0,58.9,0,12,0,0,0.748,0,0.231057,1.81,63,202,20832,9,6.2,63,37.1752,39.2409,35.1822,36.5905,30.325,43.3572,49.8734,60.3994,57.3607,42.305,53.0423,96.495,15514.3714,2.5,0,train
+6992,Spain,EUR,warm_moist,-3.231389,42.875278,911,249,background,rural,0,0,0,0,0,36.6,0,0,2.4,0,1.9,0,39.6,0,18.1,0,0,0.091,0,0.244089,1.5,62,94,2724,0,1.62,53,38.8563,42.9653,34.7333,39.197,31.9791,45.7131,52.9309,65.3617,61.5093,46.4632,57.5205,173.9712,25433.5679,7,0.8,train
+6993,Spain,EUR,warm_moist,-2.635833,43.172222,113,7,industrial,urban,1.5,2.2,0,0,0,80.2,0,0,2.1,0,0,0,2.6,0,9.7,0,0,0.017,0,4.60296,2.56,9805,9805,58412,57,37.77,63,19.5104,24.7348,14.3301,17.6687,7.3933,27.3176,35.3374,44.9863,44.5423,29.4897,42.3018,41.7177,2951.7364,0.2,0,val
+6994,Spain,EUR,warm_moist,-2.703889,43.406111,116,48,background,rural,42.6,2.2,0,0,0,39.2,0,0,2.8,0,0,0,2,3.1,7.2,0,0,0,0,1.40103,2.27,1512,5183,91187,36,22.36,63,34.8699,37.0103,30.0093,33.7502,26.2315,40.9346,47.7849,56.1723,56.2276,41.6766,52.5868,59.1615,12477.3608,0.75,0,train
+6995,Spain,EUR,warm_moist,-2.668056,42.855556,518,24,traffic,urban,0,1.3,0,0,2.1,33.3,0,0,1.3,0,0,0,42,1.2,18,0,0,0.719,0,7.36394,2.18,11936,11944,11944,62,53.27,63,20.4668,23.5622,17.4236,20.8014,10.0248,29.3226,37.3424,47.6178,45.2548,28.0898,44.0825,30.4123,2926.389,0,0,test
+6996,Spain,EUR,warm_moist,-1.960278,43.322778,23,28,traffic,urban,46.1,0,0,0,0,33.9,0,0,1.2,0,0,0,2,1.7,13.6,0,0,0.179,0,35.8053,2.68,34829,34829,34829,63,54.31,63,17.4683,17.5991,11.4897,13.5334,4.5112,23.3076,30.325,38.0942,36.3086,21.9673,38.466,10.3033,284.103,0,0,test
+6997,Spain,EUR,warm_moist,-1.899444,43.314444,23,19,industrial,urban,41.3,0,0,0,1.5,35.5,0,0,1.4,0,0,0,2.1,1.6,16.1,0,0,0.118,0,6.95694,2.57,12467,34183,34829,62,48.74,63,19.7607,24.7867,14.9582,18.7965,6.7667,30.325,38.5955,46.866,44.7267,29.2965,44.5538,21.7942,2532.4712,0,0,test
+6998,Spain,EUR,warm_moist,-1.9775,43.2675,18,45,traffic,urban,32.5,0,0,0,1.9,44.1,0,0,1.2,0,0,0,2.1,1.6,16.1,0,0,0.072,0,2.68425,2.63,16790,34829,34829,60,49.54,63,19.5392,24.1437,14.5745,18.7965,7.0174,30.0744,38.7208,49.317,45.8008,29.4789,44.0753,35.2317,3130.5784,0,0,test
+6999,Spain,EUR,warm_moist,-2.077778,43.130833,90,8,traffic,urban,4.6,0,0,0,6.9,62.2,0,0,0,0,0,0,3.6,0,19.9,0,0,0.021,0,2.83464,2.42,1634,6497,34829,44,26.47,63,17.2339,23.9678,11.1357,14.536,4.0099,28.32,36.8412,46.6154,45.0534,28.6744,42.3269,36.4097,3035.756,0,0,test
+7000,Spain,EUR,warm_moist,-2.191111,43.048333,153,0,traffic,suburban,0,0,0,0,9.7,60.1,0,0,0,0,0,0,8.8,0,19.6,0,0,0.017,0,2.25148,1.98,3791,10412,10412,57,34.51,57,18.9396,-999,-999,-999,-999,-999,-999,-999,-999,-999,42.239,-999,-999,-999,-999,test
+7001,Spain,EUR,warm_moist,-2.268056,43.18,110,0,traffic,urban,13.8,0,0,0,0,67.3,0,0,1.2,0,0,0,2.2,0,13.9,0,0,0.031,0,0.972018,2.38,2853,2856,30866,40,21.71,62,23.4983,30.264,16.7739,23.1573,10.0248,34.6858,43.7081,54.7835,52.4727,35.7484,48.6227,70.6924,8949.0971,1,0.2,test
+7002,Spain,EUR,warm_moist,-2.680556,42.854722,517,20,traffic,urban,0,1.3,0,0,2.1,33.3,0,0,1.3,0,0,0,42,1.2,18,0,0,0.719,0,7.36394,2.18,11936,11944,11944,63,56.22,63,24.8542,28.0506,21.7029,26.8164,13.7841,35.3375,42.1042,50.6252,47.9042,33.6541,46.8109,35.6551,5109.5734,0,0,test
+7003,Spain,EUR,warm_dry,-6.225169,36.522831,1,6,background,urban,40.4,0,0,0,0,0,0,0,2.5,0,4.3,0,45.6,3.5,0,0,1.2,0.056,0,8.17074,1.8,2666,50371,50371,62,54.08,63,31.1851,35.2469,27.1093,32.5806,22.1548,40.2997,47.2168,54.9359,52.3671,38.7718,50.6738,44.5288,10283.1347,0,0,test
+7004,Spain,EUR,warm_dry,3.146667,39.8375,15,4,background,rural,46,0,0,0,0,0,0,0,19.3,1.1,3.2,1,24.9,1.2,1.1,0,0,0.083,0,1.42294,1.54,5,2788,5823,35,29.41,62,34.3995,38.6813,29.7387,35.2038,25.7303,43.0357,49.2886,57.9768,56.3415,42.4422,52.9836,72.9394,16812.6199,0.6667,0,test
+7005,Spain,EUR,warm_dry,3.042222,39.844722,25,20,background,rural,42.1,0,0,0,0,0,0,0,19.1,0,4.3,0,27.2,1.2,1.7,0,0,2.538,0,64.2791,1.52,2604,3632,5823,7,16.85,62,33.4498,39.1015,28.1076,34.0844,24.7988,41.9788,48.9962,58.1113,55.4538,42.2085,53.8613,75.057,16911.0836,1.2,0,test
+7006,Spain,EUR,tropical_dry,-5.980389,37.429861,21,4,industrial,suburban,0,0,0,0,0,0,0,0,2.6,4.3,0,0,85.5,5.6,0,0,0,0.543,0.066,36.9066,2.38,63347,80903,80947,63,62.07,63,26.9972,34.7746,19.2035,26.666,13.4332,38.2948,49.2218,62.1538,59.6726,41.0878,60.8354,141.3416,18646.7306,2.8,0,test
+7007,Spain,EUR,warm_dry,-3.711389,40.478333,673,82,traffic,urban,0,0,0,0,0,0,0,37,10.1,3.2,12.7,0,17.6,18.7,0,0,0,0.003,0,106.672,7.08,79578,79627,93151,63,62.59,63,22.8141,27.1926,18.4374,22.656,9.2228,33.3716,43.0381,56.2391,53.73,33.1807,55.0434,101.0463,9682.4916,1.6,0.2,val
+7009,Spain,EUR,warm_moist,-3.790278,43.4675,30,19,background,urban,50.4,1.5,0,0,0,13.5,0,0,1.7,0,0,0,7.3,1.6,21.8,0,0,0,0,15.4015,2.29,13454,59050,59050,60,52.31,63,27.111,30.7915,23.4484,28.1697,18.3454,35.989,42.2646,50.1561,48.6829,35.026,46.2542,40.0957,5655.4809,0,0,val
+7010,Spain,EUR,cool_moist,-4.135556,43.001111,850,31,background,urban,1.9,1.2,0,0,1.8,33.5,0,0,1.1,0,5,0,16.5,0,38.5,0,0,3.148,0,1.05617,1.69,5246,5532,5532,60,27.5,62,31.606,35.2847,27.9154,32.6809,23.1573,40.2997,46.6153,57.1413,54.4221,39.8894,51.1533,92.317,11569.3977,2,0,val
+7011,Spain,EUR,warm_moist,-4.256944,43.153611,651,167,background,rural,0,0,0,0,2.6,51.3,0,0,0,0,1.1,0,7.2,0,36,0,0,0,0,0.014887,2.01,62,165,5532,6,1.02,62,36.6238,38.8176,34.4211,36.39,30.0744,42.8059,48.4298,57.5424,55.9008,42.0163,51.2222,92.8853,14071.5267,2.2,0.2,val
+7013,Spain,EUR,warm_dry,-1.956667,38.981667,686,4,background,urban,0,0,0,0,0,0,0,18.2,0,0,0,0,81.1,0,0,0,0,1.438,0,2.02935,1.44,2129,2131,2134,9,10.06,63,33.129,36.2175,25.5289,31.411,21.6954,40.6004,48.6203,56.8072,55.8047,41.3209,55.755,52.2074,16066.7329,0,0,val
+7014,Spain,EUR,warm_dry,-3.263333,40.573611,662,25,background,suburban,0,0,0,0,0,0,0,16.3,2,0,3.9,0,75.9,1.6,0,0,0,1.775,0,4.21067,3.89,15776,15776,44220,63,54.7,63,29.1539,36.4773,21.9205,28.5005,15.4382,40.6305,52.2292,67.5451,64.7226,43.8204,64.8983,220.4465,25048.623,12.2,0.6,val
+7015,Spain,EUR,warm_dry,-3.171667,40.629722,700,62,background,urban,0,0,0,0,0,0,0,10.2,2.8,0,3.2,0,82.5,1.2,0,0,0,1.504,0,3.52793,3.2,3562,6521,32989,62,56.58,63,28.5413,34.3598,22.7181,27.9491,15.4232,40.2797,50.8759,64.1587,61.4073,40.9395,61.7376,183.9151,21866.1715,10.6,0.4,val
+7018,Spain,EUR,warm_dry,0.372778,40.554722,181,62,background,rural,22.5,0,0,0,0,0,0,7.8,29.5,0,4,0,31.2,1.4,1.3,0,0,0.291,3.187,2.34932,2.04,366,1142,6982,30,15.68,63,36.1515,42.3189,30.0202,37.0416,26.6329,44.9111,52.0287,61.3317,59.8069,45.84,56.846,103.4719,25793.977,3.8,0,test
+7019,Spain,EUR,warm_dry,-0.169444,40.735,619,6,background,rural,0,3.1,0,0,0,0,0,29.5,43.3,0,10.2,0,12.5,0,0,0,0,0.102,0.062,0.385319,1.74,31,134,602,0,0.21,54,31.8848,40.5775,23.1991,34.385,17.2427,44.3768,52.8337,62.4254,60.4203,44.8611,57.4688,89.3522,24474.2723,0.8,0,test
+7020,Spain,EUR,warm_moist,-2.477222,42.849167,594,46,background,suburban,0,1.2,0,0,6.3,35.1,0,0,0,0,0,0,36,1.2,18.5,0,0,1.21,0,1.83364,1.97,425,574,11944,12,15.76,63,27.9848,33.0976,22.9521,29.2724,18.5459,37.3925,45.0113,55.1364,52.8558,37.3121,49.4952,58.0959,9611.4778,0,0,test
+7024,Spain,EUR,warm_dry,-2.810969,36.769719,97,40,background,urban,37,0,0,0,0,0,5.2,41.1,1.3,0,4,0,3.7,1.6,0,0,4.9,1.942,0.242,1.3328,1.7,4727,4730,13162,63,50.32,63,31.7252,38.8763,24.6473,33.4828,21.3528,42.8059,50.0237,58.2441,56.7243,43.6568,54.6891,61.3786,19423.1952,0.2,0,train
+7027,Spain,EUR,warm_dry,-3.612661,37.1961,689,83,traffic,urban,0,3.7,0,0,0,0,5,16.6,12.1,0,2.4,0,53.1,4.6,0,0,1.4,1.665,0.308,7.66128,2.25,44724,44724,44724,62,61.64,63,22.914,29.0836,16.5385,21.804,8.5211,34.3349,45.6128,55.387,52.8495,36.1914,53.5904,50.5487,11284.3218,0,0,train
+7028,Spain,EUR,warm_dry,-3.377778,40.479167,595,13,traffic,urban,0,0,0,0,0,0,0,31.1,1.6,0,4.2,0,56.1,6.4,0,0,0,1.092,0,5.47103,4.52,32901,44220,93151,63,57.29,63,25.0938,33.4789,16.7631,24.1096,8.7216,37.6932,49.9736,65.059,62.0911,40.1231,63.616,199.4626,20854.9377,9.4,0,val
+7029,Spain,EUR,warm_dry,-3.644722,40.540556,688,43,industrial,urban,0,0,0,0,0,0,0,29.7,8.7,2.6,14.2,0,27.2,17,0,0,0,0.702,0,39.8981,6.43,46370,79578,93151,63,61.31,63,25.937,32.0203,19.9615,26.1647,12.0298,37.0917,47.9186,64.1587,61.5021,37.8192,62.0792,190.0024,17770.4341,7,0,val
+7030,Spain,EUR,warm_dry,-3.801667,40.281111,699,45,industrial,urban,0,0,0,0,0,0,0,36,3.3,0,5.1,0,41.2,13.6,0,0,0,0.786,0,7.66878,5.04,47622,73344,79726,63,62.84,63,25.2989,30.7149,19.9817,25.7637,13.8342,35.2372,44.8109,57.7428,55.6335,35.8886,54.8535,85.6166,12017.2832,0.4,0,val
+7032,Spain,EUR,warm_dry,-3.735833,40.339722,676,45,traffic,urban,0,0,0,0,0,0,0,40.9,4.7,1.3,4.8,0,29.6,18.3,0,0,0,0.722,0,31.3136,6.59,37602,73678,93151,63,63,63,23.9889,30.3695,17.6737,24.26,8.3206,35.8888,46.0639,60.0485,57.605,36.7441,57.9168,112.2007,14178.588,2.4,0,val
+7033,Spain,EUR,warm_dry,-3.876389,40.324167,660,47,background,urban,0,0,0,0,0,0,0,37,5.1,2.5,8.4,0,31.9,14.9,0,0,0,1.007,0,49.4296,6.06,61576,72482,79726,63,62.41,63,25.7746,32.4149,19.1777,26.1647,12.932,36.5905,47.3171,60.7323,58.7829,38.1499,58.0136,106.6335,15662.2314,2.6,0,val
+7034,Spain,EUR,warm_dry,-1.701111,37.688889,340,55,industrial,suburban,0,0,0,0,0,0,3.1,65.6,2.2,0,0,0,26.1,1.8,0,0,0,1.339,0,2.48935,1.77,821,821,1963,63,48.1,63,38.7396,47.5596,29.8817,38.9965,26.0645,50.6252,59.1463,67.0659,65.6696,52.5127,63.6252,133.7007,46021.9151,15.8,0,val
+7035,Spain,EUR,warm_moist,-5.872778,43.372778,286,92,background,urban,0,0,0,0,0,44.2,0,0,4,0,0,0,6.8,2.9,39.3,0,0,0,0,13.6651,3.82,15175,15175,33067,63,52.94,63,28.2735,32.3738,24.2154,29.5732,18.5459,38.3449,45.1116,52.3796,50.5939,36.7535,47.8528,40.5737,8417.9882,0,0,test
+7036,Spain,EUR,tropical_dry,-15.4275,28,9,182,traffic,urban,50.6,0,0,0,0,0,3.5,18.8,9.8,0,3.6,0,4.3,1.7,6.2,0,0,0,0,0,1.09,17101,30448,69632,62,55.22,63,20.873,20.5778,21.1701,20.5508,14.8701,26.3986,31.7452,37.593,36.1519,24.449,34.5219,10.8839,79.5719,0,0,train
+7038,Spain,EUR,warm_moist,-3.838056,43.407222,16,11,industrial,suburban,23.3,0,0,0,0,22.7,0,0,1.9,0,0,0,9.1,1.7,38,0,0,0,0,13.2775,2.45,12564,43123,59050,60,53.83,63,24.8061,29.1968,20.4538,25.6635,14.7365,34.1846,41.1017,49.8233,48.3518,33.874,45.7401,36.9196,4808.2652,0.2,0,val
+7039,Spain,EUR,warm_moist,-3.841111,43.420833,10,14,industrial,urban,36.7,0,0,0,0,17.3,0,0,1.8,0,0,0,8.9,1.8,30.3,0,0,0,0,13.2775,2.45,12564,43123,59050,61,56.87,63,25.1962,28.916,21.4726,26.3652,16.1399,34.7861,41.2019,48.6203,46.7908,33.7308,44.7621,30.092,4169.4778,0,0,val
+7040,Spain,EUR,warm_moist,-3.221389,43.382778,20,13,background,urban,41.7,1.9,0,0,0,33.9,0,0,1.9,0,0,0,1.8,2.3,15.1,0,0,0.069,0,2.5279,2.49,3190,3190,87565,59,32.61,63,29.9798,32.3598,27.6007,31.2774,22.4555,38.4952,44.3999,52.3856,50.9761,37.4928,48.7974,50.5729,7282.0659,0.2,0,val
+7041,Spain,EUR,warm_moist,-4.062778,43.264444,88,0,background,urban,10.1,0,0,0,1.3,39.1,0,0,1.1,0,0,0,6.8,0,39.9,0,0,0,0,1.27381,2.48,2167,11712,16325,39,19.54,63,22.4074,27.807,16.984,22.656,10.125,32.9816,39.9989,49.0052,47.1291,32.7211,44.7056,45.2541,4164.948,0.2,0,val
+7045,Spain,EUR,warm_dry,1.1925,41.91,370,62,background,rural,0,4,0,0,0,5.7,0,0,21.3,0,2.5,0,64.6,0,1.7,0,0,0.583,0,0.692318,1.66,692,692,2214,27,12.92,56,28.3149,38.1511,18.447,26.7662,12.0298,42.8059,54.6452,66.6649,65.1236,43.1125,63.0785,132.3146,28672.5874,8.2,0,train
+7046,Spain,EUR,warm_dry,-5.564722,42.608889,838,36,traffic,suburban,0,2.9,0,0,0,6,0,7.7,12.2,1.7,15.4,0,46.3,0,6.5,0,0,0.697,0,9.61573,2.38,35622,35622,35622,63,57.97,63,27.4576,34.5774,20.3843,27.067,14.703,38.5955,48.6203,61.6525,59.8355,40.2798,56.5023,107.4891,17477.7359,2,0,train
+7048,Spain,EUR,warm_dry,-6.725556,42.558611,450,26,industrial,rural,0,16.1,0,0,0,35.3,0,0,32.9,2.4,1.2,0,3.9,1.3,6.6,0,0,0.64,0,0.988952,3.01,1524,1872,3014,33,30.2,62,18.9906,26.3943,11.6284,17.0923,5.0976,29.4228,39.598,54.3204,51.2994,30.9651,49.1564,84.3287,8347.4553,0.8,0.2,test
+7050,Spain,EUR,warm_dry,-6.203069,36.460589,35,17,background,suburban,47.8,0,0,0,0,0,0,0,3.3,0,4.5,0,37,3.4,0,0,1.2,0.103,0.017,6.64221,1.9,20170,50364,50371,61,49.3,63,35.2631,38.7353,31.7625,36.2898,27.067,43.9086,50.6252,58.1439,55.9634,42.6233,53.4259,62.5016,17017.1781,0,0,test
+7052,Spain,EUR,warm_moist,-2.930278,43.298333,21,6,traffic,suburban,15.2,2.8,0,0,0,59.7,0,0,3.3,0,0,0,2.9,3.3,11.6,0,0,0.13,0,18.6622,3.23,91187,91187,91187,62,60.74,63,23.161,28.8339,16.9767,23.5583,9.3565,34.7526,41.9371,49.8801,48.1817,33.6777,46.3914,34.3256,5195.1537,0,0,val
+7053,Spain,EUR,warm_dry,-4.715,41.666389,694,4,industrial,urban,0,0,0,0,0,0,3,10,3.7,0,2.4,0,77.9,2.1,0,0,0,2.114,0,13.2249,2.01,23970,23970,23970,63,59.42,63,24.8718,31.3294,18.4047,25.0119,12.3305,35.8888,45.1116,57.4421,54.9359,36.7897,52.6979,72.8731,11884.859,0.4,0,train
+7054,Spain,EUR,warm_dry,-4.741111,41.683333,753,40,industrial,suburban,0,0,0,0,0,0,3,10,3.7,0,2.4,0,77.9,2.1,0,0,0,2.114,0,13.2249,2.01,16795,23970,23970,62,52.48,63,26.8108,32.7572,20.8576,27.1672,15.9394,36.8913,45.2118,56.6401,54.7271,37.4464,52.3152,79.0773,11893.3906,0.6,0,train
+7055,Spain,EUR,warm_moist,-3.134444,43.213056,62,30,background,urban,9.5,1.9,0,0,0,54,0,0,2.6,0,0,0,5.7,3.4,21.6,0,0,0.157,0,5.22831,2.73,2685,3518,91187,46,26.76,63,23.7977,30.3219,16.7244,23.5583,10.902,35.1871,42.4049,52.0287,50.2404,35.646,46.8826,59.4882,7338.0001,0,0,val
+7056,Spain,EUR,warm_moist,-2.155,43.250556,225,134,background,rural,25.2,0,0,0,0,55,0,0,1.2,0,0,0,2.2,1.2,14.1,0,0,0.119,0,3.27353,2.62,482,9093,34829,10,17.88,63,37.212,37.9976,36.108,36.2564,30.7427,42.1042,47.6679,56.306,55.0536,41.2452,50.7609,70.1699,11188.5883,0.75,0,test
+7058,Spain,EUR,warm_dry,-7.01145,38.887631,390,10,background,urban,0,0,0,0,0,0,0,0,1.5,12,4.2,0,79.4,0,1.4,0,0,0.529,0.721,1.74795,1.44,1364,1412,5113,63,46.79,63,26.634,33.1784,20.0993,26.4515,16.2447,36.2412,45.3406,56.583,54.5802,37.9679,51.7505,81.3114,13704.3071,2.2,0,val
+7059,Spain,EUR,warm_dry,-2.427778,42.463889,386,20,background,urban,0,1.1,0,0,0,12,0,2.5,7.4,0,3.2,0,67.1,0,4.8,0,0,3.003,0.089,5.60662,1.84,11978,20832,20832,63,56.03,63,23.3172,26.4729,20.136,23.3026,13.3731,32.6132,40.1132,50.1741,48.1479,31.2794,45.875,41.9467,5524.1877,0,0,train
+7060,Spain,EUR,warm_dry,2.622778,39.563889,117,61,background,suburban,41.2,1.8,0,0,0,2.6,0,0,19.6,0,3,1,23.7,4,1,0,0,0,0,3.29922,1.84,22264,26984,28589,61,50,63,34.6576,36.3863,31.4786,35.0066,26.1422,43.2119,50.4849,60.213,57.1614,41.7874,55.5339,82.1163,19692.0458,2.8,0,test
+7066,Spain,EUR,warm_dry,2.658056,39.5725,23,0,traffic,urban,32.7,1.8,0,0,0,2.5,0,0,20.6,1.1,3.4,0,30.6,4,1.2,0,0,0,0,3.29922,1.84,13307,28572,28589,61,55.01,63,23.996,24.5107,18.7232,21.1189,11.8126,30.1412,37.2087,45.7632,42.7892,28.0949,43.9939,24.979,2192.9625,0,0,test
+7067,Spain,EUR,warm_dry,-3.590278,40.043611,501,11,background,urban,0,0,0,0,0,0,0,29.7,0,0,0,0,69.5,0,0,0,0,1.907,0,5.13079,2.87,3134,3134,8339,63,48.69,63,26.6626,33.4818,19.8827,27.067,14.0347,37.8937,47.4173,57.9834,56.3251,39.1933,55.6209,72.2584,15078.6903,0.2,0,val
+7068,Spain,EUR,warm_dry,-3.867222,40.447778,730,58,background,suburban,0,0,0,0,0,0,0,40.2,12.6,3.8,11.1,0,15,16.6,0,0,0,0.643,0,30.1129,6.27,19663,29451,93151,63,62.71,63,30.2516,35.8949,24.6671,30.8764,18.9469,40.7007,51.0262,66.3642,64.1963,41.805,63.2153,159.5556,22164.749,8.4,0,val
+7069,Spain,EUR,warm_dry,-3.772222,40.666389,905,166,traffic,urban,0,4.6,0,0,0,1.1,0,20.4,21.7,3.5,23.5,0,16.9,5.6,1.9,0,0,0.853,0,4.1595,4.87,3153,36328,79627,63,44.38,63,30.3973,33.7164,27.14,30.6759,19.6486,40.1994,49.5225,63.457,60.7879,38.6389,61.0294,168.0619,17193.0056,7.2,0,val
+7071,Spain,EUR,warm_dry,-6.360278,39.472778,389,114,background,urban,0,0,0,0,0,0,0,0,5.6,35.1,27,0,30.9,0,0,0,0,0.728,0.373,2.3482,1.39,716,716,1808,62,46.06,63,29.7933,35.042,24.554,29.5015,20.2814,39.2704,48.6355,58.7755,56.6149,39.2263,54.7892,111.43,18100.6746,8.6,0,train
+7072,Spain,EUR,warm_dry,-5.939722,39.849167,376,64,background,rural,0,0,0,0,0,0,0,0,29.6,54.6,8.6,0,5.6,0,0,0,0,0.031,0.046,0.048167,1.4,49,156,2529,0,0,62,33.2376,39.7225,26.7152,33.4006,23.0801,42.8753,52.5099,63.3887,61.6885,43.3908,59.3322,111.2092,24067.8602,5.6,0,train
+7073,Spain,EUR,warm_dry,-0.457778,39.15,60,3,background,suburban,3.9,0,0,0,0,0,0,16.7,35.8,0,1,0,37.1,0,3.2,0,0,0.608,1.461,4.63194,2.1,5703,8545,71877,61,54.39,63,26.6177,35.3443,17.8875,26.0645,13.6007,38.3118,46.6654,56.1389,54.6477,40.333,52.5672,60.1281,13730.9045,0.4,0,train
+7075,Spain,EUR,warm_dry,-0.368333,39.478056,11,14,background,urban,32.6,0,0,0,0,1.3,0,12.1,9.7,0,1.3,0,36,4.9,0,0,0,0.278,0.658,14.07,3.16,79246,93280,93280,63,62.98,63,22.2344,27.9822,16.2197,22.5558,9.8995,32.7472,40.2245,49.3722,46.7355,32.6746,46.1325,33.5965,5226.4642,0,0,train
+7076,Spain,EUR,warm_dry,-6.114489,36.660861,49,44,industrial,suburban,8.7,0,0,0,0,0,0,0,0,0,2.9,0,82,3.4,0,0,0,1.765,0.447,6.14246,1.91,2533,3235,50371,58,44.52,63,31.4646,38.0879,24.7244,32.2047,20.5508,41.9789,49.9987,58.2692,56.4208,42.126,53.2204,70.215,17785.8342,0.75,0,test
+7077,Spain,EUR,warm_dry,-0.466944,38.706389,534,99,background,urban,0,0,0,0,0,0,1,44,30.4,0,4.6,0,18.9,0,0,0,0,0.112,0.683,5.32349,1.72,7776,7776,15709,62,39.6,63,35.7182,40.8772,30.5511,35.4377,26.8665,44.3768,52.4999,61.6369,59.8857,45.1526,57.4234,92.5,24684.4864,1.6,0,train
+7078,Spain,EUR,tropical_dry,-0.682778,38.242222,44,43,background,suburban,26.2,0,0,0,0,0,0,30.5,0,0,2.4,0,37.6,1.9,0,0,0,0.872,4.459,4.22455,2.2,10399,10399,24632,58,51.41,63,33.1682,39.6389,26.7848,33.0818,23.2074,43.0234,51.1265,60.7281,59.4082,43.8989,57.429,74.1154,23196.8187,0.2,0,train
+7079,Spain,EUR,warm_dry,-0.417778,39.509444,25,32,traffic,urban,23.6,0,0,0,0,1.1,0,14.9,10.8,0,1,0,41.5,4.9,0,0,0,0.473,1.721,34.8671,3.42,31513,75872,93280,63,63,63,29.4795,36.4023,22.6675,29.924,18.1449,40.3328,48.8208,58.8656,56.7266,40.8615,55.8078,76.3968,17129.7828,0.6,0,train
+7080,Spain,EUR,warm_dry,-1.230833,37.975556,80,54,industrial,suburban,0,0,0,0,0,0,0,50.7,1.3,0,2.6,0,39.6,3.5,0,0,0,0.717,0,5.95937,2.36,23033,23033,23033,63,57.08,63,29.9465,39.9197,19.9101,29.6734,13.4332,44.3096,55.2366,66.4644,64.472,46.1374,63.8383,146.0146,30827.1133,8,0.2,train
+7082,Spain,EUR,tropical_dry,-6.042461,37.34075,50,47,background,suburban,0,0,0,0,0,0,0,0,1.4,0,0,0,91.8,5.5,0,0,0,2.301,0.453,10.354,2.58,33256,66866,80947,63,62.1,63,31.8738,39.3492,24.4617,31.1771,20.0496,42.5052,52.931,64.8324,62.9432,44.3563,61.9998,178.6295,26151.9084,7.2,0,test
+7084,Spain,EUR,warm_dry,-4.746667,41.620556,690,3,traffic,urban,0,0,0,0,0,0,3.6,11.9,4.6,0,2.2,0,74.7,2.1,0,0,0,2.114,0,13.2249,2.01,20873,23970,23970,63,59.85,63,25.9217,32.068,19.7843,26.3652,13.4332,36.9915,46.0138,57.8431,55.9133,37.3934,54.0166,89.072,12762.8199,1.6,0,train
+7085,Spain,EUR,warm_dry,-1.144722,37.993611,40,9,traffic,suburban,0,0,0,0,0,0,0,44.8,0,0,2.9,0,45.8,3.5,0,0,0,0.955,0,4.92268,2.35,7395,10849,23033,63,62.98,63,24.6218,33.0699,16.1605,23.2575,7.7191,38.796,48.52,58.603,56.6401,39.358,56.1211,70.7939,16122.0149,0,0,train
+7087,Spain,EUR,tropical_dry,-0.471944,38.359444,45,56,traffic,urban,47.7,0,0,0,0,0,0,29.2,0,0,2.6,0,17.1,1.9,0,0,0,0.267,1.499,7.80118,2.38,18383,24506,24632,62,54.82,63,28.0739,34.0732,21.8196,29.5401,17.5434,38.796,45.7963,53.779,51.6862,38.6198,50.8459,44.7854,10802.0896,0,0,train
+7090,Spain,EUR,tropical_dry,-5.979631,37.347189,26,6,background,urban,0,0,0,0,0,0,0,0,1.3,0,0,0,91.8,5.7,0,0,0,1.143,0.232,18.5486,2.58,80947,80947,80947,63,62.9,63,26.93,34.8246,18.8893,26.3652,12.8318,38.796,49.6228,62.4545,59.7227,41.3869,60.6198,141.3108,19343.4416,2.4,0.4,test
+7092,Spain,EUR,tropical_dry,-5.833719,37.342461,68,59,background,urban,0,0,0,0,0,0,0,1.7,0,0,3.2,0,87.1,5.6,1.1,0,0,0.958,0.218,5.86048,2.44,3389,6922,80947,63,48.52,63,31.6834,38.1447,25.327,31.7285,21.6535,41.4024,50.926,62.254,60.1989,43.3774,61.0229,128.281,21816.5576,3.6,0,test
+7093,Spain,EUR,warm_dry,-0.893611,41.635278,220,44,background,urban,0,0,0,0,0,0,0,55.4,0,0,2.1,0,38.7,3.3,0,0,0,1.185,0.102,10.5888,2.11,8814,8814,9402,63,61.24,63,26.6854,30.6289,22.7741,27.8484,16.985,36.1336,43.4352,53.4004,51.3398,35.2934,50.0707,51.0221,8287.9194,0,0,test
+7094,Spain,EUR,warm_dry,2.24,41.936667,498,44,background,suburban,0,4.9,0,0,0,57.8,0,0,9.8,0,0,0,17,1.7,8.3,0,0,0.054,0,3.75812,2.12,7028,11414,13814,63,45.89,63,24.5264,35.1567,13.9635,21.6536,6.5662,38.395,52.7705,69.3997,66.715,41.2526,69.1564,257.3757,26316.3731,16.6,3.4,train
+7095,Spain,EUR,warm_dry,-2.466667,41.766667,1090,36,traffic,urban,0,4.2,0,0,0,3.1,0,6.2,19.9,0,25.2,0,34.2,0,6,0,0,0.417,0,1.25213,1.25,1796,1796,1796,61,33.3,63,29.3052,31.8529,26.7259,30.2749,21.9543,37.3925,42.9061,49.9235,47.7932,35.921,46.2271,29.8175,5678.3976,0,0,train
+7096,Spain,EUR,tropical_dry,-5.991489,37.388081,19,9,background,urban,0,0,0,0,0,0,0,0,1.4,0,0,0,91.3,5.6,0,0,0,0.543,0.066,18.5486,2.58,80903,80947,80947,63,63,63,28.278,35.4426,20.3004,27.4429,15.0372,39.0967,50.124,63.1537,60.6187,41.3361,60.0985,157.3168,20318.2778,5.5,0.5,test
+7097,Spain,EUR,warm_dry,-3.575,40.474722,631,33,background,urban,0,0,0,0,0,0,0,33,5.4,1.8,9.8,0,32.5,16.8,0,0,0,0.486,0,51.2438,6.46,77987,93151,93151,63,62.8,63,25.2116,32.3285,18.0981,23.9894,9.8243,36.9534,48.7574,63.7353,61.6895,38.2731,61.8976,181.928,18519.313,8.4,0.4,val
+7100,Spain,EUR,warm_dry,-5.6635,36.233861,189,153,background,rural,11.7,0,1.3,0,0,11.8,0,0,39.5,1.1,2.2,0,27.5,0,1.3,0,0,0.001,0,0.371849,2.03,884,884,19548,0,0.37,63,34.3821,37.8284,30.935,33.9841,26.7662,41.4024,48.2193,57.2978,54.9108,41.411,51.8868,62.881,13631.2048,0,0,train
+7101,Spain,EUR,warm_dry,-1.743333,42.175833,365,29,industrial,rural,0,0,0,0,0,0,0,23.9,1.6,0,4.7,0,66.1,1.1,0,0,0,3.19,0,2.39105,1.76,726,1434,3423,60,32.96,63,31.8964,36.9168,26.8888,32.1495,23.5232,40.1594,48.2092,59.4376,57.6451,40.9488,54.5512,86.7371,16259.4571,0.6,0,test
+7102,Spain,EUR,warm_moist,-2.778611,43.211111,49,90,industrial,suburban,0,2.5,0,0,0,74.1,0,0,3,0,0,0,3.6,2.5,12.7,0,0,0.04,0,8.93714,3.04,2770,3822,91187,47,41.71,63,18.4652,26.0965,12.3476,18.5459,5.5136,30.5756,39.0967,49.6227,47.2821,31.3177,41.7867,38.3928,4136.0976,0,0,val
+7103,Spain,EUR,warm_moist,-5.772778,43.250833,206,52,traffic,urban,0,0,0,0,1.9,51.6,0,0,3,0,1.2,0,6,1.2,34.6,0,0,0,0,1.78746,3.06,4611,5973,15175,56,32.9,63,20.9668,26.0087,15.9212,19.3479,10.8268,29.6734,37.7935,48.6203,45.9136,31.1252,44.4918,79.0265,4700.7011,0.8,0,test
+7105,Spain,EUR,tropical_dry,-5.913839,37.284489,49,27,background,urban,0,0,0,0,0,0,0,0,0,0,0,0,92,5.5,0,0,0,0.735,0.136,3.74774,2.5,7602,10634,80947,63,51.17,63,29.3939,36.3943,22.4301,29.1722,18.4206,39.598,48.921,60.1488,57.7387,41.5874,58.1677,116.1789,18189.3183,1.6,0,test
+7106,Spain,EUR,warm_dry,-5.666869,37.99435,573,111,background,rural,0,0,0,0,0,0,0,0,61.7,30.4,3.8,0,2.5,0,0,0,0,0.386,0,0.159622,1.13,246,246,464,8,2.03,35,31.4178,40.1204,22.8628,32.7811,19.8491,42.3047,51.0262,59.6917,58.3945,44.5848,56.8612,76.6161,21241.5953,0.8,0,test
+7107,Spain,EUR,warm_dry,-3.781569,37.78255,480,88,background,urban,0,0,0,0,0,0,0,4.8,8.2,0,1.7,0,83.9,0,0,0,0,0.645,0.193,1.44968,1.59,4209,4210,4214,63,52.3,63,32.291,36.8688,27.6679,33.1821,20.9518,43.5076,52.931,62.1758,60.3314,43.1254,58.481,106.898,22352.3171,4.6,0,train
+7108,Spain,EUR,warm_dry,-4.979889,36.498169,39,40,background,suburban,46,4.9,0,0,0,3.7,1.9,2,26.7,3.2,1.6,0,6.9,2,0,0,0,0,0,0.939899,1.71,8904,9175,14575,63,52.93,63,32.2615,37.0536,27.5099,32.5806,23.5583,40.851,47.6178,56.6402,54.2279,42.1189,52.0621,61.9109,14030.5807,0,0,train
+7109,Spain,EUR,warm_dry,-6.924619,37.271481,48,9,industrial,urban,20.5,0,0,0,0,0,0,6.7,14.1,5.5,2.1,0,45.3,1.8,0,0,1.3,0.388,0.095,43.3762,1.66,15445,15445,15445,62,53.7,63,31.7732,37.5621,25.8783,32.0794,22.3553,41.1017,49.322,59.1463,56.9743,41.6635,54.7439,82.2644,17024.8782,0.2,0,val
+7111,Spain,EUR,warm_dry,-1.585556,42.208333,475,178,background,rural,0,0,0,0,0,0,0,16.7,0,0,1.4,0,79.9,0,0,0,0,3.665,0.206,0.449089,1.66,580,1570,2549,0,12.45,63,36.1156,39.8623,32.3902,35.451,28.6291,42.9396,51.3102,62.2707,61.134,43.4263,56.1844,97.8461,21223.2723,2.3333,0,test
+7112,Spain,EUR,warm_dry,-1.626944,42.074722,383,58,background,rural,0,0,0,0,0,0,0,28.4,1.2,0,3.2,0,65.1,0,0,0,0,4.47,0.18,2.53038,1.91,2383,2549,2549,61,39.23,63,34.3607,39.3456,29.4412,34.36,25.2725,43.2142,52.56,64.8968,62.6441,43.7868,59.3316,143.8174,24091.8667,6.4,0,test
+7113,Spain,EUR,warm_dry,-1.808333,42.308333,460,109,background,rural,0,0,0,0,0,0,0,18.3,1.7,0,7,0,70.2,0,0,0,0,3.662,0.213,0.830263,1.72,750,1256,3423,29,24.9,62,36.1366,39.7012,32.6386,35.7735,28.4198,43.5728,51.7681,63.6114,61.348,43.4698,56.8602,129.525,21520.1244,5,0,test
+7115,Spain,EUR,warm_dry,-5.453431,36.136231,24,12,industrial,urban,45.2,0,1.2,0,0,9.4,0,0,27.7,0,1,1.3,10.3,1.6,0,0,0,0.21,0.06,9.36637,2.55,7269,14823,34378,63,55.37,63,29.2878,32.3382,26.2682,30.701,20.3002,38.5955,44.861,51.753,49.6802,37.5475,49.1042,35.6969,7550.1676,0,0,train
+7116,Spain,EUR,warm_dry,1.242778,41.118611,14,18,background,urban,42.6,1.6,0,0,0,2.7,0,2.5,16.7,0,3.3,0,18.1,11,0,0,0,0.979,0.738,8.00519,3.15,14284,21832,26446,63,52.45,63,26.6745,33.6966,19.6101,27.5682,13.2327,38.9965,47.317,57.4421,55.6251,38.4179,53.9676,74.6471,14155.397,0.8,0.4,val
+7117,Spain,EUR,warm_dry,-1.281389,39.558611,804,51,background,rural,0,1.7,0,0,0,0,1.7,36.4,37.2,0,1.5,0,21.3,0,0,0,0,0.227,0.619,2.34039,1.38,590,774,774,30,16.18,61,34.4148,40.7166,28.1812,34.5856,26.0895,43.4074,51.4272,60.65,59.3826,44.3524,58.1113,83.8742,22627.2419,1.4,0,test
+7118,Spain,EUR,warm_dry,-0.831944,39.708056,430,77,background,rural,0,1.3,0,0,0,0,1.2,21.4,58.1,0,1.2,0,16.7,0,0,0,0,0.141,1.433,0.999335,1.81,1262,1262,6367,10,12.53,63,36.5999,43.1262,30.0871,35.9219,28.111,44.1091,53.1014,65.5622,63.0059,47.0226,64.3093,139.7526,28151.2374,5.2,0,test
+7119,Spain,EUR,warm_dry,-2.619444,42.518333,480,45,traffic,suburban,0,0,0,0,1.1,16,0,1.8,3.2,0,1.6,0,67.3,0,7.7,0,0,1.98,0,1.36326,1.74,538,1058,20832,33,23.52,63,33.5209,38.599,28.0159,33.4828,24.9617,41.6029,49.4223,60.8505,58.8151,42.2673,54.4257,88.1485,17910.3127,0.8,0,train
+7122,Spain,EUR,warm_dry,-0.146667,38.571389,44,186,background,suburban,44,0,0,0,0,0,0,18,21.9,0,5.6,0,7.8,1,0,0,0,0.038,0.311,3.02943,1.93,19925,19925,19925,63,55.84,63,39.8181,43.4999,36.1468,39.4977,32.6809,46.7028,53.3018,61.0711,59.4471,46.5565,57.1043,79.1799,26291.5832,0.6,0,train
+7124,Spain,EUR,warm_dry,-0.852778,38.084722,32,8,background,suburban,8.4,0,0,0,0,0,0,35.6,0,0,2.3,0,48.9,2.5,0,0,0,0.476,4.342,1.08915,2.11,3583,8525,12380,62,55.31,63,26.9557,37.2686,16.0828,25.8452,10.902,40.3498,50.3746,60.4475,58.2378,42.1401,57.3101,82.0396,20465.6179,0.75,0,train
+7125,Spain,EUR,warm_dry,2.176389,41.3875,5,12,background,urban,48.1,4.5,0,0,0,2.6,0,0,12.5,0,0,0,2.7,27.9,0,0,0,0,0,10.0947,5.03,202272,234873,234873,63,58.35,63,21.3155,26.7138,15.9091,21.1523,8.2203,32.2799,40.6004,50.7255,48.6203,31.8431,46.3127,40.2219,5568.0491,0,0,train
+7127,Spain,EUR,warm_dry,2.043611,41.493333,200,104,background,urban,9,11.5,0,0,0,6.9,0,0,27.4,0,1.1,0,11.5,31.1,0,0,0,0.049,0,35.9606,5.7,20080,57604,234873,63,62.86,63,26.751,35.5792,18.0537,25.3627,9.8243,40.8009,53.1314,66.1637,63.8413,40.9707,63.9427,186.5512,25009.3741,12.8,0.4,train
+7128,Spain,EUR,warm_dry,-0.189722,40.051944,160,50,industrial,urban,9.6,8,0,0,0,0,0,8.9,55.6,0,5.4,0,7.7,3.9,0,0,0,0.208,1.581,7.33501,2.95,1638,2218,22226,46,38.45,63,28.6188,37.0229,20.2293,27.7186,16.0397,40.1994,49.4409,60.0486,58.2817,42.2789,56.5407,83.8202,18734.526,0.4,0,train
+7131,Spain,EUR,warm_dry,-0.065,39.892222,37,9,industrial,rural,47.7,2.7,0,0,0,0,0,5.1,30.7,0,1.5,0,7.9,3.3,0,0,0,0,0,2.58664,2.73,8905,10529,22226,58,41.38,63,25.6454,35.5047,15.8224,24.9618,9.724,39.2972,49.5396,59.5674,58.0812,41.8435,57.1942,90.2315,18569.5841,1.8,0,train
+7132,Spain,EUR,warm_dry,-0.468333,40.054167,466,26,background,rural,0,15.2,0,0,0,0,0,10.3,69,0,3.7,0,0,0,0,0,0,0.011,0,0.077542,2.04,127,178,3024,8,5.56,62,32.8578,40.2842,25.5138,32.6809,22.222,42.4721,51.3099,62.224,59.5185,44.173,60.2465,107.28,23182.6569,1.6,0,test
+7133,Spain,EUR,warm_dry,-0.078889,40.269444,259,89,background,rural,0,1.6,0,0,0,0,0,10,59.5,0,17.5,0,8.5,0,2.1,0,0,0.049,0.014,0.47425,2.22,175,236,5949,0,4.37,62,29.0674,37.6858,20.4788,30.1747,14.7535,41.8034,48.921,58.1138,55.9898,42.8225,53.8579,68.7861,17646.2407,0.4,0,train
+7134,Spain,EUR,warm_dry,-0.603333,39.930556,616,150,background,suburban,0,10.9,0,0,0,0,0,15.2,67.9,0,3.2,0,2,0,0,0,0,0.051,0.619,0.720896,1.64,371,411,1581,34,12.89,62,32.7091,38.8242,26.6473,32.9816,23.7588,41.547,49.0999,58.8235,56.8657,43.836,55.9412,88.1791,18870.1241,1.4,0,test
+7135,Spain,EUR,warm_moist,-1.984444,43.302778,88,61,background,urban,32.5,0,0,0,1.9,44.1,0,0,1.2,0,0,0,2.1,1.6,16.1,0,0,0.179,0,35.8053,2.68,34829,34829,34829,63,58.76,63,21.8687,26.7743,17.8807,23.057,12.0298,31.5781,38.0942,45.3622,43.6392,31.336,39.4596,22.8909,2216.5659,0,0,test
+7136,Spain,EUR,warm_moist,-2.011111,43.309444,3,82,traffic,urban,34.5,0,0,0,1.2,44.2,0,0,1.2,0,0,0,2.1,1.6,14.7,0,0,0.141,0,38.3038,2.65,28258,34829,34829,62,51.05,63,23.4324,28.3568,18.7033,24.5607,11.2278,34.1595,41.2019,49.723,47.6661,33.504,45.2891,36.8801,4576.6961,0,0,test
+7137,Spain,EUR,warm_dry,-0.441389,38.934722,195,48,background,suburban,0,0,0,0,0,0,0,17.7,43.6,0,2.3,0,33,1,1.3,0,0,0.282,2.67,2.43439,1.89,2262,2382,16717,36,28.03,63,29.3363,37.7576,20.2748,29.1032,16.8351,40.4752,49.3976,59.1418,57.486,41.5858,56.2748,74.1689,18701.5795,0.75,0,train
+7138,Spain,EUR,warm_dry,-0.518889,39.571944,101,30,background,suburban,4.2,0,0,0,0,0,0,20.9,24.4,0,1.2,0,43.1,4.8,0,0,0,0.598,4.154,14.5863,3.1,14482,14482,93280,63,62.37,63,26.7871,35.6751,18.0639,25.5632,12.9495,39.0967,49.6854,62.655,60.1801,41.4818,60.2631,111.9293,19798.9057,2.5,0,train
+7139,Spain,EUR,warm_dry,-0.697222,38.788056,510,135,background,suburban,0,0,0,0,0,0,0,37.6,29.8,0,2.9,0,27.9,0,0,0,0,0.087,0.061,1.23162,1.78,3458,4196,7776,5,7.21,63,36.5002,42.3306,32.7659,36.2146,28.696,44.6104,52.6302,61.7778,58.3544,45.6014,56.7842,85.1739,25663.9596,1.25,0,train
+7141,Spain,EUR,warm_moist,-2.902222,43.255,76,25,background,urban,5.9,2.5,0,0,0,64,0,0,3.4,0,0,0,4.2,3.4,15.1,0,0,0.213,0,18.6622,3.23,55906,90338,91187,63,58.95,63,22.7825,28.3591,16.7039,23.2575,8.3206,34.5856,42.1042,52.6302,49.6478,33.9145,46.7294,61.6597,6880.1124,0.2,0,val
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+7145,Spain,EUR,warm_moist,-1.64,42.812222,455,26,traffic,urban,0,0,0,0,5.5,32.5,0,0,2.1,0,0,0,43.3,1.6,13.9,0,0,0.825,0.018,10.4944,1.78,104648,104648,104648,63,61.61,63,22.3662,23.4888,21.2951,22.5167,10.5661,32.4864,40.1535,50.2423,47.6618,29.5344,46.5288,37.977,3140.0644,0,0,test
+7146,Spain,EUR,tropical_dry,-15.5625,27.764722,17,46,traffic,urban,56,0,0,0,0,0,3.3,26.1,2.6,0,3.1,0,1.2,0,6.5,0,0,0,0.015,0,0.98,1755,2068,14609,57,37.35,63,24.8728,28.9656,20.782,25.463,18.0196,31.9791,37.3925,43.5076,42.3906,32.4234,41.3758,14.4084,1945.6253,0,0,train
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+7150,Spain,EUR,warm_dry,-2.231667,42.341667,584,123,industrial,rural,0,4,0,0,0,4.8,2.3,10.4,15.9,1.1,10.5,0,48.7,0,1.5,0,0,0.378,0,0.651402,1.9,113,328,15761,16,10.68,63,34.1516,37.567,30.7414,33.7836,26.8665,41.3022,49.0012,60.0486,57.5799,41.2977,54.1833,101.2825,17552.6394,2.6,0,train
+7151,Spain,EUR,warm_moist,-1.649444,42.826944,418,31,background,urban,0,0,0,0,5.5,32.5,0,0,2.1,0,0,0,43.3,1.6,13.9,0,0,0.825,0.018,10.4944,1.78,104648,104648,104648,63,60.3,63,26.2342,29.7231,22.7572,28.4003,15.2858,36.4462,43.1818,52.2392,50.2067,34.6711,47.4314,43.7874,6490.0219,0,0,test
+7153,Spain,EUR,warm_moist,-2.165833,42.894444,530,8,background,suburban,0,0,0,0,10.8,42.4,0,0,0,0,1.3,0,23.6,0,21.4,0,0,0.064,0,0.325669,1.69,1828,2864,10412,41,20.11,57,29.9925,34.185,25.8308,30.5756,20.5508,39.0967,47.6178,57.6426,54.7292,38.7879,50.4417,64.2572,11370.9987,0.5,0,test
+7154,Spain,EUR,tropical_dry,-4.4475,36.719639,36,33,background,urban,31.8,0,0,0,0,0,2.2,10.4,14.3,3.1,1.9,0,25,6.6,3.4,0,0,0.193,0.082,39.1059,2.03,22659,23127,36363,63,59.93,63,29.9901,36.3022,23.7063,31.8789,19.1474,41.1017,48.7205,57.6205,55.4103,41.5526,54.0988,66.9983,16179.0104,0.2,0,train
+7155,Spain,EUR,tropical_dry,-4.465531,36.729561,86,119,background,suburban,27.9,0,0,0,0,0,2.2,10.6,14,3.3,1.9,0,29.5,6.7,2.7,0,0,0.193,0.082,39.1059,2.03,23127,23140,36363,63,61.29,63,35.5478,40.2844,30.887,36.1895,27.1672,44.4099,51.8282,60.3493,58.5448,45.0352,57.1606,77.1289,22425.912,0.2,0,train
+7156,Spain,EUR,warm_dry,-3.484167,40.455,597,29,background,urban,0,0,0,0,0,0,0,36.7,1.7,0,4.5,0,41.9,14.3,0,0,0,0.788,0,8.65014,5.51,29295,34139,93151,63,61.29,63,25.2144,32.5756,17.9073,24.661,10.7265,36.8913,47.9186,61.9533,59.4721,38.5376,60.1456,180.2058,17597.8976,7.8,0,val
+7157,Spain,EUR,warm_dry,-2.059722,42.34,402,63,industrial,rural,0,2.8,0,0,0,2.1,2.4,14.1,9.3,0,11,0,56.5,0,0,0,0,1.641,0,1.80647,1.86,906,2052,3423,35,18.99,62,30.5231,34.6074,26.4117,30.3751,21.9543,38.8962,46.9161,58.3443,55.9384,38.3974,52.5227,80.8076,13500.5619,2.6,0,train
+7158,Spain,EUR,warm_dry,0.288889,40.645,428,144,background,rural,1.3,5.8,0,0,0,1.5,0,7.5,43.3,0,5.5,0,32.9,0,1.6,0,0,0.461,0.664,0.561136,1.94,512,827,5833,42,14.32,63,41.2116,44.489,37.9862,40.6004,34.6858,47.6178,54.4347,63.7577,61.9157,47.4468,58.4031,97.1918,29477.8848,2.8,0,test
+7159,Spain,EUR,warm_moist,-1.2825,42.580556,397,18,industrial,suburban,0,3.6,0,0,0,23.3,0,1,16.2,0,9.2,0,41.2,0,4.6,0,0,2.786,0.162,0.311738,1.36,908,908,908,36,15.37,46,31.2808,37.4246,25.0856,32.518,19.5484,42.6054,50.8759,60.1488,58.4415,42.1783,55.3733,77.6387,19135.118,1.25,0,test
+7160,Spain,EUR,warm_dry,-16.360278,28.377778,10,157,industrial,urban,53.9,1.4,1.4,0,0,4.9,3.2,11.3,8,0,3,0,5.4,2.2,4.1,0,0,0,0,0.096554,0.88,1249,5075,24163,52,35.1,63,29.6352,33.1335,26.1516,30.0744,20.5508,38.5955,45.6128,55.0111,51.7687,39.0081,49.2318,64.4589,8525.948,0.5,0,train
+7163,Spain,EUR,tropical_dry,-16.278056,28.449444,180,153,industrial,urban,68.4,0,1.5,0,0,5.1,2.4,3.4,6.2,0,1.6,0,4,2,3.3,0,0,0.013,0,0,0.9,10609,24045,24163,60,47.77,63,29.6615,28.7577,30.6189,30.2749,20.7513,38.4952,45.1116,52.7305,50.6628,33.8257,48.3933,46.9444,3730.6294,0,0,train
+7168,Spain,EUR,warm_dry,-16.371111,28.381944,200,157,industrial,suburban,53.9,1.4,1.4,0,0,4.9,3.2,11.3,8,0,3,0,5.4,2.2,4.1,0,0,0,0,0.096554,0.88,5075,8181,24163,58,34.86,63,35.745,37.5957,33.961,36.2146,28.3201,43.3572,49.2468,56.2642,53.7737,41.4402,52.7619,62.9248,13938.9942,0,0,train
+7169,Spain,EUR,warm_dry,-0.278889,39.684722,54,59,background,suburban,37,1,0,0,0,0,0,7.7,32.6,0,1.2,0,15.8,3.4,0,0,0,0.55,2.135,5.42215,3.1,6794,7839,79246,63,56.14,63,30.3393,36.9406,23.7523,31.2774,18.9469,41.3192,49.723,59.4495,56.6151,42.0924,56.9738,79.5333,18798.2812,0.6,0,train
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+7171,Spain,EUR,tropical_dry,-16.651667,28.073889,309,218,background,suburban,53.1,0,0,0,0,0,1.8,26.8,1.5,0,5.5,0,2,0,5.6,0,2.4,0,0.401,0.096283,1.13,7646,9468,9468,54,50.9,63,31.1972,34.3198,28.0578,30.5756,22.9568,38.5955,46.886,55.6717,53.3069,38.1132,51.6617,48.8442,10234.6424,0,0,train
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+7181,Spain,EUR,warm_dry,-6.117239,36.68855,62,30,background,urban,8.7,0,0,0,0,0,0,0,0,0,2.9,0,82,3.4,0,0,0,0.892,0.235,6.14246,1.91,2532,2533,50371,63,55.43,63,31.337,37.257,25.423,32.5806,21.6535,41.6029,48.8208,56.6401,54.8607,41.5271,52.8447,64.8031,15750.299,0,0,test
+7182,Spain,EUR,warm_dry,2.919444,39.715556,118,42,background,suburban,15,0,0,0,0,1.1,0,0,24.9,1.1,4.4,0,47.1,1.7,2.3,0,0,1.153,0,1.26914,1.73,4868,5743,28589,53,27.44,63,35.0083,42.5175,27.5896,35.588,24.3102,45.3622,53.382,63.9081,61.0886,46.6456,57.0341,126.0927,29500.7693,7.5,0,test
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+7184,Spain,EUR,warm_dry,-2.3905,36.86495,55,66,background,suburban,28.3,0,0,0,0,0,2.2,55,0,0,3.1,0,6.3,3.4,0,0,0,1.059,0.331,3.62579,1.85,9892,9892,11631,60,51.05,63,36.1482,42.5509,29.7719,36.5905,26.5657,45.8133,53.4322,61.9533,60.1237,47.2451,58.6501,79.1794,27835.0197,0.6,0,train
+7185,Spain,EUR,warm_dry,-0.5275,38.397222,123,52,industrial,urban,30.8,0,0,0,0,0,0,41,2.6,0,2.8,0,18.9,2.2,0,0,0,0.293,2.488,7.7365,2.43,18778,24506,24632,63,60.77,63,27.5694,34.6775,20.5701,28.1428,16.1023,38.5541,47.3672,57.1579,54.7426,39.3122,53.5678,67.6884,14049.0391,0.25,0,train
+7188,Spain,EUR,warm_dry,-6.584722,42.542778,541,50,industrial,suburban,0,12.8,0,0,0,32.8,0,0,36.3,3,2.3,0,4.5,1.3,6.7,0,0,1.657,0,2.15191,3.12,3010,3010,3014,53,36.79,62,24.916,31.1692,18.7076,24.3603,13.0322,35.588,43.7081,57.6988,55.4097,35.7938,52.3966,99.1722,11349.379,1.4,0,test
+7190,Spain,EUR,warm_dry,-6.80745,37.133789,31,44,industrial,suburban,48.9,0,0,0,0,0,0,9.2,10.9,2.7,1.9,0,21.5,1.8,0,0,1.2,0,0,1.96637,1.63,1219,1230,15445,43,19.71,63,34.6113,40.9503,28.2006,34.9615,24.8114,44.1091,51.5024,62.0284,59.8355,45.3136,56.8242,104.0718,23428.0644,3,0,val
+7192,Spain,EUR,warm_dry,-7.150181,37.304639,39,25,background,rural,27.2,0,0,0,0,0,1.1,10.5,12.5,8.8,3.8,1.1,30,1.9,0,0,1.5,1.368,0.153,1.79966,1.45,985,1337,15445,49,24.3,63,27.0845,31.6328,17.1977,24.3937,13.1993,34.4185,42.6054,52.7973,50.3329,36.2373,50.9666,49.1103,8212.6131,0,0,val
+7197,Spain,EUR,warm_dry,-4.779581,37.902739,152,42,background,suburban,0,0,0,0,0,0,0,0,32.1,5.5,0,0,58.8,1.6,0,0,0,1.017,0.312,8.35583,1.7,3880,3882,4899,63,58.66,63,31.6933,38.9889,24.5654,30.7761,19.9493,42.4049,53.6327,65.0189,63.2064,43.8464,61.9944,114.3147,26452.7878,3.4,0,train
+7198,Spain,EUR,warm_dry,-3.458889,40.300833,596,45,industrial,urban,0,0,0,0,0,0,0,45.7,0,0,1.7,0,41.8,9.7,0,0,0,1.785,0,4.54619,4.77,7319,9010,93151,61,44.78,63,27.8542,34.9809,20.7382,27.9692,14.0347,39.6982,50.4247,63.7998,61.9533,40.7285,61.7678,158.2876,21837.6444,6.2,0.2,val
+7199,Spain,EUR,warm_dry,-3.466667,40.910278,940,77,background,rural,0,8.2,0,0,0,0,2.9,11.5,26.9,2.7,15.1,0,30.2,0,1.7,0,0,0.214,0,0.100869,1.96,153,297,1590,8,4.79,61,41.4807,44.7964,38.2351,40.7007,33.8838,48.921,57.2416,69.925,68.3608,48.3113,66.2284,243.2308,34672.3916,20.6,1.4,val
+7200,Spain,EUR,warm_dry,-4.013333,40.633889,873,13,traffic,urban,0,9.9,0,0,0,1.7,0,19.8,25.5,4.4,21.9,0,12.5,2.1,1.3,0,0,0.306,0,8.85957,2.82,16772,26139,79529,63,57.69,63,23.2931,30.1077,16.5759,24.0595,8.5211,34.385,43.6981,57.2416,55.5875,36.5095,53.5744,76.3841,10776.1989,0,0,val
+7201,Spain,EUR,warm_dry,-3.714167,40.324722,638,50,traffic,urban,0,0,0,0,0,0,0,40.9,4.7,1.3,4.8,0,29.6,18.3,0,0,0,0.722,0,31.3136,6.59,37602,73678,93151,63,62.93,63,22.3452,29.0092,15.8453,21.8875,6.5161,34.2514,44.6103,56.6401,55.0111,34.3728,54.0318,62.0782,10932.2499,0,0,val
+7202,Spain,EUR,warm_dry,-3.7025,40.780833,853,6,background,rural,0,6.5,0,0,0,2.1,1.2,14.5,22.2,3,25.4,0,20.4,0,3.8,0,0,1.131,0,1.76132,3.22,945,1929,79479,39,20.82,63,32.1647,40.5698,23.8133,33.1821,18.7464,44.1592,53.5324,66.709,64.8646,45.9086,64.4315,190.3871,28977.2031,12.6,0.2,val
+7203,Spain,EUR,warm_dry,-3.222222,40.286944,800,82,background,rural,0,0,0,0,0,0,0,33.2,1.1,0,0,0,64.2,0,0,0,0,1.129,0,1.18779,2.52,428,722,17517,19,13.38,63,39.782,44.4013,35.2284,39.0967,31.2773,47.8183,57.0411,68.2689,66.573,47.8838,65.4069,198.2235,34884.3452,14.4,0.2,val
+7204,Spain,EUR,warm_dry,-3.542222,40.36,608,63,background,suburban,0,0,0,0,0,0,0,43.1,1.5,0,2.4,0,36.7,15.8,0,0,0,1.746,0,5.19624,5.78,50526,79726,93151,63,60.49,63,23.9152,30.1443,17.7667,22.7563,9.6238,35.3875,46.6153,60.3693,57.9809,36.5991,58.659,143.0946,14637.1112,3.6,0.2,val
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+7206,Spain,EUR,warm_dry,-3.679722,40.185278,610,47,background,suburban,0,0,0,0,0,0,0,37.8,0,0,1.6,0,52.2,7.7,0,0,0,1.816,0,2.8919,3.96,7811,8339,79726,63,52.08,63,24.7239,31.2943,18.2274,25.062,13.2327,34.8863,44.4099,57.0411,55.174,36.4951,54.5659,71.8288,11577.1005,0,0,val
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+7222,Spain,EUR,warm_dry,1.31,38.994444,65,137,background,suburban,70.8,0,0,0,0,0,1.9,0,13.3,0,2.2,1.4,7,0,0,0,0,0.405,0,2.72844,1.82,1887,2143,11625,60,31.9,63,41.0425,-999,-999,-999,-999,-999,-999,-999,-999,-999,57.5998,-999,-999,-999,-999,train
+7223,Spain,EUR,warm_dry,-0.460833,39.551389,122,70,background,suburban,13.6,0,0,0,0,0,0,16.9,15.8,0,1.3,0,45.2,4.9,0,0,0,0.486,3.075,34.8671,3.42,6068,20896,93280,63,62.67,63,28.5029,34.481,21.8448,28.6546,18.2953,38.3448,45.7382,54.2592,52.6949,39.0303,52.9596,51.2846,11718.684,0.25,0,train
+7224,Spain,EUR,warm_dry,2.687778,39.678889,172,70,background,rural,34.8,1.9,0,0,0,2.8,0,0,23.4,0,3.8,0,25.6,3.8,1.7,0,0,0.826,0,18.5074,1.88,1058,10441,28589,45,34.74,63,37.9794,40.0677,36.8087,38.1256,31.1521,45.099,51.9034,61.026,57.6614,43.2236,54.823,87.4926,19345.4264,3,0,test
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+7230,Spain,EUR,warm_dry,-0.026111,39.988889,18,28,traffic,urban,40.9,1.7,0,0,0,0,0,8,32.4,0,4.6,0,7,4.2,0,0,0,0.606,1.813,7.00697,2.91,22226,22226,22226,63,61.98,63,26.9593,32.4775,20.0502,27.5682,14.536,37.0918,44.2344,52.7717,50.8687,38.0315,49.5067,60.6001,10315.3933,0.4,0,train
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+7267,Spain,EUR,warm_dry,-0.336389,39.480278,7,1,background,urban,42.2,0,0,0,0,1.3,0,9.4,7.1,0,1.4,0,31.4,5.1,0,0,0,0.278,0.658,14.07,3.16,79246,93280,93280,63,58.94,63,27.4176,33.9874,20.8319,27.7687,15.9394,38.8962,46.7155,55.6296,53.7367,38.2062,52.8694,53.0597,13024.2403,0.2,0,train
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+7270,Spain,EUR,warm_dry,-3.833889,40.341944,693,55,background,urban,0,0,0,0,0,0,0,38.2,4.8,1.8,7.3,0,31.7,16,0,0,0,0.786,0,49.4296,6.06,72062,73923,79918,63,62.95,63,27.759,34.0147,21.5508,27.9692,15.0372,38.5955,49.6228,64.6319,62.2665,40.2812,61.6307,146.6071,19905.8419,7.4,0,val
+7271,Spain,EUR,warm_dry,2.288333,41.600833,140,36,traffic,urban,20.2,7.9,0,0,0,22.8,0,0,17.1,0,0,0,7,23.4,0,0,0,0.197,0.279,12.994,4.91,36644,36644,234734,63,60.85,63,20.6427,29.3772,11.8478,17.9193,3.2581,34.0843,46.3647,58.9834,56.526,35.2197,56.6455,89.915,13691.7576,0.75,0,train
+7272,Spain,EUR,warm_dry,2.237778,41.449444,6,36,traffic,urban,43.1,4.9,0,0,0,3,0,0,12.5,0,0,0,5,29.9,0,0,0,0.037,0.066,26.4064,5.81,136139,234734,234873,63,55.44,63,24.2825,31.352,17.3003,22.9317,9.0223,37.8436,47.2419,57.7679,56.0292,36.93,54.8288,98.8887,13938.1681,1.25,0,train
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+7283,Spain,EUR,warm_dry,-0.342778,39.4575,7,3,traffic,urban,43.3,0,0,0,0,1.4,0,9.3,4.4,0,1,0,33.1,4.9,0,0,0,0.278,0.658,14.07,3.16,83919,88747,93280,63,61.22,63,24.1106,29.2271,19.0298,25.2795,14.0518,34.0593,40.3999,48.2023,46.1558,33.3312,45.7278,25.4226,4002.6706,0,0,train
+7284,Spain,EUR,warm_dry,-1.064722,38.451667,642,53,background,rural,0,0,0,0,0,0,1.3,71.3,2.3,0,1.1,0,22.9,0,0,0,0,1.295,0.462,0.64354,1.64,875,893,19400,11,11.02,63,38.1888,43.9221,32.4172,37.7764,30.2749,45.7131,53.6026,63.056,61.0886,47.1499,59.9527,95.9459,28699.924,2,0,train
+7285,Spain,EUR,warm_dry,-0.803333,38.454722,355,57,background,suburban,0,0,0,0,0,0,0,64.9,4,0,1.7,0,27.3,0,0,0,0,0.1,1.35,5.34509,1.78,10775,19400,24632,54,49.59,63,30.1571,39.3057,21.0352,30.6759,17.5434,41.8205,51.327,60.5277,58.5574,43.9233,58.0979,82.7044,22422.9077,0.4,0,train
+7286,Spain,EUR,tropical_dry,-0.506667,38.340278,55,1,background,urban,39.2,0,0,0,0,0,0,33.4,0,0,2.5,0,20.6,2,0,0,0,0.452,3.245,7.7365,2.43,15236,24506,24632,63,56.55,63,28.9785,35.9736,22.0332,30.6929,17.0091,40.2997,47.718,55.8883,54.1928,40.2986,53.4778,51.2523,14422.1964,0.2,0,train
+7287,Spain,EUR,warm_dry,-1.253889,40.099444,728,8,background,rural,0,1.9,0,0,0,0,0,30.9,55,0,10.3,0,1.4,0,0,0,0,0.021,0.121,0.585377,1.27,443,443,995,10,5.33,14,27.4961,36.8167,18.144,28.4454,14.1601,39.3474,47.7431,56.3895,54.2749,40.6364,53.8027,57.477,15406.7915,0,0,train
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+7291,Spain,EUR,warm_dry,-4.538333,42.019444,953,14,traffic,urban,0,0,0,0,0,0,0,2.1,0,0,2.3,0,94.2,0,0,0,0,1.159,0,4.47129,1.56,8905,10711,11538,62,43.27,63,29.8491,34.8063,24.9136,31.0769,20.7513,38.9965,46.8158,58.4887,55.4246,39.3079,53.3648,81.3564,13465.3874,1.6,0,train
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+7293,Spain,EUR,warm_dry,-3.6001,37.165681,666,60,background,urban,0,4.5,0,0,0,0,5.5,18.4,14.5,0,3.5,0,45.8,4.6,0,0,2,2.335,0.319,7.66128,2.25,38461,44724,44724,62,61.32,63,25.6654,30.4945,20.8374,25.463,13.8342,36.0893,46.0138,56.6401,54.4347,37.3791,55.5597,63.3352,12666.3807,0,0,train
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+7302,Spain,EUR,warm_dry,-3.685556,40.409722,672,88,background,urban,0,0,0,0,0,0,0,42.7,5.3,1.4,5.8,0,25.4,18.9,0,0,0,0.048,0,73.1912,7.13,79677,79726,93151,63,63,63,23.0583,28.7532,17.3742,22.2551,9.489,33.9899,45.0618,58.766,56.0103,34.6529,57.1118,119.1375,12552.1223,2.6,0.2,val
+7304,Spain,EUR,warm_dry,-3.611944,40.372778,630,62,background,urban,0,0,0,0,0,0,0,41.8,4.7,1,4.9,0,27.9,19.3,0,0,0,0.645,0,18.6782,6.6,79726,79726,93151,63,62.13,63,25.8055,32.2929,19.2909,25.471,12.2302,36.769,48.0046,61.0767,58.7967,38.1663,58.4499,120.456,16596.9448,3.8,0.2,val
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+7310,Spain,EUR,warm_dry,-3.689722,40.500556,715,68,background,urban,0,0,0,0,0,0,0,35.3,8.3,2.7,12.4,0,22.1,18.7,0,0,0,0.003,0,39.8981,6.43,79578,79627,93151,63,61.73,63,26.611,31.625,21.5776,26.3652,14.0367,37.2206,47.8534,62.2532,59.2526,37.2854,59.4063,152.3171,16520.8108,6.2,0.2,val
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+7316,Spain,EUR,warm_dry,-17.771111,28.645278,208,129,background,suburban,66.8,2.9,2.7,0,0,7.9,4.1,0,8.4,0,0,1.7,3.3,0,0,0,0,0.042,0,1.15418,0.79,3240,4951,7729,26,16.47,51,27.9209,31.8286,24.1162,28.3702,19.6486,36.4903,43.0064,51.0784,48.5075,36.4484,47.1929,34.2541,5777.5327,0,0,train
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+7318,Spain,EUR,warm_moist,-8.250278,43.492778,13,55,background,suburban,38.7,4.1,6.6,0,0,29.3,0,0,3.4,0,0,0,2.4,1.9,12,0,0,0,0,9.74059,2.86,6762,12218,76601,63,49.29,63,31.3327,34.8131,27.7547,33.0818,22.89,40.4334,46.8827,57.9767,53.2568,39.3091,51.3341,82.1456,10611.9732,2.5,0,test
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+7320,Spain,EUR,warm_dry,-3.833056,40.119167,548,47,background,suburban,0,0,0,0,0,0,0,26.5,0,0,1.7,0,68,3.7,0,0,0,1.535,0,3.86071,3.97,1906,3164,73344,57,51.83,63,31.6034,39.5925,23.9564,32.5806,18.0446,44.673,55.6376,67.6674,66.0854,45.8919,64.3054,165.8193,30822.0955,11.75,0,val
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+7325,Spain,EUR,warm_dry,-4.903969,38.137931,571,108,industrial,suburban,0,0,0,0,0,0,0,0,66.2,27.4,2.3,0,1.2,0,0,0,0,0.173,0,26.6939,1.21,724,724,3878,9,4.95,59,40.558,43.8396,37.2849,39.9739,32.7059,48.7456,56.2642,64.0334,61.9815,46.7908,60.3699,98.9259,30007.7879,2,0,train
+7326,Spain,EUR,warm_dry,-3.61925,37.135561,684,57,background,urban,0,4,0,0,0,0,5.2,18.4,12.4,0,2.4,0,49.8,4.8,0,0,1.7,2.335,0.319,7.66128,2.25,38461,44724,44724,62,60.86,63,29.351,38.4404,20.2772,29.4061,15.0372,42.4383,52.7973,62.655,60.8171,44.2489,61.0111,93.0946,25626.2139,0.6667,0,train
+7327,Spain,EUR,warm_moist,-5.670556,43.516667,46,35,background,suburban,34.6,0,0,0,0,22.3,0,0,4.2,0,0,0,6.7,2.8,27.7,0,0,0,0,14.9305,3.49,20590,20595,33067,63,55.32,63,25.3488,31.4702,20.7374,27.3176,12.7816,37.8436,45.7382,55.5124,53.1314,37.2564,48.7652,64.8248,10283.9391,0.25,0,test
+7328,Spain,EUR,tropical_dry,-16.278889,28.458056,200,153,industrial,urban,71.6,0,1.5,0,0,5,1.5,2.4,5.7,0,1.5,0,3.8,2,3,0,0,0.013,0,0,0.9,10609,24045,24163,63,51.21,63,30.0216,31.1572,28.5258,30.701,23.057,37.3424,42.856,49.3721,47.2366,34.6699,45.6848,27.463,3422.7273,0,0,train
+7329,Spain,EUR,tropical_dry,-16.276389,28.461667,158,242,industrial,urban,71.6,0,1.5,0,0,5,1.5,2.4,5.7,0,1.5,0,3.8,2,3,0,0,0.013,0,0,0.9,10609,24045,24163,63,51.21,63,29.0905,30.4459,27.8265,29.9073,22.5558,36.4235,41.4358,47.952,45.219,33.9837,44.1918,31.8991,2930.0112,0.3333,0,train
+7331,Spain,EUR,tropical_dry,-13.860833,28.498381,20,35,background,urban,48.6,0,0,0,0,0,0,11.9,0,0,4.5,0,0,0,0,0,34.1,0,0.01,5.98456,1,481,1457,1457,58,33.02,63,37.1706,38.5522,36.3736,38.3449,31.7034,43.9838,48.6203,53.8833,52.0036,41.8854,49.4749,38.5543,11808.7258,0,0,test
+7332,Spain,EUR,warm_dry,-17.775556,28.667778,245,317,industrial,suburban,64.3,2.9,2.9,0,0,9,4.3,0,9.3,0,0,1.8,3.5,0,0,0,0,0.042,0,1.15418,0.79,3240,4951,7729,43,21.2,51,30.6966,32.2541,30.1602,32.2046,22.4305,40.3498,47.1165,54.0086,51.847,37.2911,49.1647,36.0421,8135.3178,0,0,train
+7333,Spain,EUR,warm_dry,-17.764444,28.685278,52,32,industrial,urban,64.3,2.9,2.9,0,0,9,4.3,0,9.3,0,0,1.8,3.5,0,0,0,0,0.083,0,1.15418,0.79,4951,6232,7729,48,20.41,51,29.3918,30.2579,26.8729,29.3225,20.6761,36.8412,43.8585,50.8758,49.2155,35.1849,48.1349,33.2081,5509.4393,0,0,train
+7334,Spain,EUR,warm_moist,-8.467222,43.347222,20,115,industrial,suburban,40.9,3.3,5.8,0,0,20.7,0,0,4.1,0,0,0,3.1,1.2,19.2,0,0,0.496,0,15.1204,2.78,6062,76601,76601,63,54.46,63,25.7885,27.3137,21.5459,23.7254,17.2092,30.9098,37.7601,48.119,45.3831,31.1315,42.887,50.7299,3977.4199,0,0,test
+7335,Spain,EUR,warm_moist,0.729444,42.051389,1570,749,background,rural,0,8,0,0,0,5.3,0,0,44.8,0,11.1,0,27.2,0,2.2,0,0,0.143,0,0.164961,1.22,25,78,258,0,0.58,50,45.7011,45.5546,45.8465,44.9863,39.3474,51.3771,57.8932,65.8028,63.7985,48.3973,61.4442,103.4344,30174.6953,2.75,0,test
+7337,Spain,EUR,warm_dry,-3.688889,41.665556,801,6,traffic,urban,0,0,0,0,0,0,0,4.8,8.8,0,5.7,0,78.9,0,0,0,0,0.949,0,1.89834,1.51,2511,3458,3458,60,36.41,62,28.9493,34.7551,23.1523,29.0719,17.8441,38.9965,47.9185,59.0521,57.1789,39.9241,55.5325,86.4025,15782.0778,1.6,0,train
+7338,Spain,EUR,warm_moist,-3.475278,42.951944,613,27,background,rural,0,0,0,0,0,32.6,0,0,4.8,0,3.6,0,32.3,0,24.9,0,0,0.245,0,0.950013,1.4,341,341,341,36,17.95,53,31.9476,39.1985,28.1933,35.0868,24.1848,42.4801,48.9962,59.5222,58.032,42.5649,51.9849,86.808,19119.1325,2.75,0,train
+7339,Spain,EUR,warm_dry,-5.566389,42.575278,814,15,background,suburban,0,2.9,0,0,0,6,0,7.7,12.2,1.7,15.4,0,46.3,0,6.5,0,0,1.647,0,2.05406,2.12,30634,35622,35622,63,54.02,63,26.6414,33.6739,19.6833,26.5657,15.0372,37.4927,46.4148,57.8431,55.4371,38.776,53.3642,78.0288,13962.559,0.8,0,train
+7340,Spain,EUR,cool_moist,-5.089722,43.041389,1140,48,background,rural,0,4.2,0,0,2.4,47.9,0,0,3.9,0,12.7,0,6,0,21.5,0,0,1.795,0,0.50757,1.44,65,80,579,7,3.97,22,30.504,36.7078,26.3835,32.7059,22.8064,39.7233,45.6128,54.0086,51.8157,40.1062,48.2123,49.7308,10891.7332,0,0,test
+7341,Spain,EUR,warm_moist,-6.223889,40.569722,985,124,background,rural,0,10.6,0,0,0,1.4,0,0,24.1,21.4,24.6,0,13.8,0,3.1,0,0,0.086,0,0.090804,1.1,125,125,852,0,0,45,38.3,40.9961,35.4127,37.7183,31.7034,44.9863,52.3796,61.3543,58.8957,44.8229,55.9184,87.3449,21417.8616,0,0,test
+7342,Spain,EUR,warm_dry,-2.856944,41.723611,1017,41,background,rural,0,19.7,0,0,0,5.5,0,7.9,31.6,0,15,0,16.5,0,2,0,0,0.315,0,0.83741,1.04,93,93,1840,0,0.26,55,28.408,34.6959,22.2117,28.1697,18.6461,37.6932,45.5126,54.5349,52.4798,38.0251,50.5652,52.9907,14459.6027,0,0,train
+7343,Spain,EUR,warm_dry,2.116667,41.394722,81,125,background,urban,42,5.3,0,0,0,2.8,0,0,16.1,0,0,0,3.4,28.1,0,0,0,0.005,0,10.0947,5.03,185970,234873,234873,63,62.89,63,27.9029,32.3716,23.3921,28.3201,17.5434,38.0942,46.4148,55.387,52.9121,37.5995,52.7615,63.7082,11611.1308,0,0,train
+7344,Spain,EUR,warm_dry,2.701111,39.546389,2,5,industrial,suburban,30.4,1.4,0,0,0,1.8,0,0,18,1.5,3.3,0,36.8,3.7,1.1,0,0,0.132,0.438,21.4885,1.83,220,21919,28589,59,47.44,63,27.2851,35.688,18.7925,29.7402,11.6956,40.4334,48.2594,57.4755,54.5098,40.9088,52.5985,60.5013,14321.823,0.3333,0,test
+7345,Spain,EUR,warm_dry,-1.9854,37.193419,380,339,background,rural,17.1,0,0,0,0,0,1.2,64.2,0,0,1.1,0,13.2,1.3,0,0,0,0.484,0.088,0.504986,1.94,259,829,3849,12,7.99,61,45.9559,48.2351,43.647,45.3622,39.4726,52.0037,58.5198,65.2865,63.6732,51.1431,61.0462,102.2539,40093.268,2.75,0,train
+7346,Spain,EUR,warm_dry,-6.147222,40.077778,181,85,background,urban,0,1.1,0,0,0,2,0,0,32.8,30.9,9,0,17.5,0,4.9,0,0,0.383,0.121,1.94718,1.4,2023,2529,2529,0,4.42,62,36.2387,40.4702,32.0081,36.5579,27.4294,45.1147,53.1908,63.6121,61.5598,44.4316,59.3836,114.4392,25342.7535,4.75,0,train
+7348,Spain,EUR,tropical_dry,-16.263333,28.458056,68,39,industrial,urban,71.6,0,1.5,0,0,5,1.5,2.4,5.7,0,1.5,0,3.8,2,3,0,0,0.013,0,0,0.9,10609,24045,24163,62,47.99,63,26.3478,26.8318,25.8624,26.5657,18.4206,34.3349,40.8511,48.3521,46.4117,31.5808,45.483,25.8479,1631.2826,0,0,train
+7349,Spain,EUR,warm_dry,-0.934444,39.260833,493,44,background,rural,0,2.2,0,0,0,0,1.4,29.5,63.3,0,1.1,0,2.2,0,0,0,0,0,0,0.079382,1.51,58,120,1292,26,8.44,59,33.7462,38.3294,29.1861,33.416,26.5657,40.7675,47.2837,55.6376,53.6118,40.8495,53.7258,49.975,13970.7673,0,0,test
+7351,Spain,EUR,tropical_dry,-16.276944,28.455278,169,153,traffic,suburban,68.4,0,1.5,0,0,5.1,2.4,3.4,6.2,0,1.6,0,4,2,3.3,0,0,0.013,0,0,0.9,10609,24045,24163,60,47.77,63,33.2334,35.3078,32.2256,35.0868,27.0669,41.77,46.7824,53.1314,51.1056,39.3414,47.2937,41.8243,7884.5116,0,0,train
+7352,Spain,EUR,tropical_dry,-15.414722,28.026389,115,55,traffic,suburban,53,0,0,0,0,0,3.2,16.1,10.5,0,3.3,0,5,1.6,6,0,0,0,0,0.051603,1.04,16275,30448,69632,62,57.14,63,33.1334,35.0344,34.4123,35.421,28.7378,41.1017,46.1141,52.1289,50.0405,38.8716,45.87,33.8734,6765.1477,0,0,train
+7356,Spain,EUR,tropical_dry,-0.69,37.991111,10,9,traffic,urban,55.5,0,0,0,0,0,0,12.9,0,0,2.1,0,26.8,0,0,0,0,0.053,0.114,2.18178,1.88,8803,12380,12380,63,52.89,63,32.6647,-999,-999,-999,-999,-999,-999,-999,-999,-999,56.2698,-999,-999,-999,-999,train
+7358,Spain,EUR,warm_moist,-8.162306,42.932867,390,72,background,urban,0,2.5,4.3,0,0,24,0,0,5.8,0,0,0,2,0,61.1,0,0,0,0,1.31066,1.8,627,788,5916,28,8.94,44,24.3542,-999,-999,-999,-999,-999,-999,-999,-999,-999,42.0738,-999,-999,-999,-999,test
+7359,Spain,EUR,warm_moist,-7.408542,42.061667,760,178,background,rural,0,14.9,0,0,0,11.2,0,0,51.7,4.5,0,0,8.1,0,9.1,0,0,0.024,0,0.902708,1.57,134,151,1832,0,1.38,53,32.436,-999,-999,-999,-999,-999,-999,-999,-999,-999,49.6209,-999,-999,-999,-999,train
+7361,Spain,EUR,warm_dry,-0.359167,39.782222,200,57,background,rural,8.8,6.3,0,0,0,0,0,9.4,54.7,0,1.2,0,17.6,0,0,0,0,0.145,1.346,6.46753,3,1035,5529,24824,17,15.91,63,34.1797,41.4312,26.9161,34.4185,24.0595,43.775,51.6277,61.1513,58.8539,45.581,57.1641,78.2759,23684.5477,0,0,train
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+7363,Spain,EUR,tropical_dry,-16.271836,28.456742,119,39,industrial,urban,68.4,0,1.5,0,0,5.1,2.4,3.4,6.2,0,1.6,0,4,2,3.3,0,0,0.013,0,0,0.9,10609,24045,24163,63,51.21,63,29.5139,28.8781,26.8406,28.5707,20.0496,35.9222,41.77,49.2886,46.2812,32.5802,44.4491,35.4802,3496.8277,0,0,train
+7364,Spain,EUR,tropical_dry,-16.264881,28.463006,85,87,background,urban,71.6,0,1.5,0,0,5,1.5,2.4,5.7,0,1.5,0,3.8,2,3,0,0,0.013,0,0,0.9,24045,24163,24163,62,47.99,63,30.3147,31.0742,28.257,29.7402,21.3862,38.2613,45.1116,53.6327,50.7088,34.685,46.5457,51.9135,6059.2738,0.3333,0,train
+7365,Spain,EUR,warm_dry,-16.368333,28.380161,128,157,industrial,suburban,53.9,1.4,1.4,0,0,4.9,3.2,11.3,8,0,3,0,5.4,2.2,4.1,0,0,0,0,0.096554,0.88,5075,8181,24163,58,35.45,63,32.7603,34.7703,30.7422,33.2489,25.3962,40.0992,46.1141,53.6327,51.1265,39.5214,48.24,65.9679,9857.6029,0.3333,0,train
+7368,Spain,EUR,tropical_dry,-13.848975,28.506156,15,4,industrial,urban,57.3,0,0,0,0,0,0,9.6,0,0,3.4,0,0,0,0,0,29,0,0.01,0,0.92,1282,1456,1457,57,29.82,63,40.4568,43.4876,41.3437,43.6079,36.5905,49.1215,53.3821,58.6451,56.8907,46.8715,51.8257,63.0364,24543.0512,0,0,test
+7372,Finland,EUR,cool_moist,25.133333,61.215836,132,20,background,rural,9.4,19.7,0,0,0,58.3,0,0,6.7,0,1,1.5,0,0,0,0,0,0.02,0,0.018827,1.33,82,88,408,7,1.48,47,25.3117,29.7519,20.8706,25.5632,17.3429,33.4828,41.2019,50.3245,48.4323,33.3501,45.4117,37.1943,5294.8043,0.2,0,train
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+7381,Finland,EUR,cool_moist,23.496677,60.816944,104,18,background,rural,1.2,25.4,0,0,0,44.3,0,0,5.6,0,0,4.3,13.9,0,3.3,0,0,0.579,0,1.25642,1.37,298,520,1427,53,33.97,62,27.365,30.7457,23.7136,26.9416,19.2977,34.9615,42.2295,51.2518,49.3721,34.1271,46.695,39.6078,6277.8314,0,0,train
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+7436,Finland,NPO,boreal_moist,28.303057,68.476944,262,69,background,rural,0,12.5,0,0,0,0,0,14,62.9,5.5,3.2,0,0,0,0,0,0,0,0,0.002904,0.51,3,5,16,0,0.61,27,31.9387,32.7905,31.1077,31.5781,25.864,38.0943,43.0064,47.8183,46.6905,35.0995,44.4789,21.2651,4027.1999,0,0,test
+7440,Finland,EUR,cool_moist,22.099459,60.425278,6,0,industrial,rural,20.6,39.5,0,0,0,17,0,0,9.6,0,1.3,6.1,1.9,2.1,0,0,0,0.078,0,1.03346,1.65,379,6743,7810,26,31.05,63,28.5611,30.9935,25.9079,28.8714,21.8541,35.588,41.3022,49.4223,47.616,34.6182,45.4063,35.1075,4470.3778,0,0,train
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+7448,Finland,EUR,cool_moist,25.040838,60.286945,21,4,background,urban,24.2,29.8,0,0,0,26.1,0,0,3.8,0,1.1,1.4,0,11.1,0,0,0,0.042,0,41.4417,2.8,31918,31918,34877,62,61.94,63,22.669,25.928,19.4182,23.057,13.6588,31.4528,39.0967,47.7431,46.2864,30.447,44.3131,29.5216,3426.4997,0,0,val
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+7463,Finland,EUR,cool_moist,27.67578,60.52706,4,13,background,rural,42.1,21.1,0,0,0,27.9,0,0,5.3,0,0,0,0,0,0,0,0,0,0,0.114,1.52,94,95,1599,7,3.71,53,27.2726,30.9038,23.6806,27.6935,19.9243,34.9615,41.3523,50.124,48.4793,34.3182,46.1017,45.2223,5672.6652,0,0,train
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+7479,France,EUR,warm_dry,7.204444,43.651112,2,0,background,rural,55.7,2.3,0,0,0,10,0,0,12.2,0,3.2,0,3.2,8.7,4,0,0,0,0,13.9812,2.74,16133,58521,68751,42,35.23,63,28.1919,37.5405,18.8438,25.5632,11.2779,43.8585,56.6401,68.4192,66.477,43.727,64.0585,191.0246,32046.5202,15,0,val
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+7523,France,EUR,cool_moist,6.389722,45.675,352,12,background,urban,0,3.1,0,0,1.6,56.6,0,0,0,0,17.7,0,3.9,1.4,14.3,0,0,0.804,0,2.38823,1.83,6328,6696,6696,59,34.44,60,19.8003,25.758,13.8373,16.2068,6.0149,29.4061,43.775,61.3184,59.2507,31.2729,55.9761,132.6076,12673.1214,3.3333,0,train
+7524,France,EUR,warm_moist,0.110833,48.445553,140,7,background,suburban,0,0,0,0,1.3,8.1,0,0,0,0,0,0,78.3,0,11.5,0,0,8.376,0,1.4197,2.22,19577,19577,19577,60,39.42,61,25.2598,30.3818,20.1503,26.0645,16.5409,33.5831,40.4334,52.9644,50.9176,34.6572,46.6865,72.2137,6737.5309,1.3333,0,train
+7526,France,EUR,warm_dry,4.1388,44.142758,170,46,background,suburban,0,0,0,0,0,52.4,0,0,6.1,0,0,0,27,1.9,11.9,0,0,22.027,0,1.97775,1.97,3638,13295,13295,37,38.74,60,31.3686,38.0258,24.7349,31.5781,20.3838,41.4358,51.4606,64.4929,63.0727,42.2172,58.6426,150.5357,22002.7705,5.6667,0,train
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+7532,France,EUR,warm_moist,2.885236,50.688733,13,4,background,urban,0,0,0,0,0,1.1,0,0,0,0,0,0,68.4,27.3,3,0,0,11.533,0,5.48753,7.04,22489,22489,92617,62,53.11,63,19.3648,23.9794,14.7643,18.88,8.6882,28.0694,36.2564,49.3655,46.5109,28.3836,44.3808,100.6632,4863.2539,2.6667,0.3333,train
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+7920,France,EUR,cool_moist,5.785556,49.065831,225,11,background,rural,0,0,0,0,4.1,16.7,0,0,0,0,0,0,59.8,2.4,16.3,0,0,4.133,0,0.345621,4.11,154,198,8826,6,6.2,62,26.5402,32.8179,20.3527,26.0645,16.2068,35.2539,44.6104,60.8539,57.6038,36.8032,53.3591,155.9283,12790.8086,7.3333,0,val
+7921,France,EUR,warm_dry,0.653322,47.3445,85,43,background,urban,0,0,0,0,1,6,0,0,0,0,0,0,65.4,3.8,23.1,0,0,6.361,0,7.35578,2.47,15882,30877,54276,57,47.27,63,25.661,30.8727,20.3749,25.3961,15.5384,34.5856,43.6079,58.2408,55.5332,35.4197,50.5844,84.7685,10360.4516,1.3333,0,train
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+7975,France,EUR,warm_moist,0.099722,45.608822,51,23,background,suburban,0,0,0,0,0,1.4,0,0,0,0,0,0,84.1,0,13.6,0,0,2.036,0,3.52267,2.25,3891,13548,25534,39,33.18,62,24.3023,30.758,17.777,23.7253,12.8652,34.5855,44.0924,56.1389,54.5307,35.424,49.5151,61.2533,10054.148,0.3333,0,val
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+7981,France,EUR,warm_dry,1.927694,47.836617,106,17,background,urban,0,0,0,0,1.6,35,0,0,0,0,0,0,39.9,4,18.7,0,0,13.979,0,2.6338,2.97,18149,29422,52019,58,41.94,63,26.6654,31.8165,21.4344,25.8974,16.708,35.588,44.9445,58.9792,56.1389,36.1631,51.4381,115.9084,11743.6379,2.6667,0,test
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+8024,France,EUR,warm_moist,-3.375656,47.752228,25,23,background,urban,41.4,2,0,0,0,4,0,0,0,0,0,0,17.4,1.3,32,0,0,0.535,0,2.5324,2.03,22480,23954,23954,63,56.88,63,27.0238,30.699,23.2927,27.9024,19.0471,35.0868,41.77,52.9644,50.5686,34.8525,47.1203,59.789,6707.2896,1,0,train
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+8029,France,EUR,warm_moist,0.062222,43.230278,311,28,background,urban,0,0,0,0,0,19.3,0,0,1.5,0,0,0,19.7,1,57.6,0,0,5.029,0,5.12248,1.71,35629,35629,35629,62,52.35,63,26.5439,33.5121,19.4385,27.8188,12.7816,38.3448,48.119,59.1464,56.7968,38.7471,53.4517,96.4627,14795.3146,2,0,train
+8032,France,EUR,warm_dry,5.785831,43.835275,371,92,background,urban,0,3,0,0,0,14.9,0,0,28.9,0,7.8,0,25.4,1.8,17.3,0,0,12.839,0,2.29391,1.67,4190,5171,5371,61,35.34,62,32.8582,40.8013,24.9912,33.0818,18.5459,45.2787,56.9743,71.6673,70.3407,45.66,67.1381,268.7959,34206.7638,26.6667,2.3333,train
+8033,France,EUR,warm_dry,1.7033,48.9964,32,5,background,suburban,0,0,0,0,1.4,6.3,0,0,0,0,0,0,70.4,6.4,14.6,0,0,5.798,0,4.40018,6.13,27444,30471,45255,63,50.73,63,21.9417,27.3298,16.6455,21.8875,10.6931,31.2439,40.0992,55.2701,50.8609,32.0194,47.1658,121.899,7619.7859,2.6667,0,train
+8035,France,EUR,warm_dry,5.395794,43.306075,77,47,background,urban,46.7,3.1,0,0,0,2.1,0,0,20.5,0,3.7,0,6.9,14.2,0,0,0,0,0,49.8326,3.83,51746,51746,51781,63,62.29,63,25.5988,30.6167,20.5536,25.2291,13.5335,36.4234,46.2812,59.1463,57.0369,35.7615,55.9829,112.2673,13032.4925,1.3333,0.3333,test
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+8045,France,EUR,warm_moist,-0.767692,48.069433,54,0,background,urban,0,0,0,0,1.3,1.6,0,0,0,0,0,0,88.5,0,8,0,0,4.638,0,1.84598,2.66,21436,21436,21436,61,49.45,63,25.2782,30.213,20.3678,25.7303,15.8726,34.0843,41.77,54.9693,52.2125,34.8747,48.7595,82.5896,8430.3086,1.6667,0,val
+8048,France,EUR,warm_dry,2.661389,48.541389,56,5,background,suburban,0,0,0,0,4.1,19.6,0,0,0,0,0,0,56.3,7.3,12,0,0,4.762,0,7.11692,4.44,32627,32627,48664,63,52.64,63,20.5389,25.5678,15.5599,19.7155,10.0248,29.0719,38.5955,52.9643,50.6461,30.4349,46.9451,79.385,6522.8615,2,0,train
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+8082,France,EUR,warm_dry,5.043056,43.416667,107,36,background,urban,39.6,3.5,0,0,0,0,1,0,12.2,0,8.9,1.7,13.2,14.1,3.2,0,0,0,0,67.9524,3.65,7081,9678,48042,63,54.66,63,32.9494,37.8638,27.5392,32.2465,23.057,42.6054,52.129,65.0476,62.1329,42.0382,59.0216,170.5426,22169.6078,8.3333,0,test
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+8091,France,EUR,cool_moist,6.223336,49.110281,204,33,background,suburban,0,0,0,0,1.5,13.1,0,0,0,0,0,0,61.1,9,14.1,0,0,4.149,0,5.14323,5.07,36542,43710,43710,62,55.1,63,22.9961,28.9262,16.9794,22.2217,10.526,32.9147,43.2737,60.483,57.0369,33.8768,52.7319,169.5781,11463.365,6.6667,0,train
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+8098,France,EUR,cool_moist,6.825861,47.294639,746,269,background,rural,0,0,0,0,1.3,46.9,0,0,0,0,1.4,0,9.5,1.9,38.8,0,0,0.174,0,0.846514,2.26,1208,2330,16682,9,13.55,62,26.8075,30.6646,22.9894,26.3986,18.0446,34.4185,42.3715,55.6577,53.4865,34.7683,46.901,81.9195,7584.0862,2.3333,0,train
+8099,France,EUR,warm_dry,2.720156,47.997981,97,9,background,urban,0,0,0,0,1.8,8.5,0,0,0,0,0,0,76.1,1.2,12.2,0,0,16.467,0,1.79907,3,13016,15580,15580,57,40.72,60,26.2147,32.3916,19.9796,25.7303,15.3714,35.7551,45.6129,59.9817,57.4964,36.994,52.7657,115.1114,13215.3382,4.6667,0,train
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+8102,France,EUR,warm_moist,4.366667,46.666667,312,27,background,urban,0,0,0,0,2.6,9.1,0,0,0,0,0,0,11.1,1.6,75.1,0,0,2.922,0,1.39722,2.1,7867,10976,14299,45,29.39,58,23.3891,29.3735,17.2885,22.8899,11.5285,32.7477,42.4383,57.4755,54.0295,33.9244,49.549,106.0647,9845.1787,2.6667,0,test
+8103,France,EUR,cool_moist,6.076472,47.234611,490,212,background,suburban,0,0,0,0,4.7,35,0,0,0,0,0,0,13.3,1.9,45,0,0,1.171,0,6.40224,2.33,10737,23375,26368,34,32.28,61,28.5294,30.0974,26.989,27.7353,20.7179,35.588,43.942,55.8047,53.4099,33.6722,47.9711,55.9892,7247.1871,0,0,test
+8104,France,EUR,warm_dry,3.113833,45.797278,340,16,background,urban,0,0,0,0,0,17.2,0,0,0,0,0,0,40.8,9,32.1,0,0,3.959,0,5.94697,2.2,43517,43517,43517,63,61.27,63,26.4862,31.7965,21.0489,27.7353,13.5335,37.7601,47.1166,59.9817,58.0394,37.0558,52.6575,89.8863,13293.4218,2,0,train
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+8110,France,EUR,warm_moist,2.604583,46.340081,215,12,background,urban,0,0,0,0,0,1.9,0,0,0,0,0,0,59.3,1.2,37.1,0,0,4.32,0,1.76297,1.97,10594,19579,19579,58,35.92,59,24.8016,30.7066,18.8801,24.0595,13.8676,34.0843,43.942,56.9743,55.1155,35.3491,48.8304,71.8837,10522.0911,0.3333,0,train
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+8119,France,EUR,cool_moist,7.34255,47.7239,330,88,background,suburban,0,0,0,0,5.4,20.4,0,0,0,0,0,0,40.8,9.6,23.6,0,0,3.242,0,5.51622,3.83,33660,38219,50616,47,44.19,63,26.6393,31.3495,21.9754,25.8974,15.8726,36.0893,46.2811,63.1562,60.4412,35.4948,54.3074,176.8955,14489.5949,8.6667,0,train
+8121,France,EUR,cool_moist,7.3088,47.7374,250,14,background,urban,0,0,0,0,5.4,20.4,0,0,0,0,0,0,40.8,9.6,23.6,0,0,1.936,0,5.51622,3.83,38219,40538,40538,60,47.42,63,23.0031,29.1751,16.8722,21.5533,10.0248,32.5806,44.4433,63.1562,59.6207,33.9524,54.749,180.014,14000.3277,11.3333,0,train
+8122,Martinique,MCA,tropical_moist,-61.0656,14.6061,16,8,background,urban,48.8,0,16.6,0,0,0,0,0,0,0,0,5.6,1.7,2.3,23.7,0,0,0,0,73.0913,0.81,5860,7287,7291,63,50.28,63,9.7611,9.1992,10.3183,8.6882,5.5136,13.0322,17.8775,25.062,22.1172,11.5729,20.9657,1.9535,0,0,0,val
+8124,France,EUR,warm_moist,0.571853,49.493331,35,78,industrial,urban,0,1.2,0,0,1.1,7.5,0,0,0,0,0,0,63.5,0,24.1,0,0,7.572,0,2.24944,3.67,4759,4759,8137,59,41.03,63,25.6392,30.0395,21.2621,25.3962,16.3738,33.7502,41.4358,54.6352,51.5233,34.4493,48.6444,133.5436,7716.8051,4.3333,1.3333,val
+8125,France,EUR,warm_dry,2.278056,48.881389,36,12,background,urban,0,0,0,0,1.3,10.6,0,0,0,0,0,0,20.7,60,5.8,0,0,0,0,77.7005,10.21,190009,247795,333891,63,63,63,16.8866,20.4899,13.2835,15.2043,4.6782,25.5632,35.0868,50.7923,47.5611,25.1732,44.1118,114.679,4865.4821,2.6667,0,val
+8131,France,EUR,warm_dry,7.211944,43.686111,143,76,background,urban,43.7,3.2,0,0,0,16.2,0,0,13.4,0,4.3,0,3.5,8.8,6.2,0,0,0,0,13.9812,2.74,55812,68751,68751,63,55.12,63,35.2557,40.0524,30.4476,33.9173,24.0595,45.6128,56.473,68.8269,66.9364,44.6094,65.2356,207.0808,31210.9882,18,0,val
+8134,France,EUR,cool_moist,6.135556,45.916944,461,28,background,urban,0,1.3,0,0,2.1,38.6,0,0,0,0,2.5,0,9.5,2.5,42.5,0,0,0.394,0,3.46253,2.6,27376,37631,37631,62,56.82,63,23.2095,28.3854,18.0434,22.3887,9.5236,34.0843,45.4458,60.1488,58.3527,33.2662,53.4965,113.4157,12879.0262,3.6667,0,train
+8136,France,EUR,cool_moist,6.136022,48.656944,360,146,background,suburban,0,0,0,0,8.4,12.6,0,0,0,0,0,0,47.8,6.7,24,0,0,4.014,0,9.3105,3.34,22434,45886,86610,59,52.55,63,25.578,30.2305,20.9366,25.7303,15.3714,34.7526,43.942,58.4078,55.3035,34.8119,50.5091,110.1917,10457.1147,1.6667,0,train
+8137,France,EUR,cool_moist,6.190431,48.688172,200,15,background,urban,0,0,0,0,6.8,12.1,0,0,0,0,0,0,51.4,7.2,22.1,0,0,5.821,0,9.3105,3.34,86610,86610,86610,63,61.07,63,21.5249,26.843,16.3212,20.5508,9.3565,30.9098,41.2687,57.4755,55.0111,31.3412,49.252,113.3925,8990.5588,3.3333,0,train
+8142,France,EUR,cool_moist,2.6613,50.483925,20,9,background,suburban,0,0,0,0,0,1.5,0,0,0,0,0,0,73.2,22.2,3,0,0,8.608,0,3.45853,5.37,13103,25064,35298,60,59.99,63,21.7177,26.9734,17.5053,21.8875,11.3615,30.7427,38.4284,51.4907,48.3,30.8047,46.6135,96.0198,5771.6975,2.3333,0,train
+8143,France,EUR,warm_dry,2.482167,49.276386,28,5,background,suburban,0,0,0,0,1.9,17,0,0,0,0,0,0,65.5,3.6,11.6,0,0,3.184,0,5.02879,5.76,30485,30485,30485,62,51.73,63,21.2455,27.2603,15.1953,20.3837,8.354,31.0769,40.6004,56.1389,52.7973,32.3287,49.6764,214.5801,8842.0355,6,0.6667,train
+8144,France,EUR,warm_moist,8.1584,48.9193,114,1,background,rural,0,1.6,0,0,1.2,42.2,0,0,0,0,0,0,25,13.9,15.9,0,0,2.345,0,3.47661,5.04,3416,4403,22819,15,21.2,63,22.8052,29.453,16.0964,21.7204,8.8552,33.0818,44.1091,64.1587,61.0886,34.6805,57.3474,243.7172,14301.8191,10,1.6667,train
+8151,France,EUR,warm_moist,-0.257778,49.289444,6,3,background,rural,39,0,0,0,0,0,0,0,0,0,0,0,50.7,2.6,5.6,0,0,4.762,0,4.0453,3.2,9690,9690,58732,52,34.53,63,27.578,31.1803,23.9394,28.0694,20.8015,34.5856,40.3498,48.3696,46.1141,35.0455,42.4074,44.2412,4566.3861,0,0,val
+8152,France,EUR,warm_dry,1.576389,50.693892,54,46,background,suburban,52.6,0,0,0,0,3.3,0,0,0,0,2.9,0,35,0,4.9,0,0,0,0,1.16134,4.16,9086,15775,49770,49,37.22,63,28.5779,31.3393,25.8174,29.5732,21.0521,36.4234,42.1042,51.6277,49.3513,35.41,47.6234,85.7508,6083.8414,1.6667,0,train
+8153,France,EUR,warm_dry,1.955953,48.390456,150,14,background,rural,0,0,0,0,0,1.4,0,0,0,0,0,0,91.8,0,5.8,0,0,14.449,0,3.08717,4.39,562,574,7517,7,7.4,59,25.0829,30.7809,19.3126,24.2266,15.8726,32.5806,41.4358,57.148,54.4472,34.9611,49.4676,139.4232,9220.8624,4,0,train
+8154,France,EUR,cool_moist,3.306583,49.863028,87,15,background,suburban,0,0,0,0,0,2.4,0,0,0,0,0,0,89.8,3.9,3.5,0,0,3.478,0,2.34696,4.24,17408,29145,29145,60,44.91,62,23.8669,28.8629,18.9453,23.057,14.0347,32.4135,40.7675,55.357,52.1081,33.3473,49.0652,138.7087,8324.0531,4.3333,0.3333,train
+8156,France,EUR,warm_moist,1.31,45.869997,333,35,background,suburban,0,0,0,0,0,14.4,0,0,0,0,0,0,13.8,1.2,69.8,0,0,1.583,0,4.40115,1.83,11523,22661,22661,59,50.65,63,28.8518,33.2442,24.3078,28.5707,19.8825,37.593,45.7799,56.9743,55.3453,37.147,49.917,60.0459,11096.2495,0,0,train
+8161,France,EUR,warm_dry,2.360278,48.828609,57,11,background,urban,0,0,0,0,0,11.6,0,0,0,0,0,0,20.8,59.6,5.6,0,0,0,0,115.468,10.6,223668,316381,333891,63,63,63,18.8841,22.8436,14.9337,17.5434,6.6832,27.7353,37.4259,54.4681,50.2284,27.8795,46.7494,122.5107,6558.0775,3,0.3333,val
+8163,France,EUR,warm_dry,2.346667,48.891667,71,18,background,urban,0,0,0,0,1.2,11.3,0,0,0,0,0,0,20.4,60.7,4.9,0,0,0,0,115.468,10.6,301239,316381,333891,63,63,63,17.6559,21.2877,13.9958,16.3738,5.6807,26.5657,35.2539,50.2911,46.7615,26.0969,44.1396,92.5155,4870.5321,2.6667,0,val
+8166,France,EUR,warm_dry,2.335833,48.848889,51,12,background,urban,0,0,0,0,1.2,11.3,0,0,0,0,0,0,19.2,60.3,6.5,0,0,0,0,115.468,10.6,316381,333891,333891,63,63,63,22.1612,24.7652,16.6249,19.5484,8.5211,29.8238,39.3473,56.6402,53.6327,29.7925,49.9994,174.7728,8183.7079,5.5,0,val
+8168,France,EUR,warm_dry,2.351111,48.859444,49,10,background,urban,0,0,0,0,0,11.6,0,0,0,0,0,0,20.8,59.6,5.6,0,0,0,0,115.468,10.6,316381,333891,333891,63,63,63,13.9642,-999,-999,-999,-999,-999,-999,-999,-999,-999,-999,-999,-999,-999,-999,val
+8170,France,EUR,cool_moist,6.713611,45.923611,594,45,background,urban,1.4,3.9,0,0,0,39.2,0,1.7,0,0,32.5,0,2.9,1.3,5.7,10.6,0,0,0,1.56238,1.24,1513,2076,15583,54,34.53,61,19.6195,26.8981,12.3738,16.0397,5.0124,30.158,44.7774,58.9792,56.9952,32.0264,52.8486,83.6898,12409.5821,0.6667,0,train
+8172,France,EUR,warm_moist,5.928333,45.564722,280,33,background,urban,1.7,1.3,0,0,2.4,47.2,0,0,0,0,1.2,0,7.6,4.1,34.4,0,0,1.112,0,3.56471,2.45,25865,25865,25865,58,47.58,63,21.0874,25.8678,16.3868,18.5459,6.8503,31.9123,44.1091,60.3159,57.573,30.5409,53.3193,121.7907,11563.8552,3.6667,0,val
+8174,France,EUR,warm_moist,0.082222,43.231947,311,31,background,urban,0,0,0,0,0,19.3,0,0,1.5,0,0,0,19.7,1,57.6,0,0,5.029,0,5.12248,1.71,35629,35629,35629,62,50.38,63,23.2533,31.3783,21.5775,26.8164,15.5384,36.3399,45.6128,57.1414,54.3532,36.2281,51.3027,79.9263,11448.6973,1,0,train
+8176,France,EUR,warm_moist,0.727222,45.189722,142,4,background,urban,0,0,0,0,0,10.4,0,0,5.7,0,0,0,15.6,0,67.3,0,0,0.505,0,1.51187,1.93,20314,20314,20314,60,45.46,62,25.5372,32.3773,18.6362,25.7303,13.3664,36.7576,46.1141,57.6426,55.8674,37.1441,50.2614,75.3285,12462.8493,0.3333,0,test
+8177,France,EUR,warm_moist,0.17911,43.62871,240,74,background,rural,0,0,0,0,0,0,0,0,0,0,0,0,84,0,14.3,0,0,5.623,0,0.308015,1.63,125,169,1740,0,0.39,32,33.6828,36.673,30.6751,32.9147,26.0645,40.4334,48.119,59.2198,57.4825,40.1112,51.3434,76.1728,13461.9464,0.6667,0,train
+8181,France,EUR,warm_moist,5.174122,45.3978,360,39,background,rural,0,0,0,0,1.5,8.7,0,0,0,0,0,0,43.8,1.3,44.7,0,0,8.019,0,0.923999,2.63,609,1364,15646,11,10.83,60,34.0876,-999,-999,-999,-999,-999,-999,-999,-999,-999,58.3854,-999,-999,-999,-999,val
+8182,France,EUR,warm_dry,5.727364,43.335192,675,287,background,rural,6.6,6,0,0,0,26.4,0,0,32.7,0,4.9,0,11.9,7.8,2.4,0,0,0.939,0,0.538607,2.71,1208,2540,51781,12,9.39,63,41.0441,43.8678,38.0559,39.765,31.5781,49.1215,59.3134,72.0115,69.559,47.4193,65.6901,241.9987,33716.999,23.3333,1,test
+8190,France,EUR,warm_moist,3.600667,46.652669,233,32,background,rural,0,0,0,0,3.4,3.9,0,0,0,0,0,0,38.8,0,52.9,0,0,3.678,0,1.43725,1.84,148,344,14924,0,1.88,60,26.9431,33.2477,20.5739,26.3986,16.5409,35.7551,45.4458,59.0628,55.93,37.6551,52.3052,119.6152,12407.7288,3.6667,0.3333,train
+8195,France,EUR,warm_moist,0.957178,49.916364,80,0,background,rural,51.4,0,0,0,0,1.1,0,0,0,0,0,0,39.3,0,7.2,0,0,8.984,0,1.98327,3.06,870,1452,16487,15,12.25,61,29.6525,32.6047,26.7206,29.9073,22.3887,36.9247,42.6054,53.2985,49.8525,36.5316,47.8796,121.3928,7012.2588,2.6667,0.3333,test
+8201,France,EUR,warm_moist,0.344889,46.58305,112,5,background,urban,0,0,0,0,0,2.4,0,0,0,0,0,0,81.9,1,14.1,0,0,2.059,0,3.10613,2.12,19912,23868,23868,62,55.69,63,22.0417,25.3217,18.7791,21.8875,12.6981,30.9098,38.2613,46.8526,45.1325,29.6595,43.2811,33.0751,3243.0706,0,0,train
+8207,France,EUR,cool_moist,6.058336,48.915,179,29,background,urban,0,0,0,0,3.6,12.5,0,0,0,0,0,0,59.5,6.6,17.2,0,0,2.221,0,91.0897,3.87,6635,7046,86610,57,34.71,63,21.3405,30.028,17.5485,23.3077,12.0298,33.583,43.3573,57.392,54.9484,34.9439,45.3724,98.4705,10683.0491,3,0,train
+8208,France,EUR,cool_moist,6.357583,46.915,871,21,background,suburban,0,0,0,0,0,48.8,0,0,0,0,0,0,14.9,0,34.1,0,0,0.279,0,1.57465,1.82,5200,5200,6376,56,34.33,58,31.2121,-999,-999,-999,-999,-999,-999,-999,-999,-999,49.0064,-999,-999,-999,-999,val
+8209,France,EUR,cool_moist,6.653472,49.155831,243,54,background,rural,0,0,0,0,0,16,0,0,0,0,0,0,49.1,13.3,20.9,0,0,1.852,0,81.4169,4.82,2787,5202,19182,32,36.16,60,21.4518,28.2656,16.4622,21.052,10.7766,31.0768,42.1042,57.7278,54.9798,32.7408,51.0657,119.7141,10102.9052,2,0,train
+8215,France,EUR,warm_dry,1.910625,47.902022,111,10,background,urban,0,0,0,0,2.6,27.5,0,0,0,0,0,0,49,4.1,16.2,0,0,7.695,0,9.78172,3.2,52019,52019,52019,63,60.75,63,21.3698,29.16,19.5999,22.8064,13.5335,33.5831,43.8585,58.6451,56.0449,33.5162,43.3096,105.2772,10911.0284,2.5,0,test
+8217,France,EUR,warm_dry,3.886894,43.591525,8,13,background,urban,28.6,0,0,0,0,7.3,0,0,22.9,0,4.8,0,18,13.2,2.1,0,0,3.03,0,2.92052,2.4,10763,60279,64709,63,61.59,63,26.541,31.2371,21.8466,26.8999,15.8726,37.0917,44.7774,57.108,55.4914,35.7721,52.0471,85.1775,11055.279,1.6667,0,train
+8221,France,EUR,warm_dry,3.800817,43.695367,130,68,background,suburban,8.4,0,0,0,0,16.1,0,0,31.5,0,5.9,0,20.6,10.6,4.5,0,0,0.444,0,11.8622,2.22,8887,21266,64709,58,42.15,63,33.4213,38.5368,28.2997,33.2489,23.8925,42.6054,51.2935,64.4929,62.9474,42.6794,58.2998,149.5466,22535.0781,6,0,train
+8222,France,EUR,warm_dry,3.911556,43.570608,5,4,background,suburban,30.2,1.2,0,0,0,5.9,0,0,20.4,0,4.8,1,20,13,1.6,0,1,3.03,0,2.98434,2.47,10763,60279,64709,59,57.82,63,29.6009,37.1627,22.1369,30.0744,16.0397,42.2712,52.296,65.9966,63.6575,42.3539,58.6123,185.9587,24137.4133,8.6667,0,train
+8226,France,EUR,warm_moist,-4.104136,47.998158,30,24,background,urban,19.8,0,0,0,0,2.9,0,0,0,0,0,0,39.3,0,34.8,0,0,2.782,0,2.3086,1.95,9521,11512,11512,62,44.58,63,26.6245,31.9862,21.1952,28.5707,17.0421,35.9222,43.6079,53.7997,51.7739,36.2186,48.8521,66.9485,8346.9803,1.3333,0,train
+8230,France,EUR,cool_moist,4.63,49.90778,395,217,background,rural,0,0,0,0,0,59.2,0,0,0,0,2.5,0,13.1,2.2,22,0,0,0.106,0,1.44743,3.41,316,2253,18728,12,12.86,60,27.5598,30.7973,24.2252,26.7328,19.2142,34.5856,43.9421,58.478,53.9042,34.7463,49.4971,110.7057,9082.1046,3.3333,0,val
+8237,France,EUR,warm_moist,4.074656,46.041111,259,17,background,urban,0,0,0,0,0,15.9,0,0,0,0,0,0,21.8,1.3,60.1,0,0,2.088,0,6.02264,2.11,16737,16737,16737,59,46.38,62,24.411,29.3011,19.5046,23.8089,12.531,34.4185,44.0089,57.4755,54.9484,33.8615,50.2007,88.1598,10074.7904,1,0,train
+8238,France,EUR,warm_moist,4.766528,45.454519,152,14,industrial,suburban,0,0,0,0,0,14.1,0,0,0,0,0,0,40.6,11.2,32.8,0,0,6.199,0,19.954,3.73,7201,7201,16154,52,35.81,63,22.8184,28.6626,16.981,21.5533,8.5211,33.7501,45.947,60.9842,58.4362,33.9308,55.3539,136.2469,13470.7393,3,0.3333,train
+8243,France,EUR,warm_moist,4.805147,45.367819,157,25,background,urban,0,0,0,0,0,13.5,0,0,0,0,0,0,43.2,8.4,33.3,0,0,5.609,0,3.92357,3.53,6145,7131,16154,57,40.5,59,19.474,25.8476,13.1639,16.5409,4.6782,30.0744,42.6054,59.1263,56.1598,31.4323,53.9267,139.2461,10820.2041,5.3333,0.3333,train
+8248,France,EUR,cool_moist,3.277361,45.104722,1040,142,background,rural,0,0,0,0,0,37.6,0,0,0,0,0,0,16.1,0,44.3,0,0,1.137,0,0.49266,1.42,112,142,2452,6,1.63,45,38.3855,39.9447,36.8641,37.4259,31.411,44.6104,52.4631,61.6859,59.4178,42.9598,54.0241,87.2854,17892.9621,0.6667,0,train
+8249,France,EUR,cool_moist,6.585836,48.024606,380,46,background,urban,0,1.3,0,0,1.8,62.3,0,0,0,0,0,0,6.9,2.8,24.7,0,0,0.295,0,2.97501,2.28,3321,3321,9288,53,27.14,61,22.1601,28.3948,15.9271,21.0521,8.6882,33.0819,43.4408,57.5156,54.8649,33.7024,50.2512,86.8939,10165.6831,1.6667,0,val
+8252,France,EUR,warm_moist,-1.700608,48.117472,34,16,background,urban,0,0,0,0,0,3.5,0,0,0,0,0,0,84.1,2.3,9.6,0,0,2.824,0,13.1147,2.68,56167,56167,56167,63,61.59,63,23.385,28.5221,19.7962,24.0596,15.0372,32.5806,40.0992,52.8808,50.2806,32.9854,44.3979,52.023,6382.1175,0,0,val
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+8264,France,EUR,warm_dry,5.219722,43.510556,45,80,industrial,suburban,21.2,3.1,0,0,0,2.4,0,0,26.8,0,5.7,0,17.7,18,2.6,0,0,0,0,6.26411,3.42,7118,8696,49871,63,54.09,63,29.9621,37.4662,21.773,28.2365,17.2093,41.1017,53.1314,71.009,67.918,42.6868,64.4593,314.8175,26930.9749,20.3333,4.3333,test
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+8272,France,EUR,cool_moist,3.047194,45.764667,520,196,background,suburban,0,0,0,0,0,21.9,0,0,0,0,0,0,30.7,9.1,37.3,0,0,1.524,0,3.59982,2.14,38297,43517,43517,54,45.2,63,29.193,31.9959,26.417,29.239,19.8825,37.7601,46.2812,58.9792,56.473,37.3084,52.4928,85.4332,11698.834,1.6667,0.3333,train
+8273,France,EUR,warm_moist,2.801139,49.696697,86,7,background,rural,0,0,0,0,0,4.7,0,0,0,0,0,0,87.2,0,6.7,0,0,12.374,0,3.20242,4.44,2884,3174,7218,32,19.66,55,23.1211,28.9425,17.353,22.3887,12.531,31.7452,40.6004,55.0662,51.2936,33.3674,49.3212,152.7006,8242.9198,4,0.3333,train
+8278,France,EUR,cool_moist,4.395422,45.420089,552,78,background,urban,0,1.1,0,0,0,35.4,0,0,0,0,0,0,22.3,7.6,33,0,0,0.431,0,6.66739,2.36,13922,29917,29917,60,47.05,62,25.5982,29.8646,21.3198,24.8949,13.8676,35.9222,45.947,59.3134,57.3711,34.767,52.3975,125.5973,12642.8266,4,0,test
+8279,France,EUR,warm_moist,5.072297,45.753528,217,32,background,suburban,0,0,0,0,0,2.1,0,0,0,0,0,0,46.4,26.3,24.6,0,0,9.465,0,14.2277,3.8,4386,8377,142272,57,51.7,63,25.8395,31.3635,20.3223,24.7278,13.7005,36.7576,47.1166,60.7001,57.8306,36.0225,54.495,152.7277,14454.3993,6.6667,0,test
+8280,France,EUR,warm_moist,-0.886111,47.054444,90,10,background,urban,0,0,0,0,0,0,0,0,0,0,0,0,88.7,0,10.1,0,0,3.481,0,2.1928,2.31,8623,8824,8824,61,46.04,63,27.9545,33.812,22.0945,28.4036,18.2117,37.2588,45.4457,59.8146,57.7261,38.2902,51.1278,111.0282,12670.0246,2.3333,0,val
+8281,France,EUR,cool_moist,6.349722,45.274722,555,129,background,urban,0,7.3,0,0,0,28.3,0,2.2,0,0,45.9,0,7.4,0,4.9,0,0,0.373,0,0.767589,1.14,6471,6471,6471,53,28.77,56,24.3915,29.4269,19.3181,22.7229,12.1969,34.9197,45.947,58.1438,56.3686,34.1983,52.252,72.6612,12350.6216,1,0,val
+8282,France,EUR,warm_moist,4.515003,45.475325,366,55,background,urban,0,0,0,0,0,23.8,0,0,0,0,0,0,25.3,10.4,38.9,0,0,1.078,0,1.40085,3.51,10420,10420,29917,57,39.1,62,21.1643,27.2041,15.1559,19.2142,7.0174,32.2464,44.2762,59.4805,57.4755,32.6826,52.968,172.2016,11621.1817,4,0.3333,test
+8283,France,EUR,warm_moist,-1.488056,43.479722,35,13,background,urban,30.7,1.2,0,0,0,14.6,0,0,2.4,0,0,0,4.9,1.9,43.1,0,0,0.596,0,2.39452,2.22,20105,23318,23318,60,52.2,63,24.5938,29.4481,19.7273,25.2291,13.3664,34.7526,42.6054,53.1314,50.6253,34.0775,47.4168,72.6814,6892.8253,0.6667,0,train
+8285,France,EUR,warm_moist,-0.444044,47.787731,50,22,background,rural,0,0,0,0,0,1.8,0,0,0,0,0,0,82.5,0,15.5,0,0,6.885,0,0.492097,2.69,488,653,4794,8,6.4,57,27.1415,31.9589,22.4715,26.5658,18.7965,34.335,42.6054,56.1389,53.1001,35.8333,48.2943,89.4474,9156.096,1,0,val
+8287,France,EUR,warm_moist,-0.384444,44.913056,16,6,background,suburban,0,1.8,0,0,0,1.8,0,0,10.2,0,0,0,46.5,5.8,32,0,0,1.796,0,2.49379,2.66,4090,4758,66051,38,35.02,63,25.5219,32.0391,18.8034,25.2291,14.2018,35.588,45.6129,58.9792,56.9534,37.032,51.6509,91.9238,12434.1742,1.6667,0,train
+8292,France,EUR,cool_moist,7.083539,49.118342,217,14,background,urban,0,0,0,0,1.3,23.9,0,0,0,0,0,0,30.5,15.8,28.3,0,0,3.675,0,4.20665,4.24,10680,11004,19182,57,37.22,60,18.6456,-999,-999,-999,-999,-999,-999,-999,-999,-999,38.1096,-999,-999,-999,-999,train
+8296,France,EUR,cool_moist,6.925833,49.220364,244,41,background,urban,0,0,0,0,0,27.7,0,0,0,0,0,0,22.6,24.2,24.6,0,0,0.605,0,11.3428,4.87,12901,19182,19182,56,52.34,60,23.8768,29.5115,15.5012,22.0546,9.7742,32.5806,42.7808,56.3895,53.946,34.222,52.8128,100.3651,9776.6037,2.5,0,train
+8297,France,EUR,warm_dry,1.571111,43.457497,192,54,background,suburban,0,0,0,0,0,0,0,0,0,0,0,0,93.5,4.7,0,0,0,5.837,0,1.15895,2.32,1650,2750,56436,37,23.7,63,31.0273,35.7033,26.3657,30.7427,21.8875,40.2663,49.2886,61.8196,59.9191,39.7503,53.8655,122.764,16221.518,3,0,train
+8302,France,EUR,warm_dry,0.221422,47.971064,85,36,background,urban,0,0,0,0,0,9.9,0,0,0,0,0,0,59,2,27.5,0,0,2.462,0,2.60347,2.78,31709,38294,38294,61,53.63,63,26.4839,31.0737,21.907,26.2315,16.8751,34.9197,44.1091,58.3944,55.3244,35.4218,50.4481,116.6967,10555.119,3,0,val
+8304,France,EUR,warm_moist,6.003611,44.086386,509,91,industrial,suburban,0,5.4,0,0,0,26.1,0,0,14.4,0,14.6,0,18.1,2,18.5,0,0,7.274,0,1.17025,1.35,1214,2164,2258,51,24.27,56,34.223,39.6849,28.7858,33.2489,24.3937,43.775,53.6327,64.9941,63.6784,43.2545,61.1461,142.9657,25105.6977,6.6667,0,train
+8310,France,EUR,warm_moist,0.9,45.89,227,14,background,urban,0,0,0,0,0,3.8,0,0,0,0,0,0,32.9,0,62.5,0,0,1.603,0,0.457011,1.91,2602,2602,20646,47,20.08,61,25.7856,32.8874,18.707,25.8974,14.0347,36.0893,45.2787,57.4755,55.5332,37.2237,50.241,72.2944,11796.9558,0.3333,0,train
+8311,France,EUR,warm_moist,4.820331,45.755317,250,55,background,urban,0,0,0,0,0,4,0,0,0,0,0,0,42,29,24.2,0,0,1.942,0,47.2871,4.24,91737,142272,142272,63,62.9,63,23.8878,28.4551,19.4225,22.7229,9.5236,35.2539,46.6153,61.1847,58.7704,33.4498,54.2787,170.9744,13400.8369,5.6667,0.3333,test
+8313,France,EUR,warm_dry,4.117222,48.299167,110,10,background,suburban,0,0,0,0,6.7,5.7,0,0,0,0,0,0,74.3,1.9,10.5,0,0,4.37,0,2.43997,3.03,18226,23474,37566,61,48.09,63,23.5385,29.201,17.8795,22.3887,12.8651,32.5806,42.6054,56.6401,53.9877,33.6827,49.9235,84.3445,9547.7707,1.6667,0,train
+8314,France,EUR,warm_moist,4.9131,45.6994,195,19,background,suburban,0,0,0,0,0,2.1,0,0,0,0,0,0,42.1,29.7,25.2,0,0,1.65,0,4.01738,4.01,30235,74521,142272,63,62.51,63,18.1409,28.8973,16.3179,20.5508,5.5136,35.3375,48.119,64.9106,61.1826,33.7111,57.7305,199.3313,16354.2357,9,0.5,test
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+8317,Guadeloupe,MCA,tropical_moist,-61.5381,16.2387,10,1,background,urban,44.3,0,18.6,0,0,0,0,0,0,0,0,3.6,3.4,2.5,26.1,0,0,0,0,19.5084,0.6,14251,24677,24677,63,54.48,63,15.5458,14.644,15.9599,14.536,10.5261,19.7989,25.3126,30.5756,29.0719,18.2053,30.2035,3.6193,0.153,0,0,train
+8318,Guadeloupe,MCA,tropical_moist,-61.518881,16.25,14,22,background,suburban,44.3,0,18.6,0,0,0,0,0,0,0,0,3.6,3.4,2.5,26.1,0,0,0,0,19.5084,0.6,14251,24677,24677,63,57.78,63,16.6788,16.0333,17.2706,15.7055,9.8577,22.3887,28.7378,37.2588,34.7526,20.0738,35.3977,32.0183,239.5198,0,0,train
+8322,France,EUR,warm_dry,4.050278,48.295003,110,13,background,urban,0,0,0,0,6.4,4.2,0,0,0,0,0,0,76.5,1.9,10.5,0,0,1.871,0,3.29383,3.17,23474,37566,37566,62,56.32,63,22.3405,27.8282,16.8502,21.3863,11.5285,31.2439,41.2688,55.3035,53.2776,32.3406,49.0025,86.1945,8294.2128,1.3333,0,train
+8328,France,EUR,warm_dry,7.783117,48.5704,139,4,background,urban,0,1,0,0,0,18.5,0,0,0,0,0,0,41.9,15.7,21.8,0,0,1.817,0,4.65209,5,50374,52046,52046,62,57.15,63,19.9484,25.0331,14.9127,17.8776,6.5161,29.239,41.1017,60.483,57.019,29.6765,52.2985,194.7404,10808.1028,7.3333,1.3333,train
+8331,France,EUR,warm_dry,7.781628,48.6103,136,4,background,urban,0,1,0,0,0,18.5,0,0,0,0,0,0,41.9,15.7,21.8,0,0,1.113,0,11.3011,4.71,52046,52046,52046,61,56.88,63,21.9635,27.9142,16.0892,20.2167,7.8528,32.2465,43.942,63.4403,60.838,32.6621,55.5245,221.3161,13899.8222,12.6667,1.6667,train
+8335,France,EUR,warm_dry,7.687817,48.515667,144,3,background,suburban,0,1.1,0,0,1.7,20.6,0,0,0,0,0,0,40,14.5,22,0,0,2.003,0,10.208,4.9,10680,32629,52046,59,51.08,63,20.5275,27.6696,13.3657,18.3788,5.8478,31.4111,43.1067,62.2573,59.1672,32.8455,54.8732,208.313,12894.4292,10.3333,1,train
+8337,France,EUR,warm_moist,4.772867,45.319636,138,34,background,suburban,0,0,0,0,0,20,0,0,0,0,0,0,38.3,6.9,32.8,0,0,5.887,0,5.46673,3.6,2288,6423,14561,39,35.42,59,24.4064,31.6134,17.2398,22.8899,8.6881,36.2563,49.2886,64.8571,62.2373,36.7974,58.2385,212.7059,17829.6029,9,1,train
+8339,France,EUR,warm_moist,3.433458,50.438678,23,4,background,suburban,0,0,0,0,0,6,0,0,0,0,0,0,64.6,16.4,12.6,0,0,4.657,0,6.27754,6.09,6977,6977,38730,51,41.4,63,18.9468,-999,-999,-999,-999,-999,-999,-999,-999,-999,34.0786,-999,-999,-999,-999,train
+8341,France,EUR,warm_moist,-2.75,48.516669,43,65,background,urban,26.3,0,0,0,0,4.6,0,0,0,0,0,0,51.2,0,15.6,0,0,4.373,0,2.77018,2.17,19028,23147,23147,61,50.38,62,27.0608,30.0924,24.0174,27.7353,20.2167,34.2514,40.4334,49.9569,48.119,33.9811,45.5235,43.9741,4830.5787,0.3333,0,train
+8347,France,EUR,warm_moist,-1.084722,49.116389,56,22,background,urban,0,0,0,0,0,1.5,0,0,0,0,4.3,0,78.3,0,15.2,0,0,2.52,0,2.27735,2.98,9144,9144,9144,57,30.17,57,26.8221,31.0733,22.6333,27.7353,18.5459,34.9197,41.486,52.6302,50.4094,35.227,46.8293,65.4436,6611.1222,1,0,test
+8349,France,EUR,warm_moist,2.839,50.532031,22,5,background,suburban,0,0,0,0,0,1.5,0,0,0,0,0,0,63.2,32,3.2,0,0,10.103,0,5.80541,7.01,8806,13923,92617,61,55.62,63,21.5082,26.6211,16.2865,21.5533,10.0248,31.0769,38.5955,54.1339,50.479,31.39,46.7992,152.6993,6876.614,5,0.6667,train
+8350,France,EUR,warm_dry,5.091944,43.638053,75,21,background,urban,8,3,0,0,0,6,0,0,24.6,0,9.3,0,27.5,8.3,11.8,0,0,6.648,0,6.01854,3.13,9023,9023,14138,63,48.45,63,28.1129,34.3415,21.332,27.5682,16.165,38.7626,49.7898,64.3024,62.1329,39.2395,59.9923,191.4008,19252.9663,6.6667,1,test
+8351,France,EUR,warm_moist,2.239806,49.868889,30,16,background,suburban,0,0,0,0,0,1.6,0,0,0,0,0,0,93.9,1.3,2.9,0,0,5.403,0,2.96457,3.95,4550,13388,36360,56,37.6,63,21.7156,27.8662,15.6347,21.7204,9.8577,31.411,39.0967,53.7998,49.581,32.3706,47.4498,129.6368,6962.5836,4,0,train
+8352,France,EUR,warm_dry,1.76894,50.9499,2,1,background,suburban,52.3,0,0,0,0,1.4,0,0,0,0,1.7,0,39.4,1.6,3.3,0,0,4.507,0,3.32718,5.14,3007,10752,25343,39,33.75,63,25.8853,28.8685,22.923,27.4011,18.0446,34.4185,40.0992,48.2861,46.9913,33.2924,44.8758,35.1374,3699.6324,0.3333,0,val
+8354,France,EUR,warm_dry,5.117778,43.331389,17,14,industrial,suburban,62,2.3,0,0,0,0,0,0,7.8,0,3.6,1.4,4.2,15.9,0,0,0,0,0,3.57012,3.75,1138,10399,51746,41,28.86,63,33.6539,38.6524,28.1432,32.9147,23.8924,42.6054,51.6277,64.9941,62.0285,42.7674,59.7165,204.7309,22298.72,8.3333,1.3333,test
+8355,France,EUR,cool_moist,7.011114,48.051117,1200,551,background,rural,0,2.3,0,0,0,71.9,0,0,0,0,0,0,6.5,3.1,14.9,0,0,0.291,0,0.342401,2.77,587,961,8522,21,13,60,39.4431,40.0005,38.8745,38.2613,32.4135,45.6128,53.6327,66.8754,63.1771,43.7453,56.2987,157.7832,18802.5179,8.6667,0,val
+8356,France,EUR,cool_moist,6.122775,49.107503,170,1,background,suburban,0,0,0,0,1.8,13.6,0,0,0,0,0,0,59.1,9.8,14.5,0,0,1.373,0,16.3423,4.9,6627,33273,43710,62,56.35,63,23.1666,29.2182,17.1773,22.5558,10.6931,33.2489,42.6054,59.3134,56.2642,34.293,51.8219,166.0895,10566.2732,5.3333,0,train
+8357,France,EUR,cool_moist,3.687917,45.274725,1060,123,background,rural,0,0,0,0,0,57,0,0,0,0,0,0,13,0,28.4,0,0,0,0,0.482491,1.47,199,631,3505,6,5.3,35,36.2574,38.241,34.2633,35.2539,29.239,42.6054,50.6253,59.9817,57.7679,41.3965,51.5451,74.6027,14824.2458,0.6667,0,train
+8359,France,EUR,warm_moist,-1.836667,47.831944,30,12,background,rural,0,0,0,0,0,2.5,0,0,0,0,0,0,89.4,0,7.8,0,0,4.253,0,0.74286,2.39,980,1001,9798,23,10.25,62,27.4706,-999,-999,-999,-999,-999,-999,-999,-999,-999,47.9742,-999,-999,-999,-999,val
+8363,France,EUR,cool_moist,2.96458,45.77217,1450,324,background,rural,0,0,0,0,0,25.5,0,0,0,0,0,0,22.4,8.8,42.1,0,0,0.104,0,1.63903,2.13,1074,3513,43517,11,15.1,63,43.8667,43.4549,44.2023,43.1066,37.3423,49.8734,57.6426,66.1637,63.6261,47.1285,57.9228,110.8189,25431.7325,1.5,0,train
+8364,France,EUR,cool_moist,6.957444,49.195389,338,67,background,suburban,0,0,0,0,0,24.3,0,0,0,0,0,0,27.5,21.5,25.8,0,0,0.605,0,4.16629,4.56,19182,19182,19182,49,46.77,60,26.202,30.5239,21.7427,25.2291,15.3714,35.421,46.2812,62.655,59.2925,34.6336,53.1736,150.4299,13123.2393,6.3333,0.3333,train
+8365,France,EUR,warm_moist,0.167167,45.647417,83,33,background,urban,0,0,0,0,0,2.3,0,0,0,0,0,0,76.1,0,20.6,0,0,2.366,0,3.48249,2.26,16801,25534,25534,61,49.02,62,24.2474,28.6568,19.6809,23.8924,14.3689,33.5831,42.7725,53.4656,51.9917,33.1128,47.0257,47.4235,7528.6786,0,0,val
+8367,France,EUR,cool_moist,4.966111,48.645836,147,19,background,urban,1.1,0,0,0,5.9,12.7,0,0,0,0,0,0,50.1,1.7,28,0,0,2.858,0,4.79968,3.19,6068,7469,7469,61,36.8,63,24.2066,29.584,18.7876,23.3912,13.7005,33.0818,42.6054,56.9743,53.946,33.951,49.6227,81.4139,9348.0821,1,0,test
+8368,France,EUR,warm_dry,2.839872,42.719833,61,32,background,suburban,10.7,1.6,0,0,0,12.2,0,3,31,0,7.6,0,16.4,13.5,2.2,0,0,3.53,0,5.73733,1.84,13301,19685,23965,61,54.69,63,37.8871,42.252,33.5732,38.7626,29.4061,46.7824,54.9693,66.4978,65.3283,46.4651,59.4754,139.5618,28892.3775,11.6667,0,train
+8371,France,EUR,warm_dry,1.966347,47.918078,111,16,background,urban,0,0,0,0,3.4,21.3,0,0,0,0,0,0,54.5,4,16,0,0,11.37,0,9.78172,3.2,10576,27661,52019,60,52.92,63,26.1042,31.6679,19.4391,24.5608,14.536,35.0868,45.6128,61.6526,58.3945,36.396,54.3323,135.82,13514.7026,6,0,test
+8374,France,EUR,warm_moist,5.7531,45.1828,219,2,background,urban,0,3.2,0,0,1.9,54.5,0,0,0,0,9.2,0,5.7,9.2,15.4,0,0,0.49,0,4.02947,2.14,40142,101479,101479,63,59.02,63,19.1037,25.3979,12.8699,16.0397,3.5087,30.7427,43.7749,58.3109,56.1389,30.2237,51.6421,123.1554,11003.1752,4,0,test
+8376,France,EUR,warm_moist,2.254722,50.748333,16,11,background,urban,0,0,0,0,0,2.1,0,0,0,0,0,0,88.9,3.3,4.9,0,0,9.796,0,3.74631,5.08,10744,12070,12070,62,48.04,62,19.392,23.3198,15.479,19.5484,10.5261,27.2341,33.7502,44.5001,41.8535,27.316,41.1017,57.7414,2637.4651,1,0,test
+8377,France,EUR,warm_moist,2.3046,49.9025,28,11,background,urban,0,0,0,0,0,1.4,0,0,0,0,0,0,94.8,1.3,2.4,0,0,4.358,0,5.54616,4.3,34258,36360,36360,62,56.17,63,20.7711,25.2767,16.2994,20.8015,10.0248,29.5732,37.3424,50.3746,46.4587,29.9791,44.6978,91.5555,5100.9127,2.5,0,train
+8378,France,EUR,warm_moist,2.335556,51.033058,3,2,background,suburban,43.2,0,0,0,0,0,0,0,0,0,0,0,47.9,6.5,0,0,0,1.646,0,7.28253,6.26,33652,33652,33652,63,58.65,63,20.0159,23.0151,17.0376,20.2167,11.0273,28.4036,35.421,44.1091,42.5636,27.438,41.3305,31.9387,2096.2563,1,0,test
+8379,France,EUR,warm_dry,4.833333,43.788333,60,68,background,rural,0,2.5,0,0,0,5.2,0,0,11.5,0,4.7,0,47.6,10.6,17.7,0,0,11.309,0,1.24706,2.99,1424,2012,20337,41,22.78,63,30.4071,36.3783,24.0459,29.4061,18.5459,41.6029,53.0646,66.3308,63.7201,40.8437,61.5095,189.2938,23769.8357,9,0.3333,train
+8380,France,EUR,warm_moist,0.358733,49.528928,117,28,background,suburban,11.1,0,0,0,0,4.5,0,0,0,0,2.9,0,57.5,3.8,18,0,0,8.282,0,3.017,3.54,3675,3675,40594,36,29.6,63,27.5529,30.6049,24.5492,27.9023,19.8825,34.7527,41.6029,53.9668,50.0822,34.6551,47.5093,124.0236,7149.1496,3,0.6667,val
+8383,France,EUR,cool_moist,2.807369,50.308864,90,30,background,suburban,0,0,0,0,0,0,0,0,0,0,0,0,82,16,1.3,0,0,3.767,0,5.40711,5.99,7141,14926,35298,62,51.91,63,22.2637,27.1692,17.1759,22.0546,11.5285,31.244,39.0967,53.9668,50.3328,31.9599,48.7359,168.5175,7325.5234,5.3333,0.3333,train
+8384,France,EUR,cool_moist,6.304828,48.633339,210,13,background,urban,0,0,0,0,6.2,13.3,0,0,0,0,0,0,48,5.8,26.4,0,0,6.491,0,18.0773,3.22,3950,5633,86610,54,39,63,21.6979,28.0631,15.2963,20.885,9.3565,31.2439,41.77,58.1438,54.3845,32.9543,51.1238,117.8212,9964.8321,2.6667,0,train
+8385,France,EUR,warm_moist,-1.994167,48.654997,10,5,background,urban,46.4,1.7,0,0,0,2.3,0,0,0,0,0,0,38.1,0,9.1,0,0,5.041,0,2.33757,2.13,20205,20205,20205,61,45.1,62,29.5021,32.7131,26.2606,30.4085,22.5558,36.7158,42.9395,52.4631,50.8132,36.5471,47.3635,55.5223,7014.4447,0.3333,0,test
+8386,France,EUR,warm_dry,2.23,43.610556,183,17,background,urban,0,0,0,0,0,34.4,0,0,1.3,0,0,0,47.2,0,16.1,0,0,6.619,0,2.11262,1.55,6569,6569,6569,63,43.09,63,29.8203,36.3849,23.1906,30.0744,17.794,41.1017,51.3771,61.1513,58.8957,40.8868,53.7298,84.1853,18107.5433,1,0,train
+8388,France,EUR,warm_dry,3.576389,47.800556,96,2,background,urban,0,0,0,0,1.9,4.7,0,0,0,0,0,0,73.3,1.9,18.2,0,0,4.396,0,5.04747,2.63,9407,9407,9407,58,39.96,61,23.3032,29.4334,17.0062,22.7229,11.6956,33.0819,42.6054,56.8206,53.9877,34.2276,49.5904,87.142,9257.0105,1.3333,0,train
+8389,France,EUR,warm_moist,5.046944,47.341389,251,26,background,urban,0,0,0,0,9.8,9.4,0,0,0,0,0,0,57.5,4.2,19.1,0,0,4.899,0,11.438,2.36,45458,46924,46924,63,59.33,63,24.2797,28.6854,19.8936,23.5583,12.3639,34.4185,44.4433,59.6476,56.2642,33.7214,51.4586,124.2275,11528.682,4.6667,0,train
+8390,Réunion,SAF,tropical_moist,55.471928,-21.342914,5,0,background,urban,50.9,0,27.1,0,0,1.7,2.3,0,4.5,0,1,1,2.4,0,7.2,0,0,0,0,0.656611,0.73,5872,6354,6362,55,34.75,61,14.8097,16.946,12.9294,15.0372,9.5235,20.8015,24.0596,26.8164,26.0958,19.2681,25.7384,1.4326,0,0,0,train
+8391,Réunion,SAF,warm_moist,55.582619,-21.204814,1601,294,background,rural,9.2,0,57.6,0,0,1.8,3.5,0,6.3,0,2.2,2.4,2.6,0,12.2,0,0,0,0,2.81117,0.71,6358,6360,6367,10,8.72,61,20.2765,23.0147,17.613,20.3002,14.0347,25.8138,30.0744,36.5906,33.8963,25.0075,34.2405,9.9709,244.774,0,0,train
+8392,France,EUR,warm_moist,5.002222,47.345553,350,99,background,suburban,0,0,0,0,9.8,9.4,0,0,0,0,0,0,57.5,4.2,19.1,0,0,4.899,0,11.438,2.36,21548,46924,46924,61,48.57,63,28.4857,31.8064,25.0672,28.0695,18.5459,37.2589,47.2836,61.3184,57.7888,36.3988,52.293,142.8342,12927.0149,5.6667,0,train
+8393,Réunion,SAF,tropical_moist,55.459061,-21.334406,17,3,background,urban,50.9,0,27.1,0,0,1.7,2.3,0,4.5,0,1,1,2.4,0,7.2,0,0,0,0,0.656611,0.73,3277,6354,6362,59,37.25,61,10.7088,-999,-999,-999,-999,-999,-999,-999,-999,-999,22.4819,-999,-999,-999,-999,train
+8396,France,EUR,cool_moist,4.09833,47.275,620,110,background,rural,0,0,0,0,2.3,38.1,0,0,0,0,0,0,16.4,0,42.5,0,0,0.047,0,0.130772,1.65,127,127,1008,0,0.04,24,32.0453,35.6932,28.2732,31.9123,24.8949,39.0967,46.6153,58.478,56.658,39.1084,50.9649,75.1065,11586.0669,2,0,val
+8398,France,EUR,warm_moist,3.170833,46.996669,178,19,background,urban,0,0,0,0,14.1,8.8,0,0,0,0,0,0,47.1,1.6,28.2,0,0,4.452,0,3.71411,1.93,13471,20864,20864,55,39.1,58,24.527,30.8625,18.044,24.0595,12.8652,34.5856,44.2762,57.6426,54.6143,35.2904,50.5227,80.4785,10622.8643,1,0,train
+8400,France,EUR,warm_moist,5.066111,47.308056,255,17,background,urban,0,0,0,0,9.3,8.7,0,0,0,0,0,0,61.5,4.4,16,0,0,4.899,0,11.438,2.36,45458,46924,46924,63,60.2,63,25.1427,30.2047,19.9566,24.3937,12.531,35.9222,46.4482,61.4855,58.6451,35.2252,53.1945,147.8146,13455.2562,6.3333,0,train
+8401,France,EUR,warm_dry,3.277222,48.200556,67,9,background,urban,0,0,0,0,3.8,4.9,0,0,0,0,0,0,79.6,1.6,9.9,0,0,4.333,0,3.84023,3.22,10146,10146,10146,61,45.4,62,24.1281,30.0459,18.257,23.5583,12.8652,33.7502,42.6054,57.4755,54.7813,34.9217,49.8344,89.2763,9948.7298,2.3333,0,test
+8403,France,EUR,warm_moist,5.02,47.304164,241,21,background,urban,0,0,0,0,10.4,9.7,0,0,0,0,0,0,56.8,4.3,18.7,0,0,4.899,0,11.438,2.36,46924,46924,46924,63,55.83,63,24.2757,29.7785,18.6215,23.3912,10.8602,35.2539,45.7799,61.3184,57.5173,34.9896,53.0015,157.8639,13078.1807,7.6667,0,train
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+8408,France,EUR,warm_dry,4.426667,43.457222,2,0,background,rural,64.6,5.3,0,0,0,1,0,0,4.1,0,2.5,2.6,14,0,0,0,3.4,0,0,0.434437,2.51,25,138,2030,50,13.07,62,32.9555,37.2214,28.247,32.5806,23.3912,42.4383,51.1265,61.3183,59.7102,41.2555,55.0632,130.4561,18340.7671,3.6667,0.6667,train
+8411,France,EUR,warm_moist,-0.588056,44.800556,20,17,background,urban,0,4.4,0,0,0,16.9,0,0,21.9,1.3,1.8,0,24.3,6.4,22.6,0,0,0,0,17.9054,3.09,21351,52658,66051,63,62.82,63,26.04,31.9359,20.1586,26.0645,13.7006,36.9247,47.1165,59.8146,58.123,36.9628,52.3916,94.7172,13841.0807,1.6667,0,train
+8414,France,EUR,cool_moist,6.849756,45.261733,2405,886,background,rural,0,12.4,0,0,0,13.4,0,2,0,0,58.2,0,3.8,0,4,3.1,0,0,0,0.52613,1.04,76,110,4071,6,9.66,55,45.4901,-999,-999,-999,-999,-999,-999,-999,-999,-999,57.9418,-999,-999,-999,-999,train
+8415,France,EUR,warm_moist,4.8022,45.6019,235,31,background,suburban,0,0,0,0,0,4.8,0,0,0,0,0,0,36.9,23.8,33.9,0,0,2.62,0,7.46382,4.17,10863,12600,142272,60,52.2,63,21.8331,28.1581,15.5581,19.8825,6.8503,33.416,45.2787,60.3159,58.4153,33.2163,54.645,181.4198,12998.1961,6,1,train
+8417,France,EUR,cool_moist,6.484722,46.374444,425,78,background,urban,23.4,1.1,0,0,1,32.8,0,0,0,0,1.9,0,19.3,4.2,15.8,0,0,1.043,0,1.72169,1.87,14455,14455,35905,62,43.62,63,28.6625,31.6066,21.8508,24.8113,14.2853,36.5905,48.6203,66.4143,64.5973,36.5085,58.5281,232.5684,18106.4987,12,0.5,train
+8418,France,EUR,cool_dry,3.992778,49.246111,90,6,background,suburban,0,0,0,0,1.9,8.5,0,0,0,0,0,0,78.8,3.5,7,0,0,4.273,0,4.20688,3.78,7792,45324,49149,61,53.49,63,22.8027,-999,-999,-999,-999,-999,-999,-999,-999,-999,50.578,-999,-999,-999,-999,train
+8419,France,EUR,warm_dry,5.929328,43.122814,2,6,background,urban,44.2,4.7,0,0,0,16.8,0,0,15,0,2,0,5.6,9.3,0,0,0,0,0,13.2348,2.54,18642,50059,50059,62,57.39,63,26.9137,33.4967,20.3459,27.9023,12.531,39.2638,48.9545,61.8196,59.7102,38.7002,58.7574,153.9943,17494.8808,5.6667,0.3333,test
+8421,France,EUR,warm_dry,5.9277,43.127397,15,85,background,urban,44.2,4.7,0,0,0,16.8,0,0,15,0,2,0,5.6,9.3,0,0,0,0,0,13.2348,2.54,18642,50059,50059,63,59.82,63,25.8908,32.2075,19.5368,26.7328,10.526,38.7626,48.4532,59.9817,57.392,37.3078,57.0911,127.6646,14749.5872,3,0,test
+8427,France,EUR,warm_dry,2.575278,48.955553,65,9,background,suburban,0,0,0,0,0,11.9,0,0,0,0,0,0,40.1,39.3,6.6,0,0,3.828,0,25.846,8.91,46520,75807,333891,63,62.44,63,19.1742,25.0367,13.3447,17.5434,5.8478,28.9048,39.2638,56.1389,52.5675,30.3263,48.732,159.1329,8383.4094,5,0.3333,val
+8429,France,EUR,warm_moist,1.76,45.26,264,14,background,urban,0,0,0,0,0,28.1,0,0,1.4,0,0,0,1.9,0,66.9,0,0,0.392,0,0.930375,1.74,7593,7593,15039,49,22.14,61,21.6624,30.0444,13.2632,19.7154,6.5161,34.2514,44.6104,57.6426,55.387,35.5813,50.7073,64.3517,11255.6733,0.6667,0,test
+8435,France,EUR,cool_moist,6.156942,49.358336,154,17,background,urban,0,0,0,0,1.1,19.5,0,0,0,0,0,0,47,13.9,17.4,0,0,2.942,0,11.4786,4.88,14364,14364,20476,61,54.81,63,20.7152,26.8525,14.5442,19.2978,7.0174,30.5757,41.77,59.9182,55.3035,32.0498,51.2936,168.139,10731.9401,6.6667,0,train
+8436,France,EUR,cool_moist,6.201392,49.394444,151,18,background,suburban,0,0,0,0,1.1,21.1,0,0,0,0,0,0,43.3,12.3,20.9,0,0,5.226,0,3.40486,4.95,7113,12530,19966,47,45.67,62,23.3613,29.7313,17.023,22.7229,11.3614,32.9148,42.7725,58.8122,55.2617,34.5223,51.754,165.8007,11095.5007,5.3333,0,train
+8437,France,EUR,cool_moist,6.160831,49.368611,156,6,background,urban,0,0,0,0,1.1,20.4,0,0,0,0,0,0,43.9,13.1,20.3,0,0,2.942,0,11.4786,4.88,14364,14364,20476,61,53.5,63,22.8749,29.0497,16.6438,21.8875,9.5236,33.0818,44.1091,61.4286,57.0996,34.1816,53.5978,198.7012,12461.7609,8.3333,0.3333,train
+8438,France,EUR,cool_moist,6.221456,48.688383,217,5,background,suburban,0,0,0,0,6.3,12,0,0,0,0,0,0,52.1,6.9,22.3,0,0,5.821,0,4.88541,3.22,19339,86610,86610,62,56.03,63,24.7284,30.2665,18.6667,23.7254,13.0322,34.2514,45.4458,62.1538,58.3109,35.2177,53.8954,158.7162,13316.7244,7.6667,0,train
+8439,France,EUR,warm_moist,0.109253,49.348,45,54,background,suburban,26.4,0,0,0,0,3.9,0,0,0,0,4.4,0,37.3,3.6,22.9,0,0,4.038,0,2.23951,3.91,7292,7292,40594,43,29.27,63,27.9186,31.4958,24.3414,28.4036,20.5508,35.0868,41.4358,52.296,50.0614,35.3808,47.1704,89.9255,6519.7048,1.6667,0,val
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+8452,France,EUR,warm_moist,4.924919,45.778906,173,2,background,urban,0,0,0,0,0,3.1,0,0,0,0,0,0,48.6,29.3,18.3,0,0,3.589,0,16.5517,4.08,26262,112423,142272,63,61.85,63,22.607,28.5746,16.6841,21.0521,6.8503,34.7526,46.9495,62.1538,59.8773,33.5972,54.1815,153.6561,14248.5194,7.6667,0.3333,test
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+8467,France,EUR,warm_moist,4.719281,45.986383,204,26,background,urban,0,0,0,0,0,12.2,0,0,0,0,0,0,48.6,11.6,26.7,0,0,5.029,0,5.69307,3.48,32425,32425,142272,62,52.74,63,18.5489,23.3467,13.7272,16.3738,4.5112,28.7378,39.4309,54.6352,50.8341,28.1823,48.0493,111.2747,7815.0683,2.6667,0.3333,train
+8468,France,EUR,warm_dry,2.507222,48.881947,85,37,background,urban,0,0,0,0,0,10.7,0,0,0,0,0,0,34,48.2,5.2,0,0,0.041,0,27.3298,8.51,79601,125488,333891,63,63,63,20.7887,25.6717,15.9163,19.3813,7.8528,30.5757,40.7675,57.1414,53.7162,30.7964,49.4984,161.2006,9050.274,6,0,val
+8471,France,EUR,warm_dry,2.377222,48.776111,95,51,background,urban,0,0,0,0,0,10.4,0,0,0,0,0,0,25.4,55.9,6.3,0,0,0,0,41.8314,9.11,79690,141867,333891,63,62.98,63,21.7924,24.772,14.5414,18.2952,7.0174,29.3226,39.4476,56.0286,51.3353,30.0639,48.8888,128.0317,7854.2304,4,0,val
+8475,France,EUR,warm_moist,4.876289,44.870244,109,18,background,suburban,0,0,0,0,0,32.7,0,0,0,0,0,0,40.3,7.7,17.9,0,0,7.816,0,4.2188,2.64,5761,20337,21473,59,45.2,63,25.8398,32.5465,18.9933,24.0595,11.8627,37.2588,50.2911,66.3308,63.9081,37.794,61.2226,184.4908,20643.0372,13,0,val
+8477,France,EUR,warm_moist,4.893481,44.933514,125,22,background,urban,0,0,0,0,0,29.4,0,0,0,0,0,0,41.7,7.9,19.8,0,0,7.816,0,6.45421,2.86,21473,21473,21473,63,59.59,63,24.5533,30.4073,18.547,23.2241,10.526,35.9222,47.952,63.4904,61.3601,35.5652,58.0714,145.598,16887.6482,7.6667,0,val
+8478,France,EUR,warm_moist,3.50793,50.35856,33,28,background,urban,0,0,0,0,0,10.3,0,0,0,0,1.3,0,60.8,13.3,14,0,0,3.268,0,7.873,5.61,38730,38730,38730,63,60.8,63,20.8213,-999,-999,-999,-999,-999,-999,-999,-999,-999,46.3485,-999,-999,-999,-999,train
+8480,France,EUR,cool_moist,3.876083,45.030111,650,42,background,suburban,0,0,0,0,0,40.9,0,0,0,0,0,0,19.9,0,37.7,0,0,2.822,0,2.3631,1.54,12889,12889,12889,43,31.84,59,25.451,30.545,20.3363,25.7303,13.3664,35.9222,45.1116,56.6401,54.5098,35.5667,50.0678,56.4005,9561.3593,0,0,train
+8481,France,EUR,warm_moist,-2.758197,47.656711,17,13,background,urban,26.4,3.3,0,0,0,5.4,0,0,0,0,0,1.8,32.5,0,29.1,0,0,0,0,2.78392,2.15,21918,21918,21918,62,51.09,62,27.1381,31.0935,23.1696,27.7353,18.3788,35.9222,43.2737,53.9668,51.753,35.3448,47.6938,78.2126,7844.4826,1.3333,0,train
+8482,France,EUR,warm_moist,-2.763889,47.648889,17,16,background,urban,26.4,3.3,0,0,0,5.4,0,0,0,0,0,1.8,32.5,0,29.1,0,0,0,0,2.78392,2.15,21918,21918,21918,60,47.55,62,28.754,32.8428,24.5829,29.5732,20.3837,36.9247,44.7774,54.9693,52.4422,37.0943,48.4993,66.3874,9425.0389,1.3333,0,train
+8483,France,EUR,warm_dry,9.190019,42.2361,655,283,background,rural,0,13.5,0,0,0,56.7,0,0,12.1,0,11.8,0,3.4,0,2,0,0,0,0,0.612307,1.14,295,490,766,6,3.3,52,44.4653,-999,-999,-999,-999,-999,-999,-999,-999,-999,58.84,-999,-999,-999,-999,test
+8486,France,EUR,warm_moist,2.610806,46.814719,180,7,background,rural,0,0,0,0,6.3,3.4,0,0,0,0,0,0,76.6,0,13.3,0,0,2.76,0,0.214008,1.77,75,518,6049,0,0.76,49,26.162,32.6662,19.563,25.8974,16.2068,34.9197,43.775,55.8582,53.4238,36.457,49.025,68.7151,9955.4281,0.6667,0,train
+8488,France,EUR,cool_moist,6.157611,47.62,217,12,background,urban,0,0,0,0,8.5,21.8,0,0,0,0,0,0,25.7,0,43,0,0,2.512,0,3.17519,2.39,8072,11608,11608,48,31.04,57,23.2095,29.0748,17.3764,22.0546,10.5261,33.2489,43.1066,58.8122,55.4706,33.5425,50.9396,108.4742,10463.8926,4.3333,0,test
+8489,France,EUR,warm_moist,4.875408,45.525972,160,72,background,urban,0,0,0,0,0,5,0,0,0,0,0,0,42.8,19.3,32.1,0,0,4.583,0,3.89555,3.95,10402,16154,117085,53,39.1,63,19.4458,24.9352,13.9277,15.8726,5.3466,30.4086,42.9396,58.3109,55.9927,30.0563,52.5895,90.9214,9682.5055,1.3333,0,train
+8491,France,EUR,warm_dry,2.073772,47.221928,115,13,background,urban,0,0,0,0,3.5,31.7,0,0,0,0,0,0,46.8,0,16.8,0,0,5.907,0,5.74965,2.33,5233,5233,5233,50,28.14,59,25.7105,31.8692,19.4564,25.062,14.536,35.588,45.4458,59.9817,57.3084,36.3517,51.8253,102.3376,12223.2413,2.6667,0,train
+8493,France,EUR,warm_dry,0.764083,47.381911,49,0,background,urban,0,0,0,0,1.8,3.1,0,0,0,0,0,0,70,4.1,20.3,0,0,8.748,0,3.34442,2.41,7222,19055,54276,56,50.97,63,25.0776,30.8081,17.7043,23.5583,12.2803,34.0843,44.861,60.1488,57.9872,35.6823,53.4628,94.7091,12469.2179,2,0,train
+8494,France,EUR,warm_dry,3.223342,49.613108,45,10,background,urban,0,0,0,0,1.8,9.8,0,0,0,0,0,0,68.6,3.3,16.2,0,0,8.152,0,1.7331,4.24,7805,7805,14271,51,28.21,61,23.3616,28.9042,17.8145,22.5558,13.0322,31.9123,41.1017,56.473,53.4447,33.4413,49.6094,129.9384,8959.4956,4.3333,0,train
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+8508,France,EUR,cool_moist,7.130725,48.493794,754,248,background,rural,0,2.9,0,0,1.1,75.7,0,0,0,0,0,0,6.1,0,13.3,0,0,0,0,1.33264,2.89,542,2049,6255,8,5.71,52,31.8521,33.3681,30.2671,31.244,24.3937,38.2613,46.7824,63.1562,57.6963,37.4567,51.0956,135.1378,10487.3395,5.3333,0.3333,train
+8509,France,EUR,cool_moist,7.315158,48.85695,340,38,background,rural,0,0,0,0,1.5,39.4,0,0,0,0,0,0,35.7,1.2,21.2,0,0,0.261,0,1.97296,3.55,460,855,6818,10,8.8,55,29.5989,33.6268,25.6285,29.239,19.0471,39.0967,49.6228,65.6624,62.0911,37.6524,55.478,181.251,16819.3363,11.3333,0,test
+8517,France,EUR,warm_dry,3.058333,48.761667,120,33,background,rural,0,0,0,0,1.6,5.1,0,0,0,0,0,0,85.8,0,6.7,0,0,11.283,0,1.88865,3.86,1024,6685,25413,9,12.55,63,23.5535,29.6465,17.5518,22.7229,13.8676,32.0794,40.9346,54.301,51.4606,34.1245,48.0507,89.8235,7835.6862,1.6667,0,test
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+8519,France,EUR,warm_dry,2.343889,49.100278,140,101,background,rural,0,0,0,0,1.4,14.6,0,0,0,0,0,0,41.2,34.6,7.3,0,0,7.594,0,4.66017,7.02,3692,6857,301239,35,36.66,63,26.0326,29.9538,22.0351,25.5632,16.2068,34.7526,44.4433,59.8146,55.9997,34.7772,51.8284,208.3788,11491.7548,7.6667,1,val
+8520,France,EUR,warm_dry,2.750278,49.028056,162,67,background,rural,0,0,0,0,0,12.3,0,0,0,0,0,0,62.5,16.6,7.3,0,0,11.958,0,4.25098,7.02,1789,4454,108118,21,28.06,63,26.4786,30.0526,22.9125,25.5632,16.5409,34.7527,44.4433,59.7578,55.575,34.5212,50.4658,157.2221,10457.4373,4.6667,0.3333,val
+8521,France,EUR,warm_dry,1.6767,48.8603,98,16,background,rural,0,0,0,0,2.6,9.9,0,0,0,0,0,0,66.5,5.4,15.2,0,0,9.493,0,3.52624,5.79,1940,2330,34604,17,16.69,63,24.4859,29.959,19.034,24.5608,15.2043,32.5806,40.0992,53.9668,51.3353,33.9806,46.1592,104.5601,7202.8382,2.3333,0.3333,train
+8522,France,EUR,warm_dry,2.646667,48.354444,127,56,background,rural,0,0,0,0,2.5,17.3,0,0,0,0,0,0,66.8,2.2,10.6,0,0,5.671,0,4.78655,3.56,1223,2110,32627,10,12.5,63,25.4925,31.8078,19.2976,24.7279,15.0372,34.2514,44.2762,58.9792,56.2642,36.417,52.125,138.5512,11977.6212,3.6667,0,train
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+8524,France,EUR,warm_dry,2.236944,48.364167,134,20,background,rural,0,0,0,0,0,4,0,0,0,0,0,0,85.4,0,9.5,0,0,9.575,0,1.02391,4.09,267,1462,8629,7,6.87,59,26.2159,32.1266,20.306,25.062,16.708,34.0843,43.4408,58.8122,56.0553,36.337,51.451,134.8129,11264.8474,6,0.3333,test
+8525,France,EUR,warm_moist,-0.396042,46.143172,93,31,background,rural,0,0,0,0,0,0,0,0,0,0,0,0,92.4,0,5.5,0,0,4.538,0,0.46294,2.01,239,412,11122,0,2.8,62,28.6143,33.9309,23.134,27.7353,19.3813,36.7576,44.9612,57.1413,55.0807,37.6899,50.1775,70.418,11060.0174,0.6667,0,val
+8528,France,EUR,warm_moist,-1.626667,49.636389,8,47,background,urban,41.3,0,0,0,0,4.5,0,0,0,0,5.4,0,37,0,10.2,0,0,1.99,0,1.97628,2.91,22445,22445,22445,61,46.48,63,27.824,29.7364,25.9037,28.5707,21.5533,34.9197,40.4333,47.4507,45.7382,33.6548,43.4371,29.722,3155.0648,0,0,train
+8530,France,EUR,warm_moist,-1.153603,46.162556,10,8,background,urban,44.8,0,0,0,0,0,0,0,0,0,2,1.7,45.4,2.3,1,0,0,0,0,5.11447,2.01,26006,26006,26006,63,54.69,63,25.2302,28.0098,22.4038,25.5632,16.2068,33.7502,40.4333,50.6252,48.2443,32.2909,44.9547,40.7863,4726.3399,0.3333,0,train
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+8676,United Kingdom,EUR,cool_moist,-1.146447,52.95473,41,17,background,urban,0,0,0,0,0,3.7,0,0,0,0,5.7,0,63.5,13.1,13.1,0,0,2.142,0,12.5798,6.54,30526,41790,46187,63,62.74,63,16.7119,18.9778,14.3778,16.0397,7.0174,24.3937,31.7452,40.4334,38.6373,23.4952,37.9596,22.0711,1174.4214,0.3333,0,test
+8680,United Kingdom,EUR,cool_moist,-3.196527,55.657472,167,0,background,suburban,0,0,0,0,0,26.6,0,0,0,0,67.2,0,2.2,0,3.5,0,0,0,0,0.360712,1.74,678,1086,8385,31,11.53,62,26.1111,29.1446,23.1191,28.0694,18.0446,34.4185,40.7675,47.4507,45.3622,32.9327,45.1227,25.7331,3413.9372,0.3333,0,val
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+8684,United Kingdom,EUR,warm_moist,-1.068583,50.82881,5,0,background,urban,28.9,2.3,0,0,0,6.2,0,0,0,0,5,1.7,39.1,6.3,9.7,0,0,0,0,32.0758,5.62,44084,44084,46736,63,56.99,63,22.5374,25.4531,19.622,23.057,14.0347,30.7427,36.7576,45.7799,42.9813,30.0506,42.1701,31.3206,2263.7022,0,0,test
+8685,United Kingdom,EUR,cool_moist,-2.680353,53.76559,40,30,background,urban,1.2,1,0,0,0,8.5,0,0,0,0,64.6,0,11.1,6.9,6.2,0,0,3.721,0,10.3006,5.63,11644,11644,38160,63,61.51,63,20.3032,22.5996,18.0641,21.0521,12.0297,28.7378,34.4185,41.77,39.9321,26.9936,39.245,19.5298,1124.9661,0,0,test
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+8699,United Kingdom,EUR,cool_moist,-1.473306,53.37772,35,21,background,urban,0,0,0,0,0,16.3,0,0,0,0,30.1,0,27.4,14.6,9.9,0,0,0.162,0,16.1335,6.06,18022,18022,18022,63,62.26,63,19.901,21.0487,18.735,20.3838,10.6931,28.0694,33.7501,41.1017,39.222,25.9447,38.8006,17.4894,921.1367,0,0,test
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+8715,United Kingdom,EUR,cool_moist,-2.175133,53.02821,172,38,background,urban,0,0,0,0,0,4.3,0,0,0,0,74.1,0,7.7,5.2,8.4,0,0,0.714,0,14.0225,4.88,31653,32310,32310,63,62.05,63,20.1332,21.2054,19.0835,20.3838,12.3639,27.7353,33.7502,42.8527,40.0992,25.4862,38.9236,27.9959,1291.8564,0,0,test
+8717,United Kingdom,EUR,cool_moist,-4.776583,57.734456,266,94,background,rural,0,2.9,0,0,0,32.9,0,32.1,0,0,29,0,0,0,1.7,0,0,0,0,0.020832,0.84,13,17,1929,0,0,36,32.0446,33.5062,30.6028,32.4135,26.0645,38.4284,43.1066,48.7874,47.2001,36.2451,45.9247,24.1061,4638.1679,0.3333,0,train
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+8723,United Kingdom,EUR,cool_moist,0.317969,51.47707,8,12,background,urban,4.8,1.9,0,0,0,8.7,0,0,0,0,12.3,0,34.3,29.2,6.4,0,0,6.644,0,10.6184,8.37,11974,15138,131829,63,62.28,63,18.6558,22.16,15.2766,18.7129,8.354,27.4011,34.4185,44.1091,42.2713,26.5072,40.4856,42.1035,2335.4888,0,0,train
+8729,United Kingdom,EUR,cool_moist,1.122017,52.95049,16,11,background,rural,44,0,0,0,0,2.9,0,0,0,0,3.5,0,47.3,0,0,0,0,0,0,0.954398,3.71,1270,1366,3032,8,7.75,44,32.2567,34.3792,30.1144,32.0794,25.062,39.0967,45.7799,54.8023,53.5491,38.1281,50.1537,100.4567,9105.3737,2,0,test
+8732,United Kingdom,EUR,cool_moist,-2.638139,53.54914,45,15,background,urban,0,1.1,0,0,0,12.3,0,0,0,0,31,0,19.4,26.7,8.3,0,0,2.739,0,15.2485,6.98,19875,19875,40511,63,61.48,63,20.7489,24.3891,17.1101,21.0521,8.6882,31.4111,38.0942,46.1141,44.4851,29.5465,43.823,36.5929,2852.5895,0.3333,0,test
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+8743,Greece,EUR,warm_dry,22.945288,40.633774,27,34,traffic,urban,17.3,0,0,0,0,3.1,0,0,12.2,0,8.2,0,48.9,8.2,0,0,0,0,0,21.3978,2.67,238321,238321,238321,62,58.04,63,23.7208,31.4498,19.8862,21.0521,7.7692,41.1017,55.1364,67.918,63.3442,37.3835,65.9211,150.5812,25419.0513,12,0,train
+8744,Greece,EUR,warm_dry,23.09,38.37,110,109,background,rural,5.4,0,0,0,0,1.7,0,0,33.8,0,5,0,47,0,2,0,0,1.548,0.221,0.32236,1.39,830,901,1885,16,10.26,57,28.147,-999,-999,-999,-999,-999,-999,-999,-999,-999,54.6688,-999,-999,-999,-999,test
+8746,Greece,EUR,tropical_dry,23.726843,37.978207,100,86,traffic,urban,25.9,0,0,0,0,0,0,1.4,12.3,0,3.9,0,26,26.6,0,0,0,0,0,14.012,3.91,367431,367431,367431,63,62.99,63,17.9108,23.4393,12.3431,15.7055,5.5136,26.8999,37.2588,51.4606,49.3721,29.2337,49.1864,83.2968,5477.7602,0,0,test
+8747,Greece,EUR,warm_dry,23.819418,37.995106,290,106,background,suburban,28.2,0,0,0,0,0,0,0,11,0,3.9,0,27.2,25.7,0,0,0,0.036,0,6.01193,3.31,104328,237344,367431,63,60.58,63,43.7998,47.0203,40.5642,43.775,33.5831,54.1339,61.8196,71.1761,70.1109,52.3388,67.9654,257.8926,45071.488,30.6667,2.3333,test
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+8756,Greece,EUR,warm_dry,23.879023,37.901306,140,46,background,suburban,43.2,0,0,0,0,0,0,1.3,5.4,0,4.2,0,23.3,20.2,0,0,0,0.187,0,6.01193,3.31,4012,5058,367431,62,56.34,63,40.1738,44.3031,36.0266,40.2663,28.7378,51.6277,59.9817,68.1687,66.9364,49.0379,64.2176,152.6505,38025.6182,15.6667,0,test
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+8763,Greece,EUR,warm_dry,23.638914,38.306217,100,22,industrial,urban,9.8,1.3,0,0,0,1.9,0,0,35.5,0,2.5,0,39.8,6.9,0,0,0,1.984,0.028,4.65577,1.78,1916,2414,31673,59,40.3,63,27.041,32.4195,21.6686,27.067,18.3788,36.2563,43.1066,50.2911,48.8082,36.578,46.6413,37.9372,9229.6676,0,0,test
+8764,Greece,EUR,warm_dry,23.031681,40.588931,363,257,background,suburban,15.9,0,0,0,0,5.1,0,0,16.5,0,10,0,42.4,7.5,0,0,0,6.036,0.464,1.18338,2.57,6751,41809,238321,58,47.6,63,45.5756,50.0386,45.5433,48.8709,34.8362,60.9006,70.6748,81.4515,79.4779,55.5388,72.3943,313.9659,62511.1985,85,1.5,train
+8765,Greece,EUR,tropical_dry,23.733047,37.999458,105,75,traffic,urban,25.9,0,0,0,0,0,0,1.4,12.3,0,3.9,0,26,26.6,0,0,0,0,0,14.012,3.91,367431,367431,367431,63,63,63,12.458,14.8268,10.1171,8.8552,3.0074,18.7129,30.0744,42.2712,38.6999,19.9865,36.5491,16.217,1108.7747,0,0,test
+8768,Greece,EUR,warm_dry,23.688354,38.020805,80,46,background,urban,19.5,1.1,0,0,0,1.7,0,1.3,22.8,0,2.8,0,22.5,26,0,0,0,0.058,0,59.6506,4.01,205819,280643,367431,63,63,63,31.6885,38.0117,25.4005,32.0793,17.7105,45.7799,53.9669,64.827,62.9056,43.9269,65.0925,233.3189,26573.9436,10.6667,1.3333,test
+8769,Greece,EUR,warm_dry,23.647511,37.943287,20,6,traffic,urban,43,0,0,0,0,0,1.3,1.2,8.1,0,3,0,17,24.2,0,0,0,0,0,27.7365,4,156681,241014,367431,63,54.41,63,21.0883,26.6344,15.6206,19.2142,7.1844,32.4135,43.1066,54.9359,50.6252,33.269,53.6705,62.3478,8600.9326,0,0,test
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+8775,Greece,EUR,tropical_dry,23.706789,37.983627,40,26,industrial,suburban,25.9,0,0,0,0,0,0,1.4,12.3,0,3.9,0,26,26.6,0,0,0,0,0,14.012,3.91,214972,367431,367431,63,63,63,23.6663,31.2065,16.0351,23.0571,8.0198,36.7576,46.6153,56.9743,55.1782,36.7407,55.9414,134.4464,13287.9793,2.6667,0.6667,test
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+8795,Hungary,EUR,warm_dry,18.936113,46.976112,215,23,industrial,urban,0,2.1,0,0,0,0,0,0,0,0,0,0,87.7,3.7,5.4,0,0,2.691,0,3.14585,2.33,11241,13358,13358,61,34.5,62,27.97,32.1395,23.7824,26.833,16.637,37.7434,48.0271,60.7262,58.0833,36.379,57.3631,160.2212,17391.0909,7.6667,0,train
+8797,Hungary,EUR,warm_dry,18.746122,47.790001,122,36,background,urban,0,2.1,0,0,27.5,3.7,0,0,0,0,0,0,43.9,4.1,18.2,0,0,1.916,0,1.82943,3.05,4632,10046,10046,56,29.41,57,22.1809,27.3871,17.058,20.3838,11.3447,31.2105,41.7165,52.8016,50.3349,31.4911,47.3627,45.3162,7191.7297,0,0,train
+8799,Hungary,EUR,warm_dry,17.649736,47.676113,101,4,background,urban,0,1.2,0,0,3.1,5.5,0,0,0,0,0,0,70.4,7,12.7,0,0,2.481,0,3.00133,2.62,7817,10169,10169,61,48.46,62,23.9151,28.9753,18.8513,22.4722,11.9086,33.959,45.3121,58.8028,56.9743,34.175,52.6283,82.9834,12073.6,1,0,test
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+8813,Hungary,EUR,cool_dry,20.703058,48.218056,135,18,background,suburban,0,0,0,0,31.2,6.3,0,0,0,0,0,0,38.2,5.1,18.9,0,0,2.848,0,1.04307,2.23,1477,6590,10141,21,16.3,61,22.8521,31.0228,14.7192,18.88,8.6506,34.5689,48.4699,61.6234,59.8585,35.8262,56.9789,93.1194,17529.3622,2.6667,0,train
+8814,Hungary,EUR,warm_dry,16.838896,47.671947,113,2,background,rural,6.2,3.8,0,0,3.8,13.1,0,0,0,0,0,0,49.2,4.8,16.9,0,0,2.599,0,0.70869,2.59,489,1045,4780,0,4.02,57,26.6172,32.8926,20.4466,25.4797,14.9536,36.2564,47.8016,61.7237,59.8773,36.9798,55.979,119.2225,16234.1669,3.6667,0,train
+8815,Hungary,EUR,cool_dry,16.575008,47.691944,241,90,background,urban,4.3,3.8,0,0,2.6,26.3,0,0,0,0,0,0,43.4,5.9,12.3,0,0,1.728,0,1.62133,2.65,4780,4780,4780,55,28.47,57,26.8603,32.3794,21.3415,26.2483,13.3706,37.7768,49.9452,63.8626,61.8635,37.2293,57.357,157.4252,17885.353,4.6667,0,train
+8816,Hungary,EUR,warm_dry,18.920002,47.306667,99,4,background,suburban,0,2.3,0,0,1.5,0,0,0,0,0,0,0,68.5,15,10.2,0,0,2.311,0,3.47904,3.31,5572,11762,146289,57,39.47,63,22.3792,30.0244,14.6863,20.2,9.1727,32.8396,45.3622,59.0227,57.2346,34.9872,55.133,108.9045,13742.0063,2.6667,0,train
+8820,Hungary,EUR,warm_dry,18.420835,47.55722,199,63,traffic,urban,0,0,0,0,20.2,3.2,0,0,0,0,0,0,48.3,5.4,22,0,0,1.446,0,2.8878,2.66,11347,11347,11347,47,29.72,58,24.8365,31.4192,18.2395,22.5391,11.8627,35.1202,48.5835,62.3182,60.3201,36.6944,55.5152,137.8349,17259.1273,5,0,train
+8821,Hungary,EUR,cool_dry,17.901121,47.09111,274,65,background,suburban,14.7,0,0,0,21.3,4.1,0,0,0,0,1.3,0,24.7,5.3,27.2,0,0,1.821,0,0.741501,2.03,3495,6547,6548,54,29.72,58,26.0621,31.4533,20.4774,25.0954,14.2018,36.1561,47.6228,60.5387,58.0758,35.9747,55.911,108.8752,14855.6238,3.3333,0,train
+8826,Ireland,EUR,cool_moist,-6.121667,53.187222,47,64,background,suburban,42.7,1.5,0,0,0,17.6,0,0,0,0,27.8,0,0,8.4,0,0,0,0,0,1.7277,1.88,17764,17764,109503,52,38,63,26.2134,28.7686,25.3624,28.32,21.453,34.1846,39.2973,46.064,44.0402,32.8999,40.9304,18.1833,2072.4772,0,0,train
+8828,Ireland,EUR,cool_moist,-9.299723,53.851109,39,4,background,suburban,3.6,3.8,0,0,0,11.3,0,0,0,0,79.6,0,0,0,1.3,0,0,1.059,0,0.963476,1.26,7126,7126,7126,45,21.49,52,26.0438,27.638,24.4943,26.7328,19.9828,32.8813,38.4802,44.6103,43.399,31.2519,42.298,20.1605,1724.663,0,0,test
+8832,Ireland,EUR,cool_moist,-6.249166,53.313889,25,25,background,suburban,29.4,1.7,0,0,0,14.7,0,0,0,0,36.6,0,6.1,10,0,0,0,0.155,0,25.8472,2.73,41348,62431,109503,63,62.68,63,24.3241,26.4194,22.2777,25.5208,17.8689,31.9764,37.2007,44.2452,42.3469,30.6425,41.8645,18.887,1607.0708,0,0,train
+8838,Ireland,EUR,cool_moist,-7.196389,53.106945,20,26,background,rural,0,0,0,0,0,11.1,0,0,0,0,72,0,14,0,1,0,0,4.167,0,2.12834,2.18,391,2993,6792,13,11.72,59,23.6418,26.0613,21.2894,23.291,17.3429,29.6066,35.6549,43.0398,41.2944,29.1125,40.3258,22.7993,1578.914,0,0,train
+8842,Ireland,EUR,warm_moist,-8.383333,51.916668,75,59,background,rural,6.9,1.9,0,0,0,7,0,0,0,0,61.9,0,16.3,1.1,4.2,0,0,0,0,2.05799,1.56,10106,28782,53007,59,48.47,63,23.0752,25.1343,22.6311,24.5608,18.1449,30.4253,35.3023,40.8009,37.8729,28.0085,37.9888,12.1831,1072.6922,0,0,train
+8846,Ireland,EUR,cool_moist,-6.883056,54.066109,170,72,background,rural,0,0,0,0,0,3.4,0,0,0,0,96.4,0,0,0,0,0,0,0,0,0.387926,1.74,253,431,3048,6,6.86,51,28.7977,29.8397,27.7492,28.437,23.458,33.7502,38.8962,47.2362,43.3907,32.6503,43.8749,31.2064,2444.7401,0,0,train
+8849,Ireland,EUR,warm_moist,-8.60695,52.667778,91,7,background,suburban,2.4,0,0,0,0,11.1,0,0,0,0,84.3,0,0,0,0,0,0,0,0,4.40588,1.97,20790,25109,25109,62,52.88,63,23.3676,25.918,20.7871,23.9592,15.6387,31.1771,37.9639,45.2118,43.7958,30.0069,43.3157,25.9211,2064.235,0,0,val
+8855,Ireland,EUR,warm_moist,-8.474999,51.900002,10,21,traffic,urban,9.3,2,0,0,0,5.4,0,0,0,0,60.8,0,15.6,1.1,5,0,0,0,0,19.0817,1.63,53007,53007,53007,63,58.11,63,16.8814,17.937,15.3439,16.6412,9.5586,23.3678,29.2413,36.7668,34.7992,21.6972,31.701,7.8644,229.3083,0,0,train
+8858,Ireland,EUR,cool_moist,-6.278056,53.353886,25,17,background,urban,22.7,1.8,0,0,0,12.2,0,0,0,0,42.1,0,9.7,10,0,0,0,0.406,0,25.8472,2.73,109503,109503,109503,63,63,63,20.8393,22.1149,19.5974,21.8541,14.1684,28.1697,33.4494,39.7651,38.1193,26.2868,36.9934,10.6346,321.8114,0,0,train
+8862,Ireland,EUR,cool_moist,-6.131945,53.274723,15,54,background,suburban,45.7,1.6,0,0,0,12.2,0,0,0,0,24.4,0,4.6,9.9,0,0,0,0,0,5.17599,2.3,36421,36421,109503,63,53.52,63,22.2912,24.1938,20.371,22.3762,15.7389,28.7774,35.6883,43.1021,41.5027,27.9113,40.7996,19.3513,2208.0999,0,0,train
+8865,Ireland,EUR,cool_moist,10.244444,51.939722,10,218,background,rural,0,11.7,0,0,0,27.8,0,0,0,0,0,0,42.5,4.5,12.7,0,0,2.912,0,2.23643,3.52,1963,1996,5925,6,8.76,51,32.9118,33.8623,31.9531,33.4285,27.8773,38.796,42.9396,48.8876,46.5736,36.9317,45.4885,36.6865,3599.8624,0.3333,0,val
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+8895,Italy,EUR,cool_moist,11.275277,46.330833,230,49,traffic,suburban,0,23.7,0,0,0,54.5,0,0,0,0,4.3,0,1.5,2.6,12.2,0,0,0.645,0,3.33275,1.46,2666,2666,22486,41,21.39,61,16.2522,22.856,9.5606,7.0174,1.5037,27.067,45.6128,65.6625,62.6863,28.6397,58.302,162.5724,13507.7445,10.5,0,test
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+9092,Italy,EUR,warm_dry,9.016667,39.07,22,38,industrial,suburban,49.3,5.3,0,0,0,12.7,0,0,15.6,0,1,0,9.1,4.4,0,0,0,0,0,1.23322,1.5,1055,1109,22417,42,30.91,63,32.9648,37.3112,28.3467,33.0818,25.2291,40.7675,48.6203,57.9767,56.3686,40.4363,55.8769,81.3537,16518.9612,3.3333,0,train
+9094,Italy,EUR,warm_dry,9.02,39.07,20,38,industrial,rural,49.3,5.3,0,0,0,12.7,0,0,15.6,0,1,0,9.1,4.4,0,0,0,0,0,1.23322,1.5,1055,1109,22417,42,30.91,63,30.4104,-999,-999,-999,-999,-999,-999,-999,-999,-999,49.0385,-999,-999,-999,-999,train
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+9101,Italy,EUR,warm_dry,8.360278,40.814999,15,14,industrial,suburban,47.8,0,0,0,0,1.7,0,0,16,1.8,0,1,26.5,1.7,1.2,0,0,2.681,0.406,3.74242,1.32,3205,3211,3291,31,26.41,63,30.6184,37.2409,23.4108,30.7427,20.2167,40.2663,48.7874,59.6476,57.2876,40.893,55.2702,80.0914,16883.3302,0,0,train
+9109,Italy,EUR,warm_dry,11.299723,44.738335,16,4,background,suburban,0,0,0,0,0,0,0,0,0,0,0,0,92.5,6.9,0,0,0,8.545,0.393,3.36166,4.36,6137,6772,36399,62,41.82,63,24.3906,33.0186,14.9776,20.0496,4.5112,39.3474,56.3895,72.6798,70.2049,37.9441,68.0986,215.1254,30725.5244,28,0,train
+9113,Italy,EUR,warm_dry,9.491667,40.927502,0,7,background,suburban,20.7,3.8,0,0,0,9.3,1,0,54.8,3.1,0,1.1,3.7,1.5,0,0,0,0.058,0.263,2.65388,1.38,2513,2521,2521,63,46.94,63,26.9307,-999,-999,-999,-999,-999,-999,-999,-999,-999,48.9918,-999,-999,-999,-999,train
+9119,Italy,EUR,warm_moist,9.798612,44.123608,54,94,background,suburban,45.4,0,0,0,7.6,34.8,0,0,1.1,0,0,0,2.1,2.8,5.1,0,0,0.024,0,6.0008,2.79,20758,20758,20758,56,36.24,63,33.3648,39.3878,29.7305,34.0843,23.8089,45.1116,56.1388,68.6298,63.4904,43.8412,63.2611,207.1425,30973.2319,15.5,0.5,train
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+9203,Italy,EUR,warm_dry,13.370556,43.636112,5,1,industrial,suburban,43.6,0,0,0,0,0,0,0,0,0,0,0,50.2,5.2,0,0,0,3.17,0,19.15,2.76,8510,12720,12720,61,50.7,63,21.7121,27.9078,15.365,19.8825,8.6881,31.9123,42.6054,55.4037,52.2752,32.1318,52.3246,118.0361,8913.8684,2,0.3333,val
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+9332,Italy,EUR,warm_moist,13.107779,45.676113,2,0,traffic,urban,52.2,1.6,0,0,0,0,0,0,0,0,0,0,41.9,1.9,0,0,0,0,0,1.46615,2.91,3071,3715,4828,55,32.21,61,25.0569,30.3365,19.4781,24.2266,10.6931,37.7601,47.7849,59.9817,56.9594,35.558,57.263,115.4797,14715.1724,2,0,test
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+9458,Italy,EUR,warm_dry,16.561943,41.204445,10,31,background,suburban,37.3,0,0,0,0,0,0,2.7,16.5,14.3,2.8,0,14.8,10.7,0,0,0,1.318,0,6.58783,1.73,16040,16040,34813,61,46.84,63,31.9527,35.8238,27.9195,31.5781,22.0546,41.8536,50.124,58.8957,56.5461,40.5911,56.9097,89.808,17656.023,1,0,train
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+9773,Italy,EUR,warm_moist,9.348888,45.840832,237,39,background,suburban,4.1,2.9,0,0,8.4,34.7,0,0,0,0,2,0,10,19.8,17.6,0,0,0.089,0.016,6.82222,5.53,7474,11662,53243,56,46.36,62,29.3424,33.7814,24.8757,26.8999,8.8552,43.6079,60.3159,85.712,83.3938,40.0139,77.7437,472.3591,34976.1667,54.3333,10.3333,val
+9774,Italy,EUR,warm_dry,18,40.48,50,18,background,suburban,19.8,0,0,0,0,0,0,3.4,30.9,7,4.5,0,25.5,7.8,0,0,0,2.365,0,2.78303,2.02,4101,5486,10612,43,38.89,63,36.1757,41.0876,30.9603,36.0893,25.8139,46.866,55.387,64.7051,63.0936,45.3333,61.9688,118.6643,29226.745,5,0,train
+9775,Italy,EUR,warm_moist,8.485556,44.315277,55,38,background,urban,38.8,0,0,0,17.2,26,0,0,2,0,0,0,0,2.6,10.4,0,0,0,0,6.33634,2.94,9791,11634,28148,62,41.92,62,34.2492,36.0438,32.4755,33.7502,25.2291,42.9396,50.6252,60.3159,58.4362,40.3198,55.9623,97.6779,16188.565,2,0,train
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+9783,Italy,EUR,warm_dry,12.312933,45.428424,1,2,background,urban,50.8,2,0,0,0,0,0,0,0,0,0,3.1,33.5,9.6,0,0,0,0,0,12.0208,5.04,8727,8733,18187,47,43.48,63,23.7565,28.5302,18.7588,21.2192,6.8503,37.0918,50.6252,63.3233,61.5481,34.1409,58.8256,132.1915,17755.6234,4,0,train
+9789,Italy,EUR,warm_moist,14.033334,41.478889,170,153,background,urban,0,0,0,0,7.5,19.7,0,0,11,0,2.5,0,20.1,0,38.1,0,0,3.709,0,2.31515,1.87,3415,3980,6049,40,21.78,62,26.4148,32.6305,20.451,25.5632,13.8676,36.9247,46.9495,58.9792,56.0971,37.816,58.1001,70.0029,14349.5607,1,0,test
+9791,Italy,EUR,warm_dry,12.42,44.013054,78,33,background,suburban,20.2,0,0,0,0,8.7,0,0,0,0,0,0,47.8,8.2,13.9,0,0,0,0,5.20487,3.13,7093,10397,15956,54,42.58,63,27.015,33.0363,21.0986,25.5633,13.7006,38.0942,51.1265,65.0576,63.1145,37.7323,60.6659,168.2242,21464.1737,8,0,val
+9793,Italy,EUR,warm_moist,11.521944,45.531944,33,4,background,urban,0,0,0,0,0,7.1,0,0,0,0,0,0,61.4,13.5,17.6,0,0,1.52,0.084,13.9423,5.8,13854,19264,19577,60,56.4,62,21.0992,31.5224,10.3291,12.531,2.2556,35.0868,55.1364,76.2035,73.8702,36.9266,71.1478,342.9426,29889.3857,39.5,3.5,train
+9794,Italy,EUR,warm_moist,11.539722,45.560555,36,6,background,urban,0,0,0,0,0,7.1,0,0,0,0,0,0,61.4,13.5,17.6,0,0,1.52,0.084,13.9423,5.8,19264,19577,19577,61,59.64,62,21.8194,30.1736,13.1352,16.5409,1.8379,35.588,53.9668,74.6848,72.4292,35.6539,69.5901,320.0174,28114.7896,32.3333,1.6667,train
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+9818,Italy,EUR,warm_dry,12.918889,43.893333,20,8,background,suburban,45.9,0,0,0,0,2.2,0,0,0,0,0,0,45.2,3.7,2.3,0,0,4.382,0,4.79414,2.68,6912,11131,11133,61,43.4,63,22.5439,30.688,14.4421,18.3788,5.8478,37.2589,48.4532,60.483,57.9141,36.3359,57.7129,122.081,16799.1706,2,0,val
+9824,Italy,EUR,warm_dry,14.260555,37.067497,15,11,traffic,urban,36.3,0,0,0,0,0,0,0,3.5,0,15.9,0,41,1.7,0,0,0,0,0,0.997874,1.37,3375,4407,5090,62,42.86,63,25.3201,31.0194,19.2038,24.0596,14.2854,35.588,44.2595,52.8808,50.8445,34.7643,51.4172,41.563,8494.5304,0,0,train
+9825,Italy,EUR,warm_dry,12.639722,42.561111,121,21,traffic,urban,0,0,0,0,2,29.2,0,0,3.4,0,0,0,37.2,2.3,25.8,0,0,1.385,0,4.85564,2.11,7489,7489,7489,62,51.34,62,25.8258,33.8128,17.1689,23.3912,9.8577,38.5955,52.129,65.4953,62.5924,39.4453,61.61,138.4846,23006.2292,7.3333,0,train
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+9830,Italy,EUR,warm_dry,11.649722,44.825001,9,3,background,urban,0,0,0,0,0,0,0,0,0,0,0,0,95.1,4.7,0,0,0,7.642,0.352,4.7378,4.43,4600,4603,5224,55,46.09,63,24.2321,31.8601,15.8373,21.3863,5.3466,38.2613,53.2985,68.6699,66.101,37.0379,64.4378,190.8594,24978.2564,14,0,train
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+9840,Italy,EUR,warm_dry,10.912222,45.4625,91,20,background,suburban,3.8,0,0,0,0,3.1,0,0,0,0,0,0,60.9,11.5,20,0,0,1.783,0.147,17.8128,5.52,13147,18574,18574,60,60.71,63,22.5683,31.8792,12.653,15.0372,3.6758,35.9222,55.3035,76.5226,73.4943,37.6583,71.0033,330.8421,29846.1217,36.3333,1,train
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+9845,Italy,EUR,warm_moist,8.565556,45.930279,197,16,background,urban,8.9,4.2,0,0,11.7,50.2,0,0,0,0,2.3,0,2.3,4.7,14.5,0,0,0.333,0,4.24994,2.57,13305,13305,21259,40,34.5,60,27.5855,32.008,22.9252,24.5608,12.1969,38.5955,54.301,75.7441,71.6564,38.0544,71.0237,376.9287,25844.8567,31.3333,4.6667,test
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+9850,Italy,EUR,warm_dry,15.904722,40.313889,605,50,industrial,rural,0,0,0,0,8.8,17.2,0,0,16.8,0,1.3,0,20.3,0,35,0,0,1.746,0,0.471905,1.25,505,588,2765,41,24.83,55,36.3755,41.4575,31.3573,36.3399,27.067,45.3623,54.3094,62.9056,60.8828,46.2806,60.6486,99.5096,25922.7695,3,0,train
+9851,Italy,EUR,warm_dry,14.714444,36.926392,598,201,background,urban,5.1,0,0,0,0,0,0,0,4.4,0,7.6,0,77.9,2.9,0,0,0,0,0,2.20457,1.38,2681,2696,6891,62,46.95,62,31.3644,32.6169,30.1181,31.3275,25.8138,37.593,42.856,49.1216,47.5328,35.3982,46.6049,28.234,4753.78,0,0,train
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+9854,Italy,EUR,warm_dry,7.636111,44.961113,232,10,background,suburban,0,0,0,0,1.1,5,0,0,0,0,0,0,58.1,23.1,12.5,0,0,2.623,3.762,5.19293,4.71,7249,24777,89500,59,51.03,63,22.6466,31.3675,13.875,16.8751,4.8453,36.0893,53.6327,69.2747,65.5162,37.8503,62.9644,188.4157,25363.0596,12,0,train
+9866,Italy,EUR,warm_dry,9.098055,39.234444,10,28,traffic,urban,28.4,2.6,0,0,0,6.5,0,0,16.8,0,1.6,0,35.3,6,0,0,0,0,0,8.17633,1.66,20856,22417,22417,63,58.42,63,21.5612,24.829,18.2774,22.0546,12.8651,29.5732,36.0893,43.942,41.4985,29.0976,41.5606,19.0361,1877.5929,0,0,train
+9867,Italy,EUR,warm_dry,16.286111,41.316667,15,17,traffic,urban,49,0,0,0,0,0,0,0,8.4,3,1.1,0,31,5.8,0,0,0,2.108,0,4.64678,1.85,8633,10048,12881,63,43.95,63,28.9375,36.5493,27.2908,31.5782,20.5508,43.3572,52.6302,63.1562,60.9007,41.1643,53.6006,112.9554,23198.6892,4,0,train
+9875,Italy,EUR,warm_dry,18.172778,40.358056,49,27,background,suburban,20.5,0,0,0,0,0,0,4.1,33.1,9,6.2,0,17.3,8.7,0,0,0,1.688,0,7.08745,2.07,4781,8963,10612,62,61.35,62,36.605,42.4358,30.4805,37.2588,26.2316,47.4507,56.473,65.9966,64.2214,46.9211,63.2128,134.5152,32304.8109,6.3333,0,train
+9876,Italy,EUR,warm_dry,9.121667,39.232777,10,40,traffic,urban,32.3,2.4,0,0,0,4.8,0,0,19.7,0,1.6,0,30.5,5.9,0,0,0,0,0,8.54064,1.57,20856,22417,22417,63,60.59,63,20.2936,23.7177,16.6771,19.5484,11.6956,27.7353,36.2564,47.6178,45.404,27.6989,45.8446,34.3635,3537.3703,0,0,train
+9877,Italy,EUR,warm_dry,9.139167,39.205555,10,5,traffic,urban,41.9,2.5,0,0,0,6,0,0,15.6,0,1.5,0,24,5.7,0,0,0,0,0,8.54064,1.57,9671,20763,22417,59,40.18,63,23.4959,26.9717,20,23.8925,14.703,32.0793,39.0967,47.6178,44.7148,31.3385,45.9635,26.7867,3564.6751,0,0,train
+9878,Italy,EUR,warm_dry,9.105834,39.215557,3,1,traffic,urban,32.3,2.4,0,0,0,4.8,0,0,19.7,0,1.6,0,30.5,5.9,0,0,0,0,0,8.54064,1.57,215,20856,22417,63,51.71,63,21.1861,24.9008,17.3965,20.7179,11.1944,29.5732,38.2613,49.0914,45.0489,29.2191,47.0296,27.9341,3648.0525,0,0,train
+9879,Liechtenstein,EUR,cool_moist,9.523894,47.123886,450,9,traffic,rural,1.1,7.2,0,0,0,43.3,0,2,0,0,15.2,0,7.1,3.1,20.2,0,0,0,0,0.434064,1.81,2300,3694,5437,48,30.55,54,24.3969,27.5383,21.2547,23.4079,10.927,35.4376,46.8409,62.1538,59.4439,33.1898,54.0209,166.6011,12533.9168,7.5,0,train
+9881,Lithuania,EUR,cool_moist,26.004169,55.463333,180,16,background,rural,1.6,8.1,0,0,0,42.7,0,0,2.4,0,0,0,5.8,0,37.2,0,0,0.16,0,0.059936,1.16,595,892,910,0,0,49,27.7682,32.9337,22.5903,27.0168,18.0279,37.2923,45.6462,55.394,53.5393,36.465,51.03,82.3472,11190.916,2,0,test
+9883,Lithuania,EUR,cool_moist,24.289728,54.092499,130,8,background,rural,0,45.8,0,0,0,38.5,0,0,0,0,0,0,2.6,0,12,0,0,0.023,0,0.148778,1.56,157,157,1834,0,0,48,24.8517,31.4885,18.0596,23.8757,13.0991,35.9723,45.3455,57.4498,55.5959,35.8022,52.4329,88.3614,11809.8962,2,0,train
+9885,Lithuania,EUR,cool_moist,23.835835,54.883614,73,46,background,urban,1.4,3,0,0,0,33,0,0,0,0,0,0,21.7,4.1,34.1,0,0,0.943,0,2.62959,1.84,884,14228,29371,34,36.03,62,24.1067,28.0189,20.1108,23.4246,14.7365,33.0985,40.8143,51.2608,48.8368,32.1978,47.7376,70.6062,6120.1323,1,0,val
+9886,Lithuania,EUR,cool_moist,23.986222,54.895128,31,24,traffic,urban,1.7,1.3,0,0,0,29,0,0,0,0,0,0,23.9,4.1,37,0,0,0.571,0,3.01631,1.83,29371,29371,29371,54,48.53,62,22.2057,25.05,19.3372,21.7872,13.2327,30.5756,38.0107,47.4825,45.1408,29.4606,44.4101,37.5126,3701.8788,0.6667,0,val
+9887,Lithuania,EUR,cool_moist,23.95778,55.28,44,16,industrial,urban,0,0,0,0,0,14.1,0,0,0,0,0,0,50.9,0,34.3,0,0,0.909,0,0.622708,1.63,495,495,698,42,27.76,53,22.5885,25.3446,19.6792,21.1189,14.8743,29.2014,37.9088,48.5197,46.7615,29.0151,44.7677,35.3478,3866.1666,0,0,val
+9889,Lithuania,EUR,cool_moist,21.17946,55.69,12,11,traffic,urban,43.2,1.1,0,0,0,8.4,0,0,0,0,0,0,16.3,1.8,26.9,0,0,0.407,0,2.99835,1.56,23668,23779,24507,59,50.39,60,21.8136,22.7759,20.8763,21.8206,13.0322,30.0744,36.6072,44.4329,42.9396,27.3636,41.972,22.3282,1518.9884,0,0,train
+9891,Lithuania,EUR,cool_moist,22.33139,56.309723,67,12,industrial,urban,0,0,0,0,0,24.4,0,0,0,0,0,0,29.2,0,44.7,0,0,0.523,0,1.64578,1.4,751,752,754,43,19.86,59,26.9217,29.1056,24.5552,26.95,19.2643,34.7526,41.1685,48.8709,46.9608,33.0445,45.8117,28.3922,4925.5144,0,0,val
+9895,Lithuania,EUR,cool_moist,21.030848,55.376389,5,0,background,rural,81,1.2,0,0,0,5.6,0,0,1.4,0,2.2,1.4,1.7,0,5,0,0,0.131,0,0.218027,1.29,220,354,458,0,0.38,14,30.6827,32.7481,28.5815,31.645,22.4723,38.7291,44.4934,52.7538,51.3124,36.3985,49.926,44.7775,7531.5407,0.3333,0,train
+9896,Lithuania,EUR,cool_moist,23.308027,55.937836,122,19,traffic,urban,0,0,0,0,0,19.7,0,0,0,0,0,0,40.2,1.2,36.7,0,0,0.495,0,4.81874,1.57,20357,20357,20357,58,44.68,58,21.6184,22.3054,20.8008,20.8182,13.0824,29.356,37.2923,46.489,44.6555,26.7147,43.4808,28.6529,2181.8911,0,0,train
+9897,Lithuania,EUR,cool_moist,25.210835,54.686111,170,41,background,urban,0,10.5,0,0,0,38,0,0,0,0,0,0,3.6,4.5,41.8,0,0,0.163,0,9.59019,1.65,12695,17553,17553,59,55.83,63,23.1709,25.675,20.5695,21.4865,13.8008,31.7285,40.5503,51.6946,49.4661,29.8733,45.592,60.4836,5837.4408,0.6667,0,val
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+9905,Lithuania,EUR,cool_moist,21.886948,56.008335,155,33,background,rural,0,0,0,0,0,26.5,0,0,0,0,0,0,20.8,0,50.4,0,0,0.3,0,0.581323,1.51,421,421,754,0,0,48,25.3412,29.683,21.0768,25.5967,17.4432,33.132,39.73,48.6537,46.6508,32.8979,44.5091,31.4647,4167.372,0,0,val
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+9907,Luxembourg,EUR,cool_moist,6.305281,49.7225,319,39,background,rural,0,0,0,0,0,33,0,0,0,0,0,0,27.1,5.9,32.6,0,0,1.185,0,8.75243,4.49,1204,1506,19966,13,19.62,62,27.4017,31.6493,23.1643,26.2316,17.7105,35.588,45.947,63.6575,58.4571,35.5588,53.4316,170.5348,13025.413,8.3333,0.3333,train
+9909,Luxembourg,EUR,cool_moist,5.976675,49.50528,292,12,industrial,urban,0,0,0,0,0,18.2,0,0,0,0,0,0,43.2,14.3,23,0,0,1.547,0,46.2908,4.84,19962,19962,19966,59,51.16,62,22.4677,27.9063,16.8344,22.0546,10.1919,32.0794,41.4358,57.5023,54.0295,32.5508,50.3628,122.046,9325.6203,5,0,train
+9910,Luxembourg,EUR,cool_moist,6.138058,49.59833,280,12,background,urban,0,0,0,0,0,23.3,0,0,0,0,0,0,34.5,9.9,31.1,0,0,2.507,0,11.2737,4.93,18395,19966,19966,60,53.87,62,17.4456,21.8066,12.9519,15.0372,5.5136,25.7303,36.2564,52.6302,47.4298,26.0972,45.3536,90.0821,5374.7902,3.6667,0,train
+9911,Luxembourg,EUR,cool_moist,6.126953,49.611389,280,44,traffic,urban,0,0,0,0,0,23.3,0,0,0,0,0,0,34.5,9.9,31.1,0,0,1.136,0,41.3863,4.78,18395,19966,19966,62,58.05,62,12.1623,14.2394,10.0608,10.0248,3.2581,18.5459,26.8164,39.0015,36.0893,18.2999,35.266,14.9904,737.58,0,0,train
+9912,Luxembourg,EUR,cool_moist,6.176397,49.94389,515,105,background,rural,0,0,0,0,0,47.8,0,0,0,0,1.1,0,15,0,35.2,0,0,0.813,0,6.63081,3.76,1303,1303,4522,22,15.08,47,31.4041,34.2787,28.465,30.2415,22.0546,39.2638,49.4557,66.685,62.7385,38.2625,55.3499,217.9734,15965.4401,11,0.3333,test
+9915,Latvia,EUR,cool_moist,21.004694,56.523175,4,4,traffic,urban,49.2,1.1,0,0,0,19.9,0,0,0,0,0,0,12.4,0,14.6,0,0,0,0,5.68775,1.4,15365,15365,15365,58,34.57,58,28.4164,29.4985,27.441,28.9048,21.1523,36.0893,41.5862,48.4372,46.3751,33.335,43.6779,20.6973,3074.8382,0,0,val
+9919,Latvia,EUR,cool_moist,27.333369,56.510203,157,15,traffic,urban,2.5,0,0,0,0,22.7,0,0,0,0,0,0,12.6,0,58.7,0,0,0.099,0,2.40551,1.06,3922,10898,19203,48,26.53,51,25.1754,26.9608,23.5333,25.087,18.4958,31.6032,37.3675,44.247,41.9413,29.6159,40.2018,14.0927,1824.8495,0,0,train
+9923,Latvia,EUR,cool_moist,24.156508,56.935928,7,5,background,urban,12.9,10.9,0,0,0,48.3,0,0,2.1,0,0,1.8,0,6.2,16.1,0,0,0.287,0,16.4827,2.18,27479,27479,27479,63,60.84,63,27.3544,29.284,25.3526,26.8999,19.5734,35.187,41.5027,47.9256,46.3647,33.0564,45.4726,27.7164,4282.9097,0,0,train
+9925,Latvia,EUR,cool_moist,24.115872,56.950606,8,11,background,urban,16.1,10,0,0,0,47.1,0,0,2.1,0,0,1.8,0,6.2,15,0,0,0,0,16.4827,2.18,27479,27479,27479,63,62.25,63,24.5125,25.6146,23.1846,24.2517,15.7055,32.9816,40.2112,48.1762,45.7193,29.752,46.1172,24.3727,3882.6519,0,0,train
+9926,Latvia,EUR,cool_moist,24.1158,56.9575,6,11,traffic,urban,16.1,10,0,0,0,47.1,0,0,2.1,0,0,1.8,0,6.2,15,0,0,0,0,16.4827,2.18,27479,27479,27479,63,62.14,63,10.2894,9.2526,11.2857,8.0366,3.9598,14.891,21.7037,30.4754,28.5686,12.3452,27.4283,5.0185,51.742,0,0,train
+9929,Latvia,EUR,cool_moist,21.591989,57.404633,1,4,background,urban,45.6,3.2,0,0,0,33.6,0,0,0,0,0,0,8.8,0,6.9,0,0,0.391,0,6.61888,1.25,7926,8279,8279,61,40.27,62,28.9104,28.3598,24.0202,26.666,18.2953,34.761,41.2019,46.882,45.3184,32.4033,47.3527,20.8596,3242.7561,0,0,val
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+9938,Macedonia,EUR,cool_dry,21.33667,41.030277,600,53,traffic,urban,0,0,0,0,10.4,7.2,0,0,0,0,10.4,0,51.2,0,18.1,0,0,0,0,2.54273,1.68,6124,6124,6124,56,30.24,59,33.77,-999,-999,-999,-999,-999,-999,-999,-999,-999,66.2202,-999,-999,-999,-999,val
+9944,Macedonia,EUR,warm_dry,22.007227,41.440556,269,98,industrial,urban,0,1.2,0,0,6.8,12.9,0,0,6.8,0,16.7,0,34.8,1.5,18,0,0,0.921,0.31,1.718,1.57,1627,1628,2183,47,18.36,47,23.7261,-999,-999,-999,-999,-999,-999,-999,-999,-999,45.447,-999,-999,-999,-999,val
+9946,Macedonia,EUR,warm_dry,22.415848,41.913891,349,56,traffic,urban,0,0,0,0,17.3,2.7,0,0,0,0,10.2,0,31.6,0,36.5,0,0,0.691,0.44,1.84621,1.19,2474,2474,2474,31,16.92,55,23.0092,28.1255,20.0551,23.859,14.7189,33.1884,40.8731,48.4248,46.1285,32.5001,43.021,23.4225,4512.1626,0,0,val
+9947,Macedonia,EUR,warm_dry,21.714737,42.135559,337,8,industrial,urban,0,0,0,0,5.9,0,0,0,0,0,3.9,0,59.8,2.3,27.6,0,0,1.115,0.173,1.70888,1.58,6169,6173,42986,58,31.94,62,32.4751,-999,-999,-999,-999,-999,-999,-999,-999,-999,59.2791,-999,-999,-999,-999,val
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+10069,Netherlands,EUR,cool_moist,5.853614,51.541111,28,6,background,rural,0,1,0,0,0,14.9,0,0,0,0,0,0,12.6,11.1,59.6,0,0,2.317,0,3.03793,9.16,3431,3703,28947,15,12.06,61,19.8737,25.1224,14.6765,19.0936,9.2736,28.3872,36.969,53.3846,48.9425,29.5039,46.5272,108.4369,6299.9218,3.3333,0.3333,test
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+10072,Netherlands,EUR,cool_moist,4.450841,51.787498,-1,0,background,rural,6,6.6,0,0,0,5.2,0,0,0,0,5.9,1.2,38.7,26.2,9.6,0,0,3.411,0,8.70702,9.66,4028,11303,44575,35,31.65,63,20.3637,25.0246,15.697,20.6234,9.853,29.3018,36.496,48.9564,46.3953,29.6806,44.4394,112.9438,4403.1921,2.3333,0,train
+10073,Netherlands,EUR,cool_moist,5.050842,52.804722,-4,0,background,rural,48.3,0,0,0,0,0,0,0,0,0,7,1.1,26.2,5.2,10.1,0,0,3.107,0,2.79703,5.07,744,1371,30538,13,15.66,61,24.3189,27.6882,20.8571,25.4598,15.2341,33.0265,39.3317,48.834,46.548,31.9982,46.5584,92.4962,4791.8131,2.6667,0.3333,train
+10075,Netherlands,EUR,cool_moist,5.882236,50.903057,96,22,background,suburban,0,0,0,0,0,11.6,0,0,0,0,2.1,0,28.3,25.2,31.5,0,0,1.721,0,10.4724,8.74,6575,18252,27309,42,44.35,63,19.6312,24.5755,14.6494,19.3409,9.0081,27.7765,36.1284,51.4863,47.8264,29.2309,45.3487,94.4373,5232.938,2.6667,0,train
+10079,Netherlands,EUR,cool_moist,4.838336,52.138889,-2,0,background,rural,0,4.8,0,0,0,8.6,0,0,0,0,28.1,0,18.7,24.5,13.7,0,0,0.558,0,6.74725,8.19,4742,6748,51230,14,24.44,63,20.3722,24.6074,16.0551,20.4316,10.0026,29.4689,36.0877,48.1811,45.0339,29.1616,44.7431,111.5948,4220.589,3,0.6667,train
+10080,Netherlands,EUR,cool_moist,3.916947,51.635559,-1,0,background,rural,38.7,4.1,0,0,0,2.4,0,0,0,0,2.5,3.1,41.5,3.5,3.3,0,0,0,0,2.76745,7.97,21,1653,14347,15,14.06,63,24.3214,28.2136,20.5138,25.3838,14.8891,33.4135,40.1157,50.2783,47.9751,32.6711,46.5681,113.9951,5335.4157,1.6667,0,test
+10089,Norway,EUR,cool_moist,10.48785,59.95238,80,118,background,urban,14.4,58.2,0,0,0,18.7,0,0,2.6,0,0,0,0,3.7,0,0,0,0.363,0,5.61351,1.71,6141,6141,12917,62,52.6,63,21.7365,25.1483,18.3345,21.981,11.2006,31.1107,38.3193,45.8218,44.3913,29.8227,43.3997,34.2782,2693.3478,0,0,train
+10096,Norway,EUR,cool_moist,10.763333,59.915279,41,25,background,urban,10.4,59.2,0,0,0,19.3,0,0,2.7,0,0,0,0,4.5,1.5,0,0,0,0,18.943,2.13,9126,12901,12917,63,60.84,63,25.274,-999,-999,-999,-999,-999,-999,-999,-999,-999,41.5098,-999,-999,-999,-999,train
+10098,Norway,EUR,cool_moist,9.4,59.200001,25,82,background,suburban,3.6,66.7,0,0,0,26.4,0,0,1.3,0,0,0,0,0,1,0,0,0.112,0,0.031888,1.27,706,707,2323,23,13.11,63,28.3058,31.3011,24.6353,28.6822,20.2326,35.531,42.048,48.1886,47.4837,35.0082,46.9908,25.1891,4888.7197,0,0,train
+10118,Norway,EUR,cool_moist,5.326675,60.394726,5,272,background,urban,21.6,43.1,0,0,0,23.8,0,3.8,2.8,0,2.8,0,0,0,0,0,0,0.021,0,4.95295,1.7,2737,5522,5536,62,55.63,62,18.9432,19.2004,18.7337,19.2476,8.6188,27.9116,34.1896,42.8311,38.0488,24.7317,38.591,18.7295,748.8833,0,0,test
+10134,Norway,NPO,polar_moist,11.883333,78.900002,474,397,background,rural,44.8,0,0,0,0,0,0,0,0,0,4.8,0,0,0,0,49.7,0,0,0,0,0.09,0,0,0,0,0,0,34.1775,34.0649,34.3361,34.5054,28.9967,39.4701,43.4241,48.4572,46.2897,36.0283,44.41,17.3033,3621.4023,0,0,test
+10140,Poland,EUR,cool_moist,15.312167,50.912475,645,205,background,rural,0,10.5,0,0,0,40.1,0,0,0,0,0,0,8.5,2.9,36.3,0,0,0.14,0,0.522678,2.45,1117,2103,16313,26,13.4,60,36.1978,37.1817,35.2523,35.0868,28.2365,43.2737,52.9644,64.4929,61.5481,41.0978,55.2942,115.6841,16024.9369,5.3333,0,train
+10146,Poland,EUR,cool_moist,15.678769,50.861875,341,0,background,urban,0,11.7,0,0,0,39.7,0,0,1.3,0,1.2,0,4.9,1.7,38.9,0,0,0.972,0,1.50126,2.29,7322,10125,10825,39,25.42,56,23.7615,29.8022,16.9162,23.057,10.359,34.4185,45.6128,59.4805,56.5427,34.8098,52.3852,68.7451,10974.9551,0.6667,0,train
+10148,Poland,EUR,cool_moist,16.653614,50.433522,300,18,background,urban,0,9.3,0,0,0,32.6,0,0,0,0,0,0,22.9,1,32.8,0,0,2.995,0,2.25079,2.45,15519,15519,15519,38,21.25,47,21.5262,28.8557,14.3071,19.7154,7.4768,32.5806,44.4433,57.7997,55.7281,33.5931,51.1785,74.582,11138.5105,0.3333,0,train
+10156,Poland,EUR,cool_moist,15.431735,51.317697,190,14,background,rural,0,36.5,0,0,0,24.8,0,0,0,0,1.1,0,17.9,1.6,17.6,0,0,0.243,0,0.984166,3.02,288,871,19394,17,10.63,56,22.6871,29.7631,15.5975,21.3863,10.359,32.2465,43.6079,58.1439,55.7421,33.9926,51.4299,80.8243,11056.7701,1.6667,0,train
+10164,Poland,EUR,cool_moist,16.269675,50.768758,436,24,background,urban,0,2.8,0,0,0,26.4,0,0,0,0,0,0,27.3,4.2,38.3,0,0,0,0,2.1463,2.61,19681,19681,30644,54,38.27,58,25.8296,32.025,19.6437,25.062,13.7006,36.4234,47.4507,60.8572,58.7495,36.4263,53.3743,87.7271,14265.5664,2.3333,0,train
+10167,Poland,EUR,cool_dry,17.141122,51.115939,120,2,background,suburban,0,0,0,0,0,11.4,0,0,0,0,0,0,55,8.3,24.6,0,0,1.76,0,14.3051,3.9,25220,28437,28437,48,43.31,63,21.507,-999,-999,-999,-999,-999,-999,-999,-999,-999,46.9545,-999,-999,-999,-999,train
+10168,Poland,EUR,cool_dry,17.029267,51.129391,121,2,background,urban,0,0,0,0,0,10.1,0,0,0,0,0,0,58.3,7.9,23.3,0,0,0.121,0,28.8198,3.97,28437,28437,28437,62,61.45,63,22.9864,28.8035,17.2581,21.7204,10.5261,33.0818,43.6079,57.9767,55.4497,33.4565,51.4502,94.6785,11368.2675,2,0,train
+10181,Poland,EUR,cool_dry,18,53.134167,40,1,background,urban,0,23.3,0,0,0,15.9,0,0,0,0,0,0,31.3,5.8,22.3,0,0,0,0,9.51792,2.79,18770,27397,27451,63,56.61,63,21.9756,23.8229,-999,18.6461,8.6464,28.6208,36.766,47.693,45.3779,27.5501,45.1849,-999,5396.6361,0.5,-999,train
+10182,Poland,EUR,cool_moist,18.781944,53.871667,44,47,background,urban,0,3.2,0,0,0,15.6,0,0,0,0,0,0,61.1,2.4,16.4,0,0,1.6,0,2.31864,2.44,1048,1405,22092,12,13.24,61,22.2316,-999,-999,-999,-999,-999,-999,-999,-999,-999,47.1577,-999,-999,-999,-999,val
+10192,Poland,EUR,cool_moist,17.933333,53.65,40,5,background,rural,0,37.9,0,0,0,14.8,0,0,0,0,0,0,30.6,1.1,14.5,0,0,0.149,0,0.498373,2.1,1013,1114,9622,0,3.38,60,26.918,32.642,21.1991,26.3151,16.5785,35.7718,45.1817,60.4368,58.4509,36.4641,52.4083,123.4481,12638.2251,3.6667,0,train
+10197,Poland,EUR,cool_dry,23.149445,52.029167,144,3,background,urban,0,0,0,0,0,18.4,0,0,0,0,0,0,39.4,2.2,39.3,0,0,0.927,0,2.3331,1.93,15530,15530,15530,53,33.11,59,22.2125,26.3984,18.0408,20.8182,13.2996,29.7236,38.7509,50.5912,48.7372,30.3331,44.5942,45.8996,5953.4886,0.6667,0,train
+10198,Poland,EUR,cool_moist,22.996668,50.591389,240,49,background,rural,0,16.5,0,0,0,25.3,0,0,0,0,0,0,29.2,0,26.3,0,0,0.543,0,0.303118,1.81,609,653,9639,8,9.41,59,23.9443,-999,-999,-999,-999,-999,-999,-999,56.4459,-999,47.4189,-999,-999,-999,-999,val
+10200,Poland,EUR,cool_dry,22.569134,51.25943,191,30,background,urban,0,0,0,0,0,6.3,0,0,0,0,0,0,76.7,4.8,11.7,0,0,0.816,0,19.4977,2.4,31465,31465,31465,63,59.68,63,21.3761,26.2569,17.2754,20.6887,11.0273,30.6007,40.4501,52.5645,50.4122,30.8448,47.6299,63.3053,6831.1394,0.5,0,test
+10204,Poland,EUR,cool_dry,22.598611,51.163333,202,12,background,suburban,0,0,0,0,0,3.1,0,0,0,0,0,0,85.3,4.4,6.8,0,0,2.202,0,1.02183,2.39,1325,19493,31465,23,22.78,63,24.537,29.5317,19.5637,22.8315,12.8568,34.761,44.3598,56.0276,54.5819,33.7638,50.7218,79.6568,11128.4226,1,0,test
+10206,Poland,EUR,cool_dry,19.233333,52.143333,177,7,background,rural,0,0,0,0,0,3.6,0,0,0,0,0,0,84.2,1.7,9.9,0,0,2.822,0,0.872647,3.64,728,849,16271,9,9.77,56,25.3059,31.739,18.862,24.2767,15.0873,34.1553,44.2628,58.1665,55.6794,36.096,52.9406,106.6419,11726.1533,1.6667,0,train
+10207,Poland,EUR,cool_dry,19.529722,51.758057,235,33,background,urban,0,1.4,0,0,0,13,0,0,0,0,0,0,41.8,13.7,29.7,0,0,2.388,0,4.75102,3.97,32848,32848,32848,62,58.05,63,26.4288,30.6447,22.2411,25.8473,15.5092,35.8554,45.9771,59.5497,57.9183,35.1579,53.1171,103.8898,12900.8202,2,0,train
+10211,Poland,EUR,cool_dry,19.36861,51.668056,186,7,industrial,urban,0,1.8,0,0,0,14.1,0,0,0,0,0,0,35.2,13.7,34.8,0,0,1.559,0,2.58336,4.03,17363,18548,32848,59,41.38,63,23.1081,27.9965,18.1761,21.9543,12.249,31.5593,41.5328,57.5854,55.9102,32.6121,50.4771,122.8025,9592.7327,2,0,train
+10212,Poland,EUR,cool_dry,19.5175,51.291111,166,28,background,rural,0,6.3,0,0,0,19.1,0,0,0,0,1.4,0,38.9,4.3,29.8,0,0,2.531,0,1.92146,4.31,927,1032,21129,9,8.26,61,27.8246,33.5411,22.1766,26.9834,17.5768,36.8453,46.9328,61.308,59.4679,37.6258,54.4002,113.6311,14921.8265,2,0,train
+10214,Poland,EUR,cool_dry,19.696957,51.404408,195,16,background,urban,0,5.7,0,0,0,18.8,0,0,0,0,0,0,45.2,2.8,27,0,0,1.954,0,9.15277,4.17,15367,15367,21129,55,39.07,61,22.5756,28.3592,16.8152,21.0855,10.5093,32.0418,43.0732,58.1188,56.1848,33.1626,52.1703,86.4816,10636.2958,1,0,train
+10217,Poland,EUR,cool_dry,15.228658,52.738221,22,15,background,urban,0,20.8,0,0,0,38,0,0,0,0,0,0,12.9,1.8,26.1,0,0,0.852,0,4.85893,2.47,21408,21408,21408,60,46.28,61,21.4696,25.4921,17.4951,20.5509,10.1919,31.0769,39.5979,51.7948,49.5004,29.6615,46.4886,46.2981,5408.616,0.3333,0,train
+10219,Poland,EUR,cool_dry,15.205833,52.172501,77,16,background,rural,0,35.6,0,0,0,35.6,0,0,0,0,0,0,12.3,0,14.9,0,0,0.136,0,0.573236,3,155,784,1791,0,0.44,50,24.5979,31.0438,18.1573,23.7253,14.3689,33.0818,43.1066,57.2683,54.847,35.1329,49.9771,73.9067,10775.6648,1.6667,0,train
+10220,Poland,EUR,cool_dry,15.124,52.43696,86,3,background,urban,0,29.5,0,0,0,38.9,0,0,0,0,0,0,14.3,0,15.5,0,0,0.574,0,0.282278,2.81,670,670,1077,21,11.92,37,24.1862,-999,-999,-999,-999,-999,-999,-999,-999,-999,47.1305,-999,-999,-999,-999,train
+10224,Poland,EUR,cool_dry,15.5189,51.9398,150,73,background,urban,0,26.8,0,0,0,31.2,0,0,0,0,0,0,13.2,2.6,25.7,0,0,0.785,0,5.94641,2.98,27511,27511,27511,58,43.34,60,26.0435,28.3294,23.883,25.3962,16.2068,34.7527,43.775,55.9718,54.3328,32.3515,49.3851,72.7662,8456.44,0.6667,0,train
+10226,Poland,EUR,cool_moist,19.948889,50.010278,230,39,background,urban,0,0,0,0,0,18.2,0,0,0,0,0,0,26,11.4,43,0,0,3.357,0,15.7609,4.76,20260,31065,31065,62,57.55,63,16.6169,22.4565,10.7628,12.7816,4.0099,25.3126,37.0918,51.8783,49.4497,27.5594,46.298,67.4731,5747.0943,1,0,test
+10236,Poland,EUR,cool_moist,20.2575,50.007222,230,42,background,urban,0,0,0,0,0,17.3,0,0,0,0,0,0,31.6,7.7,42.7,0,0,3.661,0,1.93352,3.56,1881,2401,31065,26,26.96,63,23.7464,29.1201,18.5359,22.3887,12.0297,33.4995,43.775,56.8072,54.7605,33.4586,50.8611,84.0352,10460.0545,0.3333,0,test
+10237,Poland,EUR,cool_moist,21.117222,49.604444,327,144,background,rural,0,3,0,0,3.5,42.9,0,0,0,0,0,0,7.7,0,41.4,0,0,0.036,0,1.77914,2.23,2211,2283,9963,8,9.6,55,28.363,33.2929,23.4295,27.4011,18.2117,36.9247,46.6153,57.4755,55.6376,37.5856,53.4362,115.29,13139.3831,2.6667,0,train
+10238,Poland,EUR,cool_moist,21.004722,50.020278,230,25,background,urban,0,0,0,0,0,16.7,0,0,0,0,0,0,40.8,2.7,38.6,0,0,3.247,0,4.16389,3.55,19875,22651,22651,58,48.38,60,17.9123,-999,-999,-999,-999,-999,-999,-999,-999,-999,40.8897,-999,-999,-999,-999,train
+10243,Poland,EUR,cool_dry,20.791511,51.835164,180,32,background,rural,0,0,0,0,0,10.6,0,0,0,0,0,0,18.5,0,69.8,0,0,2.42,0,1.62679,3.28,810,1034,5479,26,18.87,56,25.7948,30.1072,21.4737,25.0453,15.8434,34.4394,43.5628,55.936,54.5641,35.3159,50.7431,73.0521,9592.6942,0,0,train
+10244,Poland,EUR,cool_dry,20.454651,52.285858,81,7,background,rural,0,6.7,0,0,0,13.4,0,0,0,0,0,0,46.7,4.6,27,0,0,1.006,0,2.16682,3.36,611,1252,30371,12,7.83,62,25.1045,32.3166,17.8864,23.7922,13.5669,35.2915,45.7582,60.1428,57.5152,36.8023,54.491,108.6686,13928.0896,2.3333,0,train
+10245,Poland,EUR,cool_dry,20.955916,52.407577,95,7,background,suburban,0,8.6,0,0,0,21.1,0,0,1,0,0,0,11.7,21.7,33.7,0,0,0.419,0,4.81535,3.86,33909,33909,87128,56,45.46,63,23.0868,28.7701,17.3978,21.7538,12.0297,32.2965,42.4768,56.8597,55.0912,33.3325,50.1221,91.3731,9576.6694,1.3333,0,train
+10247,Poland,EUR,cool_dry,19.687705,52.556219,104,39,industrial,urban,0,9.4,0,0,0,13.6,0,0,0,0,0,1.1,53.7,2.8,17.5,0,0,0.938,0,6.91513,3.2,18805,18826,18826,62,50.27,63,23.2293,27.2452,19.0718,21.971,13.3497,31.6909,41.1401,54.9416,51.4627,31.2185,48.7088,79.8535,8171.3216,1.6667,0,val
+10251,Poland,EUR,cool_dry,21.147451,51.399096,173,17,background,urban,0,0,0,0,0,13.3,0,0,0,0,0,0,44.5,3.8,37.5,0,0,1.411,0,1.76654,2.96,26800,26800,26800,63,56.03,63,21.8576,26.4875,17.2478,20.5007,11.0106,30.8514,40.4802,53.355,51.4556,31.2171,47.1907,58.0522,7837.269,0.3333,0,train
+10255,Poland,EUR,cool_dry,20.962153,52.280983,98,13,background,urban,0,8.4,0,0,0,22.7,0,0,0,0,0,0,13.6,25.9,26.5,0,0,0.183,0,34.8716,4.65,77084,87128,87128,63,62.8,63,20.8254,25.5791,16.0822,19.5484,8.4041,30.559,40.9346,55.8548,53.8206,30.9152,50.8857,88.9639,8494.4997,1,0,train
+10256,Poland,EUR,cool_dry,21.042459,52.290859,85,5,background,urban,0,8.7,0,0,0,23,0,0,0,0,0,0,11.9,25.4,28.3,0,0,0.484,0,120.642,4.69,80758,87128,87128,63,62.89,63,20.4716,25.1413,15.7915,18.997,8.9722,29.4228,39.5312,54.0407,51.6235,30.1401,47.0647,64.751,7147.6883,0,0,train
+10259,Poland,EUR,cool_dry,21.01904,52.224583,112,34,background,urban,0,7.4,0,0,0,23.9,0,0,0,0,0,0,12.7,25.8,27.8,0,0,0.072,0,120.642,4.69,87128,87128,87128,63,63,63,20.8407,24.2704,17.4488,19.281,9.4066,29.9909,39.8486,54.0253,50.9845,29.3357,48.4043,70.8198,6677.8543,0.6667,0,train
+10262,Poland,EUR,cool_dry,21.033819,52.160773,102,18,background,urban,0,5.4,0,0,0,21,0,0,0,0,0,0,14.6,23.4,33.8,0,0,0.913,0,9.02534,4.68,43643,86444,87128,63,62.32,63,22.9726,27.9249,18.025,21.6703,11.4951,32.4135,42.7558,57.4254,54.8983,32.9897,51.1551,77.2227,9880.6165,1,0,train
+10270,Poland,EUR,cool_moist,23.230001,53.141945,146,30,background,suburban,0,11.4,0,0,0,31.7,0,0,0,0,0,0,9.8,4.7,42,0,0,0.597,0,3.41701,1.59,27515,41886,41886,53,42.05,63,25.7234,32.6574,22.6028,26.8164,18.2952,36.0893,44.861,56.9058,54.4159,36.7816,48.1258,80.4458,11287.4317,1.5,0,train
+10272,Poland,EUR,cool_moist,23.641945,53.218891,180,17,background,rural,0,12.7,0,0,0,33.7,0,0,0,0,0,0,21.6,0,30.1,0,0,0.093,0,0.176466,1.79,149,189,1613,0,0.72,45,25.5454,31.4956,19.6529,24.8114,15.5385,35.0868,43.4408,55.4706,53.6327,35.8608,49.7046,85.3796,9601.7948,1,0,train
+10277,Poland,EUR,cool_moist,21.482778,49.739167,238,15,background,urban,0,0,0,0,2,23.2,0,0,0,0,0,0,15.4,2.6,56.6,0,0,2.884,0,5.65234,2.21,11759,11759,14858,53,38.59,61,23.3949,-999,-999,-999,-999,-999,-999,-999,-999,-999,49.3795,-999,-999,-999,-999,train
+10283,Poland,EUR,cool_moist,17.046667,54.463612,25,28,background,urban,3.9,4.1,0,0,0,32,0,0,0,0,0,0,23.9,1,34.5,0,0,0.788,0,3.04914,1.82,13152,21459,24915,57,40.43,62,24.9511,28.5142,21.4161,24.7554,15.7866,33.7251,41.0718,51.5983,49.0125,32.616,46.7963,57.2297,5906.8513,0.6667,0,train
+10291,Poland,EUR,cool_moist,18.493334,54.560833,70,60,background,urban,34.8,3.2,0,0,0,20.5,0,0,0,0,0,0,14,6.2,19,0,0,0.317,0,9.01363,2.48,12968,25231,25678,62,57.23,63,25.2834,27.3755,23.2052,25.7462,17.0205,33.6215,40.0157,48.5822,47.0301,31.5103,45.7984,37.6985,3943.8738,0.3333,0,train
+10292,Poland,EUR,cool_moist,18.557499,54.328331,105,69,background,urban,17.8,2.4,0,0,0,16.3,0,0,0,0,0,0,33.6,5.9,21.7,0,0,1.431,0,5.4963,2.83,11526,20876,25678,61,54.09,63,21.7072,-999,-999,-999,-999,-999,-999,-999,45.8509,28.5147,44.5953,-999,-999,0,-999,train
+10295,Poland,EUR,cool_moist,18.620001,54.380276,40,10,background,urban,30,2.6,0,0,0,13.6,0,0,0,0,0,0,28.7,6.4,16.3,0,0,0.025,0,10.8991,2.84,20876,20876,25678,63,62.44,63,20.9781,23.7232,18.2516,21.027,11.1776,29.9575,36.7576,46.066,43.8877,27.9281,42.3382,33.9218,2642.2942,0,0,train
+10297,Poland,EUR,cool_moist,18.464806,54.465847,147,102,background,urban,28.9,2.9,0,0,0,22.2,0,0,0,0,0,0,15.1,7,22,0,0,0.94,0,5.77458,2.73,23331,25678,25678,59,52.25,63,24.644,28.1584,21.122,25.2458,15.4716,33.5831,40.4333,50.5584,48.52,32.678,46.6717,59.5623,5089.8313,0.3333,0,train
+10303,Poland,EUR,cool_moist,20.605011,50.872548,275,33,background,urban,0,5.7,0,0,0,33.1,0,0,0,0,0,0,13.8,4.2,42.8,0,0,0.735,0,4.71603,3.11,25067,25067,25067,62,54.22,63,22.7616,28.4255,16.7028,21.6369,9.6739,33.299,44.0506,58.8977,56.4501,33.6237,52.8634,94.6612,11464.5216,1.3333,0,test
+10309,Poland,EUR,cool_moist,19.027222,49.81361,365,58,background,urban,1.1,1.5,0,0,0,41.1,0,0,0,0,0,2,7.9,8.4,37.1,0,0,0.583,0,17.3094,3.94,19288,19288,19288,63,53.68,63,26.1191,29.4878,22.7789,25.062,14.1183,35.9222,47.2837,60.483,58.663,35.0791,53.7719,138.0999,13649.0267,3.6667,0,train
+10312,Poland,EUR,cool_moist,18.639166,49.738056,353,22,background,urban,0,4.8,0,0,0,35,0,0,0,0,0,0,5,12.7,41.1,0,0,3.47,0,24.5346,3.97,11034,13263,29735,44,39.66,61,29.1054,33.6255,24.7548,27.5682,17.5434,39.598,50.8508,63.4068,61.5093,38.4258,57.0244,151.5741,18251.96,5,0,train
+10315,Poland,EUR,cool_moist,19.130001,50.836388,265,17,background,urban,0,6,0,0,0,27.9,0,0,0,0,0,0,27.6,6.9,31.5,0,0,0.503,0,18.3277,4.71,20499,20499,20509,62,53.73,63,24.7273,30.9129,18.5857,24.2266,12.531,34.9197,45.4458,60.1488,57.756,35.6643,53.6807,115.0316,13490.8564,3.3333,0,train
+10316,Poland,EUR,cool_moist,19.230833,50.328888,293,38,background,urban,0,10.3,0,0,0,28.2,0,0,0,0,0,0,3.9,31.3,24.6,0,0,0.246,0,6.96134,6.82,18492,29623,44964,60,57.78,63,20.8935,27.0605,14.6973,18.3788,6.6832,31.5781,43.3572,59.6475,58.0126,32.2258,52.689,119.2599,11592.0118,3.6667,0,train
+10319,Poland,EUR,cool_moist,18.974445,50.264446,273,14,background,urban,0,5.1,0,0,0,25.1,0,0,0,0,0,0,6.3,41.8,20.3,0,0,0.588,0,11.4431,7.28,32165,44752,44964,62,61.47,63,19.3349,25.5151,13.2226,16.708,5.3466,29.239,41.1685,58.3109,56.1598,30.4667,50.4403,142.3099,10035.2704,3.3333,0,train
+10321,Poland,EUR,cool_moist,18.515833,50.111111,245,11,background,urban,0,3.3,0,0,0,27.7,0,0,0,0,0,0,21.5,17.5,28.4,0,0,0.561,0,12.1229,6.33,14763,14763,20126,62,50.28,63,22.7608,-999,-999,-999,-999,-999,-999,-999,-999,-999,52.444,-999,-999,-999,-999,train
+10327,Poland,EUR,cool_moist,18.455557,50.007778,271,24,background,urban,0,3.5,0,0,0,19.8,0,0,0,0,0,0,20.5,24,30.2,0,0,2.436,0,5.95132,5.14,8220,13527,29735,55,45.64,63,22.2156,27.818,16.5948,20.0496,9.3565,31.9123,43.942,59.8146,57.5799,32.598,52.5851,151.7745,12006.3311,4,0,train
+10328,Poland,EUR,cool_moist,18.772499,50.316666,255,18,background,urban,0,5.7,0,0,0,28,0,0,0,0,0,0,12.8,30.9,21.7,0,0,0.357,0,22.0868,7.26,31458,31458,44964,62,59.34,63,20.434,26.3928,14.4526,17.8776,6.8503,30.4085,42.1042,58.889,56.9086,31.3466,51.9603,144.4873,11055.4388,4,0.3333,train
+10329,Poland,EUR,cool_moist,19.458334,50.711113,291,28,background,rural,0,6.2,0,0,0,26.6,0,0,0,0,0,0,22.2,3.9,40.9,0,0,0.625,0,0.786088,4.63,699,964,20499,11,8.76,63,29.6206,35.4083,23.8878,28.4036,18.713,38.7626,49.6227,63.6575,61.3184,39.5232,55.6515,136.6204,18965.5453,5.3333,0.3333,train
+10333,Poland,EUR,cool_moist,19.410833,54.168056,16,19,background,urban,12.5,0,0,0,1.1,9.6,0,0,0,0,0,0,46.2,1,27,0,0,1.1,0,4.21033,2.18,13137,18753,20342,61,42.07,61,26.5846,29.3272,23.9348,25.2876,15.0873,37.8436,46.3145,57.6426,55.3118,33.1192,53.0897,78.9004,10771.8354,0,0,train
+10334,Poland,RBU,cool_moist,22.307222,54.305832,167,23,background,urban,0,1.3,0,0,0,30.6,0,0,0,0,0,0,9.7,0,57.3,0,0,1.233,0,0.512493,1.66,707,708,709,33,18.65,45,25.4137,-999,-999,-999,-999,-999,-999,-999,-999,-999,45.6356,-999,-999,-999,-999,train
+10336,Poland,EUR,cool_moist,20.48194,53.78778,120,20,background,urban,0,11.8,0,0,0,39.3,0,0,0,0,0,0,9.7,2.2,34.8,0,0,0.329,0,2.54398,1.98,26232,26232,26232,61,50.46,62,26.1983,30.0023,22.4025,26.29,16.4595,35.3374,43.044,54.3169,51.8157,34.4428,49.001,61.1597,8341.1453,0.5,0,train
+10337,Poland,EUR,cool_moist,19.96528,53.69167,120,12,background,urban,0,3.3,0,0,0,34.7,0,0,0,0,0,0,25.3,0,33.6,0,0,0.658,0,0.985817,2.12,14149,14149,14149,41,21.47,49,25.9107,29.8198,22.2041,25.3794,16.4574,34.8362,42.8059,54.288,51.8572,33.6725,48.7658,70.4839,8353.3854,0.3333,0,train
+10343,Poland,EUR,cool_dry,16.877288,52.420319,84,24,background,urban,0,3,0,0,0,19.5,0,0,0,0,0,0,50.7,11.2,14,0,0,0.453,0,20.07,3.32,27446,28163,28163,63,62.67,63,21.7669,27.2302,16.3938,20.3837,9.9747,31.1437,41.3657,55.8274,53.9803,31.9432,49.0794,74.4115,8621.9274,0.3333,0,train
+10345,Poland,EUR,cool_dry,17.773465,52.50139,122,21,background,rural,0,3.1,0,0,0,12.5,0,0,0,0,0,0,71.7,2.8,8.6,0,0,1.823,0,1.17864,3.14,987,994,22387,6,7.5,60,28.227,34.3832,22.0791,26.9333,16.5075,38.1193,49.043,64.7094,62.5708,39.0391,57.9352,165.8528,18601.9823,8.6667,0,train
+10353,Poland,EUR,cool_dry,14.382308,53.122318,15,22,background,rural,0,1.2,0,0,0,26.5,0,0,0,0,0,0,51.7,1.8,18,0,0,1.225,0,0.861566,3.31,358,521,1921,8,9.21,58,26.3028,30.7369,21.9356,25.7303,17.2093,34.2514,42.9396,55.4706,53.0479,34.2473,49.7697,85.6349,9022.1322,1.6667,0,test
+10358,Poland,EUR,cool_dry,14.663347,53.380975,17,8,background,urban,3,6.8,0,0,0,28.5,0,0,0,0,0,0,33.2,6.4,20.4,0,0,0.408,0,1.03595,2.99,5178,17389,17389,58,39.56,63,25.713,29.7118,21.7069,25.3962,16.0397,34.7526,43.0732,57.1414,53.7789,34.0788,50.6821,100.7644,9402.8401,2,0,test
+10364,Portugal,EUR,warm_dry,-9.207505,38.738888,109,144,background,urban,34,0,0,0,0,2.3,0,1.7,17.3,0,3.4,1,20.4,14.8,2.1,0,0,0.094,0.029,37.4962,3.6,81509,138925,138925,63,63,63,23.0446,27.4777,18.6207,24.544,11.1442,33.6499,40.7508,49.9776,47.2816,32.7285,45.4164,54.5666,5126.2734,0,0,train
+10365,Portugal,EUR,warm_dry,-9.063066,38.649445,9,17,traffic,urban,33.5,0,0,0,0,1.1,0,1.6,15.9,1.4,2.5,1.6,26,12.6,1.2,0,0,0.254,0,10.28,3.27,62804,62804,138925,63,60.64,63,26.4508,30.9055,22.0449,26.5908,16.4657,35.9891,43.8836,53.9584,49.8421,36.3788,49.2569,58.937,8075.3729,0,0,train
+10366,Portugal,EUR,warm_dry,-9.040556,38.896114,40,15,background,urban,10.7,0,0,0,0,0,0,0,27,0,1.8,1.1,43.8,9.1,3.6,0,0,0,0,12.3917,2.97,14150,21849,138925,62,49.68,63,27.9521,31.9914,24.0159,28.838,16.9753,38.3114,46.5301,56.9171,54.5892,37.4685,50.8835,95.6159,11390.8751,1.6667,0.3333,train
+10368,Portugal,EUR,warm_dry,-8.894175,38.529167,2,26,background,urban,28.1,0,0,0,0,0,0,1.9,22.7,2.6,3.8,2.2,31.7,2.6,1.1,0,0,0.164,0.45,87.7133,2.26,22007,27213,62804,62,52.62,63,30.9909,35.5845,26.415,31.9708,21.7789,40.3206,48.1023,59.6823,57.0077,40.3526,54.9378,142.4909,15089.8562,3.6667,0.3333,train
+10374,Portugal,EUR,warm_moist,-8.55583,41.09666,88,46,background,urban,28.4,9,0,0,0,2.7,0,0,35.2,0,0,0,5.3,13.1,4.8,0,0,0.055,0,11.3678,3.36,30809,69784,87542,63,62.19,63,20.9195,28.4469,13.4568,20.3002,6.7667,31.8288,41.3523,53.6327,51.1578,33.8965,48.7132,97.3293,7619.5295,1,0.5,test
+10375,Portugal,EUR,warm_dry,-9.113623,38.733334,56,46,background,urban,23.6,0,0,0,0,0,0,1.8,19.7,1.3,3.1,1,31.2,14.2,1.6,0,0,0,0,43.1741,3.56,41804,138925,138925,63,55.69,63,28.2837,32.4681,24.0851,29.3559,18.9301,37.7768,45.145,54.9817,52.0893,37.4024,49.0209,95.7335,10090.606,1,0,train
+10377,Portugal,EUR,warm_moist,-8.4608,41.359997,60,61,background,urban,1.5,3.5,0,0,0,4.3,0,0,48.1,0,0,0,14.6,10.9,16.2,0,0,0.034,0,6.97094,3.17,16586,16586,80230,58,53.44,63,17.654,25.6449,9.6482,15.7055,3.6758,28.5707,37.0918,52.9644,49.9778,31.6677,50.0952,166.5701,6668.3815,3.3333,1,test
+10381,Portugal,EUR,warm_dry,-7.678622,37.3125,300,154,background,rural,1.8,0,0,0,0,0,2.4,18,22.3,44.4,3.1,0,6.6,0,0,0,0,0.092,0.002,0.305539,1.23,60,498,3183,0,0,62,40.3694,-999,-999,-999,-999,-999,-999,-999,-999,-999,54.1455,-999,-999,-999,-999,val
+10382,Portugal,EUR,warm_dry,-8.281958,39.211391,43,22,background,rural,0,0,0,0,0,0,0,0,65.1,21.4,0,0,11.8,0,0,0,0,0.141,0.108,0.159021,1.41,56,154,1500,0,0.76,61,36.3276,40.5599,32.1537,35.4878,27.635,44.0423,53.0646,66.149,63.9206,44.6811,58.7763,191.8243,23895.05,9.3333,1,train
+10386,Portugal,EUR,warm_moist,-8.645011,41.200832,100,82,background,suburban,34.7,5.3,0,0,0,1.6,0,0,32,0,0,0,7,13.1,5,0,0,0,0,28.628,3.44,80230,80230,87542,63,63,63,23.0688,28.3546,17.7621,23.3912,11.1944,33.0818,40.6005,50.0639,47.952,33.3287,46.0788,74.0061,5440.6767,0.6667,0,test
+10389,Portugal,EUR,warm_moist,-8.617509,41.237778,90,41,traffic,urban,32,4.1,0,0,0,1.8,0,0,33,0,0,0,8.5,13,6.4,0,0,0,0,28.628,3.44,44011,80128,87542,63,62.9,63,20.7357,26.7199,14.7453,20.8015,8.0198,30.325,38.5954,52.8808,49.487,32.4011,44.8339,134.2475,6380.1841,3,1,test
+10391,Portugal,EUR,warm_moist,-7.795845,41.374443,1086,297,background,rural,0,8.2,0,0,0,7.2,0,0,66.9,0,3.4,0,6.4,0,6.1,0,0,0.014,0,2.87788,1.58,627,1712,17415,6,5.88,62,43.8099,45.8282,41.7479,42.1042,37.0917,48.7874,57.3084,73.6823,71.4476,49.3318,66.4794,353.2046,33205.4101,25.6667,8.3333,train
+10392,Portugal,EUR,warm_dry,-9.148903,38.748611,86,87,traffic,urban,23.6,0,0,0,0,0,0,1.8,19.7,1.3,3.1,1,31.2,14.2,1.6,0,0,0,0,43.1741,3.56,138925,138925,138925,63,62.86,63,23.6476,26.852,20.4935,24.4355,12.3305,33.817,41.8201,50.9594,48.637,32.022,46.2533,45.8943,5201.493,0,0,train
+10393,Portugal,EUR,warm_moist,-8.551683,41.206112,140,59,background,suburban,25,6.8,0,0,0,1.8,0,0,37.3,0,0,0,7.8,13.2,6.7,0,0,0.007,0,22.5622,3.48,77650,80128,87542,63,62.81,63,22.6341,28.7918,16.5054,22.7229,11.0273,32.5806,40.4334,52.7973,49.6854,33.9667,47.1927,102.3571,6970.1637,1.6667,0.6667,test
+10394,Portugal,EUR,warm_moist,-8.670836,40.589443,32,17,background,rural,31.5,10.5,0,0,0,1.3,0,0,34.9,0,1.3,0,9.1,1.9,7.7,0,0,0.007,0.122,3.79292,2.15,4208,6868,14234,49,48.22,62,26.6989,33.1521,20.2557,25.8974,16.0397,36.5905,45.2787,55.9718,53.5491,36.8798,50.5751,121.419,11884.8315,4.6667,0.3333,test
+10396,Portugal,EUR,warm_dry,-9.065014,38.651112,30,17,industrial,urban,33.5,0,0,0,0,1.1,0,1.6,15.9,1.4,2.5,1.6,26,12.6,1.2,0,0,0.254,0,10.28,3.27,62804,62804,138925,63,60.64,63,28.9542,33.4398,24.4566,29.3476,18.8466,38.2279,47.0614,58.7443,55.9314,38.9377,54.4344,135.9895,13307.8596,3.6667,0.6667,train
+10398,Portugal,EUR,warm_moist,-8.583333,40.679169,20,6,industrial,suburban,18.3,17.2,0,0,0,7,0,0,34.7,0,1.2,0,8.6,2.5,8.8,0,0,0.032,0.335,5.25175,2.37,2349,5549,24872,52,42.56,63,20.8114,28.8568,12.7599,18.713,5.8478,32.4135,43.775,58.488,56.0345,34.1408,53.7075,191.5202,11765.5548,4.3333,1.3333,test
+10399,Portugal,EUR,warm_moist,-28.631403,38.605,310,322,background,rural,80.6,0,1.1,0,0,9.1,0,0,0,0,2.6,0,2.9,0,2.4,0,0,0,0,0.251031,0.43,434,2138,4454,6,6.69,47,35.954,36.0269,35.8572,37.5596,30.8263,42.3715,45.9804,51.9168,48.8479,38.4587,48.074,32.2839,7248.4098,0,0,train
+10400,Portugal,EUR,warm_dry,-8.690001,38.635002,57,25,background,rural,5.7,0,0,0,0,0,0,0,50.5,5.6,1.8,1.7,30.8,0,1.3,0,0,0.299,0.652,2.64301,2,504,527,27213,13,19.01,63,30.7141,38.6188,22.8254,30.4085,19.8992,40.0616,49.3304,62.4662,60.2595,43.0496,56.5115,174.7028,19850.3042,7.3333,0.3333,train
+10403,Portugal,EUR,warm_moist,-8.098624,40.64389,741,342,background,rural,0,19.4,0,0,0,18.6,0,0,53.3,0,1.1,0,2.8,0,3.9,0,0,0,0,2.25532,1.58,470,1014,15086,10,9.88,63,36.0422,37.572,34.4417,35.0868,28.7377,42.2712,50.124,62.1538,59.7311,41.1382,55.9784,209.1143,15812.8021,10,2.6667,test
+10405,Portugal,EUR,warm_moist,-8.58945,41.164448,146,81,traffic,urban,25,6.8,0,0,0,1.8,0,0,37.3,0,0,0,7.8,13.2,6.7,0,0,0.008,0,22.1212,3.49,87542,87542,87542,63,63,63,17.9121,22.326,13.4817,16.541,6.7667,26.8164,35.8387,47.1166,43.6705,27.6568,43.4464,96.0785,3427.3541,1.5,0.5,test
+10406,Portugal,EUR,warm_moist,-8.461678,41.571388,51,33,background,suburban,0,2.4,0,0,0,17.8,0,0,48.9,0,0,0,8.1,1.7,20.6,0,0,0.01,0,12.6183,2.36,8187,47916,47916,61,58.29,62,21.2921,30.5533,12.0201,20.3838,5.1795,33.0818,41.9371,57.8097,54.1757,36.3323,51.5769,163.5895,10919.8233,4,0.3333,test
+10407,Portugal,EUR,warm_dry,-7.175286,40.135281,473,28,background,rural,0,6.2,0,0,0,0,0,0,40.8,31.7,5.2,0,15.1,0,0,0,0,0.037,0.132,0.33372,1.26,106,518,5002,9,9.45,50,32.8066,39.9715,25.7006,33.2489,23.057,42.6054,50.6252,60.6467,59.3552,43.929,57.3739,96.6766,21129.5951,1.3333,0.3333,train
+10409,Portugal,EUR,warm_moist,-8.243897,40.122498,147,46,background,urban,0,38,0,0,0,12,0,0,44.6,0,0,0,2.9,0,1.3,0,0,0,0.038,1.13356,1.71,2799,3271,26480,51,21.56,63,23.1884,28.3212,18.0524,22.8899,12.8651,32.2464,40.7675,51.9619,49.9569,32.8658,47.1555,96.0604,6980.2426,2.3333,0.6667,test
+10410,Portugal,EUR,warm_dry,-7.926675,37.014999,4,12,background,urban,51.9,0,0,0,0,0,0,2.3,14.7,3.6,2.5,1.5,21.2,0,0,0,0,0,0,10.7568,1.37,9182,9182,14795,56,40.22,63,36.2883,40.0314,32.5822,36.7158,28.8714,44.3848,51.1766,59.1172,57.2134,43.9212,55.0803,74.6125,20038.8895,0,0,val
+10412,Portugal,EUR,warm_dry,-9.157783,38.663612,20,25,background,urban,34.3,0,0,0,0,1.3,0,1.8,16.3,1.1,3.1,1,23.5,14.6,1.2,0,0,0.126,0,11.067,3.45,49030,49030,138925,63,61.42,63,28.5954,32.8426,24.3749,29.9073,18.2785,38.3282,45.815,57.3743,54.3532,37.9959,51.9549,136.5024,11506.8318,2.6667,0,train
+10416,Portugal,EUR,warm_dry,-9.165291,38.828888,100,14,background,urban,16.6,0,0,0,0,1.5,0,1.3,19.8,0,3.5,1,34.4,14.7,5,0,0,0,0.077,27.4529,3.14,52067,77813,138925,63,62.42,63,28.1777,32.7347,23.6028,29.757,16.6078,38.8962,46.8659,58.1195,55.441,37.9994,51.2242,124.757,12323.2659,4,0,train
+10417,Portugal,EUR,warm_dry,-9.245833,39.278332,63,106,background,rural,28,0,0,0,0,1.1,0,0,38.7,0,5.6,0,20.5,0,4.2,0,0,0.068,0.188,1.97672,1.68,1302,2491,13739,25,27.63,63,33.7714,38.0094,29.5101,33.7167,25.5799,41.4359,48.9511,59.4942,57.4651,41.8396,53.1696,138.944,16328.6885,4.6667,0.3333,train
+10418,Portugal,EUR,warm_dry,-8.249737,37.091667,45,53,background,urban,48.2,0,0,0,0,0,0,2,15.8,6,1.6,0,24.5,0,0,0,0,0,0,0.06655,1.19,8699,8699,8699,60,45.85,63,34.7169,38.8955,30.5205,34.8362,26.5657,42.856,50.2994,58.5338,56.2861,43.1146,52.4405,65.5137,17476.4696,0,0,val
+10419,Portugal,EUR,warm_moist,-8.423895,41.135559,25,17,background,suburban,3.3,11.6,0,0,0,5.5,0,0,49,0,0,0,8,12.8,8.8,0,0,0.019,0,18.1667,3.27,3032,11277,87542,26,32.47,63,21.4299,26.5049,16.3023,22.2217,12.0298,30.7427,36.7576,44.6104,42.7934,30.8247,40.5149,43.9712,2516.6236,0.6667,0,test
+10420,Portugal,EUR,warm_dry,-9.205003,38.476112,173,-17,background,urban,73.4,0,0,0,0,0,0,1,8.9,0,1.2,0,7.5,3,0,0,0,0,0,0.572148,2.55,734,1650,62804,10,13.85,63,33.4506,36.2588,30.6927,34.3349,25.8139,41.4275,48.7873,59.4848,56.6276,40.6648,52.0906,164.5351,14184.0922,4.6667,0.3333,train
+10421,Portugal,EUR,warm_moist,-8.720799,41.308601,25,31,background,suburban,49.8,1.5,0,0,0,1.8,0,0,20.1,0,0,0,7.8,11.5,6.2,0,0,0.018,0,5.16578,2.92,6940,30384,87542,60,53,63,20.4704,27.1073,13.8489,20.5508,8.5211,30.5756,38.5954,48.8709,46.7406,31.6266,44.5853,72.2194,4759.9157,1.5,0,test
+10422,Portugal,EUR,warm_moist,-8.693897,41.802223,777,677,background,rural,13.8,4.9,0,0,0,24.2,0,0,33.4,0,0,0,3,0,18.7,0,0,0.026,0,1.24443,1.64,302,1136,18384,6,11,62,37.1332,-999,-999,-999,-999,-999,-999,-999,-999,-999,50.4044,-999,-999,-999,-999,test
+10423,Portugal,EUR,warm_dry,-8.833333,37.966667,103,44,industrial,suburban,51.6,0,0,0,0,0,1.2,0,32.3,2.1,6,0,4.4,0,0,0,0,0.311,0.092,1.66665,1.7,1418,1610,2244,62,50.5,63,37.093,38.9281,34.3372,36.3399,29.8238,43.1066,49.6227,59.1464,56.1806,42.4519,53.1352,96.5822,14935.1216,0.3333,0,test
+10425,Portugal,EUR,warm_dry,-8.677778,40.184444,96,25,background,rural,9,9.4,0,0,0,2.6,0,0,55.5,0,1.1,0,12.1,1.4,7.8,0,0,0.058,0.497,2.97208,1.8,1831,2489,20505,50,30.21,63,32.1646,37.4014,26.9395,32.2464,22.7229,40.9346,48.7874,61.1513,59.5014,41.2858,54.2434,157.1753,17889.6719,7.6667,0.3333,test
+10429,Portugal,EUR,warm_dry,-9.182237,38.801945,124,99,traffic,urban,22,0,0,0,0,1.4,0,1.6,19,0,3.4,1.1,30.6,14.9,3.3,0,0,0.095,0.046,27.4529,3.14,61746,99728,138925,63,62.83,63,30.1321,32.8507,27.5601,30.7511,20.3754,39.8987,48.2694,60.0235,56.4584,38.0557,52.5445,111.8043,12258.6191,3,0,train
+10430,Portugal,EUR,warm_dry,-9.107228,38.77,34,21,background,urban,18.4,0,0,0,0,0,0,1.7,20.2,1,3.2,1,35.4,14.2,2.5,0,0,0,0.077,43.1741,3.56,67542,77813,138925,63,58.88,63,26.5869,31.0747,22.1025,27.752,15.2126,37.0249,44.9779,55.9337,53.0228,36.257,50.7238,106.9433,10079.9156,1.3333,0,train
+10431,Portugal,EUR,warm_dry,-9.08168,38.633335,3,8,background,suburban,33.5,0,0,0,0,1.1,0,1.6,15.9,1.4,2.5,1.6,26,12.6,1.2,0,0,0.254,0,10.28,3.27,62804,62804,138925,63,62.08,63,28.0376,32.9543,23.175,28.8046,17.5768,37.8436,46.0472,57.6089,55.3264,38.0668,53.0757,129.1842,12007.8879,2.6667,0,train
+10433,Portugal,EUR,warm_moist,-8.382514,41.27972,300,44,background,urban,0,5.4,0,0,0,3.3,0,0,57.7,0,0,0,11.5,8.7,13.1,0,0,0.026,0,6.18639,3.09,13998,17606,87542,61,57.41,63,21.2609,-999,-999,21.5533,8.7717,33.0818,40.851,53.8833,50.4686,34.1204,49.4525,-999,8641.6764,1.5,-999,test
+10434,Portugal,EUR,warm_moist,-8.54807,41.189167,93,53,traffic,suburban,15.5,7.5,0,0,0,2.4,0,0,41.9,0,0,0,9.5,13.4,8.5,0,0,0.007,0,22.1212,3.49,77650,80128,87542,63,62.83,63,20.0459,26.1788,13.907,19.2978,6.7667,30.0744,39.0968,51.8784,48.4636,31.7099,47.9575,119.3552,5855.7864,1.5,0,test
+10439,Portugal,EUR,warm_dry,-16.920835,32.64167,65,0,background,urban,70.6,0,2.1,0,0,15.8,0,0,4.8,0,0,1.1,3.1,0,1.3,0,0,0,0,5.3851,1.09,25649,25649,25649,53,41.09,63,24.7691,-999,-999,-999,-999,-999,-999,-999,-999,-999,46.2208,-999,-999,-999,-999,train
+10441,Portugal,EUR,warm_dry,-9.230846,38.754166,30,87,background,urban,34,0,0,0,0,2.3,0,1.7,17.3,0,3.4,1,20.4,14.8,2.1,0,0,0.094,0.029,37.4962,3.6,105824,105824,138925,63,63,63,30.1028,33.9624,26.3199,31.4278,20.5007,40.2746,47.9938,58.9699,57.4734,39.0379,53.6643,116.5111,13811.6847,3,0,train
+10442,Portugal,EUR,warm_dry,-9.210286,38.705002,20,37,background,urban,39.8,0,0,0,0,2.1,0,1.7,15.5,1,2.9,0,18.7,14.5,1.3,0,0,0.094,0.029,37.4962,3.6,33612,105824,138925,63,62.66,63,30.3092,33.6898,26.9223,31.2523,20.9017,39.5729,47.419,58.2287,55.4351,38.943,52.6253,155.9359,13017.9748,3.3333,0.3333,train
+10446,Portugal,EUR,warm_dry,-8.697514,38.016666,254,120,industrial,urban,19.9,0,0,0,0,0,1.2,1.4,48.1,10.8,6,0,10.4,0,0,0,0,0.001,0.012,0.552899,1.48,964,1238,2244,53,20.21,63,36.2243,-999,-999,-999,-999,-999,-999,-999,-999,-999,51.6973,-999,-999,-999,-999,test
+10448,Portugal,EUR,warm_moist,-8.658889,41.147503,50,22,background,urban,47.7,4.2,0,0,0,1.3,0,0,24.4,0,0,0,5.3,12.3,3.4,0,0,0.008,0,21.9896,3.57,72416,87542,87542,63,56.83,63,22.342,27.5867,17.0957,22.8899,10.1919,32.5806,40.2663,49.4557,47.2628,32.787,45.2983,92.5624,5374.3243,1.3333,0,test
+10449,Portugal,EUR,warm_dry,-8.716666,37.866665,195,109,industrial,rural,29.6,0,0,0,0,1.1,1.2,0,46.3,6.6,6.6,0,6.9,0,0,0,0,0.246,0.064,0.63324,1.72,465,1396,2244,8,4.99,63,24.0429,25.6077,22.4845,24.2266,19.2142,29.5732,34.0843,40.2663,39.3056,27.826,35.7663,23.4816,4535.5029,0,0,test
+10450,Portugal,EUR,warm_dry,-16.879456,32.642223,180,62,background,urban,73.6,0,1.7,0,0,14.3,0,0,4.3,0,0,1.1,3,0,0,0,0,0,0,0.926267,1.08,19613,25649,25649,43,38.08,63,29.6262,-999,-999,-999,-999,-999,-999,-999,-999,-999,46.4279,-999,-999,-999,-999,train
+10452,Portugal,EUR,warm_dry,-7.397514,38.614998,187,16,background,rural,0,0,0,0,0,1.3,1.2,0,14,30.8,5.6,0,41.9,0,3.2,0,0,0.791,0.34,0.267435,1.38,142,184,2433,8,2.72,55,22.9607,27.4814,18.4386,23.057,14.8701,30.7427,37.0917,44.7774,43.399,31.7724,41.4202,18.4042,1858.5269,0,0,val
+10453,Portugal,EUR,warm_moist,-8.662233,41.258888,88,42,background,suburban,42.1,3.2,0,0,0,1.7,0,0,26.2,0,0,0,7.6,12.6,5.2,0,0,0,0,28.628,3.44,12783,33545,87542,63,62.28,63,22.7306,28.282,16.8026,22.89,11.8627,32.5806,40.0992,50.2911,47.9728,33.038,45.2622,75.0875,5262.2819,0,0,test
+10456,Portugal,EUR,warm_moist,-8.401402,40.352222,32,68,background,suburban,0,22,0,0,0,4.2,0,0,55.1,0,0,0,11.5,0,5.9,0,0,0,0,6.17557,1.95,2258,4450,26480,17,22.33,63,25.4519,33.3358,17.5887,26.0645,12.8652,36.2564,45.2787,58.3109,55.6794,38.1426,52.2731,164.0564,12600.3437,2.6667,0.6667,test
+10457,Romania,EUR,cool_dry,23.563482,46.064224,246,25,background,urban,0,0,0,0,20.1,5,0,0,0,0,0,0,40.9,1.1,32.2,0,0,1.638,0,1.5349,1.89,8830,8830,8830,51,29.28,61,28.7451,36.2089,21.2269,25.8339,15.1408,39.8636,53.2163,67.4337,65.3118,41.9372,63.7155,199.0824,27518.1139,20,0.6667,val
+10458,Romania,EUR,cool_dry,23.561399,45.9669,256,17,industrial,urban,0,0,0,0,22.4,6.1,0,0,0,0,0,0,37.8,1.4,31.8,0,0,1.761,0,1.10552,1.95,3604,4705,8830,59,26.08,61,18.2569,24.2723,12.2075,16.7406,7.5729,27.4019,35.5849,44.2031,42.4564,28.395,41.4942,19.9807,2846.2406,0,0,val
+10459,Romania,EUR,cool_moist,23.225601,46.108295,450,90,industrial,urban,0,0,0,0,41.7,13,0,0,0,0,0,0,14.6,0,30.3,0,0,0.705,0,0.29432,1.4,575,575,8784,11,4.39,43,35.9225,46.6561,25.2544,32.7911,20.8023,49.4231,63.1636,77.435,74.6676,52.8946,71.8763,298.6691,51846.8771,48.3333,4,val
+10461,Romania,EUR,cool_dry,24.87715,44.858171,278,26,background,urban,0,0,0,0,18.5,0,0,0,0,0,0,0,48.5,4,27.8,0,0,1.122,0,2.84653,1.91,47254,47254,47254,63,51.46,63,16.2377,19.8454,12.703,14.8467,7.9904,23.3609,30.2208,36.0833,34.6633,23.0423,34.1565,5.0217,49.3582,0,0,train
+10462,Romania,EUR,cool_dry,25.007398,44.816642,296,9,background,suburban,0,0,0,0,22.8,0,0,0,0,0,0,0,45.8,4.3,26,0,0,2.705,0,1.03777,1.72,1699,6521,47254,12,19.11,63,24.4998,-999,-999,-999,-999,-999,-999,-999,49.8762,-999,47.4917,-999,-999,-999,-999,train
+10464,Romania,EUR,warm_dry,24.97548,44.755625,268,16,industrial,suburban,0,0,0,0,7.8,0,0,0,0,0,0,0,72,4.7,15.1,0,0,2.084,0,0.840596,1.86,1148,1318,47254,10,10.38,63,27.9518,36.1297,19.7994,25.4805,15.6562,39.5911,50.7436,59.544,57.3612,40.8114,55.4305,85.4605,20129.952,0.5,0,train
+10469,Romania,EUR,warm_dry,21.334721,46.181389,107,5,traffic,urban,0,0,0,0,2.4,1.1,0,0,0,0,0,0,88.4,5.5,2.5,0,0,1.202,0,1.53518,1.96,10808,10816,10824,62,52.25,63,19.1531,22.8048,15.6753,17.5083,10.3038,26.5619,35.1469,44.6473,43.1145,26.7279,42.235,22.0749,3200.6949,0,0,test
+10470,Romania,EUR,warm_dry,21.302483,46.190552,107,4,background,urban,0,0,0,0,1.3,1.1,0,0,0,0,0,0,90.9,5.6,1.1,0,0,1.157,0,1.53518,1.96,10808,10816,10824,63,53.99,63,23.2819,28.4903,18.1764,21.5909,12.7825,32.0702,42.4816,52.992,51.102,33.1643,48.7172,43.0976,8948.4127,0,0,test
+10474,Romania,EUR,warm_dry,26.184734,44.411114,30,17,industrial,urban,0,0,0,0,0,0,0,0,0,0,0,0,74.5,19.7,3.3,0,0,1.756,0,30.9763,2.92,108824,122705,122705,62,59.23,63,19.01,23.2896,14.717,18.2618,8.6547,28.2365,36.1895,44.3437,41.8494,27.481,41.3015,19.4723,1899.7256,0,0,train
+10476,Romania,EUR,warm_dry,26.148348,44.395836,30,3,industrial,urban,0,0,0,0,1.3,0,0,0,0,0,0,0,73.4,19.9,3.7,0,0,1.17,0,2.30625,2.67,122705,122705,122705,63,60.1,63,16.9983,19.6916,14.3134,15.4382,9.5236,22.6811,30.6709,40.439,38.4952,22.8286,37.04,15.8903,1830.98,0,0,train
+10477,Romania,EUR,warm_dry,26.052244,44.411667,30,13,industrial,urban,0,0,0,0,1.2,0,0,0,0,0,0,0,72.8,20.1,4.3,0,0,1.464,0,34.3218,2.92,122594,122705,122705,63,60.62,63,11.1029,13.4307,8.7346,8.1201,3.8596,15.8642,24.5608,36.2968,31.7724,16.5926,30.0252,12.2425,769.4442,0.5,0,train
+10481,Romania,EUR,cool_dry,26.910671,46.564594,161,15,background,urban,0,0,0,0,13.8,1.4,0,0,0,0,0,0,49.5,4.6,30,0,0,0.933,0,5.01644,1.76,27144,48813,49072,60,45.55,62,22.3152,26.8228,18.0302,21.3453,13.1438,30.0863,38.1336,48.5466,46.454,30.9662,44.3694,37.3184,4548.6348,0,0,test
+10482,Romania,EUR,cool_dry,26.927031,46.555931,160,8,industrial,urban,0,0,0,0,14.4,1.5,0,0,0,0,0,0,45.9,4.8,32.7,0,0,0.512,0,5.01644,1.76,48813,49072,49072,59,43.48,62,20.6676,25.4751,16.0484,19.5141,11.8096,28.4554,36.0958,45.6297,43.5036,29.1429,41.2932,37.5628,3780.9719,0.3333,0,test
+10483,Romania,EUR,cool_dry,26.793091,46.256931,201,38,industrial,urban,0,0,0,0,27.6,17.2,0,0,0,0,0,0,20.9,3.4,30.5,0,0,0.497,0,1.12022,1.56,11314,11314,11314,49,29.8,56,20.5381,26.4759,14.6334,-999,-999,-999,-999,-999,45.2041,30.3159,42.3111,30.775,-999,0,0,test
+10493,Romania,EUR,warm_dry,27.922554,45.16853,28,7,industrial,rural,0,3.3,0,0,0,1.1,0,0,0,0,0,0,87.1,5.8,0,0,0,2.521,0,0.232428,1.71,641,21894,55727,9,6.72,62,32.2818,-999,-999,-999,-999,-999,-999,-999,-999,-999,57.1795,-999,-999,-999,-999,train
+10494,Romania,EUR,cool_dry,26.658577,47.739891,169,41,background,urban,0,0,0,0,7.8,0,0,0,0,0,0,0,78.9,2.8,9.3,0,0,0.551,0,3.01698,1.47,17295,44052,44052,52,32.53,61,24.0891,27.9839,20.2644,23.595,15.1053,32.1608,40.4746,49.3493,47.9132,32.1375,46.2844,34.7812,4934.4529,0,0,test
+10496,Romania,EUR,cool_moist,25.603586,45.64975,569,52,background,urban,0,3.1,0,0,13.3,31.7,0,0,0,0,0,0,30.7,6.1,14.4,0,0,0.456,0,4.10576,1.59,24731,24749,24768,63,55.68,63,8.0344,8.3713,7.7914,6.9033,2.9974,11.7779,16.3264,22.1391,20.3672,10.7048,20.489,1.7336,0,0,0,test
+10498,Romania,EUR,cool_dry,25.62414,45.718143,516,19,background,suburban,0,1.3,0,0,20.5,17.6,0,0,0,0,0,0,39,6.1,15,0,0,2.781,0,12.0449,1.59,13123,22982,24768,34,33.5,63,29.3846,36.1179,22.6967,29.2958,18.4907,39.3674,48.804,59.3063,57.123,40.4868,55.1446,101.0078,16719.3971,5,0,test
+10500,Romania,EUR,warm_dry,26.819145,45.153606,98,15,background,urban,0,0,0,0,6.2,0,0,0,0,0,0,0,85.6,3.3,4.7,0,0,1.328,0,2.08201,1.77,23809,26324,26324,62,37.89,62,20.0623,23.1372,16.9238,19.9168,11.9571,27.421,34.0267,41.4801,39.9961,26.5484,38.3488,18.02,993.1637,0,0,train
+10503,Romania,EUR,cool_moist,23.550278,46.765278,350,40,background,urban,0,0,0,0,14.5,4.5,0,0,0,0,0,0,36.4,2.2,41.8,0,0,0.566,0,2.10699,1.83,25925,26630,26630,62,46.34,63,16.5189,21.4783,11.5675,13.4808,6.3507,24.0846,34.6046,47.118,43.9216,26.1768,44.4147,40.7273,3431.2432,0,0,train
+10504,Romania,EUR,cool_dry,23.630569,46.782223,343,11,industrial,urban,0,0,0,0,7.6,1.3,0,0,0,0,0,0,47.7,2.7,40.2,0,0,0.822,0,2.38468,1.78,26609,26609,26630,62,46.99,63,14.1143,17.7418,10.4769,11.9295,5.106,21.1314,29.2049,39.0301,36.4986,21.3974,36.2962,14.4397,1274.1168,0,0,train
+10505,Romania,EUR,cool_dry,23.877501,47.153889,279,8,background,urban,0,0,0,0,13.3,3.7,0,0,0,0,0,0,23.1,0,59,0,0,1.071,0,0.924963,1.47,4654,5284,10416,51,24.25,53,19.6071,25.453,13.7315,16.9006,9.3237,28.0656,38.0922,48.6178,46.1134,30.0077,46.462,38.6236,4623.2808,0,0,train
+10507,Romania,EUR,warm_dry,27.327959,44.201763,12,11,background,urban,1.7,2.6,0,0,0,1.1,0,0,0,0,0,0,84.5,4.8,2.8,0,0,2.105,0,2.1517,1.74,7966,9081,9177,56,29.02,60,26.8038,32.8591,20.7944,26.1673,16.0378,36.7854,46.0965,55.0307,52.8799,36.7148,49.732,45.7113,11951.5425,0,0,train
+10508,Romania,EUR,cool_dry,21.872139,45.299332,259,110,industrial,urban,0,0,0,0,51.3,10,0,0,0,0,0,0,3.9,1.6,33.2,0,0,0.342,0,0.337215,1.67,2379,5996,5996,47,23.93,54,21.3496,24.2132,18.4417,19.5233,12.6268,28.52,37.878,50.78,48.2262,27.5294,46.4753,42.4882,4270.6456,0.5,0,train
+10509,Romania,EUR,cool_moist,22.352751,45.518608,283,41,industrial,urban,0,0,0,0,47.4,19.8,0,0,0,0,0,0,4.8,0,26.3,0,0,0.09,0,0.274195,1.47,2928,2928,6600,20,6.45,43,20.4375,26.5594,19.3803,21.8516,14.1463,30.3638,38.5409,48.9279,45.4866,27.8053,37.8756,76.7069,4190.9835,0.3333,0,train
+10516,Romania,EUR,warm_dry,28.623802,44.14941,20,39,industrial,urban,46.4,0,0,0,0,0,0,0,0,0,0,0,44.3,7.8,0,0,0,0.639,0,15.8956,1.67,41782,44013,46218,61,50.53,62,25.0978,28.8063,21.6125,-999,-999,-999,-999,-999,43.949,32.6056,41.718,37.377,-999,0,0,train
+10518,Romania,EUR,warm_dry,28.26123,44.248325,60,5,industrial,urban,0,0,0,0,0,0,0,0,0,0,0,0,93.3,5.6,0,0,0,6.201,0,0.796964,1.7,5684,6486,24267,45,19.57,56,23.0268,-999,-999,-999,-999,-999,-999,-999,-999,-999,43.7305,-999,-999,-999,-999,train
+10522,Romania,EUR,cool_dry,25.478067,44.916218,261,22,industrial,urban,0,0,0,0,31.9,0,0,0,0,0,0,0,34.3,4.8,28,0,0,1.868,0,3.47679,1.75,18982,19912,19912,52,31.2,62,26.5341,32.9869,20.0372,24.8302,14.7008,37.1538,47.5441,58.3453,55.4825,37.4849,50.6391,93.8523,14581.3516,1,0,train
+10523,Romania,EUR,cool_moist,25.421743,45.131382,464,60,industrial,urban,0,1.4,0,0,36.1,13.1,0,0,0,0,0,0,6.2,5.2,37.3,0,0,0.302,0,0.892601,1.68,5129,5576,19912,24,15.71,62,24.2937,29.9051,18.5787,22.8574,13.9487,33.5062,43.0675,52.4046,49.9575,34.4219,49.1978,47.5247,7861.3429,0,0,train
+10527,Romania,EUR,warm_dry,23.778622,44.326664,83,28,traffic,urban,0,0,0,0,1.3,0,0,0,0,0,0,0,87.7,4.2,6.1,0,0,1.298,0,6.21856,2.3,18999,45294,45326,61,45.74,62,23.2203,29.0095,17.0854,20.7338,10.199,33.7122,44.7592,59.2639,55.4253,35.333,57.3319,121.0293,12520.3497,2.5,0,train
+10528,Romania,EUR,warm_dry,23.733614,44.386669,98,13,industrial,suburban,0,0,0,0,1.6,0,0,0,0,0,0,0,84.1,3.8,10,0,0,4.863,0,6.21856,2.3,1661,1661,45326,26,19.65,62,29.4851,-999,-999,-999,-999,-999,-999,-999,-999,-999,65.6105,-999,-999,-999,-999,train
+10529,Romania,EUR,warm_dry,23.719622,44.34223,128,4,background,suburban,0,0,0,0,1.6,0,0,0,0,0,0,0,87.3,4.1,6.4,0,0,3.541,0,6.21856,2.3,233,18999,45326,16,23.44,62,28.1121,35.9484,20.2812,26.4538,15.9182,38.8173,49.0592,61.0451,58.4937,40.7763,59.195,131.5777,19743.753,5.3333,0,train
+10531,Romania,EUR,cool_moist,25.134665,47.324791,908,26,background,rural,0,20.6,0,0,0,55.6,0,0,0,0,1.1,0,2.6,0,19,0,0,0,0,0.281115,1.21,150,219,2709,8,3.39,46,28.6801,35.9776,21.5439,28.1505,17.2422,38.702,48.7919,58.7719,56.9156,40.1555,53.4932,74.778,16080.1846,2,0,train
+10532,Romania,EUR,warm_dry,23.275267,45.051628,203,25,industrial,urban,0,0,0,0,29.2,3.4,0,0,0,0,1.1,0,21.5,1.7,43,0,0,0.899,0,2.49224,2.72,6227,16026,16193,61,30.62,62,13.5766,16.5989,10.5421,12.404,5.6849,20.1632,25.958,32.513,30.8977,19.3372,30.2404,5.4822,98.146,0,0,train
+10543,Romania,EUR,warm_dry,26.038738,43.963814,20,3,background,rural,0,2.1,0,0,0,0,0,0,0,0,0,0,83.1,4.8,7.4,0,0,3.138,0,0.876694,1.92,1871,8399,27066,8,9.74,61,23.9895,32.1021,15.8726,21.4205,11.3556,34.9678,46.1547,57.255,55.1202,36.9277,50.6581,61.219,12883.7587,0,0,train
+10544,Romania,EUR,cool_dry,22.908752,45.871384,187,10,industrial,urban,0,0,0,0,43.5,9.3,0,0,0,0,0,0,15.9,3.3,27.6,0,0,0.43,0,2.51905,1.94,12663,12975,12975,54,30.08,59,18.4397,-999,-999,-999,-999,-999,-999,-999,47.394,29.4997,46.442,-999,-999,0.5,-999,val
+10549,Romania,EUR,cool_moist,25.811356,46.326618,710,42,background,rural,0,3.7,0,0,6.9,38.2,0,0,0,0,0,0,24.9,1.2,24.9,0,0,0.687,0,0.918117,1.42,3240,4864,4866,12,13.88,59,21.7435,26.5763,16.8741,21.1574,13.7809,28.9992,35.1588,42.4517,40.3617,29.6222,40.2641,28.3408,2689.1954,0,0,train
+10554,Romania,EUR,cool_dry,27.614458,47.158058,79,3,industrial,urban,0,0,0,0,10.4,0,0,0,0,0,0,0,67.5,4.7,16.9,0,0,0.724,0,1.14008,1.52,51152,51152,51152,62,48.34,63,21.361,26.8807,15.8251,19.7714,10.5029,30.7705,40.506,48.8172,47.6823,30.8343,44.8739,33.2477,6492.771,0,0,train
+10555,Romania,EUR,cool_dry,27.545277,47.198891,165,81,background,rural,0,0,0,0,11.8,0,0,0,0,0,0,0,68.2,4.4,14.8,0,0,0.687,0,6.55552,1.56,34009,34009,51152,47,37.94,63,30.706,33.5266,27.883,30.3058,22.4522,38.4789,45.3881,53.5055,51.6895,36.5688,48.3041,46.8667,9953.092,0,0,train
+10556,Romania,EUR,cool_dry,27.693067,47.13716,49,16,background,suburban,0,0,0,0,8.4,0,0,0,0,0,0,0,69.7,4.7,16.8,0,0,1.433,0,1.14008,1.52,24286,44302,51152,18,20.28,63,22.985,28.0424,17.704,21.7275,12.3098,32.4359,41.7192,50.5944,49.0592,31.7416,47.3577,38.9292,8287.9242,0,0,train
+10560,Romania,EUR,cool_moist,23.57049,47.65199,223,44,background,urban,0,0,0,0,24.8,20.4,0,0,0,0,0,0,19.5,0,34.3,0,0,0.841,0,3.27276,1.55,8703,8703,8703,62,41.99,62,21.0345,24.1956,17.8465,19.9694,11.8812,29.3445,36.9416,45.3153,43.6094,28.4298,41.0928,21.7725,2933.7159,0,0,train
+10561,Romania,EUR,cool_moist,23.605289,47.751308,354,45,background,suburban,0,0,0,0,24.2,25.8,0,0,0,0,0,0,16.3,0,32.5,0,0,0.01,0,0.386304,1.49,8689,8696,8703,14,9.14,62,22.1941,28.0555,16.5973,20.5772,12.5134,30.9453,40.6516,48.7755,46.6024,32.1666,45.2323,25.1408,4903.7485,0,0,train
+10563,Romania,EUR,cool_moist,23.62831,47.70441,290,73,industrial,urban,0,0,0,0,24.1,24.6,0,0,0,0,0,0,17.3,0,32.9,0,0,0.01,0,0.386304,1.49,7577,8696,8703,32,23.49,62,22.2483,26.294,18.1931,20.8265,13.7319,29.2854,38.2321,48.3978,45.9276,30.5239,43.7658,29.0226,3830.8659,0,0,train
+10565,Romania,EUR,cool_dry,24.533613,46.533356,308,9,industrial,urban,0,0,0,0,2.2,0,0,0,0,0,0,0,68.4,1.6,26.9,0,0,0.607,0,5.16493,2.09,39316,43788,43788,62,42.93,63,14.6011,-999,-999,-999,-999,-999,-999,-999,36.2334,-999,35.4969,-999,-999,-999,-999,test
+10571,Romania,EUR,warm_dry,24.351112,44.429447,169,22,industrial,urban,0,1.8,0,0,2.4,0,0,0,0,0,0,0,82.1,4.2,8.1,0,0,4.707,0,1.44477,2,1432,1684,7395,52,28.2,60,23.9812,28.3362,19.6503,22.8315,15.4148,31.9352,39.4469,47.9814,46.2692,31.8927,45.4367,36.2247,5983.7363,0,0,train
+10573,Romania,EUR,warm_dry,26.025902,44.939201,160,26,background,urban,0,0,0,0,10,0,0,0,0,0,0,0,66.4,10.7,12.1,0,0,0.641,0,5.86836,2.19,39748,46180,46180,62,55.05,63,19.0939,23.7197,14.5229,16.0196,7.6621,27.2762,39.6205,54.3431,52.1355,28.1739,50.1811,88.9338,7084.6983,0,0,train
+10574,Romania,EUR,warm_dry,26.018019,44.984646,150,24,background,suburban,0,0,0,0,10.5,0,0,0,0,0,0,0,60.6,9.4,18.8,0,0,0.641,0,5.86836,2.19,4794,39748,46180,49,45,63,20.6246,25.3644,15.8552,18.5509,10.4759,28.5882,39.1191,50.8734,48.1861,30.3841,46.4491,75.7968,5887.7095,1.6667,0,train
+10575,Romania,EUR,warm_dry,26.025917,44.850227,140,18,industrial,suburban,0,0,0,0,7.1,0,0,0,0,0,0,0,74.8,12.3,4.8,0,0,1.376,0,1.5791,2.1,2999,46180,46180,21,21.66,63,22.3683,29.2353,15.3914,19.7731,11.2516,31.6149,41.9194,54.0577,51.9573,33.5948,48.5544,77.5428,9200.0289,0.6667,0,train
+10580,Romania,EUR,cool_dry,24.153469,45.785114,445,31,background,urban,0,1.7,0,0,20.5,15.4,0,0,0,0,0,0,28.8,1.5,32,0,0,0.788,0,1.99484,1.74,17795,19511,19511,62,47.85,63,22.6831,27.8719,17.4127,21.641,11.0749,32.981,41.2333,50.2427,47.1592,32.6117,45.067,36.9911,5243.2599,0.5,0,train
+10584,Romania,EUR,cool_dry,23.046906,47.195065,275,28,industrial,urban,0,0,0,0,13,2.8,0,0,0,0,0,0,27.3,0,55.9,0,0,1.064,0,0.588373,1.66,10641,10641,10641,53,24.67,55,23.944,-999,-999,-999,-999,-999,-999,-999,52.2994,31.2674,49.0722,-999,-999,0.5,-999,train
+10585,Romania,EUR,warm_dry,22.877022,47.799683,123,5,background,urban,0,0,0,0,2.9,0,0,0,0,0,0,0,86.8,1.8,7.6,0,0,1.153,0,0.717117,1.71,12262,12262,12262,61,36.15,62,15.1428,18.2565,12.0779,14.061,8.3231,21.042,27.2432,34.4268,32.5239,21.2611,31.9313,6.9675,165.7829,0,0,train
+10587,Romania,EUR,cool_dry,26.24905,47.649185,385,80,background,urban,0,0,0,0,4.3,5,0,0,0,0,0,0,73.2,2.5,14.6,0,0,1.369,0,1.80748,1.44,5617,31165,31165,62,43.15,62,28.4393,32.3193,24.6511,27.7102,18.4339,37.3574,46.3493,55.9813,53.3599,36.381,50.8527,55.8576,11673.1726,0,0,test
+10592,Romania,EUR,warm_dry,28.774727,45.176094,30,33,industrial,urban,6.3,6.7,0,0,2.3,8.5,0,0,1.6,0,0,1.6,59.5,6.7,5.5,0,0,1.543,0,1.44539,1.48,458,4574,28485,52,27.18,60,28.6372,-999,-999,-999,-999,-999,-999,-999,50.9489,35.5778,49.3434,-999,-999,0,-999,train
+10596,Romania,EUR,warm_dry,21.151775,45.913494,119,17,background,suburban,0,0,0,0,1.1,0,0,0,0,0,0,0,92.5,4.3,1.4,0,0,1.37,0,0.498981,2.24,946,946,161859,13,8.32,63,22.3352,26.6518,18.1608,20.631,13.442,29.5017,38.3646,49.665,47.0325,29.838,44.6968,35.59,4870.3397,0,0,test
+10597,Romania,EUR,warm_dry,21.250942,45.736702,89,2,industrial,urban,0,0,0,0,1.6,0,0,0,0,0,0,0,92.4,3.7,2,0,0,0.915,0,2.09555,2.31,161859,161859,161859,62,50.52,63,17.171,21.2245,13.4445,14.9754,9.0411,23.2947,32.9056,43.3443,41.1599,24.7591,39.5753,24.8015,1900.7373,0,0,test
+10601,Romania,EUR,warm_dry,25.312403,43.980331,41,1,background,urban,0,0,0,0,0,0,0,0,0,0,0,0,96.9,2.3,0,0,0,8.893,0,0.770541,1.8,2035,8123,8123,40,18.64,53,18.3802,23.6109,13.0254,16.9853,8.4547,26.9262,35.0364,43.5342,41.2627,27.3409,38.7371,18.9337,2522.8602,0,0,train
+10602,Romania,EUR,warm_dry,24.9018,43.757984,31,4,industrial,urban,0,2.5,0,0,0,0,0,0,0,0,0,0,90.8,2,1.5,0,0,1.325,0,0.677471,1.88,5317,5380,5380,20,13.69,36,21.5952,27.9378,15.2743,19.4894,11.6037,29.8538,40.3559,49.4219,48.0094,31.9375,46.3967,34.5924,5810.5179,0,0,train
+10605,Romania,EUR,warm_dry,27.211592,45.696625,52,14,background,rural,0,0,0,0,7.3,0,0,0,0,0,0,0,82.3,3.2,6.1,0,0,2.47,0,0.468958,1.57,42662,42662,42662,46,28.8,61,23.8107,27.939,17.165,21.9192,13.1839,30.9014,38.5253,48.2025,45.8777,31.5773,44.1667,38.5719,3963.5559,0,0,train
+10606,Romania,EUR,cool_dry,27.730886,46.632141,110,12,background,urban,0,0,0,0,5.5,0,0,0,0,0,0,0,72.6,0,20.8,0,0,0.788,0,0.768782,1.62,10908,18662,18662,52,27.53,58,17.4692,21.695,13.3074,16.2377,9.9158,24.1823,30.913,38.9474,37.5998,24.8806,35.5379,11.6798,570.7447,0,0,train
+10607,Romania,EUR,cool_dry,28.1011,46.677389,85,32,background,urban,0,0,0,0,3.9,0,0,0,0,0,0,0,85.3,0,9.9,0,0,0.727,0,0.397375,1.44,5802,8460,8460,21,14.13,46,29.3889,-999,-999,-999,-999,-999,-999,-999,-999,-999,51.3534,-999,-999,-999,-999,train
+10608,Serbia,EUR,warm_dry,20.450073,44.798637,87,20,traffic,urban,0,3,0,0,1.1,3.5,0,0,1.3,0,0,0,46.5,16.3,27.6,0,0,0.196,0,7.87221,3.38,1536,1537,1542,63,62.97,63,12.7642,17.4369,8.1049,7.9864,2.2389,19.3312,32.614,46.8305,43.9253,21.9677,44.3695,57.6373,3403.126,1,0,test
+10609,Serbia,EUR,warm_dry,20.4592,44.821,97,37,background,urban,0,3,0,0,0,3.1,0,0,1,0,0,0,55.4,15.9,20,0,0,0.196,0,27.4777,3.4,1535,1536,1541,63,62.66,63,25.2943,31.8246,18.7784,23.3578,10.2754,37.6432,50.1742,64.7602,61.8217,38.0347,60.9218,240.2266,20466.6782,8.5,2,test
+10610,Serbia,EUR,warm_dry,20.399625,44.804272,74,5,background,urban,0,3.1,0,0,0,3.1,0,0,1.2,0,0,0,49.4,15.9,25.6,0,0,1.541,0,20.8705,3.48,1535,1536,1541,63,61.86,63,23.9521,30.7129,17.2247,21.0521,9.2228,35.187,49.322,65.2113,62.9307,36.4567,61.5029,261.3902,19434.137,12.5,1.5,test
+10611,Serbia,EUR,warm_dry,20.475531,44.797014,141,70,background,urban,0,3,0,0,1.1,3.1,0,0,1.2,0,0,0,48.3,15.5,26.9,0,0,0.196,0,7.87221,3.38,1536,1537,1542,63,62.79,63,22.5808,27.9267,17.2772,20.0997,7.8193,34.6858,46.5652,59.019,57.1226,33.1537,56.3977,149.5933,13286.6862,4,0.5,test
+10613,Serbia,EUR,warm_dry,21.947,43.404,806,375,background,rural,0,0,0,0,25.3,3.1,0,0,0,0,0,0,38.1,4,28.7,0,0,1.597,0,1.46527,1.7,1572,1573,1578,9,10.49,62,43.3547,43.7808,42.9322,44.0088,33.6332,53.5826,60.1488,68.3691,66.5334,47.8472,64.4254,150.4907,34366.4768,9,0,train
+10617,Serbia,EUR,warm_dry,19.836443,45.253677,87,7,traffic,urban,0,1.9,0,0,6.9,5,0,0,0,0,0,0,71.4,5,9.2,0,0,1.322,0,15.0246,2.53,1309,1310,1314,63,59.19,63,17.2093,21.7327,12.6791,13.9846,5.8645,25.864,37.4426,50.9761,47.3672,26.3985,44.0835,78.9356,7543.7163,2.5,0,test
+10622,Sweden,EUR,cool_moist,12.941675,57.72028,170,17,traffic,urban,1.2,47.5,0,0,0,49.4,0,0,0,0,0,0,0,0,0,0,0,0.03,0,3.36911,1.73,1130,1131,1132,62,47.54,63,27.4852,29.8456,25.0696,28.1642,20.1531,35.3698,41.1967,48.0599,46.0921,33.4849,45.6369,31.5519,4021.5339,0.3333,0,train
+10623,Sweden,EUR,cool_moist,15.335577,63.848888,380,61,background,rural,5.6,28.8,0,0,0,22.4,0,0,39.1,2,0,0,0,0,0,0,0,0,0,0.086299,0.56,9,9,18,0,0.58,50,29.4697,30.7627,28.1894,29.3894,22.4388,37.1586,42.3047,46.7847,45.9888,33.5845,44.0454,19.8071,3257.6992,0,0,test
+10624,Sweden,EUR,cool_moist,13.008061,55.583889,3,13,traffic,urban,39.9,0,0,0,0,2.8,0,0,0,0,1.9,1.2,42.7,5.4,4.7,0,0,4.505,0,2.3403,2.97,21878,21878,21878,63,61.97,63,23.9343,23.7985,24.0649,24.7596,16.2652,31.599,37.0784,44.0622,42.7038,28.408,40.9761,24.9526,1528.3421,0,0,val
+10626,Sweden,EUR,cool_moist,11.970002,57.708611,30,1,background,urban,24.4,25.7,0,0,0,33.7,0,0,0,0,1.4,2.1,1.1,7,3.5,0,0,0,0,13.0171,2.12,11265,13311,13311,63,62.43,63,25.2436,27.756,23.7803,26.7787,15.8893,35.1933,42.4706,50.8232,48.899,32.4178,44.5297,50.2092,6116.4594,0.5,0,train
+10631,Sweden,EUR,cool_moist,12.690839,56.047501,10,0,background,urban,31.2,1.5,0,0,0,13.4,0,0,0,0,2.6,0,35.8,3.7,10.5,0,0,0.025,0,4.51694,2.45,597,4039,10869,63,51.17,63,27.1373,28.226,26.0205,27.7887,20.9314,33.7184,38.721,45.9015,43.5848,31.8496,43.0631,27.7068,2259.0101,0,0,val
+10637,Sweden,EUR,cool_moist,13.200842,55.700832,20,29,background,urban,16.9,0,0,0,0,6,0,0,0,0,1.2,0,60.1,4.9,9.5,0,0,3.696,0,2.25443,2.71,2598,2776,21878,63,53.94,63,24.382,26.2207,24.3733,24.585,18.0238,30.8543,35.7406,44.0922,41.3145,29.1111,40.2484,29.4243,2004.5329,0.3333,0,val
+10640,Sweden,EUR,cool_moist,18.631124,59.8325,20,9,background,rural,7.2,20.7,0,0,0,66.3,0,0,1.5,0,0,0,0,0,2.6,0,0,1.084,0,1.01865,1.72,299,300,765,9,8.38,62,27.9241,31.0379,24.8173,28.2198,20.6511,35.4544,41.4776,48.1194,46.6884,34.2374,45.0464,34.5552,4223.4216,0,0,val
+10645,Sweden,EUR,cool_moist,13.001964,55.606388,25,9,background,urban,39.9,0,0,0,0,2.8,0,0,0,0,1.9,1.2,42.7,5.4,4.7,0,0,5.015,0,12.3333,2.83,21390,21878,21878,63,60.76,63,27.4439,29.0003,25.8845,28.1405,20.0797,35.1386,40.7339,49.937,48.4093,33.178,46.2772,61.3179,4877.5715,0.6667,0,val
+10656,Sweden,EUR,cool_moist,18.057505,59.316944,20,22,background,urban,7.8,47.2,0,0,0,25,0,0,2.9,0,0,1.2,0,12.8,1.5,0,0,0,0,21.5069,2.11,41782,47996,48124,63,63,63,25.5783,26.2894,24.8685,25.6802,18.2117,33.1111,39.08,46.4382,45.1742,30.5202,43.1878,30.7965,2285.5846,0,0,train
+10662,Sweden,EUR,cool_moist,13.14946,56.02806,163,123,background,rural,1.5,1.1,0,0,0,33.5,0,0,0,0,1.2,0,45.6,1.6,15.1,0,0,0.041,0,0.164453,2.29,375,396,4160,6,7.61,63,30.1092,32.6944,27.596,30.1245,22.7563,37.2756,43.2236,53.2872,51.1599,36.2584,48.1345,65.2581,7450.1765,1.3333,0,val
+10666,Slovenia,EUR,cool_moist,15.267777,46.235001,240,0,background,urban,0,0,0,0,6.4,50.5,0,0,0,0,0,0,6,1.8,34.6,0,0,0.218,0,4.65272,2.85,20033,20033,20033,55,33.16,59,22.5955,30.0696,15.1855,18.6294,5.3466,35.9556,50.6085,64.417,61.9428,35.5031,56.6604,142.7598,18902.5815,6.6667,0,train
+10669,Slovenia,EUR,cool_moist,15.088336,46.144444,290,61,background,urban,0,0,0,0,10.1,55.5,0,0,0,0,0,0,5.1,1.5,27.6,0,0,0.053,0,20.0884,2.65,4710,10390,20033,26,17.26,59,24.4659,32.4528,16.6629,21.0521,8.6213,37.2881,51.1599,64.7936,62.5357,38.1133,57.8007,149.198,20485.8624,7,0,train
+10671,Slovenia,EUR,warm_moist,13.718055,45.543056,56,15,background,urban,32.4,0,0,0,2.9,33.7,0,0,0,0,0,0,4,3.5,21.6,0,0,0.792,0,2.33689,2.48,11326,11345,34007,55,37.92,63,35.7878,38.8175,32.7112,36.2814,24.519,46.9035,57.1247,69.8588,67.1241,44.1565,65.4341,211.8666,31012.8117,17,0,test
+10674,Slovenia,EUR,cool_moist,14.53358,46.29775,1740,1068,background,rural,0,3,0,0,0,71,0,0,0,0,1.9,0,6.6,4.5,11.8,0,0,0.251,0,5.09401,2.51,662,2416,22604,6,6.73,62,48.7321,48.3631,49.1634,47.835,41.5027,54.9025,63.1896,71.9674,70.3371,51.6877,66.3821,205.4033,40773.3629,19.6667,0.3333,train
+10676,Slovenia,EUR,warm_moist,14.517222,46.065834,299,21,background,urban,0,0,0,0,4.8,58.7,0,0,0,0,0,0,7.8,5.6,22.8,0,0,0.589,0,11.0498,2.84,22604,22604,22604,61,58.13,62,21.7125,29.0557,14.2506,17.2259,4.4652,34.8989,50.1557,64.8187,62.5819,34.551,58.0529,160.5286,18660.1026,6.3333,0,train
+10677,Slovenia,EUR,cool_moist,15.65667,46.55944,270,45,traffic,urban,0,0,0,0,3.2,35.7,0,0,0,0,0,0,14.2,3,42.9,0,0,0.439,0,11.2309,2.39,27819,27819,27819,62,50.23,63,19.9007,23.2193,18.2053,18.9719,8.496,30.5756,40.9012,52.5616,50.6002,27.5722,46.977,50.3367,5968.8382,0,0,train
+10678,Slovenia,EUR,cool_moist,16.19611,46.6525,188,6,background,rural,0,0,0,0,2.6,16.9,0,0,0,0,0,0,34.8,1.5,44.1,0,0,0.514,0,2.27605,2.26,6545,6774,17898,28,25.04,56,26.3465,34.5326,18.185,24.0762,11.2946,38.9965,51.6862,63.9947,62.4841,39.5159,58.2701,128.0093,21731.4069,4,0,val
+10679,Slovenia,EUR,warm_moist,13.656944,45.955833,113,62,background,urban,5.1,0,0,0,7.8,50.8,0,0,0,0,0,0,13.8,4.9,16.9,0,0,0,0,4.75587,2.76,14290,14290,14290,50,35.24,62,26.111,33.3752,18.9269,23.4079,9.2228,38.9296,52.3027,71.5329,69.0923,40.2712,65.2745,240.3346,26336.7843,21.6667,0,train
+10680,Slovenia,EUR,warm_moist,13.916667,45.936668,918,822,background,rural,0,0,0,0,7.5,73.6,0,0,0,0,0,0,2.3,1.6,14.9,0,0,0.697,0,1.13533,2.48,583,6042,14290,7,6.91,59,41.7289,43.87,39.601,41.6697,32.3091,50.3412,59.3752,72.0352,69.511,47.621,64.8038,226.3218,35357.2603,26,0.6667,train
+10687,Slovenia,EUR,cool_moist,15.035556,46.138889,250,55,background,suburban,0,0,0,0,9.8,58.6,0,0,0,0,0,0,5,1.3,25.2,0,0,0,0,20.0884,2.65,7499,10390,20033,24,19.29,59,21.5453,29.0246,14.1131,16.9753,6.3657,33.3993,47.8851,62.2761,59.6404,34.9524,54.4065,126.9334,15540.0935,5,0,train
+10691,Slovenia,EUR,cool_moist,15.000842,46.131386,240,0,traffic,urban,0,0,0,0,9.1,60.6,0,0,0,0,0,0,4.9,0,24.5,0,0,0.029,0,20.0884,2.65,820,6170,11528,21,14.6,58,20.101,26.1006,14.1653,16.0731,6.4159,30.4754,44.1526,58.2705,55.6493,31.5313,52.3371,85.3522,10386.594,1.6667,0,train
+10695,Slovakia,EUR,cool_moist,19.115278,48.733334,425,66,background,urban,0,1.8,0,0,17.6,49.2,0,0,0,0,0,0,7.8,3,20.3,0,0,0.813,0,5.70147,2.04,9172,10427,10427,60,39.14,63,30.6589,35.9467,25.3548,30.2507,18.3374,42.176,51.5596,63.0385,61.4554,41.069,57.5027,106.3643,21853.5837,3.3333,0,val
+10696,Slovakia,EUR,cool_dry,17.116667,48.166668,287,63,background,suburban,0,1.6,0,0,9.2,10.1,0,0,0,0,0,0,57.6,10.8,9.7,0,0,0.778,0,50.21,3.2,45557,45557,45557,62,58.96,63,31.7973,34.3253,29.2616,30.9048,21.1398,41.2496,51.4977,66.0544,61.6569,38.795,58.8224,265.7702,18845.8534,10.3333,1.6667,val
+10698,Slovakia,EUR,cool_dry,17.125565,48.125,138,5,background,urban,0,1.3,0,0,6.8,8.7,0,0,0,0,0,0,62.4,10.5,9.2,0,0,0.778,0,50.21,3.2,39989,45557,45557,62,55.77,63,25.239,30.873,19.6745,23.5031,12.9429,34.9423,47.1804,62.7019,60.8787,35.9943,55.8512,133.7387,16027.1373,4,0.3333,val
+10703,Slovakia,EUR,cool_moist,20.25,49.066666,694,24,background,rural,0,10.7,0,0,0,45.7,0,0,0,0,4.8,0,17.9,2.2,17.5,0,0,1.457,0,4.63929,1.6,7391,9231,11758,50,35.7,63,32.4467,37.5669,27.3446,32.9482,22.7429,42.0206,49.4223,58.9121,57.1061,41.5434,53.602,69.0685,17077.1734,0,0,val
+10706,Slovakia,EUR,cool_moist,21.913622,48.930836,160,15,background,urban,1.1,0,0,0,34,15.2,0,0,0,0,0,0,26.1,3.6,19.3,0,0,2.078,0,1.80842,1.78,13619,13619,13619,34,16.37,43,27.0577,33.3771,20.7829,25.7337,15.1943,37.5278,47.7267,58.2285,56.1019,37.9391,53.0894,72.8611,14512.4142,0,0,train
+10707,Slovakia,EUR,cool_dry,20.240284,48.631111,289,10,background,urban,0,1.6,0,0,44,24.3,0,0,0,0,0,0,10.9,0,18.1,0,0,0.125,0,1.02324,1.61,672,798,4355,9,3.62,45,22.1252,-999,-999,-999,-999,-999,-999,-999,-999,-999,52.395,-999,-999,-999,-999,val
+10708,Slovakia,EUR,cool_moist,20.992231,48.783333,1244,509,background,rural,0,0,0,0,21.5,42.3,0,0,0,0,0,0,16.9,4.4,14.4,0,0,0,0,0.408953,2.01,670,1479,47241,0,1.38,63,43.5947,43.827,43.3698,43.4074,35.5989,51.3253,59.0611,67.8018,65.2773,47.2971,59.4304,119.6319,29591.0082,5.6667,0,test
+10715,Slovakia,EUR,cool_moist,21.246122,48.755001,248,23,background,suburban,0,0,0,0,27.6,19.4,0,0,0,0,0,0,31.6,5.4,15.7,0,0,1.853,0,24.6286,2.31,47241,47241,47241,58,41.66,63,33.1745,37.195,29.1841,33.3325,21.9426,43.7867,52.159,63.201,61.3919,41.4383,57.1629,109.856,22773.8908,3.6667,0,test
+10724,Slovakia,EUR,cool_dry,18.14112,48.28305,149,6,background,urban,0,0,0,0,4.8,2.8,0,0,0,0,0,0,84,5.4,2.8,0,0,2.151,0,1.08874,2.71,14783,15437,16255,14,22.83,59,27.1835,35.0647,23.1327,27.6785,18.2214,38.697,49.7451,62.9563,59.9217,39.1166,52.5377,119.9134,18757.0276,3.5,0,test
+10732,Slovakia,EUR,cool_moist,18.628067,48.781944,276,28,background,urban,0,0,0,0,19.7,42.2,0,0,0,0,0,0,15.1,2.6,19.3,0,0,2.088,0,1.37233,2.39,15498,15498,15498,54,29.1,56,25.7069,31.1125,20.2026,24.9943,13.0632,36.2301,46.5326,58.4809,56.8924,36.1817,52.5822,74.7743,13272.6843,0,0,val
+10738,Slovakia,EUR,cool_moist,20.291117,49.152779,808,125,background,rural,0,9.2,0,0,0,43.1,0,0,0,0,4.5,0,19,2.4,20.5,0,0,2.846,0,1.86504,1.53,1013,2518,11758,20,19.07,63,32.7695,37.0535,28.4571,31.944,23.0637,41.7487,50.0926,59.7848,57.3661,41.2222,54.2202,75.4988,16462.217,0,0,val
+10751,Slovakia,EUR,cool_moist,18.771114,49.211945,356,11,background,urban,0,2.7,0,0,2.7,61.6,0,0,0,0,0,0,7.5,5.2,19.6,0,0,2.343,0,9.9616,2.74,13044,17682,21655,55,44.64,61,24.3484,31.5791,17.0925,20.8483,9.3164,35.8913,48.8597,62.8382,60.5335,37.3159,56.5553,111.0525,17359.2969,2,0,train
+10874,United States of America,NAM,tropical_moist,-87.881412,30.498001,37.19,35,unknown,unknown,44.2,0,2,0,0,4.6,0,0,12.7,0,0,3,6.6,0,24.9,0,0,0.445,0.08,0.427557,2.04,1883,3116,6330,52,40.45,62,30.4806,-999,-999,-999,-999,-999,-999,-999,-999,-999,52.0646,-999,-999,-999,-999,train
+10877,United States of America,NAM,warm_moist,-87.650562,34.758781,122,26,unknown,unknown,2.1,1.4,0,0,11.8,5.2,0,0,8.5,0,1.5,0,18,2.3,48.6,0,0,0.956,0,0.380058,2.38,2141,8886,12559,62,59.08,62,27.2307,-999,-999,-999,-999,-999,-999,-999,-999,-999,52.3111,-999,-999,-999,-999,train
+10880,United States of America,NAM,warm_moist,-86.136587,32.498567,53.95,69,unknown,unknown,0,0,0,0,0,17.6,0,0,61.7,0,1.7,0,5.3,5.7,7.3,0,0,0.216,0,25.4005,2.55,761,1684,24498,20,19.38,63,31.4889,-999,-999,-999,-999,-999,-999,-999,-999,-999,52.6955,-999,-999,-999,-999,train
+10881,United States of America,NAM,warm_moist,-86.053867,33.904039,152.4,7,unknown,unknown,0,1.2,0,0,4,25.8,0,0,53.9,0,0,0,1.6,2.9,10.2,0,0,0,0,0.812706,2.53,2023,2223,10895,21,21.52,63,26.2262,-999,-999,-999,-999,-999,-999,-999,-999,-999,51.2714,-999,-999,-999,-999,val
+10883,United States of America,NAM,tropical_moist,-85.423117,31.190657,350,12,unknown,unknown,0,0,0,0,0,2.4,0,0,24.6,0,3.1,0,19.4,1.6,48.7,0,0,0.371,0,0.299085,1.9,8126,12153,12153,61,49.16,62,28.3149,-999,-999,-999,-999,-999,-999,-999,-999,-999,50.743,-999,-999,-999,-999,train
+10885,United States of America,NAM,warm_moist,-86.815,33.553056,177,10,unknown,unknown,0,0,0,0,1.7,33.6,0,0,45.4,0,0,0,1.1,17.4,0,0,0,0.168,0,32.8954,3.42,9464,21983,30742,63,62.07,63,23.9525,33.371,14.5113,22.6,10.2,35.2,47.8,61.2,58.925,39.1412,54.7895,152.9407,16338.9017,4,0.2,train
+10886,United States of America,NAM,warm_moist,-86.915,33.485556,180,24,unknown,unknown,0,0,0,0,0,35.8,0,0,44.2,0,0,0,1.1,17.1,0,0,0,0.408,0,4.34759,3.45,30497,30497,30742,63,62.06,63,27.3893,-999,-999,-999,-999,-999,-999,-999,-999,-999,54.4799,-999,-999,-999,-999,train
+10887,United States of America,NAM,warm_moist,-87.003611,33.331111,163,7,unknown,unknown,0,0,0,0,0,42.2,0,0,43.4,0,0,0,1.8,10.9,0,0,0,0,0,2.48824,3.13,1358,4851,30742,60,46.93,63,27.1243,-999,-999,-999,-999,-999,-999,-999,-999,-999,54.6527,-999,-999,-999,-999,train
+10888,United States of America,NAM,warm_moist,-87.305556,33.459722,226,51,unknown,unknown,0,0,0,0,1,74.4,0,0,22.6,0,0,0,0,0,0,0,0,0,0,0.302219,2.33,351,379,1612,6,6.7,42,35.8218,-999,-999,-999,-999,-999,-999,-999,-999,-999,55.0345,-999,-999,-999,-999,train
+10889,United States of America,NAM,warm_moist,-86.549167,33.545278,195,7,unknown,unknown,0,1.2,0,0,5.9,30.8,0,0,50.9,0,0,0,1,6.4,3.4,0,0,0.042,0,5.7222,3.26,2475,2961,20671,52,35.17,63,24.9253,-999,-999,-999,-999,-999,-999,-999,-999,-999,54.7153,-999,-999,-999,-999,train
+10890,United States of America,NAM,warm_moist,-86.816667,33.386389,180,24,unknown,unknown,0,0,0,0,1.5,29.6,0,0,48.9,0,0,0,2.3,16.7,0,0,0,0.105,0,1.68412,3.32,18287,18287,30742,63,62.27,63,27.497,-999,-999,-999,-999,-999,-999,-999,-999,-999,55.8961,-999,-999,-999,-999,train
+10891,United States of America,NAM,warm_moist,-86.669167,33.704722,204,41,unknown,unknown,0,0,0,0,7.6,32.1,0,0,46.4,0,0,0,0,9.1,3.7,0,0,0,0,7.85789,2.87,4647,10907,21983,50,41.7,63,27.7075,-999,-999,-999,-999,-999,-999,-999,-999,-999,58.2407,-999,-999,-999,-999,train
+10892,United States of America,NAM,warm_moist,-86.9425,33.801667,212,106,unknown,unknown,0,0,0,0,4.9,40.6,0,0,44.5,0,0,0,0,1.5,8,0,0,0,0,3.08922,2.65,919,1152,3950,17,12.97,62,35.5408,-999,-999,-999,-999,-999,-999,-999,-999,-999,55.3528,-999,-999,-999,-999,train
+10893,United States of America,NAM,warm_moist,-86.773889,33.578333,173,9,unknown,unknown,0,0,0,0,3.3,32.3,0,0,45.6,0,0,0,0,16.4,1.1,0,0,0.168,0,27.5599,3.5,14194,20671,30742,63,62.39,63,27.7903,-999,-999,-999,-999,-999,-999,-999,-999,-999,55.9811,-999,-999,-999,-999,train
+10896,United States of America,NAM,warm_moist,-86.58637,34.68767,183,14,unknown,unknown,0,0,0,0,12.4,7.2,0,0,15.6,0,3.4,0,19.7,5.5,35.5,0,0,0.208,0,0.745165,2.37,10337,13849,19091,62,59.78,63,32.8799,-999,-999,-999,-999,-999,-999,-999,-999,-999,56.0576,-999,-999,-999,-999,train
+10898,United States of America,NAM,warm_moist,-86.756174,34.772727,227.99,25,unknown,unknown,0,0,0,0,3.7,3.6,0,0,8.4,0,2.8,0,32,5.8,42.6,0,0,1.456,0,1.77085,2.48,5680,10101,19091,60,58.91,63,29.9683,-999,-999,-999,-999,-999,-999,-999,-999,-999,53.6418,-999,-999,-999,-999,train
+10899,United States of America,NAM,tropical_moist,-88.087526,30.769941,10.67,13,unknown,unknown,9.4,4.2,4,0,0,16.8,0,0,42.4,0,0,11.7,1.6,6.6,2.7,0,0,0,0,19.4191,2.24,3994,12670,29458,62,58.14,63,25.3519,-999,-999,-999,-999,-999,-999,-999,-999,-999,52.8762,-999,-999,-999,-999,train
+10901,United States of America,NAM,tropical_moist,-88.14114,30.474674,19.81,12,unknown,unknown,46.4,0,2.6,0,0,4.3,0,0,19.8,0,0,3.6,2.8,4.3,14.4,0,0,0.083,0,2.27305,2.22,790,1607,29458,17,20.26,63,28.6035,-999,-999,-999,-999,-999,-999,-999,-999,-999,53.3055,-999,-999,-999,-999,train
+10903,United States of America,NAM,warm_moist,-86.256367,32.40712,76.2,26,unknown,unknown,0,0,0,0,0,11.4,0,0,61.4,0,3.8,0,6.4,6.5,9.7,0,0,1.262,0,21.0801,2.52,13824,19089,24498,63,60.05,63,29.5217,-999,-999,-999,-999,-999,-999,-999,-999,-999,53.3673,-999,-999,-999,-999,train
+10905,United States of America,NAM,warm_moist,-86.976939,34.518735,173.74,19,unknown,unknown,3,1.2,0,0,4.5,5.1,0,0,9.1,0,1.5,1.2,16.8,3.3,54.1,0,0,0.324,0,0.767003,2.46,4990,10476,11427,28,29.44,63,29.3239,-999,-999,-999,-999,-999,-999,-999,-999,-999,54.9861,-999,-999,-999,-999,train
+10906,United States of America,NAM,warm_moist,-85.083841,32.467971,140.21,45,unknown,unknown,0,0,0,0,0,29.5,0,0,59.2,0,1.1,0,2,6.8,0,0,0,0.289,0,0.495558,2.44,4632,12372,24990,44,39.64,63,30.7269,-999,-999,-999,-999,-999,-999,-999,-999,-999,53.1667,-999,-999,-999,-999,train
+10907,United States of America,NAM,warm_moist,-86.825092,33.317316,134.11,16,unknown,unknown,0,0,0,0,1.3,29.4,0,0,51,0,0,0,2.7,14.7,0,0,0,0,0,1.68412,3.32,6395,11115,30742,59,56.68,63,27.5244,-999,-999,-999,-999,-999,-999,-999,-999,-999,55.877,-999,-999,-999,-999,train
+10908,United States of America,NAM,warm_moist,-88.201865,32.36401,96.32,23,unknown,unknown,0,0,0,0,0,69.2,0,0,29.8,0,0,0,0,0,0,0,0,0,0.001,0.280578,2.14,161,161,370,0,0,48,29.2607,-999,-999,-999,-999,-999,-999,-999,-999,-999,49.5872,-999,-999,-999,-999,train
+10909,United States of America,NAM,warm_moist,-88.277954,32.362706,63.7,12,unknown,unknown,0,0,0,0,0,72.1,0,0,27.3,0,0,0,0,0,0,0,0,0,0,0.280578,2.14,138,161,461,0,0.48,31,20.8585,-999,-999,-999,-999,-999,-999,-999,-999,-999,44.492,-999,-999,-999,-999,train
+10911,United States of America,NAM,warm_moist,-87.459731,33.0896,69,19,unknown,unknown,0,0,0,0,0,55.1,0,0,37.2,0,0,0,1.6,3.8,0,0,0,0.057,0,0.171165,2.31,468,1825,20645,13,11.32,63,22.2633,-999,-999,-999,-999,-999,-999,-999,-999,-999,46.8093,-999,-999,-999,-999,train
+10913,United States of America,NAM,cool_moist,-149.824602,61.205861,39,29,unknown,unknown,39.8,3.9,0,0,0,15,0,10.5,14.4,0,8.3,1.9,0,4,0,0,0,0,0,8.32242,1.03,13568,19674,19674,63,62.89,63,17.0403,-999,-999,-999,-999,-999,-999,-999,-999,-999,40.1724,-999,-999,-999,-999,test
+10916,United States of America,NAM,boreal_dry,-147.727413,64.84569,132,1,unknown,unknown,0,15.6,0,4.8,0,31.8,0,10,31.3,2.1,1.7,0,0,0,0,0,0,0,0,0.07108,0.73,4365,6242,6277,63,61.65,63,13.5131,18.4959,11.062,12.6667,2.3333,24,33.3333,43.3333,41.375,21.8516,35.3286,13.1098,1488.118,0,0,val
+10917,United States of America,NAM,cool_moist,-149.455255,61.598796,102,65,unknown,unknown,10.6,2.6,0,0,0,37.4,0,13.6,19.2,0,11.3,1.3,0,0,0,0,0,0,0,0.189955,0.65,1014,2031,2031,60,51.11,62,20.5412,-999,-999,-999,-999,-999,-999,-999,-999,-999,35.5533,-999,-999,-999,-999,test
+10920,United States of America,NAM,cool_dry,-111.652777,35.206111,2120,30,unknown,unknown,0,38,0,0,0,0,3.3,6.7,30.7,0,17.7,0,0,1.5,0,0,0,0,0,0.889008,1.15,11154,11154,11154,62,43.57,63,40.5531,-999,-999,-999,-999,-999,-999,-999,-999,-999,61.9516,-999,-999,-999,-999,test
+10923,United States of America,NAM,tropical_dry,-111.1074,33.6547,786,107,unknown,unknown,2.2,0,0,0,0,0,5.7,75.6,10.8,0,3.2,0,0,0,0,0,0,0,0,0.066061,1.28,47,47,115,0,1.33,8,46.6203,-999,-999,-999,-999,-999,-999,-999,-999,-999,66.4698,-999,-999,-999,-999,val
+10925,United States of America,NAM,tropical_dry,-113.58,34.2319,376,33,unknown,unknown,0,0,0,0,0,0,0,95.8,0,0,0,0,0,0,0,0,3.5,0,0,0.008998,1.02,11,11,71,0,0,0,42.3599,-999,-999,-999,-999,-999,-999,-999,-999,-999,62.8599,-999,-999,-999,-999,test
+10927,United States of America,NAM,tropical_dry,-112.14257,33.48385,333,15,unknown,unknown,0,0,0,0,0,0,0,39,0,0,0,0,5.5,55,0,0,0,0,0,0.904969,4.96,60789,60789,67274,63,63,63,27.6648,40.0399,15.1814,26.8,4.6,44.8,57,69.6,67.075,48.0115,65.6792,219.0511,34734.9246,15.6,0.6,val
+10928,United States of America,NAM,tropical_dry,-111.86507,33.41045,383,17,unknown,unknown,0,0,0,0,0,0,0,49.3,0,0,0,0,5.3,44.7,0,0,0,0,0,55.8989,3.78,52465,52465,65151,63,63,63,28.6467,43.5391,21.8771,32.5,18,46.5,58.5,70,67.375,50.3071,59.6411,241.1702,39479.0545,15,0,val
+10929,United States of America,NAM,tropical_dry,-112.06626,33.56033,378,29,unknown,unknown,0,0,0,0,0,0,0,42.6,0,0,0,0,3.7,53.6,0,0,0,0,0,66.3776,5.16,37799,50307,67274,63,62.88,63,31.4287,43.1445,19.5467,31.4,12.6,47.2,59.6,72.6,69.85,50.6313,69.8844,270.8537,41534.0048,26,1,val
+10930,United States of America,NAM,tropical_dry,-111.73331,33.45223,384,32,unknown,unknown,0,0,0,0,0,0,0,62,0,0,0,0,5.9,31.8,0,0,0,0.11,0,48.0868,3.2,28584,32574,52465,63,62.63,63,35.6658,42.5741,28.7162,35,25.75,45.25,55.7,67.25,64.225,47.6693,64.8822,164.9242,32433.7115,6.2,0,val
+10931,United States of America,NAM,tropical_dry,-112.19196,33.57454,350,20,unknown,unknown,0,0,0,0,0,0,0,47.3,0,0,0,0,4.5,47.9,0,0,0,0,0,30.3736,5.3,41692,53438,67274,63,63,63,30.0202,41.2107,18.8087,30.25,12.6875,44.5,56,67.5,64.975,47.9275,63.72,199.031,32527.5287,10.6,0.2,val
+10933,United States of America,NAM,tropical_dry,-111.855622,33.706328,733,204,unknown,unknown,0,0,0,0,0,0,0,77.4,0,0,0,0,1.8,19.6,0,0,0,0,0,10.8892,2.37,2151,2230,45038,62,50.18,63,43.6352,47.913,39.3815,42.5,35.75,50.75,59.5,70.25,67.4688,52.0421,68.8012,220.2781,42950.6189,17,0,val
+10934,United States of America,NAM,tropical_dry,-112.04601,33.45793,339,14,unknown,unknown,0,0,0,0,0,0,0,37.8,0,0,0,0,5.7,55.4,0,0,0,0,0,12.0648,5.11,12082,65151,67274,63,63,63,26.9586,39.1341,14.6762,26.2,5.4,43.2,55.2,67.6,64.775,46.2998,64.6022,193.9955,30275.7362,10.6,0,val
+10935,United States of America,NAM,tropical_dry,-111.91721,33.47968,368,15,unknown,unknown,0,0,0,0,0,0,0,38.9,0,0,0,0,3,57.6,0,0,0,0.834,0,8.71342,4.72,28431,33204,67274,63,62.98,63,29.0114,40.3502,17.5571,28.4,11.6,43.6,56,68.8,66.2,47.2466,67.213,201.1035,32320.6582,14,0,val
+10939,United States of America,NAM,tropical_dry,-112.07533,33.40316,326,14,unknown,unknown,0,0,0,0,0,0,0,48.1,0,0,0,0,5.7,43.9,0,0,1.8,0.434,0,12.0648,5.11,34965,34965,67274,63,62.31,63,28.7131,40.5867,16.6848,28.6,8.8,45,56.8,68.2,66.2,47.7815,64.7082,199.768,33644.4315,11.8,0.2,val
+10940,United States of America,NAM,tropical_dry,-111.88431,33.29898,366,6,unknown,unknown,0,0,0,0,0,0,0,57.2,0,0,0,0,8.6,29.6,0,0,4.3,1.33,0,0.494821,2.85,49293,49293,65151,63,61.79,63,29.682,41.3604,17.6706,29.75,11.75,44.5,55.5,66.5,64.9357,47.6966,63.2798,166.4534,31835.6553,8.2,0,val
+10941,United States of America,NAM,tropical_dry,-111.93473,33.4124,352,15,unknown,unknown,0,0,0,0,0,0,0,40.3,0,0,0,0,5.1,53.7,0,0,0,0,0,8.71342,4.72,45499,47867,67274,63,63,63,25.7841,37.1137,14.2747,24.5,7,40.75,52.75,64.5,61.9857,43.9042,62.0982,146.6827,25060.9479,4.6,0,val
+10943,United States of America,NAM,tropical_dry,-112.01739,33.82169,587,41,unknown,unknown,0,0,0,0,0,0,0,85.3,0,0,0,0,0,11.9,0,0,0,0,0,3.97446,2.26,901,3685,45038,25,30.13,63,43.0769,48.6969,37.4087,42.25,34.25,51,60,70,67.85,52.6134,67.1622,189.1862,45233.6226,19.6,0,val
+10944,United States of America,NAM,tropical_dry,-112.34184,33.63713,359,22,unknown,unknown,0,0,0,0,0,0,0,68.5,0,0,0,0,3.5,27.6,0,0,0,0.053,0,0.723127,3.37,16403,20863,67274,63,63,63,32.1452,40.6956,23.5623,31.75,19.5,43.75,53.125,63.75,61.6821,46.1277,59.623,148.8726,26434.6588,5.6,0,val
+10945,United States of America,NAM,tropical_dry,-112.6207,33.37005,258,17,unknown,unknown,0,0,0,0,0,0,0,83.7,0,0,0,0,11.9,0,0,0,3,1.765,0,0.038256,2.37,1317,1840,2143,31,25.26,63,25.7508,35.9329,15.432,25,10.75,38.25,48.5,59.25,56.75,41.9168,55.563,86.642,16875.9087,1,0,val
+10946,United States of America,NAM,tropical_dry,-111.676928,33.629246,435.23,19,unknown,unknown,0,0,0,0,0,0,0,85.1,0,0,0,0,1.7,12.3,0,0,0,0.108,0,2.2089,2.41,369,2529,43431,19,24.4,63,32.8327,44.154,21.9067,32.25,19.5,45,55.25,66.5,64.3438,48.5317,63.7129,151.4856,32710.0109,7.75,0,val
+10948,United States of America,NAM,tropical_dry,-112.160597,33.290229,326,9,unknown,unknown,0,0,0,0,0,0,0,65.3,0,0,0,0,5.3,20.9,0,0,8.1,0.24,0,0.046492,2.65,286,2926,60789,44,26.47,63,38.8301,-999,-999,-999,-999,-999,-999,-999,-999,-999,62.1678,-999,-999,-999,-999,val
+10949,United States of America,NAM,tropical_dry,-111.855654,33.488242,377,16,unknown,unknown,0,0,0,0,0,0,0,48.8,0,0,0,0,3.9,47.1,0,0,0,0,0,55.8989,3.78,612,31847,67274,60,57.39,63,32.1891,42.0672,22.4007,30.8,19.4,43.6,55.6,68.6,65.425,48.1886,66.8139,197.1212,32197.1395,10.6,0.2,val
+10950,United States of America,NAM,tropical_dry,-111.755334,33.507992,394,15,unknown,unknown,0,0,0,0,0,0,0,62.9,0,0,0,0,4.3,32.6,0,0,0,0.11,0,37.2124,3.01,557,9500,52465,27,34.5,63,36.7374,45.0073,28.5374,34.8,26,46.2,58.2,71.2,68.2,50.5154,69.8523,229.1459,38666.6515,19,0.2,val
+10951,United States of America,NAM,tropical_dry,-111.805769,33.474609,412,12,unknown,unknown,0,0,0,0,0,0,0,54.9,0,0,0,0,3.9,40.9,0,0,0,0,0,55.8989,3.78,2690,43431,65151,59,54.38,63,38.0437,-999,-999,-999,-999,-999,-999,-999,-999,-999,66.3275,-999,-999,-999,-999,val
+10952,United States of America,NAM,tropical_dry,-111.83852,33.508125,366,17,unknown,unknown,0,0,0,0,0,0,0,48.8,0,0,0,0,3.9,47.1,0,0,0,0,0,65.7267,3.52,474,5832,65151,51,44.46,63,37.7549,-999,-999,-999,-999,-999,-999,-999,-999,-999,66.2724,-999,-999,-999,-999,val
+10953,United States of America,NAM,warm_dry,-111.7987,33.9828,1582,668,unknown,unknown,0,0,0,0,0,0,4.4,89.3,3.5,0,2,0,0,0,0,0,0,0,0,0.423525,1.47,30,40,2149,0,0,63,49.0655,50.3987,47.7539,49.25,43.25,56,62.5,70.75,68.15,53.506,66.64,173.1154,51611.0657,17.4,0,val
+10956,United States of America,NAM,tropical_dry,-111.60925,33.54549,436,14,unknown,unknown,0,0,0,0,0,0,0,86.2,0,0,0,0,1.6,11.3,0,0,0,0,0,27.7148,2.76,31,3383,48489,8,8.94,63,35.2823,45.8977,24.642,34.6,21.6,47.4,58,70,67.675,50.7489,67.8542,199.0759,39353.7562,18.2,0.4,val
+10957,United States of America,NAM,tropical_dry,-111.72529,33.61103,505,92,unknown,unknown,0,0,0,0,0,0,0,79.9,0,0,0,0,1.8,17.6,0,0,0,0.117,0,5.59657,2.71,9851,9851,48489,62,49.63,63,38.3933,45.3997,31.4964,37,28.6667,47.3333,58,71,68.4167,49.8678,67.3267,211.4159,38979.4245,18.6667,0.3333,val
+10958,United States of America,NAM,tropical_dry,-111.67183,33.71881,478,23,unknown,unknown,0,0,0,0,0,0,0,90.5,2.2,0,2,0,0,3.7,0,0,0,0.004,0,1.91049,1.92,96,620,21644,27,14.01,63,37.4402,45.2975,29.6151,35.5,27.25,45.4375,55.5,67.75,65.5,49.3781,66.3833,186.8956,33863.8725,10.2,0.4,val
+10964,United States of America,NAM,tropical_dry,-112.095767,33.503833,346,14,unknown,unknown,0,0,0,0,0,0,0,36,0,0,0,0,5.1,58.4,0,0,0,0,0,66.3776,5.16,46180,65151,67274,63,63,63,28.1986,40.3703,16.0984,28.1,6.4,44.6,56.8,69.492,66.8,48.0821,66.221,223.6402,34907.9658,15.4,0.4,val
+10969,United States of America,NAM,tropical_dry,-110.737116,32.174538,938,87,unknown,unknown,0,0,0,0,0,0,0,79.3,2.3,0,3.8,0,0,13.9,0,0,0,0.046,0,2.32232,1.99,1557,10006,39530,13,21.54,63,41.6323,46.3297,36.9705,40.8,34.2,48.6,56.2,65.8,64.575,49.8662,63.0902,137.73,35447.035,5.8,0,val
+10970,United States of America,NAM,tropical_dry,-110.878067,32.204411,789,31,unknown,unknown,0,0,0,0,0,0,0,73.6,0,0,1.1,0,0,23.9,0,0,0,0,0,61.6711,2.07,32286,32286,41056,63,62.99,63,29.7758,39.7211,19.8474,30,16.6,42.2,51.6,61.876,59.65,45.0326,57.8665,99.7251,23184.7954,2,0,val
+10971,United States of America,NAM,tropical_dry,-111.06352,32.425261,0,123,unknown,unknown,0,0,0,0,0,0,0,80.9,1.5,0,0,0,2.2,14,0,0,0,0,0,2.69182,1.67,2528,2529,41056,43,39.23,63,37.4895,43.9886,31.0564,37,28.8,46,54.14,63,61.65,47.5516,58.8289,95.2158,29243.687,2,0,val
+10972,United States of America,NAM,tropical_montane,-110.774357,32.04767,937,46,unknown,unknown,0,0,0,0,0,0,0,88.6,0,0,3.9,0,0,6.7,0,0,0,0.029,0,0.316545,1.76,344,410,39530,16,17.76,63,34.3626,42.8829,25.9282,35.2,23.6,44.8,53.2,63.2,61.65,47.5863,59.8483,122.3083,28233.6926,3.6,0,val
+10974,United States of America,NAM,tropical_dry,-110.9823,32.29515,703,27,unknown,unknown,0,0,0,0,0,0,0,72.8,0,0,0,0,0,24.9,0,0,0,0,0,5.35228,2.12,41056,41056,41056,63,62.99,63,28.9572,39.4913,18.4934,29.6,14,42.6,52.2,62.164,60.4571,44.7567,58.4356,100.2576,23502.8285,1.6,0,val
+10975,United States of America,NAM,tropical_dry,-110.99644,31.87952,0,61,unknown,unknown,0,0,0,0,0,0,0,90.8,2,0,3.9,0,0,1,0,0,0,0,0,1.30732,1.3,3733,3884,3884,59,35.05,60,35.2571,44.0836,26.5276,36.8,24.8,45.6,54.4,63,61.8107,47.5095,59.9718,110.0435,29777.8204,2.8,0,val
+10976,United States of America,NAM,tropical_dry,-110.980115,32.173,727.56,19,unknown,unknown,0,0,0,0,0,0,0,72.5,0,0,0,0,0,24.8,0,0,0,0.008,0,1.18606,2.07,30537,38189,41056,63,62.71,63,27.6152,38.4832,16.8573,29,11.4,41.6,50.6,60.4,59.2,43.7543,57.7625,95.809,20821.2931,1.4,0,val
+10977,United States of America,NAM,tropical_dry,-111.12716,32.38082,679.09,19,unknown,unknown,0,0,0,0,0,0,0,84.2,0,0,0,0,1.7,13.1,0,0,0,0.07,0,0.273164,1.71,2454,2529,41056,54,35.59,63,26.284,38.2497,14.4544,27.4,8,41.4,50.8,59.8,58.475,43.8446,56.23,76.5074,20651.2877,0.2,0,val
+10978,United States of America,NAM,tropical_dry,-111.5436,33.4214,525,52,unknown,unknown,0,0,0,0,0,0,0,86,0,0,0,0,3.6,9.9,0,0,0,0.018,0,20.7579,2.48,2725,16775,47043,62,52.09,63,36.0452,41.5961,30.5225,35.2,27.4,44,53.6,65,62.5917,45.982,63.1839,158.4312,27448.0592,6.2,0.2,val
+10979,United States of America,NAM,tropical_dry,-111.76225,32.954361,446,27,unknown,unknown,0,0,0,0,0,0,0,70.7,0,0,0,0,14.8,1.1,0,0,13.2,0.097,0,1.63209,1.94,2100,3179,4445,63,42.92,63,31.0933,41.63,20.6524,32.6,17.8,43.8,53,62.6,61.0583,46.1211,58.6735,91.1322,26192.543,2.2,0,val
+10980,United States of America,NAM,tropical_dry,-111.308056,32.508306,579,10,unknown,unknown,0,0,0,0,0,0,0,96.5,0,0,0,0,2.1,0,0,0,0,0.536,0,0.013014,1.67,143,854,2528,13,9.77,62,31.6129,-999,-999,-999,-999,-999,-999,-999,-999,-999,59.0425,-999,-999,-999,-999,val
+10983,United States of America,NAM,tropical_dry,-111.739999,33.080087,146,9,unknown,unknown,0,0,0,0,0,0,0,75.8,0,0,0,0,15.3,1.8,0,0,6.9,0.208,0,0.724605,2.08,159,159,13285,33,17.82,63,36.3818,-999,-999,-999,-999,-999,-999,-999,-999,-999,61.4998,-999,-999,-999,-999,val
+10984,United States of America,NAM,tropical_dry,-111.285594,33.293465,634,32,unknown,unknown,0,0,0,0,0,0,1.2,93.2,2.6,0,0,0,2.3,0,0,0,0,0,0,0.282577,1.53,89,89,2732,6,4.25,61,46.9737,-999,-999,-999,-999,-999,-999,-999,-999,-999,65.4624,-999,-999,-999,-999,val
+10986,United States of America,NAM,warm_dry,-112.4761,34.5467,1591,28,unknown,unknown,0,0,0,0,0,0,8,62.6,18.2,0,7.7,0,0,2.3,0,0,0,0,0,1.0866,1.13,3724,7597,7597,56,37.42,62,38.0178,-999,-999,-999,-999,-999,-999,-999,-999,-999,61.0918,-999,-999,-999,-999,test
+10990,United States of America,NAM,tropical_dry,-114.61444,32.690278,51,25,unknown,unknown,0,0,0,0,0,0,0,21.2,0,0,2.3,0,25.6,5,0,0,45.5,2.68,0,3.82726,1.8,20356,23932,23932,63,59.68,63,37.9869,-999,-999,-999,-999,-999,-999,-999,-999,-999,64.5377,-999,-999,-999,-999,val
+10992,United States of America,NAM,warm_moist,-90.193141,35.197288,67,3,unknown,unknown,1.4,1.4,0,0,2.5,4.5,0,0,7.3,0,0,1.3,57.5,15.8,6.7,0,0,2.49,4.549,6.16923,3.18,1033,13846,41729,60,51.3,63,28.2528,36.4718,20.0454,27.6,17,38.6,50,64.6,62.45,42.3296,57.8469,197.909,20564.6286,11.2,1,train
+10997,United States of America,NAM,warm_moist,-93.20826,35.832726,711,169,unknown,unknown,0,0,0,0,84.1,2.5,0,0,6.8,0,0,0,0,0,6.5,0,0,0,0,0.020182,1.55,57,57,124,0,0,14,37.7926,38.7899,36.8004,37,30.4,44.8,52.6,61.6,59.675,42.5252,53.6111,89.4083,16493.2457,1.6,0,train
+10998,United States of America,NAM,warm_moist,-94.143316,34.454406,0,120,unknown,unknown,0,0,0,0,2.8,59.2,0,0,27.2,0,1.5,0,1.5,0,7.4,0,0,0,0,0.048549,1.55,83,111,1594,0,0,56,39.1162,40.3714,37.8651,38.4,31,46.8,54.6,64.2,62.35,44.3744,55.742,129.1928,21063.7894,5.8,0,test
+10999,United States of America,NAM,warm_moist,-92.281296,34.756189,80,13,unknown,unknown,0,0,0,0,2.8,12.3,0,0,43.7,0,1.8,0,17.5,12.2,8.4,0,0,0.97,0.049,12.574,2.62,14124,23001,23001,63,62.39,63,26.9188,34.9274,18.901,26,15.4,36.8,47.8,61.6,59.3,40.2859,55.7467,143.3574,16741.5407,5.4,0,val
+11000,United States of America,NAM,warm_moist,-92.260581,34.835721,164,71,unknown,unknown,0,1.2,0,0,2.6,5.9,0,0,46.8,0,2.5,0,16.8,12.4,11,0,0,1.648,1.446,29.7074,2.54,16058,16058,23001,61,51.97,63,32.7831,38.1176,27.4341,31.8,23.4,40.8,51,65.24,62.475,42.6839,58.3822,175.598,20991.9513,9.6,0,val
+11002,United States of America,NAM,warm_moist,-92.328697,34.681343,0,23,unknown,unknown,0,0,0,0,2.2,17.8,0,0,45.2,0,1.9,0,12.2,11.5,8.1,0,0,0.735,0.101,0.576091,2.52,8128,23001,23001,62,55.22,63,24.7366,32.9396,16.5298,23.8,11.8,35.6,47,61.6,58.65,39.2904,55.2689,164.1059,15400.8864,6.4,0.2,val
+11003,United States of America,NAM,warm_moist,-92.447169,35.579647,156,11,unknown,unknown,1.2,1.9,0,0,37.2,4.6,0,0,29.4,0,3.3,0,0,0,21,0,0,0,0,0.22358,1.88,385,452,523,25,14.45,32,15.7223,-999,-999,-999,-999,-999,-999,-999,-999,-999,36.7389,-999,-999,-999,-999,val
+11004,United States of America,NAM,warm_moist,-94.116827,36.1797,1,17,unknown,unknown,0,2.3,0,0,8,1.6,0,0,11.5,0,24.7,0,9.2,3.5,38.7,0,0,0,0,4.48253,1.98,6619,16092,16092,60,53.27,63,32.0188,37.9174,26.1261,31.8,22.4,41.4,50.8,62.4,60.225,43.0019,55.6956,130.929,19540.2751,5.8,0,val
+11005,United States of America,NAM,warm_moist,-94.167436,36.011703,1,23,unknown,unknown,0,0,0,0,16.3,0,0,0,23.5,0,21.4,0,5.7,1.9,31.3,0,0,0,0,0.727677,1.97,2232,10242,16092,22,21.8,63,31.4536,39.68,23.2439,32.6667,19.3333,42.6667,52.2,63,60.25,44.6495,56.1704,119.8356,22509.616,5,0,val
+11009,United States of America,NAM,warm_dry,-121.784217,37.687526,137,34,unknown,unknown,0,0,0,0,0,0,0,0,28.9,11.5,34,0,12.1,12.1,0,0,0,0,0,1.16579,3.35,28752,28752,49109,63,58.04,63,23.6638,31.806,14.7182,23.8,10.2,35.2,43.6,60.08,56.325,37.8622,54.3187,204.97,11472.7297,6,0.6,train
+11010,United States of America,NAM,warm_dry,-122.169935,37.743065,11,15,unknown,unknown,30.6,1.3,0,0,0,1.8,0,0,25.7,1.2,1.4,0,2.1,34.1,0,0,0,0,0,0.197886,4.39,56128,56128,105051,63,61.14,63,18.9931,23.0394,14.4988,19.4,9,27.8,34.4,41.8,39.8536,27.7126,39.5202,31.0221,1282.2752,0,0,train
+11012,United States of America,NAM,warm_dry,-122.282347,37.814781,0,4,unknown,unknown,36.1,1.5,0,0,0,2.8,0,0,21,0,0,1,2.7,33,0,0,0,0,0,26.3693,3.9,84926,100758,209849,63,62.41,63,18.5384,22.6418,15.642,20,9.5,28,34.75,41.5,39.6562,27.1653,38.558,15.47,818.4824,0,0,train
+11014,United States of America,NAM,warm_dry,-122.031547,37.654456,290,239,unknown,unknown,21.6,0,0,0,0,0,0,0,23.5,3.1,10.2,1.2,5.2,32.5,0,0,0,0,0,2.38082,4.48,7456,56997,91181,39,42.3,63,29.3354,-999,-999,-999,-999,-999,-999,-999,-999,-999,46.0097,-999,-999,-999,-999,train
+11016,United States of America,NAM,warm_dry,-120.763515,38.339905,377,172,unknown,unknown,0,15.6,0,0,0,2.7,0,0,50.5,19.6,6.9,0,2.8,0,0,0,0,0,0,0.500053,1.32,398,766,1562,28,17.53,60,27.3663,37.3559,16.4793,26.8,12,39.6,52.2,67.4,65.0929,42.6214,64.4309,183.5748,24458.3471,11.6,0.4,train
+11017,United States of America,NAM,warm_dry,-121.843286,39.757371,62,13,unknown,unknown,0,7.5,0,0,0,0,0,0,33.6,15.6,7.1,0,30.7,4.1,0,0,0,0.192,9.233,0.198608,1.14,16924,25994,25994,63,55.19,63,26.5189,33.0349,18.5321,26.5,13,37,47.5,60.5,58.6875,38.3037,55.5776,88.2139,15036.8963,0.5,0,test
+11018,United States of America,NAM,warm_moist,-121.618836,39.714041,0,194,unknown,unknown,0,31.4,0,0,0,2.1,0,0,30.1,14.1,5.6,0,10.9,4.4,0,0,0,0,0.059,2.3449,1.16,1147,1205,25994,5,8.85,63,41.9223,44.2199,39.4351,40.6,33.8,49.4,58.8,69.4,68.025,47.9462,65.1994,180.6652,32861.0148,17,0.2,test
+11020,United States of America,NAM,warm_dry,-120.681567,38.201852,0,48,unknown,unknown,0,7.9,0,0,0,1.9,0,0,48,27.9,11.8,0,1.6,0,0,0,0,0,0,0.123937,1.28,319,429,1562,31,9.71,60,30.191,39.6314,19.9341,30,16.6,41.4,53.4,67.6,65.425,44.149,64.1451,188.5509,26571.9852,11.2,0.2,train
+11022,United States of America,NAM,warm_dry,-122.017728,39.202935,17,3,unknown,unknown,0,0,0,0,0,0,0,0,7.9,4,5,0,80.7,0,0,0,0,2.382,15.018,2.12011,1.19,409,409,729,38,15.67,48,25.7678,33.6347,17.1219,24.8,14.8,35.8,45.8,56.8,53.825,38.4893,53.5699,65.7441,11978.5327,0.2,0,train
+11023,United States of America,NAM,warm_dry,-122.026154,37.936013,26,17,unknown,unknown,7,2.8,0,0,0,2,0,0,32.1,4.2,9.7,1.5,12.8,27,0,0,0,0.063,0,14.6628,3.38,31273,49200,100758,62,57.98,63,23.8049,30.2213,16.7942,24.2,13.8,33.2,40.4,54.8,51.4,35.3839,48.3867,141.7862,7828.0186,3,0.2,train
+11026,United States of America,NAM,warm_dry,-121.641918,38.006311,-2,0,unknown,unknown,2.2,1.6,0,0,0,1.1,0,0,13.3,2.7,14.5,2.2,53.7,6.8,0,0,0,0.297,0,8.12956,2.56,3714,6081,32122,23,17.82,63,26.4451,33.5407,18.7499,26,16.25,36,45,60.19,55.85,38.6796,53.5785,160.0532,12656.1443,3.6,0.4,val
+11028,United States of America,NAM,warm_dry,-122.356811,37.9604,20,11,unknown,unknown,36.5,2.9,0,0,0,3.7,0,0,17.8,0,1.2,2,4.5,30.3,0,0,0,0.003,0,15.9855,3.1,63302,63302,209849,63,60.24,63,22.8461,26.7182,19.0212,23.75,14.75,31.75,38,44.5,42.7723,31.2057,41.4323,33.1161,2165.4751,0,0,train
+11029,United States of America,NAM,warm_dry,-121.934188,37.743649,119,47,unknown,unknown,4.4,0,0,0,0,1.1,0,0,32,7.5,21,0,7.6,24.9,0,0,0,0,0,27.8334,4.04,28620,28620,91181,62,58.5,63,24.4898,-999,-999,-999,-999,-999,-999,-999,-999,-999,48.1516,-999,-999,-999,-999,train
+11034,United States of America,NAM,warm_moist,-120.821916,38.725282,585,179,unknown,unknown,0,29.1,0,0,0,2.7,0,0,54.8,6,3.7,0,1,2.4,0,0,0,0,0,4.179,1.44,3997,3997,8192,59,37.92,62,41.1038,44.3308,37.6143,39.5,32,49.6,60,73.2,71.275,48.0828,68.8956,280.0869,35917.09,29.4,2,val
+11036,United States of America,NAM,cool_moist,-120.033084,38.81161,2250,282,unknown,unknown,7.9,62.4,0,0,0,0,0,0,5.6,0,17.3,0,4.3,0,0,0,0,0,0,0.62679,0.67,504,2211,11364,6,4.4,58,45.0944,-999,-999,-999,-999,-999,-999,-999,-999,-999,59.0995,-999,-999,-999,-999,train
+11038,United States of America,NAM,warm_moist,-121.003373,38.890941,0,192,unknown,unknown,0,25.4,0,0,0,3.2,0,0,57.1,4.4,1.2,0,1.7,5.6,0,0,0,0,0,3.46283,1.64,469,532,12639,11,9.3,63,41.9701,-999,-999,-999,-999,-999,-999,-999,-999,-999,69.2155,-999,-999,-999,-999,val
+11040,United States of America,NAM,warm_dry,-119.741966,36.705506,89,6,unknown,unknown,0,0,0,0,0,0,0,0,1.5,1,7.7,0,68,18.6,2.1,0,0,1.881,0.241,1.96586,2.86,6144,43803,54559,63,58.06,63,32.5044,43.5993,21.1573,31.5,14.75,48.5,65.75,82.75,76.575,48.724,76.837,401.4766,45093.3273,54.4,9.25,train
+11041,United States of America,NAM,warm_dry,-119.77319,36.781333,96,7,unknown,unknown,0,0,0,0,0,0,0,0,1.4,2.2,19.7,0,56.7,17.5,1.4,0,0,0.214,0,1.96586,2.86,54559,54559,54559,63,62.96,63,23.5181,40.2549,18.8078,28,12,43.5,60.8,81.5,77.25,46.5951,62.0742,438.0214,40288.6488,55,8.5,train
+11044,United States of America,NAM,warm_dry,-119.874444,36.841389,65,16,unknown,unknown,0,0,0,0,0,0,0,0,1.3,1.6,20.3,0,56.7,18.3,0,0,0,1.303,0.234,0.542151,2.58,10451,30677,54559,63,51.84,63,31.2192,44.0448,21.6922,31,16.75,47.75,64,81.5,77.125,49.9421,69.706,383.2056,46621.216,55.5,7.75,train
+11047,United States of America,NAM,warm_dry,-120.382331,36.634225,58.83,6,unknown,unknown,0,0,0,0,0,0,0,12.4,0,0,1.3,0,85.1,0,0,0,0,3.231,0.582,0.891836,1.87,184,184,1495,0,0,61,31.5693,41.9527,20.1595,30,17.4,43.8,57.2,71.928,68.8,47.9117,66.4855,215.0556,33821.1709,21.4,0.2,train
+11048,United States of America,NAM,warm_dry,-119.503611,36.5975,78,5,unknown,unknown,0,0,0,0,0,0,0,1.2,3.2,4.5,11.7,0,71.3,4.5,3.4,0,0,3.539,0.745,0.312028,2.69,4876,16881,16881,17,28.77,63,32.8119,44.8306,19.2354,30,15,46.6,64.8,85.584,80,51.4628,82.3484,410.1699,49220.9732,70.6,12.4,train
+11049,United States of America,NAM,warm_dry,-119.717356,36.819111,86,8,unknown,unknown,0,0,0,0,0,0,0,1.1,2.4,4,33,0,40,17.4,1.6,0,0,0.214,0,27.5499,2.58,34331,34331,54559,63,62.83,63,34.2519,45.3422,21.8663,32.6,15.8,49.6,66.6,86.4,82.325,51.8081,83.1193,461.2043,52965.1902,77.6,17.8,train
+11052,United States of America,NAM,warm_dry,-122.191903,39.533761,1,8,unknown,unknown,0,0,0,0,0,0,0,0,5.9,3.3,17.2,0,71.5,0,1.1,0,0,1.454,15.233,0.009202,1.12,4197,4311,4793,39,15.22,50,28.2333,36.8034,18.9118,28.2,15.8,39.6,49.4,60,57.475,41.9813,56.4606,92.6621,17768.1726,0.8,0,train
+11054,United States of America,NAM,warm_moist,-124.1775,40.776944,21,3,unknown,unknown,43.1,32.7,0,0,0,9.9,0,0,1.2,0,1.1,0,5.2,1.9,3.7,0,0,0,0,1.08653,0.66,14784,14784,14784,49,32.46,61,22.2517,26.1274,17.986,22.8,13.8,31.2,37.2,42.8,41.55,29.6709,39.8335,10.819,922.1914,0,0,train
+11055,United States of America,NAM,warm_moist,-124.20139,40.71528,172,136,unknown,unknown,37.7,34.8,0,0,0,11.7,0,0,1.4,0,1.2,0,6.1,1.7,4.1,0,0,0,0,0.075157,0.6,1026,1348,14784,14,10.21,61,24.6674,26.6167,24.0157,25.3333,19.3333,31.6667,35.6667,41.3333,39.5,29.402,36.0873,10.0863,538.9751,0,0,train
+11057,United States of America,MCA,tropical_dry,-115.484144,32.676186,1,0,unknown,unknown,0,0,0,0,0,0,0,20.3,0,0,0,0,48.3,6.1,1.5,0,23.1,0.242,0.105,2.10794,2.88,13312,13312,23044,63,59.13,63,28.5376,38.0679,18.3962,28.8,11.6,42.55,53.4,67.972,65.275,45.0765,64.8658,229.0607,26403.2928,15,1.8,train
+11060,United States of America,NAM,tropical_dry,-115.56306,32.79222,0,0,unknown,unknown,0,0,0,0,0,0,0,13.5,0,0,0,0,64.1,6.8,1.5,0,13.7,8.568,0,0.126576,2.53,23044,23044,23044,63,55.49,63,34.5979,43.4864,26.0618,35.5,21.75,47.5,58.75,72.845,69.0625,49.768,70.9817,261.6731,37679.5661,21.75,1.75,train
+11061,United States of America,NAM,tropical_dry,-115.62361,33.0325,0,0,unknown,unknown,10.1,0,0,0,0,0,0,3.7,0,0,1.1,0,57.5,1.7,0,0,25.7,9.012,0,0.016291,1.79,297,300,18645,21,10.39,63,31.6497,40.8048,21.6496,32.6667,16.6667,45,55,66,63.7917,46.9969,63.4741,145.4747,29551.2642,6.6667,0,train
+11062,United States of America,NAM,tropical_dry,-115.54528,33.213611,0,0,unknown,unknown,17.9,0,0,0,0,0,0,14,0,0,1.9,0,31,0,0,0,34.7,6.794,0,0.460197,1.56,335,335,15827,7,11.5,63,31.2394,39.7622,22.0158,31,18.8,41.8,51.2,64.516,61.1,44.5337,60.2054,132.4858,22194.6574,5.2,0.2,train
+11064,United States of America,NAM,tropical_dry,-116.847778,36.508611,125,52,unknown,unknown,0,0,0,0,0,0,0,47.4,0,0,17,0,0,0,0,0,35.5,0,0,0.001269,1.05,1,1,12,0,0.34,7,45.1955,46.5882,43.801,44.4,37.8,52,58.6,66.8,64.9917,49.289,61.6493,125.3863,36497.847,9,0,train
+11066,United States of America,NAM,tropical_dry,-118.852037,35.346094,425,62,unknown,unknown,0,0,0,0,0,0,0,31.1,5,2.3,21.8,0,29.5,8.2,0,0,0,2.508,0,2.76025,2.79,1870,3408,44759,17,14.91,63,37.3676,46.5365,27.5937,35.6,22.6,49.6,64.8,82.284,78.4,52.1757,81.5263,368.9868,50751.3042,64.2,9.6,test
+11067,United States of America,NAM,warm_dry,-119.403889,35.054444,289,98,unknown,unknown,0,0,0,0,0,0,0,66.3,3.2,0,9.2,0,19.6,0,0,0,0,0,0,2.14932,1.73,128,129,7875,11,10.25,61,44.1797,49.3628,38.6066,42.6,33.6,54.2,65.2,76.6,73.775,53.4742,70.32,280.2238,51949.0092,48.2,1.2,test
+11069,United States of America,NAM,warm_dry,-118.147294,35.050551,853,39,unknown,unknown,0,0,0,0,0,0,0,92.3,0,0,1.2,0,0,0,0,0,4.9,0,0,0.095078,1.31,1259,1279,5673,27,20.19,62,45.075,49.0806,40.8588,45,35.2,56.8,66.2,77.2,75.875,53.3988,73.3907,254.4213,49790.2831,49,0.6,val
+11070,United States of America,NAM,tropical_dry,-119.041209,35.356092,0,6,unknown,unknown,0,0,0,0,0,0,0,28.6,0,0,6,0,54.7,9.8,0,0,0,0.21,0,1.19259,2.9,40322,44759,44759,63,62.98,63,30.2201,43.972,15.4189,28,8.8,46.2,64.2,79.788,76.4,50.1404,74.732,331.9266,47938.015,55,1.8,test
+11071,United States of America,NAM,tropical_dry,-119.016765,35.438869,180,44,unknown,unknown,0,0,0,0,0,0,0,31.4,0,0,15.9,0,41.2,10,0,0,0,0.031,0,5.20213,2.59,8960,25850,44759,63,60.83,63,35.888,44.5409,26.4634,34.6,21.6,48.4,63,77.08,74.45,49.7263,72.6581,291.9186,44545.094,46.2,0.8,test
+11073,United States of America,NAM,tropical_dry,-119.000974,35.331302,145,8,unknown,unknown,0,0,0,0,0,0,0,29.8,0,0,10.9,0,48.6,9.8,0,0,0,3.391,0,1.19259,2.9,7586,44759,44759,62,55.5,63,35.0278,45.0612,-999,31,14,49.5,66.5,82,77,52.0276,82.2446,340.8036,51312.6103,62.5,3,test
+11075,United States of America,NAM,tropical_dry,-118.789424,35.23668,145,22,unknown,unknown,0,0,0,0,0,0,0,26.8,5,2.2,24.8,0,36.4,2.9,1.1,0,0,2.27,0,0.38315,2.38,182,5457,44759,7,12.06,63,32.4152,45.2302,18.4675,28.2,16,45.4,63.9,83.2,78.7857,51.9272,83.5729,381.0343,48362.2702,66.6,9.8,test
+11076,United States of America,NAM,warm_dry,-119.272606,35.503587,126,9,unknown,unknown,0,0,0,0,0,0,0,20.2,2,0,3.8,0,67.9,5.3,0,0,0,4.584,0,0.231495,2.22,5580,8195,32830,51,28.15,63,29.176,42.5304,14.7471,27,10,44.05,60.6,76.22,73.0917,49.1639,72.283,282.6576,40794.371,40.6,1.2,test
+11079,United States of America,NAM,warm_dry,-119.766212,36.233274,68,2,unknown,unknown,0,0,0,0,0,0,0,0,0,0,0,0,96.6,2.8,0,0,0,3.329,0,0.21067,2.34,130,1185,18759,29,14.4,63,30.3527,41.4243,17.3401,27.75,13.75,43.5,58.5,73,70.25,47.198,68.289,256.4667,36193.0436,27,1.25,train
+11081,United States of America,NAM,warm_dry,-119.64457,36.314399,99,5,unknown,unknown,0,0,0,0,0,0,0,0,0,0,0,0,96.4,3.4,0,0,0,3.962,0,2.42894,2.61,13474,18759,18759,57,42.83,63,34.6002,42.9846,-999,33.5,17.75,48.25,63.75,78.25,75.075,50.1789,73.1554,338.0874,43948.3751,46.6,3.3333,train
+11082,United States of America,NAM,warm_dry,-122.92229,39.0327,421,6,unknown,unknown,7.1,23.7,0,0,0,4.4,0,0,53.5,4.2,1.4,0,3.5,1.4,0,0,0,0.108,0.321,0.603776,0.91,1901,1901,4873,41,16.66,48,28.5663,34.0401,22.6936,30.4,20.6,40,41.2,53.2,51.3,38.1831,49.4129,57.0602,8080.7599,0.6,0,test
+11084,United States of America,NAM,warm_dry,-117.92391,34.1365,183,65,unknown,unknown,0,1.1,0,0,0,2.1,4.8,16.8,18.1,1.1,0,0,1.8,53.2,0,0,0,0.001,0.007,55.8098,10.37,28476,68019,91749,63,60.04,63,26.7919,36.0895,16.5349,24.2,14,36,51,72.924,66.25,42.5993,71.6195,319.7762,23899.9849,17.4,6,test
+11085,United States of America,NAM,warm_dry,-117.85036,34.14435,275,136,unknown,unknown,0,1.9,0,0,0,2,5.2,17.6,20.5,1.3,0,0,3.4,46.8,0,0,0,0.004,0.019,34.8773,8.47,22939,49804,91749,62,53.68,63,32.2774,42.064,21.3697,29,18.4,41.6,58.6,85.2,77.625,49.208,83.9055,465.0264,39311.8925,51.4,20.6,test
+11089,United States of America,NAM,warm_dry,-118.45636,34.05111,91,56,unknown,unknown,25.3,0,0,0,0,0,4.2,2.9,4.6,0,0,0,0,61.8,0,0,0,0,0.001,0.244557,9.05,83557,83557,222489,63,63,63,25.0238,35.0906,16.6353,27.75,12,39,47.25,58.5,54.2902,40.5286,51.6151,160.6319,14615.9785,2.75,0.25,train
+11091,United States of America,NAM,warm_dry,-118.31712,34.17605,168,39,unknown,unknown,0,0,0,0,0,0,5.4,19.1,8.6,0,0,0,0,63.8,0,0,0,0,0,48.9146,9.37,65086,66331,222489,63,62.48,63,25.4924,36.724,12.3865,22.5,5.25,38.75,53,71.5,65.5,43.8952,66.9936,277.5507,27187.7686,14.75,2.75,val
+11092,United States of America,NAM,tropical_dry,-118.22688,34.06659,87,38,unknown,unknown,0,0,0,0,0,0,1.9,8.1,6.4,0,0,0,0,81.2,0,0,0,0,0.001,62.2204,11.49,75832,222489,222489,63,63,63,22.0198,31.1944,11.8667,20.8,5.2,34,44.6,59,54.1,36.9807,57.0763,139.9167,12177.2927,2.4,0.4,train
+11093,United States of America,NAM,warm_dry,-118.53276,34.19925,226,9,unknown,unknown,9.2,0,0,0,0,0,8.1,17.5,10.6,1.3,0,0,1.9,48.3,0,0,0,0.002,0,6.72773,6.74,69735,69735,212134,63,63,63,32.0373,44.3165,18.6609,32.2,14,45.6,60,78.2,73.3833,50.9863,75.4429,360.3376,42011.2564,34.4,7,train
+11095,United States of America,NAM,warm_dry,-118.205,33.901389,27,6,unknown,unknown,15.5,0,0,0,0,0,0,0,1,0,0,0,0,80.8,0,0,0,0,0.001,36.6274,11.28,94319,97759,222489,63,63,63,23.8471,31.403,14.1465,25,7.8,36,44.4,55.2,50.775,36.4104,52.196,105.9461,10743.6393,1.2,0,train
+11097,United States of America,NAM,warm_dry,-118.06995,34.01194,75,12,unknown,unknown,0,0,0,0,0,1.4,2.2,4.8,5.6,0,0,0,0,84.2,0,0,0,0,0,69.3214,12.47,33719,66611,222489,63,62.79,63,22.0773,31.4825,11.1243,20.4,3.8,34.2,46.2,61.4,55.4,37.6213,58.5964,180.4763,14723.547,4,1.4,train
+11098,United States of America,NAM,warm_dry,-117.7514,34.06703,270,36,unknown,unknown,0,1.2,0,0,0,0,5,18.6,14.4,1.2,0,0,5.1,51.9,0,0,0,0,0,20.8598,9.55,65147,65147,75579,63,62.95,63,24.4209,35.5324,10.1532,20,3.5,35.75,53,75.75,69.8438,42.9661,75.3574,355.9985,26756.3011,23.75,7.25,test
+11100,United States of America,NAM,tropical_dry,-118.1272,34.1326,250,102,unknown,unknown,0,0,0,0,0,1.9,3.9,17.7,9.2,0,0,0,0,64.9,0,0,0,0,0,112.608,10.4,48824,66472,222489,63,63,63,25.7174,37.7553,12.1359,24.5,8.5,38.5,52.25,71.25,64.9688,44.4422,66.7109,286.3741,25545.2789,13.75,2,train
+11102,United States of America,NAM,warm_dry,-118.18921,33.82376,6,24,unknown,unknown,25.6,0,0,0,0,0,0,0,0,0,0,0,0,71.1,0,0,0,0,0.001,49.9799,10.48,76323,125000,149402,63,63,63,25.8654,30.3088,17.8619,25.6667,12.6667,35,42.3333,52.6667,48.5,34.9412,49.6872,74.0541,6977.7617,0.3333,0.3333,train
+11103,United States of America,NAM,warm_dry,-118.22,33.8025,10,8,unknown,unknown,43.6,0,0,0,0,0,0,0,0,0,0,0,0,54,0,0,0,0,0.004,7.20571,9.72,76323,125000,149402,63,63,63,21.8586,28.8703,15.7099,24,8.5,34,41.375,51.25,47.9062,33.6063,47.3266,64.447,5792.7708,0.5,0,train
+11105,United States of America,NAM,warm_dry,-118.43043,33.9508,21,35,unknown,unknown,40.6,0,0,0,0,0,3.1,0,3.2,0,0,0,0,51.1,0,0,0,0,0.002,25.6217,8.59,15781,61157,222489,63,59.11,63,29.4553,36.7794,21.4073,32.2,18.2,41,47.6,56.4,53.675,41.193,53.0442,92.1451,14742.3539,1.8,0.6,train
+11107,United States of America,NAM,warm_dry,-118.5284,34.38344,397,33,unknown,unknown,0,0,0,0,0,0,5.7,47.9,7.6,2.5,2.6,0,3.5,29.1,0,0,0,0.005,0.017,14.5326,5.15,19612,26801,111189,62,57.2,63,32.9183,46.2854,17.9466,31.6,14.2,46.6,62.6,86.8,80.3333,53.5324,86.1329,474.1777,49194.5952,61.8,20.6,train
+11111,United States of America,NAM,warm_dry,-118.131456,34.671394,725,37,unknown,unknown,0,0,0,0,0,0,0,80.9,1.1,0,2.5,0,2.3,7.8,0,0,4.5,0,0,0.410989,2.19,8340,22767,30706,63,62.83,63,40.4654,49.0872,30.8646,42,26.2,54.8,67.2,81.4,78.2536,54.299,79.1072,349.2389,56334.533,67.2,5,val
+11114,United States of America,NAM,warm_dry,-120.01,36.866667,0,7,unknown,unknown,0,0,0,0,0,0,0,0,1.4,1.3,19.1,0,61.9,15.1,0,0,0,5.795,0,0.263918,2.19,360,1397,54559,9,9.5,63,31.052,42.2073,18.2532,29.4,15.6,44.4,58.8,73.2,69.8,47.9642,67.8878,263.1806,36218.6014,26.6,0.8,train
+11115,United States of America,NAM,warm_dry,-119.699065,37.2136,632.5,166,unknown,unknown,0,16.8,0,0,0,1.1,0,0,29.6,33.2,17.8,0,0,0,0,0,0,0,0,0.538262,1.12,220,220,1954,24,9.41,51,42.6113,48.5654,37.2652,41.5,31,54,65.5,77.95,74.5,51.9784,71.6382,284.5541,50115.325,44.5,1.5,train
+11116,United States of America,NAM,warm_dry,-120.034203,36.953256,83.52,6,unknown,unknown,0,0,0,0,0,0,0,0,1.4,0,23.7,0,63.8,9.1,0,0,0,2.294,0,0.346624,2.21,4485,14569,30677,57,38.15,63,31.4009,43.3127,20.2016,30,15.75,45.75,61.5,77.34,74.1875,48.6755,71.8608,283.6535,42100.5539,41.5,1.25,train
+11117,United States of America,NAM,warm_dry,-122.520004,37.97231,3,9,unknown,unknown,42.1,7.5,0,0,0,7.5,0,0,18.8,0,1.5,2,5.8,13.5,0,0,0,0,0,0.681727,2.41,25927,26463,209849,62,56.26,63,20.6125,25.4709,15.2995,21,10.75,29.8,36.2,44.4,42.2786,29.8901,41.2386,62.8503,2186.892,0.2,0,train
+11122,United States of America,NAM,warm_moist,-119.844591,37.549928,0,300,unknown,unknown,0,39.8,0,0,0,2.5,0,0,34.7,19.7,2.8,0,0,0,0,0,0,0,0,0.359333,1,163,163,219,0,0.39,22,51.3639,-999,-999,-999,-999,-999,-999,-999,-999,-999,66.2584,-999,-999,-999,-999,train
+11126,United States of America,NAM,cool_moist,-119.5917,37.7478,1234,266,unknown,unknown,0,61.2,0,0,0,1.2,0,0,12.6,0,21.6,0,1.5,0,0,0,0,0,0,0.071266,0.78,44,44,163,6,0.95,6,34.6431,-999,-999,-999,-999,-999,-999,-999,-999,-999,58.2162,-999,-999,-999,-999,train
+11127,United States of America,NAM,cool_moist,-119.571554,37.730717,1728,146,unknown,unknown,0,61.2,0,0,0,1.2,0,0,12.6,0,21.6,0,1.5,0,0,0,0,0,0,0.071266,0.78,44,44,163,0,0.95,6,52.0406,-999,-999,-999,-999,-999,-999,-999,-999,-999,67.0844,-999,-999,-999,-999,train
+11128,United States of America,NAM,warm_moist,-123.20298,39.14566,194,10,unknown,unknown,0,31.5,0,0,0,3.7,0,0,56.5,1.6,1.3,0,2.9,1.3,0,0,0,0,0,0.446257,0.81,10610,10610,10610,60,29.91,62,18.0354,24.98,11.8322,18.5,6.25,28,35,44,41.7812,29.0983,41.3058,26.7595,2608.0064,0,0,test
+11130,United States of America,NAM,warm_dry,-120.434992,37.281598,86,8,unknown,unknown,0,0,0,0,0,0,0,0,3.9,1.2,30.1,0,59.1,4.4,1.2,0,0,3.606,1.085,0.041095,2.22,5835,20683,26001,39,28.53,63,31.587,41.6307,20.2178,29,15.25,43.75,59.5,75.75,72.4583,47.3348,70.4444,287.6604,38359.7294,35.4,1.2,val
+11132,United States of America,NAM,warm_dry,-121.731571,36.495767,131,213,unknown,unknown,12.5,3.6,0,0,0,8.6,0,3.2,45,6.1,4.2,0,11.1,4.4,0,0,0,0.089,0,0.136655,1.12,259,778,51482,14,7.23,63,25.9576,32.2265,19.6922,25.6,17,34.2,41.2,49.4,47.425,35.9507,45.6571,60.3606,5299.9596,0.2,0,train
+11135,United States of America,NAM,warm_dry,-121.126371,36.209286,6,17,unknown,unknown,0,0,0,0,0,0,0,19.1,16.4,17.9,28.7,0,16.5,0,0,0,0,0.187,0,0.188304,1.25,252,253,1135,46,21.37,58,24.2664,32.6276,15.8976,24.8,13.4,34.6,41.6,50.4,48.025,36.993,47.9706,59.5693,6720.183,0,0,train
+11137,United States of America,NAM,warm_dry,-121.637182,36.69676,21.6,13,unknown,unknown,9.5,0,0,0,0,1.2,0,5.9,43.8,6.2,7.1,0,18.4,5.5,1.1,0,0,3.9,0,5.06509,1.45,42699,51482,51482,62,56.45,63,26.0267,31.1966,20.9456,26.8,18.2,34.2,40.6,46.86,45.5036,34.8308,44.88,33.8546,3885.9136,0,0,train
+11138,United States of America,NAM,warm_dry,-122.296189,38.310942,13,16,unknown,unknown,3.2,6.8,0,0,0,1.8,0,0,57,1.7,3,1.2,16.7,6.9,1,0,0,1.907,0,7.02022,1.77,18170,33710,45195,63,50.79,63,22.409,29.4899,14.6981,22.4,10.4,33,40.4,50.748,47.65,34.6268,45.6664,81.4566,5759.8515,0.8,0.2,test
+11140,United States of America,NAM,warm_moist,-121.056591,39.234331,853,159,unknown,unknown,0,51,0,0,0,5,0,0,40.2,1.3,0,0,0,1.5,0,0,0,0,0,0.386719,0.99,7384,7384,7384,61,35.56,61,43.9095,44.5403,43.3011,42.2,35,52.2,61.8,71.6,71.15,48.5021,67.0234,209.0931,33732.3126,22.2,0,train
+11141,United States of America,NAM,warm_moist,-120.845475,39.316555,1302,362,unknown,unknown,0,88.3,0,0,0,4.6,0,0,5.3,0,0,0,0,0,0,0,0,0,0,0.781986,0.75,805,1067,7384,0,0.03,61,49.121,-999,-999,-999,-999,-999,-999,-999,-999,-999,63.8691,-999,-999,-999,-999,train
+11142,United States of America,NAM,cool_moist,-120.171291,39.338504,5500,35,unknown,unknown,10.2,77.9,0,0,0,0,0,0,4.3,0,4.4,0,0,0,0,0,0,0,0,0.537743,0.56,1050,2285,3288,45,26.67,50,25.5306,-999,-999,-999,-999,-999,-999,-999,-999,-999,45.1048,-999,-999,-999,-999,train
+11144,United States of America,NAM,warm_dry,-117.93845,33.83062,10,15,unknown,unknown,7.7,0,0,0,0,0,2.7,11.7,1.4,0,0,0,1.7,73.2,0,0,0,0.004,0.012,36.2274,9.78,71975,87888,126872,63,63,63,25.7145,33.9882,16.4518,27.2,10.8,38,47,58.6,54.375,39.5313,54.0457,122.1438,14267.1032,1.8,0.4,val
+11145,United States of America,NAM,warm_dry,-117.92568,33.67464,0,21,unknown,unknown,37.5,0,0,0,0,0,2.1,7.4,0,0,0,0,1,49.6,0,0,0,0.009,0.024,0.001701,5.99,51004,126872,126872,63,62.99,63,28.9788,35.6119,21.3231,31.8,18.2,40.6,47,57.532,53.6,40.2094,54.0316,98.946,13383.8613,2.6,0,val
+11147,United States of America,NAM,warm_dry,-117.67593,33.63003,161,72,unknown,unknown,15.2,0,0,0,0,1.3,10.9,32.6,4.3,1.3,0,0,1.3,32.2,0,0,0,0.016,0.054,10.7328,4.42,36014,52722,97539,63,62.99,63,30.7464,38.4603,22.1698,31.2,19.8,41,49.8,64.428,60.35,43.9068,58.8761,191.8193,20955.6243,6,1,test
+11149,United States of America,NAM,warm_dry,-117.95264,33.92513,82,27,unknown,unknown,0,0,0,0,0,0,2.6,8.9,1.3,0,0,0,2.4,83.1,0,0,0,0.001,0.003,42.2731,11.55,48664,48664,132774,63,62.9,63,23.845,33.3845,12.9548,23.6,7,36.2,47,62.2,57.875,39.1726,58.8128,202.3258,15765.6887,4.2,1.2,train
+11151,United States of America,NAM,warm_moist,-121.09959,38.93568,400,170,unknown,unknown,0,14.9,0,0,0,2.3,0,0,60.1,5.8,5.8,0,3.3,5.6,0,0,0,0,0.055,5.80698,1.35,3220,6944,12639,60,41.74,63,34.1379,39.8738,28.3284,32.6667,24,43,55,70.2267,68.25,45.1702,67.9818,232.7124,28939.8801,21.3333,0.3333,val
+11152,United States of America,NAM,warm_moist,-120.952778,39.100278,768,183,unknown,unknown,0,54,0,0,0,5.4,0,0,37.1,0,0,0,0,2.3,0,0,0,0,0,2.29224,1.08,825,1580,7384,30,11.28,62,32.8282,39.0367,26.6719,32.2,21.8,41.8,53.8,67.8,66.025,44.4838,65.3189,179.1115,26884.0624,12,0.2,train
+11153,United States of America,NAM,warm_dry,-121.266312,38.745726,48,14,unknown,unknown,0,0,0,0,0,0,0,0,28.3,8.5,18.8,0,13.4,27.4,0,0,0,0.04,0.331,31.4637,2.3,33911,42791,51217,63,62.97,63,29.5035,36.9946,21.4053,28.2,17.4,39.2,53,72.4,68.575,43.3897,68.8418,306.1199,26791.616,22.6,3,val
+11157,United States of America,NAM,cool_moist,-120.148833,39.166017,1915.67,62,unknown,unknown,23.4,64.5,0,0,0,1.4,0,0,3.9,0,4.5,0,0,0,0,0,0,0,0,0.112314,0.39,349,1182,3288,27,11.37,50,32.0738,-999,-999,-999,-999,-999,-999,-999,-999,-999,48.4465,-999,-999,-999,-999,train
+11159,United States of America,NAM,warm_dry,-121.30208,38.88563,47,13,unknown,unknown,0,1.3,0,0,0,0,0,0,37.3,6,12.3,0,25.6,14.9,0,0,0,0.223,3.686,0.887484,2.17,3449,7776,51217,63,51.77,63,23.4144,35.823,17.7756,26,14,37.5,49.95,63.5,61,41.5976,59.0944,133.5942,19827.0304,3.5,0.5,val
+11164,United States of America,NAM,tropical_dry,-117.521,34.007,70,30,unknown,unknown,0,0,0,0,0,0,4.6,32.8,2.6,0,0,0,4.4,53.2,0,0,0,0.166,0,9.38946,8.88,7606,19412,65147,63,62.16,63,28.423,-999,-999,-999,-999,-999,-999,-999,-999,-999,67.3994,-999,-999,-999,-999,val
+11167,United States of America,NAM,tropical_dry,-115.8206,33.7411,984,222,unknown,unknown,0,0,0,0,0,0,0,66.9,0,0,4.3,0,0,0,0,0,27.5,0,0,1.24225,1.43,24,24,445,0,0,13,49.4759,-999,-999,-999,-999,-999,-999,-999,72.8125,54.8454,68.5423,-999,-999,29,-999,val
+11168,United States of America,NAM,warm_dry,-117.088649,33.447867,366.09,59,unknown,unknown,0,0,0,0,0,1.2,14.8,57.5,12.4,3,2.3,0,2.5,5.1,0,0,0,0.159,0,3.49834,2.14,3704,4518,13213,46,30.97,63,27.7934,35.7303,17.5379,26,15.25,37.5,46.75,58.17,55.4688,40.3107,55.4535,136.8713,26733.3312,11.5,0.25,train
+11169,United States of America,NAM,warm_dry,-116.85841,33.92086,677,89,unknown,unknown,0,7.1,0,0,0,0,3.6,60.2,12.3,0,3.4,0,5.3,5.7,0,0,1.3,0,0,4.12227,2.18,1860,6797,23292,43,34.09,63,40.6516,50.6773,27.9246,39.75,26.5,51.75,67,87.75,82.7232,55.8602,85.5515,455.6197,58775.0511,69.75,19,test
+11170,United States of America,NAM,warm_dry,-117.083333,33.583333,453,43,unknown,unknown,0,0,0,0,0,0,10.2,67.4,4,0,2.9,0,4.3,9.3,0,0,0,1.429,0,6.43672,2.27,739,773,23292,42,36.65,63,39.8135,47.3769,31.5237,38.5,30,48.5,59,71.355,68.6875,51.8499,65.4396,218.8189,41703.1212,19.75,0.75,train
+11172,United States of America,NAM,tropical_dry,-115.4108,33.9397,326,55,unknown,unknown,0,0,0,0,0,0,0,26.4,0,0,3.8,0,0,0,0,0,69.5,0,0,0.010441,1.15,24,24,24,0,0,8,46.8941,51.7406,41.1433,45.6667,36.6667,55.6667,64.1,74,71.0417,54.8438,68.5089,223.8376,55769.0203,29.3333,0.3333,train
+11173,United States of America,NAM,tropical_dry,-116.088333,33.590833,10,0,unknown,unknown,11.7,0,0,0,0,0,0,53,0,0,3.2,0,8.4,3.1,0,0,19.2,2.934,0,0.164704,1.75,643,918,27606,55,21.83,63,32.672,41.0657,21.1205,33.3333,16,45.3333,56,67.6667,63.75,47.0637,65.534,163.8438,30221.7069,11.6667,0.3333,val
+11174,United States of America,NAM,warm_dry,-116.83,33.945,720,153,unknown,unknown,0,7.1,0,0,0,0,3.6,60.2,12.3,0,3.4,0,5.3,5.7,0,0,1.3,0.066,0,4.12227,2.18,441,6797,18722,55,33.44,63,47.4792,53.6166,41.3922,44.4,36.8,55.8,69.2,90.2,85.95,58.4527,89.6475,486.7791,65146.5802,90.2,29.2,test
+11175,United States of America,NAM,tropical_dry,-116.153383,33.56125,10,0,unknown,unknown,9.2,0,0,0,0,0,0,55.2,0,0,2.6,0,8.8,4,0,0,18.5,4.178,0,0.013066,1.77,683,925,27606,17,13.81,63,32.7654,40.0091,25.8269,32.3333,19.3333,45,57,70.6667,67.875,46.3797,67.693,186.4728,29590.7848,15.6667,0,val
+11176,United States of America,NAM,tropical_dry,-116.21537,33.70853,0,0,unknown,unknown,1.6,0,0,0,0,0,0,61.4,0,0,1.9,0,9,6.4,0,0,18.2,2.719,0,1.82726,2.11,19450,19450,27606,63,62.02,63,37.5582,45.4503,28.8794,39.8,22.2,53,64.6,78.2,74.1167,51.843,73.8553,286.6657,47453.5437,44.8,0.4,val
+11177,United States of America,NAM,tropical_dry,-116.54101,33.85275,171,45,unknown,unknown,0,3,0,0,0,0,1.6,58.6,9.8,0,1.1,0,2.5,9.2,0,0,13.4,0.001,0,0.842924,2.28,7144,13206,14578,63,51.05,63,44.8204,51.6989,37.1089,44.8,32,57.7,69.8,84.4,80.775,56.8795,82.2817,388.0086,64388.2583,78,6.4,test
+11178,United States of America,NAM,warm_dry,-117.22764,33.78942,439,22,unknown,unknown,1.1,0,0,0,0,0,5,67.3,0,0,1.9,0,6.2,16.9,0,0,0,0.856,0,10.653,3.66,8883,20337,33327,63,54.22,63,32.1293,46.294,16.8215,30.6,13,46,64.6,87.2,80.875,53.1452,85.8221,425.6195,50984.7296,69.8,15.2,val
+11179,United States of America,NAM,warm_dry,-117.41601,33.99958,250,21,unknown,unknown,0,0,0,0,0,0,2.1,41.7,0,0,0,0,3.5,50.3,0,0,0,0.037,0,32.8076,7.62,28142,35179,55177,62,62.1,63,31.1594,45.1822,15.4532,29.2,10.2,45.4,65.08,87.208,82.675,52.6822,85.7359,452.0647,50804.9504,70.2,18.8,val
+11180,United States of America,NAM,tropical_dry,-117.493304,33.995638,250,27,unknown,unknown,0,0,0,0,0,0,3.7,34.3,2,0,0,0,4.2,53.7,0,0,0,0.166,0,32.8076,7.62,17897,34102,65147,62,61.75,63,30.0476,43.8741,14.6822,28,9.4,44.6,63,83.6,79.025,51.5624,81.4302,431.2961,46161.6846,57.8,13,val
+11181,United States of America,NAM,warm_dry,-117.33098,33.67649,1440,17,unknown,unknown,0,0,0,0,0,0,14.4,62.3,3.5,1.2,1.4,0,3.4,12.1,0,0,0,0,0,0.170475,3.31,6329,6334,26885,62,54.15,63,30.3645,42.5306,16.8531,30,13.8,43.4,58,76.6,72,48.3339,74.022,328.8167,36712.9682,32.2,5.4,val
+11183,United States of America,NAM,tropical_dry,-114.602886,33.612406,83.8,5,unknown,unknown,0,0,0,0,0,0,0,39.9,0,0,2,0,23,0,0,0,33.9,3.202,0,0.070283,1.34,7482,7482,7482,55,25.87,63,28.5177,36.3688,20.0322,28.8,14.8,40.6,51.8,62.4,60.475,41.3682,60.3182,115.4635,19704.4363,6,0,val
+11185,United States of America,NAM,warm_dry,-121.38109,38.71209,8,14,unknown,unknown,0,0,0,0,0,0,0,0,11.7,4.9,12.1,0,36,32.2,0,0,0,0,0,26.9825,2.5,51217,51217,59406,63,59.6,63,27.3168,36.7758,17.1719,26,13.4,38.4,51.8,69.6,65.775,43.3111,65.77,238.7312,24615.1455,16.2,1.2,val
+11187,United States of America,NAM,warm_dry,-121.368014,38.613779,8,12,unknown,unknown,0,0,0,0,0,0,0,0,8.1,5.6,16.7,0,30,37.4,0,0,0,0,0.001,55.451,2.85,34325,44128,59406,63,63,63,26.4045,35.5668,16.9433,25.2,13,37.2,49.8,67.6,64.25,42.0746,63.3732,244.8986,21692.8706,14.6,2.2,val
+11188,United States of America,NAM,warm_dry,-121.492981,38.558228,0,5,unknown,unknown,0,0,0,0,0,0,0,0,7.2,3.2,8.3,0,50.6,29.1,1.1,0,0,0,0,7.98627,2.99,52610,52610,59406,63,62.97,63,23.9621,31.8047,15.5407,23,11.2,34.4,45.2,62.2,58.225,38.0285,57.4789,139.1754,14414.958,4,0.2,val
+11189,United States of America,NAM,warm_dry,-121.420838,38.302591,6,5,unknown,unknown,0,0,0,0,0,0,0,0,9.2,1.5,4.3,0,73.2,8,1.6,0,0,0.993,1.533,0.573073,2.65,1073,3152,59406,14,9.88,63,24.5345,33.3469,15.5107,22.6,12.8,34.4,45.2,61.4,57.5083,38.7425,56.7705,181.3841,14273.3161,5,0.2,train
+11190,United States of America,NAM,warm_dry,-121.164457,38.683304,98,41,unknown,unknown,0,0,0,0,0,0,0,0,36.8,13.3,19,0,4.8,23.2,0,0,0,0.053,0,3.54307,2.32,21665,21665,51217,62,59.81,63,33.5439,41.6819,25.3308,31.6,22.4,42,55.2,77.42,74.6,47.036,73.0886,386.1393,33359.2874,39.2,5.4,val
+11192,United States of America,NAM,warm_dry,-121.506767,38.650783,3,1,unknown,unknown,0,0,0,0,0,0,0,0,5.5,3.3,8.9,0,46.5,34.9,0,0,0,0.165,0.266,5.72248,2.7,21299,30857,59406,63,62.59,63,24.3112,33.1261,15.336,23,11.6,34.6,46.6,62.8,59.075,39.1246,58.4494,144.8284,15975.2818,4.4,0,val
+11195,United States of America,NAM,warm_dry,-121.211131,38.494475,58,23,unknown,unknown,0,0,0,0,0,0,0,0,10.7,17.6,31.2,0,19.8,19.2,0,0,0,0.568,1.058,3.74706,2.54,332,538,59406,10,12.16,63,31.2575,38.8565,20.8424,27.6667,18.6667,38.3333,52,70,65.375,43.7429,65.1988,271.5377,24781.7045,15.3333,2.3333,val
+11196,United States of America,NAM,warm_dry,-121.362121,36.844096,126,36,unknown,unknown,0,0,0,0,0,0,0,8.5,32,22.1,25.7,0,9.3,1.5,0,0,0,0.169,0,0.169092,1.55,6346,21154,21154,36,26.13,62,27.1285,33.6649,20.5903,26.4,18.4,35.2,42.4,52.8,50.1,37.8229,48.6335,89.1129,8107.6584,1.6,0,train
+11198,United States of America,NAM,tropical_dry,-117.024484,34.895007,690,40,unknown,unknown,0,0,0,0,0,0,0,73.2,0,0,3,0,0,1.6,0,0,21.6,0,0,1.04196,1.99,10272,10272,10272,63,44.22,63,34.4314,44.6814,23.061,36.4,15.2,51.4,62.2,73.8,71.2,49.9359,70.5955,218.0598,44605.9843,32.2,0,train
+11199,United States of America,NAM,warm_dry,-117.27235,34.2431,1384,360,unknown,unknown,0,2.6,0,0,0,1.1,1,52.3,13,0,0,0,2.9,25.1,0,0,0,0,0,30.2399,4.79,1012,6212,52197,30,20.79,63,43.1071,50.9511,34.5511,41.4,29.8,56.2,73.5,95.6,91.35,57.6816,93.8369,530.6424,64695.795,103.6,34,train
+11201,United States of America,NAM,warm_dry,-117.563939,34.426126,4100,127,unknown,unknown,0,4.5,0,0,0,0,0,68.5,12.9,0,2.4,0,1.4,7.9,0,0,1.1,0.078,0,0.715811,2.62,1598,1598,20528,34,17.36,63,47.1041,51.8633,42.1281,44.8,36.8,55.4,66.8,84.4,81.725,56.2929,82.6065,433.7246,58940.2586,71,12.4,train
+11206,United States of America,NAM,warm_dry,-117.331433,34.510014,913,69,unknown,unknown,0,0,0,0,0,0,0,86.9,0,0,1.3,0,0,9.3,0,0,1.9,0.025,0,0.693006,2.6,15137,15137,20528,63,62.58,63,36.2086,46.3908,24.9536,38,20,51.4,63.22,76.6,74.3048,51.6205,74.2867,308.608,46867.2703,44.8,2.2,train
+11207,United States of America,NAM,warm_dry,-115.7767,35.1019,1212,312,unknown,unknown,0,0,0,0,0,0,0,59.8,0,0,1.3,0,0,0,0,0,38.3,0,0,0.002034,1.07,14,14,14,0,0,0,53.985,-999,-999,-999,-999,-999,-999,-999,-999,-999,68.1655,-999,-999,-999,-999,test
+11208,United States of America,NAM,warm_dry,-117.62914,34.10374,369,83,unknown,unknown,0,1.5,0,0,0,0,3.9,20.7,13.8,0,0,0,5.2,52,0,0,0,0.012,0.053,41.4344,7.63,37067,44309,65147,63,62.97,63,27.434,40.8796,12.284,23,8,40.2,60.8,87.6,80.4,48.7617,86.0294,482.7193,41265.9718,56,20.6,train
+11210,United States of America,NAM,tropical_dry,-117.397004,35.763873,545,100,unknown,unknown,0,0,0,0,0,0,0,49.8,0,0,14.3,0,0,0,0,0,34.6,0,0,0.104157,1.17,14,14,112,37,16.21,53,35.6144,40.6366,30.7846,37.5,24.5,47.5,55.35,64.5,61.3125,45.3795,62.0975,98.8118,28053.2734,2.75,0,train
+11211,United States of America,NAM,warm_dry,-117.49201,34.10002,381,56,unknown,unknown,0,1.4,0,0,0,0,1.5,25.3,10.2,0,0,0,4.6,54.9,0,0,0,0.031,0.075,39.0559,7.46,25339,52197,65147,63,62.78,63,29.2063,43.2878,13.7334,25.8,7.6,43.4,62.6,89.4,83,51.2624,88.2199,503.6845,46200.6346,63,25.2,train
+11213,United States of America,NAM,warm_dry,-117.285597,34.418073,1006,84,unknown,unknown,0,1.9,0,0,0,0,0,76.8,7.2,0,0,0,1.1,9.6,0,0,0,0.038,0,0.999336,2.85,3226,7556,20528,63,48.55,63,43.1848,50.5547,35.2834,43,31,55,67.4,82.6,80.25,55.393,80.4454,391.0758,58663.9839,68.8,6.8,val
+11214,United States of America,NAM,warm_dry,-117.14731,34.05977,0,84,unknown,unknown,0,6.4,0,0,0,1.1,2.2,43.9,12.4,0,2.2,0,4.8,25.1,1.2,0,0,0.175,0,22.9088,5.94,21329,29198,49358,61,54.63,63,35.4757,48.4234,21.3181,30.8,18.6,46.2,69.2,94.248,87.875,55.9732,93.3016,504.1439,59019.3855,94,35.8,train
+11219,United States of America,NAM,warm_dry,-117.27411,34.10688,0,25,unknown,unknown,0,2.1,0,0,0,1.1,1.5,38.7,9.9,0,0,0,2.8,41.8,0,0,0,0.022,0.106,42.7923,5.9,30175,45495,52197,62,62.42,63,28.9689,43.1607,13.0163,25,8.4,42.2,63.32,88.808,82.425,50.79,87.9329,474.8516,46194.4165,68.2,23.6,train
+11223,United States of America,NAM,warm_dry,-117.059075,32.631231,55,42,unknown,unknown,21.1,0,0,0,0,0,5.3,30.4,0,0,1.8,0,1.1,39.1,0,0,0,0.035,0,3.76894,3.91,43310,74796,86325,63,62.95,63,29.464,36.7129,21.5995,31.8,19,40.2,46.4,55.38,53,41.311,51.8548,84.4915,13736.2147,1,0.2,test
+11224,United States of America,NAM,warm_dry,-116.942092,32.791194,143,38,unknown,unknown,0,0,0,0,0,0,11.3,54.2,0,0,0,0,0,31.5,0,0,0,0.009,0.004,40.13,3.35,37502,61574,86325,63,61.74,63,25.6323,37.1779,16.964,27.75,13,39.75,49.5,61.75,57.3765,42.7979,55.5427,132.6893,19332.2209,3.5,0.5,test
+11226,United States of America,NAM,warm_dry,-117.128752,32.836461,135,70,unknown,unknown,25.5,0,0,0,0,0,3.4,21.9,1.6,0,0,0,0,44.9,0,0,0,0.007,0.001,19.302,3.15,26442,81470,86325,63,60.27,63,27.5821,38.2839,23.2823,33,20.5,42,48.5,58,55.1875,43.1862,49.363,152.9101,17484.2879,3.5,0,test
+11227,United States of America,NAM,warm_dry,-117.264088,32.952124,35,0,unknown,unknown,39.3,0,0,0,0,0,1.9,19.1,1.9,0,0,0,0,34.7,0,0,0,0.145,0,0.117968,2.75,5688,18122,81470,60,46.85,63,34.481,38.7322,30.2142,35.75,26.75,43,48.25,57,54.925,42.4626,52.8304,105.0055,15325.6021,2.25,0,test
+11228,United States of America,NAM,warm_dry,-117.075325,33.127711,204,4,unknown,unknown,3.1,0,0,0,0,0,13.2,40.1,7.7,3.3,2.4,0,3,25.7,1.2,0,0,0.236,0,2.87262,2.38,30020,56379,56379,63,60.34,63,28.2609,38.3508,17.3633,29.8,13,41.4,50.6,62.4,58.2167,44.101,57.7779,163.133,21590.8024,4.2,0.2,test
+11229,United States of America,NAM,warm_dry,-116.768225,32.842242,603,299,unknown,unknown,0,0,0,0,0,0,16.7,63.5,5,1.3,0,0,1.1,11.1,0,0,0,0.003,0.009,2.72538,2.49,2515,3591,61574,56,25.89,63,41.9193,47.0899,36.2464,41.2,33,50.2,61,74.6,70.4321,52.2445,71.1654,264.5557,41770.6068,26.8,1.2,test
+11231,United States of America,NAM,warm_dry,-117.396158,33.217025,15,0,unknown,unknown,41.6,0,0,0,0,0,6.2,24.3,4.9,1.2,2.2,0,1.5,16.7,0,0,0,0,0.009,0.069038,2.73,2221,20984,40547,62,44.9,63,31.3341,37.7097,24.3534,33.6,20.4,42,48,56.8,54.5,41.789,52.7377,103.2718,14701.8371,2.2,0,test
+11233,United States of America,NAM,warm_dry,-117.149653,32.701492,3,0,unknown,unknown,36.4,0,0,0,0,0,2.2,19.6,0,0,0,0,0,39.1,0,0,0,0,0,5.82365,3.46,31751,80114,86325,63,59.69,63,26.839,32.7549,20.2195,30,17,37.2,43.4,51,48.9,36.8893,48.815,63.9521,7758.9906,0.4,0,test
+11234,United States of America,NAM,warm_dry,-116.365203,32.725226,1372.21,251,unknown,unknown,0,0,0,0,0,0,4.4,74.5,6.3,0,3.9,0,0,0,0,0,9.5,0,0,0.86965,1.4,115,115,490,10,4.93,31,16.1386,-999,-999,-999,-999,-999,-999,-999,-999,-999,21.6896,-999,-999,-999,-999,val
+11235,United States of America,NAM,warm_dry,-117.123894,32.845467,132,31,unknown,unknown,25.5,0,0,0,0,0,3.4,21.9,1.6,0,0,0,0,44.9,0,0,0,0.007,0.001,19.302,3.15,4782,26442,86325,63,58.96,63,32.1573,39.3439,23.4198,32.5,21.25,42.25,49.5,60.96,57.25,44.2578,54.5183,127.719,19577.8587,3,0,test
+11237,United States of America,NAM,warm_dry,-117.09023,33.362593,109.73,0,unknown,unknown,0,0,0,0,0,1.3,15,52.9,14.1,3.4,1.8,0,2.1,8,0,0,0,0.069,0.21,1.70186,2.19,596,1157,56379,21,11.75,63,27.4509,37.6296,17.3282,26.4,11,41.6,52.2,65,62.375,46.3251,61.4107,176.2396,25072.1927,5.6,1,train
+11238,United States of America,NAM,warm_dry,-116.937772,32.552164,155,97,unknown,unknown,9.5,0,0,0,0,0,10.7,51.7,0,0,3.1,0,2.4,21.7,0,0,0,0,0,9.41871,4.14,5681,20487,86325,63,61.86,63,22.9628,29.8964,16.2085,23.75,11.75,33.75,41.25,51.5,48.0312,35.4467,46.7059,59.3475,6625.0672,0.25,0,test
+11239,United States of America,NAM,warm_dry,-122.399044,37.765946,5,3,unknown,unknown,48.8,2.5,0,0,0,5.5,0,0,10.7,0,0,1.1,0,29.7,0,0,0,0,0,36.5879,4.55,105051,209849,209849,63,59.32,63,21.7044,24.6427,18.5263,22.8,13.6,30.2,36.2,42.6,40.825,28.5532,40.0568,19.6551,1074.1943,0,0,train
+11242,United States of America,NAM,warm_dry,-121.268523,37.950741,19,4,unknown,unknown,0,0,0,0,0,0,0,0,12.3,0,0,0,71.2,12.9,1.3,0,0,3.358,0.762,0.313711,2.88,39155,39155,54799,63,62.32,63,23.5057,31.7714,14.5702,22.6,9.2,34.4,45.4,61.456,57.4333,37.5829,58.1632,148.5665,14299.7653,3,0.4,train
+11245,United States of America,NAM,warm_dry,-121.44056,37.6825,30,25,unknown,unknown,0,0,0,0,0,0,0,0,4.5,15.2,25.5,0,49.1,4.3,0,0,0,0.328,0.101,0.070253,2.68,6980,36799,36799,32,27.68,63,33.7981,40.2247,26.2173,33.75,21.75,44.25,54.75,71.5,66.675,45.2643,64.5777,254.7708,27551.1348,17.6,0.8,train
+11246,United States of America,NAM,warm_dry,-120.690977,35.631629,100,4,unknown,unknown,0,0,0,0,0,0,0,21.5,23.4,10,35.4,0,7.5,1.5,0,0,0,0.043,0,2.33763,1.07,5588,5588,10168,63,42.18,63,27.3998,35.5751,18.4883,28,16.6,37.4,45.6,57.6,54.6,40.0106,51.7348,87.9824,12405.013,0.6,0,train
+11251,United States of America,NAM,warm_dry,-120.669861,35.256577,66,1,unknown,unknown,27.8,0,0,0,0,3.2,0,7.1,38.4,5.7,9,0,3.1,3.7,0,0,0,0.139,0,1.04275,1.07,15866,15866,19767,63,42.99,63,27.3025,32.587,21.5555,28.2,20.2,35.6,40.8,48.2,46,35.7823,44.7344,41.0918,4374.7111,0.2,0,train
+11252,United States of America,NAM,warm_dry,-120.84271,35.36631,55,2,unknown,unknown,32.1,0,0,0,0,2.6,0,7.8,33.1,4.2,12.2,0,3.5,2.9,0,0,0,0.095,0,0.014756,1.08,2811,7603,15866,40,20.43,63,28.3062,32.1047,24.2475,28.6,21.4,35.6,41.2,47.6,45.65,35.5576,44.604,35.759,3715.0473,0,0,train
+11254,United States of America,NAM,warm_dry,-120.50103,35.03146,136,78,unknown,unknown,12.9,0,0,0,0,0,1.3,12.8,37.4,5.7,15.1,0,7.8,4.8,1.3,0,0,0.13,0,0.222386,1.08,6912,7711,38732,48,24.79,63,29.8418,34.7993,24.5063,30.2,22,37.8,43.4,52.2,48.8,38.3649,46.6447,64.5256,7154.4154,1.4,0,train
+11256,United States of America,NAM,warm_dry,-120.66804,35.49158,277,23,unknown,unknown,3.8,0,0,0,0,0,0,17.8,33.5,10.6,23.2,0,6,3.4,0,0,0,0.027,0,0.760678,1.03,10168,10168,15866,60,32.43,63,24.4999,33.9923,13.9381,25,10.4,36.6,44.8,56.4,53.2,39.0363,50.1251,76.5913,11011.8343,0.2,0,train
+11257,United States of America,NAM,warm_dry,-120.23135,35.64368,712,153,unknown,unknown,0,0,0,0,0,0,0,36.1,0,2,55.3,0,6.3,0,0,0,0,0,0,0.035575,1.26,106,106,381,0,0,8,44.1514,46.433,41.6677,42.4,35.8,51.4,61,71.8,68.675,50.2746,61.7995,189.9736,36333.0204,19.2,0,train
+11258,United States of America,NAM,warm_dry,-120.04019,35.35472,626,10,unknown,unknown,0,0,0,0,0,0,0,56.5,4.4,11.7,26.1,0,0,0,0,0,0,0,0,0.015692,1.18,44,44,198,0,0.77,17,33.8104,43.8258,22.9588,33.8,20.4,45,56,67.944,65.8,48.394,61.367,144.3189,32040.1941,12.8,0,train
+11259,United States of America,NAM,warm_dry,-122.20337,37.482934,3,3,unknown,unknown,23.8,10.8,0,0,0,6.1,0,0,18.8,0,2.3,1.1,1.3,34.1,0,0,0,0.001,0,0.158262,3.8,31611,61595,72892,63,59.15,63,20.2023,25.9726,13.976,20.2,8.6,30.25,37.6,46,44.0821,30.3858,43.4908,61.9138,2833.7317,0.4,0.2,test
+11260,United States of America,NAM,warm_dry,-120.02551,34.46245,42,4,unknown,unknown,42.5,0,0,0,0,4.3,4.7,7.5,22.9,5.2,5.5,0,3.3,2.8,0,0,0,0.079,0,0.683851,1.07,0,65,23507,7,5.81,63,31.13,36.2337,25.3982,31.6,23.6,38.8,44.4,52.6,50.2,40.0308,48.8933,60.6798,8674.9132,0.6,0.2,train
+11262,United States of America,NAM,warm_dry,-119.691218,34.427775,20,61,unknown,unknown,44.1,0,0,0,0,2.4,3.7,10.6,29,2.6,0,0,1.3,4.9,0,0,0,0,0,0.348695,1.22,27969,40484,40484,62,45.08,63,26.8536,33.7731,19.2992,28.2,16.5,37.8,43.6,52.032,49.05,38.5161,48.792,64.0408,7853.5728,0.8,0,train
+11264,United States of America,NAM,warm_dry,-120.43763,34.949147,76,18,unknown,unknown,6.2,0,0,0,0,0,1.2,13.2,39.4,7.5,18.6,0,8,4,1.2,0,0,0,0,0.356741,1.17,38732,38732,38732,63,52.63,63,25.357,30.0022,20.3488,26,18.2,33,38.8,45.8,43.8167,33.8872,42.8339,26.3526,2485.8542,0,0,train
+11268,United States of America,NAM,warm_dry,-120.427778,34.725556,220,179,unknown,unknown,10.1,0,0,0,0,1.1,1.4,8.3,39.9,9.1,18.3,0,7,3.7,0,0,0,0,0,0.14261,1.2,404,1805,38732,13,13.17,63,36.2185,39.3234,32.8253,36.4,29.4,42.8,48.2,57.4,54.275,42.2517,50.4726,72.2258,14510.6412,1,0,train
+11269,United States of America,NAM,warm_dry,-119.79146,34.54166,371,211,unknown,unknown,22.1,0,0,0,0,3.6,4.4,16.9,39.1,4.5,2,0,1.9,4.4,0,0,0,0.024,0,12.2709,1.09,714,1488,40484,4,2.51,63,31.9252,39.5435,23.5795,31.8,22.4,40.8,48.8,60.2,57.275,43.8848,54.2804,106.4331,18075.4502,2.8,0,train
+11273,United States of America,NAM,warm_dry,-120.1965,34.52744,303,113,unknown,unknown,32.4,0,0,0,0,3.6,4.6,4.7,31.7,7.8,8.2,0,5.1,0,0,0,0,0,0,0.162578,0.99,344,344,3882,4,3.17,51,28.6782,33.1921,23.6252,29,21,35.4,41,50.2,47.275,36.3849,44.1593,53.4168,5234.9704,0.8,0,train
+11276,United States of America,NAM,warm_dry,-119.4575,34.402778,137,152,unknown,unknown,40,0,0,0,0,2.1,5.4,8.3,33,2.1,1.4,0,1.9,4.5,0,0,0,0,0,1.9735,1.25,206,4475,27969,14,15.63,63,33.2984,40.3588,25.5503,33.4,23.4,42.4,49.4,59.852,56.2321,45.038,55.3154,139.1972,19792.7216,2.6,0.8,test
+11277,United States of America,NAM,warm_dry,-120.04692,34.48974,184,116,unknown,unknown,42.5,0,0,0,0,4.3,4.7,7.5,22.9,5.2,5.5,0,3.3,2.8,0,0,0,0,0,0.683851,1.07,65,171,23507,21,6.78,63,38.1117,40.6706,35.2329,38.6,32.4,43.6,49.2,59.2,55.575,43.7542,51.3655,105.5705,15969.968,3.2,0,train
+11280,United States of America,NAM,warm_dry,-120.4575,34.63782,41,45,unknown,unknown,23.4,0,0,0,0,1.8,2.2,5.6,39.6,6.1,12.8,0,5.5,2.1,0,0,0,0,0,0.09548,1.13,21318,21342,21342,46,29.49,62,28.4387,33.6566,22.6239,29.6,21.2,36.8,42.2,48.4,46.875,36.9782,45.465,36.4166,5190.2233,0.2,0,train
+11281,United States of America,NAM,warm_dry,-119.8284,34.44551,14,25,unknown,unknown,50.2,0,0,0,0,3.6,3.6,9.5,23.5,2.3,0,0,1.1,4.5,0,0,0,0,0,0.510036,1.19,23507,23507,40484,62,43.97,63,26.9226,33.9478,19.0261,27.8,16,37.2,43.8,51.936,49.65,38.3601,49.4882,57.2606,8060.2835,1,0,train
+11283,United States of America,NAM,warm_dry,-120.075069,34.605819,210,26,unknown,unknown,19,0,0,0,0,4.1,4.9,12.3,35.1,10.2,7.9,0,3.9,1.1,0,0,0,0,0,0.786515,1.05,428,868,13027,16,12.34,58,26.82,34.2068,18.6916,26.2,17.2,35.8,42.2,52.6,49.7,38.4466,47.0661,64.2629,7836.1339,0.8,0,train
+11284,United States of America,NAM,warm_dry,-120.630278,34.596111,104,35,unknown,unknown,66.2,0,0,0,0,1.2,1.2,1.8,17.1,0,7.1,0,2.6,1.9,0,0,0,0,0,1.70389,1.17,468,468,21342,25,8.31,62,36.2234,38.1357,34.0976,36.6,30.2,42.2,46.6,54,51.2333,40.5611,48.7678,63.6991,10404.834,1,0,train
+11287,United States of America,NAM,warm_dry,-121.574684,36.999571,63,16,unknown,unknown,0,5,0,0,0,3.3,0,4.6,50.5,6.4,9.3,0,13.1,5.5,0,0,0,0.611,0,5.03529,2.02,8860,14280,32390,62,44.59,63,25.4758,-999,-999,-999,-999,-999,-999,-999,-999,-999,50.8513,-999,-999,-999,-999,train
+11289,United States of America,NAM,warm_dry,-121.894898,37.348497,31,10,unknown,unknown,4,11.8,0,0,0,4,0,1,29.6,5.6,6.3,0,3.2,33.7,0,0,0,0,0,23.5202,4.32,50395,97185,97185,63,63,63,21.158,27.9423,13.4641,21.2,9.2,31.6,39.2,51.052,47.25,32.658,47.2586,125.9783,5523.6669,0.8,0.6,val
+11291,United States of America,NAM,warm_dry,-121.979675,37.226862,116,58,unknown,unknown,1.2,38.2,0,0,0,6.5,0,0,18.1,2.2,1.2,0,2,29.7,0,0,0,0,0,0.744533,4.09,14011,43226,97185,58,39.92,63,23.9362,28.886,16.523,22,11.6667,32.6667,40.3333,54,50.2083,34.4614,48.4627,136.6092,7029.5669,1.6667,0.6667,val
+11295,United States of America,NAM,warm_dry,-121.600031,37.079379,86,16,unknown,unknown,0,5.6,0,0,0,3.4,0,3.6,47.9,17.7,7.3,0,9.6,4.4,0,0,0,0.575,0,8.59142,2.2,2056,17276,32390,38,34.38,63,26.4271,-999,-999,-999,-999,-999,-999,-999,-999,-999,53.1176,-999,-999,-999,-999,train
+11297,United States of America,NAM,warm_dry,-122.069705,37.318435,124,72,unknown,unknown,7.8,30.8,0,0,0,5.8,0,0,14.4,0,1.9,0,1,36.1,0,0,0,0,0,0.718363,4.5,22467,53795,97185,60,48.45,63,22.5321,29.067,16.2547,22,12.3333,32.6667,40,51.3333,48.1667,34.1714,46.2346,92.9709,5655.5747,0.3333,0,val
+11298,United States of America,NAM,warm_dry,-122.193333,37.011944,0,0,unknown,unknown,52.6,31.6,0,0,0,6.2,0,0,5.1,0,0,0,0,2.6,0,0,0,0,0,0.006414,1.5,321,669,39702,5,1.48,63,26.4123,-999,-999,-999,-999,-999,-999,-999,-999,-999,39.4798,-999,-999,-999,-999,val
+11302,United States of America,NAM,warm_dry,-121.989328,36.983921,28,25,unknown,unknown,40,28.4,0,0,0,7.4,0,0,14.7,0,0,0,3.3,4.3,0,0,0,0,0,0.077009,1.6,39702,39702,39702,63,45.18,63,21.4439,28.7343,14.1337,21.6,9.8,31.8,39,46.6,44.35,33.1202,44.4385,37.7119,3289.1309,0,0,val
+11304,United States of America,NAM,warm_dry,-122.00764,37.07206,226,86,unknown,unknown,18.9,37.1,0,0,0,8.4,0,0,19.6,0,0,0,1.9,11.6,0,0,0,0.019,0,0.447336,1.91,3012,6745,55847,50,24.8,63,26.7532,-999,-999,-999,-999,-999,-999,-999,-999,-999,47.6074,-999,-999,-999,-999,val
+11305,United States of America,NAM,warm_moist,-122.382011,40.549985,149,13,unknown,unknown,0,12.3,0,0,0,2.8,0,0,33.5,32.4,6.7,0,3.5,6,0,0,0,0.171,0,0.620506,0.97,18078,18078,18078,61,49.52,63,23.472,29.1432,17.8053,23.2,11.8,33.6,42.2,55,53.175,33.956,51.9681,69.3647,9233.7085,1,0,train
+11307,United States of America,NAM,warm_dry,-122.298866,40.452913,498,9,unknown,unknown,0,1.9,0,0,0,0,0,0,26.3,50.8,9.6,0,3.6,5.3,0,0,0,1.867,0,0.38041,1.02,5108,5108,18078,60,32.29,63,22.8233,31.3165,14.4549,21.8,7.2,34.4,46,60.4,58.725,36.8129,57.7408,112.0298,14566.4016,3,0,train
+11308,United States of America,NAM,warm_moist,-122.402194,40.689253,246,64,unknown,unknown,2.2,33.8,0,0,0,12,0,0,26.5,14.2,2.3,0,1.5,5.7,0,0,0,0,0,0.088179,0.88,2933,3979,18078,28,23.8,63,28.3155,33.2002,23.5162,28,18.6,37.4,45.2,60.4,58.125,38.5562,56.0039,111.5586,13090.1083,4.2,0,train
+11311,United States of America,NAM,warm_dry,-122.633579,41.726892,802,53,unknown,unknown,0,41.9,0,0,0,0,2.1,3.9,6.2,1.5,33.6,0,8.9,0,0,0,0,0.01,0,0.06586,0.59,277,277,278,51,21.26,56,25.4749,33.6318,16.6054,25.8,11.6,37.8,46.4,55.4,53.625,38.3188,51.92,62.5727,12504.2756,0.4,0,train
+11313,United States of America,NAM,warm_dry,-122.237976,38.102507,6,12,unknown,unknown,24.6,2.3,0,0,0,0,0,0,25,0,4.2,2.3,17.9,20.3,0,0,0,0.294,0,1.05381,2.46,45195,45195,63302,63,59.22,63,23.7312,28.9892,17.9833,24.4,15,33.2,40,49,46.475,33.549,44.9924,88.4933,4662.7879,0.4,0,train
+11314,United States of America,NAM,warm_dry,-122.075624,38.227066,10,8,unknown,unknown,8.3,2.6,0,0,0,0,0,0,31.9,1.5,11.3,1.7,26.8,12.9,0,0,0,0.213,0,2.92397,2.27,8292,19466,45195,39,34.86,63,28.6313,-999,-999,-999,-999,-999,-999,-999,-999,-999,47.9306,-999,-999,-999,-999,train
+11318,United States of America,NAM,warm_dry,-121.950003,38.358365,55,12,unknown,unknown,1.8,1.5,0,0,0,0,0,0,25.7,1.6,11.5,0,49,5.4,1.7,0,0,0.307,0.286,15.5289,2.08,21303,31943,42252,63,50.81,63,24.9806,32.1318,17.9418,25.6,13.8,35.2,43.2,56.4,54.1167,37.7155,51.2422,119.4002,9991.7054,2.6,0.2,train
+11319,United States of America,NAM,warm_moist,-122.710169,38.443503,51,23,unknown,unknown,0,13.6,0,0,0,2.9,0,0,56.7,0,0,0,13.7,7.7,4.2,0,0,0.02,0,1.40163,1.44,23286,45462,45462,63,58.48,63,18.4433,23.4154,13.0223,18.75,8,27.5,33.75,41.75,39.3438,27.6377,37.7358,33.7067,1321.9975,0,0,val
+11321,United States of America,NAM,warm_moist,-122.901857,38.654069,84,37,unknown,unknown,0,32.5,0,0,0,3.1,0,0,57.5,0,0,0,2.5,3.2,0,0,0,0,0,0.220895,1.01,289,3145,18742,17,18.97,63,24.4899,31.5374,19.8239,26.3333,17.3333,34.6667,40.3333,50.2933,47.0833,35.491,43.1591,49.9963,5093.8461,0,0,val
+11323,United States of America,NAM,warm_dry,-120.994622,37.641583,27,7,unknown,unknown,0,0,0,0,0,0,0,0,4.8,0,0,0,79.6,13,1.5,0,0,0.462,0.56,0.581559,2.74,33046,37600,38514,63,62.35,63,26.3929,35.0336,17.0028,25,12.8,37.2,50.8,68.648,64.475,41.0677,64.3115,215.0844,22818.0943,13.6,0.6,test
+11324,United States of America,NAM,warm_dry,-120.837005,37.487981,56,6,unknown,unknown,0,0,0,0,0,0,0,0,6.2,1.2,2.8,0,79,8.6,2.2,0,0,3.655,1.215,0.247714,2.6,5015,15965,33361,56,45.52,63,29.9876,39.4301,18.7329,28.2,14.4,42.2,59,77.4,72.4,45.8364,72.0982,335.2544,34689.6589,34.2,3.6,test
+11331,United States of America,NAM,warm_dry,-121.618549,39.138773,20,2,unknown,unknown,0,0,0,0,0,0,0,0,11.1,3.4,10.3,0,69.6,3.9,1.3,0,0,1.229,9.974,0.784757,1.47,21632,21632,21632,63,55.66,63,24.9904,32.2467,17.1086,24.2,13.6,35,46,59.8,57.5893,37.7104,56.8474,97.8454,14029.1789,1.4,0.2,train
+11332,United States of America,NAM,warm_dry,-121.820362,39.205572,640,254,unknown,unknown,0,0,0,0,0,0,0,0,9.5,1.7,2.5,0,80.3,4,0,0,0,0.403,1.251,2.01936,1.31,232,232,21632,0,1.35,63,45.1854,-999,-999,-999,-999,-999,-999,-999,-999,-999,60.0967,-999,-999,-999,-999,train
+11334,United States of America,NAM,warm_dry,-122.093857,40.262084,568,178,unknown,unknown,0,2.4,0,0,0,0,1.2,0,19.4,52.9,17,0,4,1.6,0,0,0,0.106,0,0.363648,0.95,30,30,7305,0,0,63,48.4371,-999,-999,-999,-999,-999,-999,-999,-999,-999,64.3778,-999,-999,-999,-999,train
+11335,United States of America,NAM,warm_dry,-122.23694,40.17583,98,7,unknown,unknown,0,0,0,0,0,0,0,0,14.5,44.5,29.5,0,7.8,1.7,0,0,0,4.093,1.5,0.010297,1,7305,7305,7305,62,33.27,63,29.5312,36.3738,22.6265,28.8,16.8,40.4,51.2,65.8,63.175,42.5236,61.8178,149.6497,21972.5884,7.4,0,train
+11337,United States of America,NAM,warm_dry,-118.778995,36.567178,1890,770,unknown,unknown,0,44.3,0,0,0,4.5,0,0,25.1,4.7,19,0,0,0,0,0,0,0,0,0.177532,0.84,36,36,49,0,0,8,46.0553,47.6532,40.5805,41.25,34,53.25,64.75,78.75,76.3125,51.6772,76.8756,293.3529,46810.8919,58,1,train
+11342,United States of America,NAM,warm_dry,-119.291228,36.332179,97,7,unknown,unknown,0,0,0,0,0,0,0,0,2.1,1.3,9.2,0,78.3,6.1,2.1,0,0,4.443,0,9.49046,2.4,14485,30519,30519,63,58.08,63,28.4004,39.5338,16.571,25.2,11.4,41.4,59.6,76.728,73.475,46.3376,72.7231,290.1294,36871.7165,40,2.4,train
+11343,United States of America,NAM,warm_dry,-119.055018,36.031831,136.25,15,unknown,unknown,0,0,0,0,0,0,0,3.4,5.1,3.4,34.3,0,50.6,2.4,0,0,0,3.945,0,0.065372,2.14,1401,22461,22461,31,29.14,63,33.1235,45.0835,20.1744,29.7,16.4,46.8,64.6,80,75.925,51.3838,75.377,313.5611,48918.1209,59.8,2.8,train
+11345,United States of America,NAM,warm_dry,-120.379611,37.981582,571,109,unknown,unknown,0,20.8,0,0,0,3.8,0,0,41.6,23.9,6.4,0,0,1.6,0,0,0,0,0,2.65165,1.17,2099,4230,4230,56,27.79,56,34.1089,42.3883,25.1274,34.8,21.1,46,57,69,66.875,46.9068,64.9844,166.6188,33478.4302,13.8,0.2,train
+11350,United States of America,NAM,warm_dry,-118.869444,34.208244,244,87,unknown,unknown,17.3,0,0,0,0,1.1,12,18.8,13.7,1.4,3.1,0,8.5,17.8,5.8,0,0,0.035,0.118,7.41254,2.83,26685,26685,61387,63,61.52,63,31.6635,41.7856,21.4056,33.2,18.2,43.2,51.6,62.6,59.325,46.8557,58.2086,148.2677,25378.2761,5,0.4,train
+11351,United States of America,NAM,warm_dry,-118.810003,34.402846,190,8,unknown,unknown,0,0,0,0,0,0,6.3,40.8,17.8,3,4.6,0,6.5,16.2,4.5,0,0,0,0,2.18389,1.74,380,1493,32206,15,11.48,63,30.8339,42.1203,19.1792,31,17,42.8,53.6,66,62.7,47.6473,63.1111,190.2341,28345.7253,7.8,0,val
+11353,United States of America,NAM,warm_dry,-119.230277,34.446571,262,21,unknown,unknown,8.6,0,0,0,0,1.9,5.6,16.4,46.4,1.7,2.2,0,5.6,6.7,3.6,0,0,0,0,3.95386,1.43,1176,10662,34511,19,17.77,63,28.9613,42.4122,15.064,27,12.2,44,54.6,67,64.025,48.075,61.8888,217.7939,31256.3403,12.2,0.4,train
+11354,United States of America,NAM,warm_dry,-118.684731,34.275736,314,54,unknown,unknown,0,0,0,0,0,0,9.8,30.1,12.8,2.6,3.8,0,4.9,32.6,2.2,0,0,0,0,11.4366,4.37,15141,32206,111189,59,46.33,63,32.556,44.1273,19.8415,34.6,17,45.4,57,70.352,66.75,49.6878,67.3089,261.7012,35127.6154,16.2,1,val
+11355,United States of America,NAM,warm_dry,-119.313611,34.2804,3,0,unknown,unknown,40.4,0,0,0,0,1.3,4.7,9.8,19.1,0,1.7,0,7.1,11.1,3.5,0,0,0,0,0.684953,1.85,4405,19983,75812,43,32.53,63,27.1513,-999,-999,-999,-999,-999,-999,-999,-999,-999,47.8679,-999,-999,-999,-999,test
+11356,United States of America,NAM,warm_dry,-119.142504,34.25324,43,15,unknown,unknown,29.8,0,0,0,0,0,5.6,14.8,15,0,2.2,0,9.2,15,6.5,0,0,0,0,2.89733,2.12,13832,34511,75812,54,54.77,63,27.1476,35.514,17.9871,28.2,15.2,38.6,45,53.8,51.575,40.333,50.1582,75.5067,10590.1854,0.6,0.2,test
+11359,United States of America,NAM,warm_dry,-121.7734,38.53445,0,6,unknown,unknown,0,0,0,0,0,0,0,0,6.1,0,3,0,80.3,8.6,0,0,0,3.838,3.235,4.91524,2.24,2189,27038,29692,57,40.19,63,25.9041,33.9144,17.2049,24.6,14.4,36.4,45.4,59,54.8083,39.5214,54.4786,122.42,13039.7585,1.8,0,val
+11362,United States of America,NAM,warm_dry,-121.73269,38.66121,11,6,unknown,unknown,0,0,0,0,0,0,0,0,3.2,0,2.8,0,84.2,9.2,0,0,0,4.343,3.627,0.472012,2.21,1550,11141,52610,50,35.45,63,24.8612,33.9112,15.9278,23.4,12.8,35.2,46,61.4,57.825,39.9679,57.7978,121.0093,15038.9953,2.8,0.2,val
+11364,United States of America,NAM,warm_dry,-104.94984,39.838119,1554,11,unknown,unknown,0,0,0,0,0,0,0,0,0,0,47.8,0,4.2,47.6,0,0,0,0.011,0,62.6797,5.18,10987,26991,68233,63,62.67,63,26.6252,37.8755,16.616,26.6,6,42.2,53.4,66,62.85,43.6849,65.6884,197.8334,28654.6243,8.2,0,train
+11367,United States of America,NAM,cool_dry,-104.957193,39.567887,1747,67,unknown,unknown,0,3.8,0,0,0,0,0,0,0,0,54.8,0,1,39.4,0,0,0,0.09,0,1.73738,3.42,29029,29029,68233,63,62.34,63,37.7555,41.9332,31.8131,37.6667,27.3333,47.3333,57,69.6667,66.7083,48.0144,69.9157,230.5936,34041.5925,16,0.6667,train
+11369,United States of America,NAM,cool_dry,-104.569335,39.638522,1799,46,unknown,unknown,0,0,0,0,0,0,0,0,0,0,87.4,0,6,6.6,0,0,0,0.262,0,0.510449,2.21,84,84,44112,10,10.28,63,41.8864,47.1452,36.6676,41.2,34.4,49.6,57.6,66.6,64.9,51.0311,64.789,150.02,40111.3912,10.4,0.2,train
+11370,United States of America,NAM,boreal_moist,-105.612,39.941,3201,294,unknown,unknown,0,70.7,0,0,0,0,0,0,1.3,0,26,0,0,1.4,0,0,0,0,0,0.533695,1.24,283,317,1146,5,1.68,56,54.1824,-999,-999,-999,-999,-999,-999,-999,-999,-999,68.3507,-999,-999,-999,-999,train
+11371,United States of America,NAM,cool_dry,-105.238458,39.957212,1669,80,unknown,unknown,0,25.4,0,0,0,0,0,0,2.2,0,44.4,0,2.6,24.8,0,0,0,0.411,0,0.240128,3.98,940,14318,46777,22,30.52,63,37.641,43.0481,32.2801,38,27.4,47.4,56.2,69,66.4,49.0303,68.4764,203.0895,33904.7649,14,0.4,train
+11377,United States of America,NAM,cool_dry,-106.001,38.91,2920,193,unknown,unknown,0,11.6,0,0,0,0,0,0,3.7,0,83.6,0,0,0,0,0,0,0,0,0.934857,0.58,71,94,94,0,0.04,57,49.6463,-999,-999,-999,-999,-999,-999,-999,-999,-999,61.2393,-999,-999,-999,-999,test
+11379,United States of America,NAM,cool_moist,-105.592,39.643,3518,516,unknown,unknown,0,62.8,0,0,0,0,0,0,2.7,0,32,0,0,2.2,0,0,0,0,0,0.449794,1.77,184,184,2417,0,0,56,52.8644,-999,-999,-999,-999,-999,-999,-999,-999,-999,70.1642,-999,-999,-999,-999,train
+11380,United States of America,NAM,polar_moist,-105.641,39.587,4300,797,unknown,unknown,0,61.2,0,0,0,0,0,0,2.4,0,34.4,0,0,1.7,0,0,0,0,0,0.246961,0.83,143,170,1253,0,0.6,34,58.8617,-999,-999,-999,-999,-999,-999,-999,-999,-999,72.2971,-999,-999,-999,-999,train
+11381,United States of America,NAM,warm_dry,-104.987625,39.751184,1593,26,unknown,unknown,0,1.1,0,0,0,0,0,0,0,0,39.4,0,1.4,57.2,0,0,0,0,0,59.146,4.98,68233,68233,68233,63,63,63,25.1753,31.6119,18.8635,24,11.3333,37.3333,47.6667,60,57.0833,37.0331,60.2569,103.7019,15567.9366,1.3333,0,train
+11382,United States of America,NAM,cool_dry,-105.030681,39.751761,1621,43,unknown,unknown,0,4.5,0,0,0,0,0,0,0,0,35.9,0,0,57,0,0,0,0,0,17.6554,5.1,41204,68233,68233,63,62.91,63,24.0641,36.2588,16.8936,25.3333,7.3333,41.6667,54,68.3333,64.75,43.5375,60.6763,203.0627,27488.2609,11,0.6667,train
+11383,United States of America,NAM,warm_dry,-104.998113,39.704005,1594,15,unknown,unknown,0,3.1,0,0,0,0,0,0,0,0,40.6,0,1.2,54.3,0,0,0,0,0,59.146,4.98,36121,68233,68233,63,62.91,63,26.5742,32.4907,16.1348,23,8.5,38,48.5,61.5,58.375,38.8247,62.2704,122.1498,17174.8786,3,0,train
+11384,United States of America,NAM,warm_dry,-105.00518,39.77949,1602,27,unknown,unknown,0,0,0,0,0,0,0,0,0,0,41.9,0,1.9,55.3,0,0,0,0.011,0,17.6554,5.1,31662,68233,68233,63,62.97,63,25.1711,34.2563,16.1864,23.75,8.5,39.5,51,63.95,60.3125,40.6623,63.8556,134.7295,20987.6089,2.5,0,train
+11386,United States of America,NAM,cool_dry,-105.070358,39.534488,1676,33,unknown,unknown,0,25.1,0,0,0,0,0,0,2.3,0,43.1,0,0,27.7,0,0,0,0.182,0,0.121701,3.61,689,11109,68233,29,44.05,63,37.4288,44.5902,30.335,37.4,26.4,48.2,57.8,71.8,68.9,50.2331,71.6228,263.8616,39324.9455,23.6,1.2,train
+11390,United States of America,NAM,cool_dry,-104.817215,38.958341,1971,54,unknown,unknown,0,27.5,0,0,0,0,0,0,1.8,0,54.6,0,0,14.9,0,0,0,0.137,0,3.22366,2.15,12736,18454,32848,63,60.54,63,34.8612,43.4453,26.334,36,21.6,48,57,66.796,64.9786,48.8128,64.9997,139.5341,35461.3424,8.4,0,train
+11391,United States of America,NAM,cool_dry,-104.901289,38.853097,1955,124,unknown,unknown,0,28.3,0,0,0,0,0,0,0,0,55.2,0,0,14.4,0,0,0,0.002,0,0.038218,1.9,4742,22152,32848,49,39.91,63,41.3739,44.846,37.9633,41.2,33.4,49.6,57.4,66.6,64.8,49.5257,64.4982,139.2701,35488.1986,9,0,train
+11392,United States of America,NAM,cool_dry,-107.784125,39.54182,1640,29,unknown,unknown,0,9.4,0,0,0,0,0,0,5.1,0,65.6,0,5,1,12.9,0,0,0,0,3.89234,0.9,169,169,169,59,31.06,59,28.6563,37.6946,19.7199,27.7,15.4,42,51,59.2,57.825,43.0071,57.4684,77.5292,21068.8914,0.4,0,val
+11394,United States of America,NAM,cool_moist,-107.617,39.799,2904,197,unknown,unknown,0,21.9,0,0,0,1.7,0,0,3.7,0,52,0,3.6,0,16.7,0,0,0,0,0.178695,0.69,125,147,169,0,0,36,51.096,-999,-999,-999,-999,-999,-999,-999,-999,-999,60.73,-999,-999,-999,-999,val
+11395,United States of America,NAM,cool_moist,-107.312,40.085,2930,295,unknown,unknown,0,39.2,0,0,0,0,0,0,2.9,0,44.5,0,1.4,0,11.3,0,0,0,0,0.016939,0.63,32,45,47,0,0,5,48.5795,-999,-999,-999,-999,-999,-999,-999,-999,-999,58.327,-999,-999,-999,-999,val
+11396,United States of America,NAM,cool_moist,-107.38,39.426,3224,835,unknown,unknown,0,21.3,0,0,0,3.9,0,0,6.4,0,45,0,4,1.3,17.5,0,0,0,0,0.061592,0.83,372,372,3540,0,0.75,57,51.538,54.4078,54.7419,54.6667,48,60,65.3333,73,71,57.4099,63.3147,199.3602,63668.0918,25.6667,0,val
+11397,United States of America,NAM,cool_dry,-107.168,39.489,2358,203,unknown,unknown,0,23.8,0,0,0,2.5,0,0,5.1,0,49.7,0,3.4,1.6,13.5,0,0,0,0,1.13994,0.73,372,372,3540,0,3.3,57,48.2351,-999,-999,-999,-999,-999,-999,-999,-999,-999,61.2423,-999,-999,-999,-999,val
+11398,United States of America,NAM,cool_moist,-107.234,39.09,2930,70,unknown,unknown,0,25.5,0,0,0,3.7,0,0,2.3,0,46.4,0,2.1,0,19.6,0,0,0,0,0.079281,0.53,4,15,174,0,0.25,31,46.9165,-999,-999,-999,-999,-999,-999,-999,-999,-999,54.946,-999,-999,-999,-999,val
+11400,United States of America,NAM,cool_moist,-106.306111,40.882222,2417,15,unknown,unknown,0,27.3,0,0,0,0,0,0,0,0,70.5,0,1.4,0,0,0,0,0,0,0.034742,0.67,7,7,25,0,0,24,34.8356,42.4636,28.6068,37,28,43.6667,49.6667,56.6667,55.3333,45.4496,52.1784,53.9768,20343.4935,0.3333,0,train
+11401,United States of America,NAM,warm_dry,-105.099973,39.800333,1640,33,unknown,unknown,0,6.8,0,0,0,0,0,0,1.8,0,37.4,0,0,52.6,0,0,0,0.001,0,36.0033,5.18,30658,32037,68233,63,62.5,63,25.3516,37.9818,18.7122,28.5,10.5,43,54,69.5,66.6875,45.4572,58.6942,241.067,28881.7534,11,0.5,train
+11403,United States of America,NAM,cool_dry,-105.13948,39.638781,1742,64,unknown,unknown,0,23,0,0,0,0,0,0,2.4,0,31.6,0,0,41.3,0,0,0,0,0,1.56298,4.47,13596,21421,68233,62,60.47,63,35.5265,40.0833,30.9598,35.8,25.6,45.4,54.6,67.8,65.325,46.5579,67.904,204.1658,29780.0869,13.8,0.2,train
+11404,United States of America,NAM,cool_dry,-105.188587,39.912799,1802,114,unknown,unknown,0,17.9,0,0,0,0,0,0,1.8,0,46.5,0,3.9,29.6,0,0,0,0,0,0.951158,4.54,2982,4241,51567,20,31.57,63,43.2876,46.8798,39.6367,43.4,34.6,51.4,59.8,73,70.65,52.2014,72.7611,253.4816,44155.5274,33,1.6,train
+11405,United States of America,NAM,cool_dry,-105.177989,39.743724,1832,164,unknown,unknown,0,24.2,0,0,0,0,0,0,2.4,0,30.1,0,0,42.1,0,0,0,0.008,0,3.37439,5.15,22307,22307,68233,63,60.95,63,39.7421,43.7025,35.8239,40.2,30.8,48.6,57.8,71.4,69.325,49.6529,72.036,259.1629,37833.8508,26.4,1.6,train
+11407,United States of America,NAM,cool_dry,-105.29841,39.541515,2473,131,unknown,unknown,0,50.6,0,0,0,0,0,0,5.5,0,31.5,0,0,10.9,0,0,0,0,0,0.938318,2.97,941,1159,30095,42,22.9,63,40.8054,43.0596,38.5698,41.2,33.2,48.4,55.6,65.8,62.7,49.0906,64.0818,172.9234,30245.4703,7.8,0.2,train
+11410,United States of America,NAM,cool_moist,-107.484167,37.30389,2367,139,unknown,unknown,0,39.6,0,0,0,0,0,0,7,0,40.6,0,3.7,0,7.8,0,0,0,0,2.57054,1.51,68,136,206,0,0.2,41,43.8792,47.5157,39.9267,43.8,37.2,50.8,57.4,65.716,63.55,50.787,63.2294,129.6716,39254.0657,6.4,0,test
+11411,United States of America,NAM,cool_dry,-107.62863,37.13678,1983,24,unknown,unknown,0,7.3,0,0,0,0,0,0,9.2,0,72,0,5.8,0,4.2,0,0,1.508,0,10.0523,2.37,206,206,343,36,14.52,51,33.1805,42.3572,24.3532,31.2,21.4,44.4,55,64,61.9667,47.0035,62.4654,109.3603,30497.9229,2.8,0,test
+11413,United States of America,NAM,cool_dry,-107.870219,37.10258,1920,73,unknown,unknown,0,0,0,0,0,0,0,1.3,5.7,0,87.7,0,3.3,0,0,0,0,1.604,0,4.5189,2.31,74,74,5306,6,3.55,61,33.8664,42.8923,25.0747,33,21.8,45.2,55,63.4,61.5833,47.0742,61.8808,108.2046,31128.9932,1.6,0,test
+11415,United States of America,NAM,cool_dry,-105.141122,40.592543,1571,38,unknown,unknown,0,16,0,0,0,0,0,0,0,0,67,0,6.2,9.5,0,0,0,0.176,0,0.505455,2.44,2333,11754,37718,53,38.91,63,39.379,45.4464,33.3643,38.6,29.8,48.4,58,71.216,69.0071,50.3582,70.2862,242.5973,39556.0535,23.6,1,train
+11416,United States of America,NAM,cool_dry,-105.275029,40.642103,2058,385,unknown,unknown,0,31.5,0,0,0,0,0,0,1.1,0,59.1,0,1.4,6.5,0,0,0,0.016,0,0.056398,1.91,25,25,37718,6,2.26,63,42.2119,45.3273,37.9712,41.3333,34.6667,48.3333,55.3333,66.7,64.3333,49.7397,63.4372,157.0117,33131.2901,6.6667,0,train
+11417,United States of America,NAM,cool_dry,-105.07892,40.57747,1524,31,unknown,unknown,0,10.7,0,0,0,0,0,0,0,0,69.9,0,8.9,9.5,0,0,0,0.271,0,4.38284,2.47,29792,37718,37718,63,61.88,63,27.7396,35.0408,20.497,27.6,13.8,40.6,50.8,63.6,61.1786,41.928,63.4678,168.4076,20943.0061,6.4,0.2,train
+11420,United States of America,NAM,cool_dry,-108.313835,39.130575,1521,46,unknown,unknown,0,7.6,0,0,0,0,0,1.5,6.4,0,75.4,0,2.6,2.6,3.2,0,0,0.039,0,5.55255,0.89,118,882,13069,6,7.43,63,37.2881,43.6773,30.9328,36.8,27.8,47,54.8,62.472,61.025,46.9995,59.9356,89.5618,30496.5202,1,0,train
+11421,United States of America,NAM,cool_dry,-108.23,38.93,3040,439,unknown,unknown,0,7.3,0,0,0,0,0,2.6,4.9,0,74.9,0,3.8,0,5.2,0,0,0,0,0.416867,0.72,19,34,6375,0,0,54,50.1328,-999,-999,-999,-999,-999,-999,-999,-999,-999,58.7474,-999,-999,-999,-999,train
+11422,United States of America,NAM,cool_dry,-107.71,39.34,2485,220,unknown,unknown,0,18.4,0,0,0,5.2,0,0,6.5,0,43.1,0,3.9,0,21.7,0,0,0.052,0,1.10035,0.95,20,42,169,0,0.04,59,50.0886,-999,-999,-999,-999,-999,-999,-999,-999,-999,61.9776,-999,-999,-999,-999,val
+11424,United States of America,NAM,warm_dry,-108.7411,39.1067,1740,345,unknown,unknown,0,1.4,0,0,0,0,0,2.2,2.2,0,81.1,0,5.8,5.6,1.6,0,0,1.066,0,0.00865,1,477,2487,13069,6,10.51,63,46.5845,-999,-999,-999,-999,-999,-999,-999,-999,-999,62.536,-999,-999,-999,-999,train
+11425,United States of America,NAM,cool_dry,-107.891109,40.506946,1902,105,unknown,unknown,0,0,0,0,0,0,0,0,0,0,99.1,0,0,0,0,0,0,0.181,0,0.01122,1.12,5,5,799,0,0,39,38.423,45.4243,33.6738,39.5,31.5,47.5,54,62,60.25,48.1161,56.1052,81.7971,31473.5778,0.5,0,train
+11426,United States of America,NAM,cool_dry,-108.592334,37.350054,1890,60,unknown,unknown,0,2.5,0,0,0,0,0,9.9,3.7,0,75.6,0,7.1,0,0,0,0,0.392,0,0.323041,1.1,2608,2608,2608,53,25.22,58,34.1609,41.7344,26.526,34.2,22.8,45.2,53,60.896,59.325,46.1333,58.7456,91.8929,26192.5293,2,0,test
+11429,United States of America,NAM,cool_moist,-105.755,39.417,3098,167,unknown,unknown,0,45.5,0,0,0,0,0,0,1.4,0,52.3,0,0,0,0,0,0,0,0,0.187291,0.79,150,162,501,0,0,38,48.178,49.2608,46.6128,47.75,43.25,52.75,58.25,65.5,63.1429,52.182,62.235,128.3536,42411.5838,5.5,0,train
+11430,United States of America,NAM,boreal_moist,-106.821,39.154,3415,769,unknown,unknown,0,37.3,0,0,0,0,0,0,0,0,55.1,0,0,0,4.9,0,0,0,0,0.169247,0.31,186,1418,1418,5,7.95,51,50.4479,51.7567,-999,52,47,58,63,69,67.4375,54.9722,62.8176,-999,52971.2898,10,-999,val
+11431,United States of America,NAM,cool_moist,-106.836,39.196,2415,40,unknown,unknown,0,38.2,0,0,0,0,0,0,0,0,51.5,0,0,0,7.2,0,0,0,0,0.169247,0.31,1418,1418,1418,47,23.5,51,36.3522,41.0377,33.2847,38,29.5,45.5,51.5,58.5,56.6875,45.1867,53.0461,65.8049,22304.0801,0.5,0,val
+11433,United States of America,NAM,cool_dry,-107.8475,40.038889,1994,52,unknown,unknown,0,8,0,0,0,1.3,0,0,2,0,62.3,0,4.5,0,21.7,0,0,0.464,0,0.017936,0.84,12,12,141,5,5.8,42,40.3217,45.4015,35.3301,40.6,33.8,47.2,52.7,59.8,58.4714,48.0968,57.3463,71.9957,29478.6753,0.4,0,val
+11434,United States of America,NAM,cool_dry,-108.761389,40.086944,1655,32,unknown,unknown,0,0,0,0,0,0,0,0,0,0,98,0,0,0,0,0,0,0,0,0.243177,0.99,15,15,15,18,14.15,54,37.2814,44.5281,32.2434,38,29.25,47.25,55,64.5,61.5312,47.8128,57.8843,179.7948,32006.1859,5.25,0.5,train
+11436,United States of America,NAM,cool_dry,-108.285,38.132,2137,90,unknown,unknown,0,11,0,0,0,0,0,0,5.6,0,64.2,0,5.8,0,12.5,0,0,0.456,0,0.017677,0.83,11,13,108,9,3.07,10,42.4053,-999,-999,-999,-999,-999,-999,-999,-999,-999,60.0514,-999,-999,-999,-999,train
+11439,United States of America,NAM,cool_dry,-104.73744,40.386368,1484,49,unknown,unknown,0,0,0,0,0,0,0,0,0,0,54.3,0,42,3.4,0,0,0,0.662,0,10.1637,2.68,21718,21718,21718,62,53.39,63,31.7799,40.3323,23.2368,31.8,17.8,44.8,56.6,68.836,66.0583,46.2198,68.636,188.4123,33216.4023,11,0.4,train
+11440,United States of America,NAM,cool_dry,-104.33,40.65,1483,14,unknown,unknown,0,0,0,0,0,0,0,0,0,0,97.3,0,2.7,0,0,0,0,0.84,0,0.475824,1.75,9,9,149,8,5.5,55,34.7948,41.1489,-999,33.5,21,43.5,52,60.76,60.875,47.2859,60.7493,82.6163,23926.1568,2.6667,0,train
+11441,United States of America,NAM,cool_dry,-104.036,40.813,1661,91,unknown,unknown,0,0,0,0,0,0,0,0,0,0,99.9,0,0,0,0,0,0,0.039,0,0.108401,1.48,9,9,31,0,6.3,32,42.8308,-999,-999,-999,-999,-999,-999,-999,-999,-999,62.0056,-999,-999,-999,-999,train
+11442,United States of America,NAM,warm_moist,-73.585,41.003611,3,0,unknown,unknown,30.1,1.7,0,0,15.7,7.8,0,0,0,0,0,1.5,0,38.7,4.2,0,0,0,0,12.0323,6.85,0,11959,64231,20,30.17,63,35.7438,-999,-999,-999,-999,-999,-999,-999,-999,-999,62.9816,-999,-999,-999,-999,train
+11444,United States of America,NAM,cool_moist,-73.443056,41.399167,116,23,unknown,unknown,0,1.2,0,0,72.4,11.1,0,0,0,0,0,0,0,9.2,5.8,0,0,0,0,2.46788,4.49,26206,26206,26206,62,57.01,63,31.1656,-999,-999,-999,-999,-999,-999,-999,-999,-999,58.2934,-999,-999,-999,-999,test
+11445,United States of America,NAM,warm_moist,-73.103056,41.1525,3,0,unknown,unknown,60,0,0,0,10,5.3,0,0,0,0,0,1.4,0,20.1,2.2,0,0,0,0,0.880999,5.93,1074,13796,65280,21,23.24,63,37.8889,-999,-999,-999,-999,-999,-999,-999,-999,-999,64.2592,-999,-999,-999,-999,train
+11446,United States of America,NAM,warm_moist,-73.336667,41.118333,4,2,unknown,unknown,41.8,0,0,0,30,6,0,0,0,0,0,1.4,0,18.3,1.3,0,0,0,0,11.6435,6.34,1112,6824,65280,37,39.36,63,32.0821,-999,-999,-999,-999,-999,-999,-999,-999,-999,63.1502,-999,-999,-999,-999,train
+11447,United States of America,NAM,cool_moist,-72.631667,41.784722,15,10,unknown,unknown,0,0,0,0,38.4,17.5,0,0,0,0,0,0,1.5,28.6,13.2,0,0,0,0,19.6058,3.56,18961,18961,60388,62,61.54,63,29.9543,-999,-999,-999,-999,-999,-999,-999,-999,-999,53.3149,-999,-999,-999,-999,train
+11448,United States of America,NAM,cool_moist,-73.297257,41.821342,505,174,unknown,unknown,0,0,0,0,76.4,10.8,0,0,0,0,0,0,0,1.2,11.3,0,0,0,0,0.524655,2.42,383,758,15017,8,10.52,59,36.3034,38.032,34.5908,35.4,29,42.6,50.2,61.6,59.925,41.85,54.1526,146.7662,15207.3989,4.4,0.6,val
+11450,United States of America,NAM,cool_moist,-72.63,41.552222,58,35,unknown,unknown,0,0,0,0,62.7,9.9,0,0,0,0,0,0,0,18,8.5,0,0,0,0,5.4696,4.11,1975,15308,60388,59,47.3,63,35.839,-999,-999,-999,-999,-999,-999,-999,-999,-999,58.2392,-999,-999,-999,-999,train
+11451,United States of America,NAM,warm_moist,-72.902871,41.3014,3.6,0,unknown,unknown,40.2,0,0,0,28,4.9,0,0,0,0,0,1.3,0,20.6,4.2,0,0,0,0,18.9855,4.84,36865,62438,62438,63,60.42,63,25.0888,31.3242,18.8881,25,12.8,35.6,44.8,61.44,58.3548,36.6884,57.9318,244.3796,12864.0907,9.8,2.4,train
+11453,United States of America,NAM,warm_moist,-72.55,41.260833,3,2,unknown,unknown,55,1.7,0,0,28.3,5.2,0,0,0,0,0,1.7,0,3.8,2.9,0,0,0,0,0.433095,4.67,4708,4708,11406,14,21.63,60,36.1847,-999,-999,-999,-999,-999,-999,-999,-999,-999,61.1859,-999,-999,-999,-999,train
+11457,United States of America,NAM,cool_moist,-72.07882,41.35362,49,0,unknown,unknown,45.4,1.2,0,0,35.3,7.2,0,0,0,0,0,1.3,0,3.8,5,0,0,0,0,0.567731,4.01,13262,23122,23122,61,52.29,62,35.2959,-999,-999,-999,-999,-999,-999,-999,-999,-999,55.9706,-999,-999,-999,-999,val
+11458,United States of America,NAM,cool_moist,-72.388056,41.976389,265,141,unknown,unknown,0,0,0,0,48.8,24.5,0,0,0,0,0,0,1,14.6,10.6,0,0,0,0,7.17315,3.16,1128,2091,51598,15,18.2,63,37.334,-999,-999,-999,-999,-999,-999,-999,-999,-999,55.0748,-999,-999,-999,-999,train
+11461,United States of America,NAM,warm_moist,-75.555185,38.984749,0,6,unknown,unknown,12.2,1.3,0,0,0,4.3,0,0,0,0,0,1.3,17.2,2.2,59.6,0,0,1.327,0,0.692122,3.2,667,1782,11609,15,18.97,63,30.9997,38.4813,23.5172,30,20.25,40.25,49.5,63.5,61.525,43.0173,59.2218,168.918,19620.1683,9,1,train
+11464,United States of America,NAM,warm_moist,-75.730833,39.551111,20,14,unknown,unknown,11.3,3.5,0,0,5.9,6.2,0,0,0,0,0,2.5,11.7,9.6,47.2,0,0,2.137,0,0.662554,4.34,5756,6938,39152,28,36.11,63,26.5987,34.1404,19.117,26.4,15.2,36.6,46.8,61.6,58.85,39.5214,57.4128,187.7226,16269.2188,9,0,test
+11465,United States of America,NAM,warm_moist,-75.563889,39.817222,0,25,unknown,unknown,4,0,0,0,5.8,4.2,0,0,0,0,0,0,7.9,32,43.2,0,0,0.001,0,11.5833,4.51,5723,24319,47840,61,55.5,63,31.6436,36.0177,23.5684,28.5,19.5,38.5,50,66.5,62.1339,41.2683,58.0703,211.1507,19916.4942,10,0,test
+11466,United States of America,NAM,warm_moist,-75.496389,39.773889,0,55,unknown,unknown,5.8,1.2,0,0,4,4.6,0,0,1,0,0,1.2,12.1,31.4,38.2,0,0,0.425,0,25.0692,4.86,10136,27663,47840,61,56.93,63,28.7936,34.6355,22.9909,27.8,18.4,37.8,49,65,62.275,40.316,59.1719,214.0211,18614.1052,10.6,0.8,test
+11467,United States of America,NAM,warm_moist,-75.558056,39.739444,0,0,unknown,unknown,6.9,1.3,0,0,4.4,5.1,0,0,0,0,0,1.5,12.5,24.9,42,0,0,0.117,0,20.0036,4.62,39152,39152,39152,63,62.54,63,25.4074,31.7698,19.0419,24.25,13.75,34.75,46.75,63.595,60.0446,37.5513,58.5165,185.2762,16034.6558,8.5,0.25,test
+11469,United States of America,NAM,warm_moist,-75.612688,38.644476,0,4,unknown,unknown,0,0,0,0,0,14,0,0,0,0,0,0,21.6,1.3,62.5,0,0,1.095,0,0.518262,2.87,1654,1654,2092,58,40.25,62,31.5492,37.4812,24.3893,30.25,21,39.75,49.75,63.5,62,43.2895,59.2159,170.0521,19071.2792,12,0.5,train
+11470,United States of America,NAM,warm_moist,-75.162673,38.779196,0,1,unknown,unknown,49.8,2.9,0,0,0,5.3,0,0,0,0,0,2,8.6,1.4,28.5,0,0,0,0,1.47153,3.11,1108,2452,2480,60,39.25,63,34.3193,38.6889,28.4528,33,24.75,41.5,50.5,63.25,60.9643,42.9133,58.9807,171.9433,19993.8081,9.5,0.25,train
+11473,United States of America,NAM,warm_moist,-76.958072,38.895572,8,12,unknown,unknown,0,0,0,0,5,12,0,0,2.6,0,0,0,4.9,42.8,30.6,0,0,0,0,18.7159,5.15,55708,67002,112882,63,63,63,24.8522,-999,-999,-999,-999,-999,-999,-999,-999,-999,52.448,-999,-999,-999,-999,val
+11474,United States of America,NAM,warm_moist,-77.013178,38.921847,50,33,unknown,unknown,0,0,0,0,4.3,13.3,0,0,3.8,0,0,0,4.1,50.7,22,0,0,0,0,52.0897,5.55,70762,112882,112882,63,63,63,28.5348,35.6627,21.5627,28,17,38.5,51.5,66.5,64.1875,41.6719,61.9569,180.1657,22788.4849,14.5,1.5,val
+11477,United States of America,NAM,tropical_moist,-82.296111,29.544722,30.8,7,unknown,unknown,2,0,10.4,0,0,13.2,3.8,0,53.6,0,3.2,1.6,2.3,1.5,8.1,0,0,0,0,0.490775,2.05,193,565,29716,6,8.02,63,24.565,33.6168,15.5534,24,12.4,35.2,45.2,57.2,55.3179,38.2699,51.7258,82.1424,12553.5512,1,0.2,train
+11478,United States of America,NAM,tropical_moist,-82.441111,30.201111,46.7,3,unknown,unknown,0,0,35.9,0,0,13.5,0,0,41.9,0,0,0,0,0,4.6,0,0,0.02,0.001,2.49299,2.14,192,757,4319,5,4.41,63,24.754,33.4724,16.0737,24.2,13.6,35,44.6,55.8,53.625,38.3032,50.8173,65.5328,10807.4969,0,0,val
+11479,United States of America,NAM,tropical_moist,-85.731517,30.130433,4.9,0,unknown,unknown,59.2,3.3,6.9,0,0,6.5,0,0,10.6,0,1.2,4.3,1,5.9,0,0,0,0,0,0.021181,1.54,4624,5469,16547,19,22.95,63,33.4672,36.8465,30.0919,32.2,24.6,41.2,50.2,61.2,58.925,40.6868,51.0067,106.8229,15455.2073,2.6,0,train
+11480,United States of America,NAM,tropical_moist,-80.628611,28.053611,5,11,unknown,unknown,33.4,0,0,0,0,6.8,1.5,0,26.9,0,1.3,5.3,3.5,9.7,10,0,0,0,0.098,0.541075,1.57,13671,15909,22537,62,60.81,63,29.961,36.1942,23.7967,29.6,19.8,39.8,47.8,57.2,55.975,39.9551,51.029,67.0019,13564.9373,0.6,0,train
+11481,United States of America,NAM,tropical_moist,-80.615556,28.310556,2,0,unknown,unknown,52.6,0,1.4,0,0,5.2,0,0,12.9,0,0,5.6,4.3,9.7,5.9,0,0,0.025,0,4.64653,1.62,5441,8440,22537,46,28.69,63,33.6995,37.0562,30.32,33.75,24.5,41.5,48.5,58,55.6,40.3605,51.1697,71.8399,13451.4956,0.25,0,train
+11485,United States of America,NAM,tropical_moist,-80.33845,26.073536,2,0,unknown,unknown,1.2,0,0,0,0,1.7,1.2,0,3.3,0,5.2,26.8,4,49.9,5.4,0,0,0,1.446,1.77453,2.61,20029,25762,78353,63,63,63,23.1429,30.1789,16.1446,22.6,12.2,33.4,41.4,52.384,50.65,34.7787,46.7211,50.5854,6878.1525,0,0,train
+11486,United States of America,NAM,tropical_moist,-80.09647,26.292025,10,7,unknown,unknown,51.3,0,0,0,0,0,0,0,1.1,0,0,3.3,1.9,36.9,4.3,0,0,0,0,47.3531,2.21,39981,40659,65665,63,56.91,63,26.148,30.262,22.1551,26,17,36,43.4,52.6,50.4,34.0445,45.6333,60.7326,6403.8293,0.2,0.2,train
+11487,United States of America,NAM,tropical_moist,-80.111,26.087,3,2,unknown,unknown,57.8,0,0,0,0,0,0,0,0,0,0,0,1.5,36,2.7,0,0,0,0,59.6061,3.44,4701,16882,73942,61,52.34,63,27.1323,30.6602,23.5556,26.4,17.8,36.8,44.8,54.604,52.225,34.7572,47.0235,79.1691,7563.3225,0.8,0.2,train
+11488,United States of America,NAM,tropical_moist,-81.711,26.27,20,3,unknown,unknown,12.6,0,1.8,0,0,19.4,1.9,0,26.2,0,2.8,7.1,5.6,11.6,11,0,0,0,0,2.56178,1.46,4063,7179,18981,63,59.4,63,25.4215,32.6387,19.169,24.75,16.5,34.5,43.25,53.75,52.0625,36.0453,45.9176,47.0163,8419.2809,0,0,test
+11489,United States of America,NAM,tropical_moist,-82.619167,30.178056,36.6,19,unknown,unknown,0,0,24.5,0,0,9.5,1.9,0,49.5,0,2.4,0,1.7,0,8.5,0,0,0,0,1.38643,1.76,2986,4319,4319,41,40.34,63,24.9199,33.3083,16.4979,24.2,13.2,35.4,45,56,54.35,38.5434,51.0219,73.9941,11442.3146,1,0,val
+11491,United States of America,NAM,tropical_moist,-81.587339,30.477725,12,14,unknown,unknown,17.2,1.8,11.8,0,0,9.7,0,0,26,0,0,13.4,2.3,14.4,1.5,0,0,0.022,0.022,52.4079,3.11,1070,3390,36350,57,48.98,63,24.4852,33.2839,15.5355,24.4,12,35.6,44.8,55.6,53.65,38.2734,49.996,79.485,11225.6998,0.8,0,train
+11492,United States of America,NAM,tropical_moist,-81.454,30.261,3,7,unknown,unknown,41.4,1.1,7.4,0,0,6.5,0,0,16.5,0,0,8.4,2.7,14.4,0,0,0,0,0.012,9.93504,2.91,13798,18906,27190,61,52.37,63,27.5905,35.4566,19.709,27.8,16.4,38.6,47,57.4,55.425,39.8446,50.3857,99.9516,13608.9344,2,0,train
+11493,United States of America,NAM,tropical_moist,-81.8409,30.378217,30.5,17,unknown,unknown,2.1,0,18.8,0,0,15.5,0,0,42.8,0,0,1.9,1.9,13.5,1.8,0,0,0.048,0.105,3.26511,2.46,1574,9132,36350,50,32.05,63,25.2731,34.0409,16.4402,24.4,13.6,35.8,45.4,56.6,54.65,39.0046,52.7065,82.6748,12204.779,1.2,0,train
+11495,United States of America,NAM,tropical_moist,-87.20355,30.525367,32,36,unknown,unknown,24.4,2.3,5.9,0,0,10.1,0,0,34.9,0,1,5.2,3.1,6.9,5.1,0,0,0,0,7.75888,2.2,14862,15838,23778,62,54.96,63,29.9569,36.6348,23.327,29.4,20,39.2,48.8,60.4,58.425,40.8083,52.6608,115.2693,16368.5102,2.8,0,train
+11496,United States of America,NAM,tropical_moist,-87.270967,30.36805,3.1,0,unknown,unknown,53.2,0,2.4,0,0,4.7,0,0,17.8,0,0,4.8,2.9,7,4.1,0,0,0,0,0.257635,1.99,4722,16350,23778,54,37.86,63,33.8134,38.513,29.1743,33,24.45,42,51.4,63.6,61.0107,42.48,54.1018,135.53,19603.5312,6.8,0.2,train
+11498,United States of America,NAM,tropical_moist,-81.276833,29.489083,7.3,4,unknown,unknown,20.9,0,17,0,0,16.3,0,0,34.2,0,0,4.3,1.9,1.4,2.8,0,0,0,0,0.766007,2.03,521,521,4609,47,32.08,62,25.4133,34.2786,16.378,24.6667,13.3333,36.3333,45.3333,56,54.4583,38.6869,49.3938,64.1247,11346.004,0.6667,0,val
+11499,United States of America,NAM,tropical_moist,-81.340556,27.188889,60,38,unknown,unknown,3.2,0,0,0,0,11.8,6.2,0,32.1,0,8.5,2.3,8.7,1.7,24.4,0,0,0,0,0.224628,2.01,167,714,1471,7,6.78,60,28.4482,34.6527,22.3218,27.4,19.2,37,45.8,56.4,54.8417,37.8327,50.4676,64.4839,11877.9857,0,0,train
+11500,United States of America,NAM,tropical_moist,-82.465146,27.740033,4,2,unknown,unknown,32,0,0,0,0,3.4,3.8,0,11.8,0,1.8,5.3,6.3,14.1,20.9,0,0,0,0,8.93549,2.49,2575,3352,42221,44,34.84,63,30.1903,37.4425,23.0423,29.2,19.2,39.8,50,62.252,60.125,41.8428,54.5439,142.4743,18473.2394,5,0,train
+11502,United States of America,NAM,tropical_moist,-82.454722,27.928056,5,0,unknown,unknown,22,0,0,0,0,4.7,3.4,0,21.9,0,0,3.4,3.9,25.1,13.7,0,0,0,0,6.83554,3.02,9088,37018,48479,63,58.1,63,26.4643,34.0959,18.8443,25.6,15.8,36.2,45.6,58.8,56.2679,38.8314,51.2778,121.9664,12882.4259,2,0,train
+11504,United States of America,NAM,tropical_moist,-82.538611,27.892222,3,0,unknown,unknown,29.8,0,0,0,0,2.2,1.3,0,10.8,0,0,4.6,4.1,37.3,8.9,0,0,0,0,28.7403,2.69,32349,32349,48479,62,54.62,63,30.6795,37.0547,24.3366,29.6,20.6,39.8,49.6,61.6,59.175,41.5549,54.3517,137.7582,17518.7355,4,0.2,train
+11505,United States of America,NAM,tropical_moist,-82.2304,27.96565,20,8,unknown,unknown,1.4,0,2,0,0,7.5,8.6,0,36.9,0,1.5,0,4.6,12.9,23.7,0,0,0,0,11.7931,2.89,5098,15427,48479,58,53.84,63,28.5863,37.8415,19.2201,27.4,17,39,49.6,62.2,59.7917,42.5869,56.1107,151.6146,19393.4036,4.6,0.2,train
+11507,United States of America,NAM,tropical_moist,-85.603889,30.848611,26.2,4,unknown,unknown,0,1.4,1.4,0,0,10.3,0,0,58.1,0,1.4,0,2.1,0,24.8,0,0,0.648,0,1.32175,1.74,688,760,760,5,2.36,57,24.8182,34.5514,15.155,24.6,12.4,36,45.8,56.6,55.125,39.288,50.1751,59.9618,12374.3192,0,0,train
+11509,United States of America,NAM,tropical_moist,-81.723333,28.525,0,24,unknown,unknown,7.2,0,2.4,0,0,10.2,3.5,0,39.6,0,8.8,4.1,5.9,5.6,11.8,0,0,0.435,0.789,0.812374,2.31,3040,4847,33039,62,54.7,63,27.0677,35.0285,19.0933,26.2,16.4,36.6,45.8,58.236,56.3286,39.2816,52.9428,98.5516,13165.2309,1.6,0,train
+11511,United States of America,NAM,tropical_moist,-81.98,26.547861,1,3,unknown,unknown,41.4,0,0,0,0,4.3,0,0,8.5,0,5.2,10.1,4.6,16.9,7.5,0,0,0,0,3.27189,1.67,15394,15394,23679,60,59,63,30.6548,35.4873,25.8929,29.4,21.8,38.4,47,57.4,55.35,38.8133,49.9306,72.8953,12641.2668,0.2,0,test
+11513,United States of America,NAM,tropical_moist,-81.939444,26.448889,2,0,unknown,unknown,47.2,0,0,0,0,4.7,0,0,7.3,0,1.8,9.2,5.1,17.5,6.4,0,0,0,0,0.056457,1.56,4089,4781,23679,53,34.38,63,29.5299,34.3599,24.75,28.4,20.8,37.4,45.76,56.2,54.3,37.5666,48.8516,58.2994,10664.4452,0,0,test
+11515,United States of America,NAM,tropical_moist,-84.346389,30.439722,15.9,8,unknown,unknown,0,2.3,17.5,0,0,22.3,0,0,52.6,0,0,0,0,2.4,0,0,0,0,0,0.188965,1.72,8952,31793,31793,63,57.17,63,23.6821,33.0535,14.3964,23.2,9.6,35.6,45.4,56.8,54.925,38.6888,50.6978,78.5168,12133.6303,0.2,0,train
+11516,United States of America,NAM,tropical_moist,-84.199444,30.484444,27.4,16,unknown,unknown,0,0,8.1,0,0,20.3,0,0,64.8,0,0,0,0,2.4,2.1,0,0,0,0,2.91784,1.93,4311,9858,31793,53,49.86,63,22.4706,32.2986,12.7006,21.8,7.2,34.2,44.8,56.8,54.475,38.3649,50.8586,77.8681,11493.0943,0,0,train
+11519,United States of America,NAM,tropical_moist,-82.546111,27.632778,0,3,unknown,unknown,36.2,0,0,0,0,3.5,3.6,0,10.4,0,1.9,5.8,6.8,14.3,16.9,0,0,0,0,2.66162,2.28,802,1098,42221,54,32.81,63,26.0313,32.7403,19.4756,25,15.6,35.4,44.6,56.6,53.7,36.7769,49.0194,93.2204,10539.0168,1.4,0,train
+11521,United States of America,NAM,tropical_moist,-82.618889,27.480556,8,11,unknown,unknown,57.4,0,0,0,0,1.8,1.7,0,5.6,0,0,5.2,5.1,13,9.1,0,0,0,0.17,0.062596,2.14,32133,32133,33169,62,59.41,63,28.7116,34.8642,22.7779,27.8,18.8,37.8,46.8,58.6,56.4,38.7944,50.4651,96.6526,13230.5699,2,0,train
+11522,United States of America,NAM,tropical_moist,-82.522222,27.449444,8,9,unknown,unknown,33.1,0,0,0,0,4.1,3.7,0,11.5,0,1.7,4.7,8.7,14.9,17.1,0,0,0,0,2.68435,2.18,8452,33169,33169,62,61.03,63,25.9524,33.251,18.8078,25.2,15.8,35,44.2,55.8,53.125,37.2501,48.3449,83.7929,10370.1057,0.8,0,train
+11523,United States of America,NAM,tropical_moist,-82.100833,29.170278,10,5,unknown,unknown,0,0,14,0,0,9.4,8.8,0,31.9,0,12.7,0,6.4,1.6,13.3,0,0,0,0,4.34137,2.03,9819,15218,15218,62,60.05,63,26.0816,35.3363,17.5213,26.25,14.5,37.25,47,58.78,55.45,39.3667,52.3504,92.4947,14553.7604,1,0,train
+11524,United States of America,NAM,tropical_moist,-82.173333,29.1925,0,3,unknown,unknown,0,0,8.3,0,0,7.1,11.9,0,34.1,0,15.2,0,7.2,1.5,14.5,0,0,0,0,4.34137,2.03,12426,15218,15218,63,61.5,63,23.5311,32.3168,14.8885,23.2,11.4,34,43.6,55.2,52.825,37.1894,50.2521,63.4679,9931.2742,0.8,0,train
+11525,United States of America,NAM,tropical_moist,-80.240689,27.172458,4.1,9,unknown,unknown,38.2,0,0,0,0,8.1,0,0,11.7,0,1.2,5.4,5.5,7.6,20.9,0,0,0,0,0.759366,1.44,14073,14073,14073,63,62.53,63,28.4848,35.9838,24.0235,30,20,40,47.5,57.5,53.3333,38.501,48.1746,67.4874,13029.02,0.3333,0,train
+11527,United States of America,NAM,tropical_moist,-80.161806,25.733378,2,0,unknown,unknown,59.6,0,0,0,0,0,0,0,0,0,1.2,2,1.5,31.4,2,0,0,0,0,8.71369,2.87,4427,35645,121767,59,49.57,63,31.7404,34.1268,29.3778,30.8,23.2,40.2,47.4,56.6,54.35,37.8135,48.9889,89.4486,10722.7495,1.2,0,train
+11528,United States of America,NAM,tropical_moist,-80.326811,25.586384,4,8,unknown,unknown,38.9,1,0,0,0,2.3,0,0,2.9,0,3.6,5.8,6.7,23.2,14,0,0,0,0,13.6232,2.12,9091,22228,121767,61,49.31,63,28.043,32.7416,23.5156,27.4,18.6,37.8,46.2,56.2,53.825,36.3912,48.2189,85.9189,10010.7952,0.6,0,train
+11530,United States of America,NAM,tropical_moist,-86.666217,30.426533,9.5,15,unknown,unknown,46.1,1.3,3.1,0,0,3.2,0,0,31.9,0,4.5,1.5,2.4,4.5,0,0,0,0,0,0.335272,1.85,22184,22184,22184,62,47.15,62,27.8814,34.7732,21.0401,27.4,17.6,37.6,47,58.6,57.1,39.1994,49.9631,92.7219,13120.4215,1.4,0,train
+11531,United States of America,NAM,tropical_moist,-81.381389,28.454167,0,7,unknown,unknown,2.9,0,0,0,0,8.7,2.2,0,26.3,0,1.6,3.1,6.5,34.2,12.5,0,0,0.054,0.184,25.063,3.34,6512,16442,46708,63,63,63,26.0029,34.7594,17.3759,25.2,14.2,36.4,46.4,60,57.4393,39.7382,53.0816,137.7225,14611.1926,4.2,0,train
+11532,United States of America,NAM,tropical_moist,-81.3625,28.596389,27,5,unknown,unknown,3.2,0,3.4,0,0,7.3,1.7,0,26.1,0,1.5,2.2,5.2,39.4,9.2,0,0,0.004,0.084,25.7302,3.18,20913,34741,46708,63,63,63,27.6668,35.5153,19.8115,27,16.8,37.6,46.6,59.4,57.225,40.2962,53.1207,137.528,14779.0248,3.8,0,train
+11533,United States of America,NAM,tropical_moist,-81.636667,28.347222,0,2,unknown,unknown,0,0,2.8,0,0,11.2,3.1,0,41.4,0,6.7,2.1,8,10.5,12.2,0,0,0.142,0.867,0.668518,2.65,814,1392,29960,62,57.86,63,26.3345,35.2078,17.5492,25.6,15,36.4,45.8,58.8,56.325,39.7083,52.7448,96.5981,13744.2487,1,0,train
+11535,United States of America,NAM,tropical_moist,-80.233889,26.730833,2,2,unknown,unknown,6.6,0,0,0,0,5.5,0,0,5.2,0,0,24.5,16.4,25.4,15,0,0,0,0.119,1.76338,2.05,9155,15395,47678,62,54.39,63,26.3163,33.631,18.9433,26.4,12.8,38.2,46.2,57,54.7167,37.5639,51.4387,65.4553,12177.8757,0.6,0,train
+11536,United States of America,NAM,tropical_moist,-80.060867,26.59123,5,11,unknown,unknown,55,0,0,0,0,0,0,0,1.3,0,0,5.1,2.6,27.5,7.1,0,0,0,0,16.7493,2.17,35242,35242,47678,63,57.5,63,29.378,32.9544,24.3012,29,15.25,40.5,47.5,57.25,54.5625,36.6453,50.6931,75.2294,11703.3942,1,0,train
+11538,United States of America,NAM,tropical_moist,-82.305833,28.331944,33,5,unknown,unknown,0,0,4.2,0,0,16.2,9.7,0,41.9,0,4,0,5.3,1.6,16.8,0,0,0,0,3.35341,2.24,1061,1685,12144,28,26.59,63,25.9453,35.7827,16.3062,25.4,13.4,37,47.2,58.608,56.95,40.2607,53.5836,82.7324,14760.3139,0.8,0,train
+11539,United States of America,NAM,tropical_moist,-82.758056,28.195,0,6,unknown,unknown,41.6,0,0,0,0,3.9,1,0,22.2,0,0,2.6,2.5,20.4,4.4,0,0,0.114,0.16,0.457453,1.99,20242,22887,36625,62,56.86,63,29.1174,36.0919,22.2797,28.6,18.8,39,48,58.4,56.325,40.1303,52.0717,93.1056,14169.7126,0.6,0,train
+11540,United States of America,NAM,tropical_moist,-82.731944,27.946389,12,11,unknown,unknown,46.1,0,0,0,0,1.6,0,0,5.3,0,0,4,2.9,35.8,2,0,0,0,0,12.3335,2.41,24652,38574,42221,62,61.44,63,27.8553,34.8018,20.9752,27.2,17.6,37.6,46.6,58.2,56.175,39.2657,52.0376,95.2943,13177.8022,1.6,0,train
+11541,United States of America,NAM,tropical_moist,-82.739875,27.785866,5,10,unknown,unknown,68,0,0,0,0,0,0,0,0,0,0,3.7,1.6,23.1,0,0,0,0,0.112,0.204671,2.22,35432,38440,42221,63,61.93,63,29.1862,35.066,23.3419,28.2,19.8,37.6,47,58.2,55.875,39.3336,51.3129,91.9647,13005.8139,1.2,0,train
+11542,United States of America,NAM,tropical_moist,-82.700833,28.09,2,6,unknown,unknown,30.1,0,0,0,0,3.7,0,0,20.8,0,0,3.1,3.2,33.5,3.5,0,0,0.016,0.75,7.04704,2.23,8941,17514,48479,62,60.74,63,25.0585,33.7478,16.5329,24.6,13,35.8,45.2,56.6,54.45,38.1162,51.0973,80.9063,11398.8589,0.2,0,train
+11543,United States of America,NAM,tropical_moist,-82.000278,27.939444,0,12,unknown,unknown,0,0,0,0,0,6.7,9.1,0,36.4,0,4.6,2.3,6.7,8.9,23.9,0,0,0,0,1.06342,2.46,8103,8396,23381,62,58.18,63,24.8957,34.3651,15.5152,23.8,12.4,35.6,46.2,59,56.825,39.5859,53.2645,96.4794,13942.065,2,0,train
+11544,United States of America,NAM,tropical_moist,-81.972222,28.028889,0,24,unknown,unknown,0,0,0,0,0,7.6,9,0,36.3,0,3.1,1.6,5.8,10.5,24.4,0,0,0,0.125,4.20292,2.54,17709,23381,23381,63,62.56,63,26.6953,35.0347,18.4489,25.8,15.6,36.6,46.6,59.792,57.55,39.9077,53.6528,102.5724,14908.5726,2.6,0.4,train
+11546,United States of America,NAM,tropical_moist,-80.311033,27.389079,4.65,10,unknown,unknown,48.2,0,0,0,0,3,0,0,4.3,0,0,4.3,6,8.4,24.2,0,0,0,0,3.29743,1.47,7762,9634,21293,49,41.93,63,28.5855,35.8373,23.7246,30,19,40,48,57,53.7917,38.4713,48.4643,74.1357,12785.0908,0.6667,0,train
+11549,United States of America,NAM,tropical_moist,-87.008033,30.394133,3.5,11,unknown,unknown,65.1,0,2.7,0,0,4.2,0,0,16.2,0,1.1,3.1,1.8,3.2,0,0,0,0,0,0.226049,1.99,5081,5081,23778,37,24.82,63,33.572,37.8456,29.3325,32.6,24.2,41.6,50.8,63,60.55,41.7089,52.96,126.1053,17852.2149,4.8,0.2,train
+11551,United States of America,NAM,tropical_moist,-82.570556,27.306944,3,0,unknown,unknown,56.7,0,0,0,0,2.6,2,0,8.1,0,0,2.5,5,14.6,7.8,0,0,0,0,0.499933,2.09,5259,29023,33169,62,50.9,63,31.1962,36.9736,27.1251,31.25,22.5,40.25,49.25,61.345,59.5938,40.8992,49.686,127.2209,16647.455,3.75,0,train
+11552,United States of America,NAM,tropical_moist,-82.48,27.350278,11,2,unknown,unknown,28.5,0,0,0,0,6.5,3.7,0,17.3,0,1.1,2.9,9.1,15.3,15.1,0,0,0,0,9.72198,2.04,18443,26539,33169,63,61.74,63,25.1506,34.7114,16.8551,25,13.5,36.75,47.175,59.25,57.3125,39.539,51.3992,109.378,14444.1247,2.25,0,train
+11553,United States of America,NAM,tropical_moist,-82.362583,27.089194,3,2,unknown,unknown,34.9,0,0,0,0,11,2.6,0,26.2,0,0,3.2,4.3,8.2,8.9,0,0,0,0.007,0.156371,1.53,3851,5384,23112,59,44.02,63,28.4317,35.765,20.4817,27.25,17.5,37.5,46.75,59,57.0089,39.6873,51.1307,96.5471,14207.2236,1.5,0,train
+11554,United States of America,NAM,tropical_moist,-81.310556,28.746111,18,12,unknown,unknown,3.2,0,8.2,0,0,12.2,2.1,0,34.1,0,0,2.7,2.5,25.9,8.2,0,0,0.226,0.186,26.1651,2.51,13934,23045,46708,61,60.24,63,28.0202,36.4009,19.7309,27.4,17.2,38.2,47.4,59.2,56.65,40.7321,52.8734,100.0278,15177.1558,2.2,0.4,train
+11555,United States of America,NAM,tropical_moist,-80.993889,29.108889,0,7,unknown,unknown,43.3,0,13.2,0,0,8.2,0,0,16,0,0,5.8,2.7,7.1,3.1,0,0,0.016,0,2.67243,1.7,13442,13442,25950,57,48.47,63,26.1173,33.2013,19.0826,26.2,15.4,36.6,44.4,54,51.925,37.4272,47.7489,50.3266,8996.588,0,0,val
+11556,United States of America,NAM,tropical_moist,-81.0525,29.206667,0,12,unknown,unknown,38.7,0,12.5,0,0,10.3,0,0,20.4,0,0,4.9,2.5,7.1,3,0,0,0.049,0,1.98312,1.78,7836,25950,25950,63,62.74,63,28.934,35.6626,22.2795,29,18.8,39.4,47.2,57.4,55.175,39.8919,50.702,71.7366,13013.0306,0.8,0,val
+11557,United States of America,NAM,tropical_moist,-84.161111,30.0925,2.1,2,unknown,unknown,47.5,0,18.2,0,0,12.5,0,0,12,0,0,8.2,0,0,0,0,0,0,0,0.035751,1.44,459,485,674,0,0,46,30.24,35.6601,24.817,29.4,21.4,38.4,46.6,57.2,55.3,39.1561,49.4188,69.8518,12379.8646,0.4,0,train
+11558,United States of America,NAM,warm_moist,-83.543521,32.805408,54,19,unknown,unknown,0,0,0,0,0,40.2,0,0,47.7,0,1.3,0,2.9,5.7,1.4,0,0,0.191,0,20.4185,2.62,2518,2518,18870,28,25.67,63,27.3728,-999,-999,-999,-999,-999,-999,-999,-999,-999,55.6783,-999,-999,-999,-999,test
+11560,United States of America,NAM,tropical_moist,-81.048769,32.06923,2,8,unknown,unknown,20.5,4.6,0,0,0,17.1,0,0,19.8,0,0,25.6,2.3,7.6,0,0,0,0.006,0.032,10.1281,2.75,3728,21551,38914,61,52.95,63,28.9344,-999,-999,-999,-999,-999,-999,-999,-999,-999,49.6558,-999,-999,-999,-999,test
+11561,United States of America,NAM,warm_moist,-85.408003,34.474293,276,6,unknown,unknown,0,0,0,0,24.1,29.5,0,0,26.7,0,0,0,0,0,19.1,0,0,0.11,0,0.24368,2.53,1507,2212,2395,7,11.77,56,23.5268,-999,-999,-999,-999,-999,-999,-999,-999,-999,52.8395,-999,-999,-999,-999,train
+11563,United States of America,NAM,warm_moist,-83.344495,33.918067,215,33,unknown,unknown,0,0,0,0,0,24.6,0,0,63.6,0,0,0,0,1.8,8,0,0,0.064,0,3.69736,2.82,4337,14465,25848,55,43.84,63,30.4431,-999,-999,-999,-999,-999,-999,-999,-999,-999,55.1247,-999,-999,-999,-999,train
+11564,United States of America,NAM,warm_moist,-84.607407,34.015482,317,10,unknown,unknown,0,2.6,0,0,0,17.2,0,0,44.7,0,0,0,2.5,30.1,1.5,0,0,0.087,0.064,10.3355,3.48,12464,15591,27634,63,62.63,63,29.3365,-999,-999,-999,-999,-999,-999,-999,-999,-999,56.6336,-999,-999,-999,-999,test
+11565,United States of America,NAM,warm_moist,-82.131189,33.582144,74,0,unknown,unknown,2.9,1.7,0,0,0,40.6,0,0,40.4,0,1.2,2.2,1.7,8.7,0,0,0,0.12,0,3.02545,2.46,7969,15759,19980,56,43.98,63,28.1439,-999,-999,-999,-999,-999,-999,-999,-999,-999,54.9543,-999,-999,-999,-999,val
+11566,United States of America,NAM,warm_moist,-84.745988,33.40404,900,28,unknown,unknown,0,0,0,0,0,36.8,0,0,57.2,0,0,0,1.3,2.1,1.2,0,0,1.242,0,3.45193,3.36,2737,3275,6632,61,56.5,63,26.6137,-999,-999,-999,-999,-999,-999,-999,-999,-999,50.2407,-999,-999,-999,-999,test
+11567,United States of America,NAM,warm_moist,-84.059766,34.376317,372,8,unknown,unknown,2.1,5.4,0,0,9.7,27.9,0,0,40.2,0,0,0,1.6,1.7,10.3,0,0,0,0,8.25966,2.39,927,1713,11428,45,29.77,63,29.6169,-999,-999,-999,-999,-999,-999,-999,-999,-999,52.6852,-999,-999,-999,-999,test
+11568,United States of America,NAM,warm_moist,-84.29048,33.68797,308,4,unknown,unknown,0,0,0,0,0,6.7,0,0,45.2,0,0,0,2.2,45.1,0,0,0,0.571,0.011,19.6963,4.91,13745,30077,49211,63,62.61,63,21.8045,32.9132,10.5041,19.6,2,34,48,64,60.9,39.5429,57.1644,198.9616,18325.1186,10.2,0.8,test
+11571,United States of America,NAM,warm_moist,-84.779192,33.743656,1145,46,unknown,unknown,0,0,0,0,1.8,22.4,0,0,64.8,0,0,0,2.4,6.3,2,0,0,0,0,1.25263,3.57,6990,8675,17908,62,53.61,63,33.787,-999,-999,-999,-999,-999,-999,-999,-999,-999,56.746,-999,-999,-999,-999,test
+11575,United States of America,NAM,warm_moist,-84.357056,33.720192,292,35,unknown,unknown,0,0,0,0,0,5.6,0,0,36.3,0,0,0,2.6,54.7,0,0,0,0.603,0.009,55.6406,4.98,29025,40630,49211,63,63,63,29.7257,-999,-999,-999,-999,-999,-999,-999,-999,-999,60.9267,-999,-999,-999,-999,test
+11576,United States of America,NAM,tropical_moist,-81.495881,31.169735,5,2,unknown,unknown,27.2,2.6,11.5,0,0,10.8,0,0,14.6,0,0,28.9,0,2.5,0,0,0,0,0,0.354973,2.01,4802,10120,10120,62,48.84,62,29.1272,-999,-999,-999,-999,-999,-999,-999,-999,-999,49.009,-999,-999,-999,-999,val
+11577,United States of America,NAM,warm_moist,-84.06901,33.96127,290,20,unknown,unknown,0,1.2,0,0,0,4.6,0,0,51.8,0,0,0,5.2,34.2,0,0,0,0.446,0,22.3983,4.34,18137,24874,39099,62,61.79,63,28.3495,-999,-999,-999,-999,-999,-999,-999,-999,-999,57.7721,-999,-999,-999,-999,test
+11578,United States of America,NAM,warm_moist,-84.161708,33.433575,900,18,unknown,unknown,0,0,0,0,0,18.3,0,0,70.5,0,1.1,0,2.5,5.7,1.1,0,0,0.743,0,2.82261,3.92,5904,5904,21662,63,60.83,63,28.6277,-999,-999,-999,-999,-999,-999,-999,-999,-999,56.4572,-999,-999,-999,-999,test
+11580,United States of America,NAM,warm_moist,-84.626422,34.785197,794,337,unknown,unknown,0,0,0,0,6.2,66.2,0,0,17,0,0,0,0,0,8.9,0,0,0.165,0,1.6362,2.27,540,753,2767,0,1.44,59,39.8705,-999,-999,-999,-999,-999,-999,-999,-999,-999,55.004,-999,-999,-999,-999,test
+11581,United States of America,NAM,warm_moist,-84.944795,32.521302,101,30,unknown,unknown,0,0,0,0,0,28.7,0,0,60.5,0,1.3,0,1.9,6.8,0,0,0,0.078,0.097,11.9704,2.28,17090,21857,24990,63,62.15,63,30.0879,-999,-999,-999,-999,-999,-999,-999,-999,-999,52.4682,-999,-999,-999,-999,train
+11584,United States of America,NAM,warm_moist,-85.04534,33.9285,417,127,unknown,unknown,0,0,0,0,3,30.3,0,0,56.7,0,0,0,2.2,0,7,0,0,0.031,0.006,0.64767,2.72,681,1386,5218,11,11.6,62,34.2924,-999,-999,-999,-999,-999,-999,-999,-999,-999,54.6138,-999,-999,-999,-999,test
+11586,United States of America,NAM,warm_moist,-82.022217,33.433349,46,12,unknown,unknown,0,0,0,0,0,25.1,0,0,58,0,1.7,0,3.3,9,1.5,0,0,0.013,0,2.39814,2.64,18881,19980,19980,63,61.16,63,27.8779,-999,-999,-999,-999,-999,-999,-999,-999,-999,55.6039,-999,-999,-999,-999,val
+11587,United States of America,NAM,warm_moist,-84.065294,33.591077,219,3,unknown,unknown,0,0,0,0,0,13.8,0,0,69.9,0,1,0,2.5,11.4,0,0,0,0.333,0,16.1098,4.02,3761,5775,30077,29,41.57,63,27.8542,-999,-999,-999,-999,-999,-999,-999,-999,-999,59.4167,-999,-999,-999,-999,test
+11588,United States of America,NAM,tropical_moist,-84.081059,31.954298,10,18,unknown,unknown,0,1,0,0,0,10.4,0,0,29.2,0,1,0,18.3,0,38.5,0,0,1.668,0,0.227848,2.08,204,339,4067,11,5.01,61,29.917,-999,-999,-999,-999,-999,-999,-999,-999,-999,52.8762,-999,-999,-999,-999,test
+11591,United States of America,NAM,tropical_dry,-158.088613,21.323745,17.9,12,unknown,unknown,58.3,0,16.7,0,0,0,0,1.8,1.2,0,0,0,2.4,13.5,3.9,0,0,0,0,0.014019,1.17,3285,20283,106474,61,49.51,63,25.0923,28.5011,23.2537,-999,-999,-999,-999,-999,42.3125,31.9406,39.2981,19.5574,1725.4031,0,0,val
+11592,United States of America,NAM,tropical_moist,-157.871171,21.303382,5.3,2,unknown,unknown,66,0,15.6,0,0,0,0,0,0,0,0,1.6,1.3,13.1,1.3,0,0,0,0,0.064132,0.77,106474,106474,106474,63,48.56,63,20.6155,22.0727,19.1442,19.8,13.2,27.6,34.2,42.4,39.35,25.9983,36.1874,21.3618,624.3773,0,0.4,val
+11594,United States of America,NAM,warm_dry,-116.347853,43.600699,826,18,unknown,unknown,0,1.1,0,0,0,0,0,0,0,0,61.3,0,21.5,14.3,0,0,0,2.18,0,4.43906,1.48,8528,19684,27999,63,62.02,63,26.6549,34.3567,17.1207,25.375,11.5,37.25,47.5,58,55.7188,39.0578,56.2663,116.4712,15360.7401,1.25,0.25,test
+11595,United States of America,NAM,warm_dry,-116.178156,43.577603,823,13,unknown,unknown,0,5,0,0,0,1.1,0,0,0,0,72.4,0,8.6,11.4,0,0,0,0.167,0,0.245642,1.41,8830,12032,27999,62,58.17,63,34.1369,-999,-999,-999,-999,-999,-999,-999,-999,-999,58.9204,-999,-999,-999,-999,test
+11596,United States of America,NAM,warm_dry,-116.233919,43.634585,771.14,12,unknown,unknown,0,5.6,0,0,0,1.5,0,0,0,0,67.7,0,11.7,12.1,0,0,0,0.17,0,9.21945,1.44,20690,27999,27999,63,60.68,63,30.1045,-999,-999,-999,-999,-999,-999,-999,-999,-999,54.3721,-999,-999,-999,-999,test
+11599,United States of America,NAM,cool_dry,-113.562222,43.460556,1815,120,unknown,unknown,0,0,0,0,0,0,0,0,0,0,84.6,0,1.2,0,0,0,12.3,0,0,0.39789,0.73,9,9,18,0,0,5,40.6174,43.1958,37.9911,40.6,34.6,46.6,52,58.4,57.5,45.6942,55.6065,66.3471,23872.9849,0.2,0,train
+11601,United States of America,NAM,cool_dry,-113.729167,42.028889,1914,153,unknown,unknown,0,2.1,0,0,0,0,0,0,2.1,0,94.4,0,1.2,0,0,0,0,0.058,0,0.00457,0.75,14,19,19,0,0,4,43.8255,-999,-999,-999,-999,-999,-999,-999,-999,-999,54.1453,-999,-999,-999,-999,train
+11603,United States of America,NAM,cool_moist,-116.804539,47.788908,712.13,18,unknown,unknown,2.7,59.1,0,0,0,23.7,0,0,0,0,3.8,0,4.6,4,1.5,0,0,0.359,0,0.893832,1.14,7230,8095,15422,56,42.01,63,31.2931,-999,-999,-999,-999,-999,-999,-999,-999,-999,47.1838,-999,-999,-999,-999,val
+11606,United States of America,NAM,warm_moist,-91.335868,39.915409,201,36,unknown,unknown,0,2.3,0,0,0,1.2,0,0,0,0,0,0,64.6,2.2,28.5,0,0,1.049,0,6.61214,1.87,511,3763,21576,47,39.79,63,32.1127,36.5566,27.8794,31.75,23.25,40.25,48.5,59.25,56.933,40.1577,52.2671,102.7903,15055.7105,2.25,0,train
+11608,United States of America,NAM,warm_moist,-88.188519,40.244913,5,6,unknown,unknown,0,0,0,0,0,0,0,0,0,0,0,0,94.6,3.1,2.3,0,0,0.114,0,22.4351,2.31,290,538,38062,18,12.36,63,26.8337,33.0144,19.5201,24.6667,16,35,46,59.6667,57.6012,37.3107,55.0167,99.6222,14053.212,2.3333,0,train
+11610,United States of America,NAM,warm_moist,-87.668297,39.210857,114.8,12,unknown,unknown,0,0,0,0,1.1,0,0,0,0,0,0,0,70.8,0,27.3,0,0,0.572,0,0.09458,2.56,120,128,2755,7,3.32,61,29.4479,-999,-999,-999,-999,-999,-999,-999,-999,-999,53.921,-999,-999,-999,-999,test
+11611,United States of America,NAM,cool_moist,-87.732457,41.670992,188,7,unknown,unknown,8.1,0,0,0,1.1,1.7,0,0,0,0,0,0,6.8,68.3,11.4,0,0,0,0,19.0069,6.16,18967,34691,116791,63,62.93,63,27.4065,-999,-999,-999,-999,-999,-999,-999,-999,-999,56.1282,-999,-999,-999,-999,train
+11612,United States of America,NAM,warm_moist,-87.54535,41.755832,178,16,unknown,unknown,42.4,0,0,0,0,0,0,0,0,0,0,0,1.4,52,1.7,0,0,0,0,51.114,7.64,9196,60797,116791,62,55.71,63,33.276,-999,-999,-999,-999,-999,-999,-999,-999,-999,58.9641,-999,-999,-999,-999,train
+11618,United States of America,NAM,warm_moist,-87.601646,41.790787,180,17,unknown,unknown,42.2,0,0,0,0,0,0,0,0,0,0,0,0,54.7,0,0,0,0,0,35.8023,7.55,84628,87828,146270,63,61.71,63,24.5926,29.2271,20.0194,24,12.5,34.75,44.75,60.5,58.0208,34.2883,54.4948,164.9099,12021.459,7.5,0.5,train
+11619,United States of America,NAM,warm_moist,-87.607683,41.895812,181,6,unknown,unknown,55,0,0,0,0,0,0,0,0,0,0,0,0,43.8,0,0,0,0,0,45.2178,7.92,32209,98463,146270,63,57.66,63,34.2491,-999,-999,-999,-999,-999,-999,-999,-999,-999,60.3667,-999,-999,-999,-999,train
+11621,United States of America,NAM,warm_moist,-87.713488,41.7514,186,5,unknown,unknown,12.8,0,0,0,0,1.6,0,0,0,0,0,0,3.9,71.5,6.8,0,0,0,0,24.7026,7.35,48213,99142,146270,63,63,63,24.208,30.471,18.071,23,11.6,34.4,45.6,61.2,59.1583,35.4734,55.2771,137.1457,13594.6456,5.2,0.4,train
+11623,United States of America,NAM,cool_moist,-87.792002,41.984332,191,11,unknown,unknown,26.9,0,0,0,0,0,0,0,0,0,0,0,0,69.4,1.6,0,0,0,0,50.1267,7.54,67569,116107,146270,63,63,63,28.0439,-999,-999,-999,-999,-999,-999,-999,-999,-999,53.0112,-999,-999,-999,-999,train
+11624,United States of America,NAM,cool_moist,-87.99057,41.66812,226,45,unknown,unknown,0,0,0,0,0,1.6,0,0,0,0,1.5,0,15.9,59,19.8,0,0,0.209,0,34.8002,5.67,5620,8104,61487,62,61.3,63,26.7625,32.8479,20.7272,25,15.7,36.2,47.8,62.8,60.55,37.7028,56.7592,147.4615,16158.2204,8.2,0,train
+11625,United States of America,NAM,cool_moist,-87.876265,41.965193,195,3,unknown,unknown,9.4,0,0,0,0,0,0,0,0,0,0,0,1.1,83.5,3.9,0,0,0,0,89.0479,7.4,31397,71581,146270,63,63,63,20.7564,-999,-999,-999,-999,-999,-999,-999,-999,-999,46.7819,-999,-999,-999,-999,train
+11626,United States of America,NAM,cool_moist,-87.75247,41.855243,184,4,unknown,unknown,22.1,0,0,0,0,1.5,0,0,0,0,0,0,0,71.3,2.1,0,0,0,0,52.3961,7.84,116791,116791,146270,63,63,63,25.524,-999,-999,-999,-999,-999,-999,-999,55,34.4653,53.78,-999,-999,1,-999,train
+11629,United States of America,NAM,cool_moist,-87.863225,42.060285,192,3,unknown,unknown,14,0,0,0,0,0,0,0,0,0,0,0,1.2,75.8,6.4,0,0,0,0,59.0615,6.66,40672,40672,146270,63,63,63,24.5834,29.0473,18.3094,23,12.25,32.75,43,57.75,55.0938,33.9645,51.6205,115.5809,9837.3781,3,0,train
+11630,United States of America,NAM,cool_moist,-87.799227,42.139996,198,33,unknown,unknown,41.7,0,0,0,0,1,0,0,0,0,0,0,0,49.5,5.5,0,0,0.123,0.001,39.2369,5.98,11892,13352,146270,62,61.7,63,27.3668,33.318,21.438,27,16,37.2,47.6,64.2,60.975,38.1428,56.8695,192.5892,15862.2356,9.8,1,train
+11631,United States of America,NAM,cool_moist,-87.674167,42.061857,183,11,unknown,unknown,56.6,0,0,0,0,0,0,0,0,0,0,0,0,40.4,1.3,0,0,0,0,75.7219,6.99,708,40420,146270,61,52.22,63,28.8332,32.0022,23.9615,27.5,17.25,37.5,47,63.575,60.4464,37.5338,56.2549,199.9089,13944.0065,8.75,2,train
+11633,United States of America,NAM,cool_moist,-88.072827,41.813049,206,7,unknown,unknown,0,0,0,0,0,1.3,0,0,0,0,1.6,0,9,68,17.9,0,0,0.114,0,22.2727,6.29,12092,22615,97699,63,62.91,63,24.2038,30.4462,16.8187,23,12,33.25,43.75,57.5,55.4375,35.4895,52.5824,111.2355,11238.0652,3.75,0,train
+11635,United States of America,NAM,warm_moist,-88.548934,39.067159,177,12,unknown,unknown,0,0,0,0,1.5,0,0,0,0,0,0,0,80.8,0,16.9,0,0,1.174,0,1.55452,2.36,242,2276,4264,19,21.79,62,32.5991,-999,-999,-999,-999,-999,-999,-999,-999,-999,55.7835,-999,-999,-999,-999,train
+11637,United States of America,NAM,warm_moist,-88.624943,38.082155,149,12,unknown,unknown,0,0,0,0,0,0,0,0,0,0,0,0,75.1,0,23.8,0,0,1.266,0,0.514272,2.44,106,294,1875,6,4.6,46,34.2099,-999,-999,-999,-999,-999,-999,-999,-999,-999,58.2589,-999,-999,-999,-999,val
+11638,United States of America,NAM,warm_moist,-90.32408,39.110539,193,27,unknown,unknown,0,2.6,0,0,5.6,1.4,0,0,0,0,0,1.1,50.7,1.1,35.5,0,0,0.994,0,0.099699,2.68,378,396,4697,52,27.03,63,34.2286,-999,-999,-999,-999,-999,-999,-999,-999,-999,57.8664,-999,-999,-999,-999,train
+11640,United States of America,NAM,cool_moist,-88.273029,42.049148,229,23,unknown,unknown,0,0,0,0,0,0,0,0,0,0,1.6,0,25.8,37.4,33.3,0,0,0.095,0,8.59682,4.45,28319,28319,40359,62,62.02,63,25.5251,32.0237,19.0392,24.8,15,35,45,59.8,57.775,36.8559,54.5922,127.668,12932.743,4.2,0.2,train
+11644,United States of America,NAM,cool_moist,-87.810047,42.467573,178,24,unknown,unknown,58,0,0,0,0,0,0,0,0,0,0,0,7.8,12.9,19.8,0,0,0,0,17.1045,4.28,5878,10200,45229,49,39.36,63,30.6994,35.9262,25.4559,30,20.4,40,49.6,66.4,64.2,40.7648,58.0463,236.0204,18412.1023,13,1.2,train
+11649,United States of America,NAM,cool_moist,-88.242207,42.221442,235,29,unknown,unknown,0,0,0,0,0,1,0,0,0,0,1.6,0,17.5,30.2,46.1,0,0,0.07,0,9.75056,3.78,8520,8520,40359,60,57.21,63,27.7335,33.1623,22.3298,27.2,18.2,36.2,46,59.092,57.5107,37.4689,54.0841,116.7822,12922.0662,4,0.2,train
+11650,United States of America,NAM,warm_moist,-88.996896,40.518735,236,17,unknown,unknown,0,0,0,0,0,0,0,0,0,0,0,0,89.2,2.8,7.6,0,0,0.019,0,8.17896,2.27,23689,26008,26008,63,61.77,63,30.3329,36.6156,24.1187,29.2,20,39.8,50.4,63.2,61.1,41.0541,57.3435,125.554,19425.1529,5.6,0,val
+11651,United States of America,NAM,warm_moist,-88.925594,39.866834,204,12,unknown,unknown,0,0,0,0,0,0,0,0,0,0,0,0,89.7,3,6.2,0,0,0.021,0,0.567557,2.38,7066,16397,20331,63,60.92,63,28.8526,34.8334,22.9483,27.6,18.6,37.8,48.8,61.6,59.475,38.962,55.62,124.2547,16789.4851,3.2,0,train
+11652,United States of America,NAM,warm_moist,-89.809739,39.396075,201,5,unknown,unknown,0,0,0,0,0,0,0,0,0,0,0,0,83.8,0,14.9,0,0,0.796,0,0.351162,2.24,125,405,3768,6,3.89,54,30.7848,37.5148,24.3603,29.5,20.75,39.3125,49.75,62.75,59.8438,41.7716,55.657,156.8464,19496.397,6.25,0,test
+11653,United States of America,NAM,warm_moist,-90.148031,38.890186,172,8,unknown,unknown,0,2.2,0,0,1.1,1,0,0,0,0,0,0,37.3,18.8,35.7,0,0,0.599,0,29.8114,3.53,14495,14495,36185,62,54.02,63,34.4887,-999,-999,-999,-999,-999,-999,-999,-999,-999,60.7418,-999,-999,-999,-999,train
+11654,United States of America,NAM,warm_moist,-89.959963,38.726573,177,44,unknown,unknown,0,1.4,0,0,0,0,0,0,0,0,0,0,59.9,15.2,20.8,0,0,1.568,0,20.0135,3.62,3642,7103,21828,60,55.24,63,34.6791,-999,-999,-999,-999,-999,-999,-999,-999,-999,61.4942,-999,-999,-999,-999,train
+11656,United States of America,NAM,warm_moist,-90.105851,38.860669,131,9,unknown,unknown,0,2.1,0,0,0,0,0,0,0,0,1.1,0,36.8,22.3,33.4,0,0,0.599,0,29.8114,3.53,9635,10012,41991,62,55.9,63,27.517,34.7326,20.3501,26.4,16.6,36.8,48.42,65,63.075,39.9259,60.6856,220.3252,19179.6415,12.8,1.6,train
+11659,United States of America,NAM,warm_moist,-89.606943,40.68742,155,13,unknown,unknown,2,0,0,0,1.3,0,0,0,0,0,0,0,44.8,9.3,40.4,0,0,0,0,3.28608,2.54,23714,27046,27046,63,62.52,63,25.0322,30.924,19.2359,24.6,15,34,43.38,55.464,53.725,35.366,49.8306,71.1194,9363.6708,0.2,0,train
+11660,United States of America,NAM,warm_moist,-89.585869,40.745504,220,95,unknown,unknown,2.1,0,0,0,1.7,0,0,0,0,0,0,0,41.4,9.5,42.7,0,0,0.116,0,30.0296,2.54,13997,27046,27046,63,58.84,63,31.372,36.2251,25.6628,29.75,20.75,39.75,50.25,63.25,61,40.5662,55.7691,130.9212,18995.6657,7,0.25,train
+11661,United States of America,NAM,warm_moist,-89.788459,38.176278,136,7,unknown,unknown,0,0,0,0,1.2,0,0,0,0,0,0,0,51.9,0,44.2,0,0,2.908,0,0.410281,2.83,432,432,2308,6,6.66,55,30.3689,36.81,22.206,29,18.75,39,49.4,62.25,59.9375,41.0609,56.1584,131.4328,18506.3732,6.5,0,train
+11663,United States of America,NAM,cool_moist,-90.51735,41.514727,171,2,unknown,unknown,0,2.2,0,0,0,0,0,0,0,0,0,0,54.6,10.7,31.2,0,0,0.035,0,18.9005,2.23,15643,22143,22143,63,62.91,63,26.6586,31.7005,21.6417,26,17.6,35.2,43.7,54.576,52.575,35.7103,50.0311,57.3779,8824.8117,0.2,0,train
+11664,United States of America,NAM,warm_moist,-90.160477,38.612034,125,5,unknown,unknown,0,1.5,0,0,0,0,0,0,1.2,0,1.3,0,34.6,39.6,20.8,0,0,0.866,0,65.7576,3.9,14728,14728,59243,63,62.72,63,24.6638,32.9002,16.4387,23,11.4,35,48,64.8,62.4,39.0317,60.4644,189.9484,18057.9692,11,1.2,train
+11667,United States of America,NAM,warm_moist,-89.640926,39.831522,6,13,unknown,unknown,0,0,0,0,0,0,0,0,0,0,0,0,75.2,4.5,18.8,0,0,0.045,0,5.6919,2.25,21751,22116,22116,63,58.78,63,29.6394,35.4545,23.885,28,19.3333,38,48.3333,60.6667,59.875,39.7232,55.3806,128.7717,16037.8521,4.75,0,test
+11670,United States of America,NAM,cool_moist,-88.190967,41.221537,181,5,unknown,unknown,0,1.1,0,0,0,1.4,0,0,0,0,0,0,78.7,1.9,15.8,0,0,0.298,0,0.873042,3.44,1392,2136,4498,12,14.55,63,27.8249,34.1109,21.6063,26.6,18.2,36.2,45.6,58,55.35,38.2197,52.1166,82.4161,12793.7557,1.6,0.4,train
+11672,United States of America,NAM,cool_moist,-89.037775,42.334982,224,7,unknown,unknown,0,0,0,0,0,0,0,0,0,0,0,0,60.9,8.5,30.2,0,0,0.084,0,14.1249,2.66,15688,18839,31722,63,61.84,63,26.8861,32.9363,20.8503,26.8,17.2,36.2,45.4,58.4,56.575,37.2046,52.3348,102.9779,12343.2588,2.6,0,train
+11673,United States of America,NAM,cool_moist,-85.016821,41.221418,210.2,2,unknown,unknown,0,0,0,0,0,0,0,0,0,0,0,0,58,9.2,32.8,0,0,1.821,0,28.3691,2.71,1897,2843,31517,43,32.35,63,33.0033,-999,-999,-999,-999,-999,-999,-999,-999,-999,55.2886,-999,-999,-999,-999,train
+11674,United States of America,NAM,cool_moist,-85.101816,41.094965,211.11,16,unknown,unknown,0,0,0,0,0,0,0,0,0,0,0,0,65,9.8,24.9,0,0,1.714,0,1.81836,2.71,22917,22917,31517,63,62.06,63,33.2608,-999,-999,-999,-999,-999,-999,-999,-999,-999,55.3104,-999,-999,-999,-999,train
+11678,United States of America,NAM,warm_moist,-85.766816,39.294322,199,14,unknown,unknown,0,0,0,0,3.3,0,0,0,0,0,0,0,75.8,1.7,19.1,0,0,0.898,0,2.07248,2.82,528,580,12759,20,10.8,61,35.4444,-999,-999,-999,-999,-999,-999,-999,-999,-999,56.2246,-999,-999,-999,-999,test
+11679,United States of America,NAM,warm_moist,-86.395172,39.997484,283,7,unknown,unknown,0,0,0,0,0,0,0,0,0,0,0,0,66.6,12.4,20,0,0,0.324,0,7.23187,3.12,399,703,27628,46,29.62,63,36.0488,-999,-999,-999,-999,-999,-999,-999,-999,-999,58.0709,-999,-999,-999,-999,test
+11682,United States of America,NAM,warm_moist,-86.553035,40.540455,180.55,11,unknown,unknown,0,0,0,0,0,0,0,0,0,0,0,0,86,0,13.8,0,0,0.381,0,0.796423,2.52,684,867,2932,13,10.62,58,32.6139,-999,-999,-999,-999,-999,-999,-999,-999,-999,55.8906,-999,-999,-999,-999,test
+11684,United States of America,NAM,warm_moist,-85.664167,38.393833,149,47,unknown,unknown,0,1.5,0,0,12.9,0,0,0,1.1,0,0,0,11,17.7,53.8,0,0,0.612,0,75.2255,4.79,1029,1914,37011,22,33.86,63,33.0204,-999,-999,-999,-999,-999,-999,-999,-999,-999,61.1479,-999,-999,-999,-999,val
+11686,United States of America,NAM,cool_moist,-85.245367,40.300015,285,5,unknown,unknown,0,0,0,0,0,0,0,0,0,0,0,0,84.7,2.5,12.5,0,0,0.938,0,6.27233,2.38,513,1103,25155,23,11.14,62,32.4667,-999,-999,-999,-999,-999,-999,-999,-999,-999,53.4811,-999,-999,-999,-999,test
+11688,United States of America,NAM,cool_moist,-85.83055,41.71805,231,3,unknown,unknown,0,0,0,0,0,0,0,0,0,0,0,0,33.1,5.8,58.9,0,0,0.159,0,21.7516,2.69,1801,1801,19279,47,33.66,62,29.9167,-999,-999,-999,-999,-999,-999,-999,-999,-999,51.7006,-999,-999,-999,-999,train
+11689,United States of America,NAM,warm_moist,-85.834167,38.308056,159,11,unknown,unknown,0,1.3,0,0,13,0,0,0,1.4,0,0,0,12.4,21.6,48.5,0,0,0,0,2.96358,4.35,21136,28047,37011,62,58.77,63,28.5418,-999,-999,-999,-999,-999,-999,-999,-999,-999,60.1121,-999,-999,-999,-999,val
+11691,United States of America,NAM,warm_moist,-86.99012,38.985578,157,13,unknown,unknown,0,0,0,0,20.3,1.1,0,0,0,0,0,0,37.5,0,40,0,0,0.293,0,0.604304,2.89,180,442,2252,0,4.44,50,36.5155,-999,-999,-999,-999,-999,-999,-999,-999,-999,59.0254,-999,-999,-999,-999,train
+11693,United States of America,NAM,warm_moist,-85.992451,40.068297,210.3,4,unknown,unknown,0,0,0,0,0,0,0,0,0,0,0,0,64.7,8.3,25.9,0,0,0.491,0,23.9192,3.17,4315,8281,19802,57,47.21,63,31.9564,-999,-999,-999,-999,-999,-999,-999,-999,-999,55.2959,-999,-999,-999,-999,test
+11695,United States of America,NAM,warm_moist,-85.840471,39.935041,258,9,unknown,unknown,0,0,0,0,0,0,0,0,0,0,0,0,69.3,10.4,19.3,0,0,0.596,0,12.6608,3.41,1034,1659,21779,38,26.27,63,31.1406,-999,-999,-999,-999,-999,-999,-999,-999,-999,52.145,-999,-999,-999,-999,test
+11697,United States of America,NAM,warm_moist,-86.397124,39.759003,244,16,unknown,unknown,0,0,0,0,2.9,0,0,0,0,0,0,0,44.3,20.9,30.6,0,0,0.554,0,3.73795,3.63,4994,5959,38676,61,58.66,63,30.5323,-999,-999,-999,-999,-999,-999,-999,-999,-999,52.7725,-999,-999,-999,-999,test
+11699,United States of America,NAM,cool_moist,-85.379842,40.96071,246,14,unknown,unknown,0,0,0,0,0,0,0,0,0,0,0,0,80.8,3.8,15.2,0,0,0.84,0,5.57319,2.46,336,516,31517,28,20.6,63,30.5973,-999,-999,-999,-999,-999,-999,-999,-999,-999,51.1901,-999,-999,-999,-999,train
+11700,United States of America,NAM,warm_moist,-86.080489,38.920844,167,4,unknown,unknown,0,0,0,0,30.3,0,0,0,0,0,0,0,29.9,0,38.6,0,0,0.242,0,0.92073,3.18,585,986,8436,8,12.03,61,29.7751,-999,-999,-999,-999,-999,-999,-999,-999,-999,53.2784,-999,-999,-999,-999,test
+11702,United States of America,NAM,warm_moist,-86.152363,39.417243,241,22,unknown,unknown,0,0,0,0,20.5,0,0,0,0,0,0,0,43.6,3,32.5,0,0,0.298,0,0.885338,3.13,642,905,14878,28,13.18,62,35.2593,-999,-999,-999,-999,-999,-999,-999,-999,-999,54.7736,-999,-999,-999,-999,test
+11705,United States of America,NAM,cool_moist,-87.304729,41.60668,183,28,unknown,unknown,28.9,0,0,0,1.2,1.3,0,0,0,0,0,0,5.3,27,34.4,0,0,0,0,24.3892,7.13,8607,20261,60797,61,56.24,63,28.1551,-999,-999,-999,-999,-999,-999,-999,-999,-999,52.4481,-999,-999,-999,-999,train
+11707,United States of America,NAM,cool_moist,-87.494734,41.6814,180,13,unknown,unknown,39.7,0,0,0,0,0,0,0,0,0,0,0,2.4,48.8,6.5,0,0,0,0,30.694,7.14,5780,26459,106586,62,59.6,63,32.4789,-999,-999,-999,-999,-999,-999,-999,-999,-999,54.3216,-999,-999,-999,-999,train
+11709,United States of America,NAM,cool_moist,-87.493623,41.63946,183,5,unknown,unknown,29.4,0,0,0,0,0,0,0,0,0,0,0,3.8,49.1,14.2,0,0,0,0,30.694,7.14,11220,20860,99142,63,62.91,63,30.8691,-999,-999,-999,-999,-999,-999,-999,-999,-999,55.7605,-999,-999,-999,-999,train
+11710,United States of America,NAM,cool_moist,-86.907743,41.717022,190.5,28,unknown,unknown,44.4,0,0,0,4.5,2.3,0,0,0,0,0,0,10.1,3.6,33.7,0,0,0.042,0,9.00389,4.85,8061,13694,13694,60,45.58,61,36.5495,-999,-999,-999,-999,-999,-999,-999,-999,-999,60.2603,-999,-999,-999,-999,train
+11711,United States of America,NAM,cool_moist,-86.684615,41.629098,244,20,unknown,unknown,5.3,0,0,0,3.4,1.3,0,0,0,0,0,0,36.9,2.5,49.8,0,0,0.272,0,2.5333,3.86,6455,6669,13694,55,34.54,61,31.1983,-999,-999,-999,-999,-999,-999,-999,-999,-999,53.52,-999,-999,-999,-999,train
+11713,United States of America,NAM,warm_moist,-85.656937,40.002547,279,14,unknown,unknown,0,0,0,0,0,0,0,0,0,0,0,0,80.8,2.7,16.5,0,0,0.414,0,7.09855,2.88,703,1466,21531,15,18.41,62,33.0434,-999,-999,-999,-999,-999,-999,-999,-999,-999,54.082,-999,-999,-999,-999,test
+11715,United States of America,NAM,warm_moist,-86.021317,39.858922,238,10,unknown,unknown,0,0,0,0,0,0,0,0,0,0,0,0,38,33.4,26.8,0,0,0,0,119.952,4.06,14814,21779,38676,62,61.48,63,34.0915,-999,-999,-999,-999,-999,-999,-999,-999,-999,57.8409,-999,-999,-999,-999,test
+11716,United States of America,NAM,warm_moist,-86.186314,39.749019,208,3,unknown,unknown,0,0,0,0,0,0,0,0,0,0,0,0,32.1,32.9,32.8,0,0,0.172,0,6.62189,4.1,7452,25779,38676,62,62.09,63,31.6928,-999,-999,-999,-999,-999,-999,-999,-999,-999,55.9945,-999,-999,-999,-999,test
+11717,United States of America,NAM,warm_moist,-86.06085,39.789486,250.5,18,unknown,unknown,0,0,0,0,0,0,0,0,0,0,0,0,43.2,33.3,21.8,0,0,0,0,25.1236,4.03,20767,38676,38676,62,61.75,63,33.4127,-999,-999,-999,-999,-999,-999,-999,-999,-999,58.3405,-999,-999,-999,-999,test
+11718,United States of America,NAM,warm_moist,-86.114469,39.811097,230,11,unknown,unknown,0,0,0,0,0,0,0,0,0,0,0,0,29.6,35.6,32.2,0,0,0,0,43.7393,4.1,25686,38676,38676,62,62.22,63,24.0886,31.1726,16.9134,23,12.2,33.8,46.6,61,59.025,36.422,56.0247,128.5988,14772.4968,5.4,0,test
+11722,United States of America,NAM,warm_moist,-86.477893,39.575634,236,7,unknown,unknown,0,0,0,0,9.8,0,0,0,0,0,1.1,0,43.6,2.8,42.4,0,0,0.052,0,0.406663,3.28,734,828,9194,21,15.7,63,33.8547,-999,-999,-999,-999,-999,-999,-999,-999,-999,55.0458,-999,-999,-999,-999,test
+11724,United States of America,NAM,warm_moist,-86.603594,38.113159,216,66,unknown,unknown,0,1.7,0,0,49.4,1.5,0,0,0,0,0,0,3.3,0,43.1,0,0,0.009,0,0.312592,3.05,142,151,3253,7,4.86,60,37.7584,-999,-999,-999,-999,-999,-999,-999,-999,-999,59.8963,-999,-999,-999,-999,train
+11726,United States of America,NAM,cool_moist,-87.199248,41.617558,183,29,unknown,unknown,41.1,0,0,0,1.6,1.8,0,0,0,0,0,0,4.5,17.4,32.3,0,0,0.574,0.003,21.7746,6.12,4579,10189,24190,57,52.01,63,29.9791,-999,-999,-999,-999,-999,-999,-999,-999,-999,55.2378,-999,-999,-999,-999,train
+11727,United States of America,NAM,cool_moist,-87.038546,41.510293,245,40,unknown,unknown,3.8,0,0,0,1.8,1.5,0,0,0,0,0,0,42.9,6.5,42.5,0,0,0.367,0,3.84224,5.05,1510,6939,16518,55,45.41,62,29.8079,-999,-999,-999,-999,-999,-999,-999,-999,-999,49.501,-999,-999,-999,-999,train
+11730,United States of America,NAM,warm_moist,-87.718429,38.005289,137,8,unknown,unknown,0,2.4,0,0,1.8,0,0,0,0,0,0,0,74.5,5.1,14.7,0,0,2.282,0,2.95473,3.1,3945,6685,26353,17,18.55,63,33.1026,-999,-999,-999,-999,-999,-999,-999,-999,-999,54.2712,-999,-999,-999,-999,train
+11731,United States of America,NAM,cool_moist,-86.370589,41.551696,233,16,unknown,unknown,0,0,0,0,0,0,0,0,0,0,0,0,40.6,5.9,52.3,0,0,0.27,0,3.33715,3.29,499,537,30171,9,11.28,63,29.4426,-999,-999,-999,-999,-999,-999,-999,-999,-999,49.5483,-999,-999,-999,-999,train
+11732,United States of America,NAM,cool_moist,-86.214683,41.696692,181,18,unknown,unknown,0,0,0,0,0,0,0,0,0,0,0,0,26.8,12,59.6,0,0,0.083,0,1.41892,3.21,21640,23313,30171,63,62.18,63,32.1033,-999,-999,-999,-999,-999,-999,-999,-999,-999,55.1622,-999,-999,-999,-999,train
+11733,United States of America,NAM,cool_moist,-86.11009,41.75487,215.8,14,unknown,unknown,0,0,0,0,0,0,0,0,0,0,0,0,20.1,12.9,65.1,0,0,0.231,0,28.4652,2.99,3876,7223,30171,54,47.96,63,32.7298,-999,-999,-999,-999,-999,-999,-999,-999,-999,54.1823,-999,-999,-999,-999,train
+11734,United States of America,NAM,cool_moist,-86.110521,41.742598,245,14,unknown,unknown,0,0,0,0,0,0,0,0,0,0,0,0,20.1,12.9,65.1,0,0,0.231,0,28.4652,2.99,3876,7223,30171,47,49.7,63,28.9107,-999,-999,-999,-999,-999,-999,-999,-999,-999,51.2667,-999,-999,-999,-999,train
+11736,United States of America,NAM,warm_moist,-85.870648,39.613423,210,11,unknown,unknown,0,0,0,0,0,0,0,0,0,0,0,0,80.8,9.1,10,0,0,0.56,0,0.315135,3.33,485,633,19277,19,16.01,62,34.1538,-999,-999,-999,-999,-999,-999,-999,-999,-999,58.0341,-999,-999,-999,-999,test
+11740,United States of America,NAM,warm_moist,-87.536957,38.113947,157,27,unknown,unknown,0,0,0,0,1.3,1.3,0,0,1.1,0,2,0,62.4,4.7,26.3,0,0,1.581,0,3.329,3.36,897,2864,26353,44,39.81,63,35.3048,-999,-999,-999,-999,-999,-999,-999,-999,-999,57.7374,-999,-999,-999,-999,train
+11741,United States of America,NAM,warm_moist,-87.577856,38.013248,117.38,5,unknown,unknown,0,2,0,0,1.3,0,0,0,0,0,1.2,0,65.3,5.1,23.3,0,0,0.854,0,8.94929,3.45,14830,26353,26353,62,58.83,63,30.5651,35.7076,19.3321,-999,-999,-999,-999,-999,58.1875,40.5791,57.7177,109.1192,-999,3,0,train
+11742,United States of America,NAM,warm_moist,-87.401398,39.48615,146,9,unknown,unknown,0,0,0,0,3.3,0,0,0,0,0,0,0,29.4,3.2,63,0,0,0.247,0,0.410057,2.79,24134,24134,24134,62,57.91,62,30.1928,-999,-999,-999,-999,-999,-999,-999,-999,-999,52.4137,-999,-999,-999,-999,test
+11743,United States of America,NAM,warm_moist,-87.313056,39.560556,170,9,unknown,unknown,0,0,0,0,4.6,0,0,0,0,0,0,0,24,3.2,67.1,0,0,0.27,0,18.5766,2.76,1475,1865,24134,13,14.99,62,31.4343,-999,-999,-999,-999,-999,-999,-999,-999,-999,50.7938,-999,-999,-999,-999,test
+11746,United States of America,NAM,warm_moist,-87.278337,38.052003,121,4,unknown,unknown,0,1.4,0,0,5.3,3.1,0,0,1.2,0,2.1,0,48.8,2.9,34.9,0,0,0.498,0,118.301,3.74,3473,3473,22631,52,23.61,63,32.1678,-999,-999,-999,-999,-999,-999,-999,-999,-999,56.7823,-999,-999,-999,-999,train
+11747,United States of America,NAM,warm_moist,-87.341396,38.194501,133,14,unknown,unknown,0,0,0,0,8.4,5.6,0,0,1.5,0,2.7,0,40.1,0,40.5,0,0,0.436,0,2.86498,3.63,345,398,6963,17,8.7,62,29.4057,-999,-999,-999,-999,-999,-999,-999,-999,-999,56.0765,-999,-999,-999,-999,train
+11748,United States of America,NAM,warm_moist,-87.321939,37.954511,92,6,unknown,unknown,0,1.8,0,0,2,1.2,0,0,0,0,1.4,0,57,5.7,29.6,0,0,0.643,0,1.13732,3.76,398,1471,26353,23,22.89,63,32.3507,-999,-999,-999,-999,-999,-999,-999,-999,-999,58.5054,-999,-999,-999,-999,train
+11749,United States of America,NAM,cool_moist,-92.513056,42.743056,0,20,unknown,unknown,0,0,0,0,0,0,0,0,0,0,0,0,93.7,1.3,5,0,0,0,0,0.093076,1.7,2709,2709,18691,46,30.24,62,31.5279,-999,-999,-999,-999,-999,-999,-999,-999,-999,52.2162,-999,-999,-999,-999,train
+11750,United States of America,NAM,cool_moist,-90.177574,41.874999,0,9,unknown,unknown,2.3,1.3,0,0,0,0,0,0,0,0,0,1.9,76.6,1.5,14.6,0,0,0.088,0,2.652,1.97,11888,11888,11888,57,38.74,61,30.501,-999,-999,-999,-999,-999,-999,-999,-999,-999,53.7029,-999,-999,-999,-999,train
+11751,United States of America,NAM,cool_moist,-95.928185,41.832256,325,2,unknown,unknown,0,0,0,0,0,0,0,0,0,0,0,0,92.5,0,7.4,0,0,0.024,0,0.744002,1.95,101,108,332,7,2.12,36,30.3253,-999,-999,-999,-999,-999,-999,-999,-999,-999,54.1329,-999,-999,-999,-999,train
+11752,United States of America,NAM,cool_moist,-95.948435,41.780261,333.5,13,unknown,unknown,0,0,0,0,0,0,0,0,0,0,0,0,92.7,0,7.3,0,0,0.02,0,0.514709,2.05,108,145,2625,0,0.69,50,31.6631,-999,-999,-999,-999,-999,-999,-999,-999,-999,53.6811,-999,-999,-999,-999,train
+11755,United States of America,NAM,cool_moist,-91.651944,41.910556,268,28,unknown,unknown,0,0,0,0,0,0,0,0,0,0,0,0,58.1,5.4,34.5,0,0,0.042,0,0.381884,2.03,665,4368,21174,57,47.9,63,33.5527,-999,-999,-999,-999,-999,-999,-999,-999,-999,53.0804,-999,-999,-999,-999,test
+11756,United States of America,NAM,cool_moist,-91.526879,42.281013,282,19,unknown,unknown,0,0,0,0,0,0,0,0,0,0,0,0,87.9,0,12,0,0,0,0,0.164637,1.84,174,175,6310,17,10.45,61,31.34,-999,-999,-999,-999,-999,-999,-999,-999,-999,53.0638,-999,-999,-999,-999,test
+11757,United States of America,NAM,cool_moist,-91.68766,41.97677,224,3,unknown,unknown,0,0,0,0,0,0,0,0,0,0,0,0,68.4,4.4,25.5,0,0,0,0,0.381884,2.03,21174,21174,21174,63,61.19,63,30.7219,-999,-999,-999,-999,-999,-999,-999,-999,-999,52.7787,-999,-999,-999,-999,test
+11759,United States of America,NAM,cool_moist,-95.044951,40.969112,426,55,unknown,unknown,0,0,0,0,0,0,0,0,0,0,0,0,93.5,0,6.3,0,0,0.033,0,0.024478,1.79,103,141,3471,5,5.53,54,32.4796,-999,-999,-999,-999,-999,-999,-999,-999,-999,50.5741,-999,-999,-999,-999,train
+11760,United States of America,NAM,cool_moist,-94.693518,43.123704,379,6,unknown,unknown,0,0,0,0,0,0,0,0,0,0,0,0,99.4,0,0,0,0,0,0,0.063189,1.44,1085,1171,1171,51,20.78,55,32.1981,-999,-999,-999,-999,-999,-999,-999,-999,-999,52.4664,-999,-999,-999,-999,train
+11762,United States of America,NAM,cool_moist,-93.643118,41.603159,0,50,unknown,unknown,0,0,0,0,0,0,0,0,0,0,0,0,64.5,10.4,23.8,0,0,0,0,17.9652,2.02,34952,34952,34952,63,62.77,63,29.7614,-999,-999,-999,-999,-999,-999,-999,-999,-999,50.0516,-999,-999,-999,-999,val
+11764,United States of America,NAM,cool_moist,-90.521944,41.699174,229,42,unknown,unknown,0,2.1,0,0,0,0,0,0,0,0,0,0,71.3,10.2,14.8,0,0,0.027,0,9.63077,2.17,576,576,22143,19,17.3,63,31.6032,-999,-999,-999,-999,-999,-999,-999,-999,-999,53.8899,-999,-999,-999,-999,train
+11765,United States of America,NAM,cool_moist,-90.587611,41.530011,213,48,unknown,unknown,0,2.1,0,0,0,0,0,0,0,0,0,0,55.1,10.7,30.3,0,0,0,0,18.9005,2.23,22143,22143,22143,63,62.24,63,28.2917,33.3967,21.3694,26.75,17.5,36.75,46.5,58.75,56.7946,38.1546,53.0292,80.1552,13435.8974,2,0,train
+11767,United States of America,NAM,cool_moist,-93.6878,41.882867,0,10,unknown,unknown,0,0,0,0,0,0,0,0,0,0,0,0,85.3,2,11.2,0,0,0,0,1.4261,1.84,298,477,21020,37,19.59,63,30.9782,-999,-999,-999,-999,-999,-999,-999,-999,-999,51.1269,-999,-999,-999,-999,val
+11770,United States of America,NAM,warm_moist,-92.006318,40.695078,207,37,unknown,unknown,0,0,0,0,0,0,0,0,0,0,0,0,32.2,0,66.9,0,0,0.069,0,0.150812,1.64,89,107,147,0,2.16,23,34.2078,-999,-999,-999,-999,-999,-999,-999,-999,-999,52.8187,-999,-999,-999,-999,train
+11771,United States of America,NAM,cool_moist,-93.583983,41.285533,0,28,unknown,unknown,0,0,0,0,0,0,0,0,0,0,0,0,44.5,0,55.3,0,0,0,0,0.614726,1.74,130,130,8619,8,7.73,59,31.8087,-999,-999,-999,-999,-999,-999,-999,-999,-999,50.8016,-999,-999,-999,-999,val
+11775,United States of America,NAM,warm_moist,-94.746424,38.838575,324.2,12,unknown,unknown,0,0,0,0,0,0,0,0,0,0,15.3,0,33.1,17.1,32.2,0,0,2.231,0,10.0551,2.58,1616,5382,28113,53,49.87,63,31.4842,37.7197,25.2701,30.8,21.4,40.6,50.8,63.2,61.1821,42.1212,57.6039,144.1567,20526.8958,8,1,train
+11776,United States of America,NAM,warm_moist,-94.95102,39.327391,292,51,unknown,unknown,0,0,0,0,0,0,0,0,0,0,2.6,0,38.3,2.7,55.4,0,0,0.728,0,0.411577,2.18,16662,16662,16662,58,44.44,62,31.0271,37.111,24.9646,30.4,20.6,40.2,50.4,63.6,61.925,41.8851,57.6037,166.1064,19774.2143,9.2,0.4,train
+11778,United States of America,NAM,warm_moist,-94.731988,38.135882,259,8,unknown,unknown,0,0,0,0,0,0,0,0,0,0,32.2,0,16.2,0,50.1,0,0,2.278,0,0.478587,2.01,128,128,128,0,2.85,33,28.9832,38.1048,23.3377,30.5,20.25,40.5,51,63.215,61.2812,42.8164,56.2631,129.1513,20864.0827,6.25,0,test
+11784,United States of America,NAM,warm_dry,-97.337222,37.781389,405,7,unknown,unknown,0,0,0,0,0,0,0,0,0,0,60.3,0,22.9,16.6,0,0,0,4.756,0,13.8666,2.1,2664,14091,29233,62,55.44,63,29.6104,-999,-999,-999,-999,-999,-999,-999,-999,-999,50.9863,-999,-999,-999,-999,train
+11785,United States of America,NAM,warm_dry,-97.314847,37.702066,396,4,unknown,unknown,0,0,0,0,0,0,0,0,0,0,62,0,20.4,17.3,0,0,0,0.438,0,13.8666,2.1,25080,29233,29233,63,62.85,63,31.5882,37.8199,25.3714,31.4,20.4,42.8,53.6,65.772,63.975,42.8494,59.7289,178.8895,24380.4951,11.8,0.4,train
+11786,United States of America,NAM,warm_dry,-97.492083,37.897506,400,5,unknown,unknown,0,0,0,0,0,0,0,0,0,0,50,0,40.7,9.2,0,0,0,10.245,0,10.1426,1.97,463,663,24539,8,5.97,63,32.0359,39.0346,25.114,30.8,21.2,42,53,66,64.425,43.3725,59.5902,177.237,24873.3418,12.8,0.2,train
+11787,United States of America,NAM,warm_moist,-95.711275,39.024265,280,5,unknown,unknown,0,0,0,0,0,0,0,0,0,0,58.8,0,12.5,5.8,20.4,0,0,0.114,0,0.402712,2.1,21663,23677,23677,63,61.97,63,29.978,37.1216,22.8581,30.2,19,40.8,51.2,63.168,61.225,42.1793,57.3169,141.6161,20651.9588,8.6,0.4,train
+11789,United States of America,NAM,warm_dry,-97.366399,37.47689,383,7,unknown,unknown,0,0,0,0,0,0,0,0,0,0,50.6,0,38.8,10.5,0,0,0,9.92,0,0.114561,1.96,367,578,29233,11,12.38,63,32.614,39.8587,25.435,31.6,22.2,42.2,53,65.6,63.875,44.374,60.4968,173.871,25180.9003,12.8,0.6,train
+11790,United States of America,NAM,warm_dry,-99.763424,38.770081,670,20,unknown,unknown,0,0,0,0,0,0,0,0,0,0,90.6,0,8.8,0,0,0,0,1.152,0,0.050835,1.39,9,9,540,0,0,22,34.6773,41.3297,28.0687,33.3,24.4,43.6,54,64.336,62.5929,45.2103,60.543,132.6814,26909.1567,6.6,0,train
+11792,United States of America,NAM,warm_moist,-94.635605,39.117219,259,36,unknown,unknown,0,0,0,0,0,0,0,0,0,0,4.9,0,24.3,37.3,31.4,0,0,0.187,0.001,17.6758,3.07,9719,29590,39816,63,62.95,63,24.9822,30.9295,19.0182,24.6,14,34.4,45,58.2,56.325,36.49,53.456,118.9482,12660.8174,5.4,0.6,train
+11793,United States of America,NAM,warm_moist,-83.73694,36.60843,346,3,unknown,unknown,0,0,0,0,64.4,4,0,0,0,0,0,0,0,0,29.7,0,0,0.121,0,0.15699,2.06,3776,3776,3776,52,25.66,57,26.5788,-999,-999,-999,-999,-999,-999,-999,-999,-999,52.3514,-999,-999,-999,-999,train
+11794,United States of America,NAM,warm_moist,-83.5264,36.6719,1013,547,unknown,unknown,0,0,0,0,67.5,2.6,0,0,0,0,0,0,0,0,28.4,0,0,0,0,1.833,2.04,352,408,3776,0,1.14,57,43.0085,-999,-999,-999,-999,-999,-999,-999,-999,-999,55.4083,-999,-999,-999,-999,train
+11795,United States of America,NAM,warm_moist,-84.852637,38.91833,168,29,unknown,unknown,0,2.4,0,0,23.3,1.4,0,0,0,0,0,0,7.4,5.5,58.6,0,0,0.09,0,0.337766,4.09,367,1228,12403,28,15.52,63,27.5964,-999,-999,-999,-999,-999,-999,-999,-999,-999,55.737,-999,-999,-999,-999,train
+11798,United States of America,NAM,warm_moist,-82.64041,38.45934,200,29,unknown,unknown,0,0,0,0,70.7,0,0,0,0,0,0,0,1.1,5.7,20.9,0,0,0,0,3.17547,2.94,7557,11477,13937,60,51.83,61,27.923,-999,-999,-999,-999,-999,-999,-999,-999,-999,55.1778,-999,-999,-999,-999,val
+11800,United States of America,NAM,warm_moist,-85.71192,37.98629,135,1,unknown,unknown,0,0,0,0,36.8,0,0,0,1.2,0,1.2,0,7.9,9.5,42,0,0,0.384,0,0.244368,3.74,1713,4234,34436,58,39.29,63,27.4974,-999,-999,-999,-999,-999,-999,-999,-999,-999,57.0658,-999,-999,-999,-999,val
+11803,United States of America,NAM,warm_moist,-84.47445,39.021881,251,54,unknown,unknown,0,1.3,0,0,10.9,1,0,0,0,0,0,0,7.8,27.1,50.6,0,0,0,0,4.70932,4.88,7384,19287,43191,60,53.06,63,34.4448,-999,-999,-999,-999,-999,-999,-999,-999,-999,60.16,-999,-999,-999,-999,train
+11804,United States of America,NAM,warm_moist,-82.9881,38.23887,211,28,unknown,unknown,0,0,0,0,80.8,0,0,0,0,0,0,0,0,0,18.4,0,0,0,0,0.799051,2.48,325,352,998,0,1.84,56,27.6205,-999,-999,-999,-999,-999,-999,-999,-999,-999,53.2996,-999,-999,-999,-999,val
+11805,United States of America,NAM,warm_moist,-87.323337,36.91171,215,52,unknown,unknown,0,0,0,0,9.9,0,0,0,0,0,0,0,40.9,1,47.9,0,0,2.315,0,13.0681,2.75,254,358,10095,5,4.29,62,37.7349,-999,-999,-999,-999,-999,-999,-999,-999,-999,57.0906,-999,-999,-999,-999,val
+11806,United States of America,NAM,warm_moist,-87.075307,37.780776,127,4,unknown,unknown,0,1.3,0,0,3,0,0,0,0,0,0,0,65.2,2,28.1,0,0,1.301,0,0.560136,3.97,3682,13973,13973,60,50.78,62,35.3778,-999,-999,-999,-999,-999,-999,-999,-999,-999,60.3527,-999,-999,-999,-999,train
+11810,United States of America,NAM,warm_moist,-84.49761,38.06503,302,22,unknown,unknown,0,0,0,0,1.2,0,0,0,0,0,0,0,42.3,7.6,48.4,0,0,0.848,0,8.44246,3.08,26563,28407,29774,63,62.3,63,34.0921,-999,-999,-999,-999,-999,-999,-999,-999,-999,56.7133,-999,-999,-999,-999,train
+11812,United States of America,NAM,warm_moist,-82.731163,38.548136,165,2,unknown,unknown,0,0,0,0,68.9,0,0,0,0,0,0,0,1.1,4.2,24.1,0,0,0,0,0.254836,2.82,8884,9193,11477,52,37.67,61,26.837,-999,-999,-999,-999,-999,-999,-999,-999,-999,55.2634,-999,-999,-999,-999,val
+11813,United States of America,NAM,warm_moist,-86.89719,37.93829,122,4,unknown,unknown,0,1.7,0,0,15.5,0,0,0,0,0,0,0,34.1,1.1,46.5,0,0,0.989,0,0.668142,4.21,356,407,3682,20,13.1,61,32.705,-999,-999,-999,-999,-999,-999,-999,-999,-999,59.4461,-999,-999,-999,-999,train
+11815,United States of America,NAM,warm_moist,-85.852629,37.705612,250,17,unknown,unknown,0,0,0,0,20,0,0,0,0,0,0,0,23.8,1.3,53.9,0,0,0.519,0,2.70058,2.77,7138,7138,7836,58,48.1,60,32.3314,-999,-999,-999,-999,-999,-999,-999,-999,-999,56.124,-999,-999,-999,-999,val
+11817,United States of America,NAM,warm_moist,-87.46375,37.8712,121,14,unknown,unknown,0,2.3,0,0,1.6,0,0,0,0,0,0,0,59.5,5.2,29.3,0,0,0.851,0,0.990195,3.64,579,632,26353,13,11.28,63,32.7472,-999,-999,-999,-999,-999,-999,-999,-999,-999,59.8844,-999,-999,-999,-999,train
+11820,United States of America,NAM,warm_moist,-85.65452,38.22876,127,14,unknown,unknown,0,1.1,0,0,9,0,0,0,2.1,0,1.2,0,13.3,22.8,49.6,0,0,0,0,29.4056,5.31,25728,25728,37011,63,62.9,63,24.7246,36.2946,17.7113,25.25,12.5,38.5,52.5,69.5,66.2292,42.073,58.3921,297.186,25815.1779,18.25,3,val
+11822,United States of America,NAM,warm_moist,-84.58825,37.89147,283,26,unknown,unknown,0,0,0,0,6.5,0,0,0,0,0,0,0,28.8,6.6,57.6,0,0,1.499,0,0.857917,2.72,4649,5379,29774,62,44.77,63,33.995,-999,-999,-999,-999,-999,-999,-999,-999,-999,56.3232,-999,-999,-999,-999,train
+11826,United States of America,NAM,warm_moist,-88.394024,37.155392,110,6,unknown,unknown,2.9,2.3,0,0,10.2,1.9,0,0,0,0,0,1.2,16.3,1.5,61.7,0,0,0.473,0,3.98294,3.24,229,330,10479,13,10.23,62,32.4742,-999,-999,-999,-999,-999,-999,-999,-999,-999,58.0754,-999,-999,-999,-999,test
+11828,United States of America,NAM,warm_moist,-88.57251,37.05822,108,10,unknown,unknown,1.3,1.5,0,0,5.9,0,0,0,0,0,0,0,28.3,1.9,58.1,0,0,0.813,0,0.88224,3.2,1985,9730,10479,59,43.1,62,32.9298,-999,-999,-999,-999,-999,-999,-999,-999,-999,58.1545,-999,-999,-999,-999,test
+11833,United States of America,NAM,warm_moist,-85.44428,38.4002,240,21,unknown,unknown,0,1.6,0,0,7.6,0,0,0,0,0,0,0,18.5,5.1,64.7,0,0,1.885,0,10.0404,3.95,2738,2738,23694,53,35.03,63,34.8566,-999,-999,-999,-999,-999,-999,-999,-999,-999,62.0738,-999,-999,-999,-999,val
+11835,United States of America,NAM,warm_moist,-83.20932,37.28329,280,38,unknown,unknown,0,0,0,0,83.7,0,0,0,0,0,1.3,0,2.2,0,11.8,0,0,0,0,0.498347,2.45,1893,1998,2015,55,35.24,55,23.3311,-999,-999,-999,-999,-999,-999,-999,-999,-999,51.7366,-999,-999,-999,-999,val
+11837,United States of America,NAM,warm_moist,-82.53532,37.4826,207,14,unknown,unknown,0,0,0,0,89.6,1.2,0,0,0,0,0,0,1.2,0,7.2,0,0,0.014,0,0.886951,2.55,4341,4341,4341,56,35.63,56,22.9594,-999,-999,-999,-999,-999,-999,-999,-999,-999,52.4221,-999,-999,-999,-999,train
+11838,United States of America,NAM,warm_moist,-84.61152,37.09798,306,17,unknown,unknown,0,1.1,0,0,39,5.4,0,0,0,0,0,0,5.1,0,47.8,0,0,0.792,0,0.349542,2.28,3530,3530,3530,60,44.24,61,29.9543,-999,-999,-999,-999,-999,-999,-999,-999,-999,53.1989,-999,-999,-999,-999,train
+11840,United States of America,NAM,warm_moist,-86.566284,36.708607,221,24,unknown,unknown,0,0,0,0,2.5,0,0,0,0,0,0,0,61.1,0,36.1,0,0,5.256,0,0.34873,2.96,585,757,2639,53,38.55,57,32.2581,-999,-999,-999,-999,-999,-999,-999,-999,-999,55.2639,-999,-999,-999,-999,train
+11845,United States of America,NAM,warm_moist,-86.250628,37.035438,175,11,unknown,unknown,0,1.1,0,0,13,2.4,0,0,0,0,0,0,16.6,2,64.4,0,0,3.488,0,1.10103,2.92,347,347,17153,16,12.97,63,29.4175,-999,-999,-999,-999,-999,-999,-999,-999,-999,54.2937,-999,-999,-999,-999,train
+11846,United States of America,NAM,warm_moist,-86.21487,37.04926,194,20,unknown,unknown,0,1.1,0,0,13,2.4,0,0,0,0,0,0,16.6,2,64.4,0,0,3.488,0,1.10103,2.92,362,439,17153,28,12.13,63,30.4703,-999,-999,-999,-999,-999,-999,-999,-999,-999,55.7486,-999,-999,-999,-999,train
+11848,United States of America,NAM,tropical_moist,-90.968333,30.233889,4,1,unknown,unknown,0,0,0,0,0,15.5,0,0,26.8,0,1.2,11.4,22.3,4.9,17.1,0,0,0,0,19.9235,4.04,6789,6789,16569,57,60.04,63,24.1306,34.2185,13.8271,22.8,10.2,35.2,47.4,62.6,60.175,40.6661,53.3725,182.7343,16663.954,7.2,0.8,train
+11850,United States of America,NAM,tropical_moist,-93.74891,32.53626,53,0,unknown,unknown,0,0,0,0,0,18.8,0,0,48.9,0,2.2,1.1,12.6,10.7,3.8,0,0,2.073,0,13.5469,2.81,11316,27273,27273,63,61.8,63,29.3021,37.7073,20.7703,28,17.85,39.2,51,64.8,62.575,42.7262,56.6731,168.7156,21220.8872,11.8,0.6,train
+11851,United States of America,NAM,tropical_moist,-93.859722,32.676389,65,1,unknown,unknown,2.9,1.3,0,0,0,26.7,0,0,41.9,0,2.4,1.5,11.9,6.5,4.7,0,0,0.498,0,0.41648,2.64,93,313,24306,7,7.8,63,28.9699,38.0917,19.7736,28,17.4,39.4,50.02,63.2,61.25,42.7683,55.828,159.8754,20342.2853,8.8,0,train
+11852,United States of America,NAM,tropical_moist,-93.371944,30.143333,2,2,unknown,unknown,10.3,0,1.3,0,0,6.4,0,0,28.6,0,3.8,13.8,12.2,5.5,16.9,0,0,0,2.625,0.944773,3.05,1134,1777,16075,25,33.33,63,28.0729,35.4711,20.5348,26.6,17.6,37.2,47.8,61.168,58.5,40.125,51.1337,144.3625,15844.6423,5.4,0.2,val
+11855,United States of America,NAM,tropical_moist,-93.284167,30.261667,0,3,unknown,unknown,0,0,4.8,0,0,8.7,0,0,39.6,0,2.5,4.4,13.1,5.9,19.8,0,0,0,0.143,82.8979,3.06,4211,4211,16075,62,53.61,63,24.6,32.0753,16.963,23.2,13.4,34.2,44.6,57.8,54.6583,37.4934,49.5972,119.1354,11626.9871,2.6,0.2,val
+11856,United States of America,NAM,tropical_moist,-93.578333,30.227778,0,2,unknown,unknown,1.4,0,6.2,0,0,15.9,0,0,42.7,0,3.3,9.8,5.7,2,12.3,0,0,0,3.135,1.72629,2.54,615,1917,11333,11,15.41,62,26.6951,35.5881,17.6215,26,15.4,36.6,47.4,60.168,57.4,40.5658,51.8444,146.598,15647.3074,4,0.2,val
+11858,United States of America,NAM,tropical_moist,-91.181996,30.419763,6,5,unknown,unknown,0,0,0,0,1.5,16.6,0,0,29.7,0,1.3,6.5,18.2,10.4,14.7,0,0,0.499,0,58.1763,3.87,11355,21520,34873,63,61.19,63,26.7588,35.5213,17.7943,25.4,15,36.4,48.8,65.4,62.4583,41.8618,55.6597,210.4796,18998.6757,11.6,1.4,train
+11861,United States of America,NAM,tropical_moist,-91.17922,30.46198,14,11,unknown,unknown,0,0,0,0,1.2,13.7,0,0,33.1,0,1.2,5.3,18,10.4,16.1,0,0,0,0,58.1763,3.87,21520,25410,34873,63,62.98,63,25.014,33.5137,16.3517,23,13.2,34.6,46.8,63,59.9,39.8032,52.0822,196.3948,15776.079,8.4,1.2,train
+11862,United States of America,NAM,tropical_moist,-91.056135,30.700921,35,7,unknown,unknown,0,0,1.9,0,0,15.6,0,0,54.3,0,0,0,5.4,3.3,17.5,0,0,0.014,0,4.36414,2.63,497,1693,34873,14,13.64,63,24.8564,35.0487,14.4921,24,10.8,36.2,47.2,61.204,58.025,41.4554,53.7611,163.5618,16087.0651,5.2,0.6,train
+11868,United States of America,NAM,tropical_moist,-91.316111,30.220556,5,4,unknown,unknown,0,0,0,0,1.8,34.1,0,0,11.4,0,0,29.1,13.5,1.1,7.3,0,0,0.234,0,0.235794,3.28,336,431,15902,12,10,63,24.2148,33.6168,14.5963,23,10.8,34.8,46.6,62,59.4,40.0506,52.2467,173.4027,16133.9322,8.4,1.4,train
+11869,United States of America,NAM,tropical_moist,-91.129948,30.206985,9,5,unknown,unknown,0,0,0,0,0,17.3,0,0,17.2,0,1.3,19.5,24.8,3.2,15.5,0,0,0.292,0,0.725523,3.91,270,502,15902,24,29.39,63,26.8552,35.7821,17.7576,25,15.2,36.2,48.2,64,60.95,41.5358,54.744,195.8671,18195.2777,7.2,0.8,train
+11870,United States of America,NAM,tropical_moist,-90.275091,30.043573,3,0,unknown,unknown,39.6,0,0,0,0,6.9,0,0,10.5,0,0,13.5,5.5,19,3.9,0,0,0.006,0,93.5166,3.94,29253,43643,85881,60,43.69,63,29.4638,36.7789,21.9629,29.2,18.6,39.6,49.2,62.8,60.45,42.2811,53.8352,178.4205,18588.5593,7.2,0.6,train
+11874,United States of America,NAM,tropical_moist,-92.051389,30.2175,0,2,unknown,unknown,0,0,0,0,0,4.9,0,0,6.3,0,0,0,38.9,3.4,45.1,0,0,0.305,0.416,3.38802,2.46,23553,23553,23553,63,62.54,63,28.0974,36.3085,19.7034,27,17.2,38,49.2,63,60.925,41.5751,53.5202,131.4698,18374.7444,4.8,0,train
+11876,United States of America,NAM,tropical_moist,-90.765183,29.763889,5,2,unknown,unknown,1,0,0,0,0,15.6,0,0,17.8,0,1.5,32.1,12.6,2.5,16.9,0,0,0,0,2.28623,3.01,2214,9095,12628,21,28.55,63,25.8946,35.5573,16.0413,24.6,13.4,36.6,48.2,62.304,60.25,40.9972,52.5111,158.816,17409.4699,4.6,0,train
+11877,United States of America,NAM,tropical_moist,-90.8125,30.3125,0,4,unknown,unknown,3.2,0,0,0,0,20,0,0,39.5,0,0,22.7,3.2,0,9.2,0,0,0.115,0.002,14.1756,3.2,844,2949,16569,18,17.25,63,26.5665,37.3957,15.5751,25.8,11.6,38.6,49.8,64.2,61.225,43.7999,55.4089,172.1552,20500.6833,7.4,0,train
+11878,United States of America,NAM,tropical_moist,-90.102778,29.994444,3,3,unknown,unknown,33.5,0,0,0,0,4.6,0,0,12.5,0,0,16.2,4.4,24.2,3,0,0,0.005,0,0.43637,4.36,50970,85881,85881,63,62.77,63,26.6203,34.2446,18.8378,26.6,15.4,36.4,47.2,60,57.15,39.6806,51.6252,122.719,14451.7329,4,0,train
+11880,United States of America,NAM,tropical_moist,-92.046093,32.509713,25,5,unknown,unknown,0,0,0,0,0,25.9,0,0,30.6,0,0,0,26.9,4.1,9.4,0,0,0.595,0.754,22.6157,2.17,4489,9231,18557,60,45.55,63,24.1095,31.0597,17.052,23.2,13.8,32.8,42.94,55.6,53.45,35.3622,49.4065,70.6811,9562.9374,1,0,train
+11881,United States of America,NAM,tropical_moist,-91.366172,30.681736,10,5,unknown,unknown,0,0,0,0,2,15.8,0,0,30.6,0,0,5.8,20.1,0,22.9,0,0,0.723,0.115,7.83061,3.31,636,700,8708,17,13.95,63,28.9052,38.0451,19.4786,28.2,17.2,39,49.8,63.8,61.325,43.5074,55.5213,186.1464,20237.7248,8.4,0.8,train
+11883,United States of America,NAM,tropical_moist,-89.92388,29.93961,3,5,unknown,unknown,28.3,1.7,0,0,0,4.4,0,0,11.1,0,0,28.7,3.1,18.9,2.6,0,0,0,0.002,34.0788,3.81,4788,21160,85881,62,48.41,63,28.7937,37.0451,20.3554,28.25,18,38.75,49.25,62.175,59.125,41.8266,53.3193,128.3306,18596.1902,4.5,0.25,train
+11884,United States of America,NAM,tropical_moist,-89.955703,29.936909,62,4,unknown,unknown,28.3,1.7,0,0,0,4.4,0,0,11.1,0,0,28.7,3.1,18.9,2.6,0,0,0.007,0.004,34.0788,3.81,21160,27988,85881,62,57.91,63,27.9907,-999,-999,-999,-999,-999,-999,-999,-999,-999,-999,-999,-999,-999,-999,train
+11885,United States of America,NAM,tropical_moist,-90.410556,29.984167,3,4,unknown,unknown,24.1,0,0,0,0,11.5,0,0,15.7,0,0,20.7,7.7,12.8,6,0,0,0,0,0.3144,4.25,3305,6869,43643,61,55.01,63,24.8408,33.1634,16.3426,23.4,13,34.6,46.2,60.4,57.425,39.0553,50.7915,145.6057,14227.1892,3.6,0,train
+11886,United States of America,NAM,tropical_moist,-90.82,29.994444,20,14,unknown,unknown,2.1,0,0,0,0,16.5,0,0,12,0,0,28.5,23.8,2,13.9,0,0,0,0,0.548931,3.62,220,538,9095,22,20.94,62,24.6718,33.3898,15.7536,22.8,12.6,34.6,46.2,60,57.6893,39.1923,50.3442,142.4031,14029.9629,3.2,0.2,train
+11887,United States of America,NAM,tropical_moist,-90.608333,30.058333,9,0,unknown,unknown,13.3,0,0,0,0,12.7,0,0,11.5,0,0,41,10.1,3.1,7.5,0,0,0,0,7.08596,3.85,1627,2549,9862,61,44.01,62,27.9784,36.8951,18.8917,27,15.6,38.4,49.6,63.62,61.125,43.0588,54.8311,164.3823,19534.3576,7.4,0.2,train
+11889,United States of America,NAM,tropical_moist,-90.199683,30.429304,20,12,unknown,unknown,24.7,0,4.2,0,0,12.2,1.1,0,44.9,0,0,7.8,0,0,2.9,0,0,0,0,0.393909,2.33,807,2508,8086,29,32.67,62,26.8897,36.6513,16.9008,26.6,13.4,38.6,49.6,63.6,60.875,42.6434,54.9478,169.8689,19053.6716,7.4,0.8,train
+11890,United States of America,NAM,tropical_moist,-91.213556,30.500643,7,3,unknown,unknown,0,0,0,0,1.7,14.4,0,0,28.1,0,1.1,6.3,20.1,10.3,16.8,0,0,0.362,0,5.33782,3.64,5137,34873,34873,63,58.51,63,22.7065,31.2707,13.9406,20.6,10.6,32,43.6,59.4,56.725,37.4049,49.62,175.8637,11895.778,4.8,1,train
+11891,United States of America,NAM,cool_moist,-70.124608,43.974622,50,13,unknown,unknown,5.7,2.6,0,0,9.2,66.3,0,0,0,0,0,0,0,6,9.1,0,0,0.011,0,2.03973,1.95,682,1756,15794,11,10.56,61,26.1105,-999,-999,-999,-999,-999,-999,-999,-999,-999,45.0071,-999,-999,-999,-999,test
+11892,United States of America,NAM,cool_moist,-68.033006,46.696431,540,19,unknown,unknown,0,0,0,0,2.9,55.5,0,0,0,0,0,0,9.5,0,30.7,0,0,0.033,0,0.078419,1.03,731,779,921,51,28.79,58,27.1657,30.0105,23.8387,27.4,19.8,34.8,40.4,47.4,45.975,33.1304,43.7572,20.6217,3139.0719,0,0,train
+11896,United States of America,NAM,cool_moist,-70.268965,43.660246,3,0,unknown,unknown,45,1.6,0,0,2.8,30.5,0,0,0,0,0,0,0,9.3,9.4,0,0,0,0,6.61594,2.54,30718,30718,30718,62,57.19,62,24.2227,28.6716,19.8349,24.8,15,33.2,40,50.2,48.8,33.0579,43.9485,83.9651,4864.1769,0.6,0.8,train
+11897,United States of America,NAM,cool_moist,-70.207324,43.561043,24,-2,unknown,unknown,74.3,1.2,0,0,1.2,11,0,0,0,0,0,0,0,7.7,3.2,0,0,0,0,1.002,2.51,15,1749,30718,10,10.3,62,33.2241,34.894,28.5764,32,24,39.5,45.5,55,52.6875,38.5448,48.3951,153.8428,10066.8067,3,0,train
+11900,United States of America,NAM,cool_moist,-68.22698,44.351697,466,290,unknown,unknown,63,6,0,0,0,30,0,0,0,0,0,0,0,0,0,0,0,0,0,0.66881,1.46,675,675,695,5,6.35,50,37.1365,-999,-999,-999,-999,-999,-999,-999,-999,-999,49.6699,-999,-999,-999,-999,val
+11907,United States of America,NAM,cool_moist,-69.785,44.230622,55,41,unknown,unknown,0,1.2,0,0,11.9,74.8,0,0,0,0,0,0,0,2.3,8.9,0,0,0,0,2.65044,1.62,1879,1879,4322,44,23.74,61,29.0511,-999,-999,-999,-999,-999,-999,-999,-999,-999,45.8182,-999,-999,-999,-999,test
+11909,United States of America,NAM,cool_moist,-69.26059,43.917955,9,0,unknown,unknown,61.3,4.5,0,0,1.3,30.8,0,0,0,0,0,0,0,0,1.2,0,0,0,0,0.110947,2.14,4,341,973,0,1.33,56,32.7277,-999,-999,-999,-999,-999,-999,-999,-999,-999,46.5418,-999,-999,-999,-999,val
+11910,United States of America,NAM,cool_moist,-70.860605,44.250922,213,93,unknown,unknown,0,0,0,0,27.5,69.5,0,0,0,0,0,0,0,0,2.2,0,0,0.003,0,0.222106,1.46,120,133,626,5,1.4,40,24.8624,-999,-999,-999,-999,-999,-999,-999,-999,-999,46.7059,-999,-999,-999,-999,train
+11911,United States of America,NAM,cool_moist,-68.647677,44.952043,4,10,unknown,unknown,0,0,0,0,2.1,90.7,0,0,0,0,0,0,0,3.1,2.8,0,0,0.008,0,7.73353,1.22,2633,4086,14524,40,24.03,63,25.6649,-999,-999,-999,-999,-999,-999,-999,-999,-999,41.3455,-999,-999,-999,-999,train
+11914,United States of America,NAM,cool_moist,-68.670752,44.735978,250,123,unknown,unknown,2.1,2.2,0,0,5.2,82.6,0,0,0,0,0,0,0,3.7,3.6,0,0,0,0,0.514598,1.34,344,380,14524,8,10.18,63,32.3313,-999,-999,-999,-999,-999,-999,-999,-999,-999,45.546,-999,-999,-999,-999,train
+11921,United States of America,NAM,cool_moist,-69.82778,44.005,3,0,unknown,unknown,7,7.8,0,0,4.2,74.3,0,0,0,0,0,0,0,2.4,3.7,0,0,0,0,6.24992,1.86,742,1904,6427,6,6.88,58,29.7939,-999,-999,-999,-999,-999,-999,-999,-999,-999,46.194,-999,-999,-999,-999,test
+11923,United States of America,NAM,cool_moist,-67.59587,44.531907,10,0,unknown,unknown,63.4,2.9,0,0,0,31.2,0,0,0,0,0,0,0,0,1.3,0,0,0,0,0.154108,1.39,81,146,415,10,4.47,33,31.5393,-999,-999,-999,-999,-999,-999,-999,-999,-999,45.6204,-999,-999,-999,-999,val
+11925,United States of America,NAM,cool_moist,-67.060728,44.963633,8.22,3,unknown,unknown,36.3,6.3,0,0,0,56.2,0,0,0,0,0,0,0,0,0,0,0,0,0,0.128859,1.24,330,480,1058,9,6.26,26,29.4684,31.4183,25.7034,29.25,21.25,36.25,42.25,48.5,46.9062,34.593,44.9503,24.4558,4267.1115,0,0,train
+11927,United States of America,NAM,cool_moist,-70.629138,43.656764,275,34,unknown,unknown,2.2,0,0,0,9.7,70.5,0,0,0,0,0,0,0,6.7,9.6,0,0,0,0,1.01145,1.79,905,1159,14248,11,13.27,61,26.5937,-999,-999,-999,-999,-999,-999,-999,51.0625,-999,46.178,-999,-999,-999,-999,train
+11929,United States of America,NAM,cool_moist,-70.87734,43.58889,3,31,unknown,unknown,0,0,0,0,13.8,81.4,0,0,0,0,0,0,0,1.3,2.3,0,0,0,0,0.742674,1.72,320,354,4782,6,6.27,52,30.1064,-999,-999,-999,-999,-999,-999,-999,-999,-999,48.3718,-999,-999,-999,-999,train
+11930,United States of America,NAM,cool_moist,-70.471034,43.343167,6,9,unknown,unknown,54.2,0,0,0,3.7,32,0,0,0,0,0,1.1,0,4.1,4.4,0,0,0,0,0.802026,2.54,974,1493,10099,17,12.91,60,32.5743,-999,-999,-999,-999,-999,-999,-999,-999,-999,49.2056,-999,-999,-999,-999,test
+11935,United States of America,NAM,warm_moist,-76.653056,38.9025,44,22,unknown,unknown,22,2.4,0,0,7.7,13.7,0,0,0,0,0,1.6,2.9,11.9,36.6,0,0,0.268,0,7.23344,4.47,1261,1588,40800,20,27.65,63,33.9089,-999,-999,-999,-999,-999,-999,-999,-999,-999,61.8662,-999,-999,-999,-999,val
+11938,United States of America,NAM,warm_moist,-76.631261,39.462024,126,28,unknown,unknown,0,0,0,0,11.1,5.4,0,0,0,0,0,0,4.1,22.3,54.8,0,0,0.002,0,27.5865,4.46,14111,36781,105473,62,59.71,63,32.477,-999,-999,-999,-999,-999,-999,-999,-999,-999,62.9005,-999,-999,-999,-999,train
+11939,United States of America,NAM,warm_moist,-76.474444,39.310833,5,16,unknown,unknown,28.6,2.8,0,0,3.1,8.8,0,0,1,0,0,2.4,3.8,31.1,17.8,0,0,0,0,125.874,5.11,17066,31259,105473,63,61.83,63,26.709,34.7863,18.6872,26.2,13.4,38,49.8,65.98,62.925,40.5294,61.7727,241.2393,20600.0961,12.8,2.2,train
+11941,United States of America,NAM,warm_moist,-76.617194,38.536722,44,44,unknown,unknown,23.8,2,0,0,12.4,13.3,0,0,0,0,0,1.3,2.7,0,43.3,0,0,0.294,0,1.96776,3.74,1320,1488,5951,32,26.72,58,35.3637,-999,-999,-999,-999,-999,-999,-999,-999,-999,60.7486,-999,-999,-999,-999,train
+11942,United States of America,NAM,warm_moist,-77.041667,39.444167,226,39,unknown,unknown,0,0,0,0,5.5,3.3,0,0,0,0,0,0,9,4.6,77.2,0,0,0.297,0,4.95408,3.81,2069,2343,27201,25,24.5,63,35.3316,-999,-999,-999,-999,-999,-999,-999,-999,-999,60.5312,-999,-999,-999,-999,train
+11943,United States of America,NAM,warm_moist,-75.86,39.701111,128,58,unknown,unknown,5,1.1,0,0,6,4.4,0,0,0,0,0,1.2,11.2,12.9,57.7,0,0,0.005,0,6.05751,4.15,1515,2945,24066,19,21.79,63,35.819,-999,-999,-999,-999,-999,-999,-999,-999,-999,61.378,-999,-999,-999,-999,test
+11944,United States of America,NAM,warm_moist,-76.811944,38.504167,49,7,unknown,unknown,10.8,2.4,0,0,15.7,13.8,0,0,0,0,0,2.1,4.4,1.7,48.1,0,0,0.359,0,3.09695,3.77,781,1622,16951,18,21.63,63,32.7217,-999,-999,-999,-999,-999,-999,-999,-999,-999,59.5892,-999,-999,-999,-999,train
+11945,United States of America,NAM,warm_moist,-76.140449,38.587635,0,6,unknown,unknown,27.4,13.4,0,0,0,14,0,0,0,0,0,4.5,8.8,0,29.5,0,0,1.218,0,0.271528,3.24,608,5811,7943,7,11.89,61,32.3807,37.192,26.5298,31.5,23.5,40,47.5,59,57.125,41.3199,56.6949,100.1329,15343.9735,1,0,train
+11947,United States of America,NAM,warm_moist,-77.37519,39.42276,92,7,unknown,unknown,0,0,0,0,13.7,1.3,0,0,0,0,0,0,15.8,3.7,65.3,0,0,1.237,0,30.2173,3.56,4219,8777,29128,62,54.78,63,31.0105,-999,-999,-999,-999,-999,-999,-999,-999,-999,60.4558,-999,-999,-999,-999,train
+11948,United States of America,NAM,cool_moist,-79.012,39.70595,776.63,4,unknown,unknown,0,0,0,0,60.2,0,0,0,0,0,0,0,1.3,0,36.7,0,0,0,0,1.13284,2.73,152,270,13967,8,7.57,60,35.7209,41.2131,30.2652,35.6,26.8,44.6,53.8,64,61.7,45.1936,58.3448,137.4136,25258.5351,7.2,0,train
+11949,United States of America,NAM,warm_moist,-76.296667,39.41,6,22,unknown,unknown,27.9,2.1,0,0,5.1,5,0,0,0,0,0,3.2,9,11,35.6,0,0,0.257,0,57.8878,4.05,199,8116,32855,54,38.52,63,33.29,-999,-999,-999,-999,-999,-999,-999,-999,-999,65.0043,-999,-999,-999,-999,train
+11950,United States of America,NAM,warm_moist,-76.203889,39.563333,395,63,unknown,unknown,14.3,1.6,0,0,9.9,5.9,0,0,0,0,0,2.1,6.2,3,56.5,0,0,0.1,0,14.0503,3.85,1480,8006,14310,26,30.7,61,35.1655,-999,-999,-999,-999,-999,-999,-999,-999,-999,61.7738,-999,-999,-999,-999,train
+11951,United States of America,NAM,warm_moist,-75.7972,39.3052,18,8,unknown,unknown,1.6,1.6,0,0,2.2,2.5,0,0,0,0,0,0,23.3,1.4,65.6,0,0,0.325,0,2.23762,3.85,424,664,8112,6,6.74,63,34.0954,-999,-999,-999,-999,-999,-999,-999,-999,-999,61.8399,-999,-999,-999,-999,test
+11952,United States of America,NAM,warm_moist,-77.106944,39.114444,126,14,unknown,unknown,0,0,0,0,8.5,12.2,0,0,1.8,0,0,0,3.5,30.1,43.6,0,0,0.57,0,3.1737,4.57,14370,38258,112882,62,61.14,63,30.1443,-999,-999,-999,-999,-999,-999,-999,-999,-999,60.9479,-999,-999,-999,-999,val
+11954,United States of America,NAM,warm_moist,-76.878333,39.055277,49,27,unknown,unknown,0,0,0,0,5.4,12.8,0,0,2.4,0,0,0,6.3,41.1,31.4,0,0,0.187,0,45.7711,5.36,21684,25531,112882,59,58.63,63,26.4499,35.6124,17.2997,25.2,12.6,37.4,50.16,67.132,63.875,41.65,62.5105,210.7423,21649.4906,14.6,1,val
+11956,United States of America,NAM,warm_moist,-76.74417,38.81194,12,5,unknown,unknown,8.4,1.7,0,0,8.7,13.1,0,0,1.2,0,0,1.1,3.8,17.4,44.3,0,0,0.044,0,10.421,4.74,4713,4713,67002,51,41.49,63,30.0789,-999,-999,-999,-999,-999,-999,-999,-999,-999,61.876,-999,-999,-999,-999,val
+11958,United States of America,NAM,warm_moist,-77.721639,39.565582,183,11,unknown,unknown,0,0,0,0,18.5,1.9,0,0,0,0,0,0,18.4,3.3,57.7,0,0,1.551,0,2.42616,3.63,6915,6968,25719,56,35.85,63,33.2151,-999,-999,-999,-999,-999,-999,-999,-999,-999,58.1839,-999,-999,-999,-999,val
+11965,United States of America,NAM,warm_moist,-76.5525,39.32889,49,46,unknown,unknown,18.7,2.2,0,0,5.4,8,0,0,0,0,0,1.8,4.4,32.7,25.3,0,0,0,0,81.2816,5.17,64533,105473,105473,63,63,63,29.7677,-999,-999,-999,-999,-999,-999,-999,-999,-999,57.2207,-999,-999,-999,-999,train
+11966,United States of America,NAM,cool_moist,-70.023598,41.975804,41,29,unknown,unknown,87.9,0,0,0,0,6.3,0,0,0,0,0,1.6,0,1.4,0,0,0,0.005,0,0.084329,2.84,582,709,2294,5,5.76,45,35.7713,36.5041,32.226,34.5,28,41,46.5,55.5,53.5625,40.0766,50.0431,93.3506,10462.1328,2,0,train
+11967,United States of America,NAM,cool_moist,-73.167428,42.63668,1140,618,unknown,unknown,0,0,0,0,72,18.3,0,0,0,0,0,0,0,1.9,7.5,0,0,0.022,0,0.753488,2.06,1986,3663,10136,8,13.91,60,38.9703,-999,-999,-999,-999,-999,-999,-999,-999,-999,52.6641,-999,-999,-999,-999,train
+11969,United States of America,NAM,warm_moist,-70.879162,41.633278,4,0,unknown,unknown,38.6,3.2,0,0,7.9,35.3,0,0,0,0,0,1.7,0,5.9,6.4,0,0,0,0,0.849809,3.42,3086,11069,49166,40,36.7,63,36.3031,-999,-999,-999,-999,-999,-999,-999,-999,-999,54.3466,-999,-999,-999,-999,test
+11970,United States of America,NAM,warm_moist,-71.169235,41.685707,59,53,unknown,unknown,20.6,3.8,0,0,14.6,32.1,0,0,0,0,0,1.9,1.1,14.5,10.6,0,0,0,0,5.17551,3.63,42886,42886,49166,62,51.25,63,32.77,34.4568,27.1953,31,23,38.5,45.5,57,55.0179,38.5536,51.5856,139.267,10749.8499,4,0.5,test
+11972,United States of America,NAM,warm_moist,-70.897504,41.645381,4,11,unknown,unknown,38.6,3.2,0,0,7.9,35.3,0,0,0,0,0,1.7,0,5.9,6.4,0,0,0,0,0.849809,3.42,11069,49166,49166,59,48.66,63,27.6926,-999,-999,-999,-999,-999,-999,-999,-999,-999,46.9516,-999,-999,-999,-999,test
+11973,United States of America,NAM,warm_moist,-70.785225,41.330469,10,8,unknown,unknown,85.4,0,0,0,4.5,5.5,0,0,0,0,0,1.3,0,0,1.8,0,0,0,0,0.160012,3.01,138,205,3295,0,1.23,31,37.008,35.7445,31.7394,33.5,27.5,40.5,46.5,55,53.625,39.288,52.3575,59.6488,9256.3889,1,0,train
+11975,United States of America,NAM,cool_moist,-70.970816,42.474642,52,18,unknown,unknown,32.6,0,0,0,0,25.8,0,0,0,0,0,1.2,0,37,1.3,0,0,0,0,96.6206,4.67,35308,59440,138551,62,60.28,63,31.1636,35.019,27.1223,31.4,23,38.6,46.2,59.4,56.9214,39.597,51.5888,142.7328,12295.663,4.4,0.2,test
+11978,United States of America,NAM,cool_moist,-70.817783,42.814412,2,0,unknown,unknown,38,2.8,0,0,2.9,37.8,0,0,0,0,0,1.1,0,10.2,5.4,0,0,0,0,3.74823,3.19,2237,5783,23075,20,21.32,62,32.2564,35.1556,26.8759,31,23.5,39,45,56,54.125,38.9558,49.5461,118.1902,10534.0776,2.5,0,test
+11979,United States of America,NAM,cool_moist,-71.10229,42.770837,0,13,unknown,unknown,2.2,1.6,0,0,3.3,60.9,0,0,0,0,0,0,0,24.6,5.4,0,0,0,0,15.2398,3.16,23075,23075,65650,61,57.33,63,30.4813,33.6039,23.2248,28.5,20,37.5,44.5,56,53.4643,37.8159,49.477,91.9869,9790.1769,0,0,test
+11982,United States of America,NAM,cool_moist,-72.555112,42.19438,79,46,unknown,unknown,0,0,0,0,30.2,32.9,0,0,0,0,0,0,1.7,21.4,12.1,0,0,0,0,8.28751,3.05,10656,27410,51598,62,59.2,63,27.7169,33.3096,21.8542,28,17.6,37,45.4,59.6,57.6643,38.1837,52.3178,169.4066,12367.0369,5.4,1.4,train
+11983,United States of America,NAM,cool_moist,-72.523109,42.400579,76,51,unknown,unknown,2.6,2,0,0,24.4,52.2,0,0,0,0,0,0,1.6,9.3,7.5,0,0,0,0,8.07364,2.69,16742,16742,27410,56,35.86,62,28.2531,-999,-999,-999,-999,-999,-999,-999,-999,-999,48.0167,-999,-999,-999,-999,train
+11984,United States of America,NAM,cool_moist,-72.334079,42.298493,312,113,unknown,unknown,2.6,2,0,0,36.6,43,0,0,0,0,0,0,0,7.7,7.1,0,0,0,0,7.9551,2.93,1763,2068,21846,6,9.45,63,32.9871,35.3655,30.5207,32.8,25.6,40,47.4,59.4,58.475,39.151,51.808,160.6977,12467.431,5.2,1.2,train
+11985,United States of America,NAM,cool_moist,-71.362068,42.62668,19.22,9,unknown,unknown,0,0,0,0,2.4,56.4,0,0,0,0,0,0,0,37.8,2.8,0,0,0,0,9.27314,2.9,10783,27683,65650,61,59.25,63,27.8989,33.5278,22.241,28.8,18.2,37.4,45.8,58.2,56.2964,38.3207,50.5277,106.6331,11766.1761,2.2,0.4,test
+11986,United States of America,NAM,cool_moist,-71.482775,42.413574,91,9,unknown,unknown,0,0,0,0,5.4,61,0,0,0,0,0,0,0,29.1,3.1,0,0,0,0,13.7354,3.17,4850,6718,46208,33,44.36,63,32.9953,-999,-999,-999,-999,-999,-999,-999,-999,-999,48.9348,-999,-999,-999,-999,test
+11990,United States of America,NAM,cool_moist,-71.11397,42.211774,192,82,unknown,unknown,8.9,0,0,0,2.3,47.2,0,0,0,0,0,0,0,38.2,1.8,0,0,0.047,0,16.2664,4.01,6024,15315,138551,56,59.74,63,35.3478,36.3552,29.6335,33,25,40.5,47.5,59,56.8125,40.3437,52.5884,120.1802,13491.3259,3,0.5,test
+11993,United States of America,NAM,cool_moist,-70.968359,42.317372,10,0,unknown,unknown,32.5,1.1,0,0,0,24.9,0,0,0,0,0,1.3,0,38,1.1,0,0,0,0,56.0452,4.59,352,14374,138551,28,38.78,63,32.7239,34.9738,26.6495,31,22.5,40,46.5,57,53.8304,39.2434,50.293,94.439,11486.5357,2.5,0,test
+11994,United States of America,NAM,cool_moist,-71.0826,42.3295,6,12,unknown,unknown,19.3,0,0,0,0,32.2,0,0,0,0,0,0,0,44.3,0,0,0,0.001,0,41.8131,4.48,102223,102223,138551,63,62.94,63,21.8601,25.4042,18.1743,21.6,13,30,37.6,50.2,47.2107,30.3235,43.442,57.8163,3923.7934,0.8,0.2,test
+11996,United States of America,NAM,cool_moist,-71.875511,42.274319,306,129,unknown,unknown,0,0,0,0,27.4,52.7,0,0,0,0,0,0,0,14.2,4.7,0,0,0,0,3.62769,2.94,20119,50673,50673,54,49.07,63,35.91,36.0839,31.2857,33.5,26.5,40.5,47,58,55.2143,39.873,51.292,123.9929,11897.3697,3,0,train
+11998,United States of America,NAM,cool_moist,-71.619399,42.099699,306,8,unknown,unknown,0,0,0,0,32.5,49.4,0,0,0,0,0,0,0,14.1,3,0,0,0,0,0.864649,3.1,2348,5919,29064,36,36.58,63,28.395,33.7375,19.308,28,15.5,37.5,45,56.21,53.6875,38.2403,50.0515,104.4067,10617.1533,1.5,0,train
+12001,United States of America,NAM,cool_moist,-86.148577,42.767786,194,18,unknown,unknown,29.9,1,0,0,7.5,4.8,0,0,0,0,0,0,7.6,4.4,43.6,0,0,0.494,0,1.02926,2.58,10466,16212,16212,53,44.52,61,37.0127,-999,-999,-999,-999,-999,-999,-999,-999,-999,60.018,-999,-999,-999,-999,train
+12003,United States of America,NAM,cool_moist,-86.109408,44.616943,222,25,unknown,unknown,28.5,1.1,0,0,15.5,27.6,0,0,0,0,0,0,0,0,24.9,0,0,0,0,0.215101,1.5,245,285,1061,25,12.35,34,35.1223,-999,-999,-999,-999,-999,-999,-999,-999,-999,52.8636,-999,-999,-999,-999,train
+12005,United States of America,NAM,cool_moist,-86.309694,42.19779,198,4,unknown,unknown,21.9,0,0,0,2.5,1.9,0,0,0,0,0,0,4.4,3.2,64.7,0,0,0.189,0,10.1543,2.83,2157,2157,14663,49,29.14,62,35.618,-999,-999,-999,-999,-999,-999,-999,-999,-999,60.1908,-999,-999,-999,-999,train
+12006,United States of America,NAM,cool_moist,-86.001629,41.89557,270,13,unknown,unknown,0,0,0,0,1.2,1.3,0,0,0,0,0,0,11.2,5.5,79.8,0,0,0.304,0,8.49046,2.79,518,1420,19279,23,18.33,62,37.803,-999,-999,-999,-999,-999,-999,-999,-999,-999,59.293,-999,-999,-999,-999,train
+12007,United States of America,NAM,cool_moist,-84.364167,46.493611,0,9,unknown,unknown,17.4,1.3,0,0,8.9,43.5,0,0,0,0,0,1.2,2.8,2.4,20.5,0,0,0.965,0,1.13885,1.11,11778,11778,11778,61,53.2,63,30.0654,-999,-999,-999,-999,-999,-999,-999,-999,-999,45.957,-999,-999,-999,-999,train
+12008,United States of America,NAM,cool_moist,-84.393795,42.798339,259,10,unknown,unknown,0,0,0,0,0,0,0,0,0,0,0,0,18.1,8.1,72.8,0,0,0.999,0,4.69766,2.55,3491,8257,28133,23,26.42,63,33.4204,-999,-999,-999,-999,-999,-999,-999,-999,-999,54.3231,-999,-999,-999,-999,train
+12014,United States of America,NAM,cool_moist,-83.670159,43.047224,220,1,unknown,unknown,0,0,0,0,0,0,0,0,0,0,0,0,8.4,9.1,78.9,0,0,0.491,0,19.7256,2.59,16724,23442,26394,63,61.7,63,33.3507,-999,-999,-999,-999,-999,-999,-999,-999,-999,54.42,-999,-999,-999,-999,test
+12015,United States of America,NAM,cool_moist,-83.461541,43.168336,256,25,unknown,unknown,0,0,0,0,2.7,1.2,0,0,0,0,0,0,7.2,2.5,85.4,0,0,0.692,0,10.386,2.4,836,1138,23442,15,13.66,63,33.9995,-999,-999,-999,-999,-999,-999,-999,-999,-999,54.6069,-999,-999,-999,-999,test
+12019,United States of America,NAM,cool_moist,-82.6429,43.836388,0,30,unknown,unknown,56.2,0,0,0,0,0,0,0,0,0,0,0,32.9,0,9.1,0,0,0.393,0,0.636431,2.07,302,324,325,19,12.55,39,35.1235,-999,-999,-999,-999,-999,-999,-999,-999,-999,51.5438,-999,-999,-999,-999,test
+12020,United States of America,NAM,cool_moist,-84.534633,42.738618,268,10,unknown,unknown,0,0,0,0,0,0,0,0,0,0,0,0,16.6,8.5,73.9,0,0,0.439,0,19.7733,2.64,23595,28133,28133,63,62.49,63,30.0623,35.3941,24.4635,29.2,20.2,38.8,48.8,62.2,59.625,39.8839,54.5063,129.355,15859.2322,5.4,0,train
+12021,United States of America,NAM,cool_moist,-85.54189,42.278067,0,1,unknown,unknown,0,0,0,0,6.1,4.4,0,0,0,0,0,0,6,6.4,74.7,0,0,0.53,0,6.29947,2.72,4969,17647,26185,62,56.98,63,33.4107,-999,-999,-999,-999,-999,-999,-999,-999,-999,57.208,-999,-999,-999,-999,test
+12024,United States of America,NAM,cool_moist,-85.671339,42.984173,186,15,unknown,unknown,0,0,0,0,3.6,2.9,0,0,0,0,0,0,5,15.4,71.9,0,0,0.362,0,10.1738,2.65,35089,45266,45266,63,62.58,63,27.473,32.9281,21.5139,27,16.6,36.8,47.6,62.6,60.3,37.7016,54.6813,154.7049,14704.5548,6.6,0.2,train
+12025,United States of America,NAM,cool_moist,-85.416608,43.176672,0,11,unknown,unknown,0,0,0,0,7.6,5.7,0,0,0,0,0,0,5.4,2.1,78.3,0,0,0.363,0,4.35447,2.26,842,938,7450,13,11.06,62,33.9643,-999,-999,-999,-999,-999,-999,-999,-999,-999,54.3326,-999,-999,-999,-999,train
+12028,United States of America,NAM,cool_moist,-83.946559,41.995568,0,18,unknown,unknown,0,0,0,0,0,0,0,0,0,0,0,0,56.4,1.1,41.5,0,0,1.931,0,6.02316,2.74,2993,5577,13892,38,28.43,60,36.4467,-999,-999,-999,-999,-999,-999,-999,-999,-999,58.5962,-999,-999,-999,-999,train
+12029,United States of America,NAM,cool_moist,-82.793463,42.731394,189,15,unknown,unknown,14.7,1.3,0,0,0,1.8,0,0,0,0,0,1.3,13,12.6,53.3,0,0,0.972,0,23.477,4.33,4113,7441,26042,53,43.18,63,33.2679,-999,-999,-999,-999,-999,-999,-999,-999,-999,58.0039,-999,-999,-999,-999,train
+12030,United States of America,NAM,cool_moist,-83.005971,42.51334,188,5,unknown,unknown,23.5,0,0,0,0,0,0,0,0,0,0,0,6.1,57.8,9.8,0,0,0,0,48.4654,4.91,30780,30780,60476,63,62.95,63,32.5386,-999,-999,-999,-999,-999,-999,-999,-999,-999,56.5807,-999,-999,-999,-999,train
+12031,United States of America,NAM,cool_moist,-86.242649,44.307,0,39,unknown,unknown,30.3,0,0,0,21.2,22,0,0,0,0,0,0,0,0,23.5,0,0,0.145,0,4.2519,1.67,399,399,4351,21,15.44,58,35.662,-999,-999,-999,-999,-999,-999,-999,-999,-999,52.4208,-999,-999,-999,-999,train
+12035,United States of America,NAM,cool_moist,-86.294415,43.953334,0,19,unknown,unknown,14.6,1.2,0,0,22.4,16.1,0,0,0,0,1,0,1.4,0,41.4,0,0,0.945,0,0.343607,1.68,459,484,5195,18,12.22,55,33.7647,-999,-999,-999,-999,-999,-999,-999,-999,-999,52.4038,-999,-999,-999,-999,train
+12037,United States of America,NAM,cool_moist,-84.891865,44.310555,0,3,unknown,unknown,4.4,0,0,0,15.6,43.8,0,0,0,0,0,0,2.6,0,31.3,0,0,0,0,0.065469,1.49,104,149,1346,0,0.64,44,31.2469,36.7446,25.828,32.25,23,40,48.25,60.5,57.3321,40.921,52.2482,114.599,14691.844,5.25,0,train
+12041,United States of America,NAM,cool_moist,-86.311083,43.278061,190,17,unknown,unknown,33.6,1.8,0,0,16.7,17.7,0,0,0,0,1.2,0,2.2,4.9,21,0,0,0,0,0.191875,2.62,2668,4513,21849,25,26.01,60,33.1204,-999,-999,-999,-999,-999,-999,-999,-999,-999,56.8222,-999,-999,-999,-999,train
+12042,United States of America,NAM,cool_moist,-83.183199,42.463063,203,8,unknown,unknown,1.5,1.3,0,0,0,0,0,0,0,0,0,0,2.9,85.1,6,0,0,0,0,49.6872,5.32,42022,55374,60476,63,63,63,31.9314,-999,-999,-999,-999,-999,-999,-999,-999,-999,57.4969,-999,-999,-999,-999,train
+12045,United States of America,NAM,cool_moist,-85.852734,42.894451,195,18,unknown,unknown,0,0,0,0,1.4,0,0,0,0,0,0,0,9.7,16,71.3,0,0,0.621,0,0.882567,2.75,10042,11355,45266,59,54.4,63,34.4963,-999,-999,-999,-999,-999,-999,-999,-999,-999,56.7311,-999,-999,-999,-999,train
+12049,United States of America,NAM,cool_moist,-82.456229,42.953336,186,8,unknown,unknown,13.5,1.2,0,0,2,1.5,0,0,0,0,0,0,36.9,6.6,37.4,0,0,0.177,0,2.60329,3.3,6030,20989,20989,62,59.79,63,32.0414,-999,-999,-999,-999,-999,-999,-999,-999,-999,54.5067,-999,-999,-999,-999,train
+12051,United States of America,NAM,cool_moist,-85.950227,46.288877,0,6,unknown,unknown,2.5,0,0,0,4.5,76,0,0,0,0,0,0,0,0,13.4,0,0,0,0,0.026917,1.19,21,21,105,0,1.05,13,34.1007,-999,-999,-999,-999,-999,-999,-999,-999,-999,51.897,-999,-999,-999,-999,val
+12056,United States of America,NAM,cool_moist,-83.599602,42.240565,0,10,unknown,unknown,0,0,0,0,0,1.5,0,0,0,0,1.2,0,18.3,22.2,55.5,0,0,0.586,0,3.62511,3.91,22138,22138,41061,61,59.74,63,33.0574,-999,-999,-999,-999,-999,-999,-999,-999,-999,56.7183,-999,-999,-999,-999,train
+12059,United States of America,NAM,cool_moist,-83.2082,42.22862,181,6,unknown,unknown,6.5,1.1,0,0,0,1.1,0,0,0,0,1.8,1.6,22.2,48.2,15.9,0,0,0.016,0,3.6634,5.39,41051,41051,55374,62,62.46,63,23.5283,29.5717,16.9465,22.25,12.25,33.25,44,58.75,56.7619,34.7621,53.1882,138.9457,11722.1762,3.6,0.4,train
+12062,United States of America,NAM,cool_moist,-83.000138,42.43084,192,10,unknown,unknown,24.1,0,0,0,0,0,0,0,0,0,0,0,12,58.2,2.8,0,0,0,0,71.9293,5.41,60476,60476,60476,63,62.7,63,33.0055,-999,-999,-999,-999,-999,-999,-999,-999,-999,59.296,-999,-999,-999,-999,train
+12068,United States of America,NAM,cool_moist,-93.20306,45.40184,280,1,unknown,unknown,0,0,0,0,0,1.1,0,0,1.2,0,0,1.2,8.6,3.4,82,0,0,0.036,0,1.61409,1.93,1022,1140,18152,15,17.89,63,28.9643,-999,-999,-999,-999,-999,-999,-999,-999,-999,50.6597,-999,-999,-999,-999,train
+12069,United States of America,NAM,cool_moist,-93.207615,45.13768,280,6,unknown,unknown,0,1.5,0,0,0,1.3,0,0,1.7,0,0,1.3,4.8,41.1,46.2,0,0,0,0,33.0795,2.67,5929,11188,71373,62,61.93,63,26.8586,32.5088,21.1395,27,16.6,36.8,45.6,57,54.9833,37.4451,51.3244,105.0356,11755.3033,1.8,0,train
+12070,United States of America,NAM,cool_moist,-95.846272,46.851811,0,5,unknown,unknown,4.1,0,0,0,2.6,4.8,0,0,1.3,0,1.7,4.4,32.4,0,47.3,0,0,1.097,0,0.430665,1.29,1201,3339,3339,46,38.15,62,30.8666,-999,-999,-999,-999,-999,-999,-999,-999,-999,50.1175,-999,-999,-999,-999,train
+12071,United States of America,NAM,cool_moist,-92.52377,46.70527,378,37,unknown,unknown,0,0,0,0,11,59.5,0,0,0,0,0,0,0,0,27.9,0,0,0,0,0.324468,1.43,199,262,3295,14,21.77,62,25.1857,-999,-999,-999,-999,-999,-999,-999,-999,-999,45.2664,-999,-999,-999,-999,test
+12073,United States of America,NAM,cool_moist,-94.1303,46.39674,381,10,unknown,unknown,5.7,1.1,0,0,10.2,23.2,0,0,4.2,0,0,1.6,2.8,1.3,49,0,0,0,0,0.324481,1.17,175,1347,4039,23,21.04,61,30.0303,-999,-999,-999,-999,-999,-999,-999,-999,-999,48.6602,-999,-999,-999,-999,train
+12076,United States of America,NAM,cool_moist,-93.012611,44.473754,300,12,unknown,unknown,0,0,0,0,0,0,0,0,0,0,0,0,80.7,0,18.5,0,0,0.054,0,0.138161,2.13,169,257,7615,18,12.75,61,30.4262,-999,-999,-999,-999,-999,-999,-999,-999,-999,51.0687,-999,-999,-999,-999,val
+12077,United States of America,NAM,cool_moist,-93.254759,44.965242,259,7,unknown,unknown,0,2.1,0,0,0,1.7,0,0,2.1,0,0,1.3,3,63.7,24,0,0,0,0,36.9963,3.14,40517,71373,71373,63,62.99,63,20.9487,-999,-999,-999,-999,-999,-999,-999,-999,-999,42.6859,-999,-999,-999,-999,train
+12079,United States of America,NAM,cool_moist,-91.495574,47.948622,528,72,unknown,unknown,4.3,5.7,0,0,0,85.9,0,0,2.2,0,0,1.4,0,0,0,0,0,0,0,0.007843,0.92,4,4,66,0,0,22,30.6378,-999,-999,-999,-999,-999,-999,-999,50.375,36.8401,46.7585,-999,-999,0,-999,train
+12080,United States of America,NAM,cool_dry,-95.81789,44.4438,361,11,unknown,unknown,0,0,0,0,0,0,0,0,0,0,0,0,99.2,0,0,0,0,0.114,0,0.146602,1.38,4479,4479,4479,54,36.17,62,32.4835,-999,-999,-999,-999,-999,-999,-999,-999,-999,52.193,-999,-999,-999,-999,train
+12081,United States of America,NAM,cool_moist,-93.75945,46.2053,393,10,unknown,unknown,25.8,0,0,0,12.6,8.5,0,0,1.9,0,0,0,1.9,0,47.9,0,0,0,0,0.123838,1.27,13,139,266,29,13.75,37,30.1676,-999,-999,-999,-999,-999,-999,-999,-999,-999,46.3233,-999,-999,-999,-999,train
+12082,United States of America,NAM,cool_moist,-92.450366,43.996908,0,7,unknown,unknown,0,0,0,0,0,0,0,0,0,0,0,0,70.2,1.9,27.7,0,0,0.037,0,1.16301,1.9,4404,11117,17385,62,53.74,63,29.3236,-999,-999,-999,-999,-999,-999,-999,-999,-999,51.4282,-999,-999,-999,-999,train
+12085,United States of America,NAM,cool_moist,-92.08936,46.81826,351,168,unknown,unknown,26.4,0,0,0,4.4,44.1,0,0,0,0,0,0,0,4,17.7,0,0,0,0,110.749,1.51,13964,14847,14847,62,53.66,63,26.4525,-999,-999,-999,-999,-999,-999,-999,-999,-999,42.1129,-999,-999,-999,-999,test
+12086,United States of America,NAM,cool_moist,-93.512534,44.791437,0,28,unknown,unknown,1.6,0,0,0,0,1.8,0,0,1.5,0,0,2.4,25.1,29.1,36.1,0,0,0.2,0,2.74468,2.36,4599,7617,33046,61,57.91,63,29.4848,-999,-999,-999,-999,-999,-999,-999,-999,-999,49.8871,-999,-999,-999,-999,train
+12087,United States of America,NAM,cool_moist,-94.13345,45.549839,0,17,unknown,unknown,0,0,0,0,0,0,0,0,0,0,0,0,40.6,2.5,54.9,0,0,0.028,0,2.42761,1.62,3426,9004,18363,59,53.71,63,28.232,-999,-999,-999,-999,-999,-999,-999,-999,-999,48.6315,-999,-999,-999,-999,test
+12089,United States of America,NAM,cool_moist,-92.85532,45.11728,319,28,unknown,unknown,0,1.3,0,0,0,4.1,0,0,1.9,0,0,1.6,13.3,9.3,66.1,0,0,0,0,10.6289,2.21,907,5696,41880,22,25.29,63,32.4402,-999,-999,-999,-999,-999,-999,-999,-999,-999,49.7042,-999,-999,-999,-999,train
+12090,United States of America,NAM,cool_moist,-92.765136,45.168004,234,19,unknown,unknown,0,1,0,0,0,4.1,0,0,1.7,0,0,1.8,15.5,3.8,69.9,0,0,0.139,0,5.49068,2.24,554,860,16349,10,13.61,62,26.3594,-999,-999,-999,-999,-999,-999,-999,-999,-999,49.0737,-999,-999,-999,-999,train
+12091,United States of America,NAM,cool_moist,-93.66921,45.20916,288,22,unknown,unknown,0,0,0,0,0,0,0,0,0,0,0,1.3,29.6,7.2,57.7,0,0,0.187,0,1.0691,2.38,1614,1954,21905,55,44.62,63,30.8379,-999,-999,-999,-999,-999,-999,-999,-999,-999,49.7402,-999,-999,-999,-999,train
+12092,United States of America,NAM,tropical_moist,-91.390405,31.560752,70,51,unknown,unknown,1.5,0,0,0,6.5,28.9,0,0,33.4,0,0,3.4,18.2,0,6.6,0,0,0.222,0,0.436858,1.73,9464,9464,9464,63,49.98,63,28.6593,-999,-999,-999,-999,-999,-999,-999,-999,-999,54.0144,-999,-999,-999,-999,train
+12095,United States of America,NAM,warm_moist,-90.723028,33.746056,0,3,unknown,unknown,0,0,0,0,0,0,0,0,0,0,0,0,97.6,0,0,0,0,1.26,4.622,0.086348,2.03,7095,7095,7095,59,36.86,60,33.5608,-999,-999,-999,-999,-999,-999,-999,-999,-999,54.3416,-999,-999,-999,-999,train
+12097,United States of America,NAM,warm_moist,-89.98783,34.82166,117,39,unknown,unknown,0,0,0,0,2.3,1.5,0,0,26,0,2.2,0,21.8,6.3,38.2,0,0,0.981,0.748,0.466681,2.75,803,805,28395,47,31.46,63,33.2552,-999,-999,-999,-999,-999,-999,-999,-999,-999,54.9256,-999,-999,-999,-999,train
+12101,United States of America,NAM,tropical_moist,-89.395916,30.300833,5,8,unknown,unknown,46.2,0,1.9,0,0,5.2,0,0,33.2,0,0,7.7,1.6,0,3,0,0,0.112,0,1.98115,2.3,3788,6915,10883,60,41.8,61,30.355,-999,-999,-999,-999,-999,-999,-999,-999,-999,51.774,-999,-999,-999,-999,train
+12103,United States of America,NAM,tropical_moist,-89.049778,30.390369,0,6,unknown,unknown,47.4,0,3.5,0,0,4,0,0,30.4,0,0,2.3,2.3,5.2,3.6,0,0,0,0,0.855433,2.48,11902,12979,12979,61,51.67,62,33.5621,-999,-999,-999,-999,-999,-999,-999,-999,-999,54.619,-999,-999,-999,-999,train
+12105,United States of America,NAM,warm_moist,-90.1412,32.385731,90,9,unknown,unknown,3.8,0,0,0,0,13.3,0,0,58.7,0,0,1.1,5.7,9.6,5.9,0,0,0,0,18.5059,2.05,16251,16683,25027,63,60.77,63,27.8164,-999,-999,-999,-999,-999,-999,-999,-999,-999,50.5663,-999,-999,-999,-999,val
+12106,United States of America,NAM,warm_moist,-90.182722,32.329111,106,20,unknown,unknown,2.9,0,0,0,0,8.8,0,0,65.8,0,0,0,5,9.8,5,0,0,0.255,0,18.5059,2.05,22631,25027,25027,63,62.91,63,25.0888,-999,-999,-999,-999,-999,-999,-999,-999,-999,49.0871,-999,-999,-999,-999,val
+12108,United States of America,NAM,tropical_moist,-88.53393,30.378287,0,6,unknown,unknown,45.1,0,2.8,0,0,6.2,0,0,25.1,0,0,10.4,0,3,4.5,0,0,0.029,0.005,0.447907,2.34,14640,14640,14640,62,58.14,63,34.0082,-999,-999,-999,-999,-999,-999,-999,-999,-999,53.8458,-999,-999,-999,-999,train
+12113,United States of America,NAM,warm_moist,-88.731491,32.364565,102,25,unknown,unknown,0,0,0,0,0,52.9,0,0,43.6,0,0,0,0,1.4,0,0,0,0.373,0,0.52262,2,9187,9187,10826,63,52.41,63,26.1132,-999,-999,-999,-999,-999,-999,-999,-999,-999,48.1793,-999,-999,-999,-999,train
+12117,United States of America,NAM,warm_moist,-88.766222,34.264917,107,19,unknown,unknown,0,0,0,0,6.3,9.7,0,0,30,0,0,0,16.6,2.1,35,0,0,0.233,0,0.330547,2.16,4911,6713,8329,61,53.63,63,30.3013,-999,-999,-999,-999,-999,-999,-999,-999,-999,51.2968,-999,-999,-999,-999,train
+12127,United States of America,NAM,warm_moist,-94.849,39.9544,341,45,unknown,unknown,0,0,0,0,0,0,0,0,0,0,0,0,60.2,3.4,35.9,0,0,0.345,0,0.307075,1.88,1048,1048,21333,41,19.25,63,37.3804,-999,-999,-999,-999,-999,-999,-999,-999,-999,56.155,-999,-999,-999,-999,train
+12128,United States of America,NAM,warm_moist,-92.31517,39.0786,221.3,9,unknown,unknown,0,0,0,0,2.7,0,0,0,0,0,0,0,26.8,2.8,66.5,0,0,1.297,0,2.44488,1.75,368,5253,19240,14,15.77,63,31.3199,-999,-999,-999,-999,-999,-999,-999,-999,-999,55.7583,-999,-999,-999,-999,train
+12129,United States of America,NAM,warm_moist,-92.09308,38.70608,262,40,unknown,unknown,0,0,0,0,12.3,0,0,0,0,0,0,0,10,2,73.4,0,0,0.145,0,3.1125,1.67,284,505,11985,20,15.38,63,36.3218,-999,-999,-999,-999,-999,-999,-999,-999,-999,54.9322,-999,-999,-999,-999,train
+12130,United States of America,NAM,warm_moist,-94.57997,38.75976,314,34,unknown,unknown,0,0,0,0,0,0,0,0,0,0,10.7,0,37.8,6.8,44.1,0,0,1.615,0,20.4795,2.36,1248,5975,25403,12,13.89,63,36.3589,-999,-999,-999,-999,-999,-999,-999,-999,-999,57.2439,-999,-999,-999,-999,train
+12131,United States of America,NAM,warm_moist,-94.035,37.69,294,9,unknown,unknown,0,1.2,0,0,0,1.5,0,0,0,0,18.2,0,20.7,0,56.4,0,0,0.613,0,0.082346,1.87,98,100,1222,0,0,47,37.3758,-999,-999,-999,-999,-999,-999,-999,-999,-999,56.7216,-999,-999,-999,-999,test
+12132,United States of America,NAM,warm_moist,-94.265373,39.407452,308,28,unknown,unknown,0,1.2,0,0,0,0,0,0,0,0,0,0,32.4,1.4,63.8,0,0,1.142,0,2.47292,2.28,1032,2982,9000,9,14.99,63,37.1721,-999,-999,-999,-999,-999,-999,-999,-999,-999,59.001,-999,-999,-999,-999,train
+12133,United States of America,NAM,warm_moist,-94.376623,39.30309,314,28,unknown,unknown,0,0,0,0,0,0,0,0,0,0,1.1,0,32.7,11.8,52.6,0,0,1.22,0,11.4599,2.63,831,883,19771,23,23.96,63,35.7826,-999,-999,-999,-999,-999,-999,-999,-999,-999,59.2387,-999,-999,-999,-999,train
+12134,United States of America,NAM,warm_moist,-94.580841,39.331913,303,28,unknown,unknown,0,1.1,0,0,0,0,0,0,0,0,1,0,36.5,11.5,48.3,0,0,1.195,0,13.0484,2.61,3303,7758,31856,30,33.57,63,35.9578,-999,-999,-999,-999,-999,-999,-999,-999,-999,60.4756,-999,-999,-999,-999,train
+12136,United States of America,NAM,warm_moist,-94.556,39.5306,291,35,unknown,unknown,0,1,0,0,0,0,0,0,0,0,0,0,49,0,49.2,0,0,0.424,0,0.34955,2.17,191,253,3303,6,7.21,60,38.0533,-999,-999,-999,-999,-999,-999,-999,-999,-999,59.5169,-999,-999,-999,-999,train
+12138,United States of America,NAM,warm_moist,-93.299886,37.256136,410,36,unknown,unknown,0,0,0,0,1.6,0,0,0,0,0,23,0,15.8,8,51,0,0,0,0,37.21,1.95,20210,26533,26533,63,54.4,63,32.938,-999,-999,-999,-999,-999,-999,-999,-999,-999,55.2752,-999,-999,-999,-999,train
+12139,United States of America,NAM,warm_moist,-93.204635,37.31951,410,29,unknown,unknown,0,0,0,0,1.8,0,0,0,0,0,15.7,0,11.7,7.1,63.2,0,0,2.427,0,12.0164,1.85,564,1094,26533,10,14.17,63,37.4667,-999,-999,-999,-999,-999,-999,-999,-999,-999,56.4095,-999,-999,-999,-999,train
+12142,United States of America,NAM,warm_moist,-94.42468,37.2385,294,21,unknown,unknown,0,0,0,0,0,0,0,0,0,0,42.1,0,29.1,2.9,24.9,0,0,3.365,0,2.15356,1.86,224,1491,14642,11,10.26,63,37.2532,-999,-999,-999,-999,-999,-999,-999,-999,-999,58.9222,-999,-999,-999,-999,train
+12144,United States of America,NAM,warm_moist,-90.39854,38.448633,194,23,unknown,unknown,0,0,0,0,14.8,1.2,0,0,2.7,0,0,0,27,24.2,28,0,0,1.451,0,2.16844,3.18,8832,12142,59243,60,57.48,63,35.6014,-999,-999,-999,-999,-999,-999,-999,-999,-999,61.3994,-999,-999,-999,-999,train
+12145,United States of America,NAM,warm_moist,-90.8647,39.0447,238,28,unknown,unknown,0,2.2,0,0,4.9,1.7,0,0,0,0,0,0,28.3,0,60.2,0,0,1.228,0,2.4905,2.19,875,932,4822,12,12.41,63,37.7529,-999,-999,-999,-999,-999,-999,-999,-999,-999,58.9825,-999,-999,-999,-999,train
+12146,United States of America,NAM,warm_moist,-91.789141,39.475136,218,10,unknown,unknown,0,1.3,0,0,0,1.1,0,0,0,0,0,1,46,0,47.9,0,0,1.121,0.007,0.070491,1.68,79,123,198,0,0,46,34.6155,35.9428,27.0906,31,23.5,39,46.5,56.5,54.625,39.4487,54.212,49.1491,11817.6604,0.5,0,train
+12147,United States of America,NAM,warm_moist,-89.69864,37.70264,151,34,unknown,unknown,0,1.2,0,0,15.7,1.5,0,0,0,0,1.1,0,37.2,0,41.1,0,0,2.455,0,1.32103,2.65,129,145,4796,5,2.26,59,38.2042,-999,-999,-999,-999,-999,-999,-999,-999,-999,58.3604,-999,-999,-999,-999,train
+12149,United States of America,NAM,warm_moist,-90.226488,38.872546,131,4,unknown,unknown,0,3,0,0,2,1.3,0,0,1,0,1.3,1.1,35.6,24.5,29.1,0,0,0.889,0,49.8902,3.52,923,13028,45213,25,30.21,63,34.1877,-999,-999,-999,-999,-999,-999,-999,-999,-999,63.354,-999,-999,-999,-999,train
+12150,United States of America,NAM,warm_moist,-90.44917,38.8994,134,4,unknown,unknown,0,4.6,0,0,5.6,2.5,0,0,1.4,0,1.4,1.4,30.4,26.9,24.3,0,0,1.677,0,18.4367,3.15,143,252,36185,15,12.26,63,33.2036,-999,-999,-999,-999,-999,-999,-999,-999,-999,60.3046,-999,-999,-999,-999,train
+12151,United States of America,NAM,warm_moist,-90.42388,37.90084,0,26,unknown,unknown,0,0,0,0,43.4,2,0,0,0,0,0,0,2.9,1.2,49,0,0,0.903,0,7.18946,2.33,221,364,5917,7,7.79,61,35.9051,-999,-999,-999,-999,-999,-999,-999,-999,-999,57.3187,-999,-999,-999,-999,train
+12154,United States of America,NAM,warm_moist,-90.7052,38.4902,160,3,unknown,unknown,0,0,0,0,33.3,2.1,0,0,3.2,0,1.2,0,8,10.5,40.8,0,0,0.638,0,0.744606,2.83,2764,3027,20679,27,29.25,63,28.6466,-999,-999,-999,-999,-999,-999,-999,-999,-999,56.3834,-999,-999,-999,-999,train
+12156,United States of America,NAM,warm_moist,-90.4759,38.7109,193,8,unknown,unknown,0,2.3,0,0,5.8,1.7,0,0,1.6,0,1.6,0,25.1,47.3,13.7,0,0,0.079,0,15.0499,3.33,14231,17830,59243,62,60.12,63,34.9233,-999,-999,-999,-999,-999,-999,-999,-999,-999,60.7897,-999,-999,-999,-999,train
+12162,United States of America,NAM,warm_moist,-93.222,36.707727,321,52,unknown,unknown,0,5.4,0,0,28.8,9.7,0,0,14.1,0,6.6,0,1.2,1.2,31.9,0,0,0.97,0,1.42406,1.58,1772,1773,1797,50,33.86,63,32.0211,-999,-999,-999,-999,-999,-999,-999,-999,-999,53.3348,-999,-999,-999,-999,val
+12167,United States of America,NAM,warm_moist,-90.198646,38.656498,137,23,unknown,unknown,0,1.6,0,0,0,0,0,0,1.4,0,1.4,0,29.6,46,18.9,0,0,0.017,0,65.7576,3.9,13912,34320,59243,63,62.97,63,26.3017,33.5606,19.7412,25,14.75,36.5,48.75,65.5,64,39.5116,60.1933,214.6454,18960.1438,14.5,1.5,train
+12169,United States of America,NAM,cool_dry,-109.455315,47.048537,1253,67,unknown,unknown,0,14.9,0,0,0,1.1,0,0,0,0,50.4,0,14.4,0,18.6,0,0,0.422,0,0.123583,0.7,563,3213,3213,41,23.69,60,30.3507,36.2648,30.3328,33.5,27.5,38.5,43.9,50,47.8125,39.2047,41.44,26.5456,7024.1092,0,0.5,train
+12172,United States of America,NAM,cool_dry,-111.987164,46.8505,1194,92,unknown,unknown,0,27.2,0,0,0,0,0,0,1.4,0,65.6,0,3.7,0,0,0,0,0.002,0,0.627359,0.75,18,27,2584,0,0,61,34.596,38.3574,31.1901,35.3333,28.3333,40.6667,45.6667,52.3333,51.3333,40.9351,47.0556,37.8659,11695.8192,0,0.6667,train
+12173,United States of America,NAM,cool_dry,-114.021499,46.842181,975,18,unknown,unknown,0,65.3,0,0,0,0,0,0,0,0,25.4,0,3.3,3.1,2.3,0,0,0.193,0,0.702244,0.76,3125,20265,20265,60,44.96,62,23.3007,30.3501,17.6772,24.3333,11,36,43.3333,52,50.125,35.3197,47.9057,41.0479,7876.8219,0,0.6667,train
+12175,United States of America,NAM,cool_dry,-107.862471,48.317507,785,80,unknown,unknown,0,0,0,0,0,0,0,0,0,0,96.5,0,2.7,0,0,0,0,0.357,0,0.033796,0.75,11,11,11,5,6.62,49,29.5831,33.7806,27.4636,31,24,36.5,41.5,48.5,47.0833,36.4284,44.9414,23.6405,5216.2278,0,0.5,test
+12176,United States of America,NAM,cool_dry,-105.370283,45.440295,943,42,unknown,unknown,0,0,0,0,0,0,0,0,0,0,99.9,0,0,0,0,0,0,0.078,0,0.023777,0.98,2,8,10,5,5.29,24,31.9059,37.576,27.3594,32.3333,25,39.6667,46.3333,52.6667,51.625,40.8313,48.3566,32.9944,11057.2465,0,0,test
+12177,United States of America,NAM,cool_dry,-104.485552,47.803392,776,25,unknown,unknown,0,0,0,0,0,0,0,0,0,0,96.1,0,3.7,0,0,0,0,0.531,0,0.05941,0.94,5,6,337,10,7.09,60,32.3591,35.488,29.2653,32.25,25.75,38.25,44.75,52.75,51.4688,38.3694,47.8399,36.9046,9285.2745,0,0,train
+12178,United States of America,NAM,cool_dry,-106.48982,45.366151,961,32,unknown,unknown,0,1.6,0,0,0,0,0,0,0,0,96.6,0,0,0,0,0,0,0.128,0,0.006244,0.91,7,35,50,0,0,0,30.4769,36.389,24.6355,30.5,22,39.25,45.5,52,51.1562,39.8878,49.268,35.4901,10372.4474,0,0,test
+12180,United States of America,NAM,warm_dry,-95.973142,41.247486,372,70,unknown,unknown,0,0,0,0,0,0,0,0,0,0,0,0,65.4,18.6,14,0,0,0.034,0,6.40561,2.88,27247,44122,44122,63,63,63,29.0328,34.6051,24.1435,28.6667,19.3333,38.6667,48.8667,60.3333,59.125,39.1676,54.9881,99.9252,16424.1462,2,0,test
+12181,United States of America,NAM,warm_dry,-95.945897,41.207958,357,48,unknown,unknown,0,0,0,0,0,0,0,0,0,0,0,0,66.3,18.8,12.9,0,0,0.034,0,6.40561,2.88,16616,27627,44122,63,61.09,63,28.4278,-999,-999,-999,-999,-999,-999,-999,-999,-999,48.5798,-999,-999,-999,-999,test
+12183,United States of America,NAM,warm_dry,-95.960967,41.306758,332,42,unknown,unknown,0,0,0,0,0,0,0,0,0,0,1,0,66.5,18.4,13,0,0,0,0,35.5018,2.74,15206,26948,44122,63,62.19,63,29.1635,-999,-999,-999,-999,-999,-999,-999,-999,-999,50.8864,-999,-999,-999,-999,test
+12185,United States of America,NAM,warm_dry,-96.677222,40.984722,384,30,unknown,unknown,0,0,0,0,0,0,0,0,0,0,0,0,92.3,6.1,0,0,0,0.85,0,36.3196,1.97,210,210,45467,8,7.99,63,28.3981,-999,-999,-999,-999,-999,-999,-999,-999,-999,47.0717,-999,-999,-999,-999,train
+12186,United States of America,NAM,cool_dry,-103.707886,41.82967,1184,101,unknown,unknown,0,0,0,0,0,0,0,0,0,0,73.8,0,24.6,1.4,0,0,0,0.517,0,0.015933,1.43,2335,5683,7313,20,24.64,63,41.3141,-999,-999,-999,-999,-999,-999,-999,-999,-999,58.408,-999,-999,-999,-999,test
+12188,United States of America,NAM,warm_dry,-118.783624,39.472471,1208,6,unknown,unknown,0,0,0,0,0,0,0,38.4,0,0,26.2,0,10.5,0,0,0,23.8,2.482,0,0.028436,1.03,7949,7949,7949,50,27.64,61,32.4777,-999,-999,-999,-999,-999,-999,-999,-999,-999,52.0119,-999,-999,-999,-999,train
+12193,United States of America,NAM,tropical_dry,-114.907406,36.391007,0,49,unknown,unknown,0,0,0,0,0,0,0,82.5,0,0,8.1,0,0,0,0,0,8.6,0,0,7.73584,1.92,21,51,20174,34,21.33,63,43.7338,-999,-999,-999,-999,-999,-999,-999,-999,-999,63.5803,-999,-999,-999,-999,test
+12194,United States of America,NAM,tropical_dry,-114.060879,36.807913,490,20,unknown,unknown,0,0,0,0,0,0,1.9,90.3,1.7,0,3.4,0,0,0,0,0,1.5,0,0,0.735471,1.11,41,69,135,54,32.99,63,35.6964,-999,-999,-999,-999,-999,-999,-999,-999,-999,56.3644,-999,-999,-999,-999,val
+12195,United States of America,NAM,tropical_dry,-115.253352,36.106372,0,58,unknown,unknown,0,0,0,0,0,0,0,71.4,0,0,3.5,0,0,19.9,0,0,4.5,0,0,0.767542,3.41,38215,38215,79833,63,63,63,34.2215,42.6533,25.7311,36.2,18.4,48.8,58.6,69.18,66.5,47.9565,65.8007,177.1679,36600.3123,12.6,0.2,test
+12196,United States of America,NAM,tropical_dry,-115.263025,36.169751,780,90,unknown,unknown,0,0,0,0,0,0,0,71.7,0,0,2.7,0,0,18.3,0,0,6.4,0,0,0.767542,3.41,38148,65970,79833,63,63,63,35.9042,42.8944,28.8793,36.6,23.2,48.6,58.2,69.424,66.5,48.1422,66.3694,181.9529,36173.1388,13.8,0.2,test
+12198,United States of America,NAM,warm_dry,-115.332714,36.173416,1021,127,unknown,unknown,0,0,0,0,0,0,0,79,0,0,1.1,0,0,14.2,0,0,3.5,0,0,0.186923,3.14,29327,37474,79833,63,59.46,63,39.3155,44.0687,34.5284,39.2,28.6,49.8,58.8,69.6,67.2,48.6667,67.2933,187.7721,36410.665,14.4,0.2,test
+12199,United States of America,NAM,tropical_dry,-115.238256,36.270583,0,46,unknown,unknown,0,0,0,0,0,0,0,75.8,0,0,2.5,0,0,14.2,0,0,6.7,0,0,9.46195,2.99,9453,32749,79833,63,63,63,37.155,43.8797,30.408,37.6,26.6,48.4,58.4,70.856,68.425,49.0192,68.8558,207.5307,38126.5963,20.2,0.2,test
+12201,United States of America,NAM,tropical_dry,-115.056305,36.142957,521,15,unknown,unknown,1.6,0,0,0,0,0,0,56,0,0,13,0,0,19,0,0,9.6,0,0,45.1133,3.29,53106,59472,79833,63,60.69,63,29.9052,39.7385,19.9994,33.5,6.75,46.5,56.25,66.5,64.2188,45.4218,62.3424,143.7978,30255.8091,7.75,0,test
+12202,United States of America,NAM,tropical_dry,-115.078725,36.141895,610,24,unknown,unknown,0,0,0,0,0,0,0,57.7,0,0,11.4,0,0,20.2,0,0,9.6,0,0,45.1133,3.29,53106,59472,79833,63,62.93,63,29.1095,39.0991,19.0853,32.25,5,45.75,55.75,66.25,64.0938,44.8649,63.4716,145.1102,29684.5887,8.5,0,test
+12203,United States of America,NAM,tropical_dry,-114.846298,35.978125,0,248,unknown,unknown,4,0,0,0,0,0,0,51.7,0,0,34.3,0,0,4.9,0,0,4.4,0,0,0.396448,1.8,5125,5819,24244,63,39.91,63,42.745,44.7509,39.9165,41.75,34.75,50,57.5,66.515,64.1473,48.0237,62.8948,140.9041,32856.8043,8.25,0,test
+12204,United States of America,NAM,warm_dry,-115.357048,35.785671,950,58,unknown,unknown,0,0,0,0,0,0,0,87.4,0,0,7.5,0,0,0,0,0,5,0,0,0.025542,1.67,156,168,168,21,14.01,62,41.2128,46.4112,35.9915,40.8,31.4,51,59.6,69,67.125,49.8777,65.0079,160.3831,39718.6198,13.6,0,test
+12206,United States of America,NAM,tropical_dry,-115.12293,36.19126,0,28,unknown,unknown,0,0,0,0,0,0,0,62.8,0,0,6.2,0,0,20.1,0,0,10,0,0,6.03368,3.54,79833,79833,79833,63,63,63,28.7014,39.2949,18.0458,31,5.2,45.4,56.4,67,64.925,45.4921,64.8778,153.961,30684.8616,9.6,0,test
+12207,United States of America,NAM,warm_dry,-115.586128,36.318874,10,545,unknown,unknown,0,4.6,0,0,0,0,1.5,82.5,6.3,0,1.3,0,0,0,0,0,3.2,0,0,0.034204,1.5,167,167,28508,10,5.3,63,54.1351,-999,-999,-999,-999,-999,-999,-999,-999,-999,70.0475,-999,-999,-999,-999,test
+12208,United States of America,NAM,warm_dry,-115.676667,36.569444,10,50,unknown,unknown,0,1,0,0,0,0,0,84.6,2,0,2.5,0,0,0,0,0,9.3,0,0,0.078824,1.2,137,166,225,25,17.17,59,44.8816,-999,-999,-999,-999,-999,-999,-999,-999,-999,62.3389,-999,-999,-999,-999,test
+12214,United States of America,NAM,warm_dry,-115.043609,35.94583,10,343,unknown,unknown,0,0,0,0,0,0,0,63.4,0,0,22.6,0,0,10.1,0,0,3.5,0,0,0.0923,2.6,60,334,59472,12,21.32,63,57.1895,-999,-999,-999,-999,-999,-999,-999,-999,-999,70.512,-999,-999,-999,-999,test
+12217,United States of America,NAM,warm_dry,-115.362234,36.357786,1,134,unknown,unknown,0,0,0,0,0,0,0,83.2,0,0,1.8,0,0,8.5,0,0,4.3,0,0,0.036333,2.17,127,625,65970,9,11.45,63,43.8436,48.5489,38.8991,42.5,35.5,52,60.5,73,69.1875,52.2708,68.7387,253.2333,45849.0476,19.5,0.5,test
+12220,United States of America,NAM,warm_dry,-119.247741,39.602787,1271,31,unknown,unknown,0,0,0,0,0,0,0,32.4,0,0,58.3,0,0,0,0,0,7.3,0,0,0.659776,1.27,613,650,658,56,33.02,62,37.7863,-999,-999,-999,-999,-999,-999,-999,-999,-999,57.811,-999,-999,-999,-999,train
+12221,United States of America,NAM,warm_dry,-119.807717,39.525083,1341,24,unknown,unknown,0,10.7,0,0,0,0,0,22.3,5.6,0,45.5,0,0,14.3,0,0,0,0,0,0.481706,1.55,39975,39975,39975,63,62.9,63,30.1547,37.7911,22.7553,32.4,14.2,44.2,53.4,63.8,61.4286,42.7525,61.9533,113.9176,25201.8317,3,0,train
+12222,United States of America,NAM,cool_dry,-119.775354,39.469219,1341,21,unknown,unknown,0,14.1,0,0,0,0,0,19.8,6.3,0,43.4,0,1.2,14.1,0,0,0,0,0,2.71878,1.41,17862,20565,39975,63,59.76,63,29.2276,38.7899,19.7637,30.4,12.6,44.2,53.8,63.8,61.85,43.8428,61.9424,113.1856,26608.8516,2.2,0,train
+12223,United States of America,NAM,cool_dry,-119.739606,39.399837,1341,37,unknown,unknown,0,15.7,0,0,0,0,0,19.7,4.6,0,43.3,0,1.4,13.9,0,0,0,0,0,1.19295,1.11,1091,3031,39975,53,38.54,63,33.5385,39.9218,27.2245,34,22.6,44.8,53.6,62.968,61.225,44.2296,60.2676,101.0133,25583.6726,1.6,0,train
+12224,United States of America,NAM,warm_dry,-119.746761,39.540917,1341,7,unknown,unknown,0,7.1,0,0,0,0,0,23.7,4.4,0,49.8,0,0,14,0,0,0,0.09,0,3.91597,1.59,8192,28753,39975,63,61.31,63,27.8066,38.0153,17.7207,30,6,44.4,53.6,64.2,61.8536,43.5075,62.6378,121.4046,25852.7291,2.6,0,train
+12225,United States of America,NAM,cool_dry,-119.956738,39.250409,1957,69,unknown,unknown,19.7,36.7,0,0,0,1.2,0,4,6,0,24.4,0,1.9,4.5,0,0,0,0,0,0.930833,0.57,3288,3288,12052,46,17.1,63,37.8101,41.242,34.4009,38.4,31.2,44.8,51.2,59,57.575,44.983,54.9044,66.5056,20816.0935,0.2,0,train
+12226,United States of America,NAM,cool_dry,-119.840025,39.645264,1341,5,unknown,unknown,0,7.9,0,0,0,0,0,28.4,2.3,0,46.7,0,0,13.2,0,0,0,0,0,11.2197,1.4,2438,5073,39975,33,36.5,63,33.9503,42.6341,25.344,37.8,20.6,47.2,55,63.6,61.725,46.8777,60.4048,102.2167,29997.2909,2.8,0,train
+12228,United States of America,NAM,cool_dry,-119.731702,39.167247,1408,4,unknown,unknown,5.9,15.1,0,0,0,0,0,14.3,12.5,0,39.9,0,5.3,5.2,0,0,0,0,0,0.660256,0.9,6929,11911,12052,55,42.02,63,34.7086,-999,-999,-999,-999,-999,-999,-999,-999,-999,59.0827,-999,-999,-999,-999,train
+12230,United States of America,NAM,cool_dry,-119.7661,39.1447,1408,27,unknown,unknown,7,13.7,0,0,0,0,0,12.8,13,0,38.6,0,7.5,5.3,0,0,0,0,0,0.660256,0.9,11911,12052,12052,63,48.75,63,39.5321,-999,-999,-999,-999,-999,-999,-999,-999,-999,58.1971,-999,-999,-999,-999,train
+12232,United States of America,NAM,cool_moist,-71.496361,43.566111,220.7,49,unknown,unknown,7.3,3.8,0,0,20.8,63.1,0,0,0,0,0,0,0,2.2,2,0,0,0,0,2.88977,1.61,3101,4310,4310,35,32.19,57,31.5927,-999,-999,-999,-999,-999,-999,-999,-999,-999,47.4009,-999,-999,-999,-999,train
+12234,United States of America,NAM,cool_moist,-72.272389,42.930472,152.7,30,unknown,unknown,0,0,0,0,22.7,74,0,0,0,0,0,0,0,1.9,1.2,0,0,0,0,0.645526,1.86,6830,6830,6830,49,31.24,57,23.818,30.7493,16.7728,24.8,10.6,34.8,43,54.4,52.5417,35.766,47.8235,73.1252,8164.1494,0.4,0,test
+12235,United States of America,NAM,cool_moist,-71.30375,44.270167,1913.71,971,unknown,unknown,0,0,0,0,28.8,69.7,0,0,0,0,0,0,0,0,0,0,0,0,0,0.076174,1.32,51,60,517,0,0,45,42.9297,42.6781,43.1701,43.4,36.4,49.2,55,62.6,60.7179,47.2127,56.7876,106.1078,22830.3466,1.4,0.2,train
+12236,United States of America,NAM,cool_moist,-71.217694,44.308167,450.9,129,unknown,unknown,0,0,0,0,30.4,67.9,0,0,0,0,0,0,0,0,0,0,0,0.008,0,0.097586,1.39,111,136,1938,0,0.04,53,26.9583,-999,-999,-999,-999,-999,-999,-999,-999,-999,47.2194,-999,-999,-999,-999,train
+12239,United States of America,NAM,cool_moist,-72.309583,43.629611,178.1,0,unknown,unknown,0,0,0,0,32.5,63.6,0,0,0,0,0,0,0,1.4,2.3,0,0,0,0,0.955842,1.59,1235,3182,3182,40,27.09,55,24.5041,29.89,19.0571,25.2,13.4,34.4,42.4,52.8,52.1,34.5566,47.1489,58.3452,6760.2096,0,0,val
+12245,United States of America,NAM,cool_moist,-71.522427,42.718664,87.5,14,unknown,unknown,0,0,0,0,3.4,69.8,0,0,0,0,0,0,0,22.4,3.8,0,0,0,0,3.87841,2.73,9467,19767,65650,45,42.47,63,28.8504,-999,-999,-999,-999,-999,-999,-999,-999,-999,50.1129,-999,-999,-999,-999,test
+12246,United States of America,NAM,cool_moist,-71.878389,42.86175,701.2,261,unknown,unknown,0,0,0,0,11.7,84.9,0,0,0,0,0,0,0,1.8,1.5,0,0,0,0,0.835319,2.28,557,839,4223,6,6.91,58,37.1457,38.0594,36.2527,36.4,30.4,43,49.8,60.676,59.4,41.7,52.3022,134.9979,13806.0816,4,0.2,test
+12249,United States of America,NAM,cool_moist,-71.5145,43.2185,110.3,18,unknown,unknown,0,0,0,0,9.9,80.6,0,0,0,0,0,0,0,5.2,3,0,0,0,0,2.24011,1.92,5232,10429,14984,59,51.74,62,28.4851,-999,-999,-999,-999,-999,-999,-999,-999,-999,48.0079,-999,-999,-999,-999,train
+12253,United States of America,NAM,cool_moist,-70.748,43.075333,10.8,0,unknown,unknown,43.4,1.9,0,0,2.4,36.2,0,0,0,0,0,0,0,9.1,5.3,0,0,0,0,10.8121,2.77,4590,12063,12063,61,49.47,62,28.723,33.4479,23.9164,29.4,20.2,37.2,44.8,55.868,54,37.6347,48.0544,106.2573,9703.1148,2.6,0.4,test
+12255,United States of America,NAM,cool_moist,-70.713806,43.045278,11.5,0,unknown,unknown,48.9,1.9,0,0,1.9,30.8,0,0,0,0,0,1.1,0,9.4,5.2,0,0,0,0,10.8121,2.77,0,750,12063,13,20.49,62,31.9118,-999,-999,-999,-999,-999,-999,-999,-999,-999,47.9661,-999,-999,-999,-999,test
+12256,United States of America,NAM,cool_moist,-71.380172,42.862536,123,45,unknown,unknown,0,0,0,0,3.9,68.7,0,0,0,0,0,0,0,22.7,3.8,0,0,0.043,0,18.0905,2.77,5297,5297,65650,50,44.38,63,30.5843,35.7776,25.3287,31,21.75,39.5,46.75,58.125,55.9688,39.9743,50.3572,109.5544,12893.3262,1.75,0.25,test
+12260,United States of America,NAM,warm_moist,-74.448736,39.464872,5,6,unknown,unknown,42.3,5.9,0,0,0,30.7,0,0,0,0,0,4.5,1.2,5.9,5.9,0,0,0.013,0.022,11.2929,4.2,1418,5833,28955,24,28.95,63,32.1474,37.0867,27.1746,32,22.8,40.6,49.6,62.2,59.925,41.1017,55.9857,149.4918,17431.927,6.2,0.4,test
+12263,United States of America,NAM,warm_moist,-73.991994,40.870436,1,3,unknown,unknown,9.9,3.1,0,0,1.2,3.2,0,0,0,0,0,1.4,0,78.3,0,0,1,0.001,0.002,157.699,11.35,63132,283098,387713,63,63,63,24.9625,32.1258,15.8566,23.5,8.5,35,47,67.5,63.375,38.7433,57.4707,263.0114,17755.4339,14,1.5,train
+12265,United States of America,NAM,warm_moist,-75.125291,39.934446,4,-1,unknown,unknown,0,2,0,0,1.7,7.4,0,0,2.4,0,0,0,6.7,66.3,12.2,0,0,0.015,0,25.6187,6.36,57429,93234,124031,63,63,63,26.9689,31.3426,19.5594,25.5,15.5,35,44.55,58,55.75,36.6033,58.4657,127.724,11911.7306,2,0,test
+12267,United States of America,NAM,warm_moist,-74.861491,39.68425,33,10,unknown,unknown,0,0,0,0,3.1,49.9,0,0,1,0,1.1,0,9.5,13.9,21,0,0,0.507,0,2.24446,4.33,2924,4518,25812,33,31.97,63,32.7816,40.5562,25.1842,32,22,42,54.5,71.5,67.5625,45.3116,60.2274,319.3205,29120.3539,22.5,2.5,train
+12268,United States of America,NAM,warm_moist,-75.025204,39.422273,22,11,unknown,unknown,1.5,5.8,0,0,3.8,42.7,0,0,0,0,1.1,1.4,11.5,3.7,27.6,0,0,0.419,0,0.426871,4.02,9235,9235,22817,61,50.5,61,28.0154,35.1071,20.6641,27.8,16.8,38.4,48.8,62.316,59.675,40.3299,55.3648,156.8894,17328.3208,6.8,0,val
+12269,United States of America,NAM,warm_moist,-74.192892,40.720989,27,30,unknown,unknown,8.9,2.3,0,0,2.5,1.6,0,0,0,0,0,0,0,80.6,1.2,0,1.2,0.037,0.076,101.497,11.04,87149,131641,379549,63,63,63,23.8768,29.6547,17.9101,22.8,11,33.8,45.2,64.2,60.625,35.8515,57.1072,214.8023,14302.6653,11.2,0.8,train
+12272,United States of America,NAM,warm_moist,-75.212119,39.800339,12,18,unknown,unknown,2.2,1.1,0,0,2.7,7.4,0,0,1.6,0,0,0,14.1,39.1,30.9,0,0,1.469,0,18.6227,5.7,9491,16570,124031,60,59.61,63,30.3071,38.6986,21.3787,29.5,17.5,41,53,71.5,67.5625,44.5186,60.8568,338.9202,27042.7313,20.5,4.5,test
+12273,United States of America,NAM,warm_moist,-74.126081,40.67025,3,0,unknown,unknown,20,2.7,0,0,1.4,1.2,0,0,0,0,0,1.2,0,70.7,0,0,1.2,0.01,0,83.6538,11.31,56145,65431,379549,63,62.99,63,23.1622,29.5422,16.9222,22.25,10.5,33.25,44.75,63.84,60.2946,35.5854,56.9911,242.4323,13840.5932,10,1.5,train
+12274,United States of America,NAM,warm_moist,-74.806671,40.515262,45,9,unknown,unknown,0,0,0,0,19.8,3.6,0,0,0,0,0,0,1.6,16.8,57.1,0,0,0.224,0,1.33128,4.33,2688,7157,19808,40,39.28,63,26.965,35.115,18.7054,27,13.8,38,49,65.6,63.5071,40.5619,59.1534,191.5269,18992.6657,12.2,0.2,test
+12275,United States of America,NAM,warm_moist,-74.742644,40.283092,30,24,unknown,unknown,0,1.3,0,0,9.8,5.3,0,0,1.1,0,0,0,7.6,28.6,46,0,0,0.008,0,30.2848,4.94,12591,45031,50601,61,60.09,63,27.2038,35.1498,19.1453,27.2,14.6,38,49.8,66.732,63.525,40.53,60.1676,235.0084,19930.9867,13.6,0.8,test
+12278,United States of America,NAM,warm_moist,-74.429439,40.462182,19,26,unknown,unknown,3.2,0,0,0,8.5,5.1,0,0,0,0,0,0,4.4,55.9,20.7,0,0,0.025,0,14.4185,6.48,14582,48042,50686,62,61.92,63,27.8398,35.1061,20.4336,27.6,15.2,38.4,50,67.6,65.475,40.6925,61.3961,247.9532,20612.0168,14.6,1.8,train
+12279,United States of America,NAM,warm_moist,-74.0051,40.277647,8,12,unknown,unknown,59,1.7,0,0,3.5,4.9,0,0,0,0,0,0,1.3,16.9,11.3,0,0,0,0,11.2745,6.63,8289,21504,36801,62,52.58,63,32.7603,-999,-999,-999,-999,-999,-999,-999,-999,-999,58.7051,-999,-999,-999,-999,test
+12280,United States of America,NAM,cool_moist,-74.676301,40.787628,278,123,unknown,unknown,0,0,0,0,43.8,4.6,0,0,0,0,0,0,0,23.3,26.4,0,0,0,0,3.80681,4.4,2714,3064,26828,49,40.36,63,32.9062,36.4283,29.3422,32,24.2,40.2,49.8,64.2,62.025,40.961,57.5023,179.2115,17645.1161,8,0.4,train
+12281,United States of America,NAM,warm_moist,-74.44405,40.06483,41,11,unknown,unknown,0,1.2,0,0,6.8,34.4,0,0,1.4,0,0,0,6.4,17.8,31.6,0,0,0.103,0,3.04291,5.03,1047,2104,26174,10,13.71,63,32.2486,-999,-999,-999,-999,-999,-999,-999,-999,-999,58.1271,-999,-999,-999,-999,test
+12282,United States of America,NAM,warm_moist,-74.255544,41.058617,307,162,unknown,unknown,0,1.6,0,0,38.2,5.6,0,0,0,0,0,0,0,53,1.5,0,0,0.018,0.038,13.5073,5.03,5454,10243,89367,46,51.18,63,34.4487,-999,-999,-999,-999,-999,-999,-999,-999,-999,53.6474,-999,-999,-999,-999,train
+12286,United States of America,NAM,cool_moist,-75.067815,40.92458,146,46,unknown,unknown,0,0,0,0,60.2,3.5,0,0,0,0,0,0,1.2,3.4,31.6,0,0,0.004,0,1.04378,3.32,928,1452,11353,23,19.55,61,19.6776,27.8539,11.3262,18.25,2.75,31.25,42,56.5,53.2396,34.8413,50.8778,113.6185,9465.6989,2.25,0,train
+12288,United States of America,NAM,warm_dry,-106.5852,35.1343,1592.5,75,unknown,unknown,0,5.6,0,0,0,0,3.4,34.7,2.5,0,30.5,0,2.2,20.9,0,0,0,0,0,19.8703,2.02,37939,38094,46710,63,63,63,32.4141,40.237,24.4508,34,20,45,54.2,64,62.2,45.4439,62.764,113.4039,27586.3758,2.8,0,train
+12289,United States of America,NAM,warm_dry,-106.578785,35.0631,1616,66,unknown,unknown,0,5.3,0,0,0,0,4.1,32.4,2.8,0,32.1,0,2.6,20.6,0,0,0,0,0,6.09721,1.98,30457,36886,46710,63,55.67,63,33.1134,41.9334,24.2179,35.2,20.4,46.8,55.2,64.2,62.625,47.167,62.036,116.6351,31146.8072,3.4,0,train
+12290,United States of America,NAM,warm_dry,-106.69715,35.1539,1557.5,42,unknown,unknown,0,1.9,0,0,0,0,0,36.3,0,0,37.5,0,2.1,20.7,0,0,0,0,0,9.56293,1.91,20141,22684,46710,63,60.98,63,33.0431,43.352,25.3658,35.25,21.5,47.25,56.25,65.905,63.4375,48.5784,59.9698,124.8715,34216.2473,6.75,0,train
+12292,United States of America,NAM,warm_dry,-106.65739,35.01708,1508,23,unknown,unknown,0,2.1,0,0,0,0,2.2,33.9,0,0,36.8,0,3.3,20.6,0,0,0,0,0,3.69843,1.97,1630,22004,46710,63,54.01,63,31.2971,41.4541,21.0912,33.4,15.4,45.8,54.8,63.4,61.625,46.6819,61.3218,112.585,30170.3081,2.6,0,train
+12293,United States of America,NAM,warm_dry,-106.76151,35.06407,1638,137,unknown,unknown,0,0,0,0,0,0,0,38.1,0,0,38.3,0,2.4,20.4,0,0,0,0,0,0.069656,1.9,9907,27363,46710,60,48.36,63,37.163,44.1623,30.1665,37.2,27.15,47.2,55.6,64.6,62.925,48.6058,61.9623,117.4867,33372.8311,4.6,0,train
+12295,United States of America,NAM,cool_dry,-106.50815,35.1852,1806.5,174,unknown,unknown,0,5.6,0,0,0,0,3.9,42.2,3.8,0,24.5,0,1.4,18.4,0,0,0,0,0,19.8703,2.02,2678,7144,46710,60,43.99,63,40.9355,45.4978,36.3396,40.8,32.95,48.8,56,64.8,63.15,49.1592,63.243,130.8855,34722.2796,8.8,0,train
+12296,United States of America,NAM,warm_dry,-106.613815,35.19324,1523,5,unknown,unknown,0,5.1,0,0,0,0,2.4,38.4,2,0,29.5,0,1.9,20.5,0,0,0,0,0,9.56293,1.91,7316,13988,46710,63,59.95,63,29.7801,41.0783,20.6727,32.25,15.5,45.5,55,64.5,62.4062,46.9552,58.8906,115.1192,30044.8747,3.5,0,train
+12298,United States of America,NAM,warm_dry,-106.630556,31.930556,1204,3,unknown,unknown,0,0,0,0,0,0,0,82.7,0,0,0,0,6.4,10.5,0,0,0,0.424,0,0.059365,1.84,3564,5786,41622,43,39.26,63,30.532,39.828,21.1846,31.8,17.8,42.8,50.86,60.8,58.85,44.9422,57.0784,102.9509,22272.9733,2.8,0,train
+12299,United States of America,MCA,warm_dry,-106.5575,31.795833,0,11,unknown,unknown,0,0,0,0,0,0,0,72.5,0,0,0,0,2.4,21.1,0,0,4,0,0.032,5.01078,2.78,7422,13194,46290,63,57.32,63,31.0741,39.3151,22.8355,32.4,19,43.2,52,62.4,60.575,44.9576,59.3226,125.2991,24237.7153,2.6,0,train
+12301,United States of America,NAM,warm_dry,-106.409167,32.041111,1250,5,unknown,unknown,0,0,0,0,0,0,0,92.5,0,0,0,0,2,4.7,0,0,0,0,0,5.68709,1.64,1403,1450,27519,28,19.35,63,37.67,44.2123,31.1659,38,28.2,47,54.9,63.012,61.65,48.3238,59.9857,118.416,31183.9724,2.4,0,train
+12302,United States of America,MCA,warm_dry,-106.583889,31.796111,1219,18,unknown,unknown,0,0,0,0,0,0,0,75.6,0,0,0,0,2.9,19.2,0,0,2.4,0,0.032,5.01078,2.78,7422,13194,46290,60,46.52,63,34.4312,42.7495,26.1443,34.8,24,45.2,54.2,65.4,63.4417,47.5155,62.355,161.9392,30243.4388,5.8,0.2,train
+12303,United States of America,MCA,warm_dry,-106.682778,31.787778,1280,9,unknown,unknown,0,0,0,0,0,0,0,84.8,0,0,0,0,2.9,11.5,0,0,0,0,0,1.7811,2.35,7684,10748,41622,52,20.59,63,36.8105,44.2048,29.4021,37,26.8,47,55.4,65.6,64.05,48.9919,61.7108,152.3936,33880.7576,10.6,0,train
+12304,United States of America,NAM,warm_dry,-106.767778,32.3175,1219,26,unknown,unknown,0,0,0,0,0,0,0,87.5,0,0,0,0,6.5,4.4,0,0,0,0,0,2.81458,1.32,29913,29913,29913,63,61.99,63,31.5202,40.334,22.6607,32.6,19,44.4,52.4,60.8,58.825,45.7483,57.9251,83.3134,24729.0889,0.2,0,train
+12306,United States of America,NAM,warm_dry,-104.262222,32.38,780,34,unknown,unknown,0,0,0,0,0,0,0,94.6,0,0,0,0,3.5,0,0,0,0,0,0,0.227282,1.35,432,2268,9614,40,33.65,63,34.2032,41.5353,26.8911,33.6,24.2,43.2,52.6,64.136,62.225,45.3204,60.4438,117.39,25727.3452,4.2,0,train
+12307,United States of America,NAM,warm_dry,-104.4406,32.1783,1349,199,unknown,unknown,0,0,0,0,0,0,0,99.7,0,0,0,0,0,0,0,0,0,0,0,0.059158,1.19,24,24,1000,0,0.12,39,45.4549,-999,-999,-999,-999,-999,-999,-999,-999,-999,60.5932,-999,-999,-999,-999,train
+12308,United States of America,NAM,warm_dry,-108.124444,32.691944,1823,44,unknown,unknown,0,0,0,0,0,0,4.6,66.8,2,0,24.6,0,0,0,0,0,0,0,0,0.049291,0.8,55,74,6166,24,9.62,61,39.4361,43.8369,35.0366,40.6,32.8,47.2,52.8,59.8,58.2179,46.5375,56.2101,81.8467,25691.7178,1.2,0,train
+12309,United States of America,NAM,warm_dry,-103.122917,32.726656,1110.1,13,unknown,unknown,0,0,0,0,0,0,0,61.3,0,0,13.4,0,24.4,0,0,0,0,0.218,0,16.2888,1.6,6729,9894,9894,61,44.48,63,30.6663,37.1308,24.1793,29.8,21.4,39.4,48.6,58.4,56.5988,40.9462,53.7958,78.775,16729.495,1.8,0,test
+12311,United States of America,NAM,warm_dry,-107.7227,32.2558,1313,13,unknown,unknown,0,0,0,0,0,0,0,95.8,0,0,1.5,0,1,1.5,0,0,0,0.478,0,0.023357,1.17,2242,2242,3617,35,27,62,33.9974,42.6561,25.3389,35.4,23.8,45.2,52.4,59.6,58.125,46.406,56.1347,75.8156,27336.7873,1.2,0,train
+12312,United States of America,NAM,cool_dry,-106.698369,36.187742,2229,141,unknown,unknown,0,45,0,0,0,0,0,2.8,8.6,0,41,0,0,0,0,0,0,0.002,0,0.014177,1.08,12,12,50,5,0.47,6,40.5191,-999,-999,-999,-999,-999,-999,-999,58.875,49.0019,58.7093,-999,-999,1.5,-999,test
+12313,United States of America,NAM,warm_dry,-106.548333,35.299444,1544,8,unknown,unknown,0,5.1,0,0,0,0,1.3,52.1,1.4,0,23,0,1.3,15.6,0,0,0,0,0,32.7301,1.87,2485,8055,46710,46,33.18,63,30.9215,39.5651,22.2497,32.3,18.8,43,51,59.2,57.4,44.4493,56.8918,66.9328,21412.01,0,0,train
+12316,United States of America,NAM,warm_dry,-106.724444,35.615278,1707,52,unknown,unknown,0,14,0,0,0,0,3.7,58.5,7.1,0,16.2,0,0,0,0,0,0,0,0,0.41825,1.12,50,50,420,13,5.04,14,38.9283,43.1789,34.8956,39,33,46,52.5,61,59.5,47.015,57.1408,72.8876,23340.0664,1,0,train
+12317,United States of America,NAM,warm_dry,-107.976944,36.742222,1713,70,unknown,unknown,0,0,0,0,0,0,0,28.7,0,0,62.8,0,5.7,2.8,0,0,0,0,0,0.628863,3.3,286,530,12362,50,29.34,63,27.2782,38.4297,16.04,28,9,42.4,53,62.4,60.55,44.0008,60.5775,93.6809,25176.1334,1.6,0,test
+12318,United States of America,NAM,cool_dry,-107.65158,36.80973,1950,93,unknown,unknown,0,0,0,0,0,0,0,6.3,2.2,0,90.4,0,0,0,0,0,0,0,0,5.06565,2.55,98,285,316,0,2.36,12,33.9876,43.6527,24.2306,34.2,21.8,46.4,55.6,65.2,63.125,47.7017,63.275,124.8959,33156.1659,5.6,0,test
+12319,United States of America,NAM,warm_dry,-108.4725,36.796667,1678,79,unknown,unknown,0,0,0,0,0,0,0,55.9,0,0,28.5,0,4.6,1,0,0,9.9,0,0,0.074569,4.26,391,407,6852,16,15.2,63,35.0958,42.3786,27.7973,36,24.2,46.2,54,61.8,60.8,46.3003,59.2715,93.4486,28421.1747,1.4,0,test
+12321,United States of America,NAM,warm_dry,-106.07968,35.61975,1930,54,unknown,unknown,0,4.5,0,0,0,0,0,24.7,4.2,0,62.9,0,0,2.3,0,0,0,0,0,1.37826,1.28,2712,4269,21026,44,37.9,63,38.2504,44.3642,32.1211,38.4,30.2,47,54,61.4,59.8,48.2319,58.6054,85.6708,30096.5705,1.2,0,train
+12322,United States of America,NAM,warm_dry,-106.7396,34.8147,1489,7,unknown,unknown,0,0,0,0,0,0,0,41.4,0,0,47.4,0,6.1,5.1,0,0,0,0,0,0.182181,1.65,850,1583,12888,61,45.34,63,32.2332,41.5831,22.8102,32.8,18.2,45.6,54.78,62.8,61.3,46.8089,60.2527,103.7743,29676.3501,4,0,train
+12324,United States of America,NAM,cool_moist,-73.75733,42.68075,101,79,unknown,unknown,0,0,0,0,31.1,25.9,0,0,0,0,0,0,0,19.4,22.7,0,0,0.1,0,12.177,2.86,8477,21437,44744,63,61.5,63,28.5657,33.1873,24.0582,29,19.2,37.45,46,59.2,57.625,37.5578,50.9322,108.5428,11951.59,3,0.2,train
+12328,United States of America,NAM,warm_moist,-73.902,40.81618,17,15,unknown,unknown,14,4,0,0,0,3.1,0,0,0,0,0,1.6,0,73.3,1.1,0,1,0,0,157.699,11.35,181606,387713,387713,63,63,63,21.0901,26.5035,17.6027,21,11.5,30.5,41,55.84,53.0625,31.6154,49.3145,140.2206,8600.7571,4.5,0,train
+12329,United States of America,NAM,warm_moist,-73.87809,40.8679,31,34,unknown,unknown,13.5,3.4,0,0,1.2,3.7,0,0,0,0,0,1.4,0,72.8,2,0,0,0,0,290.068,11.4,209014,387713,387713,63,63,63,23.7184,29.1194,18.2636,22.4,12.4,32.8,43.2,61,58.375,34.7385,56.9517,179.3978,11963.6991,7.6,0.8,train
+12330,United States of America,NAM,cool_moist,-79.31881,42.49963,180,25,unknown,unknown,46.9,0,0,0,20.6,0,0,0,0,0,0,0,0,0,29.6,0,0,0.168,0,2.25333,2.03,7470,7470,7470,48,32.08,56,32.8732,37.2214,28.5975,32.6,24.4,40.8,49.6,63.4,60.9893,41.7109,56.8941,161.7573,17885.7257,8.4,0.4,train
+12331,United States of America,NAM,cool_moist,-79.58961,42.29071,322,201,unknown,unknown,32.1,0,0,0,28.2,1.1,0,0,0,0,0,0,0,0,36.4,0,0,0,0,1.00391,1.73,481,626,3015,8,11.35,46,36.5466,39.1723,34.0243,35,28,43.6667,53.6667,67,63.7917,43.4109,58.8836,196.3066,21327.3699,13,0.3333,train
+12332,United States of America,NAM,cool_moist,-76.80221,42.11096,262,40,unknown,unknown,0,0,0,0,49.1,1.5,0,0,0,0,0,0,1.2,2.5,45.5,0,0,0,0,0.77031,1.85,20018,20018,20018,58,43.41,59,26.433,33.9041,19.0814,26.6667,13.6667,37,47,60.3333,58.5417,39.0978,53.059,97.856,13982.1813,2.6667,0,val
+12333,United States of America,NAM,cool_moist,-73.74136,41.78555,98,48,unknown,unknown,0,0,0,0,63.7,4.1,0,0,0,0,0,0,0,5.6,25.4,0,0,0,0,4.82481,2.85,513,1758,20972,12,13.14,62,28.0897,33.9877,22.3599,28.4,18.4,36.6,45.2,58.8,56.5083,38.1249,51.8587,140.149,11691.9987,4,0.4,train
+12335,United States of America,NAM,cool_moist,-78.77153,42.99328,184,5,unknown,unknown,7,1.6,0,0,5.2,2,0,0,1.1,0,0,0,4.6,25.2,51.9,0,0,0.098,0,44.5195,2.96,18642,28782,55485,63,62.97,63,30.4932,36.2099,24.9173,30.2,21.6,39,48,62.752,60.4833,40.4038,54.531,132.014,15929.1383,6.4,0,val
+12337,United States of America,NAM,cool_moist,-73.8589,44.39308,599,398,unknown,unknown,0,0,0,0,27.4,71.5,0,0,0,0,0,0,0,0,0,0,0,0,0,0.629984,1.19,123,133,494,6,4.61,52,35.1259,35.7542,34.5412,34.6,28,41.8,48.4,58.168,55.4,39.6854,50.2546,98.1546,10033.1605,1.6,0,train
+12341,United States of America,NAM,cool_moist,-74.695005,44.980577,3,7,unknown,unknown,5.5,1.9,0,0,21.4,20.9,0,0,0,0,0,0,3.6,1.2,44.1,0,0,0,0,0.254408,1.94,754,4865,9520,31,28.38,62,18.2536,-999,-999,-999,-999,-999,-999,-999,-999,-999,35.0832,-999,-999,-999,-999,train
+12342,United States of America,NAM,cool_moist,-74.51625,43.44957,519,6,unknown,unknown,0,0,0,0,66.8,32.5,0,0,0,0,0,0,0,0,0,0,0,0.174,0,0.091903,1.36,5,20,146,7,2.72,16,29.2432,35.1132,23.5288,30.6,20.2,38.4,45.8,55.84,54.375,38.9723,49.8271,83.2053,10854.3476,1.4,0,train
+12343,United States of America,NAM,cool_moist,-74.98538,43.68578,525,31,unknown,unknown,0,0,0,0,63.5,35.7,0,0,0,0,0,0,0,0,0,0,0,0,0,0.048003,1.22,39,39,189,7,6.29,25,28.5017,34.5054,22.7123,30.2,19.6,37.6,45.2,54.204,52.4417,38.279,49.6133,65.3796,9777.0813,0.4,0,train
+12344,United States of America,NAM,cool_moist,-75.97316,44.08747,107,1,unknown,unknown,7.8,0,0,0,12.1,5.4,0,0,0,0,0,0,4.5,1.5,66.7,0,0,0.11,0,0.53852,1.5,440,558,16733,8,9.24,61,30.295,34.6521,25.794,30.6,22.2,38,45.8,58.812,56.45,38.4143,49.2342,134.0742,11341.3668,5,0,train
+12347,United States of America,NAM,cool_moist,-75.78444,42.73046,500,97,unknown,unknown,0,0,0,0,43.7,6.2,0,0,0,0,0,0,0,0,49,0,0,0,0,0.299111,2.15,174,209,2694,0,2.89,45,31.4309,36.4476,26.5956,32,23,40,47.5,58.5,56.3125,40.7898,47.8911,107.3592,13663.226,4,0,train
+12349,United States of America,NAM,cool_moist,-77.54817,43.14618,137,49,unknown,unknown,11.8,0,0,0,6.2,4,0,0,2.1,0,0,0,2.3,10.7,61.8,0,0,0.003,0,13.5877,2.27,11592,34418,50345,61,61.2,63,27.4128,32.7288,22.2418,27.2,18.2,36.4,45.4,59.4,56.375,37.2049,49.5049,105.7254,11838.1221,3.8,0.25,train
+12352,United States of America,NAM,warm_moist,-73.94825,40.81976,45,22,unknown,unknown,13.1,3.7,0,0,0,2.9,0,0,0,0,0,1.4,0,75.3,0,0,1.1,0.001,0.002,157.699,11.35,364208,364208,387713,63,63,63,21.8731,26.6895,17.1487,20.4,11,30.2,41.2,59.2,55.6786,32.2481,54.7651,159.6712,10181.7342,6,0.6,train
+12353,United States of America,NAM,cool_moist,-78.47888,43.22386,139,31,unknown,unknown,12.1,0,0,0,5.6,1.8,0,0,0,0,0,0,5.9,1.4,71.9,0,0,2.441,0,0.698923,2.21,1879,1879,10607,24,15.53,61,33.3003,-999,-999,-999,-999,-999,-999,-999,61.0833,-999,52.9572,-999,-999,-999,-999,val
+12354,United States of America,NAM,cool_moist,-75.71978,43.30268,151,1,unknown,unknown,8.8,0,0,0,42.4,16.6,0,0,0,0,0,0,0,1.4,29.9,0,0,0.076,0,0.555079,1.82,581,581,10005,10,11.71,59,23.2904,30.1923,16.3477,24,12,32.6667,40.0667,53.6667,50.8889,35.2243,45.4886,89.1478,7208.9147,0.6667,0,train
+12356,United States of America,NAM,cool_moist,-76.05921,43.05235,127,8,unknown,unknown,7.5,0,0,0,19.5,3.5,0,0,0,0,0,0,1.6,12.9,53.6,0,0,0.459,0,6.79452,2.09,7180,27694,46825,61,58.05,63,27.6655,33.039,22.4184,27.8,18,36.6,45.2,58.6,56.15,37.747,50.673,105.0588,11535.0782,3.6,0,train
+12357,United States of America,NAM,cool_moist,-74.21534,41.52375,37,14,unknown,unknown,1,1,0,0,55.2,6.1,0,0,0,0,0,0,0,8.1,27.3,0,0,0,0,8.64463,3.11,2450,7908,21183,58,40.43,62,25.2415,32.1976,18.4128,26,14.4,35.4,43.6,55.8,53.8429,36.7094,49.0369,95.7305,10125.1521,2.6,0.2,train
+12358,United States of America,NAM,cool_moist,-76.46324,43.28428,127,18,unknown,unknown,7,0,0,0,36.5,5,0,0,0,0,0,0,0,1.9,47.8,0,0,0.043,0,0.666699,1.93,942,5684,13567,12,17.16,61,28.8999,33.9002,23.7046,29.2,20.2,37.4,44.8,57.172,54.85,38.0619,49.5178,96.5761,10702.7094,2.6,0,train
+12359,United States of America,NAM,cool_moist,-73.70977,41.45589,227,82,unknown,unknown,0,1.3,0,0,70.4,9.8,0,0,0,0,0,0,0,9.6,8.5,0,0,0.001,0,8.59607,3.82,3897,5062,26206,23,28.36,63,27.2102,33.0095,21.6126,27.4,18,35.4,43,58.2,55.9,37.3993,51.2672,139.9536,10662.2049,4,0.8,test
+12363,United States of America,NAM,warm_moist,-73.82153,40.73614,25,16,unknown,unknown,24.7,5,0,0,0,1.9,0,0,0,0,0,1.8,0,62.7,0,0,1,0.026,0,93.999,13.1,142287,232534,387713,63,63,63,24.8539,30.7262,19.24,24,13.6,34,44.6,61.8,59.15,35.8151,58.9039,194.4003,13216.6555,8.6,1.4,train
+12364,United States of America,NAM,cool_moist,-73.46363,42.78189,477,290,unknown,unknown,0,0,0,0,45.8,20,0,0,0,0,0,0,0,5.6,28,0,0,0.001,0,1.30688,2.15,273,367,33349,9,7.12,61,33.892,35.9462,31.7945,32.6667,26.6667,40.3333,48.6667,60.6667,57.5417,39.6585,50.2386,109.8136,12775.3439,4.3333,0.3333,train
+12365,United States of America,NAM,warm_moist,-74.12525,40.59664,95,65,unknown,unknown,28.1,2.4,0,0,1.6,1.9,0,0,0,0,0,1.5,0,59.5,2.7,0,1,0,0,34.5932,10.09,54207,69159,379549,63,61.58,63,29.0175,34.1276,23.6047,28,17.25,38.5,49.5,67.5,64.125,39.6451,58.754,242.718,18828.9003,15.25,1.75,train
+12366,United States of America,NAM,warm_moist,-74.02819,41.18208,140,105,unknown,unknown,5,2.6,0,0,44.2,8.2,0,0,0,0,0,0,0,35.3,3.7,0,0,0,0,23.6275,5.09,12733,20194,34280,60,55.51,63,29.5001,34.6283,24.24,29.4,20.2,38.2,47,62.2,59.225,39.7267,54.4133,187.8637,14912.7013,7,0.6,train
+12367,United States of America,NAM,cool_moist,-73.6489,43.01209,117,75,unknown,unknown,0,0,0,0,29.1,23.2,0,0,0,0,0,0,0,5.6,40.8,0,0,0.073,0,4.14649,2.22,645,856,8831,8,9.27,61,29.7889,33.056,26.5446,29.4,21.6,37.2,44.6,56.8,55,37.0558,48.5526,91.0752,9272.2786,2,0,train
+12368,United States of America,NAM,cool_moist,-73.9389,42.79901,99,35,unknown,unknown,0,0,0,0,32.9,15.5,0,0,0,0,0,0,0,21.7,28.9,0,0,0,0,1.23408,2.55,16646,36640,44744,63,60.62,63,26.0537,-999,-999,-999,-999,-999,-999,-999,-999,-999,46.5944,-999,-999,-999,-999,train
+12369,United States of America,NAM,cool_moist,-77.20978,42.09142,507,190,unknown,unknown,0,0,0,0,48,2.2,0,0,0,0,0,0,0,0,48.2,0,0,0.116,0,0.479401,1.64,312,950,10563,8,9.77,56,32.3624,34.8809,28.6768,32,24.25,39.5,46,56,53.9375,38.1519,49.1482,64.6616,11214.3723,0.5,0,val
+12370,United States of America,NAM,warm_moist,-73.41919,40.74529,27,11,unknown,unknown,30.9,3.6,0,0,3.8,6.3,0,0,0,0,0,2.2,0,48.7,3.3,0,0,0,0,41.3094,7.78,15523,46674,66961,63,62.96,63,27.9036,33.7623,22.1598,27.8,16.4,38.2,48.2,64,61.1583,38.6825,59.24,261.9977,16810.3575,10.4,2.6,val
+12371,United States of America,NAM,warm_moist,-72.71238,40.96078,31,19,unknown,unknown,54.4,0,0,0,5.6,15.2,0,0,0,0,0,1.7,4.1,7.5,9.7,0,0,0.248,0,15.7861,4.28,4168,4168,16254,37,34.92,61,34.9531,-999,-999,-999,-999,-999,-999,-999,-999,-999,57.2375,-999,-999,-999,-999,train
+12372,United States of America,NAM,warm_moist,-73.05754,40.82799,45,30,unknown,unknown,42.5,0,0,0,6.7,13.6,0,0,0,0,0,1.3,1.3,26.6,6.8,0,0,0,0,24.6234,5.53,21959,24114,37836,62,62.5,63,29.6103,35.3166,23.8067,29.6,20,39,48.2,62.4,58.775,39.9697,56.2036,230.3716,16955.7868,9.2,2.6,val
+12374,United States of America,NAM,cool_moist,-74.49431,42.14403,619,53,unknown,unknown,0,0,0,0,89.4,3.2,0,0,0,0,0,0,0,0,7.2,0,0,0.23,0,0.053681,1.77,256,260,394,10,5.68,21,33.65,38.0981,29.2959,33.6667,25.6667,41.3333,49,60.6333,59.1667,41.7936,52.6185,116.5741,15553.9642,2.6667,0,train
+12375,United States of America,NAM,cool_moist,-77.17136,43.23086,139,35,unknown,unknown,34.5,0,0,0,6.4,2.6,0,0,0,0,0,0,0,0,54.5,0,0,0.025,0,1.11744,2,1251,1370,6177,29,20.61,62,30.262,36.1785,28.841,32.5,25,39.5,47.5,58.5,54.8125,39.7845,49.7702,81.0434,12563.6508,2.3333,0,train
+12376,United States of America,NAM,warm_moist,-73.76366,41.05192,64,13,unknown,unknown,19.8,2.7,0,0,18.5,7.9,0,0,0,0,0,1.7,0,45.3,3.3,0,0,0,0,57.0335,7.81,16019,45944,209014,63,61.9,63,25.4633,32.1504,18.88,24.8,14,34.8,45,62.924,60.025,37.3869,57.7101,220.1855,14195.3465,8.8,1.2,train
+12379,United States of America,NAM,warm_moist,-81.189758,35.928999,361,24,unknown,unknown,0,0,0,0,22.5,17.6,0,0,24.5,0,0,0,0,1.4,32.4,0,0,2.256,0,0.879663,2.43,1779,1779,11469,56,28.26,63,29.6812,-999,-999,-999,-999,-999,-999,-999,-999,-999,55.1263,-999,-999,-999,-999,train
+12380,United States of America,NAM,warm_moist,-81.191,35.9139,365,40,unknown,unknown,0,0,0,0,22.5,17.6,0,0,24.5,0,0,0,0,1.4,32.4,0,0,2.256,0,0.879663,2.43,1751,1784,11469,54,29.81,63,26.5164,-999,-999,-999,-999,-999,-999,-999,-999,-999,49.829,-999,-999,-999,-999,train
+12382,United States of America,NAM,warm_moist,-81.933056,35.972222,987,126,unknown,unknown,0,0,0,0,34.7,52.9,0,0,0,0,0,0,0,0,10.6,0,0,0,0,2.47712,1.96,611,665,1001,6,4.77,47,26.5657,-999,-999,-999,-999,-999,-999,-999,-999,-999,51.5952,-999,-999,-999,-999,train
+12384,United States of America,NAM,warm_moist,-82.59986,35.500102,675,23,unknown,unknown,0,0,0,0,12.3,45.9,0,0,4,0,0,0,2.7,3.5,31.4,0,0,0,0,0.472588,2.49,1514,3093,17182,26,32.57,63,28.925,-999,-999,-999,-999,-999,-999,-999,-999,-999,54.3162,-999,-999,-999,-999,train
+12386,United States of America,NAM,warm_moist,-81.530278,35.935833,366,27,unknown,unknown,0,0,0,0,19.7,45.1,0,0,21.2,0,0,0,0,1.6,11.6,0,0,0.332,0,1.25041,2.21,4536,5310,6965,60,37.26,63,28.5591,-999,-999,-999,-999,-999,-999,-999,-999,-999,53.4836,-999,-999,-999,-999,train
+12389,United States of America,NAM,warm_moist,-79.467417,36.307033,241,45,unknown,unknown,0,0,0,0,20,8.1,0,0,24,0,0,0,2.3,2.6,42.8,0,0,6.231,0,0.773024,2.9,456,456,12648,10,8.62,63,34.4092,-999,-999,-999,-999,-999,-999,-999,-999,-999,56.6277,-999,-999,-999,-999,val
+12390,United States of America,NAM,warm_moist,-79.159722,35.757222,121,42,unknown,unknown,0,3.3,0,0,3.8,54.7,0,0,19.5,0,0,0,1.3,1.7,14.7,0,0,0.244,0,0.666205,2.47,830,942,23031,25,19.18,63,22.9986,-999,-999,-999,-999,-999,-999,-999,-999,-999,52.507,-999,-999,-999,-999,val
+12393,United States of America,NAM,warm_moist,-78.728035,35.158686,45,14,unknown,unknown,0,0,0,0,0,12.3,0,0,42.2,0,1.6,0,16.4,8.9,18.2,0,0,2.466,0,20.8209,2.48,687,780,19620,19,13.27,63,28.5791,-999,-999,-999,-999,-999,-999,-999,-999,-999,55.614,-999,-999,-999,-999,train
+12395,United States of America,NAM,warm_moist,-78.9625,34.968889,50.9,8,unknown,unknown,0,0,0,0,0,11.7,0,0,50.4,0,2.5,0,8.8,12,14.1,0,0,1.637,0,1.29758,2.68,10613,16265,19620,61,53.77,63,32.1399,-999,-999,-999,-999,-999,-999,-999,-999,-999,56.8715,-999,-999,-999,-999,train
+12397,United States of America,NAM,warm_moist,-80.557278,35.897068,260,40,unknown,unknown,0,0,0,0,4.9,5.3,0,0,40.3,0,0,0,1.3,1.7,46,0,0,2.092,0,2.50068,2.86,1525,1951,9750,58,31.85,63,33.3073,-999,-999,-999,-999,-999,-999,-999,-999,-999,57.8978,-999,-999,-999,-999,val
+12401,United States of America,NAM,warm_moist,-78.905417,36.032944,118,19,unknown,unknown,0,1.9,0,0,7.9,38.1,0,0,21.2,0,0,0,3.7,10.4,16,0,0,2.328,0,14.1785,3.02,22653,29962,29962,63,62.23,63,29.6997,-999,-999,-999,-999,-999,-999,-999,-999,-999,56.6834,-999,-999,-999,-999,val
+12402,United States of America,NAM,warm_moist,-77.582778,35.988333,18,4,unknown,unknown,0,0,0,0,0,16.6,0,0,8.5,0,0,0,19.4,2.9,52.4,0,0,0.903,0,0.44143,2.54,307,2007,9536,9,8.1,63,30.0177,-999,-999,-999,-999,-999,-999,-999,-999,-999,54.815,-999,-999,-999,-999,train
+12405,United States of America,NAM,warm_moist,-80.226667,36.110556,284,37,unknown,unknown,0,0,0,0,11.1,4,0,0,47.5,0,0,0,3.2,5.4,28.3,0,0,2.68,0,13.8606,3,22001,22001,22001,63,62.7,63,33.4292,-999,-999,-999,-999,-999,-999,-999,-999,-999,60.4546,-999,-999,-999,-999,val
+12407,United States of America,NAM,warm_moist,-80.215833,36.203056,294,49,unknown,unknown,0,0,0,0,15.1,5.5,0,0,42.6,0,0,0,2.9,4.3,29,0,0,1.29,0,5.47606,2.74,2427,5570,22001,28,34.61,63,32.1311,-999,-999,-999,-999,-999,-999,-999,-999,-999,55.8816,-999,-999,-999,-999,val
+12408,United States of America,NAM,warm_moist,-80.342,36.026,245,8,unknown,unknown,0,0,0,0,7.8,3.2,0,0,46.9,0,0,0,2.3,4.3,35.4,0,0,1.67,0,1.34245,2.94,4790,8212,22001,42,48.52,63,31.1738,-999,-999,-999,-999,-999,-999,-999,-999,-999,58.4224,-999,-999,-999,-999,val
+12409,United States of America,NAM,warm_moist,-80.143889,36.050833,285,17,unknown,unknown,0,0,0,0,5.2,2.7,0,0,52.9,0,0,0,5,10.2,23.7,0,0,3.42,0,8.69714,3.32,3567,8518,22001,60,48.64,63,33.0263,-999,-999,-999,-999,-999,-999,-999,-999,-999,58.5953,-999,-999,-999,-999,val
+12410,United States of America,NAM,warm_moist,-78.463719,36.096189,135,30,unknown,unknown,0,1.1,0,0,4.6,31.4,0,0,24.4,0,0,0,3.8,1.4,33,0,0,0.592,0,9.78623,2.37,899,1081,9530,31,24.84,63,31.5386,-999,-999,-999,-999,-999,-999,-999,-999,-999,54.705,-999,-999,-999,-999,val
+12411,United States of America,NAM,warm_moist,-83.79562,35.25793,1429,510,unknown,unknown,0,1.2,0,0,31.3,59.6,0,0,0,0,0,0,0,0,7.2,0,0,0,0,0.652968,1.58,263,608,774,0,2.21,32,43.4804,-999,-999,-999,-999,-999,-999,-999,-999,-999,57.8462,-999,-999,-999,-999,train
+12412,United States of America,NAM,warm_moist,-78.768056,36.141111,91,32,unknown,unknown,0,1.6,0,0,9.8,34.2,0,0,18.2,0,0,0,1.7,5.5,28.5,0,0,2.821,0,10.4767,2.82,1107,1107,29962,58,38.02,63,32.5059,-999,-999,-999,-999,-999,-999,-999,-999,-999,57.3513,-999,-999,-999,-999,val
+12414,United States of America,NAM,warm_moist,-79.810456,36.100711,247,22,unknown,unknown,0,0,0,0,8,5.3,0,0,39.3,0,0,0,4.7,8.3,33.5,0,0,0.657,0.004,10.7514,3.18,17465,29823,29823,63,63,63,32.9649,-999,-999,-999,-999,-999,-999,-999,-999,-999,59.6357,-999,-999,-999,-999,val
+12416,United States of America,NAM,warm_moist,-82.96337,35.50716,791,21,unknown,unknown,0,0,0,0,36.4,47,0,0,0,0,0,0,0,0,15.6,0,0,0,0,1.91808,2.15,2666,2666,4326,39,33.36,60,27.2132,-999,-999,-999,-999,-999,-999,-999,-999,-999,53.6709,-999,-999,-999,-999,train
+12418,United States of America,NAM,warm_moist,-82.7925,35.379167,1585,195,unknown,unknown,0,0,0,0,17.5,58.2,0,0,1.1,0,0,0,1.6,0,20.9,0,0,0,0,0.305148,1.93,452,478,5529,0,0.12,62,45.1625,-999,-999,-999,-999,-999,-999,-999,-999,-999,58.0942,-999,-999,-999,-999,train
+12419,United States of America,NAM,warm_moist,-83.0775,35.59,1550,559,unknown,unknown,0,0,0,0,36.7,48.9,0,0,0,0,0,0,0,0,13.4,0,0,0,0,0.883207,2.1,179,213,4326,7,8.66,60,42.1773,-999,-999,-999,-999,-999,-999,-999,-999,-999,55.7664,-999,-999,-999,-999,train
+12420,United States of America,NAM,cool_moist,-83.236111,35.524444,1433,491,unknown,unknown,0,0,0,0,36,55.6,0,0,0,0,0,0,0,0,7.6,0,0,0,0,2.18961,1.71,456,671,4326,0,3.73,60,44.7654,-999,-999,-999,-999,-999,-999,-999,-999,-999,58.2311,-999,-999,-999,-999,train
+12421,United States of America,NAM,warm_moist,-78.461944,35.590833,127,18,unknown,unknown,0,0,0,0,0,11.6,0,0,42.4,0,0,0,15.7,2.9,26.4,0,0,2.219,0,2.56648,2.79,2107,3553,24269,27,34.67,63,30.1004,-999,-999,-999,-999,-999,-999,-999,-999,-999,56.2469,-999,-999,-999,-999,val
+12423,United States of America,NAM,warm_moist,-79.2887,35.4325,131,24,unknown,unknown,0,0,0,0,0,37.7,0,0,47,0,0,0,2.2,0,10.7,0,0,1.241,0,0.98891,2.62,704,1695,8846,10,12.71,63,29.0109,-999,-999,-999,-999,-999,-999,-999,-999,-999,46.3636,-999,-999,-999,-999,val
+12424,United States of America,NAM,warm_moist,-77.568792,35.231459,15,2,unknown,unknown,0,0,0,0,0,19.8,0,0,18.5,0,0,0,18.8,0,40.7,0,0,1.723,0,0.764886,2.5,1714,10331,10331,38,29.41,63,30.5252,-999,-999,-999,-999,-999,-999,-999,-999,-999,54.0315,-999,-999,-999,-999,train
+12425,United States of America,NAM,warm_moist,-81.27675,35.438556,270,12,unknown,unknown,0,0,0,0,2,6.3,0,0,55.4,0,0,0,1.1,2.3,32.7,0,0,3.46,0,1.9739,2.84,2856,4259,14330,23,23.14,63,30.507,-999,-999,-999,-999,-999,-999,-999,-999,-999,58.2981,-999,-999,-999,-999,val
+12428,United States of America,NAM,warm_moist,-76.906249,35.81066,14,6,unknown,unknown,1.7,0,0,0,0,48.7,0,0,7.6,0,0,0,16.7,0,24.1,0,0,0.178,0,0.44743,2.32,217,224,1820,11,6.43,57,30.612,-999,-999,-999,-999,-999,-999,-999,-999,-999,53.0086,-999,-999,-999,-999,train
+12431,United States of America,NAM,warm_moist,-80.785683,35.2401,232,13,unknown,unknown,0,1,0,0,0,7.5,0,0,59.5,0,0,0,5.6,18.6,7,0,0,0.972,0.004,29.1707,4.02,30256,30256,30256,63,63,63,28.2353,37.2507,18.526,27.4,15.2,39.6,51.8,66.6,63.7,43.2095,60.9176,220.8718,23463.769,11.6,1.6,val
+12432,United States of America,NAM,warm_moist,-80.919532,35.113164,195,14,unknown,unknown,0,2.2,0,0,0,11.1,0,0,61.1,0,0,0,3.8,18.4,2.5,0,0,0.891,0.025,2.26156,3.78,8906,20065,30256,63,63,63,28.8547,-999,-999,-999,-999,-999,-999,-999,-999,-999,56.0973,-999,-999,-999,-999,val
+12433,United States of America,NAM,warm_moist,-80.695,35.347222,0,30,unknown,unknown,0,0,0,0,0,7,0,0,59.9,0,0,0,3.4,15.2,13.5,0,0,3.101,0,28.0988,3.61,5636,7721,30256,63,62.93,63,33.4021,-999,-999,-999,-999,-999,-999,-999,-999,-999,61.5494,-999,-999,-999,-999,val
+12436,United States of America,NAM,warm_moist,-77.838611,34.364167,12,3,unknown,unknown,16.4,3.2,3.8,0,0,33.5,0,0,29.4,0,0,3.1,1.9,5.5,1.9,0,0,0.004,0,62.5158,1.96,1860,2663,20227,10,16.35,63,28.4956,-999,-999,-999,-999,-999,-999,-999,-999,-999,51.5172,-999,-999,-999,-999,train
+12438,United States of America,NAM,warm_moist,-79.09197,36.306965,198,35,unknown,unknown,0,0,0,0,19.8,17.5,0,0,14.6,0,0,0,1.6,0,45.9,0,0,3.809,0,0.585812,3.08,588,588,5071,9,7.45,62,33.3168,-999,-999,-999,-999,-999,-999,-999,-999,-999,56.1472,-999,-999,-999,-999,val
+12440,United States of America,NAM,warm_moist,-77.35805,35.63861,7,4,unknown,unknown,0,0,0,0,0,20.6,0,0,12.4,0,1.1,0,17.5,2.3,45.9,0,0,1.812,0,2.8571,2.41,1656,20577,20577,62,56.46,63,32.3793,-999,-999,-999,-999,-999,-999,-999,-999,-999,55.3323,-999,-999,-999,-999,train
+12443,United States of America,NAM,warm_moist,-79.859167,36.308889,277,61,unknown,unknown,0,0,0,0,16.9,7.6,0,0,28.6,0,0,0,3.6,4.6,37.5,0,0,6.017,0,2.4758,2.86,757,786,19980,10,10.43,63,35.6955,-999,-999,-999,-999,-999,-999,-999,-999,-999,58.5237,-999,-999,-999,-999,val
+12444,United States of America,NAM,warm_moist,-80.395039,35.551868,240,17,unknown,unknown,0,2.2,0,0,1.2,14.4,0,0,48.4,0,0,0,1,3.2,28.5,0,0,2.071,0,1.14235,3.12,1365,2667,11695,30,20,63,30.5157,39.1573,21.1052,29.6,18.8,41.2,52.6,65.4,62.775,44.2019,60.2255,173.58,24369.1677,10.2,0.4,val
+12445,United States of America,NAM,warm_moist,-80.66756,35.534482,270,40,unknown,unknown,1.4,1.4,0,0,0,5.2,0,0,58.8,0,0,1,4.2,6.2,20.9,0,0,2.798,0,1.78606,3.37,6379,9075,11695,32,34.3,63,34.7937,-999,-999,-999,-999,-999,-999,-999,-999,-999,62.0608,-999,-999,-999,-999,val
+12446,United States of America,NAM,warm_moist,-83.443697,35.435509,560,0,unknown,unknown,0,0,0,0,31.7,60.8,0,0,0,0,0,0,0,0,6.3,0,0,0,0,0.787899,1.62,193,216,1889,35,12.9,57,23.5086,-999,-999,-999,-999,-999,-999,-999,-999,-999,49.5972,-999,-999,-999,-999,train
+12447,United States of America,NAM,warm_moist,-83.310242,35.498711,50,103,unknown,unknown,0,0,0,0,36.5,57.6,0,0,0,0,0,0,0,0,5.4,0,0,0,0,0.489992,1.58,399,671,1889,33,20.98,57,22.8984,-999,-999,-999,-999,-999,-999,-999,-999,-999,47.6808,-999,-999,-999,-999,train
+12448,United States of America,NAM,warm_moist,-80.540833,34.973889,200,21,unknown,unknown,0,0,0,0,0,7,0,0,37,0,0,0,5.4,1.9,48.3,0,0,2.639,0,1.22916,3.07,3585,4612,11562,60,45.05,63,31.7248,-999,-999,-999,-999,-999,-999,-999,-999,-999,56.569,-999,-999,-999,-999,val
+12449,United States of America,NAM,warm_moist,-78.574167,35.856111,100,28,unknown,unknown,0,0,0,0,1.1,20.6,0,0,42.1,0,0,0,7.4,14.9,12.6,0,0,1.703,0,35.9358,3.04,9681,20123,24269,63,62.2,63,27.2625,34.2598,19.6127,26.8,16.4,37.2,48,60.8,58.55,40.0132,55.3711,124.6532,16115.8596,5.8,0,val
+12451,United States of America,NAM,warm_moist,-78.7925,35.596944,117,20,unknown,unknown,0,1.5,0,0,0,22.7,0,0,39.3,0,0,0,12.7,6,16.5,0,0,3.811,0,1.84808,2.8,3446,3446,24269,61,50.32,63,32.208,-999,-999,-999,-999,-999,-999,-999,-999,-999,56.4187,-999,-999,-999,-999,val
+12455,United States of America,NAM,warm_moist,-82.264944,35.765413,2023,880,unknown,unknown,0,0,0,0,36.5,47.2,0,0,2,0,0,0,0,0,13.4,0,0,0,0,3.10403,1.96,392,538,3227,0,0,55,46.1467,-999,-999,-999,-999,-999,-999,-999,-999,-999,57.8242,-999,-999,-999,-999,train
+12457,United States of America,NAM,cool_dry,-102.4018,48.64193,696,0,unknown,unknown,0,0,0,0,0,0,0,0,0,0,0,0,98.9,0,0,0,0,2.09,0,0.014699,1.27,10,10,25,8,10.41,37,31.1061,34.9786,27.2725,30.8,23.8,37.8,45,54,52.1929,38.1994,49.1269,48.1948,9498.6963,0,0,train
+12458,United States of America,NAM,cool_dry,-100.76821,46.825425,580,52,unknown,unknown,0,0,0,0,0,0,0,0,0,0,22.7,0,70,2.3,4.6,0,0,1.198,0,0.854558,1.4,23874,23874,23874,63,61.69,63,28.9319,33.051,24.871,28.8,21,36.8,44.2,53,51.15,36.6362,48.5112,45.5622,8422.3259,0,0,train
+12461,United States of America,NAM,cool_dry,-96.85535,46.933754,275,2,unknown,unknown,0,0,0,0,0,0,0,0,0,0,0,0,96,3.3,0,0,0,0.762,0,2.83265,1.41,232,6604,26330,59,50.99,63,26.7279,31.7688,21.9111,26.6,17.7,35.4,43.4,53,50.925,35.6252,49.4991,58.2074,7899.5065,0,0,train
+12462,United States of America,NAM,cool_dry,-102.5273,47.3132,683,17,unknown,unknown,0,0,0,0,0,0,0,0,0,0,66.6,0,29.8,0,2.7,0,0,0.109,0,0.009064,1.12,11,11,11,0,3.28,52,30.1589,34.0088,22.9432,28.75,21,36,43.5,52.25,50.875,37.5771,48.0945,37.3268,8770.2603,0,0,train
+12463,United States of America,NAM,cool_dry,-103.2995,47.5812,624,0,unknown,unknown,0,0,0,0,0,0,0,0,0,0,86.2,0,13.3,0,0,0,0,0.013,0,0.00782,1.13,7,7,276,0,1.83,63,31.0167,36.5232,25.5935,32,22.8,39.6,46.6,54.4,53,39.7996,50.4781,48.327,11769.2734,0.2,0.4,train
+12465,United States of America,NAM,cool_dry,-101.766944,47.298611,630,68,unknown,unknown,1.3,0,0,0,0,0,0,0,0,0,38.7,0,59.3,0,0,0,0,0.243,0,0.026447,1.93,1107,1107,1107,29,21.51,60,31.6733,35.1076,28.3063,31.6,24.4,38.6,45.4,54.42,52.825,38.5315,49.5635,48.2304,9802.1589,0,0,val
+12467,United States of America,NAM,cool_dry,-101.428056,47.185833,697,56,unknown,unknown,0,0,0,0,0,0,0,0,0,0,13.2,0,83.9,0,2.6,0,0,1.928,0,0.011427,1.9,17,19,936,0,0.48,43,33.3277,35.9654,30.7595,33,26.6,39.8,46.4,55,53.225,39.2789,50.0384,51.7841,10533.3689,0,0,val
+12469,United States of America,NAM,cool_dry,-103.63951,48.15278,580,14,unknown,unknown,2.9,0,0,0,0,0,0,0,0,0,57.4,0,38.6,0,0,0,0,1.145,0,0.15743,1.32,6479,6479,6479,61,54.22,63,25.4867,31.7197,19.361,26,15.5,35,43.5,52.75,51.1875,35.9567,49.4111,38.6291,8158.7289,0,0,train
+12471,United States of America,NAM,cool_moist,-84.0539,40.770944,268,12,unknown,unknown,0,0,0,0,0,0,0,0,0,0,0,0,79,3.1,17.8,0,0,2.171,0,5.89423,2.68,2108,11799,18023,53,46.97,62,34.8273,-999,-999,-999,-999,-999,-999,-999,-999,-999,58.8754,-999,-999,-999,-999,train
+12472,United States of America,NAM,cool_moist,-80.572808,41.959695,201,11,unknown,unknown,39.3,0,0,0,16.3,0,0,0,0,0,0,0,0,0,40.8,0,0,0.049,0,1.43108,2.27,7947,7947,7947,42,24.71,57,35.5612,-999,-999,-999,-999,-999,-999,-999,-999,-999,58.5146,-999,-999,-999,-999,train
+12473,United States of America,NAM,warm_moist,-82.118247,39.307978,280,48,unknown,unknown,0,0,0,0,71.6,0,0,0,0,0,0,0,0,0,27.6,0,0,0.475,0,0.728202,2.4,13489,13489,13489,40,26.93,58,31.5983,-999,-999,-999,-999,-999,-999,-999,-999,-999,57.2218,-999,-999,-999,-999,train
+12474,United States of America,NAM,warm_moist,-84.544413,39.383382,193,10,unknown,unknown,0,0,0,0,2.2,0,0,0,0,0,0,0,19.5,32,44.6,0,0,0.5,0,7.75394,4.47,9949,24719,28551,62,61.43,63,30.7227,-999,-999,-999,-999,-999,-999,-999,-999,-999,60.94,-999,-999,-999,-999,train
+12475,United States of America,NAM,warm_moist,-84.393364,39.529481,198,2,unknown,unknown,0,0,0,0,0,0,0,0,0,0,0,0,24.3,21.5,52.9,0,0,0.554,0,12.201,4.01,17621,17621,24719,61,52.75,63,31.6596,-999,-999,-999,-999,-999,-999,-999,-999,-999,62.5309,-999,-999,-999,-999,train
+12478,United States of America,NAM,warm_moist,-83.80456,40.00103,288,21,unknown,unknown,0,0,0,0,0,0,0,0,0,0,0,0,66.7,3,29.7,0,0,0.365,0,1.54371,2.94,5595,21756,21756,50,40.7,63,31.5479,-999,-999,-999,-999,-999,-999,-999,-999,-999,59.4759,-999,-999,-999,-999,train
+12479,United States of America,NAM,warm_moist,-83.99773,39.85567,259,16,unknown,unknown,0,0,0,0,0,0,0,0,0,0,0,0,36.7,18.4,44.4,0,0,0.686,0,15.3867,3.6,2880,4857,37179,43,40.17,63,28.6181,-999,-999,-999,-999,-999,-999,-999,-999,-999,58.4711,-999,-999,-999,-999,train
+12482,United States of America,NAM,warm_moist,-84.1441,39.0828,262,69,unknown,unknown,0,1.1,0,0,11.2,1.3,0,0,0,0,0,0,9.6,4.9,71.5,0,0,0.137,0,126.692,4.53,2688,4108,20139,45,29.5,63,35.6813,-999,-999,-999,-999,-999,-999,-999,-999,-999,61.2086,-999,-999,-999,-999,train
+12484,United States of America,NAM,warm_moist,-83.788502,39.430038,327,12,unknown,unknown,0,0,0,0,0,0,0,0,0,0,0,0,80.8,0,17.1,0,0,0.923,0,1.34206,3.35,1222,4690,4690,29,26.61,61,37.1365,-999,-999,-999,-999,-999,-999,-999,-999,-999,60.416,-999,-999,-999,-999,train
+12486,United States of America,NAM,cool_moist,-81.575256,41.55523,191,30,unknown,unknown,34.2,0,0,0,10.5,2.2,0,0,0,0,0,0,1.7,28.6,20.8,0,0,0.138,0,74.9558,3.98,36621,43086,62124,62,60.63,63,31.6401,-999,-999,-999,-999,-999,-999,-999,-999,-999,56.6713,-999,-999,-999,-999,train
+12487,United States of America,NAM,cool_moist,-81.678449,41.492117,206,36,unknown,unknown,31.7,0,0,0,6.2,2.4,0,0,1.4,0,0,0,2.5,31.9,22.7,0,0,0.002,0,15.0021,4.07,22708,46063,62124,63,62.39,63,24.2415,29.4761,18.6366,23.8,13,33.2,43.6,58.4,55.85,34.5499,52.8187,106.4711,10559.0407,3,0,train
+12488,United States of America,NAM,cool_moist,-81.864608,41.36189,217,15,unknown,unknown,16.8,0,0,0,2.9,1.8,0,0,1,0,0,0,6,23.8,46.5,0,0,0.227,0,2.10993,3.66,18452,18452,50979,61,59.86,63,28.6406,-999,-999,-999,-999,-999,-999,-999,-999,-999,53.8931,-999,-999,-999,-999,train
+12489,United States of America,NAM,cool_moist,-81.458834,41.537344,328,91,unknown,unknown,17.6,0,0,0,19,2.7,0,0,1,0,0,0,1.7,22.4,34.3,0,0,0.138,0,32.2257,3.69,14543,21812,62124,62,58.83,63,35.5547,-999,-999,-999,-999,-999,-999,-999,-999,-999,56.8896,-999,-999,-999,-999,train
+12490,United States of America,NAM,cool_moist,-83.063971,40.356694,275,8,unknown,unknown,0,0,0,0,0,0,0,0,0,0,0,0,55.6,4,38.1,0,0,1.776,0,3.27081,2.94,385,10927,10927,20,22.92,63,31.9599,-999,-999,-999,-999,-999,-999,-999,-999,-999,57.7804,-999,-999,-999,-999,train
+12494,United States of America,NAM,warm_moist,-82.81552,40.0845,311,20,unknown,unknown,0,0,0,0,0,0,0,0,0,0,0,0,16.6,25.6,55,0,0,1.507,0,59.1953,3.43,3017,6861,41201,61,56.44,63,37.5425,-999,-999,-999,-999,-999,-999,-999,-999,-999,60.9312,-999,-999,-999,-999,train
+12495,United States of America,NAM,warm_moist,-82.95549,39.96523,238,10,unknown,unknown,0,0,0,0,0,0,0,0,0,0,0,0,24.7,33.6,39.1,0,0,0,0,12.7413,3.85,25114,37591,41201,63,63,63,29.9463,-999,-999,-999,-999,-999,-999,-999,-999,-999,57.9536,-999,-999,-999,-999,train
+12496,United States of America,NAM,warm_moist,-82.959773,40.0877,271,28,unknown,unknown,0,0,0,0,0,0,0,0,0,0,0,0,18,32.4,46,0,0,0.451,0,49.6448,3.55,23347,35127,41201,63,62.8,63,30.8492,-999,-999,-999,-999,-999,-999,-999,-999,-999,56.0611,-999,-999,-999,-999,train
+12497,United States of America,NAM,cool_moist,-81.249906,41.515051,400,67,unknown,unknown,0,0,0,0,28.4,2.5,0,0,0,0,0,0,1.5,6.7,59,0,0,0.31,0,3.26285,3.21,1591,1653,30999,30,27.14,63,38.0573,-999,-999,-999,-999,-999,-999,-999,-999,-999,57.768,-999,-999,-999,-999,train
+12498,United States of America,NAM,warm_moist,-83.94285,39.66575,285,26,unknown,unknown,0,0,0,0,0,0,0,0,0,0,0,0,47.3,13.4,38,0,0,0.819,0,2.32447,3.48,2918,6211,37179,47,37.65,63,32.5697,-999,-999,-999,-999,-999,-999,-999,-999,-999,58.0564,-999,-999,-999,-999,train
+12499,United States of America,NAM,warm_moist,-84.36612,39.2787,259,81,unknown,unknown,0,0,0,0,4.2,0,0,0,1.1,0,0,0,13,39.3,41,0,0,0.689,0,43.7244,5.01,12167,13798,43191,63,62.98,63,33.7169,-999,-999,-999,-999,-999,-999,-999,-999,-999,62.5014,-999,-999,-999,-999,train
+12500,United States of America,NAM,warm_moist,-84.69086,39.21494,158,25,unknown,unknown,0,0,0,0,6.9,0,0,0,1,0,0,0,14.1,31.3,44,0,0,0.157,0,10.0086,4.5,5364,9655,43191,55,43.9,63,27.0415,-999,-999,-999,-999,-999,-999,-999,-999,-999,61.4005,-999,-999,-999,-999,train
+12503,United States of America,NAM,warm_moist,-84.50404,39.12886,256,93,unknown,unknown,0,1.2,0,0,9.2,1,0,0,1.2,0,0,0,9.4,38.4,38.9,0,0,0.118,0,18.2358,4.92,31249,43191,43191,63,62.85,63,28.0009,35.1172,20.9017,26.2,15.8,38,50.8,67,63.65,40.5265,61.5766,209.0804,22317.7458,12.8,1,train
+12506,United States of America,NAM,warm_moist,-80.61558,40.36644,243,27,unknown,unknown,0,1,0,0,41.1,2.2,0,0,0,0,0,0,1.1,3,51.3,0,0,0,0,0.763934,3.9,7119,9098,9098,61,52.02,62,27.9237,-999,-999,-999,-999,-999,-999,-999,-999,-999,56.8716,-999,-999,-999,-999,train
+12508,United States of America,NAM,cool_moist,-82.691724,40.310025,372,24,unknown,unknown,0,0,0,0,0,0,0,0,0,0,0,0,18.1,0,79.8,0,0,1.056,0,1.11133,2.66,521,521,4920,27,14.02,62,34.087,-999,-999,-999,-999,-999,-999,-999,-999,-999,56.2095,-999,-999,-999,-999,train
+12509,United States of America,NAM,cool_moist,-81.422455,41.673006,194,21,unknown,unknown,50.3,0,0,0,12.8,1.2,0,0,0,0,0,0,1.2,11.6,21.2,0,0,0.119,0,33.5441,3.74,9975,17983,62124,60,54.46,63,35.7851,-999,-999,-999,-999,-999,-999,-999,-999,-999,61.1667,-999,-999,-999,-999,train
+12510,United States of America,NAM,cool_moist,-81.242156,41.726811,203,24,unknown,unknown,38.7,0,0,0,18.6,1.1,0,0,0,0,0,0,1.3,5,34,0,0,0.724,0,13.2883,3.18,12119,12119,19270,60,52.34,62,33.2392,-999,-999,-999,-999,-999,-999,-999,-999,-999,54.831,-999,-999,-999,-999,train
+12513,United States of America,NAM,warm_moist,-82.45886,38.62901,195,16,unknown,unknown,0,0,0,0,73.5,0,0,0,0,0,0,0,1.3,3.4,19.9,0,0,0.001,0,0.432501,2.76,292,292,13937,6,1.99,61,23.926,-999,-999,-999,-999,-999,-999,-999,-999,-999,54.9134,-999,-999,-999,-999,val
+12514,United States of America,NAM,warm_moist,-82.659301,38.508114,163,0,unknown,unknown,0,0,0,0,70,0,0,0,0,0,0,0,1.1,5.7,21.5,0,0,0,0,1.92789,2.86,4681,11477,13937,59,49.44,61,27.6647,-999,-999,-999,-999,-999,-999,-999,-999,-999,55.4132,-999,-999,-999,-999,val
+12515,United States of America,NAM,warm_moist,-82.433,40.026037,260,7,unknown,unknown,0,0,0,0,6.6,0,0,0,0,0,0,0,16.1,2,74.7,0,0,0.123,0,3.36266,2.74,2904,14856,14856,55,46.75,62,31.7303,-999,-999,-999,-999,-999,-999,-999,-999,-999,58.3689,-999,-999,-999,-999,train
+12518,United States of America,NAM,warm_moist,-82.095729,41.420882,205,10,unknown,unknown,35.6,0,0,0,0,1.2,0,0,0,0,0,0,7.4,12,41,0,0,1.048,0,12.2734,3.72,13305,20531,26407,61,60.58,63,30.94,-999,-999,-999,-999,-999,-999,-999,-999,-999,55.6736,-999,-999,-999,-999,train
+12522,United States of America,NAM,cool_moist,-83.54625,41.644067,176,13,unknown,unknown,10.8,0,0,0,0,0,0,0,0,0,0,1.1,49.1,18.7,18.3,0,0,0.142,0,24.0409,4.1,31238,32436,35303,62,61.95,63,27.192,-999,-999,-999,-999,-999,-999,-999,-999,-999,54.0007,-999,-999,-999,-999,train
+12523,United States of America,NAM,cool_moist,-83.718944,41.494174,187,5,unknown,unknown,0,0,0,0,0,0,0,0,0,0,0,0,64.5,11.6,22,0,0,3.236,0,1.40402,3.09,1513,2578,32436,36,31.83,63,28.0792,-999,-999,-999,-999,-999,-999,-999,-999,-999,52.6657,-999,-999,-999,-999,train
+12524,United States of America,NAM,cool_moist,-83.30693,41.675213,181,5,unknown,unknown,49.1,0,0,0,0,0,0,0,0,0,0,1.8,35.9,7.4,4.1,0,0,1.674,0,7.91499,4.38,389,681,35303,12,11.42,63,33.312,-999,-999,-999,-999,-999,-999,-999,-999,-999,57.1746,-999,-999,-999,-999,train
+12527,United States of America,NAM,warm_moist,-83.47606,39.78819,331,21,unknown,unknown,0,0,0,0,0,0,0,0,0,0,0,0,93.4,0,6.1,0,0,1.362,0,1.90495,3.11,126,126,4375,8,4.07,60,35.3529,-999,-999,-999,-999,-999,-999,-999,-999,-999,59.04,-999,-999,-999,-999,train
+12529,United States of America,NAM,cool_moist,-80.658856,41.096142,286,10,unknown,unknown,0,0,0,0,10.7,1.9,0,0,0,0,0,0,2.5,16.4,67.4,0,0,0.162,0,1.60669,3.04,16711,24858,24858,63,61.35,63,28.9684,-999,-999,-999,-999,-999,-999,-999,-999,-999,55.0923,-999,-999,-999,-999,train
+12531,United States of America,NAM,cool_moist,-81.9239,41.0604,322,2,unknown,unknown,0,0,0,0,0,0,0,0,0,0,0,0,16.7,2.8,80,0,0,1.181,0,1.85238,3.15,1260,3723,16697,30,31.64,62,33.1947,-999,-999,-999,-999,-999,-999,-999,-999,-999,57.2773,-999,-999,-999,-999,train
+12533,United States of America,NAM,warm_moist,-84.11412,40.08455,301,26,unknown,unknown,0,0,0,0,0,0,0,0,0,0,0,0,65.9,4.1,29.8,0,0,1.212,0,2.4744,2.99,348,1280,14356,15,11.6,62,34.4064,-999,-999,-999,-999,-999,-999,-999,-999,-999,57.9294,-999,-999,-999,-999,train
+12536,United States of America,NAM,warm_moist,-84.13437,39.78563,243,8,unknown,unknown,0,0,0,0,0,0,0,0,0,0,0,0,23.6,23.2,52.2,0,0,0.409,0,36.1287,3.79,13962,26215,37179,63,62.1,63,33.0098,-999,-999,-999,-999,-999,-999,-999,-999,-999,60.7118,-999,-999,-999,-999,train
+12538,United States of America,NAM,cool_moist,-81.330486,41.182466,328,1,unknown,unknown,0,0,0,0,14.8,3,0,0,0,0,0,0,2.8,10.9,66.7,0,0,0.934,0,26.7968,3.31,1913,7408,33750,42,44.36,63,25.0329,-999,-999,-999,-999,-999,-999,-999,-999,-999,51.5491,-999,-999,-999,-999,train
+12539,United States of America,NAM,warm_moist,-84.72049,39.83562,357,19,unknown,unknown,0,0,0,0,0,0,0,0,0,0,0,0,69.5,1.8,28.6,0,0,1.212,0,1.43998,2.86,246,637,18105,12,11.93,63,29.538,34.9976,21.7071,27.25,18,37.5,49,62.25,60.1875,40.2677,57.6835,139.4228,17834.4324,5.75,0,train
+12540,United States of America,NAM,cool_moist,-81.378333,40.828052,373,37,unknown,unknown,0,0,0,0,2.5,0,0,0,0,0,0,0,7.1,9.8,79.2,0,0,0.662,0,19.1272,3,25609,32036,32036,62,62.21,63,35.8235,-999,-999,-999,-999,-999,-999,-999,-999,-999,59.3842,-999,-999,-999,-999,train
+12543,United States of America,NAM,cool_moist,-81.598333,40.712778,298,5,unknown,unknown,0,0,0,0,3.3,0,0,0,0,0,0,0,22.5,8.2,65.6,0,0,0.965,0,1.74047,3.12,985,985,32036,37,22.65,63,28.9464,-999,-999,-999,-999,-999,-999,-999,-999,-999,55.8668,-999,-999,-999,-999,train
+12546,United States of America,NAM,cool_moist,-81.123519,40.931398,330,11,unknown,unknown,0,0,0,0,3,0,0,0,0,0,0,0,6.3,3.6,84.8,0,0,0.975,0,4.95837,3.09,7922,12303,12303,57,42.01,63,30.565,-999,-999,-999,-999,-999,-999,-999,-999,-999,56.0642,-999,-999,-999,-999,train
+12547,United States of America,NAM,cool_moist,-81.503547,41.106486,305,47,unknown,unknown,0,0,0,0,7.9,2.8,0,0,0,0,0,0,4.5,13.9,69.3,0,0,0.544,0,10.1657,3.34,22344,29466,33750,62,61.93,63,29.368,-999,-999,-999,-999,-999,-999,-999,-999,-999,53.9952,-999,-999,-999,-999,train
+12550,United States of America,NAM,cool_moist,-80.591036,41.454235,293,7,unknown,unknown,2.4,0,0,0,14.9,2.7,0,0,0,0,0,0,1.8,2.9,73.3,0,0,0.204,0,1.32475,2.51,458,510,16345,15,9.79,60,30.477,-999,-999,-999,-999,-999,-999,-999,-999,-999,55.8451,-999,-999,-999,-999,train
+12551,United States of America,NAM,cool_moist,-80.662559,41.240456,354,42,unknown,unknown,0,0,0,0,15.5,2.4,0,0,0,0,0,0,1.3,16.3,61.7,0,0,0.036,0,62.0389,2.98,1086,3023,24858,37,34.72,63,34.008,-999,-999,-999,-999,-999,-999,-999,-999,-999,57.7551,-999,-999,-999,-999,train
+12555,United States of America,NAM,warm_moist,-84.20077,39.42689,234,19,unknown,unknown,0,0,0,0,1.3,0,0,0,0,0,0,0,20.5,16.6,59.9,0,0,0.916,0,17.0872,4.3,7261,7261,17621,62,47.96,63,31.407,-999,-999,-999,-999,-999,-999,-999,-999,-999,59.9528,-999,-999,-999,-999,train
+12557,United States of America,NAM,warm_moist,-81.460443,39.432117,248,7,unknown,unknown,0,0,0,0,59.9,0,0,0,0,0,0,0,1.5,2.3,34.4,0,0,0.228,0,39.7884,3.29,5915,5915,13291,54,37.41,61,32.0898,-999,-999,-999,-999,-999,-999,-999,-999,-999,57.1844,-999,-999,-999,-999,train
+12558,United States of America,NAM,cool_moist,-83.611104,41.377685,204,4,unknown,unknown,0,0,0,0,0,0,0,0,0,0,0,0,87.5,4.5,7.7,0,0,3.086,0,0.420727,3.13,1003,9642,10664,52,35.36,62,31.1118,-999,-999,-999,-999,-999,-999,-999,-999,-999,57.2244,-999,-999,-999,-999,train
+12560,United States of America,NAM,warm_dry,-96.405741,33.945366,217,16,unknown,unknown,3.8,0,0,0,0,0,0,0,22.6,0,60.2,0,7.9,0,2.9,0,0,3.734,0,1.04229,2.22,454,4316,5374,28,23.18,63,31.6018,-999,-999,-999,-999,-999,-999,-999,-999,-999,52.8703,-999,-999,-999,-999,test
+12561,United States of America,NAM,warm_dry,-98.252778,35.111944,420,56,unknown,unknown,0,0,0,0,0,0,0,0,2,0,89.8,0,5.9,0,1.5,0,0,5.713,0,19.1041,1.75,1231,1237,2301,25,20.05,59,29.1452,34.7908,23.6068,27.4,18.6,37.4,48.6,62.4,59.75,38.8581,53.3452,144.4863,19631.597,8.8,0,val
+12562,United States of America,NAM,warm_dry,-97.751503,35.479215,422.21,36,unknown,unknown,0,0,0,0,0,0,0,0,0,0,69.2,0,11.4,18.4,0,0,0,6.184,0,2.53754,2.36,12381,12381,31145,62,52.17,63,33.6552,39.2662,28.0635,32.6,23.2,43,53.8,66.2,64.325,43.9722,59.5921,163.5348,24905.3994,10.8,0.2,test
+12564,United States of America,NAM,warm_dry,-97.474341,34.257125,289.66,11,unknown,unknown,0,0,0,0,0,0,0,0,9.5,0,88.7,0,0,0,0,0,0,2.329,0,0.67697,2.06,369,542,542,14,12.94,42,39.3589,-999,-999,-999,-999,-999,-999,-999,-999,-999,66.4611,-999,-999,-999,-999,train
+12565,United States of America,NAM,warm_moist,-94.985964,35.85408,238,22,unknown,unknown,0,0,0,0,10.9,1.1,0,0,48,0,27.9,0,0,0,9.1,0,0,0.837,0,0.097675,2.39,397,5435,5435,25,19.79,60,31.7858,40.3535,23.0267,33,20.25,44.5,55,67.25,61.95,45.5615,57.3674,143.9259,26126.8679,8.4,0.4,val
+12566,United States of America,NAM,warm_dry,-97.484099,35.320105,372.36,20,unknown,unknown,0,0,0,0,0,0,0,0,12,0,64.4,0,4.2,17.3,1.1,0,0,6.137,0,5.04345,2.63,10573,15432,31145,63,60.17,63,32.679,39.1471,26.1021,32,22,43.2,53.8,66,64.15,43.9253,59.3334,164.996,25554.1319,11.4,0,test
+12569,United States of America,NAM,warm_dry,-98.42879,34.63298,362.03,22,unknown,unknown,0,0,0,0,0,0,0,0,0,0,94.4,0,0,2.6,0,0,0,3.284,0,0.857439,1.76,10199,17594,17594,63,61.17,63,33.1291,40.1321,26.1697,32.6,22.8,42.8,53.6,65.6,64.125,44.4377,58.3161,153.8916,25921.3742,7.8,0,val
+12570,United States of America,NAM,warm_dry,-98.307621,34.346981,307.11,14,unknown,unknown,1,0,0,0,0,0,0,0,0,0,93.5,0,2.9,0,1.7,0,0,4.894,0,0.696458,1.74,94,94,1942,16,8.78,37,38.5846,-999,-999,-999,-999,-999,-999,-999,-999,-999,62.0966,-999,-999,-999,-999,val
+12571,United States of America,NAM,warm_dry,-96.361196,36.105481,239.05,15,unknown,unknown,1.2,0,0,0,0,0,0,0,40.1,0,48.3,0,3.2,1.2,3.4,0,0,0.18,0,0.727255,1.98,462,505,5776,8,12.67,62,34.8436,40.7254,28.979,34,25.2,43.6,53.6,65.6,63.65,44.6197,59.2701,173.9875,25493.2528,11.4,0.6,val
+12572,United States of America,NAM,warm_dry,-98.931973,36.158414,532.9,21,unknown,unknown,0,0,0,0,0,0,0,0,0,0,97.3,0,1.3,0,0,0,0,5.161,0,0.703368,1.51,40,42,55,36,8.14,36,33.7803,40.7255,26.8646,32.6,23.2,43.6,53.8,65.184,63.425,44.8236,59.1269,141.4416,26246.8744,8.4,0,train
+12574,United States of America,NAM,warm_dry,-98.03544,34.226639,307.54,23,unknown,unknown,1.1,0,0,0,0,0,0,0,1.4,0,94.7,0,1.9,0,0,0,0,2.279,0,0.334003,1.75,90,94,544,0,1.43,32,36.0753,44.5329,29.756,35.6667,26.6667,46.3333,56.6667,68.36,65.3333,48.4921,57.6176,182.9056,34853.6851,14.3333,0,val
+12577,United States of America,NAM,warm_dry,-97.03135,36.956222,334,21,unknown,unknown,1.3,0,0,0,0,0,0,0,1,0,71.6,0,22.3,1.5,1.1,0,0,7.795,0,0.497451,1.98,161,165,10969,0,3.54,62,35.4963,38.5855,27.2845,-999,-999,-999,-999,-999,61.125,45.1847,59.1967,92.6015,19668.6342,8.25,0.5,test
+12582,United States of America,NAM,warm_dry,-97.275896,33.880812,227.53,20,unknown,unknown,0,0,0,0,0,0,0,0,22.5,0,72.7,0,2.5,0,1.5,0,0,2.353,0,0.558372,2.24,175,209,1941,0,0.29,58,34.5309,43.3146,26.1245,33.5,24.5,44.5,54,66.5,63.3333,47.3054,57.6355,176.2527,29578.9863,10,0,train
+12584,United States of America,NAM,warm_dry,-97.473794,35.159649,355.67,7,unknown,unknown,0,0,0,0,0,0,0,0,8.9,0,82.6,0,3.3,3.1,1.3,0,0,5.303,0,0.625648,2.18,213,10292,20943,47,35.26,63,31.9203,39.3632,24.4533,31.2,21.2,42,52.6,64.8,63.175,43.9976,58.6134,143.7144,24522.8774,9,0,test
+12585,United States of America,NAM,warm_moist,-94.656,34.477,241.53,22,unknown,unknown,0,0,0,0,3.8,62.9,0,0,28.9,0,0,0,0,0,2.9,0,0,0.061,0,0.218468,1.7,32,48,161,6,1.02,12,29.1641,-999,-999,-999,-999,-999,-999,-999,60.0833,45.0549,55.0976,-999,-999,4.5,-999,test
+12589,United States of America,NAM,warm_moist,-95.249943,36.228408,190,8,unknown,unknown,0,1.2,0,0,9,0,0,0,19.4,0,49.1,0,3.7,0,14.7,0,0,3.438,0,1.49076,2.66,355,385,4224,14,19.14,56,35.1417,-999,-999,-999,-999,-999,-999,-999,61.9583,44.9602,58.9195,-999,17402.0283,10,-999,val
+12592,United States of America,NAM,warm_dry,-97.494309,35.477036,397.51,34,unknown,unknown,0,0,0,0,0,0,0,0,9.4,0,60.5,0,6,22.2,0,0,0,0.859,0,18.5381,2.67,12576,22303,31145,63,62.97,63,33.4729,39.653,27.3028,32.4,22.8,43.8,54.2,67.472,65.475,44.4346,60.6156,178.503,26922.5558,14.6,0,test
+12593,United States of America,NAM,warm_dry,-97.303044,35.477801,374.76,16,unknown,unknown,0,0,0,0,0,0,0,0,22.8,0,62,0,3.7,9,1.5,0,0,0.814,0,15.0413,2.52,4634,11498,31145,54,53.65,63,35.3361,41.4343,29.2997,34.2,25.1,44.4,54.8,67.6,66,45.5805,60.3756,163.8979,28177.8137,14.8,0.2,test
+12594,United States of America,NAM,warm_dry,-97.475083,35.614131,353.84,22,unknown,unknown,0,0,0,0,0,0,0,0,11.1,0,62,0,6.5,18.4,1,0,0,0.89,0,53.4845,2.39,10367,23961,31145,62,62.23,63,34.288,41.0414,27.557,33.2,23.4,44.4,55.6,69.2,67.575,45.9249,62.5293,206.9284,30009.9642,20,0.2,test
+12597,United States of America,NAM,warm_dry,-96.340313,36.670259,261.39,8,unknown,unknown,0,0,0,0,0,0,0,0,8.6,0,90.6,0,0,0,0,0,0,0.281,0,0.263168,1.85,235,235,235,46,17.42,53,33.5945,40.9095,26.3026,33.5,23.5,43.5,54,66.7,64.4196,44.98,57.6284,179.0903,26639.6376,12,0.5,val
+12598,United States of America,NAM,warm_moist,-94.838889,36.922222,247,13,unknown,unknown,0,0,0,0,1.2,0,0,0,1.5,0,57.3,0,16.9,1.4,20.7,0,0,5.665,0,0.745553,1.97,1311,2978,5279,23,26.34,60,31.6547,41.941,23.4767,32.6667,21.3333,44,55.3333,69.6667,62.0625,45.3947,56.0859,221.3065,30993.2544,10.5,0.3333,train
+12599,United States of America,NAM,warm_moist,-95.784375,34.90227,231.14,49,unknown,unknown,1.9,0,0,0,0,1.3,0,0,48.2,0,41.4,0,2,0,3.8,0,0,2.585,0,0.764395,1.92,4357,6779,6779,55,33.53,63,32.0907,38.5734,25.6018,32,21.8,42.2,52.4,63.8,61.925,43.333,56.6061,135.9058,22102.8833,8.4,0,test
+12602,United States of America,NAM,warm_moist,-94.524413,35.40814,136.85,14,unknown,unknown,0,0,0,0,1.1,3.1,0,0,35.2,0,29.7,0,8.3,3.8,18.1,0,0,2.062,0,1.29521,2.12,443,734,22975,52,24.04,63,28.7001,-999,-999,-999,-999,-999,-999,-999,65.6667,-999,57.5802,-999,-999,-999,-999,val
+12604,United States of America,NAM,warm_dry,-95.999247,36.357438,194.95,5,unknown,unknown,0,0,0,0,0,0,0,0,19.6,0,64.7,0,2.6,8.8,3.1,0,0,5.401,0,0.576871,2.33,767,1131,30638,35,21.25,63,30.898,39.3377,22.5383,30.2,19.4,41.6,53.2,67.4,65.65,44.304,61.5746,208.5629,25616.0727,18.2,0.8,val
+12605,United States of America,NAM,warm_dry,-96.004975,35.953708,223.01,19,unknown,unknown,0,0,0,0,0,0,0,0,22.2,0,59.4,0,3.7,10.9,3.6,0,0,3.804,0,0.436734,2.4,1150,3460,30638,42,36.22,63,32.2221,39.4278,25.1058,31.6,22,41.8,53,65.4,64.05,43.9344,59.178,172.9467,24400.7559,11.2,0,val
+12607,United States of America,NAM,warm_moist,-95.764537,36.133802,199.13,9,unknown,unknown,0,0,0,0,0,0,0,0,8.1,0,61.5,0,6.4,15.7,7.7,0,0,3.053,0,50.5796,2.78,2786,7617,30638,44,46.23,63,31.0959,38.8379,23.3632,30.8,19.6,41.6,53,66.2,64.525,43.8798,60.2595,170.5139,24694.531,13.8,0.6,val
+12608,United States of America,NAM,warm_dry,-95.976537,36.204902,198.12,16,unknown,unknown,0,0,0,0,0,0,0,0,19.2,0,55.4,0,5.4,16.6,2.5,0,0,1.247,0,38.183,2.61,16741,23483,30638,62,60.61,63,29.1361,36.8212,21.5436,29,17.2,40.4,51.8,66,63.9833,42.6699,59.7748,196.2005,22496.8786,14.8,1.4,val
+12609,United States of America,NAM,warm_moist,-122.588151,45.25928,174,78,unknown,unknown,0,20.5,0,0,0,41.1,0,0,1.3,0,0,0,23,6.1,7.9,0,0,1.708,0,0.74889,2.38,1448,4283,46026,11,13.61,63,26.5739,-999,-999,-999,-999,-999,-999,-999,-999,-999,44.6705,-999,-999,-999,-999,val
+12613,United States of America,NAM,warm_moist,-122.7721,45.768531,6,0,unknown,unknown,0,21.6,0,0,0,48.1,0,0,2,0,0,0,9.7,8.6,8.4,0,0,0.73,0,1.34922,1.91,684,2477,29847,10,13.85,63,23.3819,-999,-999,-999,-999,-999,-999,-999,-999,-999,38.1428,-999,-999,-999,-999,val
+12614,United States of America,NAM,cool_dry,-121.260166,44.021896,1104,28,unknown,unknown,0,38.3,0,0,0,0,1.4,5.7,1.7,0,47.8,0,1.9,2.9,0,0,0,0,0,0.945004,0.69,2176,4217,16128,18,23.05,63,31.9147,-999,-999,-999,-999,-999,-999,-999,-999,-999,49.6181,-999,-999,-999,-999,train
+12616,United States of America,NAM,cool_dry,-122.7877,42.229891,591,66,unknown,unknown,0,61,0,0,0,3.9,0,0,9.2,0,10.2,0,6.3,4.8,3.6,0,0,0.027,0,0.02609,0.91,3214,3214,17889,13,15.28,63,33.2367,-999,-999,-999,-999,-999,-999,-999,-999,-999,54.205,-999,-999,-999,-999,test
+12617,United States of America,NAM,warm_moist,-123.083737,44.026312,133,12,unknown,unknown,0,27.3,0,0,0,34.7,0,0,0,0,0,0,21.3,6.4,8.1,0,0,0.268,0,0.220031,1.2,15636,26337,28318,59,46.05,63,21.9167,-999,-999,-999,-999,-999,-999,-999,-999,-999,43.3674,-999,-999,-999,-999,train
+12618,United States of America,NAM,warm_moist,-123.0353,43.8345,184,6,unknown,unknown,0,48.4,0,0,0,38,0,0,0,0,0,0,5.9,2.1,5.1,0,0,1.176,0,2.06697,0.91,720,846,23670,13,14.47,63,21.0178,-999,-999,-999,-999,-999,-999,-999,-999,-999,44.8551,-999,-999,-999,-999,train
+12620,United States of America,NAM,warm_moist,-122.915085,44.81029,102,10,unknown,unknown,0,11.1,0,0,0,21.2,0,0,0,0,0,0,52.4,5,9.4,0,0,2.184,0,5.10325,1.68,874,1124,28573,8,9.02,63,23.2708,-999,-999,-999,-999,-999,-999,-999,-999,-999,45.3261,-999,-999,-999,-999,train
+12621,United States of America,NAM,warm_moist,-122.602877,45.496641,75,69,unknown,unknown,0,18.7,0,0,0,28.6,0,0,4.7,0,0,0,5.7,33.8,7,0,0,0.806,0,17.3714,3.22,46026,49575,49575,63,62.87,63,19.6342,24.3259,14.9197,19.6,8.8,28.8,36.4,45.8,44.05,29.3682,41.2361,49.4521,2956.3558,0.4,0,val
+12622,United States of America,NAM,warm_dry,-119.262991,45.828968,138,30,unknown,unknown,1.6,1.5,0,0,0,0,0,0,0,0,37.7,0,51.2,5.9,0,0,0,2.659,0,2.57785,1.44,475,3645,4359,45,36.72,61,31.1463,-999,-999,-999,-999,-999,-999,-999,-999,-999,51.021,-999,-999,-999,-999,val
+12625,United States of America,NAM,warm_moist,-122.854437,45.402446,613.4,21,unknown,unknown,0,14.3,0,0,0,23.1,0,0,2,0,0,0,28.6,20.8,11.1,0,0,1.156,0,1.89877,2.78,7723,18323,49575,44,47.19,63,23.5572,-999,-999,-999,-999,-999,-999,-999,-999,-999,41.5718,-999,-999,-999,-999,val
+12626,United States of America,NAM,warm_moist,-77.25,39.93,0,37,unknown,unknown,0,0,0,0,25.3,1.7,0,0,0,0,0,0,21,1.4,50.5,0,0,2.261,0,1.23494,3.34,997,997,5883,25,14.8,63,40.1935,-999,-999,-999,-999,-999,-999,-999,-999,-999,59.1597,-999,-999,-999,-999,val
+12628,United States of America,NAM,warm_moist,-79.960757,40.46542,256,5,unknown,unknown,0,0,0,0,26,4.4,0,0,4.5,0,0,0,3.3,25.8,35.2,0,0,0.076,0,17.1854,4.76,61659,61659,61659,62,61.92,63,24.8697,32.615,17.163,23.6,11.8,35.4,47.4,63,60.675,37.9023,57.7627,201.6633,16881.8578,11.4,0.4,train
+12629,United States of America,NAM,warm_moist,-80.016155,40.445577,0,6,unknown,unknown,0,0,0,0,21.1,4.5,0,0,4.5,0,0,0,3.6,26.1,39.4,0,0,0.076,0,9.28923,4.77,29379,44349,61659,63,62.63,63,26.4879,35.0464,16.9845,25,11,38.3333,50.3333,66.1,62.7083,41.1176,59.5079,191.9906,21705.023,8.6667,0.6667,train
+12630,United States of America,NAM,warm_moist,-80.169943,40.375644,354,96,unknown,unknown,0,0,0,0,19,2.9,0,0,2.4,0,0,0,3.2,19.5,52.5,0,0,0,0,3.38391,4.38,3557,13911,61659,49,44.91,63,35.6103,39.8412,28.1797,33,23.5,43.5,53.5,66,63.3125,44.1538,58.0946,172.1655,25870.6563,11,0,train
+12633,United States of America,NAM,cool_moist,-79.72941,40.613949,302,36,unknown,unknown,0,0,0,0,31.9,2.8,0,0,1.9,0,0,0,1.5,7.3,54,0,0,0.069,0,10.6053,4.24,14026,14026,49252,56,48.61,63,27.2429,36.1967,18.6126,26.25,14.5,37.5,50.25,68.5,65.8438,41.8074,57.3642,263.8411,22225.6865,16.5,1,train
+12635,United States of America,NAM,cool_moist,-79.56475,40.814183,200,72,unknown,unknown,0,0,0,0,39.7,1.4,0,0,0,0,0,0,0,1.2,56.9,0,0,0.308,0,0.64777,3.76,976,4232,9035,38,27.98,56,27.1272,35.3703,18.7204,27,15,37.25,48.25,63.75,60.8438,40.4724,57.5181,179.1073,17737.654,7.25,0.25,train
+12636,United States of America,NAM,cool_moist,-80.503948,40.56252,372,56,unknown,unknown,0,1.4,0,0,44,3.1,0,0,0,0,0,0,1.4,7,42.5,0,0,0.002,0,10.1744,3.91,628,837,14118,10,11.77,62,34.6777,38.36,29.1549,33,24.5,41.75,50.925,63,60.0312,42.3581,56.1357,130.1977,19565.6212,4,0,train
+12638,United States of America,NAM,warm_moist,-80.359722,40.684722,427,106,unknown,unknown,0,0,0,0,34,3,0,0,1,0,0,0,1.4,9.5,50,0,0,0.001,0,1.5592,4.35,2795,8418,14118,44,41.97,60,31.6778,36.637,24.6443,30.25,20.5,40,49.75,62.75,60.375,41.2428,57.009,163.4177,18911.647,8.25,0.25,train
+12639,United States of America,NAM,warm_moist,-80.316442,40.747796,216,0,unknown,unknown,0,0,0,0,31.4,2.5,0,0,0,0,0,0,1.3,8.7,54.4,0,0,0.071,0,246.614,4.17,14118,14118,14118,55,46.62,60,23.868,33.0524,13.6483,22.5,7.25,35.5,47.25,61,57.7188,38.9413,55.7281,140.0336,15908.1661,4,0.25,train
+12641,United States of America,NAM,warm_moist,-75.789721,40.51408,144,14,unknown,unknown,0,0,0,0,20,1,0,0,0,0,0,0,13,6,59.5,0,0,0.292,0,23.8352,4.07,5803,5803,47450,47,32.78,63,27.2588,33.0758,17.7456,26,13,37,45.5,56.5,54.625,39.5969,55.7749,71.4112,11767.5728,2.6667,0,train
+12644,United States of America,NAM,warm_moist,-75.9686,40.38335,92,10,unknown,unknown,0,0,0,0,21.4,1.7,0,0,0,0,0,0,16,8.5,51.8,0,0,0.116,0,5.47418,4.07,3979,12458,47450,61,57.32,63,26.9681,34.687,17.438,26.25,11.25,38,48.5,63.75,61.1875,40.5502,58.2426,160.6783,18107.8975,6.5,0,train
+12645,United States of America,NAM,cool_moist,-78.370833,40.535278,378,33,unknown,unknown,0,0,0,0,57.8,0,0,0,0,0,0,0,3.6,2.2,35.7,0,0,0.202,0,7.37508,3.15,3400,34525,34525,56,42.89,62,25.9887,33.1407,16.874,24.5,11.25,36.75,47,60.5,58.183,38.9981,55.031,139.1824,14975.6031,6,0.75,train
+12646,United States of America,NAM,cool_moist,-76.512726,41.705226,340,18,unknown,unknown,0,0,0,0,51.2,2,0,0,0,0,0,0,0,0,46,0,0,0,0,0.126197,2.13,201,250,3414,7,5.61,49,24.3769,30.6247,18.1544,25.5,14.5,33.5,41,48.5,47.3125,34.897,43.8944,24.2596,4496.6492,0,0,train
+12647,United States of America,NAM,warm_moist,-74.882222,40.107222,12,10,unknown,unknown,0,2.6,0,0,1.6,7.4,0,0,1.9,0,0,0,6.1,52.7,27.5,0,0,0.02,0,26.5562,5.33,17960,29044,90099,62,62.25,63,27.2065,33.9491,17.945,26,12,37.25,48.5,65.98,61.8125,39.6122,60.5814,220.3612,18444.7199,10.75,0.5,test
+12648,United States of America,NAM,cool_moist,-78.915,40.309722,361,13,unknown,unknown,0,0,0,0,57.9,1.4,0,0,0,0,0,0,0,0,38.8,0,0,1.36,0,0.39314,3.62,14736,14736,14736,60,50.58,61,24.4423,32.1079,15.1623,22.75,9.25,35,46.5,59.75,56.625,38.0759,54.9321,111.3453,14130.3118,4.25,0,train
+12649,United States of America,NAM,cool_moist,-77.877028,40.811389,0,55,unknown,unknown,0,0,0,0,65,1,0,0,0,0,0,0,3.6,1,29.4,0,0,0.686,0,1.15658,2.8,23619,23619,23619,62,54.44,62,29.125,35.0618,21.0896,28.75,16.75,38.75,47.5,59.5,56.4062,39.9418,53.4476,118.1264,14767.0611,3.5,0,train
+12653,United States of America,NAM,warm_moist,-75.768242,39.834461,0,29,unknown,unknown,0,0,0,0,5.6,1.9,0,0,0,0,0,0,10.5,19.6,61.4,0,0,0.139,0,1.33914,4.47,4137,4137,39152,51,44.73,63,32.1974,37.1215,25.1999,30.25,21.25,39.75,50.5,65,62.75,41.7031,60.8455,209.0588,20974.6634,10.25,0.75,test
+12654,United States of America,NAM,cool_moist,-78.526194,41.1175,0,74,unknown,unknown,0,0,0,0,75.7,1.4,0,0,0,0,0,0,0,0,21.6,0,0,0,0,1.45631,2.43,379,379,7293,0,0.65,58,33.9665,37.2949,29.4507,33,24.6667,41.3333,50,62.3333,59.6667,41.7978,55.0563,124.0194,18062.2654,4.3333,0.3333,train
+12655,United States of America,NAM,warm_moist,-76.846988,40.246992,125,24,unknown,unknown,0,3,0,0,22.1,2.3,0,0,0,0,0,0,9.4,12.8,49.5,0,0,0.515,0,5.44542,3.9,14408,36377,36377,62,61.65,63,25.8289,32.4925,16.4512,24,10.5,36,47,61,58.375,38.2064,54.8703,108.4242,14982.6628,2,0,train
+12656,United States of America,NAM,warm_moist,-76.681389,40.272222,125,14,unknown,unknown,0,2.6,0,0,22.1,1.8,0,0,0,0,0,0,15.1,11.2,46.3,0,0,1.1,0,5.90897,4.27,5261,7041,36377,60,53.15,63,26.6672,32.5824,16.8393,25,11.5,35.5,46.5,59.5,59.625,39.2202,56.6944,133.7076,13992.6962,3.3333,0,train
+12657,United States of America,NAM,warm_moist,-75.3725,39.835556,3,0,unknown,unknown,3.2,1.3,0,0,3.9,4.6,0,0,1.1,0,0,0,11.3,41.2,32.2,0,0,1.37,0,24.3737,5.54,1554,31578,124031,61,57.58,63,28.508,34.4769,20.3914,26.75,15.25,37.5,49,64.75,61.8438,40.1202,60.4225,211.0125,18775.4769,10.75,0.25,test
+12660,United States of America,NAM,cool_moist,-80.038611,42.14175,0,32,unknown,unknown,39.3,0,0,0,13.9,0,0,0,0,0,0,0,1.7,2,40.5,0,0,0.086,0,12.2144,2.2,15391,18364,34523,61,53.76,62,32.5103,36.0558,27.3908,31.5,22.5,40.25,49,62.75,59.7188,40.8797,56.4135,149.8263,16939.4976,7,0.25,train
+12661,United States of America,NAM,cool_moist,-77.475556,39.961111,676,283,unknown,unknown,0,0,0,0,29.6,1.7,0,0,0,0,0,0,24.4,1.3,43,0,0,0,0,1.57301,3.45,976,1185,13139,5,6.62,62,38.3642,39.132,35.9704,37,29.5,45,52,61,59.125,43.1359,54.9241,96.6723,18854.9175,2,0,val
+12662,United States of America,NAM,warm_moist,-80.26567,39.80933,450,48,unknown,unknown,0,0,0,0,59.6,0,0,0,0,0,0,0,0,0,39.5,0,0,0,0,0.134482,3.27,236,327,4843,7,8.01,51,35.0717,38.354,28.9726,33.5,25,42,50,59.5,57.8125,42.2642,56.0356,79.0381,16907.1755,2,0,train
+12663,United States of America,NAM,cool_moist,-78.919972,40.56333,360,61,unknown,unknown,0,0,0,0,48.1,0,0,0,0,0,0,0,0,0,49.7,0,0,0.267,0,18.4399,4.06,392,528,11898,9,7.73,58,34.9781,38.8157,29.4511,33.25,25.25,42,51.25,64.75,61.4688,43.1475,58.4329,175.9738,21117.0266,9.5,0,train
+12665,United States of America,NAM,cool_moist,-75.578186,41.479116,260,20,unknown,unknown,0,0,0,0,56.6,2.8,0,0,0,0,0,0,0,8.7,31.3,0,0,0.117,0,5.91504,2.52,4486,10400,25312,59,50.21,63,27.761,34.0163,19.6045,27.5,15,37.5,46.5,58,56.625,38.7854,53.2658,72.9171,13302.5993,1,0,train
+12666,United States of America,NAM,cool_moist,-75.623056,41.442778,251,34,unknown,unknown,0,0,0,0,58.6,2.4,0,0,0,0,0,0,0,10.7,27.5,0,0,0.595,0,14.9013,2.61,7037,23714,25312,63,58.36,63,25.9164,32.9433,18.5926,25.6667,13.3333,36.3333,46.3333,59.6667,56.7917,38.19,51.8566,114.676,13671.4638,2.6667,0,train
+12667,United States of America,NAM,warm_moist,-76.283333,40.046667,99,4,unknown,unknown,1,1.1,0,0,4.3,1.5,0,0,0,0,0,0,46.9,5.5,39.2,0,0,0.525,0,1.6603,3.77,11749,40703,40703,62,60.62,63,27.7749,34.6223,18.092,26.25,13,37.75,49.25,63.75,60.75,40.2296,59.9378,177.996,19008.9258,7.25,0.25,train
+12668,United States of America,NAM,warm_moist,-76.1124,40.043833,116,14,unknown,unknown,0,0,0,0,4.6,0,0,0,0,0,0,0,44.8,5.8,44,0,0,0.157,0,4.28257,3.85,1569,1968,40703,29,24.05,63,27.9881,33.8344,18.9539,26.5,15,37,46,57,57.6667,40.6978,59.2208,133.5659,13218.8112,4,0,train
+12669,United States of America,NAM,cool_moist,-80.346442,40.995848,262,10,unknown,unknown,0,0,0,0,15.5,1.7,0,0,0,0,0,0,1.5,5.2,75.6,0,0,0.106,0,1.63414,3.54,9381,12951,18983,59,50.9,62,25.6487,33.557,17.0054,24.75,12.5,35.875,47,61,58.25,38.8681,55.6519,164.3414,15306.464,5,0,train
+12670,United States of America,NAM,warm_moist,-76.383447,40.337328,158,11,unknown,unknown,0,0,0,0,16.2,0,0,0,0,0,0,0,39,3.4,41,0,0,0.945,0,4.08603,3.58,1166,3530,18345,55,44.5,62,28.6859,36.1832,21.2121,28.5,17.25,38.75,49.25,64.43,61.6875,41.4501,58.2889,171.6348,19377.5943,8.5,0,train
+12671,United States of America,NAM,warm_moist,-75.4325,40.611944,116,35,unknown,unknown,0,0,0,0,16.9,2,0,0,0,0,0,0,8.9,14.5,56.9,0,0,0.135,0,18.6641,4.52,22122,61411,61411,63,62.09,63,29.7396,34.965,21.4928,28.5,16.75,38.5,49.25,63.25,60.4375,39.9979,57.9918,149.9109,17788.123,6.5,0,train
+12672,United States of America,NAM,cool_moist,-76.003333,41.209167,165,29,unknown,unknown,0,0,0,0,67.5,5.2,0,0,0,0,0,0,0,10,15.7,0,0,0.201,0,1.52705,2.62,6227,6659,29858,53,34.55,63,26.4105,-999,16.705,-999,-999,-999,-999,-999,55.125,37.6158,50.1667,88.7509,-999,0.5,0,train
+12673,United States of America,NAM,cool_moist,-75.846389,41.265556,172,14,unknown,unknown,0,0,0,0,69.8,3.7,0,0,0,0,0,0,0,13,12.6,0,0,0,0,3.45893,2.94,17682,25885,29858,63,57.79,63,24.337,31.8279,16.2503,24.75,10,35.4375,44.75,57,54.8125,36.972,50.2391,88.2016,11127.5918,0.75,0,train
+12674,United States of America,NAM,cool_moist,-76.9238,41.2508,161.54,6,unknown,unknown,0,0,0,0,55.6,1.6,0,0,0,0,0,0,2.2,2.7,37.5,0,0,0.228,0,0.394596,2.41,2005,3308,18742,48,35.98,61,26.4793,32.841,18.4411,25.25,13,36.25,45.75,58.25,56.1429,37.9888,52.505,87.1513,12737.0453,2,0,train
+12677,United States of America,NAM,cool_moist,-80.484779,41.215014,329,68,unknown,unknown,0,0,0,0,15.3,1.5,0,0,0,0,0,0,0,10.5,70.7,0,0,0.123,0,6.91086,2.81,3264,16345,24858,58,52.11,63,31.6433,37.6013,24.2899,30.25,20.75,40.25,50.225,65.25,62.5938,42.1996,58.3003,183.693,20638.3969,10.25,0.5,train
+12680,United States of America,NAM,cool_moist,-75.32328,41.08306,370,103,unknown,unknown,0,0,0,0,81.8,7.3,0,0,0,0,0,0,0,2,8.3,0,0,0,0,2.78235,2.68,1551,1552,11353,46,37.13,60,29.2863,33.5311,22.1812,28,18,37.25,46,57.5,55.1562,38.7359,52.2957,76.5621,11534.6814,0.75,0,train
+12681,United States of America,NAM,warm_moist,-75.309167,40.112222,53,37,unknown,unknown,0,0,0,0,3.4,4,0,0,1.2,0,0,0,3,58.5,29.2,0,0,0,0,13.4161,5.1,16225,31675,124031,63,62.29,63,28.0263,33.8283,19.5564,26,14.5,36.5625,48.25,63.75,61.125,39.4777,59.2022,185.3733,17694.4004,8.5,0,test
+12683,United States of America,NAM,warm_moist,-75.341111,40.628056,0,1,unknown,unknown,0,0,0,0,18.8,2.7,0,0,0,0,0,0,7.1,14.2,56.4,0,0,0.115,0,10.5357,4.49,2232,16085,61411,63,58.5,63,26.6409,33.1127,17.4739,25.5,11.5,36.5,47,61.485,58.875,38.9654,56.9532,137.5182,15388.8743,4.25,0,train
+12685,United States of America,NAM,warm_moist,-75.237156,40.692224,0,26,unknown,unknown,0,0,0,0,24,2.2,0,0,0,0,0,0,5.2,12.2,55.8,0,0,0.18,0,7.08837,4.21,29943,29943,61411,63,59.2,63,24.2236,32.0438,15.8586,24,9,35.75,46.5,61,58.25,38.3937,54.2588,126.6292,14583.1931,3.75,0,train
+12686,United States of America,NAM,warm_moist,-77.165556,40.456944,126,65,unknown,unknown,0,2.4,0,0,41,2.4,0,0,0,0,0,0,2.7,2.3,48.8,0,0,0.002,0,0.444369,2.85,592,856,8634,10,11.32,60,26.7965,34.487,18.0737,26.25,13,38,47.5,60,57.5,40.3159,53.9133,103.1041,15255.5631,2.25,0,test
+12687,United States of America,NAM,warm_moist,-75.09778,40.008889,22,23,unknown,unknown,0,2,0,0,1.4,7.3,0,0,2.4,0,0,0,4,71.8,10.3,0,0,0.019,0,89.0974,5.7,84863,120888,124031,63,63,63,20.8985,25.3081,16.5013,20,9.6,30,39.2,52.832,50.975,30.4662,48.2237,105.7122,6375.797,1.8,0,test
+12690,United States of America,NAM,warm_moist,-75.011549,40.0764,28,28,unknown,unknown,0,2.4,0,0,1.8,4.3,0,0,2.3,0,0,0,3.7,67.2,18.1,0,0,0,0,89.0974,5.7,46655,69064,124031,63,62.79,63,28.602,36.0493,21.3052,27.8,16.5,38.8,51,69,66.4,41.9046,62.935,253.7761,22828.6333,17.4,1.4,test
+12691,United States of America,NAM,warm_moist,-75.080833,39.991389,22,0,unknown,unknown,0,2,0,0,1.4,7.3,0,0,2.4,0,0,0,4,71.8,10.3,0,0,0.019,0,39.8773,6.37,18103,90099,124031,63,63,63,18.6075,-999,-999,-999,-999,-999,-999,-999,-999,-999,41.0581,-999,-999,-999,-999,test
+12693,United States of America,NAM,warm_moist,-75.002405,40.035985,9,0,unknown,unknown,0,2.6,0,0,1.2,7.5,0,0,2.3,0,0,0,4.8,64,17.3,0,0,0,0,89.0974,5.7,14244,37578,124031,62,62.81,63,28.3449,34.1358,19.7551,26,13.5,37.5,50.5,71.62,66.4792,40.0071,62.2055,319.3174,22381.7341,20.5,1,test
+12695,United States of America,NAM,cool_moist,-76.939167,41.644722,650,220,unknown,unknown,0,0,0,0,65.2,0,0,0,0,0,0,0,0,0,33.9,0,0,0,0,0.130896,1.94,93,173,707,7,5.13,43,37.2751,38.0186,34.197,35.25,28.25,43.5,51,60.75,58.9375,41.6651,53.6425,92.96,16228.216,1.75,0,train
+12696,United States of America,NAM,warm_moist,-79.902222,40.146667,232,0,unknown,unknown,0,0,0,0,18.4,1.6,0,0,0,0,0,0,2.3,5.2,71.7,0,0,0.327,0,1.27469,4.21,14014,14014,29595,55,44.9,62,25.574,34.1916,15.6651,24.75,10.75,36.25,48,61.25,58.3438,39.9059,56.9526,130.6816,16554.5966,4.5,0,train
+12697,United States of America,NAM,cool_moist,-80.261389,40.170556,334,24,unknown,unknown,0,0,0,0,15.9,0,0,0,0,0,0,0,1.8,2.6,78.7,0,0,0.389,0,0.342093,3.54,3376,10588,11025,59,45.99,62,28.0163,34.6491,19.7444,27.25,16,37.5,47.75,60.305,57.625,39.8506,55.3735,121.6507,15789.5972,4.75,0,train
+12698,United States of America,NAM,cool_moist,-80.420833,40.445278,335,42,unknown,unknown,0,1.2,0,0,36.8,3.3,0,0,0,0,0,0,1.8,5.8,50.4,0,0,0,0,6.16966,3.94,426,2181,12575,18,13.79,62,29.6006,36.9504,21.1634,29.25,18,39,48.75,61.75,59.0312,41.5834,55.9587,133.8365,18088.4116,5.25,0,train
+12699,United States of America,NAM,warm_moist,-80.243995,40.268963,327,35,unknown,unknown,0,0,0,0,15.3,1.4,0,0,1,0,0,0,2.9,9.9,69.3,0,0,0.019,0,2.04061,3.75,2831,11025,40770,48,41.03,63,22.5269,33.8057,18.0379,26.5,14,36,45,57,54.7768,39.296,47.5728,68.9638,11487.8854,1,0,train
+12700,United States of America,NAM,cool_moist,-79.692811,40.428076,0,4,unknown,unknown,0,0,0,0,26.8,2.8,0,0,2.1,0,0,0,3.3,15.6,49,0,0,0.25,0,9.02317,4.38,4899,7963,61659,51,48.74,63,23.5046,33.447,13.1577,22,8,34.5,48,64.5,60.6875,39.6074,54.1585,189.7157,-999,9.5,0,train
+12701,United States of America,NAM,cool_moist,-79.505667,40.304694,0,41,unknown,unknown,0,0,0,0,31.7,0,0,0,0,0,0,0,3.7,3.5,60.2,0,0,0.515,0,5.34615,3.89,2557,8155,11977,59,49.44,61,27.2105,33.1135,20.2094,26.25,16,36.25,45.75,59.25,56.75,38.4121,53.9989,138.7253,13032.1624,3.25,0,train
+12702,United States of America,NAM,warm_moist,-76.699444,39.965278,125,15,unknown,unknown,1.2,1.7,0,0,6.6,2,0,0,0,0,0,0,16.2,6.4,65.6,0,0,0.758,0,1.39592,4.14,10610,20999,24675,63,62.55,63,28.0163,35.1541,19.2028,27.25,14.25,38,49.5,63.5,60.8125,40.5845,58.0185,136.762,18908.3645,6.25,0,train
+12703,United States of America,NAM,warm_moist,-76.462055,39.86097,240,72,unknown,unknown,1.9,1.3,0,0,6,2.4,0,0,0,0,0,0,10.1,2.7,75.2,0,0,0.542,0,1.1941,3.58,639,669,40703,11,9.25,63,34.8926,-999,-999,-999,-999,-999,-999,-999,-999,-999,58.8516,-999,-999,-999,-999,train
+12704,United States of America,NAM,cool_moist,-71.72,41.615237,67,28,unknown,unknown,0,0,0,0,52.6,34.4,0,0,0,0,0,0,1,4.2,6.8,0,0,0,0,1.07707,3.35,663,804,20708,6,9.18,63,29.6667,-999,-999,-999,-999,-999,-999,-999,-999,-999,54.2406,-999,-999,-999,-999,test
+12706,United States of America,NAM,cool_moist,-71.36077,41.841573,15,0,unknown,unknown,8.4,2.4,0,0,20.1,36.7,0,0,0,0,0,0,1.6,23.6,6.4,0,0,0,0,29.1734,3.58,18507,39946,74161,63,59.86,63,31.0018,35.7888,23.9561,30,20,39.5,48,61.595,59.3125,40.2627,55.1592,183.0621,15770.6925,7.25,0.75,test
+12707,United States of America,NAM,cool_moist,-71.423705,41.49511,0,-1,unknown,unknown,49.3,1.8,0,0,14.4,20.2,0,0,0,0,0,2,0,4.8,6.1,0,0,0,0,1.09681,3.64,1687,6206,15951,37,27.5,62,36.5518,-999,-999,-999,-999,-999,-999,-999,-999,-999,54.3189,-999,-999,-999,-999,test
+12708,United States of America,NAM,warm_moist,-82.386376,34.325318,656,26,unknown,unknown,0,0,0,0,0,28.2,0,0,62.6,0,0,0,0,0,6.8,0,0,0.31,0,0.280759,2.03,401,508,4095,19,9.82,63,27.6172,-999,-999,-999,-999,-999,-999,-999,-999,-999,50.6666,-999,-999,-999,-999,val
+12709,United States of America,NAM,warm_moist,-81.788731,33.342226,107,56,unknown,unknown,0,2.6,0,0,0,38.4,0,0,47.9,0,1.4,1.3,2.8,2.9,2.5,0,0,0.458,0,0.401645,2.6,533,875,18209,31,20.15,63,31.0578,-999,-999,-999,-999,-999,-999,-999,-999,-999,51.453,-999,-999,-999,-999,val
+12712,United States of America,NAM,warm_moist,-82.532059,34.623236,275,28,unknown,unknown,0,0,0,0,0,9.2,0,0,71.2,0,0,0,2.6,4.8,10.9,0,0,4.773,0,10.3374,2.42,1705,3219,12096,19,22.86,62,30.6934,-999,-999,-999,-999,-999,-999,-999,-999,-999,54.7354,-999,-999,-999,-999,val
+12715,United States of America,NAM,tropical_moist,-79.9367,32.987252,2,3,unknown,unknown,4.6,4.1,0,0,0,43.8,0,0,22.3,0,0,10.2,2.1,11.3,0,0,0,0.154,0,20.4144,2.76,1373,2344,21404,47,42.15,63,25.5561,-999,-999,-999,-999,-999,-999,-999,-999,-999,49.6922,-999,-999,-999,-999,val
+12717,United States of America,NAM,tropical_moist,-79.657187,32.941023,3,0,unknown,unknown,51,3.2,0,0,0,30.7,0,0,3.9,0,0,8.7,0,1.1,0,0,0,0,0.002,3.40026,2.25,71,137,9624,5,4.04,63,29.6284,-999,24.5838,31.5,20.5,42,51,61,58.75,43.2069,50.753,113.6554,20323.7596,1,0,val
+12718,United States of America,NAM,warm_moist,-81.816567,35.130396,296,31,unknown,unknown,0,0,0,0,0,12.3,0,0,67.9,0,0,0,1.7,4.1,12.5,0,0,1.682,0,5.21347,2.59,894,1838,16097,13,17.54,63,31.4111,38.8376,24.1569,30.5,20.5,42,51.5,62.5,60.4375,43.1577,54.8031,127.1831,21501.0607,2.5,0,val
+12719,United States of America,NAM,warm_moist,-81.405,35.131389,340,64,unknown,unknown,0,0,0,0,2.9,20,0,0,63,0,0,0,0,2.2,10.8,0,0,0.39,0,2.7187,2.95,725,1859,14330,7,10.51,63,37.4865,-999,-999,-999,-999,-999,-999,-999,-999,-999,55.6866,-999,-999,-999,-999,val
+12721,United States of America,NAM,warm_moist,-80.198787,34.615367,133,32,unknown,unknown,0,1,0,0,0,26.1,0,0,62.9,0,1.6,0,3.2,0,4.8,0,0,0.177,0,0.333075,2.2,156,356,1748,0,1.31,56,32.8338,39.4925,27.19,33,24,42,50.5,60,57.9375,43.0461,52.2124,81.6548,19942.6255,1.5,0,train
+12722,United States of America,NAM,tropical_moist,-80.965038,33.007866,35,13,unknown,unknown,0,2.4,0,0,0,40.7,0,0,44.7,0,0,1.6,0,0,9,0,0,0.021,0,0.573253,2.28,116,125,472,0,1.98,51,24.247,-999,-999,-999,-999,-999,-999,-999,54.625,38.8827,48.5492,-999,-999,1.5,-999,test
+12724,United States of America,NAM,warm_moist,-79.744859,34.285696,36,22,unknown,unknown,0,0,0,0,0,38.5,0,0,35,0,0,0,8.1,2.4,14.4,0,0,1.25,0,6.92038,2.43,668,2852,13294,37,30.79,63,28.4438,-999,-999,-999,-999,-999,-999,-999,-999,-999,54.6414,-999,-999,-999,-999,train
+12725,United States of America,NAM,warm_moist,-81.853635,33.739963,190,36,unknown,unknown,0,0,0,0,0,36.8,0,0,51.5,0,1.8,0,3.2,0,5.3,0,0,0.631,0,0.465436,2.37,442,450,9736,23,14.22,62,27.0527,38.1188,22.2249,28.3333,19,38.3333,48,58,55.7083,41.103,47.262,61.8343,19312.1871,0,0,val
+12728,United States of America,NAM,warm_moist,-82.256701,34.751848,259,17,unknown,unknown,0,0,0,0,0,11.7,0,0,67.5,0,0,0,3.7,9.4,6.2,0,0,4.48,0,1.41774,2.64,5075,7878,19946,62,56.08,63,28.4755,36.5803,17.4114,26.5,14.5,38.5,49,60,57.9375,41.7587,54.5774,96.6644,18150.5656,1,0,val
+12729,United States of America,NAM,warm_moist,-82.372881,35.057395,296,8,unknown,unknown,0,0,0,0,9.1,29.6,0,0,45.6,0,0,0,1.6,7.6,5.8,0,0,0.441,0,7.43353,2.48,572,1019,19946,16,14.79,63,25.6695,-999,-999,-999,-999,-999,-999,-999,-999,-999,54.3331,-999,-999,-999,-999,val
+12730,United States of America,NAM,warm_moist,-78.974517,34.126415,26,0,unknown,unknown,0,0,0,0,0,24.5,0,0,35.5,0,0,0,7.6,0,31.7,0,0,2.746,0,0.404808,2.25,331,470,1246,9,8.59,60,29.5097,-999,-999,-999,-999,-999,-999,-999,-999,-999,52.4496,-999,-999,-999,-999,train
+12731,United States of America,NAM,warm_moist,-83.2377,34.805261,658,133,unknown,unknown,0,0,0,0,5.2,68.4,0,0,18.7,0,0,0,0,0,5.7,0,0,0,0,0.335423,1.75,142,167,2475,5,2.17,59,36.5671,-999,-999,-999,-999,-999,-999,-999,57.3125,42.0044,51.0798,-999,-999,1,-999,train
+12733,United States of America,NAM,warm_moist,-82.838659,34.653606,219,17,unknown,unknown,2.8,5.9,0,0,1.6,14.9,0,0,51,0,0,1.9,1.8,3,15.8,0,0,3.638,0,1.6567,2.3,4407,5464,12096,18,31.7,62,29.5895,-999,-999,-999,-999,-999,-999,-999,-999,-999,55.6417,-999,-999,-999,-999,val
+12734,United States of America,NAM,warm_moist,-82.744576,34.851537,276,15,unknown,unknown,1.3,2.9,0,0,7.6,28.6,0,0,47.5,0,0,0,1,1.5,9.2,0,0,1.46,0,1.13983,2.05,1897,2129,7035,9,15.93,62,23.2222,-999,-999,-999,-999,-999,-999,-999,-999,-999,53.8283,-999,-999,-999,-999,val
+12735,United States of America,NAM,warm_moist,-80.962304,34.093959,107,30,unknown,unknown,0,0,0,0,0,29.5,0,0,48.7,0,1.3,0,3.2,15.2,0,0,0,0.115,0,20.3963,3.04,8035,16123,28320,62,60.64,63,26.0479,32.8246,16.6154,23.75,12.75,35,45.75,56.75,57,40.0216,53.9557,76.7555,13212.4381,3.6,0.25,test
+12736,United States of America,NAM,warm_moist,-80.781135,33.81468,33.9,6,unknown,unknown,0,0,0,0,0,46.1,0,0,41.9,0,0,0,2.5,1.6,6,0,0,0.01,0,0.62681,2.53,428,428,8616,7,7.03,63,20.7603,31.7822,11.2924,19.6667,6.6667,33.3333,44.3333,57,52.8333,38.4426,48.943,71.8134,11781.7977,0.3333,0,test
+12737,United States of America,NAM,warm_moist,-80.868318,34.131262,139,38,unknown,unknown,0,0,0,0,0,38.1,0,0,45.2,0,0,0,2.5,11.8,0,0,0,1.616,0,20.4017,2.73,7963,8041,28320,61,55.44,63,33.8911,-999,-999,-999,-999,-999,-999,-999,-999,-999,57.87,-999,-999,-999,-999,test
+12740,United States of America,NAM,warm_moist,-82.075802,34.988706,265,21,unknown,unknown,0,0,0,0,0,10.5,0,0,70.2,0,0,0,3.4,6.8,7.3,0,0,4.571,0,1.7996,2.81,2105,3958,17321,27,44.49,63,29.4546,43.7266,-999,29.5,16.5,44.5,58,72,68.375,49.8248,59.7403,238.0016,38081.2527,18,1,val
+12743,United States of America,NAM,warm_moist,-81.228409,34.935817,221,55,unknown,unknown,0,1.1,0,0,1.3,29,0,0,57.4,0,0,0,1.2,2.3,7.4,0,0,1.533,0,0.425391,2.62,696,3975,17848,10,12.75,63,28.1625,34.179,21.4939,27,18,37,46,55.5,54.3333,38.4283,49.0515,65.8609,11398.3006,0.5,0,val
+12745,United States of America,NAM,warm_moist,-80.8745,34.9127,162,0,unknown,unknown,0,1.1,0,0,0,20.9,0,0,59.7,0,0,0,3.3,6.7,7.5,0,0,0.151,0,2.83856,3.32,814,1547,20065,18,22.81,63,23.8662,-999,-999,-999,-999,-999,-999,-999,-999,-999,52.2388,-999,-999,-999,-999,val
+12746,United States of America,NAM,warm_moist,-80.9662,35.0158,201,34,unknown,unknown,0,2,0,0,0,16.1,0,0,62.9,0,0,0,3.2,11,3.8,0,0,0.445,0,10.4758,3.57,4511,4511,26398,63,58.89,63,24.6893,-999,-999,-999,-999,-999,-999,-999,-999,-999,47.3134,-999,-999,-999,-999,val
+12747,United States of America,NAM,cool_dry,-96.807299,44.348604,504,17,unknown,unknown,0,0,0,0,0,0,0,0,0,0,0,0,98.9,0,0,0,0,0.282,0,0.042801,1.26,2480,3402,4445,30,28.07,63,30.7317,35.6854,25.8236,30.6,22.4,38.8,46.2,56.816,55.025,39.2984,51.3528,72.549,12354.3677,0.2,0,test
+12749,United States of America,NAM,cool_dry,-101.941218,43.74561,742,60,unknown,unknown,0,0,0,0,0,0,0,0,0,0,99.9,0,0,0,0,0,0,0.288,0,0.011329,1.07,11,11,35,0,1.39,8,33.7079,37.4776,29.9424,33.4,27.6,39.6,46.4,53.8,52.375,40.3974,50.06,50.4216,11437.0785,0,0,train
+12751,United States of America,NAM,cool_dry,-103.315765,44.155636,1080,39,unknown,unknown,0,34,0,0,0,0,0,0,0,0,60.7,0,1,3.6,0,0,0,0.495,0,0.465896,1.1,736,1742,12391,41,31.14,63,33.8763,37.0877,30.6907,34.6,26.4,42.2,48,55.8,53.9,41.5521,51.8113,57.2229,14045.5515,0.4,0,train
+12753,United States of America,NAM,cool_dry,-96.700769,43.54792,451,32,unknown,unknown,0,0,0,0,0,0,0,0,0,0,0,0,95.7,2.7,1,0,0,0.013,0,1.62702,1.53,19279,25257,25257,63,62.41,63,31.5388,36.475,26.6492,31.6,22.8,40,48.2,59.864,58.0536,40.6145,54.8284,102.7787,16465.1463,2.6,0.2,val
+12757,United States of America,NAM,cool_dry,-96.707208,42.751518,344,4,unknown,unknown,0,0,0,0,0,0,0,0,0,0,1.3,0,91.1,0,6.7,0,0,0,0,0.0953,1.5,143,143,6978,0,1.94,61,27.5003,32.9874,22.0843,27,18.5,35.5,43.5,55,52.8929,37.0837,50.9222,64.9717,9327.9022,0,0,train
+12758,United States of America,NAM,cool_dry,-96.785339,42.880212,384,16,unknown,unknown,0,0,0,0,0,0,0,0,0,0,1.2,0,95.4,0,2.4,0,0,0.015,0,0.381501,1.55,108,134,6978,0,0,61,30.4309,36.0842,24.864,29,20.5,37,45,55,55.9167,40.089,52.4963,79.0483,10044.1764,0,0,train
+12759,United States of America,NAM,warm_moist,-84.22316,35.96522,238,0,unknown,unknown,0,2.8,0,0,32.5,12.8,0,0,11.8,0,0,0,3.3,5.4,31.3,0,0,0,0,2.57762,2.8,1482,6102,16978,20,35.23,63,26.6353,-999,-999,-999,-999,-999,-999,-999,-999,-999,55.7662,-999,-999,-999,-999,train
+12762,United States of America,NAM,warm_moist,-83.783611,35.603056,564,46,unknown,unknown,0,1.4,0,0,21.8,67.1,0,0,0,0,0,0,0,0,8.2,0,0,0.007,0,0.062935,2.13,224,224,10456,0,0,62,28.0876,-999,-999,-999,-999,-999,-999,-999,-999,-999,53.8308,-999,-999,-999,-999,train
+12767,United States of America,NAM,warm_moist,-86.744722,36.205,165,31,unknown,unknown,0,4,0,0,20.5,2.5,0,0,14.5,0,0,0,7.3,18.5,31,0,0,0.408,0.017,41.3201,3.71,24617,25094,34415,62,62.23,63,25.7726,-999,-999,-999,-999,-999,-999,-999,-999,-999,52.2414,-999,-999,-999,-999,train
+12768,United States of America,NAM,warm_moist,-86.623301,36.150742,186,18,unknown,unknown,0,4.6,0,0,7,4.2,0,0,16,0,1.7,0,8.8,18.9,37.7,0,0,0.498,0.007,23.2908,4.02,6284,12310,34415,56,52.94,63,29.7567,-999,-999,-999,-999,-999,-999,-999,-999,-999,56.5093,-999,-999,-999,-999,train
+12778,United States of America,NAM,warm_moist,-85.181581,35.233476,289.6,43,unknown,unknown,0,2.7,0,0,22.7,22.5,0,0,18.5,0,0,0,2,6.1,24.9,0,0,0.433,0,15.2532,2.67,3919,7517,21630,44,37.99,63,34.6453,-999,-999,-999,-999,-999,-999,-999,-999,-999,57.3778,-999,-999,-999,-999,train
+12779,United States of America,NAM,warm_moist,-85.162194,35.102638,284.9,41,unknown,unknown,0,2,0,0,18.1,15.1,0,0,28.3,0,0,0,3,8.2,24.7,0,0,0.29,0,32.9488,3,3127,6271,21630,58,52.51,63,35.0832,-999,-999,-999,-999,-999,-999,-999,-999,-999,58.0569,-999,-999,-999,-999,train
+12784,United States of America,NAM,warm_moist,-83.602077,36.105629,310,27,unknown,unknown,1.3,3.8,0,0,11.1,6.4,0,0,11.6,0,0,0,7.1,0,57,0,0,1.956,0,4.79715,2.53,904,1006,6195,9,9.23,62,35.4506,-999,-999,-999,-999,-999,-999,-999,-999,-999,59.4508,-999,-999,-999,-999,train
+12785,United States of America,NAM,warm_moist,-83.764806,36.085508,299,43,unknown,unknown,0,0,0,0,17.4,7,0,0,16.8,0,0,0,3.8,4.8,49.5,0,0,0,0,9.11458,3.18,1288,2257,22880,20,19.01,63,25.9616,-999,-999,-999,-999,-999,-999,-999,-999,-999,57.8147,-999,-999,-999,-999,train
+12786,United States of America,NAM,warm_moist,-83.87381,36.019186,322,32,unknown,unknown,0,0,0,0,16.5,8,0,0,20.7,0,0,0,3.6,7.1,43.3,0,0,0,0,38.9513,3.27,6195,10949,22880,62,59.54,63,26.5035,-999,-999,-999,-999,-999,-999,-999,-999,-999,59.9405,-999,-999,-999,-999,train
+12791,United States of America,NAM,warm_moist,-84.342193,35.720894,256,18,unknown,unknown,0,4.8,0,0,11.2,13.1,0,0,6.1,0,0,0,4,0,59.3,0,0,1.559,0,3.83029,2.53,2000,3231,7750,26,25.37,63,28.3772,-999,-999,-999,-999,-999,-999,-999,-999,-999,58.8677,-999,-999,-999,-999,train
+12797,United States of America,NAM,warm_moist,-84.946111,35.289379,244,26,unknown,unknown,0,4.1,0,0,12.4,17.2,0,0,18.8,0,0,0,2.1,1.7,43,0,0,1.731,0,1.60897,2.65,758,1154,10596,9,8.54,63,30.214,-999,-999,-999,-999,-999,-999,-999,-999,-999,57.6837,-999,-999,-999,-999,train
+12803,United States of America,NAM,warm_moist,-86.598872,35.732878,225,8,unknown,unknown,0,0,0,0,8.8,1.2,0,0,3.1,0,0,0,11.7,1.9,72.3,0,0,2.153,0,1.14842,2.81,469,469,17164,9,9.48,62,31.1394,-999,-999,-999,-999,-999,-999,-999,-999,-999,57.6325,-999,-999,-999,-999,train
+12804,United States of America,NAM,warm_moist,-83.609722,35.696667,1243,448,unknown,unknown,0,0,0,0,25.1,61.7,0,0,3.4,0,0,0,0,0,8.6,0,0,0.125,0,0.059143,2.02,329,687,3797,0,6.55,63,44.2361,43.5622,44.9223,44.2,37.4,51.2,57.6,66,64.525,48.2067,60.2247,144.5199,27603.3637,7.4,0,train
+12805,United States of America,NAM,cool_moist,-83.498056,35.562778,2021,656,unknown,unknown,0,0,0,0,29,66.4,0,0,0,0,0,0,0,0,3.1,0,0,0,0,0.208514,1.52,215,216,1348,0,0,56,48.1513,-999,-999,-999,-999,-999,-999,-999,-999,-999,60.9593,-999,-999,-999,-999,train
+12806,United States of America,NAM,warm_moist,-90.019707,35.217501,90,25,unknown,unknown,0,0,0,0,4,5.3,0,0,10.4,0,1.5,1.1,37.8,24.4,12.7,0,0,0.529,0.004,10.3886,3.1,14312,21131,41729,61,56.13,63,30.2205,-999,-999,-999,-999,-999,-999,-999,-999,-999,57.7362,-999,-999,-999,-999,train
+12808,United States of America,NAM,warm_moist,-89.850249,35.151699,87,8,unknown,unknown,0,0,0,0,4,1.2,0,0,23.1,0,2.7,0,20.9,28,19.4,0,0,1.263,0,26.3755,3.32,9894,18815,41729,62,62.42,63,28.277,37.8444,20.3586,28.6667,16.6667,40,52.3333,67.6667,64.5833,42.9273,58.0298,218.4283,24792.1693,15,1.3333,train
+12809,United States of America,NAM,warm_moist,-89.83447,35.378153,119,33,unknown,unknown,0,0,0,0,4.2,3.5,0,0,7.6,0,1.5,0,35.7,6.5,38.3,0,0,1.718,0,16.2681,2.83,785,2987,21131,12,22.29,63,35.0836,-999,-999,-999,-999,-999,-999,-999,-999,-999,57.4793,-999,-999,-999,-999,train
+12813,United States of America,NAM,warm_moist,-82.424824,36.541439,487,89,unknown,unknown,0,0,0,0,28,5.4,0,0,3.2,0,0,0,3.7,4.5,54.7,0,0,0,0,7.70389,3.32,2040,3298,16275,28,30.9,63,31.3082,-999,-999,-999,-999,-999,-999,-999,-999,-999,58.1573,-999,-999,-999,-999,train
+12814,United States of America,NAM,warm_moist,-82.485742,36.58211,430,52,unknown,unknown,0,0,0,0,34.6,4,0,0,2.2,0,0,0,2.8,2.6,53.3,0,0,0,0,7.70389,3.32,5366,8075,12658,41,34.07,62,29.2705,-999,-999,-999,-999,-999,-999,-999,-999,-999,57.4261,-999,-999,-999,-999,train
+12815,United States of America,NAM,warm_moist,-86.653137,36.29756,143,15,unknown,unknown,0,5,0,0,13.3,2.7,0,0,8.8,0,0,0,8.6,15.6,44.2,0,0,0.852,0,52.0726,3.81,7974,12360,34415,59,59.91,63,31.825,-999,-999,-999,-999,-999,-999,-999,-999,-999,61.0214,-999,-999,-999,-999,train
+12816,United States of America,NAM,warm_moist,-86.564149,36.453975,189,25,unknown,unknown,0,3,0,0,11.8,1.3,0,0,4,0,0,0,18.7,4.1,56.4,0,0,1.469,0,10.5084,3.2,1292,1900,12360,11,11.78,62,32.831,-999,-999,-999,-999,-999,-999,-999,-999,-999,61.4291,-999,-999,-999,-999,train
+12819,United States of America,NAM,warm_moist,-87.137005,35.951534,287,53,unknown,unknown,0,0,0,0,41.1,0,0,0,1.7,0,0,0,3.3,0,52.7,0,0,0.395,0,0.176292,2.68,676,676,9636,27,18.37,61,37.0199,-999,-999,-999,-999,-999,-999,-999,-999,-999,54.728,-999,-999,-999,-999,train
+12820,United States of America,NAM,warm_moist,-86.286261,36.060833,210,35,unknown,unknown,0,1.3,0,0,9.9,5.8,0,0,5.1,0,1.7,0,8.2,1.9,66,0,0,1.407,0,3.1722,2.85,458,518,14706,6,7.5,62,30.5458,-999,-999,-999,-999,-999,-999,-999,-999,-999,57.205,-999,-999,-999,-999,train
+12821,United States of America,NAM,tropical_dry,-97.431052,31.122419,188,23,unknown,unknown,1.1,0,0,0,0,0,0,0,10.8,2.7,69.8,1.1,6.8,2.8,3,0,0,0.556,0,2.53799,2.06,1255,9168,17253,60,52.81,63,26.2883,-999,-999,-999,-999,-999,-999,-999,-999,-999,45.9771,-999,-999,-999,-999,train
+12822,United States of America,NAM,tropical_dry,-97.679734,31.088002,256,33,unknown,unknown,1.1,0,0,0,0,0,0,0,14.9,7.9,63.1,1,4.3,4.6,1.3,0,0,0.199,0,0.374812,2.08,12777,17253,20341,62,56.25,63,32.4405,40.0095,24.7917,31.4,21.8,42.2,52.8,65,63.25,44.2964,56.4297,157.4254,23883.6882,7.8,0,train
+12823,United States of America,NAM,tropical_dry,-98.620166,29.51509,268,26,unknown,unknown,0,0,0,0,0,0,1.4,0,20.9,3.1,36,0,7,27.9,2.5,0,0,0.015,0,2.46681,2.44,34495,40170,63140,62,62.41,63,28.9032,36.9042,20.8513,28,17.2,39,49.4,64.4,61.4202,42.243,54.3244,199.8165,19676.4979,10,0.4,train
+12825,United States of America,NAM,tropical_dry,-98.564936,29.632058,311,26,unknown,unknown,0,0,0,0,0,0,0,0,23.7,4.7,39.3,0,5.4,23.3,1.3,0,0,0.006,0,12.6839,2.41,114,7129,63140,50,49.33,63,28.6961,37.9153,19.4673,27.2,16,39.6,51.2,66.964,63.575,43.7653,57.3251,233.1271,22868.1993,12.2,0.2,train
+12827,United States of America,NAM,tropical_dry,-98.311692,29.275381,140,11,unknown,unknown,0,0,0,0,0,0,1.3,0,1.8,0,71.3,0,16.2,3.4,5.5,0,0,0.497,0,1.786,2.45,920,1065,50801,28,26.04,63,27.8288,35.0203,20.5584,26.6,18.2,36.4,46.4,59.8,57.7429,39.0357,49.8064,122.1212,13898.5284,3.4,0,train
+12830,United States of America,NAM,tropical_moist,-95.392509,29.520443,18,3,unknown,unknown,0,0,0,0,0,0,2.2,0,6.6,0,3.1,0,15.8,32.7,38.8,0,0,0.627,1.905,2.06216,4.87,3871,5735,82033,55,52.67,63,26.2668,35.3028,17.1563,24.2,13.8,36,49,68,64.825,40.9377,55.3353,333.8759,20910.0476,17.8,4.8,train
+12831,United States of America,NAM,tropical_moist,-95.472946,29.043759,0,4,unknown,unknown,11,0,0,0,0,0,6.3,0,29.3,0,3.3,3.7,9.1,4,29.9,0,1.2,0.25,0.954,0.4528,2.61,2562,15771,15771,59,40.83,63,25.1955,32.2031,18.1245,23,14.2,35.2,45.8,60.2,58.275,36.7583,48.3721,124.6587,13402.8688,4.2,0.6,train
+12833,United States of America,MCA,tropical_dry,-97.493836,25.892503,6,3,unknown,unknown,0,0,0,0,0,0,0,4.7,1,0,21.3,0,42.8,8.8,19.4,0,0,0.11,0,1.77113,1.32,38857,38857,38857,63,62.87,63,25.9498,30.1603,21.8118,24.6,16.8,34,43.2,53.888,51.5333,33.9482,44.5537,61.2692,7987.2887,0.8,0,test
+12834,United States of America,NAM,tropical_dry,-97.712681,26.200256,12,3,unknown,unknown,0,0,0,0,0,0,0,0,0,0,27.5,0,57.2,3.9,11,0,0,0.108,0,5.88841,1.63,25025,25025,25025,62,60.3,63,27.7841,32.1937,22.3212,25.5,18.5,35,45,54.5,52.75,35.5623,45.2315,51.6207,9479.6997,0,0,test
+12835,United States of America,NAM,warm_dry,-96.786404,33.13242,232,32,unknown,unknown,2.9,0,0,0,0,0,0,0,2.3,0,49.6,0,14.2,26.3,2.3,0,0,0.637,0,15.3316,3.62,6236,21796,48058,63,62.99,63,33.3662,40.2594,26.3914,32,22.4,42.4,54.2,69.8,67.4,45.1203,62.7822,260.4425,28338.996,20,1.6,test
+12840,United States of America,NAM,tropical_dry,-96.860082,32.819952,125,2,unknown,unknown,0,0,0,0,0,0,0,0,4.1,0,18.7,0,12,63,0,0,0,0.114,0,21.3197,4.61,10108,53668,69660,63,63,63,27.3899,35.4438,19.3714,26.4,15.2,37.6,50,66.2,63.975,41.0566,58.1663,249.5644,20655.6141,13.8,1.2,test
+12841,United States of America,NAM,tropical_dry,-96.808498,32.919206,195,27,unknown,unknown,1.8,0,0,0,0,0,0,0,2.5,0,22.7,0,13.7,57.1,0,0,0,0.009,0,29.4079,4.49,19136,42242,69660,63,63,63,30.2439,37.4498,23.0087,29,19,40,51.6,67.4,64.875,42.5979,59.9454,238.2448,23302.9286,16.4,1.4,test
+12842,United States of America,NAM,tropical_dry,-96.87206,32.676451,0,37,unknown,unknown,0,0,0,0,0,0,0,0,6.5,0,36.9,0,12.8,38.7,1.9,0,0,0.322,0,34.4662,3.82,30208,60174,69660,63,62.86,63,28.8444,35.6917,21.9782,27.6,18,38,49.2,63.8,61.9917,40.7215,55.7284,207.779,18972.4599,9.8,1,test
+12846,United States of America,NAM,warm_dry,-97.196287,33.219056,183,11,unknown,unknown,4.7,0,0,0,0,0,0,0,4,0,77.1,0,6.1,4.6,1.1,0,0,1.73,0,7.89223,2.97,3203,20139,21721,59,44.19,63,29.9768,39.6392,20.2256,28.6,17.6,40.55,53.8,71.6,69,45.0412,63.6398,288.6753,28360.0257,23.8,2.4,test
+12848,United States of America,NAM,warm_dry,-96.944598,33.410638,209,16,unknown,unknown,3.4,0,0,0,0,0,0,0,6.1,0,79.7,0,6.5,0,2.2,0,0,4.411,0,0.377135,2.58,536,540,15104,41,20.23,63,33.0569,41.1295,24.9188,30.8,22,42,54.4,71.2,69.175,45.9226,63.9839,270.3869,29719.2592,23.4,1.8,test
+12850,United States of America,NAM,tropical_dry,-97.026922,32.482082,195,26,unknown,unknown,0,0,0,0,0,0,0,0,3.3,0,71.3,0,11.5,6.8,5.1,0,0,0.975,0,12.6526,3.07,1280,1324,35930,55,46.7,63,30.1764,36.9171,23.3562,29,19.95,39.2,49.8,63.2,61.45,41.484,55.6352,174.1677,19439.1631,8,0.4,test
+12852,United States of America,NAM,tropical_dry,-96.87018,32.175428,165,25,unknown,unknown,0,0,0,0,0,0,0,0,2.5,0,76.2,0,12.6,0,7.8,0,0,0.9,0,0.336742,2.7,219,222,11100,11,8.23,62,28.7636,36.3389,21.0792,27.6,18.4,37.8,48.2,60.6,59.125,40.5972,53.1339,125.2734,16734.2797,5.2,0.6,test
+12855,United States of America,NAM,warm_dry,-106.323578,31.785769,1239,57,unknown,unknown,0,0,0,0,0,0,0,72.4,0,0,0,0,2.5,20.4,0,0,4.7,0,0.002,36.7759,2.91,46290,46290,46290,63,61.95,63,29.1921,35.7759,22.5426,30.6,18.2,40.2,48.2,56.6,55.1083,40.8952,53.7854,80.6643,14330.1559,0.2,0,train
+12856,United States of America,MCA,warm_dry,-106.50126,31.768291,1158,40,unknown,unknown,0,0,0,0,0,0,0,72.2,0,0,0,0,1.7,21.4,0,0,4.7,0,0.004,5.01078,2.78,41622,41622,46290,63,62.97,63,31.1008,38.6843,23.3795,32,19.2,43,52.8,64.364,62.2,44.8561,61.6448,183.7025,24713.5845,6.6,1,train
+12857,United States of America,MCA,warm_dry,-106.45522,31.765698,1158,2,unknown,unknown,0,0,0,0,0,0,0,72.4,0,0,0,0,1.3,21.4,0,0,4.9,0,0.004,11.5105,2.93,36238,41622,46290,63,63,63,28.5769,35.976,21.076,29.6,15,41.2,50.6,61.272,59.25,42.8541,58.7511,155.3595,20199.4397,3.4,0.2,train
+12858,United States of America,MCA,warm_dry,-106.402784,31.746743,1122,2,unknown,unknown,0,0,0,0,0,0,0,71.6,0,0,0,0,2.7,20.4,0,0,5.3,0.298,0,11.5105,2.93,18890,37822,46290,63,63,63,26.4789,34.0236,18.8023,27.8,12,39,47.4,58.2,56.525,40.7568,55.5524,129.4273,14702.3516,2.2,0,train
+12859,United States of America,NAM,warm_dry,-106.288,31.6675,1109,3,unknown,unknown,0,0,0,0,0,0,0,72.7,0,0,0,0,6.7,15.1,0,0,5.6,0.42,0,0.038354,2.85,11144,13434,46290,63,62.85,63,25.3378,36.0209,18.6199,29.5,12,40.5,48.75,58.75,56.8125,42.2851,51.1901,111.5811,16749.5362,1.25,0,train
+12860,United States of America,NAM,warm_dry,-106.425814,31.893913,1201,35,unknown,unknown,0,0,0,0,0,0,0,75.8,0,0,0,0,2.4,20.7,0,0,1,0.002,0,6.70868,2.49,24722,24722,46290,63,57.78,63,34.2822,41.0785,27.4659,37.2,24.4,45.6,52.8,62,60.175,46.031,58.4584,125.5151,24896.4865,2.8,0,train
+12864,United States of America,NAM,tropical_moist,-94.861289,29.254474,5,1,unknown,unknown,79.4,0,0,0,0,0,0,0,3,0,1.2,3.4,3.7,5.5,1.8,0,0,0,0,0.338848,3.08,560,11999,21335,45,30.76,63,31.6373,34.4109,28.9132,30,20.4,41,51.4,64,61.825,38.4024,51.0731,200.7051,16264.3005,9.2,1,train
+12866,United States of America,NAM,tropical_moist,-94.711811,32.378682,110,30,unknown,unknown,0,0,0,0,0,2.3,0,0,79,0,7.6,0,2,4.8,2.7,0,0,0,0,5.43767,2.66,541,885,14276,25,21.69,63,28.9693,37.3481,20.5311,27.6,17.6,39,50.2,64.8,62.875,42.2976,56.2328,203.9376,20879.4935,11,0.6,test
+12868,United States of America,NAM,tropical_moist,-95.326125,29.901037,18,3,unknown,unknown,0,0,0,0,0,3.7,0,0,16.7,0,2.3,1.4,9.4,59.9,4.7,0,0,0,0,56.4419,5.13,22741,28786,82033,63,62.81,63,23.4878,32.6073,14.3041,21.1,10.4,33.6,46.2,65.316,61.575,39.1622,55.6085,270.8904,16759.3616,11.8,4,train
+12869,United States of America,NAM,tropical_moist,-95.125495,29.802707,6,5,unknown,unknown,4.5,0,0,0,0,2.7,1.1,0,16.2,0,3.6,2.8,13.6,44.2,10.1,0,0,0,0.226,95.1198,5.28,4218,16281,54131,63,62.8,63,24.3144,31.785,16.7365,22.4,12.6,34,45.6,61.6,58.25,37.7534,52.9246,214.4173,14361.8284,6.8,2.6,train
+12870,United States of America,NAM,tropical_moist,-95.6739,30.039534,55,1,unknown,unknown,0,0,0,0,0,2.5,1.4,0,27.4,0,14,0,19.1,19.3,16.1,0,0,0.19,0.084,2.92796,3.62,6719,8583,41024,56,52.54,63,25.7451,34.7623,16.5148,24,13.4,35.6,47.8,65,61.8,40.3528,54.8717,273.1603,18438.3208,12.8,3.2,train
+12871,United States of America,NAM,tropical_moist,-95.284096,29.828086,16,4,unknown,unknown,1.2,0,0,0,0,2.7,0,0,13.2,0,2.6,1.7,10.3,60.8,6.3,0,0,0.053,0.004,91.1399,5.76,10063,22749,82033,63,62.91,63,20.9067,29.6408,12.1974,18.4,7.6,30.8,43,61.2,57.7417,35.9286,51.4544,221.8084,12366.8102,7,2.2,train
+12872,United States of America,NAM,tropical_moist,-95.489167,29.834722,24,3,unknown,unknown,0,0,0,0,0,1.2,0,0,9.6,0,2.9,0,10.2,70.3,4.9,0,0,0,0,37.5422,5.78,41168,57474,82033,63,63,63,23.279,31.2442,15.3463,21.2,10.8,33,45.2,63.4,60.225,37.5496,52.6417,236.0578,14901.748,9.4,2.2,train
+12873,United States of America,NAM,tropical_moist,-95.473611,29.623611,14,2,unknown,unknown,0,0,0,0,0,0,1.7,0,6.4,0,2.9,0,12.5,51.5,24,0,0,0,0.232,5.31787,5.49,26723,38817,82033,63,62.81,63,24.6,32.9748,16.1925,23,12.2,34,46,64.4,61.775,38.6621,51.9885,252.3707,16185.2701,11.2,1.6,train
+12874,United States of America,NAM,tropical_moist,-95.499262,29.695744,18,3,unknown,unknown,0,0,0,0,0,0,1.3,0,6.7,0,2.1,0,10.8,60.6,17.4,0,0,0,0,5.31787,5.49,54571,82033,82033,63,63,63,24.7004,32.5962,16.6134,22.6,12.4,34.4,46.4,64.588,61.725,38.2809,51.8229,268.0036,16347.6924,10.4,2.8,train
+12876,United States of America,NAM,tropical_moist,-95.2675,29.625833,0,3,unknown,unknown,0,0,0,0,0,0,1.4,0,4.4,0,2.5,0,13.5,53.7,23.1,0,0,0,0.019,7.88756,6.11,15102,28450,82033,63,63,63,23.0392,30.4753,15.6334,21.2,11.4,32.2,43.4,60,57.725,36.1187,49.9307,237.1104,12142.628,6.2,1.4,train
+12877,United States of America,NAM,tropical_moist,-95.503611,29.724722,0,3,unknown,unknown,0,0,0,0,0,0,0,0,5.9,0,2.3,0,10.2,68.5,11.1,0,0,0,0,14.0091,5.5,82033,82033,82033,63,63,63,25.4051,32.9356,17.8456,23.6,14.2,34.2,46.2,63,60.7679,38.0902,51.1545,234.722,15182.9816,8.8,1,train
+12878,United States of America,NAM,tropical_moist,-95.315583,29.735129,6,13,unknown,unknown,0,0,0,0,0,0,1,0,6.5,0,2.3,0,10.6,66.7,11.1,0,0,0,0,32.818,6.05,51381,51381,82033,63,63,63,23.362,30.6768,14.5738,20.5,10,31.5,44.5,64,60.8125,36.6463,52.1216,301.0946,14885.7263,11,3.5,train
+12879,United States of America,NAM,tropical_moist,-95.350278,29.752778,0,5,unknown,unknown,0,0,0,0,0,0,1,0,6.5,0,2.3,0,10.6,66.7,11.1,0,0,0,0,32.818,6.05,39102,51381,82033,63,63,63,22.2877,29.3473,15.1853,20.4,10.8,31.2,42.8,60.4,57.2655,34.9914,49.3214,219.5358,11570.0626,6.6,2,train
+12880,United States of America,NAM,tropical_moist,-95.294722,29.686389,10,11,unknown,unknown,0,0,0,0,0,0,1.1,0,6.1,0,2.5,0,12.3,59.1,16.1,0,0,0,0,7.88756,6.11,51128,51128,82033,63,63,63,23.569,31.3722,15.6193,21.8,11.2,33.2,44.8,63.2,60.5,37.318,51.2742,262.0331,14582.7656,8.6,2.8,train
+12882,United States of America,NAM,tropical_moist,-95.081386,29.761653,6,0,unknown,unknown,9.5,0,0,0,0,3,0,0,17.4,0,3.9,3.3,13.9,35.8,11.1,0,0,0.067,0.004,12.7106,5.3,3430,8035,54131,62,61.94,63,24.7452,30.8082,18.6474,23,14.4,33.2,44.2,59.4,56.6,36.0336,50.1399,178.6481,12085.8545,5.2,2.6,train
+12883,United States of America,NAM,tropical_moist,-94.983786,29.823319,12,3,unknown,unknown,13.3,0,0,0,0,4.6,0,0,23.1,0,4.8,7.4,14,17.5,13.1,0,0,0,0.64,55.1856,4.37,2805,16310,54131,61,54.55,63,25.82,-999,-999,-999,-999,-999,-999,-999,-999,-999,48.6259,-999,-999,-999,-999,train
+12884,United States of America,NAM,tropical_moist,-95.220587,29.767971,6,9,unknown,unknown,1.6,0,0,0,0,2.2,0,0,11.1,0,2.8,1.7,11.3,58.6,8.8,0,0,0.14,0.008,32.4456,6.57,23800,25672,82033,63,63,63,23.0194,31.3166,14.6331,20.8,9.9,32.8,45.8,64.8,61.4,38.0294,53.9724,247.5891,15909.5021,9,4.2,train
+12885,United States of America,NAM,tropical_moist,-95.257593,29.733726,16,4,unknown,unknown,2.2,0,0,0,0,1.9,0,0,9.2,0,2.2,2,11.7,58.5,10.3,0,0,0,0,32.4456,6.57,12195,40822,82033,63,63,63,22.0886,29.1986,14.9359,20,10.4,31.2,42.76,60,57.275,34.8209,49.0196,216.9979,11734.6584,5.4,2.6,train
+12887,United States of America,NAM,tropical_moist,-95.128508,29.670025,6,4,unknown,unknown,10.7,0,0,0,0,1.1,1.1,0,8.9,0,2.8,2.7,13.4,44.1,14.1,0,0,0,0.093,6.088,6.13,12586,19319,54131,63,62.95,63,25.9675,33.4576,18.3938,24.2,14.4,35.2,46.44,63.8,61.3,38.8089,52.5889,247.5766,16320.2514,12.4,3.2,train
+12889,United States of America,NAM,tropical_moist,-95.015544,29.583047,0,6,unknown,unknown,28.4,0,0,0,0,0,0,0,5.6,0,1.8,2.8,11.8,28.4,18.9,0,0,0,0,5.03692,4.83,11482,11482,54131,61,52.69,63,27.3596,33.6558,20.9509,25.4,16.2,36.6,48.4,63.4,60.625,38.6943,51.9753,236.588,16455.4305,8.8,2.6,train
+12890,United States of America,NAM,tropical_moist,-94.167457,32.668987,85,21,unknown,unknown,1.9,1,0,0,0,25.8,0,0,68.6,0,0,0,0,0,0,0,0,0,0.003,1.95828,2.5,343,363,3500,7,5.49,62,26.4347,36.3839,16.3592,25.4,12.8,38.2,49.6,63.6,61.25,42.1963,56.5386,154.7646,19657.6202,8.4,0,train
+12891,United States of America,NAM,tropical_dry,-98.083347,30.214616,360,31,unknown,unknown,0,0,0,0,0,0,0,1.4,19.9,12.5,56.5,0,3.1,3.6,1.6,0,0,0.001,0,0.485176,1.98,509,594,30394,23,19.2,62,32.4921,-999,-999,-999,-999,-999,-999,-999,-999,-999,57.875,-999,-999,-999,-999,train
+12893,United States of America,NAM,tropical_dry,-98.29107,26.226226,37,4,unknown,unknown,0,0,0,0,0,0,0,0,0,0,28.8,0,54.3,11.4,4.7,0,0,0,0,1.33818,1.96,23320,31697,31697,63,62.84,63,23.7355,28.8606,18.5457,22.4,15.6,30.8,39.6,51.4,48.9,32.4849,42.5625,54.3249,5523.287,0.4,0,test
+12894,United States of America,NAM,tropical_dry,-97.937265,26.131081,19,3,unknown,unknown,0,0,0,0,0,0,0,0,0,0,9.6,0,82.9,4.3,2.9,0,0,0.037,0,1.66782,1.83,6255,16069,18067,50,44.28,63,23.2119,29.2607,17.0735,21.6667,14.3333,30.6667,40.1,53.6667,50.8611,32.8828,42.8407,59.3311,6930.2235,0,0,test
+12895,United States of America,NAM,tropical_dry,-97.803539,32.442305,226,13,unknown,unknown,0,0,0,0,0,0,0,0,7.1,6.1,79,0,4.3,1.4,0,0,0,0.126,0,2.03023,1.82,1673,2016,2016,62,42.25,63,30.209,38.0653,22.2448,29.6,19.4,39.6,50.34,64.2,62.2,42.5131,55.6849,200.8444,20762.5204,9.6,0.6,test
+12896,United States of America,NAM,warm_dry,-96.115561,33.153077,116,11,unknown,unknown,1.1,0,0,0,0,0,0,0,11.8,0,67.8,0,9.6,0,7.3,0,0,1.588,0,0.743256,2.07,5389,5477,5477,59,41.8,63,29.9908,37.3227,22.4592,29.2,19.6,39.6,50,62.8,60.875,42.3787,54.9628,138.4823,19427.5397,5.6,0,test
+12897,United States of America,NAM,tropical_moist,-94.071091,30.03644,6,7,unknown,unknown,3,0,2.4,0,0,8.9,0,0,32.3,0,3.2,7,14.6,10.3,18,0,0,0,0.119,0.832716,3.45,6565,6565,22822,62,57.78,63,26.8496,34.7064,18.8644,25,15.8,36.8,47.8,62.616,60.425,40.0011,52.7638,151.3437,16580.8571,7,0.8,val
+12898,United States of America,NAM,tropical_moist,-93.9911,29.8975,2,1,unknown,unknown,16.7,0,0,0,0,6.3,0,0,24.4,0,2.5,18.1,12.1,7.5,11.2,0,0,0,0,0.159435,3.19,1185,20356,22822,63,57.59,63,27.2925,34.0216,21.0295,25.75,17.25,36.5,47.5,60.75,58.3438,38.8066,50.2393,146.5111,15128.9348,6.25,0.5,val
+12900,United States of America,NAM,tropical_moist,-94.3178,29.863953,0,3,unknown,unknown,0,0,0,0,0,3.7,0,0,22.4,0,3.5,1.2,42.3,0,26.2,0,0,0.28,1.832,0.38184,2.73,522,700,2767,17,15.77,62,26.8007,34.9833,18.6065,25.2,15.6,36.6,47.6,61.888,59.6536,39.875,51.7202,145.1513,16142.53,5.6,0.2,val
+12901,United States of America,NAM,tropical_moist,-93.894,29.728,0,3,unknown,unknown,53.3,0,0,0,0,5.2,0,0,15.3,0,0,13.8,5.8,3.1,1.6,0,0,0,0,0.665548,2.77,25,40,20356,30,25.08,63,31.1912,36.3558,25.9859,29.2,20.6,39.8,50.8,65,62.15,40.7492,53.3932,195.6776,19678.3378,11.4,1.8,val
+12902,United States of America,NAM,tropical_moist,-94.000556,29.9425,0,4,unknown,unknown,13,0,0,0,0,7.2,0,0,25.7,0,2.6,17.4,11,9.2,12.7,0,0,0,0,0.437055,3.36,9971,17181,22822,62,60.11,63,26.7504,33.1766,20.2767,25.2,16.8,35.2,45.8,59.272,57,37.7307,49.3267,132.0153,12990.0111,3.6,0,val
+12903,United States of America,NAM,tropical_moist,-93.955,29.865,0,3,unknown,unknown,19,0,0,0,0,7.2,0,0,24.3,0,2,20.5,9.8,6.7,8.7,0,0,0,0,0.159435,3.19,3524,20356,20356,62,51.36,63,25.8534,31.0913,20.6131,24,16,34.4,44.6,58.168,55.0857,35.3585,48.6251,123.2229,11116.0786,4.4,0.4,val
+12904,United States of America,NAM,tropical_moist,-94.010872,29.978924,1,6,unknown,unknown,12.6,0,1,0,0,7.2,0,0,26.5,0,2.6,14.2,10,10.3,14.7,0,0,0,0,0.437055,3.36,16688,16688,22822,63,61.35,63,27.5694,34.4806,20.5866,25.8,17,36.6,47.6,61,58.875,39.254,51.1381,144.0355,15369.4609,6,0.4,val
+12906,United States of America,NAM,tropical_dry,-97.436748,32.353593,250,28,unknown,unknown,0,0,0,0,0,0,0,0,5.9,2.1,82.4,0,4.7,1,3.5,0,0,1.23,0,13.4608,2.44,2130,16079,16079,55,37.62,63,30.6974,38.428,22.8456,29.4,19.9,40,51,66,63.65,42.7739,56.9902,223.0341,22169.6474,11.8,0.6,test
+12908,United States of America,NAM,tropical_dry,-96.317677,32.564952,128,17,unknown,unknown,0,0,0,0,0,0,0,0,13.9,0,59.3,0,11.7,0,13.3,0,0,2.225,0,0.775195,2.59,1611,2472,5410,45,25.41,63,31.5163,38.3033,24.6664,30.6,21.6,40.4,50,62.4,60.675,42.3275,54.9267,127.0124,19778.7493,4,0.2,test
+12910,United States of America,NAM,tropical_dry,-97.070684,31.653068,143,12,unknown,unknown,0,0,0,0,0,0,0,0,2.6,0,58.9,0,24.8,4.1,7.4,0,0,1.272,0,32.3983,2.37,4566,5040,26757,42,32.61,63,29.8023,37.9165,21.6761,28.9,19,39,49.8,62.816,60.875,42.0629,53.9489,137.4325,19885.5782,6.2,0,train
+12912,United States of America,NAM,tropical_moist,-95.425128,30.350302,43,14,unknown,unknown,1.8,1.1,0,0,0,12.7,1.2,0,63.1,0,2.9,1.3,6.6,4.2,4.2,0,0,0,0,3.21343,3.12,2168,4231,16181,61,51.39,63,27.6008,36.8902,18.1533,26.3,15.4,37.8,49.4,64.2,60.825,42.2806,56.3699,239.9179,19811.3861,9,0.8,train
+12914,United States of America,NAM,tropical_dry,-96.399138,32.03194,128,26,unknown,unknown,6.7,0,0,0,0,0,1.2,0,17.1,0,57.5,1,8,0,7.2,0,0,0.547,0,0.899398,2.53,314,619,7109,13,12.05,62,30.9819,38.0416,23.8592,30,20.6,39.8,50.4,63,61.075,42.1361,55.0378,125.7632,19770.5365,6.2,0.2,test
+12915,United States of America,NAM,tropical_dry,-97.434247,27.765335,6,8,unknown,unknown,22.9,0,0,0,0,0,1.4,0,0,0,15.2,0,46.1,10.7,1.5,0,1.2,0,0,0.699066,1.6,27856,34618,45898,63,62.45,63,28.6835,33.0407,24.3533,26.6,18.6,37.4,47.2,60,57.4,37.0698,48.2332,118.4227,13336.2061,4,0,val
+12916,United States of America,NAM,tropical_dry,-97.555395,27.832408,12,19,unknown,unknown,11.2,0,0,0,0,0,0,0,0,0,13.6,0,63.1,9.1,1.1,0,0,0.007,0,6.02245,1.71,5131,5131,45898,62,52.48,63,27.0403,32.5552,21.5417,25,17.6,35.2,44.8,58.4,56.275,36.5081,47.5082,122.4809,11816.7468,3.2,0.2,val
+12917,United States of America,NAM,tropical_moist,-93.761341,30.085263,11,3,unknown,unknown,10.1,1,1.5,0,0,12.2,0,0,33.2,0,1.9,21,5.2,2.2,11.2,0,0,0,0.089,13.8355,3.34,2870,7577,20356,62,53.67,63,26.2795,34.13,18.3625,24.8,15.6,35.8,47.02,61,58.35,39.1195,51.1997,152.0136,14923.2494,5.8,0.4,val
+12918,United States of America,NAM,tropical_moist,-93.866944,30.194167,0.01,5,unknown,unknown,2.7,0,6.3,0,0,19.3,0,0,43,0,1.3,10.8,3.7,4.5,7.9,0,0,0,0,1.79891,3.2,1082,1394,8261,18,17.08,63,24.761,33.9561,15.5149,23.8,12,35.2,46.6,60.8,57.775,39.2428,51.6043,137.7861,14735.1073,3.8,0.2,val
+12919,United States of America,NAM,warm_dry,-97.905931,32.868777,347,53,unknown,unknown,0,0,0,0,0,0,0,0,3.5,1.1,90.2,0,2.9,1,0,0,0,1.031,0,2.29285,1.74,362,362,10193,8,8.74,63,35.0445,40.5979,29.3865,33.8,25.2,43.6,53.4,66.8,64.675,44.5048,57.4276,203.0919,25542.5582,13.8,0.8,test
+12922,United States of America,NAM,warm_dry,-96.459211,32.936523,165,27,unknown,unknown,4.8,0,0,0,0,0,0,0,6.6,0,55.1,0,16.1,10.4,3.9,0,0,1.937,0,12.9014,3.13,4169,4976,44627,63,59.52,63,32.6915,38.9904,26.3256,31.6,22.4,41.8,52,65.404,63.7,43.5946,57.7516,194.3468,23108.9746,10.2,1,test
+12924,United States of America,NAM,tropical_moist,-95.415752,32.344008,152,46,unknown,unknown,2.6,0,0,0,0,1.2,0,0,62.4,0,18.5,1.1,3.6,3.7,5.5,0,0,0,0,0.505191,2.26,1218,4461,19805,26,25.61,63,33.2674,39.4884,26.921,32,23.2,42,52,64.8,62.525,43.62,56.353,151.4038,23086.0345,9,0.4,train
+12926,United States of America,NAM,warm_dry,-97.477175,32.987891,226,21,unknown,unknown,0,0,0,0,0,0,0,0,2.5,0,81.6,0,6.8,6.4,0,0,0,1.339,0,5.13709,2.65,507,2647,31577,34,36.93,63,29.3274,37.3614,21.1986,27.8,18.4,38.6,49.8,66.292,63.65,42.0287,56.9478,233.7083,21162.5079,12.2,0.8,test
+12927,United States of America,NAM,tropical_dry,-97.356568,32.805818,204,23,unknown,unknown,0,0,0,0,0,0,0,0,1.8,0,50.7,0,9.9,35.2,0,0,0,0.064,0,26.176,3.12,18312,27709,40329,63,63,63,27.3838,35.4477,19.1435,26,15.4,37.6,49.6,65.8,63.5,41.2218,57.9517,272.0329,20219.8597,13.6,1.2,test
+12928,United States of America,NAM,tropical_dry,-97.282088,32.922498,254.5,35,unknown,unknown,1.5,0,0,0,0,0,0,0,3.1,0,55.9,0,11.2,26.2,0,0,0,0.718,0,27.6046,3.71,3659,10444,34449,63,62.94,63,31.0862,39.3103,22.7847,29.4,19.4,41,53.2,70.4,67.725,44.1328,62.0222,301.3172,27369.4555,20.8,3.4,test
+12929,United States of America,NAM,tropical_dry,-97.063705,32.98426,165,19,unknown,unknown,3.2,0,0,0,0,0,0,0,3.5,0,38.8,0,14.2,37.1,0,0,0,1.118,0,16.3075,4.1,7544,14509,44579,63,62.04,63,30.473,38.5831,22.2351,29,18.8,40.2,52.64,70.6,67.75,44.0366,62.9316,311.9435,26314.1037,21.6,2.4,test
+12930,United States of America,NAM,tropical_dry,-97.088583,32.656372,183,17,unknown,unknown,0,0,0,0,0,0,0,0,3.9,0,50.3,0,11.9,29.8,1.6,0,0,0.649,0,8.21628,3.69,14126,29529,60174,63,62.98,63,28.4334,36.2048,20.5348,27.4,17.4,38,49.8,64.404,62.225,41.3925,55.5604,220.421,20214.7237,10,1,test
+12932,United States of America,NAM,tropical_dry,-97.760254,30.354419,232,60,unknown,unknown,0,0,0,0,0,0,0,0,18.9,1.7,42.5,0,9.1,22.8,2.6,0,0,0.014,0,20.9376,2.9,43016,43472,45706,62,62.14,63,29.9819,36.3462,23.586,28.6,19.4,38.8,49.4,63.156,61.4,41.1226,52.9895,141.4598,18205.1784,6.8,0.2,train
+12933,United States of America,NAM,tropical_dry,-97.872301,30.483168,317,76,unknown,unknown,0,0,0,0,0,0,0,1.1,25.4,6.5,40.3,0,7.2,14.9,2.3,0,0,0.013,0,2.16842,2.64,8310,14364,43472,53,42.65,63,30.6625,37.0592,24.1757,29.4,20.65,39.2,49.4,62.4,60.45,41.4836,52.889,136.7535,18237.2389,4.6,0,train
+12936,United States of America,NAM,tropical_dry,-97.005534,28.836165,12,12,unknown,unknown,0,0,0,0,0,0,11.9,0,6.1,0,29.6,0,20.9,1.4,28.5,0,0,0,0.325,0.922176,2.04,26577,26577,26577,62,55.66,63,25.8668,32.0012,19.7618,24.2,16.2,34,44,57.8,55.325,35.888,47.2849,96.115,10941.158,1.8,0,train
+12938,United States of America,MCA,tropical_dry,-99.52029,27.511267,98,6,unknown,unknown,0,0,0,0,0,0,0,3.1,0,0,86.2,0,2.4,7.4,0,0,0,0,0.059,3.7413,2.17,31320,57836,57836,63,62.47,63,24.4525,28.7214,16.9954,21.8333,13.3333,31.3333,40.6667,51.3333,49.2917,33.2947,46.1443,67.2755,6400.7267,0.6667,0,test
+12939,United States of America,NAM,cool_moist,-112.018863,41.492707,1334,64,unknown,unknown,8.8,1.3,0,0,0,0,0,0,0,0,55.6,0,19.4,3.1,6.2,0,3.7,0.92,0,0.205525,1.5,5460,5460,14123,60,40.61,63,43.9389,-999,-999,-999,-999,-999,-999,-999,-999,-999,62.5308,-999,-999,-999,-999,test
+12940,United States of America,NAM,cool_dry,-112.233179,41.94595,1369,38,unknown,unknown,0,0,0,0,0,0,0,0,0,0,91.9,0,7,0,0,0,0,1.55,0,0.510786,1.18,4,4,1670,5,5.03,59,37.4856,42.4569,32.2032,36.75,29.75,44.75,52.5,60.5,59.0312,45.4727,59.2712,85.1582,25041.309,1.5,0,test
+12942,United States of America,NAM,cool_dry,-111.8375,41.731111,1380,35,unknown,unknown,0,4.9,0,0,0,0,0,0,0,0,69,0,16.8,1.7,6.3,0,0,0.416,0,0.696021,1.28,22595,22595,22595,63,53.25,63,27.2335,35.0344,19.5344,27.4,13.6,39.6,49.8,60,58.1,41.0455,58.9025,86.2692,18741.6864,1.4,0.2,test
+12943,United States of America,NAM,cool_dry,-110.800749,39.60996,1722,66,unknown,unknown,0,0,0,0,0,0,0,14,0,0,82.9,0,1.1,0,0,0,0,0,0,1.82596,1.5,2041,3622,3622,60,33.31,62,40.5052,47.0348,33.7481,40.3333,31.3333,50,57.3333,64.3333,63.0625,50.7408,62.2618,97.063,39608.5875,4,0,train
+12944,United States of America,NAM,cool_dry,-109.392,40.922,1960,136,unknown,unknown,1.7,17.6,0,0,0,0,0,0,2,0,76.7,0,0,0,0,0,0,0,0,0.178657,0.85,9,18,190,6,2.55,14,44.7346,-999,-999,-999,-999,-999,-999,-999,-999,-999,55.9076,-999,-999,-999,-999,val
+12946,United States of America,NAM,cool_dry,-111.884467,40.902967,1309,36,unknown,unknown,5.7,3.5,0,0,0,1.4,0,0,1.6,0,37.6,1.1,8.2,20.7,15,0,4.8,0.281,0,24.7257,2.41,13646,16667,49497,63,56.79,63,32.52,36.3569,21.9704,30,15.5,41.5,50.5,63.32,60.5,41.5169,61.4085,170.4759,21474.0171,6.5,0,test
+12947,United States of America,NAM,cool_dry,-110.009732,40.294178,1596,44,unknown,unknown,0,0,0,0,0,0,0,4.1,0,0,88.3,0,7.1,0,0,0,0,0,0,0.45074,1.14,539,814,1448,52,31.37,57,37.4383,45.0724,27.6725,36,23.5,48,56.5,73,67.8125,48.8465,64.4138,269.7428,39232.6813,16.5,6,train
+12948,United States of America,NAM,cool_dry,-110.841056,40.208652,1558,56,unknown,unknown,0,3.7,0,0,0,0,0,0,3,0,84.7,0,2.5,0,4.9,0,0,0,0,0.247571,0.9,15,15,15,8,4.31,11,39.5029,47.8813,31.8573,42,32,50,57,64.5,62.0833,50.727,60.7043,100.9359,40947.9429,3,0.3333,train
+12949,United States of America,NAM,cool_dry,-110.182742,40.216779,1606,30,unknown,unknown,0,0,0,0,0,0,0,5.7,0,0,86.1,0,7.4,0,0,0,0,0,0,0.4033,1.11,54,54,1448,6,6.72,57,40.2644,49.9748,33.73,41,30.5,51.5,60,86,72.125,53.7871,74.5522,553.7343,50935.8314,29,10.5,train
+12950,United States of America,NAM,cool_dry,-111.614722,37.775556,1789,54,unknown,unknown,0,6.3,0,0,0,0,0,47.4,5.9,0,36.8,0,1.3,0,0,0,1.3,0,0,0.006498,0.73,3,3,3,19,5.85,20,37.9719,42.8211,37.0164,39.6667,33.3333,46,52,59.3333,57.625,45.291,56.3178,81.0448,22576.9946,1.6667,0,train
+12953,United States of America,NAM,cool_dry,-112.210278,40.736389,1284,0,unknown,unknown,25.8,0,0,0,0,0,0,0,0,0,43.2,0,3.1,15.9,1.8,0,7.7,0.374,0,0.962601,2.92,398,404,44543,51,28.7,63,41.0509,-999,-999,-999,-999,-999,-999,-999,-999,-999,63.0574,-999,-999,-999,-999,test
+12956,United States of America,NAM,warm_dry,-111.872222,40.736389,1306,26,unknown,unknown,0,7.3,0,0,0,2.2,0,0,1.9,0,41.3,0,4.6,31.2,8.4,0,0,0.012,0,48.6205,3.66,49497,49497,49497,63,62.99,63,28.0785,36.4417,19.8349,28.6,11.2,42.2,52.4,66.4,63.1929,42.4632,65.0771,206.5484,25701.8942,9.8,1,test
+12960,United States of America,NAM,cool_dry,-112.299618,40.543309,1511,115,unknown,unknown,4.8,2.1,0,0,0,0,0,1.1,1.7,0,75.7,0,3.4,3,3.8,0,3.3,0.306,0,0.162074,2.1,4717,10695,13262,63,44.98,63,44.0522,-999,-999,-999,-999,-999,-999,-999,-999,-999,61.0061,-999,-999,-999,-999,test
+12961,United States of America,NAM,cool_dry,-109.7,40.538,2620,593,unknown,unknown,0,16.2,0,0,0,0,0,0,0,0,77.7,0,3.7,0,0,0,0,0,0,0.295547,0.92,94,94,2425,0,0.9,62,47.6783,50.3219,-999,49,44.5,55,60,67,62.3988,50.7827,58.4584,-999,46473.668,2.3333,-999,train
+12962,United States of America,NAM,cool_dry,-109.3047,40.4372,1463,19,unknown,unknown,0,0,0,0,0,0,0,2.7,0,0,92.6,0,3.1,0,0,0,0,0.126,0,0.626399,1.04,42,42,2425,0,2.26,62,39.0059,46.0593,30.586,38.5,26,50.25,59,74.25,68.5938,49.7479,66.3518,289.5349,39944.8358,16.75,4.25,train
+12963,United States of America,NAM,cool_dry,-109.510393,40.452267,1,69,unknown,unknown,0,0,0,0,0,0,0,2.9,0,0,92.7,0,3.9,0,0,0,0,0,0,0.493408,1.13,92,2425,2425,61,41.9,62,34.7489,43.0648,26.3853,35.3333,22.6667,46.6667,55.3333,68.3333,64.3472,47.7553,62.7952,213.1793,33615.0296,11.6667,3,train
+12964,United States of America,NAM,cool_dry,-109.353932,40.206291,1701.8,133,unknown,unknown,0,0,0,0,0,0,0,3.7,0,0,95.4,0,0,0,0,0,0,0,0,4.72708,1.46,12,12,42,8,8.26,48,43.9063,48.1121,39.2623,43,34.4,51.8,61,77.8,72.775,51.7586,68.3288,308.2863,44343.2751,21.8,6,train
+12965,United States of America,NAM,cool_dry,-109.688108,40.05671,1466.8,26,unknown,unknown,0,0,0,0,0,0,0,11,0,0,88,0,0,0,0,0,0,0,0,5.67917,1.36,12,12,94,0,2.56,48,41.4605,48.3243,34.0095,41.2,29,51.8,61.6,85.2,78.25,53.2255,74.8216,446.4569,48564.1538,28,13.8,train
+12966,United States of America,NAM,cool_dry,-109.097302,39.868622,1878.87,164,unknown,unknown,0,0,0,0,0,0,0,2.7,3,0,93.4,0,0,0,0,0,0,0,0,0.069646,1.01,12,13,27,0,0,16,46.6526,-999,-999,-999,-999,-999,-999,-999,-999,-999,63.4775,-999,-999,-999,-999,train
+12967,United States of America,NAM,cool_dry,-109.906796,40.483598,1893,160,unknown,unknown,0,11.5,0,0,0,0,0,0,0,0,84.2,0,2.8,0,0,0,0,0,0,13.2444,0.99,12,12,1448,12,7.1,57,43.8346,49.0151,40.3583,44.5,37,51.5,58,69.42,63,50.6813,59.5395,283.7347,44868.2869,7.3333,3.5,train
+12968,United States of America,NAM,cool_dry,-111.663056,40.253611,1402,32,unknown,unknown,14.6,2.7,0,0,0,2.2,0,0,2,0,35.1,0,15.7,10.9,15.7,0,0,0.79,0,0.341444,1.6,41288,41288,41288,63,59.34,63,27.6935,36.4505,17.8194,26.5,10.1875,41.25,52.75,64,62.7,43.4507,63.9467,136.5017,24776.0714,5.4,0,test
+12970,United States of America,NAM,cool_dry,-111.803889,40.430278,1485,66,unknown,unknown,8.9,5.5,0,0,0,1.8,0,0,1.7,0,50,0,7.1,18.5,5.5,0,0,2.231,0,0.166793,2.38,3798,13834,38568,63,61.65,63,42.1941,-999,-999,-999,-999,-999,-999,-999,-999,-999,59.7735,-999,-999,-999,-999,test
+12971,United States of America,NAM,warm_dry,-111.660502,40.136336,1380,13,unknown,unknown,12.2,3.7,0,0,0,2,0,0,2.7,0,39.7,0,15.9,9,13.9,0,0,3.186,0,7.82103,1.62,2694,17683,41288,63,53.01,63,42.8616,-999,-999,-999,-999,-999,-999,-999,-999,-999,65.2652,-999,-999,-999,-999,test
+12973,United States of America,NAM,warm_dry,-113.637,37.129,846,40,unknown,unknown,0,0,0,0,0,0,0,81.1,1.5,0,14.3,0,0,1.6,0,0,0,0,0,0.069619,1.12,3221,14331,14331,62,47.06,63,43.1264,-999,-999,-999,-999,-999,-999,-999,-999,-999,61.7675,-999,-999,-999,-999,val
+12974,United States of America,NAM,warm_dry,-113.183,37.129,846,385,unknown,unknown,0,0,0,0,0,0,0,72.4,0,0,25.3,0,0,0,0,0,0,0,0,0.275251,0.94,215,215,751,0,0.62,59,38.7294,-999,-999,-999,-999,-999,-999,-999,-999,-999,60.5345,-999,-999,-999,-999,val
+12975,United States of America,NAM,warm_dry,-113.1506,37.1983,1213,98,unknown,unknown,0,0,0,0,0,0,0,66,1.6,0,28.6,0,1.7,0,0,0,0,0,0,0.275251,0.94,167,215,498,0,1.14,59,43.4257,47.4495,39.4342,42.6,35.8,50.4,57.4,65.4,64.325,49.9105,62.2105,124.0732,38345.2332,6.4,0,val
+12976,United States of America,NAM,cool_dry,-111.975524,41.206321,1316,20,unknown,unknown,9.5,2.2,0,0,0,0,0,0,0,0,41.6,0,20.3,12.4,8.7,0,2.7,0.274,0,17.6467,1.93,22497,22497,24594,63,61.65,63,25.5872,35.5413,15.7419,24.8,5.4,41.4,52.2,64.6,62.275,42.2131,63.5067,153.9417,24079.1635,5.4,0,test
+12980,United States of America,NAM,cool_dry,-111.987871,41.303614,1331,25,unknown,unknown,7.1,2.6,0,0,0,0,0,0,1,0,47.8,0,18.6,11.3,8.1,0,1.6,0.592,0,6.01409,1.62,6045,13212,24594,62,58.26,63,42.5593,-999,-999,-999,-999,-999,-999,-999,-999,-999,65.6997,-999,-999,-999,-999,test
+12981,United States of America,NAM,cool_moist,-73.24984,42.88759,241,68,unknown,unknown,0,0,0,0,64.8,16,0,0,0,0,0,0,0,0,18.2,0,0,0,0,0.509073,1.98,1354,6436,6436,13,17.98,53,29.5617,34.5688,24.1898,30.4,21,38.2,45.6,56.216,55.175,38.5243,49.3008,78.9071,9953.7745,1,0,train
+12982,United States of America,NAM,cool_moist,-72.86884,44.52839,392,167,unknown,unknown,0,0,0,0,48.2,35.2,0,0,0,0,0,0,0,3,13.1,0,0,0,0,0.73092,1.38,285,344,6730,6,5.76,59,33.9709,35.7275,32.0643,34.2,26.6,41,47.6,56,54.6786,39.2938,50.0257,59.8628,10421.2727,0.4,0,test
+12983,United States of America,NAM,warm_moist,-78.50397,38.07657,172,44,unknown,unknown,0,0,0,0,43.8,14.2,0,0,1.7,0,0,0,0,1.5,38.2,0,0,0,0,1.42297,2.61,21825,21825,21825,61,47.2,63,30.874,-999,-999,-999,-999,-999,-999,-999,-999,-999,54.3897,-999,-999,-999,-999,test
+12985,United States of America,NAM,warm_moist,-77.05922,38.8577,16,24,unknown,unknown,2,1.1,0,0,6,11.4,0,0,3.5,0,0,0,4.1,47.5,23.8,0,0,0.006,0,39.8027,5.38,49751,84518,112882,63,63,63,33.0074,-999,-999,-999,-999,-999,-999,-999,-999,-999,62.7382,-999,-999,-999,-999,val
+12987,United States of America,NAM,warm_moist,-77.37742,38.20087,68,47,unknown,unknown,2.3,0,0,0,23.9,37,0,0,3.5,0,0,0,3.3,2.2,26.7,0,0,0.476,0,1.83114,3.15,138,213,12098,5,6.98,63,30.2464,-999,-999,-999,-999,-999,-999,-999,-999,-999,55.675,-999,-999,-999,-999,train
+12988,United States of America,NAM,warm_moist,-77.25925,37.34438,6,0,unknown,unknown,2.2,1.6,0,0,4.9,43.4,0,0,11,0,0,0,4.4,6.1,25.2,0,0,0.406,0,18.7008,3.91,729,3788,19193,24,29.11,63,31.5182,-999,-999,-999,-999,-999,-999,-999,-999,-999,56.5358,-999,-999,-999,-999,val
+12989,United States of America,NAM,warm_moist,-77.59355,37.35748,83,19,unknown,unknown,0,0,0,0,7.4,47.1,0,0,14.3,0,0,0,3.4,7.6,18.9,0,0,0.526,0,0.332112,3.34,1403,3674,23717,15,20.24,63,29.2297,-999,-999,-999,-999,-999,-999,-999,-999,-999,54.9349,-999,-999,-999,-999,val
+12992,United States of America,NAM,warm_moist,-77.10468,38.77335,68,41,unknown,unknown,3.4,1.2,0,0,9.5,13.1,0,0,3.4,0,0,0,4.2,42.8,21.3,0,0,0.037,0,47.7689,4.86,26019,44551,112882,63,62.68,63,34.0301,-999,-999,-999,-999,-999,-999,-999,-999,-999,61.4112,-999,-999,-999,-999,val
+12996,United States of America,NAM,warm_moist,-77.76772,38.47367,102,5,unknown,unknown,0,0,0,0,28.6,13,0,0,0,0,0,0,3.3,0,53.9,0,0,0.131,0,0.304689,3.02,538,649,3696,7,6.36,62,26.7857,-999,-999,-999,-999,-999,-999,-999,-999,-999,50.8496,-999,-999,-999,-999,train
+12997,United States of America,NAM,warm_moist,-78.08157,39.28102,192,33,unknown,unknown,0,0,0,0,21.4,1,0,0,0,0,0,0,11.8,2.2,63.1,0,0,0.95,0,10.4052,3.53,1214,1830,14089,26,18.77,63,27.9313,-999,-999,-999,-999,-999,-999,-999,-999,-999,54.1201,-999,-999,-999,-999,val
+13000,United States of America,NAM,warm_moist,-77.2188,37.60613,48,13,unknown,unknown,0,1.2,0,0,7.7,34,0,0,9.5,0,0,0,4.4,8.7,34.2,0,0,0.393,0,18.5822,3.52,714,1360,41687,11,11.83,63,30.4592,-999,-999,-999,-999,-999,-999,-999,-999,-999,58.545,-999,-999,-999,-999,val
+13001,United States of America,NAM,warm_moist,-77.40027,37.55652,49,38,unknown,unknown,0,0,0,0,7,27.3,0,0,18.5,0,0,0,5.4,14.6,25.5,0,0,0.639,0,11.6955,4,22221,41687,41687,63,62.59,63,29.1608,-999,-999,-999,-999,-999,-999,-999,-999,40.0017,57.5031,-999,-999,6.5,-999,val
+13003,United States of America,NAM,warm_moist,-77.48925,39.02473,88,14,unknown,unknown,0,0,0,0,12.3,10.3,0,0,3.9,0,0,0,5.3,16.1,51.3,0,0,1.025,0,3.68532,4.42,3729,7742,30005,62,61.56,63,32.9452,-999,-999,-999,-999,-999,-999,-999,-999,-999,58.0981,-999,-999,-999,-999,test
+13006,United States of America,NAM,warm_moist,-78.50442,38.66373,276,26,unknown,unknown,0,0,0,0,56.8,2.1,0,0,0,0,0,0,4.1,0,36.7,0,0,0.148,0,0.584172,2.84,611,740,1330,30,17.65,52,31.5528,-999,-999,-999,-999,-999,-999,-999,-999,-999,54.6767,-999,-999,-999,-999,train
+13008,United States of America,NAM,warm_moist,-77.63462,38.85287,117,22,unknown,unknown,0,0,0,0,19.5,7,0,0,3,0,0,0,5.7,9.6,54.8,0,0,0.542,0,3.24778,3.28,1058,1200,32494,59,45.13,63,30.9008,-999,-999,-999,-999,-999,-999,-999,-999,-999,56.0944,-999,-999,-999,-999,test
+13009,United States of America,NAM,warm_moist,-79.88452,37.28342,340,42,unknown,unknown,0,0,0,0,39.7,8,0,0,3.1,0,0,0,1.6,5.1,42,0,0,2.783,0,1.63011,2.83,12481,21685,23849,61,47.15,63,32.5777,-999,-999,-999,-999,-999,-999,-999,-999,-999,55.6242,-999,-999,-999,-999,train
+13010,United States of America,NAM,warm_moist,-79.51257,37.62668,281,93,unknown,unknown,0,0,0,0,59.9,13.3,0,0,0,0,0,0,0,0,25.6,0,0,0,0,3.31156,2.54,341,341,7036,8,7.17,54,26.5536,-999,-999,-999,-999,-999,-999,-999,-999,-999,50.9684,-999,-999,-999,-999,train
+13011,United States of America,NAM,warm_moist,-78.81952,38.47753,390,30,unknown,unknown,0,0,0,0,31.3,1.4,0,0,0,0,0,0,14,1.5,51.5,0,0,0.453,0,3.54466,2.56,492,4966,16677,22,25.73,62,28.5529,-999,-999,-999,-999,-999,-999,-999,-999,-999,54.9201,-999,-999,-999,-999,train
+13012,United States of America,NAM,warm_moist,-77.3704,38.48123,51,54,unknown,unknown,10.6,1.1,0,0,30.5,23.7,0,0,2,0,0,1.3,3,4.3,23.1,0,0,0,0,13.8909,3.44,2499,8092,26300,40,37.25,63,29.3371,-999,-999,-999,-999,-999,-999,-999,-999,-999,56.6799,-999,-999,-999,-999,test
+13014,United States of America,NAM,warm_moist,-81.25423,36.89117,751,16,unknown,unknown,0,0,0,0,48.8,5.9,0,0,0,0,0,0,1.8,0,43.3,0,0,1.3,0,0.206261,2.08,477,477,835,13,10.7,59,30.6877,-999,-999,-999,-999,-999,-999,-999,-999,-999,53.5296,-999,-999,-999,-999,train
+13015,United States of America,NAM,warm_moist,-77.04435,38.810403,9,8,unknown,unknown,3.3,1.1,0,0,8,11.5,0,0,3.3,0,0,0,4.3,41.5,26,0,0,0.306,0,39.8027,5.38,18940,47440,112882,63,62.63,63,34.1688,-999,-999,-999,-999,-999,-999,-999,-999,-999,65.325,-999,-999,-999,-999,val
+13016,United States of America,NAM,warm_moist,-77.0864,38.8065,61,13,unknown,unknown,3.4,1.2,0,0,9.5,13.1,0,0,3.4,0,0,0,4.2,42.8,21.3,0,0,0.306,0,39.8027,5.38,47440,49751,112882,63,62.9,63,25.6975,-999,-999,-999,-999,-999,-999,-999,-999,-999,-999,-999,-999,-999,-999,val
+13019,United States of America,NAM,warm_moist,-76.387017,37.103733,2,4,unknown,unknown,54.6,3.9,0,0,0,7.4,0,0,4.1,0,0,3.3,2.8,17,5.7,0,0,0.283,0.001,22.4772,2.83,11458,21474,27159,61,56.46,63,35.9892,-999,-999,-999,-999,-999,-999,-999,-999,-999,57.8325,-999,-999,-999,-999,val
+13021,United States of America,NAM,warm_moist,-76.43808,36.90118,3,1,unknown,unknown,19.3,3.3,0,0,0,19.6,0,0,5.4,0,0,1.7,5.1,29.1,15.4,0,0,0.565,0,1.17775,3,3521,9976,35439,61,47.17,63,33.5266,-999,-999,-999,-999,-999,-999,-999,-999,-999,54.3838,-999,-999,-999,-999,val
+13022,United States of America,NAM,warm_moist,-76.73078,36.66525,19,1,unknown,unknown,0,1,0,0,0,38.5,0,0,3.6,0,0,0,7.3,1.6,46.8,0,0,0.926,0,0.201055,2.47,303,717,9033,8,9.1,63,31.2268,-999,-999,-999,-999,-999,-999,-999,-999,-999,54.9744,-999,-999,-999,-999,val
+13025,United States of America,NAM,cool_moist,-124.62491,48.29786,466,375,unknown,unknown,60.8,19.9,0,0,0,19.2,0,0,0,0,0,0,0,0,0,0,0,0.002,0,0.239748,0.63,101,202,202,0,0,16,32.7477,32.6856,32.7181,33.4,26,39.4,43.8,48.6,47.375,35.9813,46.8348,26.2844,3972.9195,0,0,val
+13026,United States of America,NAM,cool_moist,-123.265278,47.949306,1573,711,unknown,unknown,5,72.4,0,0,0,17.9,0,0,0,0,1,0,1.5,0,1.4,0,0,0,0,0.013317,0.94,85,146,10413,0,0,49,27.242,-999,-999,-999,-999,-999,-999,-999,-999,-999,-999,-999,-999,-999,-999,val
+13029,United States of America,NAM,warm_moist,-122.516667,45.616667,5,93,unknown,unknown,1.5,17.8,0,0,0,39.4,0,0,3.6,0,0,0,5.5,22.9,8.2,0,0,0.872,0,70.1969,2.87,22754,22754,49575,62,61.21,63,23.1294,-999,-999,-999,-999,-999,-999,-999,-999,-999,40.735,-999,-999,-999,-999,val
+13032,United States of America,NAM,warm_moist,-122.064722,47.5525,22,21,unknown,unknown,3.5,36.9,0,0,0,44.3,0,0,0,0,0,0,0,12.5,1.2,0,0,0.205,0,13.2903,3.68,7093,13874,82005,58,48.68,63,18.8319,-999,-999,-999,-999,-999,-999,-999,-999,-999,39.6584,-999,-999,-999,-999,train
+13033,United States of America,NAM,cool_moist,-121.77278,47.49022,140,20,unknown,unknown,0,64.9,0,0,0,33.1,0,0,0,0,0,0,0,0,0,0,0,0,0,0.158289,1.98,3107,3107,13874,32,19.72,58,20.8634,-999,-999,-999,-999,-999,-999,-999,-999,-999,41.5362,-999,-999,-999,-999,train
+13035,United States of America,NAM,cool_moist,-121.9379,47.1411,402,166,unknown,unknown,0,63.4,0,0,0,27.9,0,0,0,0,0,0,1.2,1.6,4.2,0,0,0.015,0,0.247009,2.64,422,1583,12152,8,5.93,61,25.0457,-999,-999,-999,-999,-999,-999,-999,-999,-999,44.6808,-999,-999,-999,-999,train
+13036,United States of America,NAM,warm_moist,-122.308628,47.568236,105,57,unknown,unknown,24.6,22.5,0,0,0,31.4,0,0,0,0,0,0,0,19.3,0,0,0,0.113,0,1.41626,3.72,28115,82005,82005,63,62.74,63,18.6284,21.1754,16.017,18.8,8.4,28,34.6,41.8,39.6905,26.4049,39.7874,11.6368,749.302,0,0,train
+13044,United States of America,NAM,cool_moist,-121.740367,46.7841,1615,421,unknown,unknown,2,84.2,0,0,0,3.6,0,0,0,0,4.2,0,0,0,0,5,0,0,0,0.026443,0.85,30,32,156,0,0,8,36.7083,36.3313,36.3676,37.25,30.25,42.25,46.5,52.5,50.625,39.9569,48.1806,37.9687,8047.3297,0,0,train
+13049,United States of America,NAM,cool_moist,-122.61428,48.52059,7,0,unknown,unknown,45.7,10.8,0,0,0,24.6,0,0,0,0,0,0,11.3,2.5,3.3,0,0,0.002,0,0.442632,2.04,3220,3889,14432,48,29.68,57,20.179,-999,-999,-999,-999,-999,-999,-999,-999,-999,35.9104,-999,-999,-999,-999,train
+13051,United States of America,NAM,warm_moist,-122.51911,48.460101,2,0,unknown,unknown,41.9,8.1,0,0,0,25.4,0,0,0,0,1.2,1,13.3,2.8,5.6,0,0,0.972,0,1.48038,2.01,1318,1318,11184,22,20.63,57,16.9183,-999,-999,-999,-999,-999,-999,-999,-999,-999,31.0959,-999,-999,-999,-999,train
+13052,United States of America,NAM,warm_moist,-122.504971,48.397787,44,24,unknown,unknown,34.3,8.2,0,0,0,31.4,0,0,0,0,1.4,1.1,13.8,2.8,6.4,0,0,0.894,0,1.94473,2.11,577,1310,11184,20,10.75,57,21.3576,25.0757,19.3027,21.75,13.75,29.5,36.75,45,42.3438,29.2392,39.297,100.5773,2192.5765,2,1.75,train
+13054,United States of America,NAM,cool_dry,-117.52997,47.41645,696,6,unknown,unknown,0,17,0,0,0,0,0,0,0,0,43.5,0,35.8,2.6,0,0,0,0.202,0,0.15196,1.24,59,59,11431,5,4.99,63,30.8997,-999,-999,-999,-999,-999,-999,-999,-999,-999,50.2209,-999,-999,-999,-999,val
+13055,United States of America,NAM,cool_dry,-117.364852,47.672482,585,18,unknown,unknown,0,36.3,0,0,0,5.7,0,0,1.3,0,21.9,0,19.3,13,2.3,0,0,0.022,0,1.29481,1.54,16918,24511,36819,63,61.81,63,27.6623,-999,-999,-999,-999,-999,-999,-999,-999,-999,48.8014,-999,-999,-999,-999,val
+13056,United States of America,NAM,cool_dry,-117.27422,47.82728,785,117,unknown,unknown,0,45.9,0,0,0,12.6,0,0,0,0,9.4,0,15.4,12.6,3.3,0,0,0.659,0,6.34518,1.28,397,397,36819,14,16.63,63,35.7184,-999,-999,-999,-999,-999,-999,-999,-999,-999,49.1383,-999,-999,-999,-999,val
+13058,United States of America,NAM,warm_moist,-122.59527,46.952562,397,38,unknown,unknown,1.6,33.8,0,0,0,52,0,0,0,0,1.2,0,0,7.3,2.2,0,0,0,0,0.407717,2.97,1136,1393,23645,45,22.8,63,23.3168,-999,-999,-999,-999,-999,-999,-999,-999,-999,41.2109,-999,-999,-999,-999,train
+13059,United States of America,NAM,cool_moist,-122.55441,48.95074,5,18,unknown,unknown,15.3,7.4,0,0,0,31.5,0,0,0,0,1.2,0,13.2,4.4,25.8,0,0,0.942,0,13.3684,2.56,1885,1885,22461,16,18.11,63,19.3046,-999,-999,-999,-999,-999,-999,-999,-999,-999,37.4445,-999,-999,-999,-999,train
+13060,United States of America,NAM,warm_moist,-77.964125,39.448006,0,14,unknown,unknown,0,0,0,0,24.8,3.1,0,0,0,0,0,0,8.1,1.3,62.3,0,0,0.987,0,5.43594,3.52,2812,7545,7545,59,50.22,63,29.7253,-999,-999,-999,-999,-999,-999,-999,-999,-999,56.2015,-999,-999,-999,-999,val
+13061,United States of America,NAM,warm_moist,-82.4259,38.424133,169.47,6,unknown,unknown,0,0,0,0,76,0,0,0,0,0,0,0,0,5.3,16.1,0,0,0,0,58.1679,3.05,8196,9805,13937,61,49.75,61,28.6032,-999,-999,-999,-999,-999,-999,-999,-999,-999,56.0265,-999,-999,-999,-999,val
+13064,United States of America,NAM,cool_moist,-80.632633,37.908533,749.2,54,unknown,unknown,0,0,0,0,65.8,0,0,0,0,0,0,0,1.3,0,32.5,0,0,0.002,0,0.816314,2.11,263,276,1328,10,5.34,48,31.991,-999,-999,-999,-999,-999,-999,-999,-999,-999,55.1112,-999,-999,-999,-999,test
+13065,United States of America,NAM,cool_moist,-80.580717,40.421539,360,53,unknown,unknown,0,1.2,0,0,43.5,2.6,0,0,0,0,0,0,1.2,3.5,47.5,0,0,0,0,25.5865,3.89,5958,6270,9098,56,44.95,62,34.071,-999,-999,-999,-999,-999,-999,-999,-999,-999,58.0599,-999,-999,-999,-999,train
+13067,United States of America,NAM,warm_moist,-81.628317,38.3456,194.16,0,unknown,unknown,0,0,0,0,86.8,0,0,0,0,0,0,0,0,4.6,7,0,0,0.046,0,1.83571,2.95,8206,20340,20340,60,50.85,60,28.0412,-999,-999,-999,-999,-999,-999,-999,-999,-999,58.2115,-999,-999,-999,-999,train
+13068,United States of America,NAM,warm_moist,-79.920867,39.649367,378.87,67,unknown,unknown,0,0,0,0,56.2,1.3,0,0,0,0,0,0,1.1,1.7,39.4,0,0,0,0,2.97262,3.98,2014,19477,19477,59,49.95,62,32.4241,-999,-999,-999,-999,-999,-999,-999,-999,-999,56.1363,-999,-999,-999,-999,train
+13071,United States of America,NAM,warm_moist,-80.700972,40.114876,0,19,unknown,unknown,0,0,0,0,34.5,1.2,0,0,0,0,0,0,1.3,3.7,58.2,0,0,0,0,3.93544,3.64,5672,9193,11019,50,42.04,62,30.242,-999,-999,-999,-999,-999,-999,-999,-999,-999,58.9626,-999,-999,-999,-999,train
+13073,United States of America,NAM,warm_moist,-81.552367,39.323533,196.6,1,unknown,unknown,0,0,0,0,52.4,0,0,0,0,0,0,0,1.7,2.5,41.2,0,0,0,0,21.886,3.24,5438,13291,13291,57,41.42,61,30.5242,-999,-999,-999,-999,-999,-999,-999,-999,-999,56.9703,-999,-999,-999,-999,train
+13074,United States of America,NAM,cool_moist,-90.656,46.602,196.9,22,unknown,unknown,38.2,0,0,0,15.8,34.5,0,0,0,0,0,0,0,0,10,0,0,0,0,0.067968,1.01,43,43,1674,23,7.1,55,28.3823,32.7287,24.0694,29.2,20,37.4,44,53,51,36.8051,47.7752,43.7366,7348.914,0.2,0,test
+13076,United States of America,NAM,cool_moist,-87.90799,44.53098,212,61,unknown,unknown,17.8,0,0,0,0,1.4,0,0,0,0,0,0,32.8,7,38.4,0,0,1.347,0,58.1659,2.35,3012,6990,25894,55,46.1,63,34.1987,-999,-999,-999,-999,-999,-999,-999,-999,-999,51.4933,-999,-999,-999,-999,train
+13079,United States of America,NAM,cool_moist,-89.1089,43.3156,306,33,unknown,unknown,0,0,0,0,0,0,0,0,0,0,0,0,71,0,27.7,0,0,0.497,0,1.48928,2.2,200,1289,10231,11,12.96,63,35.5858,-999,-999,-999,-999,-999,-999,-999,-999,-999,54.0069,-999,-999,-999,-999,train
+13082,United States of America,NAM,cool_moist,-89.357298,43.100838,260,32,unknown,unknown,2.9,0,0,0,0,0,0,0,0,0,0,0,49.2,6.4,39.6,0,0,0.099,0,33.3272,2.14,25236,25236,45974,63,60.82,63,33.4648,-999,-999,-999,-999,-999,-999,-999,-999,-999,53.3337,-999,-999,-999,-999,train
+13083,United States of America,NAM,cool_moist,-88.621111,43.466111,286.5,3,unknown,unknown,1.2,0,0,0,0,0,0,0,0,0,0,2.1,55.3,0,39.8,0,0,0.349,0,1.12488,2.21,471,1618,5820,37,25.64,61,32.7738,36.9738,28.628,32.2,24,40.6,48.4,60.4,58.5,40.5441,54.292,129.7977,15787.5042,6.4,0.4,train
+13085,United States of America,NAM,cool_moist,-86.993,45.237,195,29,unknown,unknown,81.3,1.3,0,0,1.2,7.8,0,0,0,0,0,0,0,0,6.9,0,0,0,0,0.253383,1.6,70,70,99,0,1.23,31,35.2379,-999,-999,-999,-999,-999,-999,-999,-999,-999,51.6791,-999,-999,-999,-999,train
+13086,United States of America,NAM,cool_moist,-91.143,44.761,382,24,unknown,unknown,0,0,0,0,18.2,15,0,0,0,0,0,0,11.5,0,54.6,0,0,0,0,0.549243,1.71,159,160,4253,8,6.48,61,30.0203,-999,-999,-999,-999,-999,-999,-999,-999,-999,50.8302,-999,-999,-999,-999,train
+13089,United States of America,NAM,cool_moist,-88.422045,43.687402,323,67,unknown,unknown,4.2,0,0,0,0,0,0,0,0,0,0,1.6,42.7,1.5,47.9,0,0,0.858,0,0.925791,2.14,296,2091,24609,19,22.7,62,35.2117,-999,-999,-999,-999,-999,-999,-999,-999,-999,53.3874,-999,-999,-999,-999,train
+13090,United States of America,NAM,cool_moist,-88.8088,45.563,559,64,unknown,unknown,0,0,0,0,16,78.3,0,0,0,0,0,0,0,0,4.7,0,0,0,0,0.172385,1.2,126,126,137,8,6.56,43,34.1998,35.949,32.5002,34,26.8,41,47.8,57.4,55.325,38.893,51.0199,82.3005,10858.7137,1,0,test
+13092,United States of America,NAM,cool_moist,-88.81864,43.002,258,2,unknown,unknown,2.1,0,0,0,0,0,0,0,0,0,0,0,37.4,1.2,57.6,0,0,0.345,0,1.48304,2.39,3896,3896,11177,59,36.76,61,33.4915,-999,-999,-999,-999,-999,-999,-999,-999,-999,55.6353,-999,-999,-999,-999,train
+13095,United States of America,NAM,cool_moist,-87.8093,42.504722,187,24,unknown,unknown,58,0,0,0,0,0,0,0,0,0,0,0,7.8,12.9,19.8,0,0,0,0,4.32799,4.38,5878,10200,45229,37,35.8,63,35.3956,-999,-999,-999,-999,-999,-999,-999,-999,-999,59.8184,-999,-999,-999,-999,train
+13098,United States of America,NAM,cool_moist,-87.886,42.596,228,31,unknown,unknown,34.4,0,0,0,0,0,0,0,0,0,0,0,17.7,13.3,32.3,0,0,0.661,0,4.32799,4.38,3707,17151,34477,63,60.95,63,30.9305,-999,-999,-999,-999,-999,-999,-999,-999,-999,52.8544,-999,-999,-999,-999,train
+13100,United States of America,NAM,cool_moist,-87.50524,44.44312,207,37,unknown,unknown,53.8,0,0,0,0,0,0,0,0,0,0,0,21.7,0,22,0,0,0,0,0.398815,2.25,69,1464,2909,18,13.89,47,36.0972,-999,-999,-999,-999,-999,-999,-999,-999,-999,52.6016,-999,-999,-999,-999,train
+13101,United States of America,NAM,cool_moist,-91.2269,43.7775,667,11,unknown,unknown,3.4,0,0,0,7.2,3.9,0,0,1.5,0,0,1.8,6,2.7,72,0,0,0,0,0.077584,1.64,12684,22912,22912,59,40.97,62,31.6482,-999,-999,-999,-999,-999,-999,-999,-999,-999,51.1254,-999,-999,-999,-999,train
+13105,United States of America,NAM,cool_moist,-87.6161,44.138619,182,20,unknown,unknown,46.5,0,0,0,0,0,0,0,0,0,0,0,20.3,1.6,29.6,0,0,0.678,0,4.55408,2.47,3248,5610,7454,48,38.96,62,32.7327,-999,-999,-999,-999,-999,-999,-999,-999,-999,53.2614,-999,-999,-999,-999,train
+13107,United States of America,NAM,cool_moist,-89.77183,44.70735,381,21,unknown,unknown,0,0,0,0,11.1,7.1,0,0,0,0,0,0,14.2,1,63.3,0,0,0,0,0.651783,1.53,153,161,15182,6,6.29,61,34.8462,-999,-999,-999,-999,-999,-999,-999,-999,-999,51.2653,-999,-999,-999,-999,test
+13108,United States of America,NAM,cool_moist,-87.933333,43.016667,200,28,unknown,unknown,37.8,0,0,0,0,0,0,0,0,0,0,0,7.1,28.5,23.9,0,0,0,0,20.8702,3.78,82369,82369,82369,62,62.22,63,30.3063,-999,-999,-999,-999,-999,-999,-999,-999,-999,51.0096,-999,-999,-999,-999,train
+13109,United States of America,NAM,cool_moist,-87.913504,43.060975,208,44,unknown,unknown,37.8,0,0,0,0,0,0,0,0,0,0,0,7.1,28.5,23.9,0,0,0,0,20.8702,3.78,61620,68512,82369,63,60.26,63,27.6226,32.2275,23.0731,27.3,17.4,37,46.2,62.2,59.825,36.8687,54.1204,194.5853,12936.6226,7.2,0.8,train
+13112,United States of America,NAM,cool_moist,-87.9,43.181,213,62,unknown,unknown,52.2,0,0,0,0,0,0,0,0,0,0,0,4.1,20.7,21.3,0,0,0,0,94.4675,3.54,7911,9813,82369,60,49.38,63,33.937,-999,-999,-999,-999,-999,-999,-999,-999,-999,55.0278,-999,-999,-999,-999,train
+13114,United States of America,NAM,cool_moist,-89.632311,45.678052,490,24,unknown,unknown,1.4,1,0,0,7,83.1,0,0,0,0,0,0,0,0,5.4,0,0,0,0,0.950368,1.16,38,234,4358,0,4.5,58,31.5517,-999,-999,-999,-999,-999,-999,-999,-999,-999,51.5266,-999,-999,-999,-999,val
+13115,United States of America,NAM,cool_moist,-88.395134,44.30738,240,21,unknown,unknown,10.1,0,0,0,0,0,0,0,0,0,0,0,43.2,6.8,37.7,0,0,0.467,0,37.1897,2.06,3860,27637,27637,62,58.2,63,33.1477,-999,-999,-999,-999,-999,-999,-999,-999,-999,51.7772,-999,-999,-999,-999,train
+13118,United States of America,NAM,cool_moist,-87.92,43.343,229,62,unknown,unknown,37.9,0,0,0,0,0,0,0,0,0,0,0,13.5,9,37.8,0,0,0,0,2.723,2.94,1764,3239,21860,45,42.47,63,34.1552,-999,-999,-999,-999,-999,-999,-999,-999,-999,54.6674,-999,-999,-999,-999,train
+13119,United States of America,NAM,cool_moist,-87.81,43.49806,211,60,unknown,unknown,58,0,0,0,0,0,0,0,0,0,0,0,18.7,0,20.9,0,0,0,0,8.53176,2.72,610,830,11380,20,16.49,61,34.1108,-999,-999,-999,-999,-999,-999,-999,-999,-999,52.922,-999,-999,-999,-999,train
+13121,United States of America,NAM,cool_moist,-87.798634,42.713897,197,23,unknown,unknown,57.5,0,0,0,0,0,0,0,0,0,0,0,14.7,8,18.5,0,0,0.003,0.003,6.56044,4.13,2693,15640,34477,62,51.4,63,35.3384,-999,-999,-999,-999,-999,-999,-999,-999,-999,57.3789,-999,-999,-999,-999,train
+13126,United States of America,NAM,cool_moist,-89.06281,42.50908,247,17,unknown,unknown,0,0,0,0,0,0,0,0,0,0,0,0,58.5,7.4,33.6,0,0,0.251,0,0.49472,2.36,14465,17931,19895,63,53.86,63,34.8474,-999,-999,-999,-999,-999,-999,-999,-999,-999,56.1347,-999,-999,-999,-999,train
+13127,United States of America,NAM,cool_moist,-89.06347,42.51831,243,17,unknown,unknown,0,0,0,0,0,0,0,0,0,0,0,0,60.6,5,33.8,0,0,0.251,0,0.49472,2.36,14465,17931,19895,62,53.02,63,30.6818,-999,-999,-999,-999,-999,-999,-999,-999,-999,51.6841,-999,-999,-999,-999,train
+13129,United States of America,NAM,cool_moist,-89.6797,43.4351,392,140,unknown,unknown,0,0,0,0,5.9,3.8,0,0,0,0,0,0,15.8,1.2,69.8,0,0,0.089,0,2.1103,2.06,708,1612,2978,11,17.4,62,34.8288,-999,-999,-999,-999,-999,-999,-999,-999,-999,52.5524,-999,-999,-999,-999,train
+13132,United States of America,NAM,cool_moist,-87.716,43.679,182,41,unknown,unknown,54.1,0,0,0,0,0,0,0,0,0,0,0,25.3,2,17.2,0,0,0,0,1.5413,2.92,534,3620,22445,17,23.9,62,36.0885,-999,-999,-999,-999,-999,-999,-999,-999,-999,57.4571,-999,-999,-999,-999,train
+13138,United States of America,NAM,cool_moist,-89.653,46.052,503,19,unknown,unknown,3.1,1.7,0,0,2.5,89.5,0,0,0,0,0,0,0,0,1.6,0,0,0,0,0.624094,1.09,40,64,688,0,1.26,57,33.8632,-999,-999,-999,-999,-999,-999,-999,-999,-999,50.3025,-999,-999,-999,-999,val
+13139,United States of America,NAM,cool_moist,-88.499046,42.580009,268,46,unknown,unknown,0,1.3,0,0,0,0,0,0,0,0,0,0,38.5,2,56.6,0,0,0.305,0,0.973965,2.79,1860,3324,6601,36,36.71,62,35.5041,-999,-999,-999,-999,-999,-999,-999,-999,-999,55.2278,-999,-999,-999,-999,train
+13143,United States of America,NAM,cool_moist,-88.21507,43.020075,261,15,unknown,unknown,0,1.4,0,0,0,1.1,0,0,0,0,1,0,10.9,21.6,61.5,0,0,0.23,0,1.63046,3,12151,18004,82369,63,61.38,63,29.9108,-999,-999,-999,-999,-999,-999,-999,-999,-999,49.4283,-999,-999,-999,-999,train
+13149,United States of America,NAM,cool_dry,-105.2903,44.6522,1196,24,unknown,unknown,0,0,0,0,0,0,0,0,0,0,100,0,0,0,0,0,0,0.161,0,0.103733,1.15,6,6,18,0,0,15,36.9028,41.7555,32.0402,36.6,29.4,44.2,50.8,58.6,57.2821,44.7886,55.4791,76.8977,21762.6456,1.8,0,train
+13150,United States of America,NAM,cool_dry,-105.529994,44.146964,1408,22,unknown,unknown,0,0,0,0,0,0,0,0,0,0,99.9,0,0,0,0,0,0,0.044,0,1.11975,1.25,111,192,3849,0,0.63,63,34.9067,40.3814,29.4696,35.4,27.6,42.2,49.4,58,56.775,44.0074,56.2863,69.5997,19055.1591,0.6,0,train
+13151,United States of America,NAM,cool_dry,-105.504167,44.265833,1382,14,unknown,unknown,0,0,0,0,0,0,0,0,0,0,99.9,0,0,0,0,0,0,0.054,0,1.23879,1.31,3105,3849,3849,63,55.17,63,31.1649,-999,-999,-999,-999,-999,-999,-999,-999,-999,48.9896,-999,-999,-999,-999,train
+13153,United States of America,NAM,cool_dry,-107.616667,41.386944,2060,70,unknown,unknown,0,0,0,0,0,0,0,0,0,0,99.5,0,0,0,0,0,0,0,0,0.414321,0.86,8,8,8,0,0.13,6,40.0436,44.2946,35.8948,39.6,33.6,46.2,51.8,58.6,56.9607,46.813,55.9881,63.8528,26606.6168,0.2,0,train
+13154,United States of America,NAM,cool_dry,-107.119184,41.783389,2015,24,unknown,unknown,0,0,0,0,0,0,0,0,0,0,99.4,0,0,0,0,0,0,0,0,0.083575,0.76,8,8,2900,57,22.34,63,36.4416,-999,-999,-999,-999,-999,-999,-999,-999,-999,-999,-999,-999,-999,-999,train
+13155,United States of America,NAM,cool_dry,-105.361822,42.796372,1529,50,unknown,unknown,0,0,0,0,0,0,0,0,0,0,99.1,0,0,0,0,0,0,0,0,0.014091,1.14,777,886,886,35,26.18,61,30.8186,-999,-999,-999,-999,-999,-999,-999,-999,-999,-999,-999,-999,-999,-999,train
+13156,United States of America,NAM,cool_dry,-105.303528,42.766972,5091,42,unknown,unknown,0,0,0,0,0,0,0,0,0,0,99.1,0,0,0,0,0,0,0,0,0.014091,1.14,449,777,886,7,12.95,61,35.2203,41.836,31.0452,36.5,29,43.5,51,58.88,57.5625,45.4559,56.9761,74.9276,21450.0609,1.5,0,train
+13157,United States of America,NAM,cool_dry,-104.7048,44.5969,1200,17,unknown,unknown,0,10.7,0,0,0,4,0,0,0,0,78.4,0,1.6,0,4.4,0,0,0.215,0,0.366443,0.91,18,19,19,0,0,23,37.4167,-999,-999,-999,-999,-999,-999,-999,-999,-999,57.0166,-999,-999,-999,-999,train
+13158,United States of America,NAM,cool_dry,-108.720003,42.529999,2526,194,unknown,unknown,0,10.6,0,0,0,0,0,0,0,0,88.9,0,0,0,0,0,0,0,0,0.122452,0.62,8,8,8,0,0,7,46.4256,47.6226,45.2961,46.4,41.8,51.2,55.8,61.6,60.2357,50.0553,58.3472,87.7266,35817.8756,1.4,0,train
+13159,United States of America,NAM,cool_dry,-107.549444,43.081667,1372,68,unknown,unknown,0,0,0,0,0,0,0,0,0,0,99.8,0,0,0,0,0,0,0,0,0.059849,0.78,5,5,5,0,0,47,40.3306,44.128,36.6375,39.8,34.4,45.6,52.4,58.636,57.5571,46.7724,56.5026,71.9067,25645.5864,0.8,0,train
+13160,United States of America,NAM,cool_dry,-108.578889,43.258556,1634,36,unknown,unknown,1,0,0,0,0,0,0,4.5,0,0,84.2,0,8.7,0,0,0,1.7,0,0,0.275125,0.8,19,19,2099,5,1.59,27,35.7792,-999,-999,-999,-999,-999,-999,-999,-999,-999,49.252,-999,-999,-999,-999,train
+13161,United States of America,NAM,cool_dry,-108.370278,42.994444,1251,7,unknown,unknown,0,0,0,0,0,0,0,0,0,0,94.3,0,5,0,0,0,0,0,0,0.04185,0.85,32,1524,4202,17,18.85,62,28.229,-999,-999,-999,-999,-999,-999,-999,-999,-999,56.009,-999,-999,-999,-999,train
+13162,United States of America,NAM,cool_dry,-104.778334,41.182227,15,43,unknown,unknown,0,0,0,0,0,0,0,0,0,0,97.1,0,0,2.8,0,0,0,0.19,0,1.41519,1.37,6311,14141,14141,56,45.94,63,40.378,45.4907,35.419,40.5,33.5,47.5,55,63.25,61.6875,48.8755,60.9318,101.8264,33223.3228,1.75,0,test
+13163,United States of America,NAM,cool_dry,-106.36501,42.82231,1591,36,unknown,unknown,0,2.5,0,0,0,0,0,0,0,0,95.6,0,0,0,0,0,0,0,0,0.142933,1,11096,11096,13630,58,45.06,63,36.5069,-999,-999,-999,-999,-999,-999,-999,-999,-999,56.8784,-999,-999,-999,-999,train
+13164,United States of America,NAM,cool_dry,-106.23586,42.8608,1559,13,unknown,unknown,0,3,0,0,0,0,0,0,0,0,95.2,0,0,0,0,0,0,0,0,0.481868,0.94,191,9294,13630,62,39.45,63,34.8047,-999,-999,-999,-999,-999,-999,-999,-999,-999,54.2286,-999,-999,-999,-999,train
+13165,United States of America,NAM,cool_dry,-106.847222,44.933611,1135,31,unknown,unknown,0,0,0,0,0,0,0,0,0,0,98.9,0,0,0,0,0,0,0.155,0,5.0718,0.91,7,7,5734,0,0.23,62,32.552,-999,-999,-999,-999,-999,-999,-999,52.375,42.2289,49.8975,-999,-999,0,-999,train
+13166,United States of America,NAM,cool_dry,-110.353,42.98,2475,129,unknown,unknown,0,17.4,0,0,0,0,0,0,0,0,75.1,0,3.4,0,3.9,0,0,0,0,0.049304,0.6,7,7,26,0,0,6,43.678,44.8417,42.101,43.5,38.5,49,54,61.5,60.125,47.23,55.8785,116.8562,26654.4453,2.5,0,train
+13168,United States of America,NAM,cool_dry,-109.753,42.719,2360,31,unknown,unknown,0,5.9,0,0,0,0,0,0,0,0,92.4,0,0,0,0,0,0,0,0,3.47457,0.67,7,7,14,0,3.82,47,37.9192,43.9156,31.8559,38.2,30.4,45.6,52.2,60,57.975,46.874,57.9419,162.2034,26984.4744,4.2,1,train
+13169,United States of America,NAM,cool_dry,-110.0551,42.7907,2375,15,unknown,unknown,0,0,0,0,0,0,0,0,0,0,96.5,0,3.1,0,0,0,0,0,0,0.031246,0.52,7,11,14,0,0,47,38.0944,44.145,32.0165,39,30.6,46,52,58.8,57.05,47.1607,56.0694,101.0361,25675.9805,2.2,0.2,train
+13170,United States of America,NAM,cool_dry,-109.87076,42.869824,2191,17,unknown,unknown,0,8,0,0,0,0,0,0,0,0,86.6,0,3,0,0,0,0,0,0,0.07178,0.6,7,7,14,43,16.39,47,36.6193,43.3844,29.6507,38.1,28.2,45.4,50.8,58,56.275,46.5863,55.1855,100.8996,24162.2489,1.4,0.2,train
+13171,United States of America,NAM,cool_dry,-110.098861,42.486361,2076,42,unknown,unknown,0,0,0,0,0,0,0,0,0,0,98.2,0,0,0,0,0,0,0,0,3.05207,0.63,14,14,14,8,3.48,36,35.9849,43.215,28.7145,36.6667,27.6667,44.3333,51,57.3333,55.7917,46.1592,55.7155,68.4989,23313.873,0.3333,0,train
+13172,United States of America,NAM,cool_dry,-109.560498,42.373499,2145,44,unknown,unknown,0,0,0,0,0,0,0,0,0,0,100,0,0,0,0,0,0,0,0,0.033193,0.81,7,7,7,0,0,23,41.1199,46.0414,36.088,40.6,34.4,47.6,54.2,60.6,59.2,48.776,58.4267,106.1717,31917.8197,1.8,0.4,train
+13174,United States of America,NAM,cool_dry,-108.619,41.158,2164,14,unknown,unknown,0,0,0,0,0,0,0,2,0,0,97.7,0,0,0,0,0,0,0,0,0.890258,0.66,0,0,2,0,0,10,38.817,45.0979,33.0616,39.5,32,46,53,59.5,58.1161,47.9695,56.7553,64.9888,28496.2271,0,0,train
+13175,United States of America,NAM,cool_dry,-109.207,41.575,1950,73,unknown,unknown,0,0,0,0,0,0,0,4.9,0,0,91.9,0,0,0,0,0,2.3,0,0,0.287385,1.31,3025,3025,3025,49,36.86,63,35.865,-999,-999,-999,-999,-999,-999,-999,-999,-999,50.8788,-999,-999,-999,-999,train
+13176,United States of America,NAM,cool_dry,-108.024575,41.677453,2176,14,unknown,unknown,0,0,0,0,0,0,0,0,0,0,99.3,0,0,0,0,0,0,0,0,0.109593,1,1,1,8,23,14.44,48,35.5636,42.6424,28.6316,36,28,44.2,51.8,58.8,57.5,46.2451,56.7821,74.1215,24513.3574,0.4,0,train
+13177,United States of America,NAM,cool_dry,-109.788333,41.750556,1966,55,unknown,unknown,0,0,0,0,0,0,0,7.9,0,0,90.5,0,0,0,0,0,1.4,0,0,39.5787,1.17,2,2,133,0,0.34,46,38.3911,44.649,32.1249,38.25,31,45.75,53.5,61,59.4375,47.6808,58.4134,77.213,28907.7326,0.75,0,train
+13178,United States of America,NAM,cool_dry,-109.760975,41.588717,1912.3,39,unknown,unknown,0,0,0,0,0,0,0,7.2,0,0,91.6,0,0,0,0,0,0,0,0,0.008245,1.35,2,2,960,25,14.69,61,32.0454,-999,-999,-999,-999,-999,-999,-999,-999,-999,53.5727,-999,-999,-999,-999,train
+13180,United States of America,NAM,boreal_moist,-110.599472,43.670833,2105,120,unknown,unknown,2.8,37.1,0,0,0,0,0,0,0,0,51.9,0,2.4,0,3,0,0,0,0,0.027794,0.51,7,7,839,0,0,60,38.3854,43.4038,34.6951,39.3333,33,46,51.6667,58.3333,57.0417,46.2705,53.5685,66.9752,23296.8907,0.6667,0,train
+13183,United States of America,NAM,cool_dry,-111.042376,41.373097,2167,141,unknown,unknown,0,0,0,0,0,0,0,0,0,0,99.1,0,0,0,0,0,0,0,0,0.130829,0.83,817,901,901,8,6.05,63,41.1978,45.0959,37.2347,40.8,35.2,47,53,59.4,58.45,47.5205,56.9133,72.8178,28307.622,0.8,0,train
+13184,United States of America,NAM,cool_dry,-104.191944,43.873056,1437,131,unknown,unknown,0,15.1,0,0,0,0,0,0,0,0,82.9,0,0,0,0,0,0,0,0,0.066124,0.88,507,575,575,44,20.84,55,40.2534,43.5424,40.3109,42,37,47.5,53,59.5,58.75,46.3805,52.1677,61.8114,24318.083,0,0,test
+13187,United States of America,MCA,tropical_moist,-66.126531,18.440774,5.02,1,unknown,unknown,40,0,20.7,0,0,0,0,0,2.6,0,0,1.8,0,20.8,13.2,0,0,0,0,1.94115,1.17,32236,61958,63619,63,60.85,63,10.6492,13.8434,7.4889,9.2,4,15.6,22,30.2,27.125,16.5823,29.6366,29.0126,509.4494,0,0.4,val
+13188,United States of America,MCA,tropical_wet,-65.915482,18.177939,150,53,unknown,unknown,12.9,0,42.3,0,0,0,0,0,3.1,0,0,1,0,8.8,30.3,0,0,0,0,0.430722,0.72,12844,21399,49931,36,40.93,63,11.0028,15.7646,6.2943,9,3.2,16,24.2,33.152,30.825,18.9521,28.9355,6.1283,160.4937,0,0.2,val
+13191,Mexico,NAM,warm_dry,-116.985,32.525,132,13,unknown,unknown,19.3,0,0,0,0,0,7.3,43.5,0,0,2.7,0,2.3,23.7,0,0,0,1.014,0,9.41871,4.14,20487,20510,80114,63,63,63,22.3566,30.5045,19.9735,-999,-999,-999,-999,-999,44.75,35.1251,39.9666,34.113,5929.3881,0,0,test
+13192,Mexico,MCA,warm_dry,-116.976667,32.498333,30,46,unknown,unknown,22.5,0,0,0,0,0,8.1,43.6,0,0,3.1,0,2.4,19.3,0,0,0,0,0,4.32479,3.9,20496,20506,74796,63,63,63,19.3756,-999,-999,-999,-999,-999,-999,-999,-999,-999,39.2504,-999,-999,-999,-999,test
+13193,Mexico,MCA,warm_dry,-117.054722,32.343333,10,19,unknown,unknown,50.4,0,0,0,0,0,7.2,25.8,0,0,2.6,0,2.2,11,0,0,0,0,0,3.70699,3.38,20525,20525,62859,55,37.35,63,21.5593,-999,-999,-999,-999,-999,-999,-999,-999,-999,39.8356,-999,-999,-999,-999,test
+13194,Mexico,MCA,warm_dry,-117.116667,32.5,132,79,unknown,unknown,56.8,0,0,0,0,0,0,17.5,0,0,1.8,0,2.2,20.1,0,0,0,0,0,0.503412,3.93,17875,20496,80114,42,38.66,63,26.1873,-999,-999,-999,-999,-999,-999,-999,-999,-999,-999,-999,-999,-999,-999,test
+13196,Mexico,MCA,tropical_dry,-115.446944,32.629167,1,3,unknown,unknown,0,0,0,0,0,0,0,24.5,0,0,0,0,41.9,5.7,1.3,0,26,0.242,0.105,2.10794,2.88,1142,1142,23044,63,62.99,63,19.3792,-999,-999,-999,-999,-999,-999,-999,-999,-999,43.2687,-999,-999,-999,-999,train
+13198,Mexico,MCA,tropical_dry,-115.504167,32.633611,0,2,unknown,unknown,0,0,0,0,0,0,0,22.2,0,0,0,0,39.9,6,1.5,0,29.7,0.242,0.105,48.0711,2.78,5910,13312,23044,63,62.91,63,22.6359,-999,-999,-999,-999,-999,-999,-999,54.4375,-999,55.1081,-999,-999,-999,-999,train
+13199,Mexico,MCA,warm_dry,-116.618333,32.575,572,36,unknown,unknown,0,0,0,0,0,0,15.3,76.8,0,0,3.4,0,1.9,1.1,0,0,0,0.002,0,1.34668,3.2,405,490,20515,63,39.22,63,27.6172,-999,-999,-999,-999,-999,-999,-999,-999,-999,58.9355,-999,-999,-999,-999,val
+13200,Mexico,MCA,tropical_dry,-115.448611,32.570278,1,3,unknown,unknown,0,0,0,0,0,0,0,26.5,0,0,0,0,34.2,4.8,1.1,0,32.5,1.265,0.592,1.31422,2.97,1142,1143,13312,49,46.65,63,31.4217,-999,-999,-999,-999,-999,-999,-999,-999,-999,51.5048,-999,-999,-999,-999,train
+13202,Mexico,MCA,warm_dry,-106.4597,31.689722,0,59,unknown,unknown,0,0,0,0,0,0,0,71.4,0,0,0,0,2.7,19.6,0,0,6.3,0,0,5.02377,2.95,10752,10757,46290,63,62.89,63,22.7064,-999,17.3081,23,10.5,32,39,47.5,47.25,30.7826,46.8044,30.7363,3667.6839,0,0,train
+13203,Mexico,MCA,warm_dry,-106.4597,31.7355,0,3,unknown,unknown,0,0,0,0,0,0,0,71.7,0,0,0,0,1.6,21.3,0,0,5.4,0,0,11.5105,2.93,10755,36238,46290,63,63,63,23.6782,27.918,16.7174,23.5,10,33,40.5,50,48.0625,33.1977,49.1645,52.8226,5499.4986,0,0,train
+13204,Mexico,NAM,warm_dry,-106.3953,31.7122,0,6,unknown,unknown,0,0,0,0,0,0,0,71.6,0,0,0,0,2.7,20.4,0,0,5.3,0.298,0,36.7759,2.91,10752,18890,46290,63,63,63,25.6422,33.4561,18.547,27.5,12.25,38.5,46,56.25,53.7812,38.9148,51.1301,106.1005,13151.4468,2.75,1,train
+13207,Armenia,RBU,cool_dry,44.26058333,40.38444444,2080,567,unknown,unknown,0,0,0,0,0,0,0,0,0,0,75.1,0,17.9,5.2,1.7,0,0,0.285,0,0.480969,1.27,974,975,62672,0,1.87,61,49.6849,-999,-999,-999,-999,-999,-999,-999,-999,-999,64.3733,-999,-999,-999,-999,val
+13222,Austria,EUR,cool_moist,15.470556,47.113056,651,212,unknown,unknown,0,0,0,0,0,68.3,0,0,0,0,0,0,5.8,5.4,20,0,0,0.034,0,8.6126,3.13,23835,23835,23854,42,39.72,63,35.4251,-999,-999,-999,-999,-999,-999,-999,-999,-999,57.417,-999,-999,-999,-999,val
+13231,Bulgaria,EUR,cool_moist,24.73861,41.69472,1750,411,background,rural,0,12.4,0,0,3.9,69.8,0,0,0,0,0,0,1.7,0,10.4,0,0,0,0,2.22672,1.06,345,564,1444,0,4.41,51,41.1054,41.0972,41.9993,41.413,35.6212,47.4367,52.7267,58.1979,56.8985,44.0876,54.1583,67.1421,17244.4479,0,0,train
+13235,Switzerland,EUR,cool_moist,6.979444,47.049722,1137,645,background,rural,10.1,1.1,0,0,1.2,27.8,0,0,0,0,1.6,0,22.6,2.8,32.3,0,0,0,0,1.93068,2.32,8185,16243,22869,14,23.26,61,40.3968,40.553,40.2412,39.3032,33.3763,46.9492,55.806,69.3068,66.3247,44.2734,58.8153,174.9967,21199.043,11.8,0,train
+13242,Czech Republic,EUR,cool_moist,15.08333,49.58333,534,44,unknown,unknown,0,3,0,0,0,23.4,0,0,0,0,0,0,23.8,1.5,47.1,0,0,4.701,0,0.863685,2.31,250,565,3150,6,6.34,48,29.6537,-999,-999,-999,-999,-999,-999,-999,-999,-999,46.3025,-999,-999,-999,-999,val
+13270,Denmark,NPO,polar_moist,-16.67,81.6,20,10,unknown,unknown,8.6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,91.4,0,0,0,0,0.11,0,0,0,0,0,0,28.8444,28.8291,29.022,31.3736,24.866,35.5686,38.5233,41.3167,39.3949,30.7684,37.0812,7.965,358.2733,0,0,train
+13276,Estonia,EUR,cool_moist,21.845,58.37583,6,2,background,rural,73.1,2.3,0,0,0,19.7,0,0,1.5,0,0,1.2,0,0,1.1,0,0,0,0,0.036745,1.23,5,17,87,0,0,9,34.0376,34.6762,33.3844,34.0843,28.0694,40.0992,45.6128,53.758,52.8338,38.4123,49.5099,46.6937,7189.9162,0.25,0,test
+13277,Spain,EUR,warm_dry,-4.35056,39.54667,917,128,background,rural,0,1,0,0,0,0,0,25.6,37.4,3.8,8.7,0,21.3,0,1.1,0,0,0.521,0,0.310218,1.36,366,366,908,11,3.29,32,41.7574,43.0333,40.506,41.2539,34.4412,49.0003,55.4289,63.0905,61.6572,45.9889,59.2761,93.7855,26042.8169,1.25,0,val
+13284,Spain,EUR,warm_moist,-4.85,43.43917,134,55,background,rural,46.6,0,0,0,0,30,0,0,0,0,3.4,0,2.5,0,16.1,0,0,0,0,1.81384,2.01,435,709,1036,24,12.09,44,34.0025,35.6804,32.3463,33.4998,27.9103,39.6669,45.6049,53.8458,51.987,38.4903,49.1011,56.1822,8920.7207,0,0,test
+13286,Spain,EUR,warm_dry,3.31582,42.3189,23,0,background,rural,78.9,2.7,0,0,0,0,1.9,0,7.8,0,0,0,4.9,1.9,0,0,0,0,0,0.521684,1.69,311,755,5764,0,3.76,62,38.0312,39.7095,36.4625,37.9608,30.8776,45.422,52.5425,61.8827,59.4381,42.948,55.7089,104.7102,19788.9053,3.25,0,train
+13287,Spain,EUR,warm_dry,-6.92361,38.47278,393,64,background,rural,0,0,0,0,0,3.6,0,0,47.4,23.3,4.9,0,17.6,0,2.4,0,0,0.696,0.122,0.165309,1.29,377,423,1417,0,1.33,51,30.438,36.0084,24.9383,29.872,22.3675,38.2622,46.2466,55.8261,54.4658,38.8753,51.5236,62.2658,12317.4907,0.5,0,val
+13288,Spain,EUR,warm_dry,-1.10111,39.08278,885,267,background,rural,0,0,0,0,0,0,1.7,44.5,35.6,0,0,0,16.8,0,0,0,0,0.019,0.022,0.645917,1.22,183,198,723,5,7.26,62,42.5094,45.1466,39.8478,41.7263,35.3337,49.119,55.7682,63.5866,61.8461,47.7254,60.0958,97.0706,31079.6157,1.5,0,train
+13290,Spain,EUR,warm_dry,0.73472,41.39389,470,125,background,rural,0,1.2,0,0,0,0,2,9,25.8,0,1.9,0,58.6,0,0,0,0,0.324,0.071,0.212113,1.73,202,328,8037,5,5.05,60,37.2888,40.5141,34.1171,36.7171,29.4538,45.3334,52.9385,61.784,59.8819,43.4789,56.9417,91.1465,22301.2578,0.75,0,train
+13307,France,EUR,warm_moist,-0.75,46.65,133,49,unknown,unknown,0,0,0,0,0,1,0,0,0,0,0,0,91.5,0,7.4,0,0,6.264,0,0.623751,2.16,2369,2369,3614,35,15.45,56,29.8419,34.286,25.4202,29.3226,21.5533,37.2171,45.1116,58.2692,55.5123,38.2006,49.9622,93.3791,11376.356,2.25,0,val
+13311,France,EUR,cool_moist,0.141944,42.936667,2877,825,unknown,unknown,0,5.7,0,0,1.7,41.2,0,0,3,0,17,0,5.4,0,25.6,0,0,0.052,0,0.024602,0.98,779,779,3676,0,5.73,58,49.5162,48.9186,50.9565,49.6228,43.942,55.9718,61.1513,68.1686,65.6468,52.4383,62.427,167.2851,41347.9003,3.5,0,train
+13323,United Kingdom,EUR,cool_moist,-1.32529,51.57108,137,78,background,rural,0,0,0,0,0,3.4,0,0,0,0,4.7,0,77.9,2.4,11.3,0,0,13.748,0,3.88191,5.52,2786,2841,45327,28,16.05,63,26.8742,29.8663,23.9971,27.3176,19.9243,33.7084,39.7233,49.7481,47.7588,33.7041,45.2842,56.1452,4786.4621,1.25,0,train
+13326,United Kingdom,EUR,cool_moist,1.463056,52.293889,46,22,background,rural,21.8,0,0,0,0,2.2,0,0,0,0,4,0,69.3,0,0,0,0,11.829,0,1.31105,4.47,1719,1796,4057,6,6.6,59,26.7549,30.3999,23.1422,26.9566,19.314,33.9895,40.1224,49.0417,47.4488,34.1197,45.1844,54.9462,4771.9383,0.8,0,test
+13330,United Kingdom,EUR,cool_dry,0.29092,52.2985,5,0,background,rural,0,0,0,0,0,2.4,0,0,0,0,0,0,92.6,1.5,2.5,0,0,11.005,0,3.93308,5.12,1732,1814,38504,11,12.93,63,22.0637,26.7176,17.4253,21.2275,12.957,30.0995,38.1945,49.1947,47.2795,30.7056,44.0268,48.6721,4540.6599,1.5,0,train
+13331,United Kingdom,EUR,cool_moist,-3.2429,55.79216,260,77,background,rural,2.8,0,0,0,0,23.8,0,0,0,0,56.4,0,7.2,5.1,3.3,0,0,0,0,0.354437,2.03,417,1379,74745,8,11.03,63,28.618,30.57,26.7063,28.5706,23.4329,33.7084,38.5954,45.4875,43.7645,33.5689,42.7063,17.6411,2095.1619,0,0,val
+13333,United Kingdom,EUR,warm_dry,1.08223,51.778056,8,2,unknown,unknown,49.7,3.1,0,0,0,1.2,0,0,0,0,1.2,1.6,39.9,1.6,1,0,0,6.839,0,1.31768,6.01,2901,5418,6383,14,17.12,63,25.3606,28.726,22.0261,26.0427,17.9912,33.0169,38.9043,47.5293,45.8969,32.6837,44.6974,39.6402,3573.6207,0.4,0,train
+13338,Greece,EUR,warm_dry,25.666667,35.316667,250,318,unknown,unknown,67.1,0,0,0,0,0,1.1,2.4,20.7,0,2.1,0,4.2,0,0,0,0,0,0,0.215176,1.04,547,754,1838,0,1.9,53,48.7685,-999,-999,-999,-999,-999,-999,-999,-999,-999,-999,-999,-999,-999,-999,train
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+13344,Italy,EUR,warm_moist,8.633333,45.8,209,49,unknown,unknown,6.5,3,0,0,7.2,40.3,0,0,0,0,0,0,9,12,20.5,0,0,0.528,0.124,7.24904,5.42,5645,7387,35779,35,34.45,62,21.4964,28.9761,14.04,18.747,5.3557,32.996,46.3698,65.4585,62.4261,34.489,62.3475,220.5449,18272.963,16,2.75,test
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+13356,Norway,EUR,cool_moist,8.25,58.383333,190,59,background,rural,6.6,71.8,0,0,0,20.4,0,0,0,0,0,0,0,0,0,0,0,0.067,0,0.505491,1.18,74,136,3336,7,4.97,61,28.1289,-999,-999,-999,-999,-999,-999,-999,-999,-999,45.9596,-999,-999,-999,-999,val
+13357,Norway,EUR,cool_moist,8.252,58.38853,219,59,background,rural,9.8,68.6,0,0,0,20.6,0,0,0,0,0,0,0,0,0,0,0,0.005,0,0.505491,1.18,74,769,3263,7,4.97,61,31.7599,34.3148,29.2576,32.1896,25.7337,38.4852,43.8886,50.1834,47.8258,37.2223,46.5877,37.1541,6532.8833,0.4,0,val
+13358,Norway,EUR,cool_moist,13.916667,65.833333,439,188,background,rural,10.4,1.6,0,0,0,0,0,38.6,13.4,0,26.7,0,0,0,0,6.5,0,0,0,0.001975,0.57,21,25,60,0,0,26,32.9661,34.1367,31.7877,33.4628,27.0469,39.3373,44.0991,48.674,47.2218,36.4517,46.0688,23.4306,4763.7802,0,0,train
+13359,Norway,EUR,cool_moist,8.883333,62.783333,210,27,background,rural,8,11.9,0,0,0,6.7,0,25.8,4.1,0,39.5,0,0,0,0,2.8,0,0,0,0.017932,0.45,42,42,47,0,0,53,28.1473,31.3688,24.901,29.4629,19.2927,37.8737,43.8585,50.0658,48.454,35.6646,47.2348,29.0426,5713.2389,0,0,train
+13362,Norway,EUR,cool_moist,11.533333,59,160,147,background,rural,3.9,68.9,0,0,0,25.5,0,0,0,0,0,0,0,0,0,0,0,0.108,0,0.573782,1.46,471,471,962,0,0.95,63,29.1999,31.7641,26.6562,29.4228,22.9242,35.4076,41.3824,48.8376,47.2669,34.8837,45.3328,38.3762,4707.9752,0.4,0,test
+13365,Norway,EUR,cool_moist,5.2,59.2,15,26,background,rural,80.5,8.9,0,0,0,5.7,0,0,0,0,1.6,0,0,0,1.2,0,0,0.667,0,1.45422,1.26,1375,1812,3944,16,10.93,63,32.455,34.2685,30.6564,33.1821,27.5582,37.9639,42.4951,48.2672,46.3547,37.0498,45.2993,29.126,4320.2285,0,0,val
+13367,Norway,EUR,cool_moist,11.072,60.367,300,119,background,rural,5.6,75.8,0,0,0,10.9,0,0,3.6,0,0,0,0,0,2.5,0,0,0.07,0,0.627438,1.3,136,482,1092,0,8.45,63,26.9966,28.9308,25.0874,27.067,20.0697,34.1846,40.5243,47.3816,45.99,32.4684,43.7147,34.7228,3379.5528,0.4,0,train
+13368,Norway,SPO,unknown,2.533333,-72.016667,1309,282,unknown,unknown,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,100,0,0,0,0,0.01,0,0,0,0,0,0,23.7235,26.2775,26.2876,27.706,20.1498,32.1295,33.8588,35.2372,34.4185,26.4464,33.9665,3.1572,0,0,0,train
+13371,Poland,EUR,cool_dry,21.983333,51.816667,180,7,background,rural,0,1.9,0,0,0,9.9,0,0,0,0,0,0,54.1,0,33.1,0,0,2.455,0,0.716042,2.48,532,1141,7737,7,6.58,43,26.7659,31.9701,21.5758,25.3627,16.8417,35.4878,45.3121,57.4421,55.2241,36.1118,50.8585,86.4936,11805.6603,1.6,0,train
+13372,Poland,EUR,cool_moist,15.73972,50.73639,1603,592,background,rural,0,11.1,0,0,0,39.4,0,0,1.3,0,1.7,0,4.8,2.6,38.5,0,0,0,0,0.359241,2.25,675,1992,10825,7,13.95,56,41.0095,40.6024,41.4609,40.6506,33.2823,48.4198,56.5399,65.6624,63.858,44.8641,58.3751,139.2265,20895.9149,5.6,0,train
+13373,Poland,EUR,cool_moist,17.53445,54.75417,2,0,background,rural,42.1,1.9,0,0,0,14.6,0,0,0,0,0,0,10.5,0,28.6,0,0,0.586,0,0.293679,1.8,433,971,6097,18,9.42,43,30.3595,33.1174,27.5946,30.8764,22.5558,37.8937,44.1091,53.2317,51.7656,36.5984,48.4459,55.3488,7702.7026,0.4,0,train
+13374,Poland,EUR,cool_moist,22.03805,54.12528,157,42,background,rural,4.2,2.6,0,0,0,25.9,0,0,1.4,0,1,1.1,16.3,0,46.5,0,0,0.24,0,0.161352,1.65,174,216,15169,0,0.2,52,30.1234,34.4283,25.8171,29.6333,21.0872,38.6331,47.0414,59.031,57.1414,38.1239,52.7309,102.4563,13512.5142,1.4,0,train
+13385,Sweden,EUR,cool_moist,17.383333,58.8,20,8,background,rural,48.3,22.4,0,0,0,22.6,0,0,2.1,0,0,1.2,0,0,1.6,0,0,0,0,0.146213,1.66,225,371,2224,6,2.66,63,27.5743,30.962,24.1285,27.8188,20.0496,35.4628,41.6029,49.1215,47.9781,34.2269,45.5177,35.1972,4423.9394,0,0,train
+13386,Sweden,NPO,boreal_moist,21.066667,67.883333,475,74,background,rural,1.3,0,0,0,0,0,0,16.4,79.5,1.3,0,0,0,0,0,0,0,0,0,0.000457,0.59,8,8,8,9,3.51,58,33.7406,34.4478,33.036,33.5831,27.6684,39.9989,45.0114,50.124,48.4073,36.9711,46.4448,25.756,5916.8033,0,0,train
+13387,Sweden,EUR,cool_moist,11.91417,57.39375,5,0,background,rural,63.8,5.6,0,0,0,19.8,0,0,0,0,1.5,1.2,2.1,0,5,0,0,0,0,1.63937,1.83,1,1251,11176,6,7.06,62,31.9546,33.8718,30.0368,32.5806,25.438,38.5955,43.9838,52.3796,50.8132,37.4007,48.5603,58.7485,7419.3663,0.5,0,train
+13388,Sweden,EUR,cool_moist,15.56472,57.81056,261,61,background,rural,1.4,46.5,0,0,0,50.5,0,0,0,0,0,0,0,0,0,0,0,0.021,0,0.009265,1.37,90,133,192,0,0,58,33.4306,35.0459,31.8378,32.9565,26.691,39.8486,45.9888,54.8858,52.525,38.0259,49.8123,65.6498,9418.39,1.5,0.25,test
+13392,Sweden,EUR,cool_moist,15.47194,59.72778,132,9,background,rural,1.7,64.7,0,0,0,31.2,0,0,1.3,0,0,0,0,0,0,0,0,0.017,0,0.37383,1.03,151,151,376,0,1.03,58,29.386,32.83,25.9024,29.5731,21.7204,37.0918,43.942,50.9594,49.4766,35.9833,48.3852,43.0063,7019.2924,0.3333,0,train
+13394,Slovenia,EUR,cool_moist,14.866667,45.566667,520,78,background,rural,0,0,0,0,24.3,67.4,0,0,0,0,0,0,0,0,7.3,0,0,0,0,0.283795,1.61,225,1923,6432,0,2.57,39,26.7369,37.6384,16.8311,26.5657,10.359,41.0181,52.9644,65.3283,63.4188,42.1094,57.9905,120.8956,23609.4774,5.3333,0,test
+13397,Slovenia,EUR,cool_moist,15.10864,46.12725,600,137,industrial,rural,0,0,0,0,10.5,52.6,0,0,0,0,0,0,5.6,1.4,29.7,0,0,0.053,0,1.47807,2.65,1263,4710,20033,15,13.61,59,35.9345,37.1334,34.7731,35.7134,25.4379,46.3647,55.8882,66.1637,64.6353,41.4524,58.3533,143.8946,20989.4417,7,0,train
+13398,Slovakia,EUR,cool_moist,19.59223,48.94222,2008,601,background,rural,0,13.6,0,0,2.9,53.5,0,0,0,0,1.4,0,10.1,2.3,15.4,0,0,0,0,0.178599,1.61,147,765,8780,10,6.71,56,46.1524,46.344,47.3182,46.7736,40.0614,53.3326,59.9376,67.4208,65.35,50.018,59.6662,133.7808,34478.4812,4.25,0,val
+13401,Slovakia,EUR,cool_moist,22.25973,49.04222,345,54,background,rural,0,0,0,0,46.7,38.2,0,0,0,0,0,0,2.5,0,12.1,0,0,0.022,0,0.441726,1.42,219,256,4242,0,0.89,29,29.3319,34.7092,23.9542,28.2333,19.8194,37.6794,46.7064,56.0524,54.2909,38.4627,51.5,63.9001,12787.5008,0.6,0,train
+13402,Slovakia,EUR,warm_dry,17.860556,47.96,113,6,background,rural,0,1.1,0,0,0,2.7,0,0,0,0,0,0,86.4,7.1,2.3,0,0,7.206,0,0.535931,2.84,959,1515,7525,0,0.75,55,28.7852,33.7931,21.6174,25.3962,17.0422,36.5905,48.6203,61.6525,59.4596,37.7335,57.0883,105.6862,16882.2858,2.6667,0,test
+13540,United States of America,NAM,warm_dry,-116.388933,34.069569,1244,196,background,rural,0,0,0,0,0,0,0,72.9,0,0,0,0,0,2.9,0,0,23.7,0,0,1.4901,1.49,931,2689,7462,5,5.31,63,52.9896,55.3275,50.6514,50.6,44.4,60.6,70,83.4,81.5155,59.0904,81.0489,375.0243,68309.7487,76.6,5,train
+13543,United States of America,NAM,cool_moist,-68.740041,45.203963,68,17,background,rural,1,0,0,0,2.2,94.6,0,0,0,0,0,0,0,0,1.3,0,0,0,0,0.45929,1.21,78,96,422,0,0.17,36,26.5495,-999,-999,-999,-999,-999,-999,-999,-999,-999,40.83,-999,-999,-999,-999,train
+13546,United States of America,NAM,warm_moist,-88.372495,40.051981,213,3,background,rural,0,0,0,0,0,0,0,0,0,0,0,0,94.4,2.9,2.5,0,0,0.116,0,0.556202,2.51,1766,3830,38062,8,10.44,63,28.5626,34.7305,22.1756,27,18.8,36.6,47.4,59.8,57.1,38.5819,54.2035,120.7319,15034.3251,2.6,0,train
+13547,United States of America,NAM,cool_moist,-74.223317,43.973044,497,95,background,rural,0,0,0,0,41.3,58,0,0,0,0,0,0,0,0,0,0,0,0,0,0.12172,1.27,17,17,262,0,0.96,17,28.0286,32.4325,22.6566,28.75,19.25,36.1875,43.25,53.5,50.95,35.8756,46.468,51.6443,7242.4797,0.5,0,train
+13549,United States of America,NAM,cool_moist,-113.996807,48.510301,976,29,background,rural,2.8,72.6,0,0,0,4,0,0,1.2,0,13,0,1.5,0,3.7,0,0,0.07,0,0.467283,0.66,5,5,641,9,2.4,49,24.1536,31.2567,17.2069,25,12.4,35.2,43.4,50.6,49.2857,35.4488,47.3469,30.5248,6745.3314,0,0,train
+13550,United States of America,NAM,cool_dry,-114.215932,39.005121,2060,316,background,rural,0,8.4,0,0,0,0,0,22.1,6.1,0,60.1,0,1.3,0,0,0,1.9,0,0,0.006204,0.59,3,3,6,0,0,6,46.2,47.2661,45.1479,45.4,40.4,51.45,57.6,65.2,63.0393,50.2749,61.1157,121.8054,35863.5527,5.2,0,val
+13551,United States of America,NAM,cool_dry,-112.183575,36.058642,2073,1071,background,rural,0,8.3,0,0,0,0,5.7,57.1,6.8,0,21.6,0,0,0,0,0,0,0,0,0.002973,0.99,9,9,23,0,2.36,25,46.874,48,45.7689,46.2,41.4,52,57.6,65.8,63.4893,50.3327,61.7247,126.3425,37366.0373,6.4,0,train
+13552,United States of America,NAM,warm_moist,-83.941606,35.633482,793,349,background,rural,0,0,0,0,11,55.9,0,0,3.6,0,0,0,2.1,1.3,24.8,0,0,0.163,0,0.516261,2.43,321,1028,10456,0,4.17,63,42.4082,42.8618,41.961,42,34.2,50.6,58,67.6,66.35,47.1697,61.1168,162.5977,28834.0669,14.8,0,train
+13553,United States of America,NAM,boreal_moist,-106.98587,38.95627,2915,30,background,rural,0,32.5,0,0,0,0,0,0,0,0,58.4,0,2.4,0,4.9,0,0,0,0,0.096443,0.57,84,84,187,0,2.38,25,42.9555,46.5355,39.1851,43.4,38,49,54.2,61,58.6667,49.0563,57.9086,94.9184,32231.3023,3.4,0,val
+13554,United States of America,NAM,cool_moist,-68.70851,45.215607,66,6,background,rural,1,0,0,0,2.3,94.6,0,0,0,0,0,0,0,0,0,0,0,0,0,0.45929,1.21,78,94,426,0,2.38,40,27.6701,31.4877,23.7537,28.3333,20,35,41.3333,49.3333,48.0417,34.8573,44.0431,39.0132,4825.6913,0,0,train
+13555,United States of America,NAM,cool_moist,-85.73898,44.18089,297,30,background,rural,0,0,0,0,40.1,41,0,0,0,0,0,0,0,0,17.7,0,0,0,0,0.403169,1.66,98,98,2621,0,0.26,47,30.8467,35.7178,25.8392,31.2,22.6,38.8,46.8,59.2,58.275,39.2978,51.6464,97.1735,12372.0835,2.2,0,train
+13556,United States of America,NAM,tropical_moist,-80.455595,27.849215,2,0,background,rural,55.5,0,0,0,0,4.5,0,0,12.8,0,0,4.4,4,2.4,14.6,0,0,0.013,0,1.75569,1.44,790,1420,15909,9,18.96,63,34.7848,38.2028,31.1308,34.8,25.6,43.2,50.2,58.8,56.65,41.2741,52.2258,72.9756,15999.4519,0.6,0,train
+13557,United States of America,NAM,cool_moist,-68.2608,44.377086,158,137,background,rural,47.6,6.6,0,0,0,44.1,0,0,0,0,0,0,0,0,0,0,0,0.001,0,0.66881,1.46,527,688,695,6,9.02,52,34.6754,35.6985,33.7893,34.5,28.25,41,46.75,56.75,54.9062,39.2337,46.9156,115.576,9370.6329,1.5,0,val
+13558,United States of America,NAM,cool_dry,-97.854128,42.829154,434,34,background,rural,3.8,0,0,0,0,0,0,0,0,0,12,0,63.2,0,18.7,0,0,0.018,0,0.085287,1.37,52,52,105,6,3.28,34,34.449,37.8482,30.8695,33.6,27,41.2,49.4,60.2,57.675,41.2302,54.2764,91.4804,16247.0314,4.2,0,train
+13559,United States of America,NAM,warm_moist,-76.817127,39.028177,47,27,background,rural,0,0,0,0,6.1,14.1,0,0,2.1,0,0,0,6.4,37.5,32.7,0,0,0.187,0,45.7711,5.36,3719,11080,112882,42,50.47,63,28.2217,36.9913,19.1527,27.4,15,38.6,51.6,68.8,64.9333,42.414,64.3243,243.6487,23461.4345,14.8,1.2,val
+13560,United States of America,NAM,warm_dry,-109.82126,38.458323,1809,388,background,rural,0,0,0,0,0,0,0,35.9,0,0,64.1,0,0,0,0,0,0,0,0,0.013943,0.92,11,11,14,0,0,40,46.4999,47.5617,45.4073,46.4,40.8,52.2,57,63.8,62.675,50.0051,60.7133,105.7914,37286.7507,2.6,0,train
+13565,United States of America,NAM,cool_moist,-122.12429,46.75838,415,206,background,rural,0,69.4,0,0,0,28.7,0,0,0,0,0,0,0,0,0,0,0,0,0,0.114086,1.08,56,154,517,0,1.38,27,19.9573,25.9749,14.9924,20,10.3333,29.6667,36.8667,45.3333,43.6562,30.26,40.9167,31.9357,2675.6075,0,0,train
+13566,United States of America,NAM,warm_dry,-109.892485,34.822508,1723,62,background,rural,0,0,0,0,0,0,0,62,0,0,37.5,0,0,0,0,0,0,0,0,0.074562,1.25,75,76,92,0,0,35,42.4953,47.2252,37.8815,42.4,34.8,50,56.8,64.8,63.25,50.0171,61.4255,110.7771,37685.0964,3.4,0,test
+13568,United States of America,NAM,cool_dry,-103.483856,43.557639,1292,124,background,rural,0,13.8,0,0,0,0,0,0,1.1,0,83.3,0,0,0,0,0,0,0.114,0,0.133888,0.94,19,19,699,0,0,55,38.1618,41.3984,37.4044,39.75,33,45.25,51.5,58.75,56.9688,44.4466,54.6836,62.8645,20062.1633,1,0,val
+13569,United States of America,NAM,cool_moist,-78.767866,41.598119,618,88,background,rural,0,0,0,0,91.9,1.3,0,0,0,0,0,0,0,0,6.4,0,0,0,0,0.066888,2.08,76,278,4488,0,1.07,54,34.1235,37.7237,30.3741,33.6,26,41.1,49.6,59.8,57.975,41.4171,53.128,90.4173,15564.0559,2.4,0,val
+13570,United States of America,NAM,warm_dry,-96.609583,39.10216,346,49,background,rural,0,0,0,0,0,0,0,0,0,0,88.8,0,5,2.6,2.9,0,0,1.391,0,0.947687,1.84,278,340,15194,0,4.83,62,35.0879,40.5047,30.909,34.6667,26.3333,44.6667,54,65.6667,63.875,44.3845,55.9765,165.6103,25707.9921,8.3333,0,test
+13571,United States of America,NAM,cool_moist,-121.576462,40.539991,1756,237,background,rural,0,96.4,0,0,0,0,0,0,2.1,0,0,0,0,0,0,0,0,0,0,0.019356,0.6,51,51,81,0,0,6,40.5282,43.418,37.6764,40.4,34.8,46.8,53.2,61.604,59.85,47.2054,57.0948,95.8784,25428.0322,1.6,0,train
+13573,United States of America,NAM,cool_moist,-79.251573,39.988309,609,49,background,rural,0,0,0,0,52.4,0,0,0,0,0,0,0,1.4,0,45.3,0,0,0.122,0,0.941693,2.87,240,351,3643,9,10.09,60,28.9492,36.2802,21.4262,29,19,38.2,47.8,59.6,57.075,40.6949,54.0501,102.3202,15637.2951,2.2,0,train
+13575,United States of America,NAM,warm_moist,-85.048706,37.704678,293,42,background,rural,0,0,0,0,19.4,0,0,0,0,0,0,0,29.4,0,50.5,0,0,0.946,0,0.6032,2.51,329,453,5362,0,0.56,62,35.8889,39.6949,31.9263,35.2,26.6,44.4,53.2,62.6,60.775,43.3442,56.9131,115.9609,22359.1346,5.4,0,train
+13577,United States of America,NAM,cool_dry,-108.490462,37.198398,2165,127,background,rural,0,0,0,0,0,0,0,16.6,2.8,0,76.5,0,3.1,0,0,0,0,0,0,0.006581,1.56,63,63,2608,0,0,58,46.0295,47.8949,44.1818,46,40.6,51.6,57.2,63.8,62.5,50.5957,60.4439,99.1627,38461.8904,2.4,0,test
+13578,United States of America,NAM,cool_moist,-80.145247,41.426847,377,31,background,rural,0,0,0,0,36.9,1.3,0,0,0,0,0,0,0,1.1,60.1,0,0,0.071,0,0.938058,2.51,352,377,12195,8,8.36,58,31.6323,37.0017,26.1023,31,23,39.4,48.2,60.6,58.725,40.9454,54.5528,121.6751,16395.9375,4.6,0.2,train
+13579,United States of America,NAM,warm_moist,-86.142953,37.131794,243,32,background,rural,0,1.1,0,0,20.7,3.5,0,0,0,0,0,0,15.8,0,58,0,0,0.125,0,2.85368,2.76,440,440,2836,0,2.84,61,34.8218,39.8812,29.3229,33.8,25.2,44,53,64,61.75,43.6766,57.1814,134.2451,23529.4201,5.8,0.2,train
+13581,United States of America,NAM,cool_moist,-83.90218,42.416636,266,19,background,rural,0,1.2,0,0,4.3,7.2,0,0,1.3,0,0,0,4.1,5.8,75.1,0,0,1.266,0,2.68684,2.74,859,2879,41061,16,18.03,63,31.1461,36.2021,25.8247,30.8,22,39,48.6,62.4,59.9,40.3699,55.5056,129.3532,16574.9528,5.4,0.4,train
+13583,United States of America,NAM,warm_moist,-77.307863,39.923241,266,41,background,rural,0,0,0,0,29.2,1.8,0,0,0,0,0,0,21.1,0,46.8,0,0,2.009,0,0.792796,3.46,516,871,5883,12,10.76,59,35.8933,39.1849,32.5565,35.4,27.2,44.2,53,64,61.9571,43.3562,57.8844,112.8041,22196.2581,5.8,0.4,val
+13585,United States of America,NAM,cool_moist,-68.413227,46.603832,231,34,background,rural,0,0,0,0,2.8,94,0,0,0,0,0,0,0,0,2.1,0,0,0,0,0.012772,0.93,60,60,157,0,4.5,19,29.1062,31.7705,26.313,29.6,21.4,36.4,41.8,49,47.375,34.6239,44.7668,24.8783,4287.9545,0,0,train
+13587,United States of America,NAM,tropical_dry,-103.177813,29.302651,1052,155,background,rural,0,0,0,0,0,0,0,94.8,0,0,4.3,0,0,0,0,0,0,0,0,0.002792,1.03,6,6,14,0,0,0,42.6091,44.5978,40.667,42.4,35.6,49.4,55.8,63.6,61.725,47.2492,58.3301,114.2661,29315.3157,3,0,train
+13588,United States of America,NAM,warm_moist,-76.620666,34.884668,5,4,background,rural,32.6,8.3,1.5,0,0,25,0,0,10.6,0,0,5.2,9.4,1.5,4.8,0,0,0.254,0,3.61134,2.07,207,909,4091,0,0.03,63,32.9184,37.1756,28.7612,33.25,25.25,41,48.75,58.5,54.925,40.7663,49.9056,72.7121,15001.3035,0.4,0,test
+13589,United States of America,NAM,warm_moist,-76.111274,38.444971,1,4,background,rural,41.2,14.7,0,0,0,14.4,0,0,1.1,0,0,7.2,2.2,0,17.6,0,0,0.27,0,0.361496,2.99,128,136,5811,0,0.39,61,34.865,39.6449,29.9637,33.8,26,42.6,52,64.632,62.0036,43.2855,58.9581,173.8541,22536.4739,8.4,0.2,train
+13590,United States of America,NAM,warm_moist,-93.098755,34.179278,78,12,background,rural,1,0,0,0,0,59.4,0,0,30.5,0,0,0,3.2,0,3.4,0,0,0.343,0.836,1.30686,1.98,1225,1225,1794,12,20.25,61,24.6172,33.4569,15.5325,23.8,11.6,36,45.6,58.076,55.3667,39.0682,51.0548,94.3829,13200.3054,1.6,0,val
+13591,United States of America,NAM,warm_moist,-80.847677,38.879503,240,27,background,rural,0,0,0,0,94.5,0,0,0,0,0,0,0,0,0,5.2,0,0,0,0,0.070263,2.49,103,190,558,0,1.01,40,21.989,30.5266,13.1718,20.4,9.2,32.4,42.6,54.2,51.85,36.173,49.3351,57.0715,8845.0729,0.2,0,train
+13592,United States of America,NAM,warm_moist,-87.85015,36.784053,190,38,background,rural,2.6,2.8,0,0,28.7,4.7,0,0,0,0,0,0,30.4,0,29.2,0,0,2.658,0,0.336877,2.33,118,167,1964,0,3.34,45,34.2647,37.5246,30.9445,33.4,25.6,42.2,51.2,62,59.825,41.5147,54.9295,111.7911,17961.6953,3.4,0,val
+13594,United States of America,NAM,warm_dry,-109.389058,32.009405,1570,121,background,rural,0,1.2,0,0,0,0,2.3,81.5,3,0,11.4,0,0,0,0,0,0,0,0,0.101878,1.03,14,16,117,0,0,0,43.2715,48.1836,38.3588,43.2,35.8,50.2,57.4,65.8,63.9,51.1326,62.6222,140.194,40462.823,8.2,0,test
+13595,United States of America,NAM,warm_moist,-94.669789,35.750786,305,25,background,rural,0,0,0,0,18.3,0,0,0,51.1,0,16,0,0,0,13.2,0,0,0.07,0,0.100766,1.91,208,554,1873,7,6.5,58,34.2523,40.367,28.2477,33.8,24.4,43.8,53.2,65,62.9857,44.4186,58.384,143.8246,24530.8788,8.2,0.2,val
+13596,United States of America,NAM,warm_moist,-83.066295,37.92146,376,65,background,rural,0,0,0,0,88.3,0,0,0,0,0,0,0,0,0,11.1,0,0,0,0,0.436126,2.28,189,450,1502,0,0,54,35.0436,37.8605,32.158,34.4,26.6,43.2,50.8,59.6,57.9179,41.2475,53.0793,101.5079,16665.966,2.8,0,val
+13597,United States of America,NAM,warm_moist,-79.83754,35.26333,172,61,background,rural,0,0,0,0,2.4,59.3,0,0,28.4,0,0,0,0,0,7.3,0,0,0,0,0.285254,2.81,308,468,792,0,0.3,46,32.4125,38.1638,26.533,32,23.2,41.2,50,59.892,57.525,42.044,54.5211,96.9619,18388.6726,1.6,0,train
+13598,United States of America,NAM,cool_moist,-106.24002,41.364531,3175,316,background,rural,0,58.5,0,0,0,0,0,0,0,0,40.8,0,0,0,0,0,0,0,0,0.008738,0.69,8,8,25,0,0,9,48.755,49.1671,48.3432,48.4,44,53.6,58,64.4,62.8393,51.7506,60.9323,112.0199,41558.7869,2.4,0,train
+13599,United States of America,NAM,warm_moist,-83.43034,35.060527,683,174,background,rural,0,0,0,0,23.5,65.5,0,0,0,0,0,0,0,0,9.9,0,0,0,0,0.174965,1.55,439,457,2484,6,3.82,59,25.4363,33.4199,17.1418,24.4,12.2,37.2,46.4,57,54.55,39.182,53.2178,78.828,12463.1942,0.6,0,train
+13600,United States of America,NAM,cool_moist,-76.653516,42.400875,511,156,background,rural,2.4,0,0,0,42.6,3.1,0,0,0,0,0,0,0,0,49.7,0,0,0.451,0,0.498727,1.62,593,880,15401,7,7.97,60,35.8312,37.3203,34.3235,35,28.6,42.2,50,60.6,58.325,40.8711,52.2679,94.2794,13798.9814,2.6,0,val
+13601,United States of America,NAM,warm_moist,-89.799183,34.002747,138,43,background,rural,5.3,0,0,0,7.6,33.6,0,0,27.5,0,1.2,0,3.8,0,19,0,0,0,0,0.844958,1.96,137,137,7000,0,0,60,30.8643,34.8251,26.8271,30.4,21.8,39.2,47.2,57,54.6167,38.5742,49.1013,87.959,12172.8047,2,0,test
+13602,United States of America,NAM,warm_moist,-83.260563,39.635888,264,7,background,rural,0,0,0,0,0,0,0,0,0,0,0,0,87,0,12,0,0,2.525,0,1.37936,3.07,196,332,3330,7,3.13,61,31.5758,37.9563,25.0777,30.4,22,40.2,50.6,62.8,60.3,41.8116,57.3486,141.7713,20312.9904,6.4,0.2,train
+13604,United States of America,NAM,boreal_moist,-148.9676,63.7232,661,190,background,rural,2,9.7,0,0,0,4.4,0,39.6,29.2,1.6,12.6,0,0,0,0,0,0,0,0,0.002554,0.36,1,1,1,0,0.92,28,32.7871,33.7904,31.7722,33.2,25.2,40.4,45.4,50.2,48.4393,36.087,45.687,24.2822,6559.1809,0,0,train
+13606,United States of America,NAM,warm_moist,-85.73305,36.03893,302,39,background,rural,0,2.2,0,0,30.9,7.8,0,0,0,0,0,0,7.7,0,50.3,0,0,0,0,2.10396,2.44,279,422,5373,5,5.83,62,31.7991,37.0704,26.4403,31.6,22.6,40.4,49,58.8,56.975,40.7003,52.3392,97.4803,15838.1796,2.2,0.2,train
+13607,United States of America,NAM,warm_moist,-84.41005,33.18117,265,32,background,rural,0,0,0,0,0,25.2,0,0,68.7,0,0,0,0,0,2.9,0,0,1.244,0,0.606171,2.73,434,1710,9332,10,9.49,62,33.9063,40.1443,27.4478,33,24,42.8,52.4,63.38,61.2,43.7145,55.647,147.6319,23365.6756,6,0.6,test
+13609,United States of America,NAM,cool_dry,-116.912977,34.194048,1718,282,background,rural,0,9.7,0,0,0,0,2.7,59.8,15.6,0,2.7,0,3.4,2.9,1.2,0,0,0,0,7.52164,2.14,51,2181,18722,5,8.94,62,45.218,-999,-999,-999,-999,-999,-999,-999,-999,-999,69.319,-999,-999,-999,-999,test
+13610,United States of America,NAM,tropical_moist,-94.674011,30.701577,105,31,background,rural,0,3.5,11.2,0,0,30.4,0,0,53,0,0,0,0,0,0,0,0,0,0,0.477518,2.29,274,274,2285,5,3.86,61,30.3677,37.644,23.4789,29.4,20.4,39.8,49,61.052,57.9786,41.135,53.0152,120.6426,18808.7417,4.6,0,test
+13611,United States of America,NAM,warm_dry,-101.664703,34.88061,1053,199,background,rural,0,0,0,0,0,0,0,3.4,0,0,94.5,0,2.1,0,0,0,0,0.478,0,0.021025,1.64,45,47,383,0,0,39,38.0493,43.7652,32.244,37,29,46.6,55,64.4,62.35,47.1408,59.5727,112.9027,30258.7171,6,0,train
+13613,United States of America,NAM,cool_dry,-104.1919,43.873,1468,131,background,rural,0,15.1,0,0,0,0,0,0,0,0,82.9,0,0,0,0,0,0,0,0,0.066124,0.88,507,575,575,44,20.84,55,40.2505,43.5171,40.3528,42,37,47.5,53,59.5,58.875,46.3934,52.0697,67.8899,24270.0797,0,0.5,test
+13614,United States of America,NAM,cool_dry,-108.0411,44.28,1242,39,background,rural,0,0,0,0,0,0,0,9.8,0,0,86.2,0,2.8,0,0,0,1.1,0.065,0,0.014601,0.8,11,11,828,0,0.86,45,28.5863,39.2214,26.6312,33.5,24.5,42,49,56,54.625,42.2033,47.3073,54.2497,17537.7076,0,0,train
+13616,United States of America,NAM,cool_dry,-106.85,44.93,1115,31,background,rural,0,0,0,0,0,0,0,0,0,0,98.9,0,0,0,0,0,0,0.155,0,5.0718,0.91,7,7,5734,0,0.57,62,35.118,-999,-999,-999,-999,-999,-999,-999,-999,-999,-999,-999,-999,-999,-999,train
+13618,United States of America,NAM,cool_dry,-109.3046,40.4373,1463,19,background,rural,0,0,0,0,0,0,0,2.7,0,0,92.6,0,3.1,0,0,0,0,0.126,0,0.626399,1.04,42,42,2425,0,2.26,62,38.5993,-999,-999,-999,-999,-999,-999,-999,-999,-999,55.1208,-999,-999,-999,-999,train
+13621,United States of America,NAM,warm_moist,-84.72355,39.53111,284,31,background,rural,0,0,0,0,0,0,0,0,0,0,0,0,47,4.5,46.7,0,0,1.127,0,0.361477,3.22,14334,14334,24719,46,29.08,63,33.1153,38.779,27.1618,31.4,22.9,41.6,52.6,66.4,64.125,43.0428,58.5243,193.3838,23987.2208,12.8,0.4,train
+13622,United States of America,NAM,cool_moist,-79.661742,39.090434,510,124,background,rural,0,0,0,0,81.1,4.8,0,0,0,0,0,0,0,0,13.8,0,0,0,0,0.356609,1.92,261,289,4485,13,7.64,57,28.8981,35.9669,21.58,28.8,17.6,39,48.6,58.8,56.675,41.1159,54.352,82.3717,15353.1948,1,0,val
+13625,United States of America,NAM,warm_moist,-78.307067,37.165222,149,31,background,rural,0,0,0,0,16.7,44.5,0,0,1.6,0,0,0,0,0,36.4,0,0,0.125,0,1.46126,2.69,206,236,796,5,2.89,61,29.9564,36.0738,23.6321,30,20.4,39.6,47.8,58.2,56.2821,40.6668,52.4196,74.8891,14927.9918,1.6,0.2,train
+13627,United States of America,NAM,warm_dry,-121.156876,36.483235,335,51,background,rural,0,0,0,0,0,0,0,22.2,8,32.1,23.6,0,12.3,0,0,0,0,0.066,0,3.89481,1.14,37,68,1135,0,0,59,30.5325,40.9683,20.2352,31.2,18.4,41.75,50.6,62.8,60.2,45.0817,57.281,129.7152,22477.4703,5,0,train
+13628,United States of America,NAM,cool_dry,-109.787796,42.929031,2386,103,background,rural,0,11.7,0,0,0,0,0,0,0,0,84,0,1.9,0,0,0,0,0,0,0.729166,0.62,7,7,11,0,0.22,47,46.1807,47.7124,44.606,46,41.6,50.8,56,61.8,60.15,49.9343,58.2579,92.0363,36040.6088,1.2,0,train
+13629,United States of America,NAM,cool_moist,-82.045015,36.105435,1216,298,background,rural,0,0,0,0,50.2,37.5,0,0,0,0,0,0,0,0,11.9,0,0,0,0,0.544983,1.85,643,644,1416,0,1.63,47,39.904,41.4107,38.3798,40.2,33.4,46.4,52.6,61,58.825,45.2978,55.1101,77.3282,20699.0124,1.8,0,train
+13631,United States of America,NAM,cool_moist,-90.597209,45.206525,462,32,background,rural,0,0,0,0,31.4,12.4,0,0,0,0,0,0,9.5,0,46.3,0,0,0,0,0.099086,1.22,39,213,2557,0,0.68,59,33.384,35.9282,30.6668,33,26,40.4,47.6,56.4,54.45,39.0153,50.3034,65.8764,11699.583,0.4,0,train
+13632,United States of America,NAM,cool_moist,-77.931759,40.720902,364,78,background,rural,0,0,0,0,61,0,0,0,0,0,0,0,5.2,0,32,0,0,0.054,0,0.22485,3.03,728,1306,23619,7,6.15,62,31.8953,37.1004,26.5357,31.8,22.8,40.2,49.4,61.8,59.875,41.2871,54.8442,131.9283,16932.3209,4.4,0.2,train
+13633,United States of America,NAM,warm_moist,-81.337914,39.942714,371,72,background,rural,0,0,0,0,36.5,0,0,0,0,0,0,0,0,0,61,0,0,0,0,0.189247,2.56,178,184,5357,6,6.55,57,35.1884,38.6448,31.5034,34.2,26.4,43.2,52,62.6,60.275,42.4284,54.7484,111.6421,20073.3544,4.2,0,train
+13637,United States of America,NAM,cool_moist,-105.545635,40.278129,2743,185,background,rural,0,60.7,0,0,0,0,0,0,1.6,0,36.5,0,0,0,0,0,0,0,0,0.044919,1.27,183,234,550,5,1.56,56,48.6474,50.7404,46.5556,49,43.65,54.4,59.8,69,66.9,54.5588,66.3555,202.7932,50157.8396,18,0,train
+13638,United States of America,NAM,warm_moist,-80.55751,37.329832,920,424,background,rural,0,0,0,0,59.8,3.4,0,0,0,0,0,0,2.3,1.3,32.9,0,0,0,0,1.55685,2.64,238,330,16480,5,3.32,63,39.2332,40.3163,38.1076,38.8,31.8,46.6,53.4,61.2,59.3,43.7928,55.5399,80.6665,19785.8475,1.8,0,train
+13639,United States of America,NAM,cool_moist,-85.661407,40.816038,250,38,background,rural,0,0,0,0,0,0,0,0,0,0,0,0,83.9,0,14.7,0,0,0.723,0,0.584194,2.44,297,327,5787,6,5.78,59,31.9564,37.2978,26.3457,30.4,22.2,40,50.8,63.4,61.5083,41.168,57.5631,140.3628,19609.9943,8.6,0,train
+13641,United States of America,NAM,cool_moist,-78.43471,38.5231,1073,615,background,rural,0,0,0,0,57.9,2.1,0,0,0,0,0,0,2,0,37.7,0,0,0,0,0.344573,2.53,478,749,2163,0,1.9,50,42.7091,43.3317,42.083,41.8,35.8,49.8,56.2,63.488,61.375,46.9795,58.0974,104.649,25761.7076,3.8,0,train
+13642,United States of America,NAM,warm_moist,-85.970065,34.289001,349,134,background,rural,0,0,0,0,5.2,9.6,0,0,21.9,0,0,0,3,0,58.9,0,0,0.361,0,0.365463,2.48,845,849,2832,11,8.19,62,33.4853,39.0714,27.8129,33,24.6,42,50.8,61,59,42.564,54.8742,95.6802,19807.1959,2.4,0,val
+13643,United States of America,NAM,warm_moist,-83.826511,36.46983,361,1,background,rural,0,2.4,0,0,56.4,8.9,0,0,1.1,0,0,0,0,0,29.9,0,0,0,0,0.289171,2.18,427,620,3776,6,4.86,57,27.4198,36.1887,18.4461,27.4,15.2,38,47.8,58.4,55.9083,40.8115,52.8022,80.2764,14730.8195,1,0,train
+13644,United States of America,NAM,cool_moist,-89.99995,42.287216,281,56,background,rural,0,0,0,0,0,0,0,0,0,0,0,0,64.3,0,33.5,0,0,0.027,0,0.110607,1.94,182,182,3604,5,4.02,47,32.826,36.5012,29.0883,31.8,23.8,40.5,49.2,60.2,58.5,39.9537,53.8729,99.7724,15994.1749,3.2,0,train
+13645,United States of America,NAM,tropical_moist,-84.99038,30.110226,16,6,background,rural,0,9.9,31.5,0,0,32.9,0,0,13.4,0,0,11.9,0,0,0,0,0,0.004,0,0.065259,1.84,59,124,409,0,0,25,25.4431,33.2959,17.3513,25,15,35.2,44,54.6,52.6667,36.9866,48.2745,48.5302,9686.7213,0,0,test
+13647,United States of America,NAM,cool_dry,-103.377719,46.894844,850,40,background,rural,0,0,0,0,0,0,0,0,0,0,93.8,0,6,0,0,0,0,0,0,0.014606,0.97,5,5,35,0,1.44,43,33.5509,38.6146,32.3527,35.6667,28.6667,42,47.6667,54.6667,53.3021,41.6288,49.6464,42.5867,13519.2156,0,0,train
+13649,United States of America,NAM,cool_moist,-83.359869,43.613572,202,7,background,rural,7.2,0,0,0,3.1,1.1,0,0,0,0,0,0,58.1,0,28.8,0,0,1.065,0,0.636114,1.96,204,253,2532,0,5.21,53,32.0613,36.1829,27.7853,31.6,23.6,39,47,60.4,57.9,39.8488,53.2391,118.6735,14111.6541,5.2,0,train
+13651,United States of America,NAM,warm_moist,-87.484923,38.740792,136,24,background,rural,0,0,0,0,0,0,0,0,0,0,0,0,89,0,9.5,0,0,1.872,0,6.08304,2.92,351,4417,11350,12,14.54,61,30.3789,36.7694,23.8453,29.6,20,39.6,50.2,63.6,61.775,41.1697,57.8842,137.1474,19980.8681,7.8,0,train
+13652,United States of America,NAM,cool_moist,-92.829225,48.412518,429,48,background,rural,12,1.2,0,0,0,82.1,0,0,2.2,0,0,0,0,0,1.3,0,0,0,0,0.419375,0.96,10,10,26,6,1.03,7,33.2903,35.3386,31.2539,32.8,26.4,39.6,46.6,55.8,54.05,38.228,49.2444,54.5192,9982.8513,0.4,0,val
+13654,United States of America,NAM,warm_dry,-118.829153,36.489469,510,122,background,rural,0,31.9,0,0,0,6.1,0,0,28,7.9,21.3,0,3.1,0,0,0,0,0,0,0.710291,1.37,36,36,2308,0,0.32,31,43.2716,50.4223,36.1623,40.3,28.4,56.2,71.4,87.8,85.125,54.9506,84.9168,399.2222,62343.2838,97.2,9.4,train
+13660,United States of America,NAM,warm_moist,-74.872663,40.312303,59,43,background,rural,0,1.2,0,0,11,5,0,0,0,0,0,0,2.5,30.5,48.6,0,0,0.038,0,4.79413,4.54,1576,5578,50601,42,41.29,63,30.7347,36.6573,24.6385,30.2,20,39.8,51,66.6,64,41.4928,59.902,204.9079,20648.1094,12.8,0,test
+13661,United States of America,NAM,cool_moist,-71.700787,43.944519,255,143,background,rural,0,0,0,0,35.1,63,0,0,0,0,0,0,0,0,0,0,0,0.063,0,0.34064,1.44,84,119,1347,6,3.54,45,27.4123,31.4241,23.3129,28.2,18.6,36.2,42.6,51,49.65,35.2764,46.9969,41.4623,6244.6318,0,0,train
+13662,United States of America,NAM,boreal_moist,-110.400338,44.565356,2400,95,background,rural,14.4,57.2,0,0,0,0,0,0,1.8,0,23.5,1,0,0,0,0,0,0,0,0.230906,0.47,4,8,8,7,1.06,7,43.2429,45.5051,40.9762,43,38.2,48.6,54,60.4,59.575,47.9828,56.6471,77.9892,28865.1586,0.6,0,train
+13663,United States of America,NAM,cool_moist,-119.706196,37.713251,1605,322,background,rural,0,68.1,0,0,0,2.6,0,0,15,2,10.1,0,1.3,0,0,0,0,0,0,0.112577,0.81,44,49,163,0,0,7,46.7573,48.6523,44.8816,45.4,39.4,53,61.6,71.4,69.8083,51.9055,67.385,199.9376,43079.0018,22.2,0,train
+13664,United States of America,NAM,cool_moist,-72.010368,41.84046,202,69,background,rural,0,0,0,0,68.1,22.9,0,0,0,0,0,0,0,1.7,6.7,0,0,0,0,3.24604,3.09,648,1283,11093,7,8.82,60,33.174,36.7388,30.4269,33,26.25,40.25,47.75,60.5,58.0938,40.4256,49.8004,143.0312,13903.8647,5,0.25,train
+13665,United States of America,NAM,warm_moist,-89.622815,38.869001,164,3,background,rural,0,0,0,0,0,0,0,0,0,0,0,0,72,0,26.8,0,0,1.85,0,1.73082,2.58,222,299,6392,5,5.97,60,31.184,37.5663,24.6509,29.6,20.8,39.8,51.2,65.46,63.575,41.6884,60.6503,190.7386,21615.8777,11.6,0.6,train
+13668,United States of America,NAM,warm_moist,-90.166201,32.33037,0,19,unknown,urban,2.9,0,0,0,0,8.8,0,0,65.8,0,0,0,5,9.8,5,0,0,0.255,0,18.5059,2.05,4396,22631,25027,63,62.73,63,27.6928,-999,-999,-999,-999,-999,-999,-999,-999,-999,48.7456,-999,-999,-999,-999,val
+14684,Canada,NAM,cool_moist,-55.65966,48.92696,64,26,unknown,unknown,0,19.8,0,0,0,58.9,0,2.5,8.6,0,5.8,0,0,0,2.8,0,0,0.219,0,0.004043,0.89,1,2192,2192,38,24.66,59,29.5577,31.634,27.4836,30.25,23,36.75,41.5,46,44.3438,34.5303,43.8407,18.4474,2865.153,0,0,train
+14686,Canada,NAM,cool_moist,-57.92207,48.95224,99,148,unknown,unknown,8.5,10.7,0,0,0,57.1,0,2.4,12.1,0,7.3,0,0,0,0,0,0,0.022,0,0.060537,0.51,1860,1860,1860,52,36.2,58,28.897,30.3069,27.5145,29.25,22.5,36.25,40.75,46,44.1875,33.4658,42.7222,17.2402,2265.7722,0,0,train
+14688,Canada,NAM,cool_moist,-57.36365,50.71124,17,3,unknown,unknown,68,6.2,0,0,0,13.3,0,2.3,5.3,0,3,1.1,0,0,0,0,0,0,0,0.002309,0.53,101,256,256,20,5.95,20,28.6973,31.4791,30.4595,32,25,37.5,41,44.5,43.8958,34.0691,40.1902,16.7814,1853.3643,0,0,train
+14695,Canada,NAM,cool_moist,-63.573381,44.646323,18,0,unknown,unknown,28.4,6.2,0,0,0,56.2,0,0,0,0,0,0,0,6.6,0,0,0,0.063,0,1.20898,1.63,17071,18893,18893,63,57.47,63,21.1523,21.488,20.8137,21.25,14.75,27.5,32.5,38.25,37.125,25.6225,35.454,8.3843,120.1559,0,0,test
+14696,Canada,NAM,cool_moist,-63.480754,44.719799,68,52,unknown,unknown,19.2,6.8,0,0,0,64.2,0,0,0,0,0,1,0,6.8,0,0,0,0.041,0,53.8088,1.58,1788,5315,18893,42,38.16,63,24.9205,29.0325,23.2908,26.6667,18.3333,34.3333,39.6667,46,44.4722,32.6118,40.3109,20.0115,2582.547,0,0,test
+14697,Canada,NAM,cool_moist,-61.361972,45.613886,14,9,unknown,unknown,23.6,2.9,0,0,0,70.7,0,0,0,0,0,0,0,0,0,0,0,0,0,0.142678,0.99,1884,1884,1884,53,30.29,56,26.9545,28.8504,25.606,27.6667,21.6667,33.3333,37.6667,43.3333,42.125,32.1564,39.5448,15.5769,2028.4303,0,0,train
+14700,Canada,NAM,cool_moist,-60.17252,46.14222,27,28,unknown,unknown,22.2,4.5,0,0,0,68.5,0,0,0,0,0,0,0,1.5,2.1,0,0,0,0,0.657687,0.93,475,476,966,60,45.61,60,27.3549,29.1739,25.5511,28,21,34.5,39.5,44.5,43.5,32.6491,42.0665,12.8487,1325.2115,0,0,train
+14704,Canada,NAM,cool_moist,-64.84033,45.07267,235,111,unknown,unknown,34.8,0,0,0,1.5,43.1,0,0,0,0,0,0,1.3,1.1,17.5,0,0,1.439,0,2.04094,1.16,278,366,2737,7,8.47,56,33.0719,34.0528,32.0828,33.25,26.25,39.25,44.25,50.75,49.7188,37.099,46.0801,45.9644,5902.3751,0,0,val
+14705,Canada,NAM,cool_moist,-66.08333,43.83333,31,32,unknown,unknown,50.6,7.6,0,0,0,39.4,0,0,0,0,0,0,0,0,1,0,0,0.111,0,0.154574,1.36,214,2750,4933,35,23.78,56,26.9367,29.6121,24.782,27,20.6667,33.6667,38.6667,48,44.5417,32.6245,41.3077,37.5901,3290.328,0.3333,0,train
+14706,Canada,NAM,cool_moist,-62.69664,45.68167,12,30,unknown,unknown,38.3,1.1,0,0,0,51.5,0,0,0,0,0,0,0,0,6.6,0,0,0,0,1.99146,1,1450,2421,7609,38,23.59,62,25.3965,26.378,23.1049,24.6667,18.3333,31,36.3333,42,40.2083,29.5845,38.0821,11.4797,852.2712,0,0,val
+14707,Canada,OCN,unknown,-59.90365,43.93307,8,1,unknown,unknown,98.2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.92,0,0,1,0,0,34,31.9777,32.3587,31.6527,31.5,27,36.5,41.25,49.75,47.1562,35.9078,46.1048,119.9338,3468.4477,1.5,1,train
+14708,Canada,NAM,cool_moist,-64.48333,45.06667,60,31,unknown,unknown,18.3,1.1,0,0,1.7,53.2,0,0,0,0,0,0,2.2,0,21.6,0,0,0.404,0,0.147109,1.14,1856,2737,2817,50,34.68,57,26.6441,28.4766,25.5651,27.6667,19.6667,34.6667,39.6667,45.6667,43.6562,31.9305,41.744,14.4232,1787.4189,0,0,val
+14709,Canada,NAM,cool_moist,-66.646701,45.9575,21,43,unknown,unknown,0,0,0,0,0,90.9,0,0,0,0,0,0,0,0,6.6,0,0,0,0,0.357229,1.12,5404,5450,5459,62,57.62,62,24.7621,28.2027,21.3473,25.5,17.25,33,38,44.75,43.9062,31.7775,41.8559,18.9193,2107.5489,0,0,train
+14711,Canada,NAM,cool_moist,-66.008384,45.308762,41,0,unknown,unknown,39.7,2,0,0,0,52.5,0,0,0,0,0,0,0,2.6,1.1,0,0,0.003,0,5.35019,1.37,2779,2779,4920,62,50.57,63,27.2979,29.3218,25.3018,28,20.5,34.5,40,46,44.817,32.5514,42.6823,19.6547,2219.6748,0,0,train
+14713,Canada,NAM,cool_moist,-66.061568,45.269829,29,5,unknown,unknown,34.2,2.6,0,0,0,57.5,0,0,0,0,0,0,0,2.6,0,0,0,0,0,0.62388,1.46,2176,2781,4920,59,48.98,63,26.7388,27.9941,26.194,27.3333,20,34.6667,39,45,43.4583,31.865,40.2415,33.8882,1770.6537,0,0,train
+14714,Canada,NAM,cool_moist,-66.080065,45.252898,59,24,unknown,unknown,46.5,2.6,0,0,0,45.5,0,0,0,0,0,0,0,2.4,0,0,0,0,0,0.62388,1.46,162,2176,4920,52,40.03,63,25.4746,26.8856,24.0561,25.75,19.25,31.75,37.25,43.25,42.1562,30.1294,39.7716,23.5502,1104.5726,0,0,train
+14715,Canada,NAM,cool_moist,-64.78962,46.10162,9,14,unknown,unknown,0,0,0,0,0,77.9,0,0,0,0,0,0,1.6,2.1,15.7,0,0,0,0,6.17547,1.12,6386,6790,6790,63,61.11,63,23.3966,27.219,19.4185,24.25,15,32.5,38.5,45.5,44.2991,31.103,42.3939,23.9248,2260.5242,0,0,test
+14716,Canada,NAM,cool_moist,-64.99444,45.59222,335,314,unknown,unknown,38.7,1,0,0,0,57,0,0,0,0,0,0,0,0,1.7,0,0,0,0,0,1.09,0,5,85,0,1.85,11,28.0625,30.8202,28.7162,29.5,22.5,37.5,42,48,46.5,33.9707,40.2913,40.5531,3609.0583,0.5,0,train
+14717,Canada,NAM,cool_moist,-66.449573,45.073272,0,2,unknown,unknown,62.4,2,0,0,0,34.3,0,0,0,0,0,0,0,0,0,0,0,0,0,0.932011,1.45,30,54,2778,28,9.62,30,29.0438,30.9966,27.2438,30,22.6667,36,40.6667,47,45.3155,34.08,41.814,32.139,2809.9197,0,0,train
+14718,Canada,NAM,cool_moist,-66.561643,45.605756,9,6,unknown,unknown,0,0,0,0,0,91.8,0,0,0,0,0,0,0,0,6.8,0,0,0.356,0,0.092237,1.19,44,126,1991,7,3.89,34,23.9786,27.7467,20.2286,24.75,16.5,32.25,37.25,43.5,42.0312,30.8464,40.9112,18.7023,1433.7518,0,0,train
+14719,Canada,NAM,cool_moist,-65.701346,45.642021,20,20,unknown,unknown,0,0,0,0,1.1,86.1,0,0,0,0,0,0,0,0,11.9,0,0,0.041,0,3.85513,1.3,273,273,2973,14,7.95,53,23.9375,30.5684,20.5681,27,17,34.6667,40.6667,47.3333,46,34.1703,40.1731,32.1204,3829.2475,0,0,train
+14720,Canada,NAM,cool_moist,-67.477738,45.950069,153,27,unknown,unknown,0,0,0,0,6.8,88.9,0,0,0,0,0,0,0,0,3.3,0,0,0,0,0.095456,0.98,17,433,3157,5,3.77,53,25.4503,29.3962,21.4554,26.5,17.25,34.75,40.25,46.75,45.7083,32.7683,44.0009,21.7118,3180.0162,0,0,test
+14721,Canada,NAM,cool_moist,-67.074036,45.086912,25,19,unknown,unknown,26.6,6.1,0,0,0,65.2,0,0,0,0,0,0,0,0,1,0,0,0,0,0.139096,1.29,1058,1058,2711,20,9.69,58,25.9372,28.2249,23.5873,26.5,18.5,34,39,44.25,43.2812,31.0936,41.2927,14.327,1632.242,0,0,train
+14723,Canada,NAM,cool_moist,-67.831015,47.157628,239,54,unknown,unknown,0,0,0,0,2.8,68.1,0,0,0,0,0,0,8.4,0,19.5,0,0,0,0,0.102343,0.91,66,189,2100,8,8.26,58,25.6885,28.3413,23.0201,26,18,34.25,39.5,45,44.3482,31.442,42.4587,17.0698,2099.8063,0,0,train
+14724,Canada,NAM,cool_moist,-65.423534,47.071087,18,5,unknown,unknown,7.8,0,0,0,0,87,0,0,0,0,0,0,0,0,2.6,0,0,0,0,6.0252,1.12,846,1169,1390,32,26.91,60,27.2122,29.9237,24.4897,27.75,19.5,34.75,40.5,46.75,45.4375,32.7512,43.8797,18.0812,3022.7901,0,0,train
+14725,Canada,NAM,cool_moist,-65.633509,47.609693,16,4,unknown,unknown,15.3,0,0,0,1.3,73.8,0,0,0,0,0,0,0,0,6.6,0,0,0,0,0.312414,0.95,1101,1842,1961,55,35.97,61,26.5161,28.8891,24.1454,26.75,19,34.5,39.75,46,44.625,32.0322,43.0358,16.493,2250.441,0,0,test
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+14729,Canada,NAM,cool_moist,-73.60556,45.46,13,18,unknown,unknown,7.7,2.7,0,0,1.7,3.7,0,0,1,0,0,1,34,34,13.4,0,0,0,0,6.6822,3.53,68092,87526,90475,62,61.97,63,3.6212,-999,-999,-999,-999,-999,-999,-999,-999,-999,18.7167,-999,-999,-999,-999,train
+14731,Canada,NAM,cool_moist,-73.663875,45.502679,41,18,unknown,unknown,10.9,3.5,0,0,2,4.9,0,0,1.3,0,1,1.9,20.5,39,14.4,0,0,0,0,29.358,3.57,80276,87526,90475,63,62.98,63,17.9002,20.7982,15.0049,17.5,9.5,25.5,32.5,42.75,40.75,25.0294,37.273,17.5796,1257.4734,0,0,train
+14732,Canada,NAM,cool_moist,-73.6415,45.5945,21,13,unknown,unknown,5.6,4.9,0,0,2.2,7.6,0,0,1.1,0,1.3,1.4,14.3,42.3,18.8,0,0,0.001,0,29.358,3.57,61016,89581,90475,63,62.82,63,23.3039,25.5987,18.8045,22.3333,13,30.3333,38,49.9067,46.6667,30.1544,41.528,58.49,4099.6546,0.3333,0,train
+14735,Canada,NAM,cool_moist,-73.748454,45.547499,35,18,unknown,unknown,10.7,3.7,0,0,2.2,6.4,0,0,1.3,0,1.1,1.9,12.9,40.7,18.6,0,0,0.068,0,18.3656,3.44,40385,46827,90475,63,63,63,24.7369,28.6569,20.8071,25,15.5,33,41.25,52.5,49.6562,33.1271,45.6071,59.588,6062.7643,0.5,0,train
+14736,Canada,NAM,cool_moist,-73.57528,45.50083,56,94,unknown,unknown,6.8,3.9,0,0,1.9,4.4,0,0,1.1,0,0,1.1,26.7,37.7,15,0,0,0,0,109.226,3.63,86059,87526,90475,63,62.9,63,18.6576,20.3619,16.9329,18,11,25,32.5,44,41.25,24.4555,37.534,29.5709,1462.9288,0,0,train
+14737,Canada,NAM,cool_moist,-73.57222,45.47167,21,11,unknown,unknown,6.8,3.9,0,0,1.9,4.4,0,0,1.1,0,0,1.1,26.7,37.7,15,0,0,0,0,4.43868,3.62,86059,87526,90475,63,61.49,63,21.2499,24.6541,17.8634,21,12.25,29.25,37.25,48.25,46.2812,29.0922,41.2285,37.263,3159.7017,0,0,train
+14738,Canada,NAM,cool_moist,-73.4881,45.52207,32,22,unknown,unknown,3.6,4.1,0,0,2.1,4.9,0,0,0,0,0,0,28.1,34.5,19.6,0,0,0.145,0,29.9073,3.51,42555,42555,90475,63,62.59,63,24.4604,28.3106,20.5723,24,15.5,32.75,41,53.485,50.3125,32.6194,46.0214,66.247,6272.449,0.75,0,train
+14740,Canada,NAM,cool_moist,-73.468631,45.44298,15,13,unknown,unknown,4.6,2.2,0,0,1.9,3.3,0,0,0,0,0,0,41.2,29.8,15.1,0,0,0.048,0,34.1775,3.44,16275,31813,90475,62,60.8,63,26.0912,30.9872,22.8708,27,18.6667,34.3333,42.3333,54.14,51.75,35.0901,46.8023,62.9849,7189.839,0.6667,0,train
+14742,Canada,NAM,cool_moist,-73.92917,45.42667,39,15,unknown,unknown,13.2,2.2,0,0,4.1,5.2,0,0,0,0,0,2.9,27.4,19.3,23.8,0,0,0.256,0,6.8186,2.4,10226,25172,80276,62,56.64,63,25.3041,29.3766,21.326,25.5,16.75,33.5,41.5,51,48.9375,33.6792,45.0667,54.2415,5546.1491,0.25,0,train
+14743,Canada,NAM,cool_moist,-73.74111,45.46806,33,10,unknown,unknown,12.7,3,0,0,2.1,4.8,0,0,1.3,0,0,2.3,18.4,38.3,15.7,0,0,0,0,14.6117,3.23,24642,40952,90475,63,61.8,63,24.0109,28.211,19.8655,24.25,14.5,32.5,40.5,51.5,48.9688,32.7839,45.1777,55.6373,5267.3638,0,0,train
+14744,Canada,NAM,cool_moist,-73.573825,45.651691,29,27,unknown,unknown,3,5,0,0,1.9,8.9,0,0,0,0,1.1,0,19.9,38.1,19.8,0,0,0,0,64.7636,3.34,58522,61055,90475,63,62.24,63,24.3454,28.0887,20.6607,24.75,15.75,32.25,39,50.18,47.5,32.1687,44.2216,53.0799,4642.9081,0.25,0,train
+14746,Canada,NAM,cool_moist,-73.57176,45.54271,53,44,unknown,unknown,5.4,4.6,0,0,2.1,5.8,0,0,1.1,0,1.1,1.3,20.5,40.6,17,0,0,0,0,109.226,3.63,80985,90475,90475,63,62.96,63,23.0675,26.8409,19.4086,22.75,14,31,39.1,50.25,48.5312,31.1476,44.0704,48.2639,4540.0527,0.25,0,train
+14749,Canada,NAM,cool_moist,-75.723429,45.435987,62,11,unknown,unknown,2.5,1.3,0,0,16,14.6,0,0,0,0,0,1,10.4,14.5,38.2,0,0,0.09,0,25.3636,1.95,27245,45666,48832,63,62.85,63,24.9952,28.8302,21.1341,25.25,16.25,32.75,40.5,51.07,49.3438,33.0644,43.9582,52.9586,4916.0094,0.25,0,train
+14753,Canada,NAM,cool_moist,-71.220495,46.821177,8,25,unknown,unknown,5.8,1,0,0,2.6,42.4,0,0,0,0,1.3,1.6,11.4,8.7,24.2,0,0,0,0,35.2061,1.72,25858,29126,29126,63,62.97,63,21.7584,25.509,18.034,21.5,13,29.75,37.25,47,45.0312,29.591,41.0771,41.4304,3144.7482,0,0,train
+14755,Canada,NAM,cool_moist,-71.246387,46.794873,69,40,unknown,unknown,5.4,0,0,0,2.3,36.2,0,0,0,0,1.2,1.6,14.9,8.7,27.9,0,0,0,0,2.61913,1.7,7771,25858,29126,63,62.98,63,25.0176,28.1937,21.6796,25.3333,16.3333,33.3333,40.3333,48.3333,46.5298,31.9976,42.9976,38.2387,3837.9375,0,0,train
+14756,Canada,NAM,cool_moist,-71.369722,46.774167,26,21,unknown,unknown,5.9,1.1,0,0,2.3,46.1,0,0,0,0,0,1.4,8,8.8,24.2,0,0,0.127,0,3.43364,1.76,18094,27962,29126,63,61.64,63,22.9181,26.999,18.7042,23,13.5,31.75,38.5,46.99,45.1562,31.1282,42.2468,35.4482,3112.9337,0,0,train
+14757,Canada,NAM,cool_moist,-71.8746,45.41231,211,86,unknown,unknown,0,0,0,0,12.1,43.4,0,0,0,0,0,0,1.7,2.7,38.8,0,0,0.027,0,8.80394,1.88,10249,18707,20815,62,59.18,63,27.0303,30.8124,23.1855,27.25,19.25,34.75,41.75,51.5,49.6562,34.6428,45.4894,44.3618,6014.9452,0,0,train
+14758,Canada,NAM,cool_moist,-71.052412,48.416374,82,80,unknown,unknown,4.6,2.1,0,0,0,71,0,0,0,0,0,0,4.9,2.2,12.9,0,0,0.105,0,14.8955,1.05,5151,5151,5151,62,57.58,63,25.7144,28.6198,22.7738,26,18,33.5,39.75,47.25,45.9375,32.0498,43.7639,25.7875,3174.558,0,0,val
+14759,Canada,NAM,cool_moist,-78.982778,48.234087,289,15,unknown,unknown,1.1,1.4,0,0,0,83.7,0,0,0,0,0,1.4,0,0,9.8,0,0,0,0,0.340513,0.78,991,1427,1478,57,42.79,61,28.8471,31.6544,25.8689,29.25,21.5,35.5,42.25,51.75,49.5848,34.8033,46.1938,47.5718,5368.1977,1.25,0,train
+14760,Canada,NAM,cool_moist,-72.5375,46.34806,11,7,unknown,unknown,9.7,0,0,0,1.9,28.6,0,0,0,0,0,1.6,24.5,2.3,29.7,0,0,1.872,0,3.53657,2.07,9456,10673,12348,61,55.85,63,26.6902,-999,-999,-999,-999,-999,-999,-999,-999,-999,42.8944,-999,-999,-999,-999,train
+14761,Canada,NAM,cool_moist,-72.540101,46.352238,11,7,unknown,unknown,9.7,0,0,0,1.9,28.6,0,0,0,0,0,1.6,24.5,2.3,29.7,0,0,1.872,0,3.53657,2.07,9456,10673,12348,62,58.23,63,24.0433,30.406,22.4867,26.5,18,34,42,53,50,34.6166,41.0847,70.4081,7182.7999,1,0,train
+14763,Canada,NAM,cool_moist,-72.66,46.0425,50,12,unknown,unknown,6.2,0,0,0,1.4,11.3,0,0,0,0,0,0,45.4,0,33.6,0,0,0.119,0,0.709035,2.15,165,228,10367,12,14.18,62,27.4981,31.175,23.2785,27.75,20,35,41,50.75,48.9375,34.7265,44.5105,78.2235,5776.8235,0.75,0,train
+14767,Canada,NAM,cool_moist,-72.890249,46.441597,114,43,unknown,unknown,7.2,0,0,0,4.8,47.8,0,0,0,0,0,0,16.1,1.7,20.7,0,0,0.236,0,0.184184,1.92,316,352,9580,21,19.5,63,25.4352,29.2052,21.387,25.75,16.75,33.75,40,48.25,46.6562,32.6816,44.3359,47.214,4119.8843,0.25,0,train
+14769,Canada,NAM,cool_moist,-72.840249,45.715614,38,12,unknown,unknown,0,0,0,0,1.3,3.4,0,0,0,0,0,0,69.3,0,25,0,0,0.24,0,11.0069,2.29,364,518,10679,20,23.38,62,25.8086,30.0252,21.463,26,17.5,33.75,40.25,50.49,48.1562,33.8776,44.1132,45.4179,4992.5273,0,0,train
+14770,Canada,NAM,cool_moist,-74.48083,46.035,413,153,unknown,unknown,0,0,0,0,28.7,68.2,0,0,0,0,0,0,0,0,2.1,0,0,0,0,0.209,1.54,107,230,2580,7,6.13,60,30.4107,32.0938,28.7837,30.25,23,37.25,43.5,51.75,49.9062,35.1112,46.3558,40.2563,5947.6398,0.5,0,train
+14771,Canada,NAM,cool_moist,-76.018046,45.622378,191,36,unknown,unknown,2.2,0,0,0,32.3,37.2,0,0,0,0,0,0,2.5,0,23.9,0,0,0.067,0,0.625047,1.52,168,174,13765,7,10.35,62,27.304,31.0062,23.447,27.5,19.25,35.25,42.5,52.25,50.3438,34.6554,45.4781,60.6385,6073.5581,1.25,0,train
+14772,Canada,NAM,cool_moist,-73.376808,45.722896,17,15,unknown,unknown,1.9,3.6,0,0,2.2,8.9,0,0,0,0,0,1.3,40.1,14.4,26.2,0,0,0.491,0,20.0197,2.97,1710,3501,89581,41,43.26,63,26.0001,30.2787,20.7927,26,17,34.25,41.25,52,49.5312,34.1695,46.1612,65.5922,6244.4951,0.25,0,train
+14773,Canada,NAM,cool_moist,-79.099722,46.721389,249,23,unknown,unknown,6.3,3.5,0,0,2.1,87.1,0,0,0,0,0,0,0,0,0,0,0,0,0,0.070234,0.98,35,79,306,45,17.07,45,27.8664,31.2858,24.1621,28,19.5,35.5,42.5,53,51.0179,34.7942,46.6382,66.1496,6108.7327,0,0.5,train
+14774,Canada,NAM,cool_moist,-68.70722,47.73333,301,147,unknown,unknown,2.7,0,0,0,6.5,82.1,0,0,0,0,0,0,0,0,7.3,0,0,0.016,0,4.91364,0.79,65,67,326,0,2.25,51,28.6227,30.0981,27.0911,29.25,21,35.75,41.75,48.25,46.9821,32.9921,44.2661,27.4321,3547.4874,0,0,test
+14778,Canada,NAM,cool_moist,-72.73889,48.80972,222,57,unknown,unknown,0,9.8,0,0,0,67.8,0,0,1.1,0,0,0,13.1,0,6.7,0,0,0.074,0,0.004716,0.96,71,75,749,0,2.64,52,27.1727,29.9322,24.3237,27.75,19.5,34.5,40.75,48.775,46.8438,33.037,44.4393,30.0119,3839.3959,0,0,train
+14779,Canada,NAM,cool_moist,-71.96778,46.68222,48,50,unknown,unknown,7.2,0,0,0,4.2,43.2,0,0,0,0,0,1.5,15.8,0,26.8,0,0,0,0,1.14629,1.92,267,1058,3151,32,27.5,57,24.3389,29.0264,19.4529,24.75,15,33.5,39.5,48.75,46.5312,32.8253,43.7415,51.9976,4243.031,0.25,0,train
+14780,Canada,NAM,cool_moist,-71.62278,46.83694,126,6,unknown,unknown,7.1,0,0,0,3.4,55.7,0,0,0,0,0,1.2,7.6,3.4,19.7,0,0,0.224,0,1.20907,1.91,547,734,27962,35,26.2,63,20.7516,25.7676,15.4529,20.5,10.5,30.5,38,45.5,43.5625,29.6819,42.4483,23.2794,2297.342,0,0,train
+14781,Canada,NAM,cool_moist,-70.862523,47.015308,59,33,unknown,unknown,24.1,0,0,0,2.4,43.4,0,0,0,0,1.3,1.6,11.8,0,14.3,0,0,1.381,0,1.62633,1.5,93,474,1414,13,20.39,60,27.8839,30.2055,25.4575,28.25,20.25,35.25,41,48.75,47.3482,33.4262,43.8362,40.5703,4082.6839,0.25,0,train
+14782,Canada,NAM,cool_moist,-70.453778,46.848967,411,92,unknown,unknown,3.1,0,0,0,1.4,82.5,0,0,0,0,0,0,4.7,0,7.6,0,0,0.075,0,0.190751,1.14,36,46,1333,0,2.45,58,28.6923,31.3983,25.9068,29.25,21.25,35.75,42.5,50.5,48,34.5521,45.2045,36.127,5006.2961,0.25,0,train
+14783,Canada,NAM,cool_moist,-70.85583,45.82472,497,112,unknown,unknown,0,0,0,0,2.4,79.1,0,0,0,0,0,0,1.3,0,15.7,0,0,0,0,0.374861,1.26,11,109,2235,0,1.41,47,32.5761,33.9905,31.1497,32.5,26.25,38.75,45,53.61,51,37.095,46.6767,48.3517,7139.4537,0,0,test
+14784,Canada,NAM,cool_moist,-71.948695,45.905785,243,89,unknown,unknown,0,0,0,0,6.8,35.2,0,0,0,0,0,0,11.2,0,45.4,0,0,0.008,0,0.906982,1.83,121,146,7273,18,17.45,62,31.5944,33.5774,29.776,31.25,25,38,44.5,53.25,50.6562,36.5806,46.4351,55.9212,7290.9887,0.5,0,train
+14785,Canada,NAM,cool_moist,-72.29056,47.64722,366,5,unknown,unknown,0,0,0,0,0,99.1,0,0,0,0,0,0,0,0,0,0,0,0,0,0.001579,1.11,2,2,25,5,2.99,10,25.8752,30.6138,20.9412,26.75,17,34.5,41.5,50,48.8021,33.9944,45.8552,34.7975,5125.4972,0.25,0,val
+14791,Canada,NAM,cool_moist,-74.288475,45.120627,50,1,unknown,unknown,10.8,0,0,0,11.4,5.1,0,0,0,0,0,0,31,0,38.8,0,0,0.012,0,0.699105,1.84,255,308,8510,8,8.66,62,28.4019,32.4452,24.0063,29,20,36.25,43.5,54.75,52.125,36.4208,47.3693,64.3222,7451.5531,0.75,0,train
+14792,Canada,NAM,cool_moist,-73.43473,45.80942,10,8,unknown,unknown,2.4,3.5,0,0,1.8,9,0,0,0,0,0,1.4,41.3,11.2,28,0,0,0.181,0,9.37844,2.7,3353,26010,61055,59,55.43,63,25.6104,29.5594,21.3086,26.25,17.5,33.5,40.25,50.25,48.2188,33.6522,43.9626,56.6653,4768.3751,0,0,train
+14793,Canada,NAM,cool_moist,-72.265099,45.365683,334,50,unknown,unknown,1.2,0,0,0,27.8,46.1,0,0,0,0,0,0,0,0,22.2,0,0,0,0,0.469412,1.82,130,322,12927,12,10.26,62,31.4983,33.3314,29.7417,31.5,24.25,38.25,45,54.75,51.9688,36.5777,47.319,56.1211,7455.2608,0.25,0,train
+14794,Canada,NAM,cool_moist,-71.250167,45.37333,475,65,unknown,unknown,0,0,0,0,10.3,85,0,0,0,0,0,0,0,0,4.1,0,0,0.04,0,0.029185,1.28,38,146,491,0,3.26,18,30.4349,33.4793,27.3649,30.75,23.25,37.75,44.5,52.5,49.9375,36.7658,47.0265,42.9048,7357.8276,0.25,0,train
+14795,Canada,NAM,cool_moist,-75.43194,46.76861,256,24,unknown,unknown,1.9,0,0,0,7.2,82,0,0,0,0,0,0,0,0,7,0,0,0.108,0,0.080348,1.54,23,165,1992,6,6.45,56,25.4435,29.5047,21.181,25.75,17,33.75,40.5,48.25,46.9062,32.8181,44.3806,29.4942,3987.1592,0.25,0,train
+14796,Canada,NAM,cool_moist,-77.196674,48.431648,299,6,unknown,unknown,3.3,5.5,0,0,0,82.5,0,0,1.1,0,0,2.7,0,0,2.8,0,0,0,0,8.64646,0.81,16,25,387,8,11.24,51,27.7411,30.8072,24.5716,28,20,35.5,42,50.5,48.5312,34.1152,46.1687,42.9358,5183.2632,0.75,0,train
+14797,Canada,NAM,cool_moist,-72.058421,46.304287,92,5,unknown,unknown,0,0,0,0,2.1,46.2,0,0,0,0,0,0,13.9,0,36,0,0,0.005,0,0.548875,1.77,64,89,6541,7,8.12,59,25.7139,30.3645,20.618,26.5,17.25,34.5,41.25,50.5,48.375,34.0733,44.4691,44.6014,5315.708,0.25,0,train
+14798,Canada,NAM,cool_moist,-73.34868,45.294166,35,8,unknown,unknown,1.1,0,0,0,0,2.9,0,0,0,0,0,0,70.4,4.8,18.6,0,0,0.119,0,1.79542,2.49,1154,8748,28269,32,34.91,63,26.3991,31.8574,22.5216,27.5,20,34.5,41,50.5,48.7143,35.4662,45.0877,41.133,5676.3652,0.3333,0,train
+14801,Canada,NAM,cool_moist,-71.26752,46.709496,69,53,unknown,unknown,5.1,0,0,0,1.5,29.2,0,0,0,0,0,1.2,18.3,8.2,33.8,0,0,0.073,0,2.61913,1.7,8244,11803,29126,63,59.39,63,23.5267,27.2908,19.6574,23.75,15.25,32,38,46.5,44.375,31.1083,42.0882,26.6609,2675.9607,0,0,train
+14803,Canada,NAM,cool_moist,-75.676,45.43433,72,21,unknown,unknown,2.3,1.3,0,0,15.6,13.8,0,0,0,0,0,1.1,11,14.2,39.5,0,0,0.118,0,42.3844,2.01,43208,48832,48832,63,63,63,25.3807,28.9533,21.7934,25.5,16.75,33.25,40.5,51.105,49.625,33.1031,44.267,46.4969,5070.4789,0.25,0,train
+14805,Canada,NAM,cool_moist,-75.714194,45.382528,84,27,unknown,unknown,2.2,1.3,0,0,10.5,12.6,0,0,0,0,0,0,12.5,14.5,44,0,0,0.09,0,4.01216,2.06,40287,46069,48832,63,62.98,63,25.9059,29.9277,21.8172,26.25,17.75,34,41.5,51.25,49.7188,34.1523,44.9856,50.6759,5627.7139,0,0,train
+14806,Canada,NAM,cool_moist,-83.043667,42.315778,184,4,unknown,unknown,14.5,0,0,0,0,0,0,0,0,0,0,1.1,22.7,54.1,4.3,0,0,0.127,0,132.742,5.41,27911,34796,60476,63,62.83,63,27.5254,33.4534,21.592,26.125,16.5,36.75,48.5,65.335,62.625,38.397,59.65,203.9292,17651.5684,12.25,0.25,train
+14807,Canada,NAM,cool_moist,-83.073139,42.292889,184,10,unknown,unknown,8.2,0,0,0,0,0,0,0,0,0,1.2,1.4,26.2,52.8,7.3,0,0,0.127,0,67.2185,5.2,30872,32292,60476,63,62.6,63,26.9356,33.2303,20.6903,25.75,16,36.25,47.25,63.75,60.875,38.0135,57.9594,181.6267,16004.0774,9.75,0.5,train
+14809,Canada,NAM,cool_moist,-76.52831,44.21625,101,23,unknown,unknown,32.5,1.7,0,0,2.1,12.1,0,0,0,0,0,1.6,5.7,2.3,40.4,0,0,0,0,0.2243,2,14,19942,19942,50,40.3,63,31.4675,34.6876,28.2578,30.75,23.75,38,46,60.775,57.875,38.5917,50.4333,158.3979,11655.4511,8.25,0,train
+14812,Canada,NAM,cool_moist,-122.960402,50.144285,638,61,unknown,unknown,3.8,48.2,0,0,0,7.3,0,1.1,3.8,0,11.1,0,0,0,0,23.9,0,0.064,0,2.09639,0.36,838,845,903,40,21.59,51,21.0983,27.3582,14.8704,20.25,9.75,31.25,39.5,47.5,46.5312,32.0538,44.6694,24.1424,3873.9873,0,0,test
+14814,Canada,NAM,cool_moist,-79.27406,43.74792,172,23,unknown,unknown,43.1,0,0,0,0,0,0,0,0,0,0,0,4.4,41.4,8.2,0,0,0,0,47.0056,5.77,52750,60693,116773,63,62.74,63,23.7649,28.3879,19.1419,23,14,32,41.25,57.29,54.3125,33.0961,49.1806,116.9508,8485.9068,4.25,0.25,val
+14822,Canada,NAM,cool_moist,-79.41682,43.77949,181,46,unknown,unknown,16.3,0,0,0,0,0,0,0,0,0,2.5,0,8.2,48.5,21.6,0,0,0,0,63.8825,6.08,59172,84697,116773,63,63,63,24.8428,29.2484,20.4491,24.5,15.5,33,41.25,56.035,54.0312,34.1182,49.4583,111.93,8183.7579,3.25,0,val
+14827,Canada,NAM,cool_moist,-79.78092,43.69875,234,20,unknown,unknown,2.4,0,0,0,2,1.3,0,0,1.2,0,4.3,0,17.8,31.3,39.4,0,0,0.26,0,16.5204,4.74,23960,23977,98034,63,62.99,63,26.7091,31.9544,21.4406,26.75,17,35.5,44.5,59.25,56.9688,37.179,51.488,112.3954,11574.9865,4.25,0,val
+14828,Canada,NAM,cool_moist,-79.507537,43.613587,90,53,unknown,unknown,41,0,0,0,0,0,0,0,1,0,3,0,4.5,47.7,1.4,0,0,0,0,61.7599,6.58,8908,87201,116773,62,54.26,63,23.3294,-999,-999,-999,-999,-999,-999,-999,-999,-999,-999,-999,-999,-999,-999,val
+14829,Canada,NAM,cool_moist,-79.5435,43.709444,149,19,unknown,unknown,25.3,0,0,0,0,0,0,0,1.5,0,4,0,9.3,50.3,8.2,0,0,0,0,40.9878,5.98,68345,98034,116773,63,63,63,20.9486,26.7115,15.1219,19.5,9.75,29.5,39.75,57,53.9062,31.9834,48.8955,130.0177,8390.9635,3.5,0,val
+14831,Canada,NAM,cool_moist,-79.38722,43.66417,107,53,unknown,unknown,43.3,0,0,0,0,0,0,0,0,0,2.1,0,2.4,47.9,2.2,0,0,0,0,0.864845,6.29,96826,116773,116773,63,60.12,63,26.0801,30.4702,21.6902,25,17,34,43.75,58.75,56.3125,35.0172,51.8895,131.4835,10047.1209,3.75,0.25,val
+14832,Canada,NAM,cool_moist,-79.65869,43.54697,110,34,unknown,unknown,41.5,0,0,0,0,0,0,0,1,0,3.2,0,12.4,30.5,10,0,0,0.014,0,20.2232,5.59,44071,45407,111169,63,62.97,63,25.196,30.6566,19.6765,25.25,15.5,34,42.75,56.5,53.3125,35.262,49.2366,95.4613,8814.9445,2,0,val
+14833,Canada,NAM,cool_moist,-79.52194,43.610761,92,54,unknown,unknown,44.7,0,0,0,0,0,0,0,0,0,2.5,0,7.6,40.1,3,0,0,0,0,61.7599,6.58,38518,49359,116773,63,55.81,63,22.0025,27.6897,16.7562,21.6667,12,30.3333,39.6667,55,53.0833,32.3941,45.2778,89.2462,7361.0564,2.3333,0,val
+14835,Canada,NAM,cool_moist,-79.86167,43.25778,94,61,unknown,unknown,13.8,0,0,0,0,1,0,0,0,0,0,0,21.4,10.7,50,0,0,0.465,0,4.52396,4.25,47926,47926,47926,63,62.54,63,25.7487,29.9305,21.5543,25,16.75,33.75,43.25,58,55.3438,34.7427,49.7028,92.9744,9371.0415,2,0,val
+14836,Canada,NAM,cool_moist,-79.86278,43.22942,212,127,unknown,unknown,13.8,0,0,0,0,1,0,0,0,0,0,0,21.4,10.7,50,0,0,0.465,0,4.52396,4.25,47926,47926,47926,63,62.53,63,29.523,34.1011,24.9123,28.75,20.25,38,47.5,61.49,58.7812,38.9003,54.26,124.3204,14195.1294,5.5,0,val
+14841,Canada,NAM,cool_moist,-80.963,46.47567,259,1,unknown,unknown,0,2.1,0,0,0,56.2,0,0,0,0,3.2,0,2.7,2.1,30.9,0,0,0,0,0.771436,1.33,3983,3986,3989,55,51.95,61,28.6307,32.1063,25.1703,28.6667,21,35.6667,42.6667,53.3333,51.7917,35.532,46.761,81.2137,6948.7385,1.3333,0,train
+14845,Canada,NAM,cool_moist,-84.30992,46.53319,252,64,unknown,unknown,11.2,1,0,0,10.7,50,0,0,1.1,0,0,1.4,2.6,2.4,18.6,0,0,0,0,0.617642,1.15,4329,4638,11778,61,56.78,63,28.4538,31.4278,25.46,28.25,21,35.25,42.5,54.25,52.2812,34.9347,46.8694,78.0825,6443.2217,1.75,0,train
+14849,Canada,NAM,cool_moist,-89.29017,48.37939,207,5,unknown,unknown,32,1.9,0,0,0,48.9,0,0,0,0,0,0,1.6,3.3,10.6,0,0,0,0,0.107753,1.07,2325,4414,4418,60,52.95,62,25.5496,29.9465,21.1277,26.5,16.9375,34.25,40.75,48.75,47.0938,33.6803,44.9127,27.3297,3918.2424,0,0,train
+14851,Canada,NAM,cool_moist,-81.20642,43.00672,273,18,unknown,unknown,0,0,0,0,0,0,0,0,0,0,0,0,70,8.2,21.4,0,0,0.552,0,5.41787,2.29,13546,13556,15732,62,61.38,63,27.5729,32.8704,22.2692,26.6667,18.3333,35.3333,45.3333,60,58.25,37.1185,52.1963,130.4951,12424.4882,4.6667,0,test
+14854,Canada,NAM,cool_moist,-82.40508,42.98228,182,13,unknown,unknown,23.9,1,0,0,1.8,1.4,0,0,0,0,0,0,36.6,6.6,27.6,0,0,1.383,0,2.60329,3.3,6700,20989,20989,63,60.94,63,29.667,34.4285,24.8795,29.25,20.25,37.75,46.5,62.25,60.125,38.9119,54.9333,164.5127,14345.4467,7.75,0.25,train
+14857,Canada,NAM,cool_moist,-78.34622,44.30192,236,43,unknown,unknown,4.7,0,0,0,0,8.5,0,0,0,0,0,1.7,6,1.6,75.8,0,0,0.376,0,1.54346,1.85,11615,17776,17776,63,55.08,63,29.0171,33.3622,24.6836,28.75,20.75,36.5,44.5,58.5,56.0729,37.4397,49.6174,146.4039,10786.6523,4.75,0,val
+14858,Canada,NAM,cool_moist,-74.73522,45.01797,59,7,unknown,unknown,5.6,1.9,0,0,19.4,19.1,0,0,0,0,0,0,4.1,1.2,47.2,0,0,0,0,5.05072,2.04,7855,9520,9520,59,51.53,62,26.9671,30.7403,23.1977,27,18.5,34.75,42.5,53.545,51.1562,34.7996,45.7228,64.7286,6501.6463,0.5,0,train
+14860,Canada,NAM,cool_moist,-79.23475,43.16006,109,25,unknown,unknown,22.6,1.9,0,0,2.3,1.7,0,0,0,0,0,0,7,14.4,48.5,0,0,0.46,0,1.06242,3.39,21652,21987,21987,62,61,63,28.3992,33.1438,23.6319,28.25,19.5,37,46.25,60.5,57.9062,37.7576,53.0591,110.6063,12406.001,2,0,val
+14861,Canada,NAM,cool_moist,-80.29264,43.13861,210,11,unknown,unknown,0,0,0,0,0,0,0,0,0,0,0,0,32.8,2.5,63.4,0,0,0.653,0,2.11023,3.01,20259,20259,20259,61,48.99,62,28.9696,35.6241,22.3251,29,19,38,47.5,62.02,60.1562,40.0256,54.3056,131.4251,15623.7461,6,0,val
+14863,Canada,NAM,cool_moist,-80.50381,43.44383,325,18,unknown,unknown,0,0,0,0,0,0,0,0,0,0,0,0,34.7,9.5,53.9,0,0,0.589,0,1.86803,2.54,25531,25549,25549,63,62.19,63,28.3083,33.4607,23.1765,28,19.3333,36.6667,45.6667,59.3333,57.2083,37.8452,51.4889,113.0668,12456.056,4,0,val
+14866,Canada,NAM,cool_moist,-79.70228,43.48692,177,72,unknown,unknown,42.9,0,0,0,1.2,0,0,0,0,0,2.8,0,11.8,22.9,15.9,0,0,0.412,0,69.107,4.79,19488,35933,87201,63,62.17,63,27.7026,32.3391,23.0289,27.5,18.75,36,44.75,60,57.125,37.1655,52.4704,125.4984,11643.0995,4.5,0.25,val
+14868,Canada,NAM,cool_moist,-78.89492,43.94594,162,31,unknown,unknown,29,0,0,0,0,4.6,0,0,0,0,0,0,8.8,9,46,0,0,0.595,0,18.5717,4.18,19061,19302,31816,62,57.87,63,27.1624,31.7365,22.6058,27,18.75,34.25,41.75,56.75,54.0625,36.0406,49.0788,132.9994,8943.1948,4.25,0,val
+14869,Canada,NAM,cool_moist,-80.26466,43.54549,335,22,unknown,unknown,0,0,0,0,1.4,3.4,0,0,0,0,0,0,14.4,9.7,69.5,0,0,0.92,0,19.2407,2.69,14347,22316,25549,63,60.28,63,29.3218,34.9502,23.6824,29.25,20.25,37.75,46.75,60.5,58.5,39.3154,52.6717,124.8317,14267.5218,4.5,0,val
+14870,Canada,NAM,cool_moist,-79.44928,46.32323,223,17,unknown,unknown,21.7,0,0,0,4.5,64.4,0,0,0,0,0,0,0,1.8,5.6,0,0,0.027,0,0.116801,1.01,2263,2281,2285,60,50.66,60,27.0655,30.9628,23.1793,27.5,18.5,34.75,42.75,53,51.1562,35.1154,46.1444,79.143,6646.1837,1.25,0,test
+14874,Canada,NAM,cool_moist,-81.54972,44.31447,230,35,unknown,unknown,45.9,0,0,0,0,2.7,0,0,0,0,0,0,30.8,0,17.9,0,0,0.924,0,0.166383,1.41,72,511,6116,19,20,54,32.57,35.126,30.0108,32,24.75,38.75,46.25,61,59.0625,39.0458,49.6602,159.9102,12318.5949,6,0,test
+14875,Canada,NAM,cool_moist,-80.270282,42.856896,236,32,unknown,unknown,23.9,0,0,0,0,1.1,0,0,0,0,0,0,36.2,0,36.7,0,0,1.044,0,0.26542,2.62,1215,5695,5695,36,29.33,59,33.1612,37.4201,28.9004,32.25,24.75,40.5,49.25,64,61.5,41.322,54.9893,166.1595,17175.9418,7.5,0,val
+14880,Canada,NAM,cool_moist,-79.80136,43.31416,83,29,unknown,unknown,30.8,0,0,0,1.2,1.2,0,0,0,0,1.4,0,15.5,15.3,32.8,0,0,0,0,23.4054,4.57,9039,32961,47926,60,56.17,63,26.3814,31.4741,21.2796,26,16.5,35,44.25,57.75,55.3438,36.0526,51.7889,114.5147,10110.7275,2.25,0,val
+14883,Canada,NAM,cool_moist,-78.93151,45.22116,321,26,unknown,unknown,3.3,0,0,0,14.7,79.3,0,0,0,0,0,0,0,0,0,0,0,0.017,0,0.125455,1,64,64,365,5,2.6,47,27.9169,33.179,22.6642,28.5,19.25,36,43.75,55.25,53.0521,37.1139,48.4768,89.937,8839.4149,1.75,0,val
+14886,Canada,NAM,cool_moist,-81.74289,43.33308,189,12,unknown,unknown,35,0,0,0,1.1,0,0,0,0,0,0,0,52.8,0,8.4,0,0,1.866,0,0.908914,1.73,341,1000,4571,24,14.02,56,33.3448,37.8747,28.8404,33,25,40.25,48.75,66.5,63.75,42.0683,57.5278,258.1657,18550.4601,13.75,3.25,train
+14896,Canada,NAM,cool_moist,-79.70417,44.39222,250,54,unknown,unknown,15.9,0,0,0,3.1,10,0,0,0,0,0,0,22.7,2.3,44.2,0,0,0.339,0,0.915931,2.25,21757,22467,22467,63,60.71,63,25.964,30.7913,21.1255,26.25,17.25,34,41.75,53.5,51.7054,34.9035,46.6331,96.7489,7225.3048,2.25,0,val
+14897,Canada,NAM,cool_moist,-79.48325,44.04431,273,42,unknown,unknown,1.1,0,0,0,1.2,4,0,0,0,0,1.2,0,19.1,11.1,61.2,0,0,0.616,0,8.90572,3.18,30455,30455,36387,63,58.8,63,29.3445,33.7887,24.8696,29.5,20.75,37.25,46,59.655,57.5402,38.1767,51.407,142.1849,12128.9233,4.75,0.25,val
+14898,Canada,NAM,cool_moist,-80.03817,45.33786,181,76,unknown,unknown,15.3,3.5,0,0,7.8,67.6,0,0,2.2,0,0,0,0,0,1.8,0,0,0.036,0,0.069,1.38,587,4812,4812,34,22.11,52,30.3525,34.2055,26.5157,30.75,22.5,37.75,45.25,58.75,56.25,37.9009,49.0389,112.5689,10337.3186,4,0,val
+14899,Canada,NAM,cool_moist,-81.16289,42.67208,217,42,unknown,unknown,42.7,0,0,0,0,0,0,0,0,0,0,0,41.2,0,14.3,0,0,0,0,0.048912,2.41,49,458,15732,7,7.94,61,33.5941,37.9429,29.2581,32.25,24.25,41,50.5,66.5,64.5938,42.0689,57.725,204.3962,19204.5979,13,0.5,test
+14900,Canada,NAM,cool_moist,-77.3955,44.15053,85,13,unknown,unknown,10.8,1.5,0,0,2,13.8,0,0,1.1,0,1.2,2.1,8.8,2.2,56.1,0,0,0.465,0,0.30346,2.22,8328,10135,13563,53,41.52,62,28.7448,33.4175,24.0731,28.5,20.25,36,44.75,60,57.0938,37.5464,50.6844,147.0032,11272.0365,5,0,train
+14902,Canada,NAM,cool_moist,-75.18994,44.89975,69,8,unknown,unknown,2.4,1.4,0,0,20.2,15.8,0,0,0,0,0,0,13.4,0,45.5,0,0,0,0,0.116304,1.84,2360,2360,3126,40,19.48,60,28.1779,32.2003,24.1713,28.5,20.25,36,43.25,54.75,52.6875,36.4127,47.12,81.3222,7887.9148,1,0,train
+14903,Canada,NAM,cool_moist,-82.20831,42.40369,194,1,unknown,unknown,14.3,0,0,0,0,0,0,0,0,0,0,0,82.8,1,0,0,0,1.325,0,0.964103,2.89,19833,19833,19833,60,45.16,62,30.1511,35.1164,25.1896,29.25,20.75,37.75,47.25,63.5,61,39.2968,56.1167,162.7635,15715.7228,7,0.25,train
+14907,Canada,NAM,cool_moist,-77.441194,45.996722,180,38,unknown,unknown,3.2,0,0,0,5.3,82.3,0,0,0,0,0,0,0,0,6.3,0,0,0,0,0.119235,1.06,39,1216,6508,7,9.17,59,27.4949,31.1607,23.8348,27.75,19,35.5,42.75,52,50.9688,34.595,46.525,56.9419,6374.9127,0.5,0,train
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+14910,Canada,NAM,cool_dry,-97.14652,49.89809,229,6,unknown,unknown,0,0,0,0,0,0,0,0,0,0,2.9,0,77.4,11.1,7.9,0,0,0.263,0,0.739786,1.47,18548,18564,18596,63,63,63,23.5645,27.4356,19.5616,23,15.5,31,39,48.5,46.9598,31.5195,43.7174,34.5231,3942.7689,0,0,train
+14911,Canada,NAM,cool_dry,-99.9206,49.83918,385,29,unknown,unknown,0,0,0,0,0,0,0,0,0,0,0,0,92.9,0,5.7,0,0,2.93,0,0.056899,1.03,3655,3725,6389,61,51.59,63,26.3029,30.5657,21.9774,26.5,18.75,33.5,40.75,49.43,47.5312,33.8208,45.4128,30.0541,4754.7332,0,0,train
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+14916,Canada,NAM,cool_dry,-104.61722,50.45017,585,8,unknown,unknown,0,0,0,0,0,0,0,0,0,0,1.3,0,95.8,2.7,0,0,0,0.495,0,1.28836,1.08,20963,20963,20963,63,62.85,63,22.4467,25.2417,19.5355,21.5,15,29,36.25,45.75,43.875,28.6157,39.8018,26.2792,2973.4086,0,0,test
+14918,Canada,NAM,cool_dry,-106.66293,52.13613,483,5,unknown,unknown,0,0,0,0,0,0,0,0,0,0,3.6,0,87.3,3.7,5.1,0,0,0.337,0,7.71394,1.04,19070,19209,19209,63,62.97,63,23.7003,27.7725,19.5424,23,15.5,31.5,39.25,48.5,46.4688,31.7583,44.2282,31.0897,3864.7532,0,0,train
+14919,Canada,NAM,cool_dry,-105.75203,53.201694,436,12,unknown,unknown,0,6.1,0,0,0,3.7,0,0,0,0,0,0,63.4,1,24.3,0,0,1.021,0,0.497636,0.63,5074,5598,5598,63,56.3,63,24.5334,27.0099,21.8292,24.75,18,31.25,36.5,43.5,42,30.3203,40.8009,16.7831,1703.9155,0,0,train
+14923,Canada,NAM,cool_dry,-107.81689,50.285833,753,8,unknown,unknown,0,0,0,0,0,0,0,0,0,0,7.3,0,92.3,0,0,0,0,1.7,0,0.143448,0.79,4433,4433,4433,62,45.75,63,25.8594,29.9184,21.5306,25.75,18.25,33.5,40,47.75,45.625,33.8548,43.7505,23.8199,4042.5924,0,0,val
+14925,Canada,NAM,cool_dry,-113.526,53.50022,675,37,unknown,unknown,0,0,0,0,0,0,0,0,0,0,4.9,0,50.3,16.6,25.4,0,0,0.931,0,20.6747,2.53,14518,14532,19411,63,63,63,23.6976,28.9026,18.5317,23.5,12.5,33.5,43.5,53.75,52.1562,33.8214,49.4556,64.7588,8746.5257,0,0,test
+14926,Canada,NAM,cool_dry,-113.36811,53.54823,670,47,unknown,unknown,0,0,0,0,0,0,0,0,0,0,4.6,0,47.3,16.4,29.3,0,0,0.606,0,49.0088,2.28,4403,11116,19411,63,63,63,22.3289,26.6309,18.1049,21.75,12,31.5,41,50.75,49.1354,31.3359,46.5194,41.1854,5409.4397,0,0,test
+14928,Canada,NAM,cool_dry,-113.49884,53.54445,663,34,unknown,unknown,0,0,0,0,0,0,0,0,0,0,4.7,0,52.6,16.5,23.8,0,0,0.068,0,47.6036,2.5,14503,14518,19411,63,63,63,19.2513,22.8368,15.754,18,10,27.5,36.5,46.75,45.2812,26.9599,42.6242,28.7861,2998.775,0,0,test
+14929,Canada,NAM,cool_dry,-114.02542,51.00943,1029,23,unknown,unknown,0,0,0,0,0,0,0,0,0,0,8.3,0,52.9,19.9,17.3,0,0,1.742,0,18.3693,2.05,22218,22238,22258,63,63,63,18.8339,-999,-999,-999,-999,-999,-999,-999,-999,-999,41.5873,-999,-999,-999,-999,train
+14931,Canada,NAM,cool_dry,-114.14529,51.08018,1120,45,unknown,unknown,0,1,0,0,0,1.1,0,0,0,0,10,0,48.5,20.2,18.4,0,0,0,0,0.289748,2.11,22178,22178,22258,63,63,63,25.3246,31.0278,19.6604,25.5,14.5,35.75,44.5,53.25,52.0938,36.0071,49.2691,49.1179,9276.0967,0,0,train
+14933,Canada,NAM,cool_dry,-114.07517,51.04761,105,10,unknown,unknown,0,1,0,0,0,0,0,0,0,0,9,0,50.8,19.9,18,0,0,0,0,18.3693,2.05,22198,22218,22258,63,63,63,19.9046,23.9669,15.8655,19.5,9.75,29,36.75,45.75,44.6875,28.2062,42.9528,24.5684,2773.7827,0,0,train
+14934,Canada,NAM,cool_dry,-113.79411,52.29881,858,12,unknown,unknown,0,0,0,0,0,0,0,0,0,0,1.7,0,86.6,1.6,8.7,0,0,0.831,0,5.02285,1.21,15746,19695,19695,63,59.56,63,20.631,26.4846,14.5035,20.25,8.75,30.75,39.75,49.25,47,30.7009,45.6457,33.2735,4440.5481,0,0,train
+14936,Canada,NAM,cool_dry,-110.68116,50.04893,709,40,unknown,unknown,0,0,0,0,0,0,0,0,0,0,71.6,0,26.9,1.5,0,0,0,1.62,0,1.63275,1.25,6884,6884,6896,63,55.63,63,28.0516,33.5691,22.587,28.5,19.25,37.25,45,53.25,52.0982,37.8881,49.7247,43.4579,9968.8642,0,0,train
+14937,Canada,NAM,cool_dry,-112.8006,49.71621,918,81,unknown,unknown,0,0,0,0,0,0,0,0,0,0,18.8,0,79,2,0,0,0,6.291,0,3.14228,1.03,4737,8675,8675,63,55.62,63,30.6246,35.1091,26.323,31.6667,22,39,46,54.6667,53.2083,39.0705,50.3889,46.9471,10831.1272,0.3333,0,train
+14938,Canada,NAM,cool_dry,-113.22328,53.69887,628,16,unknown,unknown,0,0,0,0,0,0,0,0,0,0,2.2,0,61,8.6,26.3,0,0,1.53,0,94.1245,2.06,3355,3355,14503,63,55.95,63,21.6812,26.4825,16.9513,21.6667,11.3333,31.3333,39,49.3333,47.6667,31.4476,44.7982,36.3232,4518.3359,0,0,test
+14939,Canada,NAM,cool_dry,-112.92781,53.7999878,632,15,unknown,unknown,0,0,0,0,0,1,0,0,0,0,0,0,71.6,0,24.5,0,0,3.101,0,1.972,1.41,24,469,3801,53,36.83,63,26.1319,30.9497,22.0439,26.6667,18,35,42.3333,52,49.3393,35.3158,47.363,60.2504,7743.9456,1.3333,0,test
+14940,Canada,NAM,cool_dry,-111.3902,56.7328,260,12,unknown,unknown,0,67.6,0,0,0,27.2,0,0,0,0,2.8,0,0,1.2,0,0,0,0.075,0,0.214583,0.83,10,10,10,63,54.84,63,18.7191,23.2098,14.0464,17.25,8,27.25,36.5,49,46.1354,27.8428,44.6032,37.8493,3560.5461,0,0,test
+14941,Canada,NAM,cool_dry,-111.47611,56.75222,355,115,unknown,unknown,0,67,0,0,0,28.4,0,0,0,0,2.4,0,0,1.2,0,0,0,0.055,0,0.21458,0.88,10,10,10,63,47.11,63,23.1813,27.1709,19.0362,23,14.25,31.25,40,50.5,47.5625,31.5547,45.5481,43.7041,5005.8421,0,0,test
+14942,Canada,NAM,boreal_dry,-111.6405,57.18941,268,13,unknown,unknown,0,63,0,0,0,17,0,0,0,0,15.1,0,0,0,1.5,0,0,0.041,0,0.216918,1.75,377,377,377,43,34.34,63,20.018,24.6154,15.0986,19,8.75,29.75,38.5,50.5,48.2396,29.329,46.0399,63.7576,4885.3662,2.25,0,test
+14943,Canada,NAM,boreal_dry,-111.6424,57.1492,342,42,unknown,unknown,0,63,0,0,0,18.2,0,0,0,0,14.9,0,0,0,0,0,0,0.041,0,0.216918,1.75,31,377,377,38,37.27,63,18.6492,24.1226,12.8481,17,5.75,28.5,38,50.035,48.3125,29.2949,46.0133,50.0936,4827.9055,0.75,0,test
+14946,Canada,NAM,cool_dry,-112.86812,53.68238,714,24,unknown,unknown,0,0,0,0,0,1,0,0,1.4,0,0,0,62.1,0,33.9,0,0,0.11,0,1.35635,1.29,1,802,3801,10,9.8,63,27.6512,31.9872,23.3378,27,19,36,44.25,53.5,51.5312,35.7179,49.4438,52.9579,9039.0546,0.75,0,test
+14947,Canada,NAM,cool_moist,-118.17837,53.64675,1500,52,unknown,unknown,0,96.2,0,0,0,0,0,0,0,0,3.1,0,0,0,0,0,0,0,0,0.008069,0.45,5,5,5,0,0.3,18,44.3072,43.9021,42.2247,44.5,35,51.5,57.5,65.5,61.5893,47.2275,58.2576,94.7543,31054.9622,4.5,0,train
+14948,Canada,NAM,cool_moist,-114.76835,53.37255,789,47,unknown,unknown,3.1,2.7,0,0,0,21,0,0,1.4,0,2.8,0,10.8,0,57.3,0,0,1.99,0,0.868283,1.57,163,163,5610,0,8.46,63,29.3933,34.0902,24.4603,29.25,20,38.75,46,56.5,54.0625,37.9095,50.7949,59.1315,11125.7689,0,0,train
+14949,Canada,NAM,cool_moist,-115.13806,53.14222,1000,48,unknown,unknown,0,12.7,0,0,0,50.7,0,0,0,0,1,0,5.2,0,29.5,0,0,0.521,0,9.74544,0.93,35,35,5610,11,10.75,63,30.6389,34.7035,26.3605,31,22,39.25,46.75,56.25,54.4583,38.279,51.008,56.5023,11435.719,0,0,train
+14950,Canada,NAM,cool_moist,-119.39682,55.19634,762,62,unknown,unknown,0,2.7,0,0,0,16.2,0,0,0,0,0,0,63.3,0,15.6,0,0,2.111,0,0.124954,0.52,438,710,1870,21,19.86,48,29.3663,32.3254,26.2588,29.5,21.5,37.5,44.25,52.25,50.4062,35.7666,48.4639,38.418,7096.0913,0,0,train
+14951,Canada,NAM,cool_moist,-115.85726,53.62174,800,30,unknown,unknown,0,17.9,0,0,0,55.8,0,0,1.3,0,1.8,0,6.5,0,16,0,0,0.053,0,0.197517,0.84,5,5,6,12,8.38,30,27.2489,33.1075,21.0349,28.3333,16.3333,38.3333,45.6667,54.28,52.75,37.7125,50.0372,44.4104,9947.6716,0.3333,0,train
+14953,Canada,NAM,boreal_dry,-111.17683,58.70879,238,12,unknown,unknown,17.6,14.1,0,1.6,0,20.9,0,0,11.5,3.8,12.2,4.5,2.1,0,9.4,0,0,0.014,0,0.114452,0.3,1,7,190,19,7.48,33,26.8681,28.3683,25.2951,27,20.5,33.25,39.25,46.25,44.4196,31.1966,41.9251,22.4481,2207.2394,0,0,test
+14954,Canada,NAM,cool_moist,-114.7,51.95,1140,51,unknown,unknown,0,18.7,0,0,0,13.6,0,0,1.4,0,1.2,0,21.9,0,43,0,0,0.117,0,0.081086,0.96,19,60,2623,10,15.11,56,31.8622,35.9989,27.5361,32.5,24,40.25,46.75,55.25,53.4062,39.2051,50.8609,50.3261,11434.1809,0,0,train
+14955,Canada,NAM,cool_moist,-118.78662,55.00003,658,7,unknown,unknown,0,6.3,0,0,0,70.7,0,0,0,0,0,0,10.1,1.2,9.7,0,0,0.551,0,0.02135,0.67,2,2,9715,18,12.94,63,22.6012,26.8141,18.3672,23,12.25,32,40,49,47.3259,31.2201,45.6083,29.7682,4264.2088,0,0,train
+14956,Canada,NAM,cool_moist,-112.88017,53.76036,767,78,unknown,unknown,0,0,0,0,0,1.1,0,0,1.1,0,0,0,67.3,0,28.6,0,0,1.589,0,1.28426,1.34,20,167,3801,15,23.55,63,29.9829,33.1797,26.6389,29.5,22.5,37.5,45.5,54.25,52.3021,36.8175,49.5179,55.8962,9272.4492,0.25,0,test
+14959,Canada,NAM,cool_moist,-114.46061,53.0903,900,6,unknown,unknown,2.7,0,0,0,0,18.3,0,0,2.2,0,1.3,0,18.3,0,56.5,0,0,1.238,0,0.301337,1.07,44,54,769,8,12.12,35,22.9045,27.4246,18.1631,22.75,15,30.25,38.25,48,45.625,30.6756,43.6488,40.0501,8419.9616,0.25,0,train
+14961,Canada,NAM,cool_moist,-116.4306,53.5874,894,25,unknown,unknown,0,53.7,0,0,0,38.5,0,0,0,0,0,0,1.3,0,4.4,0,0,0,0,0.025111,0.65,1261,1304,1304,60,40.64,63,25.6562,31.7485,19.3511,26,13.25,37,46,54.5,53.0625,36.4665,49.4222,47.8349,10148.4418,0.5,0,train
+14963,Canada,NAM,cool_moist,-114.2211,53.3016,772,54,unknown,unknown,0,0,0,0,0,6,0,0,1.3,0,1.3,0,46.7,0,42.6,0,0,2.202,0,1.03103,2.11,76,76,1958,9,9.76,49,25.5543,29.4022,21.5629,25,16.6667,33.3333,42,52.7933,50.8333,33.4802,47.9453,45.1356,6967.7043,0.3333,0,train
+14971,Canada,NAM,cool_dry,-110.174,54.458,556,32,unknown,unknown,18.3,0,0,0,1,41.1,0,0,2.1,0,0,0,5.6,0,29.5,0,0,0.152,0,3.15097,0.74,557,1933,2203,53,37.7,62,25.0059,29.9804,20.0997,25.75,15,34.25,42.75,52,50.5312,33.9299,48.325,49.9392,6952.5116,0,0,train
+14972,Canada,NAM,cool_moist,-111.5026,54.2165,679,54,unknown,unknown,0,0,0,0,0,11.8,0,0,0,0,0,0,45.4,0,40.3,0,0,0.303,0,0.501162,0.84,25,25,308,0,0.55,34,28.2171,30.8825,26.5986,29,21.6667,36.6667,44.3333,51.7067,50.5536,34.0765,46.6275,37.5382,6988.4513,0,0,train
+14977,Canada,NAM,cool_moist,-122.97071,49.27921,105,60,unknown,unknown,13.7,48.2,0,0,0,8.5,0,0,0,0,0,0,5.6,19.8,1.8,0,0,0,0,58.7864,4.14,33890,35966,74904,62,61.06,63,16.8568,19.8749,13.7536,15.75,7.5,24.75,32,39.5,37.4688,24.3617,37.5227,10.1879,418.3448,0,0,train
+14978,Canada,NAM,cool_moist,-122.84929,49.28089,17,0,unknown,unknown,5.2,53,0,0,0,13.1,0,0,0,0,0,0,4.8,18.4,3.3,0,0,0.069,0,29.2128,3.79,12730,24734,74904,61,59.57,63,14.0888,18.9583,9.0672,11.5,2.75,23.25,32.25,41,38.8125,24.0945,38.8581,12.7262,757.4443,0,0,train
+14979,Canada,NAM,cool_moist,-123.12188,49.28227,33,24,unknown,unknown,34.3,36.1,0,0,0,6.6,0,0,0,0,0,0,3.8,16.5,0,0,0,0.142,0,0.610865,3.23,71681,74904,74904,62,61.89,63,10.1189,14.3157,7.8391,8.5,2.5,18,26,35,32.625,18.4196,28.9019,5.2036,52.4033,0,0,train
+14980,Canada,NAM,cool_moist,-123.16333,49.26167,39,21,unknown,unknown,40.6,28.4,0,0,0,6.5,0,0,0,0,0,1.1,4.4,17,0,0,0,0.118,0,0.610865,3.23,55135,72504,74904,63,61,63,15.0016,19.7956,10.1025,12.5,2.75,24.75,33.75,42,40.125,25.0584,39.5528,12.7433,879.8137,0,0,train
+14981,Canada,NAM,cool_moist,-122.98556,49.21519,125,113,unknown,unknown,20,37.8,0,0,0,9.6,0,0,0,0,0,1.1,6.7,20.6,2.2,0,0,0.113,0,58.7864,4.14,27672,33918,74904,62,61.91,63,17.1855,19.9735,14.3147,16.75,7.75,25.5,32.25,39,37.2009,24.3025,36.9755,7.9614,262.4356,0,0,train
+14983,Canada,NAM,cool_moist,-123.02042,49.30147,4,7,unknown,unknown,20.8,44.4,0,0,0,7.5,0,0,0,0,0,0,4.9,18.8,1.2,0,0,0,0,37.308,3.49,53432,74841,74904,63,61.46,63,14.4857,17.308,11.5854,13,6,21.25,29,37,34.7188,21.5773,35.1194,7.346,163.5779,0,0,train
+14987,Canada,NAM,cool_moist,-122.90167,49.15833,117,97,unknown,unknown,22.3,21.5,0,0,0,17.4,0,0,0,0,1,1.1,8.2,20.9,6.4,0,0,0.241,0,18.3732,3.92,9448,17476,74904,62,60.36,63,17.0564,20.3654,13.6651,16.25,7.25,26,33.25,40.67,38.9062,24.9668,38.275,10.1121,518.2115,0,0,train
+14988,Canada,NAM,cool_moist,-122.92227,49.27981,337,187,unknown,unknown,8,50.4,0,0,0,10.6,0,0,0,0,0,0,5.7,20.5,2.3,0,0,0.017,0,58.7864,4.14,24734,37351,74904,61,59.05,63,27.1678,27.6177,26.7058,27.5,21,34,39,45.25,43.5938,31.9557,42.8513,18.6878,1765.5592,0,0,train
+14989,Canada,NAM,cool_moist,-122.69422,49.13293,90,73,unknown,unknown,10.1,25.8,0,0,0,26.3,0,0,0,0,0,0,9.2,12.1,14.5,0,0,0.958,0,0.732817,3.46,19240,22461,37351,61,59.99,63,19.8385,23.5849,16.0223,19.5,10,29,36.25,44,42.4688,28.2686,40.8267,19.4096,1626.1187,0,0,train
+14990,Canada,NAM,warm_moist,-123.10822,49.14144,8,3,unknown,unknown,50.8,14.5,0,0,0,6.9,0,0,0,0,0,1.2,5.3,18.5,1.2,0,0,0.672,0,11.4779,2.85,19788,25690,74904,61,57.8,63,17.1213,22.038,12.0648,16,4.25,27.75,35.5,43.035,41.0938,27.118,40.6698,12.378,1105.848,0,0,train
+14994,Canada,NAM,cool_moist,-123.08349,49.32399,71,27,unknown,unknown,24,48.2,0,0,0,7.6,0,0,0,0,0,0,1.5,16.6,0,0,0,0.058,0,37.308,3.49,44936,74841,74904,62,61.1,63,17.2768,20.4271,14.0153,16.75,7.75,25.75,33,40.5,38.3527,25.3184,38.2818,10.8735,694.9679,0,0,train
+14995,Canada,NAM,warm_moist,-123.15242,49.18627,2,1,unknown,unknown,48.7,20.1,0,0,0,6.4,0,0,0,0,0,1.2,4.6,17,0,0,0,0.564,0,11.4779,2.85,22622,72504,74904,62,60.16,63,16.8665,21.1318,12.4912,16.25,5.3125,26.75,34,41.25,39.1562,25.8306,38.7567,10.3466,508.6232,0,0,train
+14996,Canada,NAM,cool_moist,-122.79157,49.288264,47,31,unknown,unknown,5.3,53.8,0,0,0,14.7,0,0,0,0,0,0,4.6,16.1,3.8,0,0,0.069,0,21.6113,3.8,21661,21661,74904,61,57.76,63,16.707,21.1457,12.1732,15.5,5.75,26,34.25,43.25,40.8438,26.1833,40.0041,21.5235,1386.7519,0,0,train
+14997,Canada,NAM,cool_moist,-122.74194,53.91472,588,6,unknown,unknown,0,51,0,0,0,42,0,0,0,0,1.1,0,0,1.5,3.2,0,0,0.116,0,1.22727,0.71,2677,2677,2692,63,59.94,63,19.8645,24.7642,15.106,20.3333,7.6667,30,38,47.6667,46.3527,29.3178,45.0065,23.9718,3179.2065,0,0,train
+15000,Canada,NAM,cool_moist,-123.363165,48.441942,29,25,unknown,unknown,65.3,14.5,0,0,0,12.3,0,0,0,0,0,0,0,5.9,0,0,0,0,0,0.496048,1.51,46535,46535,46535,61,54.35,61,18.6612,21.6428,15.6585,18.25,9.25,27.25,33.75,41,39.3214,26.0712,38.512,9.7598,571.7437,0,0,train
+15002,Canada,NAM,cool_moist,-123.49278,48.42389,86,108,unknown,unknown,54.8,25.4,0,0,0,12.9,0,0,0,0,0,0,0,5.8,0,0,0,0,0,0.728886,1.37,2618,9538,46535,43,36.38,61,22.9691,26.9331,18.674,23.6667,12.6667,33,39.3333,46,44.5,31.5779,43.6553,17.1311,2440.073,0,0,train
+15009,Canada,NAM,cool_dry,-119.477367,49.862336,347,4,unknown,unknown,9,71.7,0,0,0,0,0,0,1.6,0,6.1,1.2,2.2,5.2,1.8,0,0,0,0,0.676063,0.92,5805,7299,7322,62,55.13,63,23.8934,28.3836,19.4134,23.5,13.75,33.5,41.75,49.75,48.1071,32.7481,45.8072,32.9921,5409.7293,0.75,0,train
+15013,Canada,NAM,cool_moist,-122.30982,49.04258,63,56,unknown,unknown,0,22.1,0,0,0,38.8,0,0,0,0,1.7,0,13.4,2.4,20.4,0,0,0.661,0,1.8159,2.69,4870,4891,5066,60,53.92,62,18.818,23.276,14.27,18,7.75,28.5,36.25,44,42.7054,28.4075,40.5599,27.8292,1988.9399,0.25,0,train
+15015,Canada,NAM,cool_moist,-121.940279,49.155848,16,0,unknown,unknown,2.9,52.4,0,0,0,29.8,0,0,0,0,2.2,0,6.7,0,3.9,0,0,0,0,0.950448,1.16,3752,3752,4891,53,45.31,61,17.8198,23.0065,12.4638,17,6.75,27.25,35.25,44.25,42.7083,27.8456,39.8642,37.264,2168.2894,0.25,0,train
+15017,Canada,NAM,cool_moist,-122.70889,49.245233,5,1,unknown,unknown,5.3,46,0,0,0,22.1,0,0,0,0,0,0,5,12.3,7.9,0,0,0,0,21.6113,3.8,2553,6199,53432,59,54.72,63,18.4814,23.4618,13.3563,18.5,7,28.25,35.5,43.5,41.5938,28.1357,40.5072,20.4033,1564.7738,0,0,train
+15018,Canada,NAM,cool_moist,-122.567104,49.09561,89,69,unknown,unknown,6.1,18.3,0,0,0,27.4,0,0,0,0,1.2,0,13.1,9.2,23.7,0,0,1.306,0,2.92289,2.9,4570,4574,22461,48,40.35,63,20.6179,25.2888,15.7935,20.75,10.5,30,37,44.5,43.1875,29.9288,41.6096,24.7734,2050.0562,0.25,0,train
+15019,Canada,NAM,cool_moist,-121.49912,49.369887,39,18,unknown,unknown,5.1,72.6,0,0,0,19.3,0,0,1.2,0,1.2,0,0,0,0,0,0,0,0,0.028848,0.68,1061,1061,2049,12,9.08,35,18.2422,23.5648,12.7705,17.25,6.25,28.25,37,46.695,44.808,28.7579,41.2417,50.732,3024.3082,0,0,train
+15020,Canada,NAM,cool_moist,-122.582057,49.21494,54,42,unknown,unknown,3.4,46.9,0,0,0,23.7,0,0,0,0,0,0,6.3,9.1,9.2,0,0,0.19,0,17.3508,3.31,3414,4567,37351,58,49.88,63,19.0702,23.4217,14.5735,18.5,8.25,28.5,36,44.5,43.0625,28.2643,40.6583,31.6214,2060.6824,0.25,0,train
+15021,Canada,NAM,cool_moist,-123.15444,49.70639,6,11,unknown,unknown,9.8,60.5,0,0,0,15.9,0,0,1.9,0,3.2,0,0,0,0,8.2,0,0.056,0,1.05359,0.64,1896,2557,2639,35,19.49,47,17.2029,21.9997,12.4279,16,7,25.8125,34,42,40.2812,26.2453,38.2693,14.9786,1032.4144,0,0,train
+15023,Canada,NAM,cool_moist,-122.493227,52.981686,490,0,unknown,unknown,0,56.5,0,0,0,38.5,0,0,0,0,1.1,0,0,0,2.6,0,0,0.594,0,0.014395,0.56,2773,2773,2773,59,45.95,63,18.0681,24.2158,11.9989,15.75,5,29,38.75,48,46.4241,29.3421,45.6878,22.6395,3704.7119,0.25,0,train
+15027,Canada,NAM,cool_moist,-123.99389,49.20083,121,118,unknown,unknown,44.1,30.4,0,0,0,24.2,0,0,0,0,0,0,0,1,0,0,0,0,0,3.73597,1.04,11338,11338,11338,60,47.07,60,21.8391,24.0045,19.7078,22,14.25,29.25,35.75,42.5,41.2098,28.1465,40.345,12.5356,998.8428,0,0,train
+15029,Canada,NAM,cool_moist,-127.177324,54.783308,495,44,unknown,unknown,1.3,65.8,0,0,0,19.7,0,0,1.1,0,7.2,0,0,0,3,0,0,0.176,0,0.004332,0.37,2567,2567,2567,54,28.73,57,18.771,24.7244,13.2269,18,6.3333,28.6667,37.6667,47,45.6012,29.0568,43.8483,23.207,3342.7905,0,0,train
+15030,Canada,NAM,cool_dry,-122.150391,52.14428,631,100,unknown,unknown,0,95.4,0,0,0,0,0,0,0,0,1.5,0,0,0,0,0,0,0.208,0,0.134538,0.65,4171,4171,4171,62,44.25,62,21.6762,27.0759,16.2268,21.75,10,31.75,40.5,48.29,46.9152,31.6115,45.8679,25.4822,4400.8545,0.25,0,train
+15032,Canada,NAM,cool_moist,-125.24844,50.018425,63,53,unknown,unknown,31.6,41.4,0,0,0,26.5,0,0,0,0,0,0,0,0,0,0,0,0,0,0.143637,0.56,1036,2609,2689,47,30.31,51,20.8239,23.9017,17.7729,20.75,13,28.5,35,41.25,40.4286,27.613,39.3743,11.4648,777.6465,0,0,test
+15034,Canada,NAM,cool_moist,-117.295381,49.49055,562,68,unknown,unknown,1.5,85.4,0,0,0,8.6,0,0,1.7,0,2.2,0,0,0,0,0,0,0,0,0.011646,0.65,3601,3601,3601,44,19.38,47,22.3715,25.5061,19.2834,21.5,14.5,29.25,37,45.25,43.7589,29.1229,42.613,17.8822,2260.6368,0,0,val
+15035,Canada,NAM,cool_moist,-117.661527,49.317698,407,81,unknown,unknown,1.3,81,0,0,0,13,0,0,1.1,0,1.6,0,0,0,0,0,0,0.04,0,2.43066,0.54,1730,2818,4235,49,28.13,56,17.099,23.4306,13.1022,16,8.5,25.5,36,46.5,45.0804,28.2229,40.6926,23.9327,2812.887,0,0,val
+15036,Canada,NAM,cool_dry,-119.270723,50.260617,476,36,unknown,unknown,5,75.6,0,0,0,5.7,0,0,0,0,4.4,0,4.9,2.1,1.4,0,0,1.279,0,1.04956,0.81,2911,5165,5572,59,46.86,62,18.7307,24.0645,13.4376,16.5,5.75,29.75,39.25,47.25,45.8125,28.6091,43.9293,21.4147,3298.7742,0,0,train
+15038,Canada,NAM,cool_moist,-123.715846,48.784854,62,23,unknown,unknown,23,41.9,0,0,0,33.2,0,0,0,0,0,0,0,0,0,0,0,0,0,0.041927,1.24,4216,4216,5599,50,29.06,52,17.9657,23.5175,12.4928,17,5.5,28.25,36,44.05,42.8839,28.1943,41.3308,17.6786,1836.9394,0,0,train
+15040,Canada,NAM,cool_dry,-119.4625,49,302,37,unknown,unknown,0,51.3,0,0,0,0,0,0,0,0,37.4,0,6.2,1,2,0,0,0.207,0,0.020971,0.71,33,1071,3367,27,18.9,45,28.3649,31.5543,25.1866,28,20.5,36,42.5,49,47.625,34.4783,45.5874,25.7625,5466.5603,0,0,train
+15041,Canada,NAM,cool_moist,-125.541209,48.921799,14,0,unknown,unknown,68,22,0,0,0,9.7,0,0,0,0,0,0,0,0,0,0,0,0,0,0.400589,0.63,85,588,748,5,3.36,14,20.2529,21.7165,19.3999,20.3333,15.6667,25.6667,29,33,32,23.8941,33.0636,14.136,3042.6296,0,0,train
+15042,Canada,NAM,cool_moist,-124.996222,49.682603,27,25,unknown,unknown,41.2,25.8,0,0,0,31.1,0,0,0,0,0,0,0,0,0,0,0,0.287,0,0.022455,0.65,8074,8074,8074,53,34.15,56,16.9528,14.4247,9.6678,11,5.5,16,22.5,36.5,32.6429,17.8987,36.2468,54.7023,1091.243,0,1.5,test
+15043,Canada,NAM,boreal_dry,-135.049193,60.718609,643,6,unknown,unknown,1,50.8,0,0,0,0,0,12.3,25.8,0,8.7,0,0,0,0,0,0,0,0,0.923145,0.09,396,397,397,62,47.85,63,29.9054,-999,-999,-999,-999,-999,-999,-999,-999,-999,42.7531,-999,-999,-999,-999,train
+15044,Canada,NAM,boreal_dry,-135.05875,60.71972,640,0,unknown,unknown,1,50.8,0,0,0,0,0,12.3,25.8,0,8.7,0,0,0,0,0,0,0,0,0.923145,0.09,396,397,397,62,49.27,63,24.6272,28.3081,-999,25.5,17,35,42,46.5,44.9375,31.4278,39.9963,-999,3429.9061,0,-999,train
+15046,Canada,NAM,boreal_dry,-114.364,62.45207,193,94,unknown,unknown,27.1,3.8,0,2.4,0,0,0,3.1,24.2,33,3.7,1.5,0,0,0,0,0,0,0,0.000605,0.3,994,1248,1248,56,40.38,63,25.501,26.5026,24.3956,25.25,20,30.75,36.75,44,42.1875,29.4606,39.0463,13.8096,1182.8226,0,0,train
+15047,Canada,NAM,boreal_dry,-126.813057,65.27926,60,18,unknown,unknown,6.8,1.2,0,1,0,1.9,0,25.1,50.9,7,3.3,1.5,0,0,0,0,1,0,0,0.00037,0.27,20,36,52,41,24.6,53,22.2137,23.6983,20.745,21.75,15.25,28.5,34.75,43.5,40.2991,26.7692,36.8866,13.8101,1077.161,0,0,train
+15048,Canada,NAM,boreal_moist,-123.472869,60.235937,234,0,unknown,unknown,1.7,49.1,0,0,0,47.6,0,0,0,0,0,0,0,0,0,0,0,0.036,0,0.000588,0.36,0,39,39,13,3.49,18,22.8093,-999,-999,-999,-999,-999,-999,-999,-999,-999,31.062,-999,-999,-999,-999,test
+15053,Canada,NAM,cool_moist,-52.79476,47.50513,134,55,unknown,unknown,46.5,6.7,0,0,0,37.8,0,0,1.3,0,3.3,0,0,3.1,0,0,0,0,0,3.05215,0.67,2858,4931,18159,58,50.68,63,28.5956,29.4175,27.8095,28.5,22.75,35.5,40.25,45.25,44,32.3283,42.5097,16.1574,1967.6248,0,0.25,train
+15054,Canada,NAM,cool_moist,-52.71139,47.56,17,51,unknown,unknown,54.1,6,0,0,0,32.7,0,0,1.1,0,1.9,0,0,3.1,0,0,0,0.006,0,3.05215,0.67,1911,2853,18159,60,50.64,63,27.6155,28.3303,26.8562,28.5,22,34.5,38.5,43.75,42.375,32.565,40.1616,17.2142,1166.5237,0,0,train
+15056,United States of America,NAM,cool_moist,-70.62,42.97,18.288,0,unknown,unknown,73.5,1.7,0,0,1,12.6,0,0,0,0,0,1.1,0,6.8,2.5,0,0,0,0,0.03462,2.93,0,0,12063,0,0,62,30.3565,32.6359,27.6962,29.3988,23.4669,35.6133,42.8331,56.7391,54.9496,36.3134,45.358,140.4658,8561.1832,3,1,test
+15059,United States of America,NAM,cool_moist,-70.9517,43.1078,39.9288,26,unknown,unknown,9.8,1.9,0,0,3.6,63.8,0,0,0,0,0,0,0,11.8,7.2,0,0,0,0,3.40511,2.35,1218,5981,12063,21,27.52,62,31.3342,35.6251,26.7857,31.4029,22.9239,39.3071,46.9443,57.3508,55.7659,39.61,48.9094,101.0692,12401.5895,1.5,0,test
+15060,United States of America,NAM,cool_moist,-70.95,43.11,22.86,30,unknown,unknown,9.8,1.9,0,0,3.6,63.8,0,0,0,0,0,0,0,11.8,7.2,0,0,0,0,3.40511,2.35,1218,5981,12063,21,27.52,62,33.0755,-999,-999,-999,-999,-999,-999,-999,-999,-999,49.6122,-999,-999,-999,-999,test
+15070,Australia,PAN,warm_dry,138.4951,-35.135,56,70,other,suburban,52.5,0,1.3,0,0,2.4,0,0,9.3,0,4.7,0,17.6,9.6,0,0,0,0,0,1.5219,0.92,6481,12775,34148,62,47.98,63,20.8139,23.0119,18.5,21,15.6,26.2,30.4,38.268,35.875,26.4675,33.0404,14.1811,681.0755,0,0,test
+15071,Australia,PAN,warm_dry,138.6958,-34.6985,75,61,other,suburban,8.7,0,1.1,0,0,1.7,1.1,0,6.1,0,5.3,1.2,57.3,15.8,0,0,0,1.038,0,2.19027,1.45,7661,12066,35609,60,46.03,63,20.7297,23.4304,17.9217,20.8,15.8,25.6,30,38.4,36.1583,26.7493,35.1543,17.9647,661.7102,0,0,test
+15072,Australia,PAN,warm_dry,138.6651,-34.9214,123,73,other,suburban,23.3,0,3,0,0,3.7,0,1.1,16,0,5.6,0,16.9,26.7,1.7,0,0,0,0,24.5866,1.34,35609,35609,35609,62,52.17,63,22.7595,24.7449,20.6968,23.2,17.6,28,31.8,41,38.5,28.1411,35.8795,22.6617,1029.3093,0,0,test
+15073,Australia,PAN,warm_dry,138.5491,-34.9438,9,14,other,suburban,45.5,0,2.3,0,0,2.1,0,0,10.8,0,3.6,0,6.1,26.4,0,0,0,0.014,0,31.5751,1.37,27023,34148,35609,63,62.54,63,17.7842,21.8463,13.5912,18.6,11,25,29.4,37.6,35.25,25.4482,32.883,14.9797,568.5986,0,0,test
+15074,Australia,PAN,warm_dry,138.6229,-34.862,70,58,other,suburban,23.5,0,2.9,0,0,3.1,0,0,15.1,0,5.7,0,18.9,26.5,1.5,0,0,0,0,24.3182,1.49,24855,35434,35609,63,63,63,19.7642,22.5471,16.8829,20.2,14.6,25.4,30,37.6,35.4357,26.0864,33.2511,14.0718,550.2326,0,0,test
+15076,Australia,PAN,tropical_dry,115.6961,-31.6779,12,19,other,urban,52.6,0,0,0,0,0,0,3,20.4,5.5,3.3,0,4.6,9.7,0,0,0,0.244,0,0.123028,1.02,1456,1811,37286,56,38.87,63,23.0829,27.8336,18.3332,22.76,16.42,29.56,33.976,44.2092,42.19,31.422,41.938,51.2469,2388.9986,0.4,0.2,train
+15077,Australia,PAN,warm_dry,116.32,-31.7,318,73,other,rural,0,0,0,0,1.3,0,0,0,67,5.1,1.4,0,22.9,0,1.3,0,0,1.375,0,0.253173,0.96,50,1115,1463,4,0.76,26,21.9247,27.2674,16.5675,22.86,15.785,28.3,32.34,42.8976,40.7708,30.9242,41.5518,55.5557,2124.3393,0,0.2,train
+15078,Australia,PAN,tropical_dry,115.8348,-32.1106,14,2,other,urban,34.1,0,0,0,0,0,0,2.2,15.7,0,5,0,11.1,29.3,1,0,0,0.123,0,3.05125,1.4,7477,30812,41177,63,60.92,63,18.0844,23.1417,12.9939,18.6,10.4,25.78,30.78,39.998,37.17,27.6987,37.3472,37.8033,1357.1715,0,0,train
+15079,Australia,PAN,tropical_dry,115.762,-31.956,45,32,other,urban,56.5,0,0,0,0,0,0,1.3,2.5,0,1.7,0,1.9,35.3,0,0,0,0,0,10.4414,1.36,0,23611,41177,56,47.38,63,21.8062,26.4957,17.0711,21.66,15.18,28.72,33.14,42.5692,40.31,30.304,39.3553,39.8968,1850.1687,0.2,0.2,train
+15080,Australia,PAN,tropical_dry,115.9774,-31.8758,15,1,background,rural,5.3,0,0,0,0,0,0,3.4,34.6,2.7,6.4,0,10.2,33.5,2.4,0,0,0.124,0.167,3.81483,1.38,1460,2115,41177,61,56.38,63,18.7785,24.6432,12.8201,19.1,11.28,26.04,31.09,42.2632,39.2158,29.1379,40.9303,58.5024,1954.6386,0.2,0.2,train
+15081,Australia,PAN,tropical_dry,115.7485,-32.2627,6,3,other,urban,56.6,0,0,0,0,0,0,1.3,11,0,5.3,0,14.6,9.3,0,0,0,0,0,18.2017,1.23,0,2774,34481,58,50.24,63,20.6882,25.6049,15.6933,20.66,13.39,28.16,32.706,41.6172,39.155,29.5172,36.8782,41.9571,1659.4817,0,0,train
+15083,South Africa,SAF,warm_dry,28.6950139,-25.7076417,1751,70,unknown,rural,0,0,0,0,0,0,0,16.6,3.8,18.8,39.3,0,11.4,0,8.8,0,0,0,0,0.168101,4.4,142,18551,18551,22,18.76,61,40.4573,-999,-999,-999,-999,-999,-999,-999,-999,-999,-999,-999,-999,-999,-999,test
+15085,South Africa,SAF,warm_dry,28.3694444,-25.915,1753,20,unknown,suburban,0,0,0,0,0,0,0,5.9,1.5,12.5,18.3,0,21.5,18.6,21.4,0,0,0,0,0.253709,5.38,302,1066,216145,9,14.44,63,31.8341,40.1313,23.631,29.2367,19.6818,41.465,54.894,72.1732,67.0456,45.7445,67.5235,344.5366,29815.5468,25,3.3333,test
+15086,South Africa,SAF,warm_dry,28.4204139,-25.7225917,1754,45,unknown,suburban,0,0,0,0,0,0,0,8.4,7.6,24.6,25.9,0,7.8,12.7,12.1,0,0,0,0,2.56537,4.32,7639,72389,98521,61,43.95,63,27.6167,-999,-999,-999,-999,-999,-999,-999,52.2051,-999,-999,-999,-999,-999,-999,test
+15087,South Africa,SAF,warm_dry,27.6624889,-25.9671528,1755,199,unknown,rural,0,0,0,0,0,0,0,7.9,2.7,22.9,37.5,0,8.8,4.6,14.6,0,0,0,0,0.210603,3.34,592,786,42445,11,8.1,63,27.586,33.2674,21.7743,26.44,17.6108,35.6742,45.0497,58.7876,55.1022,37.7679,50.9911,138.7569,11349.525,4,0,test
+15088,South Africa,SAF,warm_dry,28.0324444,-26.2038111,1756,87,unknown,urban,0,0,0,0,0,0,0,4.6,0,3.9,11.1,0,9.9,58.3,11.6,0,0,0,0,13.4542,5.46,57402,230980,274817,63,63,63,20.1441,-999,-999,-999,-999,-999,-999,-999,-999,-999,-999,-999,-999,-999,-999,test
+15089,South Africa,SAF,warm_dry,28.1039639,-25.9129278,1757,57,unknown,suburban,0,0,0,0,0,0,0,7.2,0,7.9,16.1,0,15.2,35.7,16.9,0,0,0,0,3.13972,5.32,7922,32804,255846,63,59.67,63,28.6409,-999,-999,-999,-999,-999,-999,-999,-999,-999,-999,-999,-999,-999,-999,test
+15090,South Africa,SAF,warm_dry,28.1542111,-25.7530028,1758,50,unknown,urban,0,0,0,0,0,0,0,10.9,3.2,17.6,14.1,0,10.1,29.4,13.9,0,0,0.168,0,13.3381,4.57,46835,55480,182177,63,62.82,63,24.4494,-999,-999,-999,-999,-999,-999,-999,-999,-999,53.0025,-999,-999,-999,-999,test
+15091,South Africa,SAF,warm_dry,27.687475,-26.2026056,1759,72,unknown,suburban,0,0,0,0,0,0,0,11.9,1.4,20,32.5,0,12.3,15.1,6.8,0,0,0.008,0,3.9865,3.2,14617,37933,186004,63,52.91,63,38.707,-999,-999,-999,-999,-999,-999,-999,-999,-999,61.9166,-999,-999,-999,-999,test
+15092,South Africa,SAF,warm_dry,28.0374306,-26.2916306,1760,146,unknown,rural,0,0,0,0,0,0,0,5.1,0,6.4,14.1,0,13.8,51.5,8.6,0,0,0,0,13.4542,5.46,34388,37535,274817,61,57.91,63,37.9456,45.8827,22.8672,31.1108,19.3806,46.6254,60.485,79.5684,74.8763,53.0427,74.449,423.1964,45626.7427,46.5,20.5,test
+15093,South Africa,SAF,warm_dry,28.1044917,-25.6318778,1761,48,unknown,suburban,0,0,0,0,0,0,0,14.8,3.6,19.1,13,0,8.4,31.9,8.4,0,0,0,0,126.608,4.23,461,17144,182177,63,56.33,63,26.0514,37.2804,16.9435,25.1433,10.9751,40.6683,52.8676,67.1515,62.6405,45.8564,57.5536,187.2823,26508.8843,7.6667,1,test
+15095,South Africa,SAF,warm_dry,28.0070528,-26.5700333,1763,25,industrial,unknown,0,0,0,0,0,0,0,5.4,0,10.4,30.2,0,28.9,9.9,14.5,0,0,0.09,0,1.45134,5.57,12204,12204,156744,62,43.18,63,18.0451,27.5777,8.2688,13.6586,1.8036,30,43.8453,59.1649,52.3836,35.1139,53.1634,143.2507,12369.4563,2,0.25,test
+15096,South Africa,SAF,warm_dry,27.8531778,-26.5782194,1764,64,unknown,suburban,0,0,0,0,0,0,0,6.2,0,8.5,22,0,40.2,11.4,11.1,0,0,0,0,16.97,5.26,55994,72736,156744,61,50.39,63,21.834,30.8782,15.2143,21.2285,10.8512,33.2002,43.2025,59.589,55.0951,38.4072,56.7329,203.4478,12065.4013,5,2,test
+15097,South Africa,SAF,warm_dry,27.88115,-26.6883778,1765,20,unknown,suburban,0,0,0,0,0,0,0,5.1,0,7.2,25,0,37.3,12.4,12.5,0,0,0.042,0,7.58635,6.06,46400,58639,156744,63,58.07,63,25.9959,33.1525,14.8973,21.5968,9.61,35.2379,48.1311,63.3861,60.2476,42.6219,57.7217,191.3309,17755.3635,9.25,0,test
+15098,South Africa,SAF,warm_dry,27.9703917,-26.6614528,1766,11,unknown,suburban,0,0,0,0,0,0,0,5.3,0,8.1,29.7,0,31.9,12.3,12.2,0,0,0.064,0,966.779,6.44,22838,22838,156744,59,49.69,63,20.7993,32.5464,-999,19.6016,6.4359,33.8884,46.1853,60.4776,58.366,41.1355,55.5484,-999,14691.8866,9.3333,-999,test
+15099,South Africa,SAF,warm_dry,29.994225,-26.5177861,1767,44,unknown,suburban,0,0,0,0,0,0,0,1.4,0,22.8,32,0,34.4,0,8.7,0,0,0.034,0,2.87945,6.51,50606,50606,50606,59,33.29,61,29.8538,34.8281,24.8669,26.429,19.0593,37.6111,51.2587,73.7462,67.0759,40.965,67.8813,392.074,24727.7834,25.2,7.8,train
+15100,South Africa,SAF,warm_dry,29.7128,-26.1632194,1768,42,unknown,rural,0,0,0,0,0,0,0,3,0,9.6,13.9,0,63.1,0,10.3,0,0,0,0,0.96084,7.62,11827,11827,11827,20,10.66,46,29.8602,36.2867,22.8183,25.163,14.9504,40.4488,56.55,80.386,70.9159,42.3788,67.2353,390.282,27129.8097,24.6667,11.3333,train
+15102,South Africa,SAF,warm_dry,28.0088583,-26.1248028,1770,59,unknown,urban,0,0,0,0,0,0,0,5.2,0,3.4,11.4,0,10.1,55.3,14,0,0,0,0,27.1474,5.51,39982,48012,255846,63,63,63,17.8745,-999,-999,-999,-999,-999,-999,-999,-999,-999,49.6763,-999,-999,-999,-999,test
+15103,South Africa,SAF,warm_dry,28.0132222,-26.1147333,1774,59,unknown,urban,0,0,0,0,0,0,0,5.2,0,3.4,11.4,0,10.1,55.3,14,0,0,0,0,27.1474,5.51,39982,48012,255846,63,63,63,26.7643,-999,-999,-999,-999,-999,-999,-999,-999,-999,52.3591,-999,-999,-999,-999,test
+15104,South Africa,SAF,warm_dry,29.2475,-25.8681389,1772,111,unknown,suburban,0,0,0,0,0,0,0,30.5,0,9.9,24.6,0,21,6.7,5.7,0,0,0,0,2.35822,7.21,11292,45163,45163,62,48.08,63,26.6631,36.4487,19.0917,24.6966,12.8149,37.9527,50.3413,65.7368,60.8122,40.5979,58.5401,239.0191,22413.0369,15,3.3333,test
+15105,South Africa,SAF,warm_dry,28.0204417,-26.2305944,1773,16,unknown,urban,0,0,0,0,0,0,0,5.3,0,5.1,12.8,0,11.1,56.5,8.6,0,0,0,0,13.4542,5.46,31242,57402,274817,63,63,63,22.8974,-999,-999,-999,-999,-999,-999,-999,-999,-999,52.3382,-999,-999,-999,-999,test
+15106,India,SAS,tropical_dry,76.729535,30.665638,330,13,unknown,suburban,0,0,0,0,0,7.4,0,0,1.5,0,0,0,77.6,8.3,5.1,0,0,11.421,6.783,4.89976,3.01,30388,101006,128394,59,47.57,63,34.5776,48.7255,23.0484,32.2383,17.8742,50.9367,68.8127,89.6052,85.3338,56.6674,84.3482,446.5785,62552.6958,84.6667,18.3333,val
+15107,Chile,SAM,warm_dry,-70.6576004,-33.46350098,541,35,unknown,urban,0,0,0,0,0,0,9.7,31,4.1,0,9.2,0,10.6,30.7,1.2,0,2,1.562,0.753,27.7234,6.13,79779,140591,145725,63,63,63,14.655,24.3673,4.9383,7.7186,1.6396,22.596,40.946,57.4309,52.5098,30.9145,55.3738,112.1767,9970.6403,0.8,0.6,val
+15108,Spain,EUR,warm_dry,-6.734188,37.103913,42,25,background,rural,50.3,0,0,0,0,0,0,10.8,10.7,4.9,2.1,0,18.8,0,0,0,0,0.414,0.019,0.528318,1.66,556,556,14204,6,1.9,63,36.7772,42.3612,31.2198,36.822,27.23,45.762,53.624,63.8831,62.0168,46.0625,58.4953,141.0476,27544.2357,5,0,val
+15109,Israel,MDE,tropical_dry,35.168563,32.103376,546,144,background,rural,0,0,0,0,0,0,0,43.8,0,0,3.5,0,46.1,4.9,0,0,0,0.079,0,0.503726,3.92,6495,7264,37971,60,42.89,63,39.3954,43.6794,34.8498,38.84,32,46.18,54.36,66.32,62.2375,48.5425,66.7769,154.5926,29242.6305,5.2,0.2,train
+15110,Israel,MDE,tropical_dry,34.781333,31.25674,270,51,background,urban,0,0,0,0,0,0,0,5.1,0,0,1.9,0,11.3,2.8,0,0,78.2,0,0,18.248,2.86,883,884,11752,63,60.51,63,36.0415,44.4395,27.202,36.7,25.42,46.76,55.62,65.4644,62.205,49.5488,64.1764,119.3958,34082.9684,2.6,0,train
+15111,Israel,MDE,tropical_dry,34.994643,31.749287,288,46,background,suburban,0,0,0,0,0,0,0,22.7,2.4,0,0,0,66,6.2,1.1,0,0,0.237,0,5.19748,4.59,28834,28847,38005,63,53.03,63,37.6319,44.9549,29.2575,37.16,27.1,47.54,57.66,69.8212,65.4925,50.546,70.6713,167.0153,37488.505,10,0.4,train
+15112,Israel,MDE,warm_dry,35.11682,31.656467,960,373,background,rural,0,0,0,0,0,0,0,32.4,2.2,0,1.4,0,32.8,4.8,0,0,26,0.132,0,1.26889,3.34,10126,11738,28847,60,51.59,63,53.8386,56.1319,51.3829,52.32,45.12,61.64,70.368,82.4224,77.8421,61.0677,83.0778,356.5345,72430.8713,85.6,9.2,train
+15113,Israel,MDE,tropical_dry,35.293037,32.915738,297,69,background,suburban,8.8,0,0,0,0,0,0,14.3,9.5,0,9.4,0,44.2,8.9,4.1,0,0,0.028,0,2.62275,2.3,1464,1464,35563,63,59.11,63,45.5393,49.3563,41.5176,45.96,37.9,53.28,59.74,69.9696,67.0075,53.7211,66.6818,233.5106,48051.5097,16.4,1.6,train
+15114,Israel,MDE,tropical_dry,34.804264,32.11899,39,0,background,urban,51.9,0,0,0,0,0,0,12.8,0,0,1.5,0,16.9,14.6,2.2,0,0,0.202,0,48.14,3.94,120709,120764,120764,63,60.83,63,32.1874,40.3821,23.6447,35.9,16.96,46.1,52.04,60.0328,57.295,45.1659,57.804,113.9659,23978.8557,1.6,0.2,train
+15115,Israel,MDE,tropical_dry,34.995385,31.892915,267,100,background,suburban,0,0,0,0,0,0,0,32,2.4,0,2.1,0,49.8,11.5,2,0,0,1.005,0,73.943,4.97,38005,38005,120764,63,61.67,63,35.3276,43.0494,26.9506,35.62,24.24,45.88,55.54,67.966,63.4983,48.9544,68.5747,184.4006,32807.6506,7.4,0.6,train
+15116,Israel,MDE,tropical_dry,35.215985,31.248967,577,253,background,rural,6.8,0,0,0,0,0,0,5.9,0,0,0,0,0,0,0,0,85.4,0,0,1.12711,1.75,884,884,11752,51,25.73,62,41.581,47.5571,35.5569,40.75,33.275,49.475,57,65.808,63.1643,50.8113,64.4373,122.4738,39897.3421,3.75,0,train
+15117,Israel,MDE,warm_dry,35.223947,31.780094,797,211,background,urban,0,0,0,0,0,0,0,43.2,2.3,0,1.2,0,17.3,6.3,0,0,28.7,0,0,51.0455,3.56,26890,28821,29957,63,62.95,63,39.2339,42.8907,35.2539,38.56,30.48,47.65,57.1,69.48,65.705,48.3833,71.5312,214.3892,32421.7805,9.4,0.6,train
+15118,Israel,MDE,tropical_dry,35.290982,32.603289,57,25,background,suburban,0,0,0,0,0,0,0,6.4,1.9,0,5.6,0,75.7,6.4,3.9,0,0,0.683,0,2.19113,3.69,1645,1646,35580,53,42.6,63,33.1651,42.167,23.7212,34.08,21.88,44.48,53.64,64.6764,61.0675,47.528,63.0989,168.3855,29304.2317,4.6,0.8,train
+15119,Israel,MDE,tropical_dry,34.815631,31.899112,70,39,background,urban,18.4,0,0,0,0,0,0,15.7,0,0,2.1,0,48.5,12.3,1.8,0,0,0.487,0,6.51887,5.24,24010,36170,120764,63,62.98,63,33.9162,43.1158,24.307,34.42,21,47.16,55,64.6456,61.9242,48.5739,62.1489,149.3305,33266.5307,4.8,0.6,train
+15120,Israel,MDE,tropical_dry,35.354138,32.619164,495,345,background,rural,0,0,0,0,0,0,0,6.8,1.7,0,5.8,0,76.1,6.4,3,0,0,0.931,0,1.95712,3.75,1645,1646,20116,40,43.69,63,49.4051,52.5004,46.0261,48.36,42.18,55.5,62.8,74.518,70.5482,56.6218,71.6331,279.7951,56964.5379,28,3.6,train
+15122,Argentina,SPO,unknown,-34.6167,-77.8667,256,5,background,unknown,28.5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,71.4,0,0,0,0,0.04,0,0,0,0,0,0,23.681,-999,23.3581,23.966,16.335,31.1945,33.686,35.082,34.4978,24.6543,29.8333,-999,0,0,-999,test
+15123,Australia,PAN,warm_dry,151.661,-32.7968,15,4,other,unknown,3.1,0,21.2,0,1.4,0,0,0,29,1.7,12.6,2.4,12,10.2,4.8,0,0,0.07,0,2.20858,2.23,2673,13389,15065,47,31.54,63,15.2096,21.2184,8.6194,14.8,4.8,22.6,29.6,41.928,38.375,25.1083,37.6567,38.1702,1669.6627,0.2,0,train
+15124,Australia,PAN,warm_moist,150.5805,-34.3062,368,71,other,unknown,0,0,65.9,0,0,0,0,0,20.2,0,5.3,0,4.9,0,1.8,0,0,0.336,0,0.239234,1.36,273,278,5329,10,5.87,38,19.9348,26.2781,13.1069,20.6,11.4,27.2,32.8,48.592,45.925,30.0592,43.4807,117.5299,4049.5004,1.4,0.8,train
+15125,Australia,PAN,warm_dry,150.7619,-33.9177,54,7,other,unknown,0,0,26.4,0,0,0,0,0,17.3,0,16.4,0,8.9,26.2,3.6,0,0,0.383,0,3.03091,2.36,8059,8272,44100,11,13.49,63,17.1156,24.7593,8.6443,16.6,5.2,26,32.8,48.6,45.05,29.2522,44.4289,116.8451,4201.5453,1.2,1.4,train
+15126,Australia,PAN,warm_moist,150.7824,-34.5778,13,29,other,unknown,29.5,0,41,0,0,0,0,0,12.6,0,2.4,2.1,4.2,5.4,2.2,0,0,0.172,0,4.14871,1.45,6777,6821,7184,39,24.36,63,19.0991,23.909,13.7087,20.6,10.4,27,30.6,39.6,36.7667,27.6005,37.2364,49.4044,1473.2132,1.2,0.8,train
+15130,Australia,PAN,warm_dry,151.0461,-33.8916,32,28,other,unknown,5.3,0,13.9,0,0,0,0,0,8.1,0,6,2.2,3.1,58.7,1.1,0,0,0,0,67.2133,3.14,40678,43361,95756,63,62.98,63,13.7819,19.4318,7.6584,12.8,3,21,27.2,40.98,37.65,23.8771,36.1578,49.0473,1813.6752,0.6,0.4,train
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+15132,Australia,PAN,warm_moist,150.8192,-34.4744,4,37,other,unknown,24.6,0,50.8,0,0,0,0,0,9.3,0,2.2,2,3,6,1.2,0,0,0,0,34.216,1.63,5246,5324,7184,48,38.57,63,19.0813,23.759,13.9437,19.8,11.2,26.6,30.4,40.2,37.825,27.5794,36.8049,45.8073,1537.8534,1,0.6,train
+15133,Australia,PAN,warm_moist,151.151,-33.7811,61,17,other,unknown,15.6,0,20.3,0,0,0,0,0,7.7,0,1.4,2.1,1.3,49.2,0,0,0,0,0,34.345,2.77,27656,47056,95756,62,61.59,63,15.4276,20.4421,9.8158,15.2,6,22.8,28.8,40.6,37.225,24.429,35.4848,39.4032,1461.0941,0.2,0,train
+15134,Australia,PAN,warm_dry,150.9073,-33.9313,21,18,other,unknown,0,0,14.5,0,0,0,0,0,12,0,14.8,0,7.4,46.8,2.9,0,0,0.024,0,19.5458,2.91,8055,30414,95756,63,62.5,63,14.043,20.9002,6.6487,12.4,2,22.8,29.4,45.192,41.65,25.8562,39.8227,84.1228,2962.2282,1,0.6,train
+15135,Australia,PAN,warm_dry,150.8477,-33.6562,37,23,other,unknown,0,0,34.5,0,0,0,0,0,25.2,0,10.4,0,4.9,20.1,3.6,0,0,0.448,0,6.13928,2.15,1859,17494,44100,25,30.03,63,17.2473,23.6856,10.2559,16.6,7.4,25,32.4,46.4,44.1,27.8614,41.7748,58.8256,3093.8659,0.4,0.4,train
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+15137,Australia,PAN,warm_dry,150.7473,-33.6164,24,18,other,unknown,0,0,43.9,0,0,0,0,0,22.2,0,10.8,0,4.4,14.2,3.4,0,0,0.421,0,4.44052,2.09,1053,8194,19957,32,26.23,63,18.2011,25.2144,10.6085,17.4,7.4,26.6,34,47.8,45.175,29.5665,44.2901,71.4693,3656.0928,0.4,0.2,train
+15138,Australia,PAN,warm_dry,150.9142,-33.7943,65,33,other,unknown,0,0,9.3,0,0,0,0,0,18.5,0,15.7,0,7.7,44.5,3.3,0,0,0.075,0,36.4124,2.64,19938,21510,80620,63,62.68,63,16.1189,22.5348,9.0725,15,4.4,23.6,31.8,48.344,44.4333,27.3067,43.1746,107.656,4001.2778,1.4,1,train
+15139,Australia,PAN,warm_dry,151.7596,-32.93118,4,12,other,unknown,40.4,0,16.5,0,0,0,0,0,12.8,0,5.5,3.8,6.7,9.1,2,0,0,0.016,0,24.6171,2.27,14668,14668,15065,63,48.13,63,18.6306,22.8814,13.8287,19.2,10.75,25.8,31.4,40,37.925,26.5969,37.3273,25.3403,1080.4449,0,0,train
+15140,Australia,PAN,warm_moist,150.8873,-34.4171,9,21,other,unknown,42.5,0,40,0,0,0,0,0,3.7,0,1.8,1.9,2.2,5.9,0,0,0,0.005,0,34.216,1.63,5327,5329,7184,62,47.85,63,18.2096,22.2578,13.8431,19,10.6,25.2,30,40,37.6476,26.4346,36.9455,60.1711,1541.351,0.4,0.4,train
+15141,Australia,PAN,warm_dry,151.6702,-32.8944,6,14,other,unknown,17.9,0,20.2,0,0,0,0,0,22.8,0,8.9,3.5,9,10.6,3,0,0,0.103,0,9.74969,2.3,13719,15065,15065,57,47.53,63,17.0165,22.3806,11.1906,17.2,7.6,24.4,30.8,41,38.375,26.2747,38.1725,31.7522,1495.6359,0.2,0,train
+15142,Australia,PAN,warm_moist,150.498,-34.0517,456,135,other,unknown,1.2,0,64.7,0,0,0,0,0,17.6,0,6.4,0,5.1,1,2.3,0,0,0,0,1.29703,1.38,268,268,8082,5,3.47,62,25.0121,28.333,21.4389,24.4,19.2,28.6,35.2,49.6,46.625,31.2898,46.022,118.0357,4265.1716,1.2,0.8,train
+15143,Australia,PAN,warm_dry,150.7668,-33.7952,26,4,other,unknown,0,0,27.8,0,0,0,0,0,17.5,0,16.1,0,8.4,25.1,4,0,0,0.031,0,8.51584,2.28,8297,8401,44100,56,49.71,63,16.8864,24.58,8.6041,15.8,4.6,25.8,33,49.6,46.525,29.3129,45.3046,115.1452,4455.5742,1.8,0.8,train
+15144,Australia,PAN,warm_moist,151.1639,-33.8644,21,20,other,unknown,22.4,0,13.3,0,0,0,0,0,5.3,0,1.2,2.6,0,52.8,0,0,0,0,0,85.3982,3.13,50266,95756,95756,63,62.84,63,16.6703,20.8881,12.0925,17,7.8,23.8,28.8,38.6,35.9,24.7818,34.9591,22.1934,953.7395,0,0,train
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+15235,Australia,PAN,warm_dry,149.094016,-35.418225,589,36,traffic,suburban,0,0,21.4,0,0,0,0,0,20.2,0,41.5,0,4.6,11,0,0,0,0.092,0,4.83527,1.03,19925,22956,29158,63,53.81,63,16.796,22.5693,11.4821,17.76,5.96,25.22,30.64,39.9952,38.1229,26.8133,36.6697,14.6818,806.1094,0,0,train
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+15237,Indonesia,SEA,tropical_moist,112.6781,-7.5647,21,13,background,rural,9.2,0,11,0,0,1,0,0,4.3,1,0,5,24,10.9,32.2,0,0,0,23.075,6.2091,1.23,22914,55956,158659,46,42.87,63,8.556,14.4949,2.6948,4.35,1.1,12.65,23.4,41.062,35.9688,19.347,42.6663,41.7141,1782.4883,0,0.5,test
+15238,France,SAF,unknown,77.5378,-37.7983,65,42,background,remote,97.6,0,0,0,0,0,0,0,0,0,1.5,0,0,0,0,0,0,0,0,0,0.25,0,0,0,0,0,0,23.9659,23.9993,-999,25.205,16.7462,30.945,32.87,34.6398,34.215,25.0589,34.0264,-999,1.4718,0,-999,test
+15239,Chile,SAM,warm_dry,-70.523181,-33.376711,795,133,other,urban,0,0,0,0,0,0,12.9,38.6,2.7,0,9.6,0,3.8,24.4,0,0,6.8,2.572,0,21.7307,5.65,58763,58791,145725,63,60.9,63,17.4376,28.9493,5.9441,8.775,2.922,24.696,49.1972,72.9933,65.121,37.1411,76.1431,305.1406,23057.9293,13.4,7.4,val
+15241,Indonesia,SEA,tropical_moist,106.842,-6.1558,7,3,traffic,urban,25.8,0,0,0,0,0,0,0,0,0,4.7,1,10.7,47.4,9,0,0,0,1.266,35.1887,3.65,516061,516061,516061,63,63,63,24.647,28.5244,17.9609,18.4667,12.0333,28.4,42.4333,89.7467,59.9167,36.5249,59.0227,440.4032,17931.9817,12.6667,14.3333,train
+15242,Chile,SAM,warm_dry,-70.719428,-33.492962,515,41,other,urban,0,0,0,0,0,0,5.8,30.2,5,0,9.9,0,14.8,31.1,1.9,0,0,1.595,0.758,70.4071,6.29,108035,145725,145725,63,63,63,15.9121,24.9315,6.913,10.262,3.404,23.96,39.972,56.1267,52.229,31.0821,53.1265,103.9212,8900.6487,0.4,0.2,val
+15243,Chile,SAM,warm_dry,-70.732113,-33.433109,501,22,other,urban,0,0,0,0,0,0,7.5,32.9,5.5,0,8.4,0,13.2,30.3,1.1,0,0,1.595,0.758,70.4071,6.29,58707,108035,145725,63,63,63,14.176,22.9353,5.4313,8.354,2.101,21.956,37.958,52.2182,48.6437,28.9428,48.3842,60.824,6164.8568,0.2,0.2,val
+15244,Chile,SAM,warm_dry,-70.666135,-33.547211,581,56,other,urban,0,0,0,0,0,0,7.3,27.3,4.3,0,11.2,0,12.9,31.1,2.6,0,1.7,1.695,0,9.59134,5.39,74844,140591,145725,63,63,63,13.1976,21.8491,4.5478,6.703,2.275,20.013,36.174,51.1632,47.2342,28.0572,48.4646,70.8867,5633.8004,0.4,0.6,val
+15245,Chile,SAM,warm_dry,-70.651201,-33.422235,561,46,other,urban,0,0,0,0,0,0,10.7,34.2,3.8,0,7,0,9.2,31.2,0,0,2,1.561,0.756,27.7234,6.13,58735,79779,145725,63,63,63,12.2736,20.9441,3.6342,5.375,1.2875,18.05,36.843,54.7097,49.213,27.6202,55.0592,93.439,7286.3377,1.2,0,val
+15246,Chile,SAM,warm_dry,-70.588119,-33.516623,602,45,other,urban,0,0,1.2,0,0,0,11.5,28.6,4.2,0,12.5,0,7.6,29.6,1.5,0,2.5,1.48,0,0.152669,4.87,50,585,145725,63,62.82,63,13.9941,24.0327,3.9651,5.442,2.172,21.116,40.5362,59.2704,54.19,31.0819,60.4084,135.7803,10928.1916,2.2,1,val
+15247,Chile,SAM,warm_dry,-70.750174,-33.4379,494,19,other,urban,0,0,0,0,0,0,7.5,32.9,5.5,0,8.4,0,13.2,30.3,1.1,0,0,1.595,0.758,70.4071,6.29,58707,108035,145725,63,63,63,14.1929,23.0145,5.3496,8.222,2.546,21.848,37.5302,51.556,48.2573,29.0754,47.3553,51.9842,5827.8145,0,0,val
+15248,Chile,SAM,warm_dry,-70.594661,-33.591411,671,52,other,urban,0,0,1.8,0,0,0,10.6,25.5,4.6,0,14.5,0,8.8,28.9,1.8,0,2.3,1.48,0,0.152669,4.87,832,855,145725,63,62.73,63,15.9763,26.3553,5.5909,10.29,1.958,25.738,41.438,55.23,51.7275,32.6891,52.25,78.343,9200.9403,0.2,0.2,val
+15249,Chile,SAM,warm_dry,-70.748105,-33.365864,486,9,other,urban,0,0,0,0,0,0,8.8,39.3,5.7,0,6.9,0,10,28,0,0,0,1.544,0,48.2188,6.04,58763,58763,145725,63,60.95,63,15.306,24.3708,6.2645,9.9,2.704,23.5665,39.2034,53.4528,49.8055,30.2684,51.7301,67.66,7293.9245,0.6,0.2,val
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+15253,Australia,PAN,tropical_moist,153.1208,-27.4205,5,4,industrial,suburban,24.8,0,10.4,0,0,0,0,0,12.7,1.8,0,3.2,2.4,38.6,4.2,0,0,0.003,0,27.3616,1.93,3248,35704,54436,63,62.47,63,15.5797,21.1183,10.4854,16,8.5,23.5,29,35.5,33.3571,24.3844,32.9112,9.4746,289.3917,0,0,train
+15254,Australia,PAN,tropical_moist,146.7813,-19.2871,12,5,industrial,suburban,36.6,0,0,0,0,0,0,0,9.7,34.2,1.9,2.2,2,6.1,4.9,0,0,0,0.061,5.50477,0.8,23031,23031,23031,63,61.67,63,18.1831,22.1905,13.8584,18,11.2,24.8,30.6,37.2,35.3107,25.6863,34.9519,11.5545,341.1238,0,0,train
+15255,Australia,PAN,tropical_dry,151.2517,-23.8443,5,18,traffic,suburban,30.4,0,2.9,0,0,0,0,0,44.9,5.9,1.2,6.7,0,5.1,0,0,0,0,0,1.72828,1.41,4299,4299,4358,63,53.35,63,17.417,19.8867,17.0621,18.3333,13.6667,23.6667,27.6667,32.3333,30.0848,21.5196,30.2312,2.9637,46.6701,0,0,train
+15257,Japan,EAS,cool_moist,141.3539,43.0619,19,15,other,suburban,6.4,0,0,0,5.2,40.9,0,0,2.4,0,1.7,0,12.3,19.6,10.4,0,0,0.169,0,20.9641,2.28,68108,85566,92837,63,62.94,63,22.8824,24.4365,22.3595,22.6667,13.6667,31.6667,41,51.3333,48.0417,29.3324,45.0417,73.2637,3809.6754,1.3333,0,train
+15258,Japan,EAS,cool_moist,141.3403,43.0286,41.6,62,other,suburban,6.4,0,0,0,5.2,40.9,0,0,2.4,0,1.7,0,12.3,19.6,10.4,0,0,0.169,0,20.9641,2.28,23426,58626,92837,63,61.7,63,33.7768,-999,-999,-999,-999,-999,-999,-999,-999,-999,54.5845,-999,-999,-999,-999,train
+15259,Japan,EAS,cool_moist,141.3147,43.0739,15,9,other,suburban,16.3,0,0,0,5.2,36.5,0,0,2.8,0,1.7,0,9,19,8.2,0,0,0.169,0,20.9641,2.28,58626,68108,92837,63,62.71,63,31.476,-999,-999,-999,-999,-999,-999,-999,-999,-999,52.7252,-999,-999,-999,-999,train
+15260,Japan,EAS,cool_moist,141.3714,43.1472,4,2,other,suburban,18.3,0,0,0,4.6,19.6,0,0,1.4,0,1.9,0,21.9,19.1,11.9,0,0,0.511,0,20.998,2.23,61362,70879,92837,63,62.41,63,27.5407,30.6703,24.3514,27.5,17.75,37.25,46,55,52.7812,35.3644,50.0152,77.1723,8809.9119,2,0,train
+15261,Japan,EAS,cool_moist,141.3333,43.0817,13,7,other,suburban,13.7,0,0,0,4.8,32.2,0,0,1.9,0,1.8,0,14.6,19.6,10.2,0,0,0.169,0,20.9641,2.28,58626,68108,92837,63,63,63,26.8463,28.5021,23.2141,26,17,34.5,42.5,51,48.625,33.2098,46.5854,57.6056,4642.3691,0,0,train
+15262,Japan,EAS,cool_moist,141.3583,43.0836,13,9,other,suburban,13.7,0,0,0,4.8,32.2,0,0,1.9,0,1.8,0,14.6,19.6,10.2,0,0,0.169,0,20.9641,2.28,68108,85566,92837,63,63,63,31.1608,-999,-999,-999,-999,-999,-999,-999,-999,-999,52.0722,-999,-999,-999,-999,train
+15263,Japan,EAS,cool_moist,141.4144,43.0686,8,6,other,suburban,10.8,0,0,0,4.7,26.6,0,0,1.3,0,1.9,0,21.2,20.1,12.2,0,0,0.142,0,20.9641,2.4,85566,92837,92837,63,62.98,63,31.0994,-999,-999,-999,-999,-999,-999,-999,-999,-999,53.0917,-999,-999,-999,-999,train
+15264,Japan,EAS,cool_moist,141.4275,43.0239,43,24,other,suburban,1.9,0,0,0,5,28.6,0,0,1,0,2,0,26.4,20.7,13.3,0,0,0.142,0,20.9641,2.4,70039,85566,92837,63,62.74,63,33.1879,-999,-999,-999,-999,-999,-999,-999,-999,-999,53.5647,-999,-999,-999,-999,train
+15265,Japan,EAS,cool_moist,141.2858,43.0872,24,29,other,suburban,16.3,0,0,0,5.2,36.5,0,0,2.8,0,1.7,0,9,19,8.2,0,0,0.169,0,20.9625,2.25,45062,58626,92837,63,61.88,63,33.123,-999,-999,-999,-999,-999,-999,-999,-999,-999,53.7565,-999,-999,-999,-999,train
+15266,Japan,EAS,cool_moist,141.2453,43.1231,6,11,other,suburban,25.7,0,0,0,5.5,29.7,0,0,3.8,0,1.6,0,7.9,18.3,6.2,0,0,0.789,0,20.9964,2.09,41183,43675,92837,63,59.94,63,30.5513,-999,-999,-999,-999,-999,-999,-999,-999,-999,51.3902,-999,-999,-999,-999,train
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+15270,Japan,EAS,cool_moist,141.6067,42.6303,6,6,other,suburban,43.7,0,0,0,12.8,19.1,0,0,0,0,1.3,0,2.6,4.6,14.3,0,0,0.294,0,9.01524,2.25,31,4730,4931,48,42.88,63,29.0715,32.3533,25.7764,30.6667,21.6667,37.6667,43.6667,50.6667,49,36.8221,45.7648,35.6157,6228.1801,0,0,train
+15271,Japan,EAS,cool_moist,141.6078,42.6506,7,11,other,suburban,43.7,0,0,0,12.8,19.1,0,0,0,0,1.3,0,2.6,4.6,14.3,0,0,0.294,0,9.01524,2.25,4730,4931,4931,63,53.14,63,24.722,-999,-999,-999,-999,-999,-999,-999,-999,-999,37.791,-999,-999,-999,-999,train
+15272,Japan,EAS,cool_moist,141.6281,42.6614,7,9,other,suburban,43.7,0,0,0,12.5,15.6,0,0,0,0,1.3,0,4.2,4.7,16.6,0,0,0,0,9.01524,2.25,4730,4931,4931,63,54.7,63,26.3125,30.2944,22.3243,28,17.25,35.75,42.25,49.25,46.8438,35.2381,45.9791,37.143,4516.7072,0,0.25,train
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+15274,Japan,EAS,cool_moist,141.6883,42.6703,6,5,other,suburban,30.8,0,0,0,14.4,16.6,0,0,0,0,1.6,0,7.7,5.1,22.4,0,0,0,0,9.01524,2.25,4121,4928,4931,63,54.7,63,22.7459,-999,-999,-999,-999,-999,-999,-999,-999,-999,38.4478,-999,-999,-999,-999,train
+15275,Japan,EAS,cool_moist,141.6725,42.83,10,5,other,suburban,2.9,0,0,0,14.6,22.6,0,0,0,0,1.7,0,21.9,6.1,29.3,0,0,0.581,0,4.26738,2.06,2540,3959,40047,63,56.08,63,26.3467,-999,-999,-999,-999,-999,-999,-999,-999,-999,46.0672,-999,-999,-999,-999,train
+15276,Japan,EAS,cool_moist,141.2836,43.1578,5,7,other,suburban,24.2,0,0,0,5.2,26.2,0,0,2.7,0,1.8,0,11.3,19.1,8.2,0,0,1.02,0,20.9964,2.09,25208,43675,92837,63,60.5,63,22.8715,24.232,19.148,-999,-999,-999,-999,-999,42.375,28.142,40.5345,34.0279,-999,0.5,0,train
+15277,Japan,EAS,cool_moist,141.8497,42.645,5,4,other,suburban,38,0,0,0,16,11.3,0,0,0,0,1.3,0,7.6,3.2,21.6,0,0,0.34,0,9.4736,2.13,2922,4931,4931,36,29.06,63,29.6355,-999,-999,-999,-999,-999,-999,-999,-999,-999,45.5224,-999,-999,-999,-999,train
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+15279,Japan,EAS,warm_moist,140.7622,40.8192,10,5,other,suburban,19.6,0,0,0,2.9,56.1,0,0,1.4,0,2.6,0,6.6,4.2,5.5,0,0,0.022,0,2.62943,1.53,6893,7054,7899,63,58.19,63,30.7212,-999,-999,-999,-999,-999,-999,-999,-999,-999,48.5368,-999,-999,-999,-999,val
+15280,Japan,EAS,warm_moist,140.4764,40.6086,30,8,other,suburban,0,0,0,0,2.6,63.8,0,0,0,0,2.8,0,10.3,3.4,16.3,0,0,0.142,3.739,2.66453,1.36,10286,10292,10292,63,59.32,63,28.3293,33.0118,23.8643,28.25,18.25,37.5,46.5,58.25,55.375,37.8037,50.7504,97.9797,11626.5112,2,0,val
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+15282,Japan,EAS,cool_moist,141.2078,41.2847,3,2,other,suburban,43.2,1.3,0,0,0,49.4,0,0,0,0,0,0,0,1,2.4,0,0,0.383,0,0.531593,1.3,1348,3313,3313,54,34.32,59,34.4032,-999,-999,-999,-999,-999,-999,-999,-999,-999,50.6604,-999,-999,-999,-999,train
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+15285,Japan,EAS,warm_moist,141.1581,39.655,115,11,other,suburban,0,0,0,0,11.7,59.3,0,0,1.4,0,1.3,0,11.8,0,13.4,0,0,0.075,4.122,5.30297,1.44,8693,9001,9007,61,54.48,63,27.3847,31.7309,22.7853,27.75,17,37,45.75,56.5,54.375,37.0434,50.4836,91.576,10004.1108,1.75,0,train
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+15287,Japan,EAS,warm_moist,141.9564,39.6411,3,21,traffic,suburban,31.9,2,0,0,21.8,43.6,0,0,0,0,0,0,0,0,0,0,0,0.038,0,1.05103,1.2,2464,2464,2465,60,27.49,61,24.6167,-999,-999,-999,-999,-999,-999,-999,-999,-999,42.5111,-999,-999,-999,-999,train
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+15291,Japan,EAS,warm_moist,140.7786,38.2742,97,37,other,suburban,5.3,0,0,0,7.8,55.3,0,0,1.1,0,1.3,0,13.4,12.8,2,0,0,0,0,7.74348,2.98,16133,18997,52171,61,51.18,63,29.6419,34.8207,21.9481,28.75,15.75,39.75,50,61.75,59.0938,40.295,55.6896,148.076,16350.0523,5.25,0,test
+15292,Japan,EAS,warm_moist,140.9444,38.3014,10,8,other,suburban,26.8,0,0,0,1.4,38.8,0,0,1.2,0,1.3,0,13.9,12.6,2,0,0,0,3.185,11.4982,3.27,36969,49937,52171,63,62.65,63,24.0984,26.9623,19.7532,23,11.75,33.75,41.5,53,51.183,33.0691,46.956,64.3982,5617.0963,0.25,0,test
+15293,Japan,EAS,warm_moist,140.9111,38.2908,53,34,other,suburban,19.2,0,0,0,3,44.6,0,0,1.1,0,1.3,0,13.7,13,2.2,0,0,0,3.185,7.74407,3.21,37739,49937,52171,63,62.96,63,28.4419,33.5206,23.2062,28.5,17,38.75,48.5,59.75,56.875,38.8592,52.7802,124.3885,13732.8725,4.25,0.25,test
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+15295,Japan,EAS,warm_moist,140.8394,38.2961,129,115,other,suburban,11.8,0,0,0,5.9,49.1,0,0,1.1,0,1.4,0,13.8,13.2,2.2,0,0,0,0,7.74407,3.09,16127,24235,52171,63,62.05,63,34.2594,37.8431,29.1992,33.75,22.5,44.75,54,66.025,62.8125,43.6901,56.8022,161.2955,22872.908,8,0,test
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+15297,Japan,EAS,warm_moist,140.9431,38.2408,4,3,other,suburban,33,0,0,0,1,33,0,0,1.1,0,1.5,0,13.7,13.3,1.4,0,0,0,4.164,7.74407,3.21,43977,49937,52171,59,54.23,63,28.4062,33.7859,22.2521,29.25,15,39.75,49.25,60.75,58.0045,39.7628,53.9308,117.1619,14738.369,3.5,0.25,test
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+15368,Japan,EAS,warm_moist,140.9933,37.2164,65,19,other,suburban,42.3,0,0,0,0,47.9,0,0,0,0,0,0,3.8,2.2,2.2,0,0,0,1.341,3.05094,2.48,1623,3175,4918,24,16.37,63,33.0741,36.7453,28.545,33.75,23.75,41.25,49.5,60.25,57.3125,41.1667,52.0027,157.4589,15533.4934,3.5,0.75,val
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+15873,Japan,EAS,warm_moist,137.2525,36.1458,573,0,other,suburban,0,0,0,0,5.3,90.8,0,0,0,0,0,0,1.1,0,1.8,0,0,0.026,0.986,0.869703,1.69,8157,8157,8157,61,42.11,62,24.0375,29.6838,18.8407,22.5,11.5,35.3125,45,57.5,56.5938,35.4022,51.3672,160.6652,11975.0857,5.75,0,val
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+15877,Japan,EAS,warm_moist,136.8797,35.4111,40,27,other,suburban,0,0,0,0,0,43.1,1.1,0,4.6,0,1.9,0,24.2,22.7,1.3,0,0,0.074,15.557,21.3759,3.65,28438,51280,139136,63,61.22,63,29.2485,36.2262,21.5274,27.125,14.75,40.25,53,72.25,69.2188,43.2985,59.4814,310.9475,25651.7046,24.25,3.75,test
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+15884,Japan,EAS,warm_moist,138.3689,34.9367,7,8,other,suburban,33.4,0,1.1,0,0,43.5,0,0,1.6,0,0,0,1.4,15.8,2,0,0,0.068,0,8.42649,3.7,6704,8423,41019,59,44.06,63,28.5977,35.9552,21.3231,27.5,14.25,40.5,53.025,70.75,68.0312,42.6454,57.7854,256.3494,23590.7518,18.25,1.75,val
+15886,Japan,EAS,warm_moist,138.3358,34.9853,36,43,other,suburban,25.3,0,0,0,0,53.8,0,0,1.3,0,0,0,1.2,15.6,1.2,0,0,0.076,0,8.42649,3.7,6959,7089,41019,58,47.63,63,25.0731,-999,-999,-999,-999,-999,-999,-999,-999,-999,52.5422,-999,-999,-999,-999,val
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+15890,Japan,EAS,warm_moist,137.7719,34.7558,11,3,other,suburban,35.5,1.2,0,0,0,24.9,0,0,2.2,0,0,0,6.9,24.7,3,0,0,0,13.474,5.42868,3.44,37893,37893,37913,63,62.97,63,29.336,35.2816,22.5395,28.25,16.75,38.75,51,67,64.75,41.0861,56.0423,213.1639,20599.0388,12.25,1.25,test
+15891,Japan,EAS,warm_moist,137.6592,34.6817,4,2,other,suburban,49.5,0,0,0,0,12.8,0,0,1.3,0,0,0,7.9,24.7,1.5,0,0,0,0,4.05018,3.86,28261,36208,37913,59,47.93,63,31.8472,38.8483,26.7787,32.25,20.5,43.5,55.75,71.43,68.3125,44.7012,58.4721,284.309,27856.2724,20.75,3,test
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+15894,Japan,EAS,warm_moist,137.7589,34.7167,5,5,other,suburban,35.9,1.1,0,0,0,24.8,0,0,1.9,0,0,0,7.9,24.4,2.4,0,0,0,13.474,5.42868,3.44,37893,37913,37913,63,62.64,63,30.4391,36.2284,24.3951,29,18,40,52.75,69.75,67.6875,41.9974,57.4789,234.1988,22735.1207,18.25,2.25,test
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+15901,Japan,EAS,warm_moist,138.4797,35.0514,21,27,other,suburban,42.5,0,0,0,0,41.6,0,0,1.1,0,0,0,0,12.3,0,0,0,0,0,3.76184,4.16,17426,17426,33989,62,49.51,63,30.9787,37.6973,24.8723,30.5,18.75,42,55,71.75,68.6875,44.1275,58.8039,277.7097,26791.7878,24.75,2.5,val
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+15905,Japan,EAS,warm_moist,138.6242,35.2217,33,80,other,suburban,17,0,0,0,0,64.4,0,0,2.1,0,0,0,3.1,7.2,3.1,0,0,0.329,0,7.29842,4.28,6664,8817,22942,60,54.38,63,27.8006,-999,-999,-999,-999,-999,-999,-999,-999,-999,53.6718,-999,-999,-999,-999,val
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+15910,Japan,EAS,warm_moist,138.6869,35.2122,272,226,other,suburban,17.8,0,0,0,0,59.6,0,0,2.6,0,0,0,4.3,9.2,3.3,0,0,0.329,0,7.29842,4.28,19775,19775,44465,59,47.76,63,24.8144,30.2683,19.6239,22.5,14.25,33.25,45.75,63.25,59.875,36.3412,51.1319,197.3691,14478.5629,7.25,0.25,val
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+15912,Japan,EAS,warm_moist,137.8503,34.7189,15,13,other,suburban,34.7,1.2,0,0,0,24.6,0,0,2.7,0,0,0,8.1,23.9,3.1,0,0,0,0,5.42909,3.36,25596,32127,37913,63,60.55,63,31.6344,-999,-999,-999,-999,-999,-999,-999,-999,-999,54.9718,-999,-999,-999,-999,test
+15913,Japan,EAS,warm_moist,138.3233,34.8675,12,4,other,suburban,41.9,0,1.5,0,0,34,0,0,1.7,0,0,0,1.7,15.6,2.6,0,0,0,0,8.41623,3.4,41019,41019,41019,62,51.1,63,26.9403,-999,-999,-999,-999,-999,-999,-999,-999,-999,52.6548,-999,-999,-999,-999,val
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+15970,Japan,EAS,warm_moist,136.9964,34.8844,10,3,traffic,urban,41.5,0,0,0,0,6.1,0,0,1.6,0,1.8,1,21.6,21.2,2.3,0,0,0,0,44.06,6.67,26505,41991,135120,63,62.3,63,27.1283,33.4847,21.4467,26.75,12.5,39,51.25,67.5,65.2188,40.5906,56.5792,253.2356,20785.9191,11,1.75,test
+15971,Japan,EAS,warm_moist,136.9994,34.9869,30,5,other,urban,20.9,1.1,0,0,0,7.6,1,0,2.8,0,2.3,0,28.1,31.9,2.2,0,0,1.559,0,43.9943,7.55,38067,53579,157165,63,63,63,25.9996,32.9572,19.7614,25.25,11.75,38.25,50,66.75,64.1875,39.8544,55.0311,220.4815,19455.954,9.5,1.25,test
+15972,Japan,EAS,warm_moist,137.1197,35.0222,40,15,other,urban,1.2,0,0,0,0,36.3,0,0,2.9,0,2.1,0,23.2,29.9,1.8,0,0,0,12.487,20.3631,7.25,23783,39970,157165,62,62.75,63,24.2999,32.688,16.7597,21.6667,8.6667,36.3333,51.6667,71.6867,69.5417,39.9287,57.4166,309.1731,23027.3513,22.6667,3.3333,test
+15973,Japan,EAS,warm_moist,137.14,35.085,60,28,other,urban,0,0,0,0,0,39.2,0,0,3.1,0,1.8,0,21.4,29.9,1.7,0,0,0,12.487,20.3631,7.25,25912,38111,157165,63,62.55,63,26.7682,34.0704,20.2719,25,12.6667,38.3333,52,71.3333,68.9583,41.317,55.9543,323.4719,23728.2273,21.6667,4.6667,test
+15974,Japan,EAS,warm_moist,137.1628,35.155,85,35,other,urban,0,0,0,0,0,41.1,1,0,3.4,0,1.8,0,19.5,30.3,1.6,0,0,0.78,4.829,20.3877,6.31,22192,30797,157165,62,56.82,63,28.9456,37.5057,19.7812,26,12.6667,40.6667,55.3333,78,74.1667,45.0047,62.5114,380.1351,31368.0769,36.6667,9.3333,test
+15975,Japan,EAS,warm_moist,137.1897,35.0831,70,24,other,urban,0,0,0,0,0,50.1,0,0,2.7,0,1.6,0,18.4,23.6,1.7,0,0,0,12.487,20.3631,7.25,22215,26925,157165,62,57.6,63,28.9542,37.4935,20.8147,26.3333,12.9167,41.3333,56.3333,76.6667,73.5,45.11,60.4311,393.6779,31242.4489,39,5,test
+15976,Japan,EAS,warm_moist,137.0783,34.9703,20,10,other,urban,10.6,0,0,0,0,23.2,0,0,2.9,0,2.1,0,25.5,30.1,2.2,0,0,0,11.912,16.7769,7.38,49257,53579,157165,63,63,63,26.4422,35.48,18.5219,25.3333,9.6667,40,54.3333,74.6667,71.625,43.2257,59.335,325.883,27642.7503,29.3333,4,test
+15977,Japan,EAS,warm_moist,137.0769,34.8794,27,8,other,urban,29.7,0,0,0,0,15.6,0,0,1.6,0,1.7,0,22.2,23,2.7,0,0,0,11.81,16.7565,6.58,23130,29982,86780,63,60.36,63,23.7885,-999,-999,-999,-999,-999,-999,-999,-999,-999,48.2769,-999,-999,-999,-999,test
+15978,Japan,EAS,warm_moist,137.2217,34.8286,5,16,other,urban,24.6,0,0,0,0,27.6,0,0,1.2,0,1.1,1,16.9,24.3,1.9,0,0,0,0,9.57392,5.61,17345,17345,53579,62,51.2,63,30.6119,36.0531,25.296,29.75,17.75,41.5,53,68.75,67,42.1703,58.8622,275.7889,23423.3191,15.5,2.25,test
+15979,Japan,EAS,warm_moist,136.9447,35.3639,40,21,other,urban,0,0,0,0,0,35.5,1.2,0,5.1,0,2.3,0,23.7,29.5,1.5,0,0,0.074,15.557,21.3494,4.72,28178,51909,157165,63,60.31,63,25.3218,-999,-999,-999,-999,-999,-999,-999,-999,-999,50.4885,-999,-999,-999,-999,test
+15981,Japan,EAS,warm_moist,136.8372,34.8867,5,0,other,urban,51.8,1.3,0,0,0,2.2,0,0,2.1,0,1.9,0,21.2,14.4,1.8,0,0,0,0,49.5735,6.08,2720,18472,95541,63,52.61,63,30.1156,34.3903,25.7776,30,17.3333,40.6667,52.3333,68.5667,65.9524,41.7078,56.5749,302.938,20501.6736,15.6667,2.6667,test
+15982,Japan,EAS,warm_moist,136.8672,35.3428,20,9,other,urban,0,0,0,0,0,19,1.2,0,4.4,0,2.3,0,37.1,33.4,0,0,0,0,10.374,21.3494,4.53,51280,60031,157165,63,63,63,27.294,35.5983,19.38,25.75,11.5,39.75,52.75,72.75,70,43.1247,59.6382,342.7007,25976.7834,24.25,6.25,test
+15983,Japan,EAS,warm_moist,136.7494,35.3086,10,4,other,urban,0,1.8,0,0,0,21.1,0,0,3.3,0,2.1,0,38.3,31,0,0,0,0.133,17.1,21.3478,4.09,31125,55153,139136,63,62.44,63,28.0977,35.5781,21.0594,27,13.75,40,52,71,68.2188,42.7974,58.1346,299.6611,24395.7325,21.75,4,test
+15984,Japan,EAS,warm_moist,136.9189,35.2933,20,14,other,urban,0,1.5,0,0,0,15.6,1.4,0,4.8,0,2.7,0,35.1,36.4,0,0,0,0,10.374,56.7293,5.9,56895,119513,157165,63,63,63,25.8493,35.7194,17.446,24.25,8.75,40,54,74.25,71.7188,43.5931,60.1802,365.686,27902.855,28.75,7.25,test
+15985,Japan,EAS,warm_moist,136.9089,35.2892,16.3,12,traffic,urban,0,1.5,0,0,0,15.6,1.4,0,4.8,0,2.7,0,35.1,36.4,0,0,0,0,10.374,56.7293,5.9,56895,119513,157165,63,63,63,14.0812,18.7843,10.9657,11.5,3.5,22.5,33.5,50.5,48.5278,25.9323,36.7973,58.9622,3310.5841,0.3333,0,test
+15986,Japan,EAS,warm_moist,136.7794,35.2475,5,3,traffic,urban,3.1,2.3,0,0,0,12,1.3,0,3.3,0,2.7,0,36.6,36.7,0,0,0,0.11,17.021,56.5195,5.11,35924,52021,157165,63,62.79,63,22.9142,-999,-999,-999,-999,-999,-999,-999,-999,-999,47.0958,-999,-999,-999,-999,test
+15987,Japan,EAS,warm_moist,137.4881,34.8975,64,30,other,urban,8,0,0,0,0,59.5,0,0,1.8,0,0,0,8.2,18.2,2.3,0,0,1.078,0,9.57465,4.06,5240,12855,37536,50,35.17,63,29.9989,35.9991,21.5203,-999,-999,-999,-999,-999,65.875,42.9449,57.1256,254.3053,-999,14.5,2,test
+15988,Japan,EAS,warm_moist,136.9128,35.0439,10,17,other,urban,21.7,2.1,0,0,0,2.5,1.3,0,3.3,0,2.9,0,31.6,31.4,0,0,0,0,0,56.3861,7.47,38558,50193,157165,63,63,63,22.6855,29.8479,17.9154,24,9.5,36.5,47.5,62.5,59.375,36.7928,48.9121,184.6219,15026.4711,4.3333,0,test
+15989,Japan,EAS,warm_moist,136.8894,35.0125,5,2,other,urban,21.7,2.1,0,0,0,2.5,1.3,0,3.3,0,2.9,0,31.6,31.4,0,0,0,2.664,1.676,59.9108,7.27,15304,38558,157165,63,62.53,63,21.8808,-999,-999,-999,-999,-999,-999,-999,-999,-999,48.6878,-999,-999,-999,-999,test
+15990,Japan,EAS,warm_moist,136.9028,34.9972,23,15,other,urban,29.1,1.9,0,0,0,2.2,1.1,0,2.8,0,2.7,0,29,27.3,1.5,0,0,2.664,1.676,43.9943,7.55,34537,38558,157165,63,62.48,63,25.2212,32.8892,20.3376,-999,-999,-999,-999,-999,66.375,40.714,55.1972,238.4548,-999,13.5,1.5,test
+15991,Japan,EAS,warm_moist,136.9025,35.0239,10,8,other,urban,21.7,2.1,0,0,0,2.5,1.3,0,3.3,0,2.9,0,31.6,31.4,0,0,0,0,0,56.3861,7.47,38558,50193,157165,63,62.98,63,23.9478,-999,-999,-999,-999,-999,-999,-999,-999,-999,48.0064,-999,-999,-999,-999,test
+15992,Japan,EAS,warm_moist,136.9644,35.0128,17,17,other,urban,18,1.6,0,0,0,3.8,1.3,0,3.2,0,2.8,0,31.2,34.9,1.1,0,0,1.559,0,56.3861,7.47,40159,95541,157165,63,63,63,25.9333,-999,-999,-999,-999,-999,-999,-999,-999,-999,50.5059,-999,-999,-999,-999,test
+15993,Japan,EAS,warm_moist,136.8314,34.9483,5,0,other,urban,40.6,1.6,0,0,0,2.3,0,0,3,0,2.3,0,25,20.2,1.8,0,0,0,0,44.0708,6.94,4753,25502,135120,61,48.61,63,28.0177,33.51,22.5786,28.3333,13.3333,39.3333,50.3333,70,66.125,41.2609,57.0502,314.4211,20246.6041,17.3333,4,test
+15994,Japan,EAS,warm_moist,137.0506,35.0019,20,10,other,urban,15.9,0,0,0,0,14.8,0,0,2.9,0,2.2,0,26.1,31.9,2.1,0,0,0,11.912,20.3631,7.68,53579,53588,157165,63,63,63,26.027,-999,-999,-999,-999,-999,-999,-999,-999,-999,52.1571,-999,-999,-999,-999,test
+15995,Japan,EAS,warm_moist,137.0364,35.2131,70,40,other,urban,0,0,0,0,0,28.5,1.4,0,4.9,0,2.7,0,23.8,34.8,1.6,0,0,0.224,8.826,20.4128,6.36,88977,118324,157165,63,62.74,63,26.8118,35.4448,18.9826,25.25,11.5,39.25,53,73.25,70.4375,42.9923,59.0994,324.2155,26452.7417,26.25,4.75,test
+15996,Japan,EAS,warm_moist,136.9894,34.9247,10,4,other,urban,30.2,0,0,0,0,7.5,0,0,2.3,0,2.1,0,24.9,26.4,2.4,0,0,0,0,43.9943,7.55,40201,42642,157165,63,63,63,26.0429,-999,-999,-999,-999,-999,-999,-999,-999,-999,47.9987,-999,-999,-999,-999,test
+15997,Japan,EAS,warm_moist,136.8778,35.2814,10,5,other,urban,0,1.5,0,0,0,15.6,1.4,0,4.8,0,2.7,0,35.1,36.4,0,0,0,0,10.374,56.5238,5.36,68250,72469,157165,63,63,63,24.1907,32.4231,16.7402,23.25,7.75,37.25,49.75,68,65.625,39.8967,55.9985,245.7354,19747.0488,13.25,2.25,test
+15998,Japan,EAS,warm_moist,137.0075,35.0617,40,35,other,urban,7.6,1.4,0,0,0,10,1.4,0,3.4,0,2.8,0,32.8,37.8,1,0,0,0,2.675,20.3631,7.68,86780,124993,157165,63,62.97,63,28.3335,35.6528,21.3162,27.25,13,41.25,54.25,71.38,68.25,43.1953,58.5734,311.2179,26452.2296,19.25,2.5,test
+15999,Japan,EAS,warm_moist,137.2875,34.66,19,11,other,urban,57.6,0,0,0,0,11,0,0,1,0,0,1.2,11.1,15.6,1.4,0,0,0,0,5.74928,5.03,7573,7573,34579,45,35.13,63,29.435,34.1291,24.2657,29.5,18.5,38,47.5,62,57.4375,39.1727,49.8625,188.9446,14794.6969,5.5,0,test
+16000,Japan,EAS,warm_moist,136.8575,35.2164,5,3,traffic,urban,3,2.2,0,0,0,12.1,1.2,0,4,0,2.7,0,35.6,36.9,0,0,0,0.007,17.478,56.5238,5.36,72469,119513,157165,63,63,63,21.8785,28.2153,16.2291,20.25,8,33.5,45,61.25,58.75,35.1123,50.5108,181.9084,12164.5708,4.75,1.25,test
+16001,Japan,EAS,warm_moist,137.0544,35.0933,30,28,other,urban,4.2,0,0,0,0,18.5,1.3,0,3.3,0,2.5,0,28.7,37.3,1.5,0,0,0,4.874,20.3631,7.68,77034,124993,157165,63,62.8,63,26.999,35.0335,19.1353,25.75,11,39.5,52.75,72.17,68.7188,42.5883,58.4667,314.2403,25380.2785,21.75,5,test
+16002,Japan,EAS,warm_moist,137.0647,35.1525,90,48,other,urban,2.6,0,0,0,0,22.3,1.3,0,3.5,0,2.6,0,28,36.1,1.4,0,0,0,0,20.3877,7.29,46262,85891,157165,62,62.17,63,26.1225,34.8826,17.3417,23.25,10,38.25,52.5,73.25,70.2188,42.2512,59.3188,332.1474,25412.8319,24.75,5.75,test
+16003,Japan,EAS,warm_moist,137.0508,35.1786,40,34,other,urban,1.6,0,0,0,0,25.6,1.3,0,4.2,0,2.8,0,24.9,35.9,1.6,0,0,0,0,20.3877,7.29,88977,118324,157165,62,62.32,63,27.0401,35.7314,18.8461,25,10.5,40,54,73.75,71.0625,43.5379,60.3309,343.1672,27538.8278,27.75,5.25,test
+16005,Japan,EAS,warm_moist,136.9144,35.2492,10,7,other,urban,2.2,2,0,0,0,14.3,1.3,0,4.4,0,2.9,0,34.3,35.9,0,0,0,0,9.362,56.7293,5.9,119513,139136,157165,63,63,63,24.8441,32.8194,17.9031,23.5,9.25,37.75,50,68.5,66.375,40.1263,56.7406,264.524,20355.4301,14,2.5,test
+16006,Japan,EAS,warm_moist,136.7711,35.3439,10,3,other,urban,0,1.1,0,0,0,21.5,1,0,3.6,0,2,0,37.9,31.2,0,0,0,0.133,17.1,21.3478,4.09,53853,55153,139136,63,63,63,28.5025,-999,-999,-999,-999,-999,-999,-999,-999,-999,53.6984,-999,-999,-999,-999,test
+16007,Japan,EAS,warm_moist,136.7939,35.1556,0,0,other,urban,12.1,2.3,0,0,0,8,1,0,4.2,0,2.4,0,37.6,30.3,0,0,0,0.097,16.772,56.45,5.99,46670,96191,157165,63,62.88,63,29.4201,-999,-999,-999,-999,-999,-999,-999,-999,-999,52.9614,-999,-999,-999,-999,test
+16008,Japan,EAS,warm_moist,136.7239,35.1094,0,0,other,urban,17.6,2.3,0,0,0,12.7,0,0,4.6,0,1.9,0,35.7,22.1,0,0,0,0.23,18.772,56.45,5.99,14156,32645,157165,62,60.88,63,29.5959,-999,-999,-999,-999,-999,-999,-999,-999,-999,55.0313,-999,-999,-999,-999,test
+16009,Japan,EAS,warm_moist,136.9144,34.9331,20,14,other,urban,38.5,1.5,0,0,0,2.4,1,0,2,0,2.5,0,25.2,22.3,1.9,0,0,2.664,1.676,43.9943,7.55,18979,41843,157165,63,61.38,63,25.2242,30.9289,19.9009,25,11.25,36.75,47.75,63.5,61.7188,37.8909,53.6951,207.1551,15559.1731,7,0.75,test
+16010,Japan,EAS,warm_moist,136.9653,34.9767,13,8,other,urban,26.1,1.5,0,0,0,3.5,1.2,0,2.5,0,2.6,0,28.3,30.1,1.8,0,0,1.559,0,43.9943,7.55,32360,40159,157165,63,63,63,23.5307,29.7142,17.1478,22.25,9.5,34,45,61.25,58.5,36.2403,52.1026,175.494,13309.3765,4.75,0.75,test
+16011,Japan,OCN,warm_moist,136.8578,34.7872,10,0,other,urban,74.9,0,0,0,0,1.5,0,0,0,0,0,0,12.2,5.9,1.7,0,0,0,0,3.84113,4.98,6457,9543,42642,40,27.49,63,29.8094,34.1646,24.891,30.5,17,40,49.5,64.5,61.8125,40.5755,55.8141,212.4291,17237.5956,8.25,1.25,test
+16012,Japan,EAS,warm_moist,136.9142,34.8522,17,8,other,urban,63.3,0,0,0,0,2.9,0,0,1.1,0,1.2,1,16.6,10,2,0,0,1.487,8.638,44.06,6.67,27596,41843,95541,63,54.97,63,29.4447,34.2144,24.7348,29.25,15.75,40.75,52,68.5,65.4688,41.1669,57.7661,256.1634,20725.4784,13.25,1.75,test
+16013,Japan,EAS,warm_moist,136.9131,34.8278,10,3,other,urban,63.3,0,0,0,0,2.9,0,0,1.1,0,1.2,1,16.6,10,2,0,0,1.301,0.767,44.06,6.67,17699,27596,53579,52,44.88,63,31.0507,-999,-999,-999,-999,-999,-999,-999,66.5625,-999,56.7499,-999,-999,-999,-999,test
+16014,Japan,EAS,warm_moist,136.8933,34.8689,55,27,other,urban,51,1,0,0,0,3.1,0,0,1.5,0,1.9,0,20.7,15.5,2,0,0,1.487,8.638,49.5735,6.08,27596,41843,95541,62,57.97,63,30.6922,-999,25.5897,-999,-999,-999,-999,-999,64.625,42.7908,57.3553,-999,-999,15,-999,test
+16015,Japan,EAS,warm_moist,137.03,34.8125,0,0,other,urban,44,0,0,0,0,9.3,0,0,1.4,0,1.4,0,20.8,17.4,2.5,0,0,0,0,16.7565,6.58,19019,24757,53588,60,43.53,63,28.9732,36.5196,22.8269,30,14,42,54.1,72.5,69.9196,43.9738,56.2517,307.5402,26214.0595,22,4,test
+16017,Japan,EAS,warm_moist,137.1733,34.8786,30,8,other,urban,22,0,0,0,0,26.6,0,0,1.2,0,1.5,0,16.7,27.7,1.6,0,0,0.242,11.551,16.7565,6.43,10815,22603,53588,62,56.36,63,27.9643,-999,-999,-999,-999,-999,-999,-999,-999,-999,54.1196,-999,-999,-999,-999,test
+16018,Japan,EAS,warm_moist,137.4231,34.86,50,53,other,urban,9.7,0,0,0,0,57.4,0,0,1.5,0,0,0,8.7,18.3,2.3,0,0,0.408,0,9.57465,4.06,19157,31305,37536,62,48.11,63,30.0367,-999,-999,-999,-999,-999,-999,-999,-999,-999,56.8072,-999,-999,-999,-999,test
+16019,Japan,EAS,warm_moist,137.3197,34.8092,3,2,other,urban,32.2,0,0,0,0,28.8,0,0,1.6,0,0,1.1,13.5,19,2.6,0,0,0,0,9.57465,4.48,13781,34579,34579,62,55.48,63,31.2317,-999,-999,-999,-999,-999,-999,-999,-999,-999,55.9188,-999,-999,-999,-999,test
+16020,Japan,EAS,warm_moist,137.2594,34.6639,10,8,other,urban,59.8,0,0,0,0,8.4,0,0,0,0,0,1.3,11.8,15.6,1.2,0,0,1.128,0,5.74928,5.03,7389,7573,34579,52,35.03,63,31.3965,-999,-999,-999,-999,-999,-999,-999,-999,-999,51.5864,-999,-999,-999,-999,test
+16021,Japan,EAS,warm_moist,137.2797,34.6953,5,7,other,urban,57.6,0,0,0,0,11,0,0,1,0,0,1.2,11.1,15.6,1.4,0,0,0,0,5.74928,5.03,7167,15638,34579,62,50.7,63,27.3109,-999,-999,-999,-999,-999,-999,-999,-999,-999,48.9619,-999,-999,-999,-999,test
+16023,Japan,EAS,warm_moist,137.1086,34.6233,10,64,other,urban,78.6,0,0,0,0,4.8,0,0,0,0,0,1.2,8.4,3.3,1.6,0,0,0,0,7.79471,5.06,3840,4225,26226,43,21.77,63,32.8072,37.4881,28.2943,33.25,20.5,43.5,54.25,69.345,67.4062,43.7769,58.8851,227.1656,24321.4179,15,0.25,test
+16024,Japan,EAS,warm_moist,136.4908,34.7436,25,23,other,suburban,25.3,0,0,0,0,41.7,0,0,4.4,0,0,0,21,4,1.8,0,0,0.465,9.011,3.0995,3.86,26413,26413,26413,61,54.4,63,31.6887,-999,24.5705,-999,-999,-999,-999,-999,65.875,44.771,57.4624,280.2614,-999,16,2.5,train
+16025,Japan,EAS,warm_moist,136.3714,34.6583,66,28,other,suburban,8.2,0,0,0,0,65.7,0,0,2.8,0,0,0,17.1,3.2,1.6,0,0,0.742,0,3.09575,3.09,1866,6127,26413,19,16.5,62,30.9135,-999,-999,-999,-999,-999,-999,-999,-999,-999,55.59,-999,-999,-999,-999,val
+16026,Japan,EAS,warm_moist,136.6428,34.9264,3,0,other,suburban,36.9,1.6,0,0,0,18.1,0,0,5.7,0,1.3,0,26.6,6.6,1.8,0,0,0.69,0,15.2874,5.18,13010,26385,52177,55,43.85,63,29.3178,35.3983,24.5139,30,16.3333,41.6667,52.6667,69.3333,66.25,42.8042,56.909,302.8738,22435.9973,16.3333,5.3333,test
+16027,Japan,EAS,warm_moist,136.6219,34.9461,1,1,other,suburban,36.9,1.6,0,0,0,18.1,0,0,5.7,0,1.3,0,26.6,6.6,1.8,0,0,0,19.206,15.2874,5.18,26385,26393,34956,63,58.07,63,21.3415,-999,15.1573,-999,-999,-999,-999,-999,54.25,32.8557,45.9146,114.9699,-999,2.5,0,test
+16028,Japan,EAS,warm_moist,136.6419,35.0072,4,1,other,suburban,29.2,1.9,0,0,0,22.7,0,0,5.4,0,1.3,0,28.2,8,1.6,0,0,0,19.206,14.6313,5.08,24847,34956,121952,63,61.12,63,30.1771,36.5496,24.577,30.5,16.75,42.5,53,69,65.1875,43.3594,58.5777,326.7536,23447.9158,14.75,6.75,test
+16029,Japan,EAS,warm_moist,136.5931,34.9806,34,12,other,suburban,24.8,1.7,0,0,0,32.4,0,0,5.6,0,1.2,0,26,5.2,1.6,0,0,0.146,21.871,14.4456,4.94,26393,26393,34956,63,61.37,63,29.6057,-999,-999,-999,-999,-999,-999,-999,62.25,42.2888,55.09,226.0822,-999,11.5,2,test
+16030,Japan,EAS,warm_moist,136.5958,34.9361,50,6,other,suburban,32,1.2,0,0,0,28,0,0,5.7,0,1.1,0,23.8,5.5,1.5,0,0,0.146,21.871,14.4456,4.94,26074,26393,34956,62,59.83,63,29.7957,-999,-999,-999,-999,-999,-999,-999,-999,-999,53.0448,-999,-999,-999,-999,test
+16031,Japan,EAS,warm_moist,136.7075,34.5019,3,4,other,suburban,33.5,2.9,0,0,0,44.6,0,0,1.9,0,0,1.1,11.9,2.3,1.1,0,0,0,8.664,3.83166,3.31,10575,16541,17484,63,50.92,63,30.9863,36.7416,26.1811,31,18.25,42.5,53.5,69,66.75,43.1705,58.1335,215.4356,23895.1634,15.75,0.25,train
+16032,Japan,EAS,warm_moist,136.5386,34.5617,14,9,other,suburban,24.4,0,0,0,0,48,0,0,2.8,0,0,0,17.3,4.2,1.3,0,0,0.789,15.807,5.04731,3.36,10517,10517,26413,61,52.37,63,29.3176,-999,23.7887,-999,-999,-999,-999,-999,65.1875,43.1089,55.3514,271.7809,-999,13,1.5,test
+16033,Japan,EAS,warm_moist,136.6739,35.0622,34,40,other,suburban,16.5,2.2,0,0,0,19.8,0,0,5.1,0,1.6,0,35.2,16.3,1.1,0,0,0.155,23.778,14.6313,5.08,34956,34956,125252,62,61.9,63,31.4689,37.046,25.1185,31.6667,16.6667,43,53.6667,69,66.125,44.3667,58.5615,289.5845,24894.5901,15.3333,5.3333,test
+16034,Japan,EAS,warm_moist,136.1419,34.7589,185,19,other,suburban,0,0,0,0,0,86,0,0,0,0,0,0,10,0,2.2,0,0,1.951,2.527,3.29587,3.39,5600,5602,31225,61,42.38,62,26.9193,35.7853,17.5559,25.5,8.25,40.25,53.25,73.5,70.4375,43.5355,62.3359,384.9914,26750.386,27.75,7.5,val
+16035,Japan,EAS,warm_moist,136.5528,34.8778,21,13,other,suburban,30,0,0,0,0,34.1,0,0,5.4,0,0,0,20.8,5.7,1.7,0,0,0.178,24.068,14.428,4.44,17789,17898,27621,62,60.57,63,29.7622,-999,-999,-999,-999,-999,-999,-999,-999,-999,53.4193,-999,-999,-999,-999,test
+16036,Japan,EAS,warm_moist,136.0917,34.6219,190,19,other,suburban,0,0,0,0,0,85.7,0,0,0,0,0,0,8.9,2.5,1.7,0,0,0,0,3.29189,3.43,8685,11985,42300,56,33.57,63,27.626,-999,-999,-999,-999,-999,-999,-999,-999,-999,51.5018,-999,-999,-999,-999,val
+16037,Japan,EAS,warm_moist,136.1914,34.08,10,140,other,suburban,30.4,2.2,0,0,0,65.7,0,0,0,0,0,0,0,0,0,0,0,0,0,2.99358,2.22,1846,1891,1891,52,16.71,52,28.3714,-999,-999,-999,-999,-999,-999,-999,-999,-999,54.435,-999,-999,-999,-999,test
+16038,Japan,EAS,warm_moist,136.4539,34.8436,50,29,other,suburban,14.4,0,0,0,0,49.1,0,0,4.8,0,0,0,22.2,4.9,2.7,0,0,1.212,10.427,5.16524,4.18,6023,9384,26413,41,46.89,63,29.6147,36.228,22.9404,30.25,16,41,51.25,68.145,64.9375,42.6432,54.7292,259.2779,22273.2603,13.5,1.75,test
+16039,Japan,EAS,warm_moist,136.8478,34.4661,40,25,other,suburban,58.4,2.7,0,0,0,26.8,0,0,1.4,0,0,1.2,6.7,1.4,0,0,0,0,7.343,3.13409,2.96,6185,9672,16541,35,20.44,63,34.8542,39.2353,30.5614,35.25,23.25,45.25,55.5,69.5,67.625,45.1859,59.4591,223.3776,26357.2029,15.5,0.75,val
+16040,Japan,EAS,warm_moist,136.0928,33.8917,20,149,other,suburban,39.5,2.3,0,0,0,54.8,0,0,0,0,0,0,0,0,0,0,0,0.301,0,0.899485,2.6,1236,1514,6616,34,15.98,57,34.5778,38.1311,29.2834,34.25,23.5,43,52.5,66.75,64.0625,42.8101,59.2606,203.0627,22900.8025,12,0.5,test
+16041,Japan,EAS,warm_moist,136.4881,34.6781,20,19,other,suburban,23.4,0,0,0,0,44.7,0,0,3.4,0,0,0,20.9,4.2,1.7,0,0,1.122,9.251,3.09575,3.6,18309,26413,26413,62,58.9,63,31.6174,-999,-999,-999,-999,-999,-999,-999,-999,-999,53.0349,-999,-999,-999,-999,train
+16042,Japan,EAS,warm_moist,136.8283,34.3278,7.5,20,other,suburban,62.3,3.1,0,0,0,28.2,0,0,0,0,0,1.1,2.3,1,0,0,0,0,0,3.13035,2.78,5828,9030,11612,52,31.43,63,34.5085,39.5016,29.0601,-999,-999,-999,-999,-999,63.6071,44.6408,56.2364,156.7403,-999,7.5,0,test
+16043,Japan,EAS,warm_moist,136.5369,35.1072,81,39,other,suburban,6.8,1.7,0,0,0,47.7,0,0,5,0,1.1,0,29.7,5,1.4,0,0,0.145,8.353,14.649,4.32,6163,8327,46670,59,43.23,63,31.0603,36.0429,25.7095,31,18.5,41.25,52,69.5,66.625,42.8415,57.6623,303.4725,22479.8177,17,6,test
+16044,Japan,EAS,warm_moist,136.6242,34.9128,2,2,other,suburban,36.9,1.6,0,0,0,18.1,0,0,5.7,0,1.3,0,26.6,6.6,1.8,0,0,0.69,0,15.2874,5.18,19670,26385,34956,57,46.92,63,28.5405,37.2771,21.8139,30,16,42.3333,54.3333,71,65.4688,42.3203,59.2067,313.1469,26153.9805,15.75,3.5,test
+16045,Japan,EAS,warm_moist,136.6717,35.0214,4,2,other,suburban,23.1,2.1,0,0,0,17.3,0,0,5.4,0,1.6,0,33.5,13.6,1.3,0,0,0.155,23.778,14.6313,5.08,24847,34956,121952,62,58.14,63,27.0745,-999,-999,-999,-999,-999,-999,-999,-999,-999,50.8326,-999,-999,-999,-999,test
+16046,Japan,EAS,warm_moist,136.6436,34.5239,14,20,other,suburban,31.4,1.8,0,0,0,44.8,0,0,2.1,0,0,0,13.7,3.7,0,0,0,0.513,15.284,5.04731,3.36,14613,16541,19166,61,49.86,63,31.912,-999,-999,-999,-999,-999,-999,-999,-999,-999,55.0762,-999,-999,-999,-999,train
+16047,Japan,EAS,warm_moist,135.8767,35.0647,88,5,other,suburban,9.9,1.6,0,0,0,57.3,0,0,2.1,0,0,0,14.1,13.1,0,0,0,0.372,8.375,7.01303,5.15,17219,17289,114381,60,47.49,63,28.4816,35.0672,24.5181,28.5,18.5,38.5,50,70,64.6667,40.7646,54.1778,321.4845,21087.4924,13.3333,4,val
+16048,Japan,EAS,warm_moist,135.9103,35.1139,86,5,other,suburban,12.2,1.7,0,0,0,58,0,0,1.7,0,0,0,13.6,11,0,0,0,0.931,6.188,7.02151,4.23,16399,16399,114381,59,50.58,63,32.2319,38.5725,26.7643,32.5,21,43,53,68,65.625,44.3162,55.5854,228.6066,24083.9966,15.6667,1.5,val
+16049,Japan,EAS,warm_moist,135.8903,35.0028,86,17,other,suburban,4.6,1.2,0,0,0,56.4,0,0,2.8,0,0,0,16.2,16.4,0,0,0,0.548,6.036,7.01303,5.15,45025,81777,114381,63,58.97,63,28.3046,38.9959,23.2433,30,15.5,44,56,76.09,70.5655,45.5107,57.106,418.9429,31256.5548,26.6667,5.5,val
+16050,Japan,EAS,warm_moist,135.9092,34.9558,87,23,traffic,suburban,2.7,1.1,0,0,0,56.9,0,0,3.4,0,0,0,15.3,17.7,1.5,0,0,0.548,6.036,11.3647,5.23,18852,57765,114381,57,42.96,63,20.3977,27.8065,14.6966,19,8.5,31.5,42,57.68,54.4375,34.1591,46.0122,145.8727,9536.994,4,0.5,val
+16051,Japan,EAS,warm_moist,136.2647,35.2611,95,25,other,suburban,26.4,2.2,0,0,0,39.9,0,0,0,0,0,0,25.9,2.7,0,0,0,0.674,12.947,2.19775,3.4,10035,21014,23826,63,54.09,63,27.6235,-999,-999,-999,-999,-999,-999,-999,66.875,-999,60.9865,-999,-999,-999,-999,train
+16052,Japan,EAS,warm_moist,136.2394,35.2522,94,11,other,suburban,25.3,1.7,0,0,0,39.7,0,0,0,0,0,0,27.1,3.3,0,0,0,0.674,12.947,2.19775,3.4,20416,20416,23826,62,52.87,63,33.6446,-999,-999,-999,-999,-999,-999,-999,-999,-999,60.2198,-999,-999,-999,-999,train
+16054,Japan,EAS,warm_moist,136.2669,35.3886,89,6,other,suburban,23.6,2.1,0,0,1.2,51.5,0,0,0,0,0,0,17,2.3,0,0,0,0.267,6.694,4.42195,3.07,22135,23826,23826,60,47.03,63,34.6359,41.867,27.9304,35.25,19.75,47.25,58.5,75.5,73.436,48.8671,64.4447,387.3684,35439.3401,32,6.5,train
+16055,Japan,EAS,warm_moist,136.0931,35.1261,90,9,other,suburban,19.6,2.1,0,0,0,38.8,0,0,1.4,0,0,0,29,6.1,0,0,0,1.424,15.281,8.44503,4.22,16509,16509,53111,62,51.65,63,32.7683,38.9537,26.3159,33.5,18.75,44.75,54.75,70.75,68.0625,45.9003,59.5716,309.8954,27025.6526,20.25,2.75,train
+16056,Japan,EAS,warm_moist,136.2061,35.1064,134,26,other,suburban,13.6,1.5,0,0,0,48.3,0,0,1,0,0,0,28.1,4.7,1.1,0,0,0.39,12.806,2.19504,3.98,15173,15173,53111,62,51.5,63,32.3438,39.7783,25.3021,33,17.25,45.25,56,72.53,69.5982,46.7012,61.4012,347.9842,30296.6951,23.75,3.5,train
+16057,Japan,EAS,warm_moist,135.9506,35.0133,94,13,other,suburban,8.6,1.5,0,0,0,52.5,0,0,2.3,0,0,0,18.9,13.7,0,0,0,1.074,9.276,7.01303,5.21,53111,53111,114381,63,60.43,63,27.9483,37.0608,20.2064,28.25,12.5,41.25,52.5,71.25,68.6875,44.1246,58.9954,307.0156,25549.5129,22,4.75,val
+16058,Japan,EAS,warm_moist,135.9608,35.0114,98,17,traffic,suburban,8.6,1.5,0,0,0,52.5,0,0,2.3,0,0,0,18.9,13.7,0,0,0,1.074,9.276,7.01303,5.21,53111,53111,114381,63,59.79,63,24.3881,32.2163,17.778,24,9.5,37,47.5,63.5,58.75,38.7499,51.5034,197.2703,15774.9016,6,1.5,val
+16059,Japan,EAS,warm_moist,135.9861,35.0633,97,12,other,suburban,13.1,1.8,0,0,0,47.8,0,0,1.7,0,0,0,22.7,10.3,0,0,0,0.189,12.916,7.01303,5.21,32379,37392,114381,63,60.59,63,31.1191,38.8078,24.5569,32.25,17.25,43.75,54.25,72.25,69.25,45.7246,59.9564,332.6124,27974.7532,24,5.5,val
+16060,Japan,EAS,warm_moist,136.165,34.9647,168,16,other,suburban,4.1,1.1,0,0,0,57.6,0,0,1.3,0,0,0,27.8,5.1,1.4,0,0,0.801,7.994,5.22085,4.06,10591,13583,53111,60,46.22,63,31.2497,-999,-999,-999,-999,-999,-999,-999,-999,-999,56.0306,-999,-999,-999,-999,train
+16061,Japan,EAS,warm_moist,136.04,35.4058,88,7,other,suburban,28.6,2.5,0,0,0,52.8,0,0,0,0,0,0,12.1,1.3,0,0,0,0,0,1.85687,2.52,3705,5471,22135,38,25.97,63,36.1593,42.0501,30.7095,36.25,23.5,47.25,57.5,73.25,71.875,48.6243,63.6376,349.5749,33308.727,26.75,5.5,val
+16062,Japan,EAS,warm_moist,136.195,34.9589,192,39,traffic,suburban,0,0,0,0,0,67.3,0,0,1.3,0,0,0,24.5,3.7,1.9,0,0,0.801,7.994,5.22085,4.06,7237,9719,53111,37,39.03,63,22.2406,30.0968,14.4548,18,5.5,34,47.5,65.5,59.1667,36.858,56.5444,189.3916,16045.9663,8,0.6667,train
+16063,Japan,EAS,warm_moist,135.7381,35.0406,91,52,other,suburban,2.9,1.1,0,0,0,63.5,0,0,2.4,0,0,0,10.9,17.3,0,0,0,0,2.292,7.0125,5.26,113469,114381,114381,63,58.23,63,29.54,34.2266,25.5711,29,17.5,40.25,50.75,68.25,65.3125,41.3318,57.3719,260.5053,19960.2758,14.5,2,val
+16064,Japan,EAS,warm_moist,135.7803,35.0386,64,31,other,suburban,4.6,1.2,0,0,0,60.5,0,0,2.5,0,0,0,12.4,17,0,0,0,0,2.292,7.0125,5.26,114381,114381,114381,63,60.91,63,30.8581,39.0458,24.7787,30,17.3333,42.3333,55,77.0067,74.3274,45.3287,61.7084,406.0985,30771.2055,32,9.6667,val
+16065,Japan,EAS,warm_moist,135.7675,35.0119,42,27,other,suburban,2.9,1.1,0,0,0,63.5,0,0,2.4,0,0,0,10.9,17.3,0,0,0,0,2.781,7.0125,5.26,114381,114381,114381,63,62.51,63,30.3681,-999,-999,-999,-999,-999,-999,-999,-999,-999,54.743,-999,-999,-999,-999,val
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+16117,Japan,EAS,warm_moist,135.3792,34.4692,10,8,other,urban,40.5,0,0,0,0,22.3,0,0,2.6,0,0,0,6.5,25.6,1.1,0,0,0,7.521,11.4995,7.84,10181,64712,261712,62,59.39,63,29.9741,37.2531,23.8155,29.75,17,41.25,53.75,73.25,69.0938,44.2868,60.2829,335.4433,26643.9948,22.75,5.75,val
+16118,Japan,EAS,warm_moist,135.4742,34.7375,2,1,other,urban,14,0,0,0,0,25.6,0,0,1.7,0,0,0,3.9,51.6,1.3,0,0,0,0,47.4169,10.92,198782,237657,261712,63,63,63,26.9824,33.7018,21.2148,27,12.3333,39.6667,51.3333,68.84,66.4583,41.001,57.1528,279.1665,20979.1569,14.6667,3.6667,val
+16119,Japan,EAS,warm_moist,135.4697,34.7808,26,24,traffic,urban,9.8,0,0,0,0,34.6,0,0,1.6,0,0,0,4.5,46.4,1.5,0,0,0,0,47.4169,10.92,152607,176661,261712,63,63,63,27.2806,-999,-999,-999,-999,-999,-999,-999,-999,-999,53.6817,-999,-999,-999,-999,val
+16120,Japan,EAS,warm_moist,135.4906,34.8072,67,52,traffic,urban,9.8,0,0,0,0,34.6,0,0,1.6,0,0,0,4.5,46.4,1.5,0,0,0,0,14.2342,8.2,128874,176661,261712,63,62.85,63,23.1375,27.622,18.2164,21.3333,9.3333,33.6667,45.3333,59.6667,56.4167,34.4747,50.8583,173.7338,10720.8976,4.3333,1,val
+16121,Japan,EAS,warm_moist,135.4475,34.825,70,44,other,urban,7.2,0,0,0,0,43.6,0,0,1.4,0,0,0,4.9,39.3,1.9,0,0,0.083,0,14.2342,8.2,91728,152607,261712,63,62,63,33.6023,38.9238,28.9257,33.5,22.25,43.75,54.75,73.75,70.8125,45.4,61.0451,382.1765,27750.764,24.75,6.25,val
+16122,Japan,EAS,warm_moist,135.5028,34.76,3,19,other,urban,9.8,0,0,0,0,34.6,0,0,1.6,0,0,0,4.5,46.4,1.5,0,0,0,0,48.9336,11.07,176661,198782,261712,63,63,63,28.2911,34.5132,22.8327,28,14,40.25,52.5,71.375,68.25,41.8332,59.012,320.9486,22754.3263,19.5,5,val
+16123,Japan,EAS,warm_moist,135.5169,34.8117,35,46,other,urban,5.6,0,0,0,0,42.1,0,0,1.7,0,0,0,6.4,41.3,1.5,0,0,0,0,26.3696,8.93,145432,178065,261712,63,62.99,63,30.5557,-999,-999,-999,-999,-999,-999,-999,-999,-999,56.2928,-999,-999,-999,-999,val
+16124,Japan,EAS,warm_moist,135.4106,34.5044,4,10,other,urban,40.5,0,0,0,0,22.3,0,0,2.6,0,0,0,6.5,25.6,1.1,0,0,0,7.521,45.0878,10.57,64712,64712,261712,62,61.23,63,30.3809,-999,-999,-999,-999,-999,-999,-999,-999,-999,56.2219,-999,-999,-999,-999,val
+16125,Japan,EAS,warm_moist,135.6064,34.8317,6,7,other,urban,1.3,0,0,0,0,36.6,0,0,3.4,0,0,0,10.8,45.1,1.4,0,0,0.078,0,26.3696,8.64,62171,150463,261712,63,62.96,63,28.0661,36.4462,21.3611,28.25,13.25,41,53.25,75.435,71.9062,44.0136,59.719,389.2625,27011.0192,28.75,8,val
+16126,Japan,EAS,warm_moist,135.5986,34.8631,27,37,other,urban,0,0,0,0,0,43.8,0,0,2.9,0,0,0,10.1,40.9,1.3,0,0,0,0,26.3696,8.93,59118,73084,261712,63,60.03,63,28.7951,35.668,23.9522,28.75,16.5,40.75,51.75,71.5,68.25,43.0627,57.76,336.9477,23091.9536,20.25,5.75,val
+16128,Japan,EAS,warm_moist,135.3661,34.4358,24,25,other,urban,42.8,0,0,0,0,26.6,0,0,2.7,0,0,0,8.2,17.4,1.4,0,0,0,7.521,11.4995,7.84,35294,50051,235328,63,61.07,63,31.6561,-999,-999,-999,-999,-999,-999,-999,-999,-999,55.1511,-999,-999,-999,-999,val
+16129,Japan,EAS,warm_moist,135.5611,34.73,2,3,other,urban,10,0,0,0,0,23.5,0,0,3,0,0,0,7.2,53.1,1.1,0,0,0,0,48.9336,11.07,225468,253854,261712,63,63,63,27.9574,-999,-999,-999,-999,-999,-999,-999,-999,-999,55.0195,-999,-999,-999,-999,val
+16130,Japan,EAS,warm_moist,135.6508,34.8144,9,11,other,urban,0,0,0,0,0,36.1,0,0,3.7,0,0,0,11.8,45.2,1.5,0,0,0.052,3.214,26.3696,8.64,97126,141123,261712,63,62.97,63,27.7107,-999,-999,-999,-999,-999,-999,-999,-999,-999,55.0948,-999,-999,-999,-999,val
+16131,Japan,EAS,warm_moist,135.7058,34.8181,73,45,other,urban,0,0,0,0,0,39.9,0,0,3.9,0,0,0,11.9,41.7,1.4,0,0,0,16.451,11.35,7.01,98863,98863,261712,63,61.18,63,26.821,33.846,19.4716,25.3333,11.3333,38,50,72,69.0833,41.6099,57.317,332.8894,22577.2938,23,8,val
+16132,Japan,EAS,warm_moist,135.6819,34.8597,10,11,other,urban,0,0,0,0,0,46.3,0,0,3.8,0,0,0,11.8,34.9,1.4,0,0,0,1.459,26.3696,8.64,66850,97126,253854,63,62.73,63,27.4986,35.5272,20.65,26.875,12.25,40,52,75.25,71.9062,43.2065,61.2011,380.6522,24974.1753,29,9,val
+16133,Japan,EAS,warm_moist,135.5686,34.8167,12,10,other,urban,3.2,0,0,0,0,39,0,0,2.5,0,0,0,8.1,44.2,1.5,0,0,0.078,0,26.3696,8.93,73084,145432,261712,63,63,63,25.2472,-999,-999,-999,-999,-999,-999,-999,-999,-999,51.8032,-999,-999,-999,-999,val
+16134,Japan,EAS,warm_moist,135.5619,34.8389,34.8,15,other,urban,3.2,0,0,0,0,39,0,0,2.5,0,0,0,8.1,44.2,1.5,0,0,0.078,0,26.3696,8.93,73084,145432,261712,63,62.68,63,28.5577,-999,-999,-999,-999,-999,-999,-999,-999,-999,51.8245,-999,-999,-999,-999,val
+16135,Japan,EAS,warm_moist,135.6022,34.6256,9,6,other,urban,10.3,0,0,0,0,16.1,0,0,3.9,0,0,0,12.3,54.1,0,0,0,0,0,48.8745,10.28,111448,193292,261712,63,62.63,63,28.4302,37.7225,21.3852,27,13.5,40,52.5,73.5,73.4286,45.5074,60.8223,348.9199,24869.0636,32,9.6667,val
+16136,Japan,EAS,warm_moist,135.2989,34.4039,3,6,other,urban,45.2,0,0,0,0,28,0,0,2.8,0,0,0,8.7,12.6,1.6,0,0,0,7.808,21.0617,7.04,11971,33915,96630,62,55.6,63,30.4696,36.0121,25.4965,31,17,41.75,52.75,70.25,67.4018,43.0978,58.996,297.7858,23373.7183,18.5,3,val
+16137,Japan,EAS,warm_moist,135.5972,34.4994,65,27,other,urban,8.3,0,0,0,0,39.5,0,0,3.7,0,0,0,12.2,32.9,1.7,0,0,0,4.872,5.77061,7.91,53242,96630,261712,63,59.22,63,32.793,-999,-999,-999,-999,-999,-999,-999,-999,-999,62.9659,-999,-999,-999,-999,val
+16138,Japan,EAS,warm_moist,135.6281,34.7661,7,15,other,urban,0,0,0,0,0,29.6,0,0,4,0,0,0,12.6,50,1.4,0,0,0.052,3.214,48.9336,10.07,150463,166493,261712,63,62.96,63,27.5221,-999,-999,-999,-999,-999,-999,-999,-999,-999,56.6038,-999,-999,-999,-999,val
+16139,Japan,EAS,warm_moist,135.6408,34.7772,29,15,other,urban,0,0,0,0,0,29.6,0,0,4,0,0,0,12.6,50,1.4,0,0,0.052,3.214,48.9336,10.07,141123,150463,261712,63,62.68,63,26.5008,34.2714,21.0959,26.75,13.5,39,50.75,70.645,68,41.2273,57.5363,293.5642,21778.5201,19.75,5,val
+16140,Japan,EAS,warm_moist,135.565,34.4389,110,29,other,urban,11.2,0,0,0,0,44.1,0,0,3.6,0,0,0,11,26.7,1.9,0,0,0,4.872,5.77061,7.91,20853,58560,261712,60,44.11,63,29.6779,39.5559,20.4939,27.5,14.5,41.25,56.5,79.25,75.7812,47.0063,63.8428,404.0569,34178.8741,40,10.5,val
+16141,Japan,EAS,warm_moist,135.565,34.5939,17,6,other,urban,17.3,0,0,0,0,21,0,0,2.9,0,0,0,8.7,47.3,0,0,0,0.058,0.457,48.8167,10.6,193292,235328,261712,63,63,63,23.9706,29.5635,19.008,22.5,11.5,33.75,46,63,59.5312,36.0385,52.5049,196.8867,13672.1614,5.5,2,val
+16142,Japan,EAS,warm_moist,135.6236,34.7119,2,0,other,urban,2.3,0,0,0,0,23.2,0,0,3.9,0,0,0,14.4,52.7,1.3,0,0,0,6.269,48.9336,10.07,144441,253854,261712,63,62.9,63,28.9741,-999,-999,-999,-999,-999,-999,-999,-999,-999,57.7938,-999,-999,-999,-999,val
+16143,Japan,EAS,warm_moist,135.4581,34.4456,77,49,other,urban,26.4,0,0,0,0,36.2,0,0,3.1,0,0,0,8.5,23.3,1.6,0,0,0,7.724,11.4995,8.66,49197,50843,261712,62,55.8,63,32.6895,-999,-999,-999,-999,-999,-999,-999,-999,-999,59.1823,-999,-999,-999,-999,val
+16144,Japan,EAS,warm_moist,135.6419,34.5717,34,46,other,urban,5.1,0,0,0,0,28.2,0,0,4.3,0,0,0,14.8,44.3,1.2,0,0,0,0,48.8436,9.28,57880,102172,261712,63,61.13,63,31.4372,-999,-999,-999,-999,-999,-999,-999,-999,-999,59.8612,-999,-999,-999,-999,val
+16145,Japan,EAS,warm_moist,135.5878,34.7394,2,3,other,urban,6.2,0,0,0,0,21.4,0,0,3.7,0,0,0,11.1,54.2,1.1,0,0,0,0,48.9336,11.07,225468,253854,261712,63,63,63,20.6199,-999,-999,-999,-999,-999,-999,-999,-999,-999,43.5644,-999,-999,-999,-999,val
+16146,Japan,EAS,warm_moist,135.5944,34.7222,1,0,other,urban,6.2,0,0,0,0,21.4,0,0,3.7,0,0,0,11.1,54.2,1.1,0,0,0,0,48.9336,11.07,225468,253854,261712,63,63,63,24.6155,34.6031,20.8343,27,12.25,40.5,51.75,71,67.4062,42.02,54.4701,290.7626,23398.5656,18,3.5,val
+16147,Japan,EAS,warm_moist,135.4467,34.5256,6,10,other,urban,33,0,0,0,0,21.4,0,0,1.9,0,0,0,3.7,37.3,0,0,0,0,0,45.0878,10.57,81351,96337,261712,63,62.61,63,27.8241,36.1892,22.8068,28.875,15.25,40.25,52.5,72.75,68.9375,43.2251,58.3074,313.3109,25024.702,20,3.75,val
+16148,Japan,EAS,warm_moist,135.6225,34.5725,20,13,other,urban,5.1,0,0,0,0,28.2,0,0,4.3,0,0,0,14.8,44.3,1.2,0,0,0,0,48.8436,9.28,102172,111448,261712,63,62.18,63,26.2219,-999,-999,-999,-999,-999,-999,-999,-999,-999,55.4122,-999,-999,-999,-999,val
+16149,Japan,EAS,warm_moist,135.5975,34.575,21,17,other,urban,10.3,0,0,0,0,22.4,0,0,3.9,0,0,0,13.3,47.1,0,0,0,0.058,0.457,48.8167,10.6,96394,193292,261712,63,62.82,63,28.801,-999,-999,-999,-999,-999,-999,-999,-999,-999,57.5095,-999,-999,-999,-999,val
+16150,Japan,EAS,warm_moist,135.6394,34.6675,9,6,other,urban,3.7,0,0,0,0,18.9,0,0,4,0,0,0,15.6,54.3,1.1,0,0,0,7.848,48.8745,10.28,127895,202248,261712,63,60.89,63,29.4289,-999,24.6606,-999,-999,-999,-999,-999,68.8125,43.0392,58.3681,297.8555,-999,21,4,val
+16151,Japan,EAS,warm_moist,135.5975,34.6681,3,3,traffic,urban,8.8,0,0,0,0,15.5,0,0,3.9,0,0,0,11.8,56.7,1,0,0,0,0,48.8745,11.53,202248,261712,261712,63,62.99,63,22.6436,30.4151,16.5683,21.3333,7.3333,34.6667,47.6667,69.6667,66.7917,38.1679,54.3824,260.503,18041.9445,17.3333,2.3333,val
+16152,Japan,EAS,warm_moist,135.5756,34.665,3,3,other,urban,8.8,0,0,0,0,15.5,0,0,3.9,0,0,0,11.8,56.7,1,0,0,0,0,48.8745,11.53,202248,261712,261712,63,63,63,28.1844,35.5949,21.9341,28.5,14,41,52.5,73,68.8125,43.1283,60.0719,289.1561,25069.161,23,3,val
+16153,Japan,EAS,warm_moist,135.2853,34.3744,24,25,other,urban,45.2,0,0,0,0,28,0,0,2.8,0,0,0,8.7,12.6,1.6,0,0,0,7.808,11.4849,6.26,27562,29712,81351,61,52.17,63,32.0823,-999,-999,-999,-999,-999,-999,-999,-999,-999,54.6962,-999,-999,-999,-999,val
+16154,Japan,EAS,warm_moist,135.68,34.7878,22,16,other,urban,0,0,0,0,0,35.5,0,0,4,0,0,0,13.2,44.6,1.5,0,0,0.052,3.214,48.9336,10.07,141123,150463,261712,63,60.21,63,25.4777,-999,-999,-999,-999,-999,-999,-999,-999,-999,53.5281,-999,-999,-999,-999,val
+16155,Japan,EAS,warm_moist,135.6631,34.8839,22,12,other,urban,0,0,0,0,0,44.7,0,0,3.4,0,0,0,11.4,38.2,1.4,0,0,0,1.459,26.3696,8.64,42582,66850,253854,62,57.98,63,23.8019,32.88,14.1854,21,7.3333,35.6667,48,70,65.7619,40.3571,57.6298,360.7628,19717.7253,16,7,val
+16156,Japan,EAS,warm_moist,135.4942,34.9189,335,135,other,urban,0,0,0,0,0,59.9,0,0,1.5,0,0,0,7.5,29.1,1.3,0,0,0,0,14.2515,6.06,26152,50590,253854,23,26.19,63,31.9208,38.4875,24.1375,32,17.25,42,53,71,67.8438,44.4103,60.7889,336.5259,24863.0679,19,4.5,test
+16159,Japan,EAS,warm_moist,135.2281,34.3397,57,86,other,urban,48.7,0,0,0,0,28.9,0,0,2.4,0,0,0,8.1,9.2,1.6,0,0,0,4.922,11.4849,6.26,16824,31228,64712,56,39.95,63,36.1936,39.6289,33.0425,35.5,25.5,45.25,56.5,74,70.6875,46.0231,61.515,345.297,27835.4022,24,4.25,val
+16160,Japan,EAS,warm_moist,135.2631,34.7242,26,16,other,suburban,30.4,0,0,0,0,24.2,0,0,3.2,0,0,0,10.4,25.1,4.4,0,0,0.06,0,45.1924,8.88,105824,130639,210206,63,59.97,63,29.9919,31.3824,28.1619,30,18.5,39.5,49.5,64.5,61.8125,38.0896,56.4716,204.9347,14507.2829,8.75,2.25,val
+16161,Japan,EAS,warm_moist,135.2292,34.7133,34,47,other,suburban,30.4,0,0,0,0,24.2,0,0,3.2,0,0,0,10.4,25.1,4.4,0,0,0.06,0,45.1924,8.88,47310,105824,210206,63,61.08,63,29.0357,32.7735,28.4995,30.75,19.25,40.5,50.25,66.86,64,39.5192,55.1241,269.0705,16833.805,11,2.75,val
+16162,Japan,EAS,warm_moist,135.2031,34.7069,53,31,other,suburban,43.4,0,0,0,0,18.8,0,0,2.8,0,0,0,9.2,19.5,3.7,0,0,0.06,0,45.1924,8.88,98652,132126,152607,63,60.79,63,33.3256,35.872,31.0623,33.25,22.75,43.25,53.5,69.25,66.7188,42.782,59.6375,264.377,21589.0756,15.5,2.25,val
+16163,Japan,EAS,warm_moist,135.1711,34.6561,2,-2,other,suburban,55.4,0,0,0,0,14.7,0,0,1.8,0,0,0,5.8,17.4,2.3,0,0,0,0,19.6088,7.86,85008,132126,139425,62,52.78,63,26.0904,31.4531,23.3018,26.75,14.5,37.75,48.75,64.125,61.4062,38.2578,54.2621,179.9169,15077.4921,7.25,1,val
+16164,Japan,EAS,warm_moist,135.1511,34.6656,10,12,other,suburban,44,0,0,0,0,18.6,0,0,3.2,0,0,0,11.5,16.2,4.2,0,0,0,0,19.6088,7.86,85008,132126,139425,63,57.11,63,28.7922,32.8977,24.7228,28.25,16,39,50.75,68.5,65.442,39.9476,58.416,252.7243,19065.7808,13,2,val
+16165,Japan,EAS,warm_moist,135.1206,34.6461,10,32,other,suburban,56.5,0,0,0,0,15.3,0,0,2.1,0,0,0,8.1,12.9,2.9,0,0,0,0,19.6088,7.86,74557,112823,132126,56,45.78,63,24.9686,31.0271,19.2597,24.25,11,36.25,47.5,63.75,59.875,37.7443,55.6218,200.0163,14423.452,6.25,1.25,val
+16166,Japan,EAS,warm_moist,135.0997,34.6919,178,115,other,suburban,44.4,0,0,0,0,18.2,0,0,3.2,0,0,0,12.3,15.3,4.5,0,0,0.151,15.499,19.6088,7.44,86193,132126,132126,63,62.15,63,30.5115,35.5184,25.3564,29.25,18,40.5,52.75,71.5,68.1205,42.0842,60.1868,290.9693,23329.5006,19.75,2.75,val
+16167,Japan,EAS,warm_moist,135.0611,34.6372,12,6,other,suburban,55.3,0,0,0,0,13.5,0,0,2.3,0,0,0,9.5,14.3,3.1,0,0,0,0,19.6088,7.44,112823,112823,132126,60,48.05,63,25.8867,32.8816,19.6515,25.75,11.5,38,49.25,65.25,61.7574,39.7464,57.6098,239.9542,17299.6477,7.5,1.25,val
+16168,Japan,EAS,warm_moist,135.0006,34.7156,75,48,other,suburban,33.8,0,0,0,0,20,0,0,4,0,0,0,19,16.4,4.9,0,0,0,18.95,19.7276,7.53,34319,48805,132126,62,59.65,63,30.2563,37.1831,23.624,29,16.75,41.5,53.75,71.75,69.0312,43.9558,60.9268,298.6515,25769.5524,22.5,2,val
+16169,Japan,EAS,warm_moist,135.1436,34.7269,300,198,other,suburban,32.2,0,0,0,0,23.1,0,0,3.7,0,0,0,15.3,18.6,5,0,0,0,3.424,19.6325,8.01,16440,132126,143561,63,59.9,63,32.9411,37.0405,28.5643,32,21.5,42.1875,53,71,68.2812,42.6081,60.2396,275.5858,23105.4689,18.25,2.25,val
+16170,Japan,EAS,warm_moist,135.2228,34.825,233,60,other,suburban,10.4,0,0,0,0,45.7,0,0,3.3,0,0,0,11.9,21.3,5.5,0,0,0.159,0,14.2331,7.14,15430,36403,152607,62,55.87,63,28.8572,34.7615,20.8505,27,14,39,50.5,68,66,41.2014,59.6516,242.9497,20485.5908,15.5,1,val
+16171,Japan,EAS,warm_moist,135.0653,34.7433,160,61,other,suburban,32.1,0,0,0,0,20.7,0,0,3.9,0,0,0,18.6,17.4,5.2,0,0,0.151,15.499,19.7276,7.53,33394,59603,132126,58,55.99,63,32.0035,37.9173,25.9502,31,19.25,42.125,54,72.25,69.6562,44.0355,61.6266,298.5898,25913.8015,21.75,1.5,val
+16172,Japan,EAS,warm_moist,134.6286,34.8053,4,4,other,suburban,42.7,0,0,0,0,29,0,0,2.1,0,0,0,8.8,14.5,0,0,0,0,0,19.0136,6.35,29419,30723,40746,62,58.13,63,24.9877,34.3338,16.7469,24.75,10,37.75,48.75,66.5,62.2812,40.9424,55.5195,243.9432,18680.2035,9.75,2.5,val
+16173,Japan,EAS,warm_moist,134.6772,34.8,4,4,other,suburban,41.5,0,0,0,0,25.5,0,0,2.4,0,0,0,12.6,15.2,0,0,0,0,0,3.82406,6.3,30723,30829,49261,62,58.63,63,23.5435,30.9202,16.5086,22.75,10,34,45.25,62.305,58.2812,36.9193,52.3018,194.0729,13363.5787,5.5,1.25,val
+16174,Japan,EAS,warm_moist,134.705,34.7856,3,4,other,suburban,41.5,0,0,0,0,25.5,0,0,2.4,0,0,0,12.6,15.2,0,0,0,0.434,0,17.1875,6.99,14662,30829,96997,61,50.63,63,25.6187,32.9853,18.4621,25,11.75,37,47.75,63.25,59.0312,39.4459,53.8173,190.279,16558.3627,7.5,1,val
+16175,Japan,EAS,warm_moist,134.7408,34.8189,12,14,other,suburban,27.3,0,0,0,0,33.9,0,0,3,0,0,0,16.8,16.2,1,0,0,0.434,0,13.7256,6.55,30994,37197,96997,62,55.9,63,26.5265,35.5686,19.0341,27,12.25,39,50.5,69,65.6562,41.8187,58.0281,280.6809,21426.9423,14.5,2.5,val
+16176,Japan,EAS,warm_moist,134.5889,34.7894,3,1,other,suburban,43,0,0,0,0,32.2,0,0,1.9,0,0,0,7.3,12.4,1.2,0,0,0.286,0,3.82406,5.71,11485,19863,40746,62,49.74,63,26.8963,35.9081,18.5517,25.75,12.25,39,51.25,67.75,64.25,42.2706,57.5339,245.8809,21509.0406,11.25,2,val
+16177,Japan,EAS,warm_moist,134.6442,34.8614,23,24,other,suburban,19.2,0,0,0,0,51.8,0,0,2.3,0,0,0,11.5,12.3,1.2,0,0,0.017,17.128,19.0136,6.35,30736,30813,40746,62,57.57,63,24.6311,34.7267,14.7314,22,9,37.5,49.5,67.49,64.4271,41.3191,57.9387,251.1446,20864.1925,14,2,val
+16179,Japan,EAS,warm_moist,134.5808,34.9044,50,13,other,suburban,19.4,0,0,0,0,54.6,0,0,2.2,0,0,0,9.6,11,1.4,0,0,0.138,8.16,19.0367,4.56,11470,27512,39587,39,36.1,63,27.2383,36.666,18.1311,25.25,12.75,39,51.175,70.5,66.9688,43.3088,59.1061,294.6465,23711.888,18.25,2,val
+16180,Japan,EAS,warm_moist,134.6964,34.8469,19,15,other,suburban,29.3,0,0,0,0,36.9,0,0,2.5,0,0,0,14.1,14.5,0,0,0,0,0,19.0136,6.35,30813,30829,49261,63,61.32,63,24.0702,32.1935,16.6875,23,10,36.25,47.25,62.405,60.0312,38.2601,53.3876,180.9052,14676.584,5.5,0.5,val
+16181,Japan,EAS,warm_moist,134.7381,34.9106,47,20,other,suburban,8.2,0,0,0,0,56.5,0,0,2.6,0,0,0,17.2,13.4,1,0,0,0,19.233,13.6086,5.13,19755,30813,49261,55,41.71,63,26.3599,33.4426,16.7547,22.6667,11,35.3333,49.3333,69.4133,66.0417,39.1883,59.5605,292.2969,20370.8922,14.6667,2,val
+16183,Japan,EAS,warm_moist,135.4136,34.7256,0,1,other,suburban,21.7,0,0,0,0,24.2,0,0,1.4,0,0,0,3.6,45.4,1.7,0,0,0,0,47.4169,10.92,139425,144354,261712,63,62.99,63,24.8823,27.9917,19.5303,-999,-999,-999,-999,-999,57.5625,34.373,48.172,222.7828,-999,7,2.5,val
+16184,Japan,EAS,warm_moist,135.42,34.7161,-1,0,other,suburban,18,0,0,0,0,24.7,0,0,1.1,0,0,0,3.3,50,0,0,0,0,0,47.4169,10.92,139425,144354,261712,63,62.99,63,29.4822,-999,-999,-999,-999,-999,-999,-999,-999,-999,58.57,-999,-999,-999,-999,val
+16185,Japan,EAS,warm_moist,134.8883,34.6989,7,7,other,suburban,50.1,0,0,0,0,12.5,0,0,3.1,0,0,0,13.3,16.2,3.2,0,0,0,0,17.1681,6.72,18450,60049,112823,62,51.24,63,28.6532,37.1618,20.3132,28,13.75,40.75,53,72.75,69.3438,44.2087,60.0199,298.9233,26083.4724,22.5,3.75,val
+16186,Japan,EAS,warm_moist,134.9439,34.6814,14,20,other,suburban,47.1,0,0,0,0,14.4,0,0,3.3,0,0,0,14,15.8,3.7,0,0,0,0,17.1681,7.29,96997,96997,132126,63,54.97,63,25.0477,33.2988,17.4444,23.75,10.5,36.625,49.5,68.055,65.1562,40.0833,56.6878,276.1901,19773.8653,14.75,2.25,val
+16187,Japan,EAS,warm_moist,134.9806,34.6533,2,-3,other,suburban,55.6,0,0,0,0,12.4,0,0,2.4,0,0,0,9.8,14.6,3.1,0,0,0,0,17.1681,7.29,49993,64135,132126,59,47.42,63,26.1285,34.0816,19.0346,26.25,11,39.25,50.25,66,62.4062,41.063,56.3629,265.833,19098.9653,10.25,3.5,val
+16188,Japan,EAS,warm_moist,135.3411,34.7372,3,5,other,suburban,25.3,0,0,0,0,25.2,0,0,2,0,0,0,5.1,37.6,2.7,0,0,0,0,45.1958,10.33,92749,130639,261712,63,61.85,63,27.6971,-999,-999,-999,-999,-999,-999,-999,-999,-999,50.8095,-999,-999,-999,-999,val
+16189,Japan,EAS,warm_moist,135.3703,34.7186,0,2,other,suburban,21.7,0,0,0,0,24.2,0,0,1.4,0,0,0,3.6,45.4,1.7,0,0,0,0,45.1958,10.33,90332,139425,261712,63,60.52,63,26.9483,-999,-999,-999,-999,-999,-999,-999,-999,-999,53.8814,-999,-999,-999,-999,val
+16190,Japan,EAS,warm_moist,135.3675,34.7436,5,7,other,suburban,25.3,0,0,0,0,25.2,0,0,2,0,0,0,5.1,37.6,2.7,0,0,0,0,45.1958,10.33,90332,139425,261712,63,62.9,63,26.7239,32.8201,21.0465,26.875,12.25,38.5,49,66,62.25,39.7755,55.3779,269.3237,17902.8022,10.5,2.5,val
+16191,Japan,EAS,warm_moist,135.3522,34.7683,55,45,other,suburban,17.7,0,0,0,0,34.8,0,0,2.1,0,0,0,6.4,33.1,3.8,0,0,0.159,0,45.1958,10.33,79487,143561,261712,63,62.46,63,29.7715,35.4669,26.0848,31,17.25,42.25,52.5,68,65.3229,42.3434,56.5987,270.3269,21531.9026,13.75,2.75,val
+16192,Japan,EAS,warm_moist,135.2364,34.8269,240,50,other,suburban,10.4,0,0,0,0,45.7,0,0,3.3,0,0,0,11.9,21.3,5.5,0,0,0.159,0,14.2331,7.14,36403,86338,198782,63,56.03,63,30.9622,-999,-999,-999,-999,-999,-999,-999,-999,-999,56.0043,-999,-999,-999,-999,val
+16193,Japan,EAS,warm_moist,135.3539,34.7133,0,0,other,suburban,25.3,0,0,0,0,25.2,0,0,2,0,0,0,5.1,37.6,2.7,0,0,0,0,45.1958,10.33,19751,90332,261712,62,56.83,63,28.9458,35.269,24.8977,31,17.75,41.5,52,67,63.4583,41.5892,53.21,202.5885,20270.4268,9.3333,1.3333,val
+16194,Japan,EAS,warm_moist,135.3069,34.8264,115,122,traffic,suburban,10.6,0,0,0,0,46.1,0,0,2.7,0,0,0,9.5,24.2,5.1,0,0,0.159,0,14.2342,7.47,86338,94389,237657,57,49.56,63,16.1111,25.7741,7.2206,10,2,26.6667,42,61,57.1667,32.3983,50.6601,167.2459,11407.9559,4.6667,0.6667,val
+16195,Japan,EAS,warm_moist,134.895,34.3431,2,-12,other,suburban,70.6,0,0,0,0,15.2,0,0,1.1,0,0,0,6.7,1.2,3.9,0,0,0.157,0.834,2.87726,4.53,3243,5426,24093,52,27.43,61,27.9413,-999,-999,-999,-999,-999,-999,-999,-999,-999,48.9688,-999,-999,-999,-999,val
+16196,Japan,EAS,warm_moist,135.3042,34.7456,70,187,other,suburban,28.4,0,0,0,0,24.7,0,0,2.5,0,0,0,7.6,31.2,3.4,0,0,0,0,45.1958,10.33,130639,130639,261712,63,59.9,63,26.9003,-999,-999,-999,-999,-999,-999,-999,65.125,39.9177,43.9194,-999,-999,13,-999,val
+16197,Japan,EAS,warm_moist,135.4008,34.7842,22,21,other,suburban,15.4,0,0,0,0,33.8,0,0,1.5,0,0,0,5.1,39.7,2.4,0,0,0.083,0,47.4169,10.92,143561,152607,261712,63,63,63,23.2918,-999,-999,-999,-999,-999,-999,-999,61.2589,32.53,52.4249,-999,-999,8.5,-999,val
+16198,Japan,EAS,warm_moist,134.4683,34.8033,4,9,other,suburban,38.3,1.5,0,0,0,44,0,0,1.3,0,0,0,5.5,7,1.3,0,0,0.203,0,4.04754,4.65,6107,7198,30829,44,30.68,63,22.2662,-999,11.0787,-999,-999,-999,-999,-999,65.8125,42.685,57.0488,-999,-999,15.5,-999,test
+16199,Japan,EAS,warm_moist,134.8208,35.5444,5,1,other,suburban,14.4,0,0,0,0,78.8,0,0,0,0,0,0,4,0,0,0,0,0.22,0,1.23288,1.66,4809,4809,4904,58,31.3,58,25.1926,-999,-999,-999,-999,-999,-999,-999,-999,-999,48.6591,-999,-999,-999,-999,train
+16200,Japan,EAS,warm_moist,134.8422,34.7578,5,7,other,suburban,43.9,0,0,0,0,13.2,0,0,3.8,0,0,0,17.2,18,2.2,0,0,0,0,17.1889,7.41,40746,40746,96997,63,62.37,63,27.9118,-999,-999,-999,-999,-999,-999,-999,-999,-999,55.0662,-999,-999,-999,-999,val
+16201,Japan,EAS,warm_moist,134.8242,34.7419,4,1,other,suburban,43.9,0,0,0,0,13.2,0,0,3.8,0,0,0,17.2,18,2.2,0,0,0,0,17.1889,7.41,25959,40746,112823,63,59.69,63,25.8461,34.1035,18.044,24.75,11.25,37.25,50,69.75,66.7812,40.8088,57.8046,306.6163,21497.6389,18.75,3.5,val
+16203,Japan,EAS,warm_moist,134.8325,34.7931,8,25,other,suburban,34,0,0,0,0,20.9,0,0,3.9,0,0,0,19.3,18.3,2.2,0,0,0,11.798,17.1889,7.41,40746,40746,96997,62,54.87,63,28.5528,36.8639,19.8967,28.25,13,40.75,51.5,69.25,66.2188,43.2581,59.6586,275.8328,23273.733,14.75,2.25,val
+16204,Japan,EAS,warm_moist,134.5572,34.8586,23,26,other,suburban,29.8,0,0,0,0,48,0,0,1.8,0,0,0,6.6,10.4,1.4,0,0,0.138,8.16,19.0136,5.39,10077,12519,39587,62,50.98,63,26.3106,-999,18.5567,-999,-999,-999,-999,-999,62.9375,41.3635,53.1634,-999,-999,10.5,-999,val
+16205,Japan,EAS,warm_moist,134.3903,34.755,2,3,other,suburban,44.8,1.6,0,0,0,40,0,0,1.3,0,0,0,5.8,4.1,1.2,0,0,0,0,2.01015,5.07,2056,7260,29419,60,30.7,62,27.7191,-999,-999,-999,-999,-999,-999,-999,68.5625,44.9837,55.1013,-999,-999,19.5,-999,test
+16206,Japan,EAS,warm_moist,134.9692,34.9933,63,32,other,suburban,0,0,0,0,0,63.1,0,0,3.7,0,0,0,24,4,4.8,0,0,0.087,11.671,13.6097,5.33,6418,10035,37197,60,37.18,63,20.7835,-999,-999,-999,-999,-999,-999,-999,-999,-999,44.6769,-999,-999,-999,-999,train
+16207,Japan,EAS,warm_moist,135.3556,34.7961,33,34,other,suburban,17.7,0,0,0,0,34.8,0,0,2.1,0,0,0,6.4,33.1,3.8,0,0,0.159,0,45.1958,10.33,79487,143561,261712,63,61.54,63,27.295,36.0469,20.8491,28,13.5,41,52.5,71.5,68.25,43.1641,57.2566,342.111,23993.3565,19,3.5,val
+16208,Japan,EAS,warm_moist,134.7906,34.7661,2,1,other,suburban,37.4,0,0,0,0,19.8,0,0,3.5,0,0,0,18.9,17.7,1.3,0,0,0,11.798,17.1875,6.99,39587,40746,96997,62,56.11,63,23.6471,-999,-999,-999,-999,-999,-999,-999,56.8125,35.9332,50.1615,-999,-999,5.5,-999,val
+16209,Japan,EAS,warm_moist,135.4164,34.8306,28,21,other,suburban,8.6,0,0,0,0,44.7,0,0,1.8,0,0,0,5.8,34.3,2.9,0,0,0.083,0,14.2342,8.2,78343,143561,261712,63,62.63,63,26.0681,-999,20.3847,-999,-999,-999,-999,-999,59.9375,36.5873,51.3338,207.0987,-999,7,2.5,val
+16210,Japan,EAS,warm_moist,135.2253,34.8892,148,0,other,suburban,3,0,0,0,0,56.1,0,0,3,0,0,0,13.8,17.3,5.6,0,0,0.389,0,14.2331,7.14,12486,25619,152607,62,52.43,63,28.7657,-999,-999,-999,-999,-999,-999,-999,-999,-999,56.4323,-999,-999,-999,-999,val
+16211,Japan,EAS,warm_moist,134.9133,34.7486,50,40,other,suburban,39.6,0,0,0,0,15.4,0,0,3.7,0,0,0,18.6,18,3.2,0,0,0,0,17.2839,7.47,49261,60049,132126,62,58.21,63,28.3851,38.8206,20.7127,29.5,16.75,41.5,54.5,74,67.9583,43.3001,59.4767,325.4629,28727.351,20,3,val
+16212,Japan,EAS,warm_moist,134.8681,34.715,4,3,other,suburban,43.9,0,0,0,0,13.2,0,0,3.8,0,0,0,17.2,18,2.2,0,0,0,0,17.1889,7.41,39038,49261,112823,63,56.73,63,25.8163,36.6317,19.1984,27,15,40,52.5,72.5,65.2083,40.0068,57.2816,322.1797,25187.536,16,5,val
+16213,Japan,EAS,warm_moist,134.5781,34.8333,14,15,other,suburban,30.7,0,0,0,0,43.6,0,0,2.1,0,0,0,8.6,12.1,1.3,0,0,0.286,0,19.0136,5.39,19863,29419,40746,62,57.87,63,21.913,32.5487,12.4343,18,6,33.6667,47.6667,68,64.75,39.0369,56.0099,264.0862,19853.8691,16.5,1,val
+16214,Japan,EAS,warm_moist,135.0825,35.1294,115,89,other,suburban,0,0,0,0,0,84.5,0,0,1.1,0,0,0,11.3,1.3,1.5,0,0,0.201,0.89,2.17131,2.75,3776,4268,12385,24,20.66,61,26.4826,33.676,19.0659,24.75,13.25,36.5,47.75,66.75,64.2812,39.9978,55.0629,248.7224,17158.3121,12,1.5,train
+16215,Japan,EAS,warm_moist,135.7439,34.7,129,63,other,suburban,0,0,0,0,0,34.6,0,0,4.1,0,0,0,17.3,41,1.4,0,0,0,15.55,8.61852,7.49,34114,60214,261712,63,62.39,63,27.2363,33.4238,20.4817,26.5,16,35.5,45.8,67.06,61.875,39.6365,52.8572,338.8353,16365.292,13.3333,6.5,val
+16216,Japan,EAS,warm_moist,135.7364,34.5147,60,18,other,suburban,0,0,0,0,0,49.5,0,0,4.2,0,0,0,15.4,27.9,1.2,0,0,0.163,2.914,8.50551,7.46,56896,56896,261712,63,60.71,63,27.6825,35.2553,20.7523,26,14.5,38.5,52.5,74.5,71.2917,42.5702,59.9667,338.6956,24709.5343,27,8.3333,val
+16217,Japan,EAS,warm_moist,135.7369,34.4603,90,31,other,suburban,0,0,0,0,0,56.5,0,0,3.8,0,0,0,14.3,22.3,1.4,0,0,0.163,2.914,1.87261,5.9,9097,22372,193292,61,45.31,63,27.9236,36.5986,21.2929,27,14.5,39.5,53,76,72.9167,43.5979,61.3234,362.4517,26780.6853,31.3333,6.5,val
+16218,Japan,EAS,warm_moist,135.7072,34.6919,0,90,other,suburban,0,0,0,0,0,25.8,0,0,4.1,0,0,0,16.6,49.4,1.3,0,0,0,15.55,8.61852,8.07,60214,138434,261712,63,61.3,63,27.176,33.7913,19.3226,25.6667,14,36,47.6667,68.6667,64.6667,40.4369,58.2229,329.3994,18674.0436,16.3333,4.6667,val
+16219,Japan,EAS,warm_moist,135.7075,34.5944,0,9,other,suburban,1.2,0,0,0,0,36.1,0,0,4.3,0,0,0,15.6,39.7,1.4,0,0,0,0,8.50551,7.46,38952,76245,261712,62,61.42,63,24.5343,34.1415,18.693,25,13,36.5,48.5,68.5,64.875,40.7769,51.5801,303.354,19734.3306,15,3.5,val
+16220,Japan,EAS,warm_moist,136.0653,34.1994,1450,673,other,suburban,0,1.1,0,0,0,96.5,0,0,0,0,0,0,0,0,0,0,0,0,0,2.99706,1.91,58,159,1891,0,0,52,45.8712,-999,-999,-999,-999,-999,-999,-999,-999,-999,58.81,-999,-999,-999,-999,test
+16221,Japan,EAS,warm_moist,135.1378,34.2478,0,3,other,suburban,55.6,0,0,0,0,25.8,0,0,2.3,0,0,0,8,5,1.8,0,0,0,0,20.4404,5.46,5129,25516,31303,61,52.87,63,28.041,-999,-999,-999,-999,-999,-999,-999,63.9375,40.6144,49.7253,-999,-999,11.5,-999,val
+16222,Japan,EAS,warm_moist,135.1858,34.2397,0,4,other,suburban,47.4,0,0,0,0,33,0,0,2.5,0,0,0,8.6,5.3,2,0,0,0,0,20.4404,5.46,31303,31303,44253,62,60.03,63,26.0049,-999,-999,-999,-999,-999,-999,-999,-999,-999,48.3632,-999,-999,-999,-999,val
+16223,Japan,EAS,warm_moist,135.1628,34.2142,0,6,other,suburban,55.6,0,0,0,0,25.8,0,0,2.3,0,0,0,8,5,1.8,0,0,0,0,20.4404,5.46,8920,27244,31303,61,53.16,62,24.4417,32.4634,22.1944,25,15,37.5,49.5,65,60.875,38.1203,46.8914,154.7909,16541.5846,6,0.5,val
+16224,Japan,EAS,warm_moist,135.1803,34.1856,0,5,other,suburban,43.5,0,0,0,0,38.9,0,0,2.2,0,0,0,7.7,4.5,1.9,0,0,0,0,0,5.03,8920,27244,31303,61,51.39,62,32.5222,39.4171,28.4321,33,22,43.5,55.5,72.5,68.5,44.4789,57.0655,279.8012,28193.2421,19.6667,2,val
+16225,Japan,EAS,warm_moist,135.2872,34.2428,0,6,other,suburban,26.4,0,0,0,0,51.1,0,0,2.7,0,0,0,9.2,7,2.4,0,0,0,10.664,1.25668,5.69,29461,31303,50843,47,49.68,63,32.7882,-999,-999,-999,-999,-999,-999,-999,-999,-999,57.9935,-999,-999,-999,-999,val
+16226,Japan,EAS,warm_moist,135.1094,34.2544,0,0,other,suburban,61,0,0,0,0,20.9,0,0,2.2,0,0,0,7.7,4.7,1.9,0,0,0,0,20.4404,5.46,5129,25516,31303,59,41.22,62,33.7814,41.2382,29.3915,35.5,22,45.5,57.5,73,69.2083,46.4287,58.2646,275.3632,32400.137,22.6667,1.5,val
+16227,Japan,EAS,warm_moist,135.1986,34.2597,0,34,other,suburban,51.1,0,0,0,0,27.7,0,0,2.4,0,0,0,8.4,7,2.1,0,0,0,10.1,20.4404,5.46,26448,31303,44253,62,55.04,63,29.1882,35.3527,22.3041,28.25,14.75,39.75,51.5,68.5,65.4688,41.7578,57.834,235.9252,22479.5101,16.75,1.25,val
+16228,Japan,EAS,warm_moist,135.2142,34.15,0,21,other,suburban,38.9,0,0,0,0,42.8,0,0,2.3,0,0,0,8.4,3.8,2.3,0,0,0,1.916,1.25519,5.06,7470,27244,31303,53,39.41,62,33.8259,-999,-999,-999,-999,-999,-999,-999,-999,-999,58.9666,-999,-999,-999,-999,val
+16229,Japan,EAS,warm_moist,135.2092,34.1556,0,21,other,suburban,38.9,0,0,0,0,42.8,0,0,2.3,0,0,0,8.4,3.8,2.3,0,0,0,1.916,1.25519,5.06,7470,27244,31303,53,39.41,62,30.2454,35.9581,23.6521,27,15.5,40.5,54,71,66.9375,42.1358,53.2634,230.209,24568.4797,18,1.5,val
+16230,Japan,EAS,warm_moist,135.2003,34.1594,0,23,other,suburban,38.9,0,0,0,0,42.8,0,0,2.3,0,0,0,8.4,3.8,2.3,0,0,0,1.916,1.25519,5.06,7470,27244,31303,59,44.29,62,32.2622,-999,-999,-999,-999,-999,-999,-999,-999,-999,54.7477,-999,-999,-999,-999,val
+16231,Japan,EAS,warm_moist,135.2794,34.1622,0,47,other,suburban,22,0,0,0,0,57.5,0,0,2.6,0,0,0,8.9,5.2,2.4,0,0,0,1.916,1.25519,5.06,11979,23205,34770,28,24.06,62,29.8974,-999,-999,-999,-999,-999,-999,-999,-999,-999,53.1141,-999,-999,-999,-999,val
+16232,Japan,EAS,warm_moist,135.1161,34.1,0,6,other,suburban,61.2,0,0,0,0,25.3,0,0,1.8,0,0,0,5,3.4,2,0,0,0,0,20.3925,5.03,5829,8948,31303,55,28.55,62,31.9866,36.5504,27.7564,31,21.3333,41,52,69.6667,67.125,42.0821,55.7662,254.4645,20764.9143,15.6667,2,val
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+16234,Japan,EAS,warm_moist,134.2128,35.5228,3,2,other,suburban,43,0,0,0,0,49.2,0,0,0,0,0,0,3.7,1.7,0,0,0,0.081,0.965,0.962544,1.52,10573,11515,11521,62,45.83,63,32.4168,36.4732,27.7933,32,20.3333,43,51,62.94,61.1667,41.8968,55.8507,176.2197,18840.2362,6,0.3333,train
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+16236,Japan,EAS,warm_moist,133.8442,35.4386,15,22,other,suburban,26.5,0,0,0,0,61.7,0,0,0,0,0,0,5.7,1.3,2.9,0,0,0,12.084,1.5413,1.76,4631,6329,7769,45,31.65,59,32.6512,36.3956,26.9132,31.6667,21.6667,40,49.3333,62.3333,58.875,40.7724,55.0592,156.4949,16145.0104,6,0,train
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+16238,Japan,EAS,warm_moist,132.0714,34.8975,2,-24,other,suburban,43.2,0,0,0,0,54,0,0,0,0,0,0,0,0,0,0,0,0,0,1.23679,1.76,2240,4758,4758,38,21.92,48,38.8035,-999,-999,-999,-999,-999,-999,-999,-999,-999,61.5856,-999,-999,-999,-999,train
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+16240,Japan,EAS,warm_moist,131.8514,34.6786,5,10,other,suburban,36.4,0,0,0,0,61.3,0,0,0,0,0,0,0,0,0,0,0,0,8.26,0.972395,1.82,2700,2753,3901,36,21.03,52,34.9579,-999,-999,-999,-999,-999,-999,-999,-999,-999,60.1376,-999,-999,-999,-999,train
+16241,Japan,EAS,warm_moist,132.5017,35.2044,18,26,other,suburban,44.9,0,0,0,0,53.3,0,0,0,0,0,0,0,0,0,0,0,0,0,0.671872,1.52,1574,1582,6842,43,17.46,45,33.7303,40.5993,25.7188,33,19.75,44,55,71,67.7188,46.3018,62.8451,287.0683,28206.7525,19.75,1.5,train
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+16245,Japan,EAS,warm_moist,133.9731,34.6036,5,0,other,suburban,34.1,0,0,0,0,27.6,0,0,4,0,0,1.5,19.3,8.7,1.9,0,0,0,0,18.4727,6.45,17299,21949,27107,54,42.61,63,26.6538,35.5745,19.0245,25.25,13.5,38,51.25,70.105,67.1771,42.1685,58.2581,309.9667,23289.5468,19.75,3.75,train
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+16247,Japan,EAS,warm_moist,134.0333,34.6572,10,3,other,suburban,28.9,1.1,0,0,0,35.2,0,0,3.8,0,0,1.5,19,6.3,2.6,0,0,0.388,0,5.5878,5.92,21949,21949,27107,61,50.29,63,26.5441,36.5935,17.7193,25.5,12.25,39.25,51.9,68.75,65.9062,43.2419,57.7543,262.8073,23601.2316,15.25,2.75,train
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+16251,Japan,EAS,warm_moist,133.8525,34.59,5,0,other,suburban,27.2,0,0,0,0,34,0,0,4.2,0,1.2,1.4,18.6,9.1,2.4,0,0,0,18.905,18.527,7.35,22593,27107,27107,58,56.62,63,23.5895,34.0358,13.5665,21.3333,7.6667,36.6667,48.6667,66,63.4167,41.0407,54.7106,246.7422,19428.7234,12,2.3333,train
+16252,Japan,EAS,warm_moist,133.8631,34.6522,15,3,other,suburban,16.2,0,0,0,0,42.8,0,0,4.3,0,1.2,1.3,20.3,9.2,2.9,0,0,0,17.466,18.549,7.6,22071,23558,27107,62,60.97,63,25.3674,33.985,17.7505,24.5,12.5,36.75,48,63.75,61.0312,40.2823,53.7689,230.8825,17207.0389,7.25,2.25,train
+16253,Japan,EAS,warm_moist,134.0528,34.6397,1,9,other,suburban,28.9,1.1,0,0,0,35.2,0,0,3.8,0,0,1.5,19,6.3,2.6,0,0,0.388,0,5.5878,5.92,21949,21949,27107,50,38.63,63,27.269,37.1099,18.7144,25.75,13.5,39.25,52.25,72,68.0045,43.5989,60.5704,334.3971,25705.6801,23,3.5,train
+16254,Japan,EAS,warm_moist,133.7597,34.5383,1,4,other,suburban,33.2,0,0,0,0,30.5,0,0,4.3,0,1.2,1.3,17.1,7.7,2.5,0,0,0,0,0,7.44,24318,26323,27107,62,60.47,63,25.7889,35.4793,19.775,26.5,14.5,38.5,50,66,63.6875,41.6844,51.9115,271.5953,20655.8666,14,3.5,train
+16255,Japan,EAS,warm_moist,133.7431,34.5456,2,10,other,suburban,33.2,0,0,0,0,30.5,0,0,4.3,0,1.2,1.3,17.1,7.7,2.5,0,0,0,0,0,7.44,24318,26323,27107,63,61.75,63,26.2789,36.6875,17.7765,26,11.75,40,52.5,70,67,43.5034,56.8256,267.3327,24653.9974,20.5,3.5,train
+16256,Japan,EAS,warm_moist,133.7592,34.5117,1,10,other,suburban,33.2,0,0,0,0,30.5,0,0,4.3,0,1.2,1.3,17.1,7.7,2.5,0,0,0,0,0,7.44,24318,26323,27107,63,59.34,63,24.8047,33.0782,17.5228,23.5,11.75,36.5,48.25,64,61.4062,39.467,54.8597,187.1702,16960.0751,7.75,1,train
+16257,Japan,EAS,warm_moist,133.7706,34.4769,4,7,other,suburban,41.7,0,0,0,0,21.2,0,0,4.1,0,1.3,1.5,18.2,8.6,1.4,0,0,0,0,20.8033,6.81,20623,26323,27107,58,48.57,63,25.2001,31.5392,19.9955,24,13.75,36,47.5,63.5,60,37.7597,53.6367,200.2006,15095.9023,7.25,1,train
+16258,Japan,EAS,warm_moist,133.7206,34.5483,1,31,other,suburban,33.2,0,0,0,0,30.5,0,0,4.3,0,1.2,1.3,17.1,7.7,2.5,0,0,0,0,0,7.44,24311,26172,27107,62,61.69,63,26.7886,35.5388,19.3009,26.25,13.5,38.75,51.5,68.75,65.625,42.0142,57.3854,273.277,22291.2559,16.5,1.75,train
+16259,Japan,EAS,warm_moist,133.7778,34.6003,3,8,other,suburban,25.1,0,0,0,0,36.7,0,0,4.4,0,1.1,1.4,17.7,8.8,2.9,0,0,0.167,0.963,20.9874,6.97,26296,27107,27107,62,60.19,63,27.393,38.3177,17.973,26.75,11.75,40.5,54.5,75.5,72.4688,45.4714,61.308,358.9157,29986.0155,30.75,7,train
+16260,Japan,EAS,warm_moist,133.8122,34.5603,1,5,other,suburban,25.1,0,0,0,0,36.7,0,0,4.4,0,1.1,1.4,17.7,8.8,2.9,0,0,0,18.905,18.527,7.35,24897,27107,27107,59,53.62,63,23.1093,31.8931,14.9459,21.25,9.25,34.25,46.25,64.05,61.3438,38.4093,54.2892,258.9739,15911.4308,10.75,2,train
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+16262,Japan,EAS,warm_moist,133.8158,34.5361,7,30,other,suburban,34.5,0,0,0,0,27.8,0,0,4.3,0,1.1,1.5,16.9,9.9,1.9,0,0,0,18.905,18.527,7.35,25788,26323,27107,46,46.67,63,25.6073,35.1374,17.1808,23.5,12,37.75,50.5,68.925,65.192,42.1779,58.0073,280.7763,22131.8349,15.25,3,train
+16263,Japan,EAS,warm_moist,133.7278,34.5839,3,3,other,suburban,22.9,0,0,0,0,39.7,0,0,4.6,0,1.1,1.1,17.6,7.9,3.4,0,0,0,0,0,7.44,26172,26309,27107,63,57.22,63,25.5753,35.7412,17.3413,24.75,12,38.25,50.75,69.5,67.4062,42.2575,56.582,264.1422,22595.1587,18,3,train
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+16323,Japan,EAS,warm_moist,131.2178,33.9939,4,6,other,suburban,46.9,0,0,0,0,33.1,0,0,1.4,0,0,1.2,5.8,9.6,0,0,0,0,0,3.96377,5.84,15716,16530,24100,58,48.56,61,30.0938,38.5357,22.2068,30,14.6667,42.6667,55.3333,71.3333,68.625,44.6786,61.4511,265.2945,27369.0889,20.6667,0.6667,train
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+16325,Japan,EAS,warm_moist,131.3958,34.4086,2,1,other,suburban,29.2,0,0,0,0,65.8,0,0,0,0,0,0,1.6,1.9,0,0,0,0.094,0,0,2.43,5246,5246,7366,47,20.69,51,34.5352,39.999,27.4669,33.3333,21,44.3333,55,69.3333,66.25,45.1484,61.0587,230.8399,26430.387,15.6667,0,train
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+16358,Japan,EAS,warm_moist,133.7867,34.2278,30,22,other,suburban,40.6,0,0,0,0,34.1,0,0,3.1,0,0,0,16.1,3,1.7,0,0,0.157,19.113,3.35921,4.92,15136,18172,30201,54,43.78,63,31.2052,-999,25.5788,-999,-999,-999,-999,-999,73.0625,45.843,58.0461,-999,-999,30,-999,val
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+16461,Japan,EAS,warm_moist,130.5586,32.9311,5,4,other,suburban,38.8,0,0,0,0,22.5,0,0,5.5,0,0,0,21.5,8.8,1.7,0,0,0.438,0,7.34636,2.89,9075,11424,45757,58,36.78,63,27.8752,-999,19.4159,-999,-999,-999,-999,-999,68.5,44.7431,59.9167,304.8246,-999,21.5,2,train
+16462,Japan,EAS,warm_moist,130.1958,32.4606,5,3,other,suburban,52.7,1.9,0,0,0,37.7,0,0,1.8,0,0,1.7,2.5,0,1.1,0,0,0,0,6.36104,2.05,4897,5032,5940,56,27.08,56,33.0712,-999,-999,-999,-999,-999,-999,-999,-999,-999,58.4616,-999,-999,-999,-999,val
+16463,Japan,EAS,warm_moist,130.7006,33.0097,60,13,other,suburban,4.9,0,0,0,0,54.2,0,0,7.4,0,0,0,21.6,8.8,2.1,0,0,0.134,35.202,0.605618,2.99,6417,6417,45736,56,34.33,63,24.0572,-999,-999,-999,-999,-999,-999,-999,-999,-999,49.4104,-999,-999,-999,-999,train
+16464,Japan,EAS,warm_moist,130.8131,32.98,65,42,other,suburban,0,0,0,0,0,61.7,0,0,6.1,0,0,0,19.7,8.5,2.2,0,0,0.599,20.177,4.69743,2.74,2543,6482,45736,55,30.05,63,26.1785,-999,-999,-999,-999,-999,-999,-999,-999,-999,55.3737,-999,-999,-999,-999,train
+16465,Japan,EAS,warm_moist,130.4328,32.5161,4,17,other,suburban,54.1,1.8,0,0,0,27.4,0,0,2,0,0,2.5,7.9,2.1,1.8,0,0,0,0,0,2.44,1563,5122,12400,26,12.41,61,32.6081,39.8608,25.1005,31.6667,18,44,56,73,69.375,45.511,62.05,274.5456,29666.2505,25.6667,1,val
+16466,Japan,EAS,warm_moist,131.0497,32.9717,478,1,other,suburban,0,0,0,0,0,77.4,0,0,2.7,0,0,0,15,0,3.1,0,0,0.033,24.192,1.15069,2.46,1559,1559,21584,25,15.21,61,29.4553,-999,-999,-999,-999,-999,-999,-999,-999,-999,53.0439,-999,-999,-999,-999,test
+16467,Japan,EAS,warm_moist,130.8772,32.8761,114,76,other,suburban,0,0,0,0,0,58.3,0,0,5.8,0,0,0,23.9,8.6,2.5,0,0,1.456,0,5.51728,2.95,12034,21584,45757,53,43.44,63,28.2505,35.1556,21.6617,26.6667,14,40.3333,52,68.3333,65.9583,41.1851,58.8089,233.6261,21757.1129,16.3333,0.3333,val
+16468,Japan,EAS,warm_moist,130.8183,32.7906,40,7,other,suburban,4,0,0,0,0,54.1,0,0,5.9,0,0,0,24.1,8.9,1.8,0,0,0.307,16.493,1.11983,2.98,9833,32979,45757,52,42.03,63,25.3892,33.4686,17.6171,21.3333,11,36,50,66.6667,65.0625,40.0019,58.9876,251.6242,20660.7347,13.25,0.5,train
+16469,Japan,EAS,warm_moist,130.8083,32.6528,34,29,other,suburban,7.5,0,0,0,0,62.4,0,0,2.5,0,0,0,16.5,8.4,1.5,0,0,0.132,5.257,1.11857,2.64,2978,3441,45757,26,15.1,63,25.8307,34.6092,17.2067,22.25,11.75,37,51.75,69.75,66.75,41.2282,60.0319,255.9119,22637.0794,20,0.5,train
+16470,Japan,EAS,warm_moist,130.5042,32.3475,2,3,other,suburban,36.5,0,0,0,0,57.5,0,0,0,0,0,1.1,1.8,1.2,0,0,0,0,0,1.3044,2.28,517,2916,12400,11,8.12,61,30.1452,37.5078,23.5417,28.6667,16.3333,41,53,68,66.875,43.1481,60.8919,246.9662,25667.5519,19,0.25,val
+16471,Japan,EAS,warm_moist,130.0536,32.5125,5,0,other,suburban,66.8,0,0,0,0,26.7,0,0,1.4,0,0,1.3,1.6,0,0,0,0,0,0,1.168,2.19,450,1009,26746,25,10.41,56,37.2289,41.441,33.4508,35.6667,26,46.3333,57.3333,71.6667,69.558,46.2259,63.7916,272.2852,32407.567,24.75,0.5,val
+16472,Japan,EAS,warm_moist,131.6822,33.2539,3,2,other,suburban,35.6,0,0,0,0,45.2,0,0,3.4,0,0,0,4.4,7.7,2.1,0,0,0,11.687,14.3887,4.61,22394,22405,22415,62,58.23,63,27.9028,-999,-999,-999,-999,-999,-999,-999,-999,-999,48.834,-999,-999,-999,-999,train
+16473,Japan,EAS,warm_moist,131.7189,33.2475,5,2,other,suburban,45,0,0,0,0,37.8,0,0,2.9,0,0,0,3.8,7.2,1.7,0,0,0.174,2.801,4.6356,4.49,22394,22405,22415,60,47.55,63,25.8083,-999,-999,-999,-999,-999,-999,-999,55.25,36.1011,48.5861,-999,-999,5.5,-999,train
+16474,Japan,EAS,warm_moist,131.7508,33.2283,5,3,other,suburban,45,0,0,0,0,37.8,0,0,2.9,0,0,0,3.8,7.2,1.7,0,0,0.174,2.801,4.6356,4.49,21958,22394,22415,35,29.53,63,26.7161,35.0079,19.2578,26.25,12.75,38.25,49.75,65.75,61.5938,41.2301,55.5613,217.0608,18970.3057,11,0.75,train
+16475,Japan,EAS,warm_moist,131.6581,33.1558,12,8,other,suburban,16.5,0,0,0,0,67.2,0,0,2.7,0,0,0,3.8,7.1,1.9,0,0,0.128,1.406,14.3722,4.52,22415,22415,22415,41,27.42,63,26.5737,35.5757,17.2703,23.5,10.25,40,52.25,69.32,65.9062,42.6944,58.52,277.4529,24359.3566,17.25,2.25,train
+16476,Japan,EAS,warm_moist,131.4844,33.2883,88,102,other,suburban,13.3,0,0,0,0,67.7,0,0,2.8,0,0,0,5.3,7.2,2.6,0,0,0.079,1.362,0.903458,4.31,17479,17479,22415,58,41.33,63,34.7074,39.1701,30.0113,35.25,22.75,44.875,56,70.5,66.9688,45.5564,60.6116,264.103,27645.7859,18.25,1.75,train
+16477,Japan,EAS,warm_moist,131.1947,33.5925,8,2,other,suburban,33.7,0,0,0,0,49.6,0,0,0,0,0,0,11.8,2.5,0,0,0,0.604,10.067,4.35385,4.08,17136,17136,18875,61,47.76,62,29.35,-999,-999,-999,-999,-999,-999,-999,-999,-999,53.0804,-999,-999,-999,-999,train
+16478,Japan,EAS,warm_moist,130.9308,33.32,87.5,4,other,suburban,0,0,0,0,0,92.1,0,0,0,0,0,0,5.3,1.5,0,0,0,0,5.547,1.89673,3.1,3941,3941,18239,56,31.01,60,23.786,33.0142,14.4413,20.5,8,35.75,49.5,66.5,63.5625,39.7664,57.7799,195.5881,19396.554,12.5,1,val
+16479,Japan,EAS,warm_moist,131.9042,32.9647,2,29,other,suburban,36.5,1.5,0,0,0,57.5,0,0,0,0,0,0,1.4,0,0,0,0,0.195,0,1.49046,2.58,3236,4284,21386,59,29.95,59,23.6994,-999,20.5609,-999,-999,-999,-999,-999,62.3125,38.7483,52.8251,180.5659,-999,8,0.5,train
+16480,Japan,EAS,warm_moist,131.805,33.1264,3,24,other,suburban,36.1,0,0,0,0,49.7,0,0,2.1,0,0,0,2.9,7,0,0,0,0.139,0,0,4.09,3983,5302,22415,47,23.75,63,30.4973,-999,-999,-999,-999,-999,-999,-999,-999,-999,54.2132,-999,-999,-999,-999,train
+16481,Japan,EAS,warm_moist,131.8608,33.0725,3,41,other,suburban,34.1,0,0,0,0,54.5,0,0,1.6,0,0,0,2.3,5,0,0,0,0.044,0,4.62548,3.27,4275,4510,22415,23,17.46,62,28.841,-999,-999,-999,-999,-999,-999,-999,-999,-999,52.6473,-999,-999,-999,-999,train
+16482,Japan,EAS,warm_moist,131.5806,32.9725,138,67,other,suburban,0,0,0,0,0,92.6,0,0,1.9,0,0,0,2.6,1.5,1.4,0,0,0.116,0.707,0.695225,2.5,1837,1988,22415,31,13.2,62,34.3804,-999,-999,-999,-999,-999,-999,-999,-999,-999,58.4725,-999,-999,-999,-999,train
+16483,Japan,EAS,warm_moist,131.5283,33.3689,19,-19,other,suburban,20.5,0,0,0,0,57.2,0,0,3,0,0,0,8,7.1,2.6,0,0,0.166,0,28.8677,4.13,1779,10977,22415,36,26.37,63,28.3987,34.3381,22.0993,28.6667,15.6667,38.6667,47.6667,61,57.8333,39.669,52.806,164.3891,14845.7525,5.3333,0.3333,train
+16484,Japan,EAS,warm_moist,131.8742,33.2453,17.2,0,other,suburban,68.4,0,0,0,0,22.1,0,0,1.1,0,0,0,1.5,5.4,0,0,0,0,0,4.63595,4.24,3451,3451,22415,19,10.81,63,28.4846,-999,-999,-999,-999,-999,-999,-999,-999,-999,47.7101,-999,-999,-999,-999,train
+16485,Japan,EAS,warm_moist,131.4247,31.9097,5,7,other,suburban,35.7,0,1,0,0,37.7,0,0,7.1,0,0,2,10,5.5,0,0,0,0,4.718,5.11075,1.89,18582,19881,19917,62,56.83,63,27.1628,29.1307,21.6888,24.3333,12,36.3333,46.3333,59.3333,56.5893,34.4889,52.1567,116.7656,10947.6077,3.3333,0,test
+16486,Japan,EAS,warm_moist,131.4108,31.9325,6.6,8,other,suburban,24.6,0,1.1,0,0,48.8,0,0,7.6,0,0,1.9,9.9,5.2,0,0,0,0,4.867,5.11075,1.89,19881,19881,19917,63,56.75,63,23.5414,-999,-999,-999,-999,-999,-999,-999,-999,-999,42.2057,-999,-999,-999,-999,test
+16487,Japan,EAS,warm_moist,131.3706,31.9311,10,13,traffic,suburban,24.6,0,1.1,0,0,48.8,0,0,7.6,0,0,1.9,9.9,5.2,0,0,0,0,4.718,5.32314,2.05,14106,19881,19917,49,39.34,63,19.4949,-999,-999,-999,-999,-999,-999,-999,-999,-999,36.6833,-999,-999,-999,-999,test
+16488,Japan,EAS,warm_moist,131.08,31.7606,143,12,other,suburban,0,0,1.4,0,0,79.6,0,0,7.6,0,0,0,7.6,2.8,0,0,0,0,17.576,2.23731,1.66,7457,7616,9202,59,45.61,60,24.239,31.486,17.3787,22.6667,10.3333,36,46.6667,59.8133,57.2976,36.9432,51.4084,118.3121,13021.3368,3,0,test
+16489,Japan,EAS,warm_moist,131.6686,32.6169,36,94,other,suburban,29.4,0,0,0,0,64,0,0,0,0,0,1,0,2.7,0,0,0,0,1.331,1.77543,1.87,7565,7568,9252,36,26.82,60,22.0525,-999,-999,-999,-999,-999,-999,-999,-999,-999,42.7003,-999,-999,-999,-999,test
+16491,Japan,EAS,warm_moist,131.6569,32.5789,18,17,other,suburban,26.3,0,0,0,0,66.9,0,0,0,0,0,1.1,0,2.7,0,0,0,0,15.367,1.77349,2,7568,7568,9252,58,38.28,60,24.4527,-999,-999,-999,-999,-999,-999,-999,-999,-999,47.8197,-999,-999,-999,-999,test
+16492,Japan,EAS,warm_moist,131.6644,32.5942,20,14,other,suburban,26.3,0,0,0,0,66.9,0,0,0,0,0,1.1,0,2.7,0,0,0,0,15.367,1.77349,2,7565,7568,9252,58,37.9,60,27.5891,32.6426,22.3984,26.75,15.75,37.75,47.75,60.065,57.6562,37.5939,55.5825,159.1039,16817.9129,9,0.25,test
+16493,Japan,EAS,warm_moist,131.3753,31.6069,6,8,other,suburban,43,0,1.2,0,0,49.5,0,0,1.5,0,0,1.7,1.9,0,0,0,0,0,0,1.41431,1.84,2616,2769,19917,52,23.06,52,26.3349,31.3249,18.9336,-999,-999,-999,-999,-999,56.5,36.1969,50.3991,127.0706,-999,3.5,0,test
+16494,Japan,EAS,warm_moist,131.4017,31.5919,20,20,other,suburban,43,0,1.2,0,0,49.5,0,0,1.5,0,0,1.7,1.9,0,0,0,0,0,0,1.75996,1.76,2488,2616,19917,41,20.71,52,18.214,-999,-999,-999,-999,-999,-999,-999,-999,-999,35.3155,-999,-999,-999,-999,test
+16495,Japan,EAS,warm_moist,131.6353,32.4383,20,14,other,suburban,42.6,0,0,0,0,47.1,0,0,2.5,0,0,1.5,1.7,2.7,0,0,0,0,0,1.71867,2.02,9248,9252,9252,59,34.94,60,31.7558,-999,-999,-999,-999,-999,-999,-999,-999,-999,52.572,-999,-999,-999,-999,test
+16496,Japan,EAS,warm_moist,131.6597,32.425,24,44,other,suburban,42.6,0,0,0,0,47.1,0,0,2.5,0,0,1.5,1.7,2.7,0,0,0,0,0,1.71867,2.02,7689,9248,9252,48,29.88,60,27.6809,32.6709,21.6965,25.25,15,37.75,47.75,62.29,59.5312,37.5561,54.5353,193.0996,17593.872,10.75,0.25,test
+16497,Japan,EAS,warm_moist,131.5061,32.1306,10,25,other,suburban,36,0,1.4,0,0,37.4,0,0,8.6,0,0,1.7,9.2,4.4,1.1,0,0,0,4.085,0.951675,1.66,6061,8160,19881,46,23.88,63,30.753,36.7539,23.4133,29.3333,17,40.6667,51.3333,65.28,62.0833,41.9424,55.9595,175.4585,21401.4861,11.3333,0.3333,test
+16499,Japan,EAS,warm_moist,130.5572,31.5961,4,31,other,suburban,35.8,1,1.9,0,0,46.9,0,0,3.6,0,0,2.4,2.6,5.1,0,0,0,0,0,7.88611,2.26,25055,34790,34821,61,53.96,63,24.5769,-999,-999,-999,-999,-999,-999,-999,-999,-999,46.4722,-999,-999,-999,-999,test
+16500,Japan,EAS,warm_moist,130.5178,31.5214,5,1,other,suburban,35.5,0,3.1,0,0,45.4,0,0,4.2,0,0,2.5,2.9,4.6,0,0,0,0,7.626,7.88611,2.26,28920,34821,34821,61,46.72,63,30.2711,33.4986,24.6543,-999,-999,-999,-999,-999,60.4375,39.1517,53.5215,162.177,17791.0377,8.5,0,test
+16501,Japan,EAS,warm_moist,130.5644,31.5853,3,-5,other,suburban,35.8,1,1.9,0,0,46.9,0,0,3.6,0,0,2.4,2.6,5.1,0,0,0,0,0,7.88611,2.26,17282,34806,34821,61,53.32,63,22.8833,24.1976,19.3341,19.6667,10.6667,30.6667,41.6667,56.3333,55.0655,29.227,49.413,104.3536,6433.1512,1.6667,0,test
+16502,Japan,EAS,warm_moist,130.3033,31.8139,8,21,other,suburban,40.2,0,1.8,0,0,50.4,0,0,2.3,0,0,0,2.4,1,0,0,0,0,12.782,1.86231,2.06,4957,5144,7845,55,34.42,59,28.3262,-999,-999,-999,-999,-999,-999,-999,-999,-999,58.0565,-999,-999,-999,-999,test
+16503,Japan,EAS,warm_moist,130.8519,31.3761,16,12,other,suburban,36.7,0,1.2,0,0,45.8,0,0,5,0,0,1.6,7.2,0,1.5,0,0,0,0,1.8577,1.96,6476,6476,6476,53,37,60,28.1322,33.5476,20.73,25.75,12.75,38.75,50.5,65.12,62.25,38.6475,58.4187,183.2753,17855.3136,12,0,test
+16504,Japan,EAS,warm_moist,130.2019,31.7586,20,130,other,suburban,70.5,0,1.3,0,0,23.1,0,0,1.2,0,0,0,1.6,0,0,0,0,0,0,2.20144,1.91,3305,5287,7845,6,4.24,59,36.6419,38.694,32.4065,34.875,25.5,44.75,55.25,68.5,65.625,42.8183,60.835,236.3132,24000.6628,13.5,0.25,test
+16506,Japan,EAS,warm_moist,130.7606,31.7369,8,4,other,suburban,17.4,0,1.1,0,0,70.5,0,0,2.3,0,0,2.2,2,3.3,0,0,0,0,0,1.53221,1.81,9318,9870,34790,59,38.35,62,27.9023,32.9802,20.7826,24.6667,14.3333,37.3333,49,61.6667,59.9167,37.9165,55.7428,130.2588,15372.6344,6,0,test
+16507,Japan,EAS,warm_moist,130.5425,31.3761,52,7,other,suburban,43.6,0,5.2,0,0,33.8,0,0,5.3,0,0,2.1,4.1,3.6,1.6,0,0,0,0,2.57048,2.13,3700,3700,34821,18,9.72,63,34.3831,35.4171,30.8507,32.75,22.75,42.5,52,65.27,61.875,39.7276,58.2773,182.3294,17831.779,10.75,0.25,test
+16508,Japan,EAS,warm_moist,131.0989,31.4725,3,0,other,suburban,19.6,0,2.9,0,0,57.1,0,0,8.1,0,0,1.4,7.8,0,1.7,0,0,0,0,0.859315,1.77,1785,2257,7620,44,21.64,60,28.1203,33.1802,22.3146,25.75,15.75,37.25,49.5,64.01,62.0938,38.0328,56.9537,185.2698,17008.158,10.75,0.25,test
+16509,Japan,EAS,warm_moist,130.9994,31.3622,3,0,other,suburban,32.1,0,2.5,0,0,46.9,0,0,6.9,0,0,1.3,7.5,0,1.6,0,0,0,0,1.8577,1.91,3022,4124,6476,16,12.74,60,25.3602,30.8067,19.7453,23.6667,12.3333,36,47.6667,62.6667,59.1667,35.3359,52.482,141.698,13380.7494,5.3333,0,test
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+17352,Republic of Korea,EAS,warm_moist,127.05643,37.24698,50,12,other,urban,0,0,0,0,1.6,28.2,0,0,1.5,0,7.5,0,35.7,18.9,5.9,0,0,0,15.738,22.8557,17.93,143393,167728,215544,63,62.99,63,20.1511,26.9476,13.4649,15.4,4.6,29.8,45.2,70.4,65.7179,33.8168,65.385,337.6115,17844.2781,18.4,6,train
+17353,Republic of Korea,EAS,warm_moist,126.9753,37.29276,50,22,other,urban,1,0,0,0,1.1,23.5,0,0,1.6,0,8,0,33.6,25.8,4.7,0,0,0,6.749,16.2397,15.63,179441,182471,245128,63,62.98,63,20.2046,27.0395,13.5437,16.4,5.2,29.6,44,66.8,63.6917,33.444,62.7464,292.9988,15017.1381,11.8,4,train
+17354,Republic of Korea,EAS,warm_moist,127.03133,37.27813,50,40,traffic,urban,0,0,0,0,1.6,29.6,0,0,1.6,0,7.1,0,30.1,24.1,5.1,0,0,0,0.015,22.8557,17.93,182471,182471,260965,63,63,63,12.3653,14.9464,9.8289,9.4,4.6,17.4,25.8,39.2,35.25,18.6137,37.9844,24.319,1001.4926,0,0,train
+17355,Republic of Korea,EAS,warm_moist,126.9766,37.25257,50,5,other,urban,1.6,0,0,0,1.1,23.7,0,0,1.5,0,8.2,0,38.6,19.3,5.3,0,0,0,17.405,16.2397,15.63,128689,179441,215544,63,62.93,63,22.0708,29.7649,14.4842,18,5.6,32.75,47.4,70.816,66.8,36.681,66.5036,347.6451,19191.699,21.4,5.6,train
+17357,Republic of Korea,EAS,warm_moist,127.15536,37.44944,50,73,other,urban,0,1.1,0,0,1.8,39.8,0,0,1.5,0,4.4,0,9.9,37.9,3.3,0,0,0,0.048,52.5059,20.11,153881,223438,327392,63,61.94,63,21.9662,28.316,15.7238,17.8,7,31.2,46,71.776,67.056,34.7779,66.8466,372.7397,18474.8279,21.6,7.4,train
+17358,Republic of Korea,EAS,warm_moist,127.11153,37.36142,50,20,other,urban,0,0,0,0,1.6,34.8,0,0,1.5,0,5.5,0,15.9,35.9,3.8,0,0,0,0.009,52.4358,18.71,149154,149154,320630,63,62.9,63,19.7552,27.5799,12.0329,13.8,4.2,30,46,72.2,68.05,34.7016,67.8746,375.2726,18956.3897,22,8.6,train
+17359,Republic of Korea,EAS,warm_moist,127.11897,37.38256,50,4,other,urban,0,0,0,0,1.9,40.4,0,0,1.5,0,5.3,0,13.7,31.5,4.4,0,0,0,0.057,52.4358,18.71,149112,157952,327392,63,62.84,63,20.6924,28.813,12.6759,15.2,5,30,47,74.8,69.7083,35.9021,70.6591,410.7928,20852.4397,25.8,10,train
+17360,Republic of Korea,EAS,warm_moist,127.1291,37.43315,50,21,traffic,urban,0,1.1,0,0,1.8,39.8,0,0,1.5,0,4.4,0,9.9,37.9,3.3,0,0,0,0.057,52.5059,20.11,157952,260965,327392,63,62.67,63,13.9293,18.6625,9.2493,9.2,3.4,20.2,32.8,52.2,48.3417,23.7673,49.5662,124.2609,5144.2833,2.8,0.8,train
+17361,Republic of Korea,EAS,warm_moist,127.13117,37.45719,50,55,other,urban,0,1.1,0,0,1.8,39.8,0,0,1.5,0,4.4,0,9.9,37.9,3.3,0,0,0,0.048,52.5059,20.11,157952,260965,327392,63,62.64,63,20.6401,27.9734,13.4442,16.2,5,30.4,45.4,68.4,64.4,34.6843,63.1183,296.4607,17240.4142,17.6,4.4,train
+17362,Republic of Korea,EAS,warm_moist,127.0807,37.39054,50,87,other,urban,0,0,0,0,1.6,34.8,0,0,1.5,0,5.5,0,15.9,35.9,3.8,0,0,0,0.009,52.4338,20.35,128504,149112,327392,63,62.43,63,21.475,29.3548,13.679,16.6,4.8,32,48,74.4,69.725,36.6114,69.6777,401.451,20816.7453,23.2,8.2,train
+17363,Republic of Korea,EAS,warm_moist,127.1645,37.43286,50,90,other,urban,0,1.1,0,0,1.8,39.8,0,0,1.5,0,4.4,0,9.9,37.9,3.3,0,0,0,0.057,52.5059,20.11,153881,223438,327392,62,61.83,63,18.7309,24.1706,13.3917,15.2,6.8,26.8,39.6,60.8,56.125,30.0187,58.4,212.3425,9967.5983,5.2,1.6,train
+17364,Republic of Korea,EAS,warm_moist,127.04081,37.73558,50,45,other,urban,0,0,0,0,1.5,40.3,0,0,0,0,3.4,0,21,28.3,3.8,0,0,0,0.037,62.3127,12.67,59355,110417,327392,62,60.86,63,24.033,32.2401,15.959,19.8,5.8,36,51.8,77.4,74.2,40.2521,71.9583,460.6829,25923.153,31.2,11.4,train
+17365,Republic of Korea,EAS,warm_moist,127.04769,37.74633,50,12,other,urban,0,0,0,0,1.5,40.3,0,0,0,0,3.4,0,21,28.3,3.8,0,0,0,0.037,62.3127,12.67,59355,110417,327392,62,61.12,63,22.0254,31.1555,13.1622,16.4,4.6,33.2,50.4,75.4,71.425,38.6942,70.5741,441.2245,24143.7138,27.6,8.8,train
+17366,Republic of Korea,EAS,warm_moist,126.93057,37.39007,50,20,other,urban,3.4,0,0,0,0,18.8,0,0,1.3,0,6.8,0,18.8,46.5,2.6,0,0,0,8.201,82.3233,18.3,151922,201224,320630,63,62.75,63,23.0251,29.9594,16.2662,18.8,7.8,33,48,74.2,69,36.9209,68.4551,395.9548,21100.2194,26,11.6,train
+17367,Republic of Korea,EAS,warm_moist,126.958,37.3941,50,0,other,urban,3.4,0,0,0,0,18.8,0,0,1.3,0,6.8,0,18.8,46.5,2.6,0,0,0,0.021,82.3233,18.3,166289,208824,320630,63,62.5,63,18.5353,24.5317,12.5993,15,4.6,27.4,40,62.4,57.975,30.7841,58.2835,256.8952,11269.7038,8.8,2.6,train
+17368,Republic of Korea,EAS,warm_moist,126.95255,37.3813,50,4,other,urban,3.4,0,0,0,0,18.8,0,0,1.3,0,6.8,0,18.8,46.5,2.6,0,0,0,0.021,82.3233,18.3,208824,214472,320630,63,62.69,63,20.7069,27.3018,14.2662,16,6.2,29.8,45.2,70.4,66.0964,33.8382,65.4646,343.0163,16895.4077,17.8,7,train
+17369,Republic of Korea,EAS,warm_moist,126.91763,37.4051,50,16,other,urban,3.4,0,0,0,0,18.8,0,0,1.3,0,6.8,0,18.8,46.5,2.6,0,0,0,8.201,82.4333,20.33,151922,201224,320630,63,62.72,63,21.7423,29.4082,14.2514,17,4.6,32.6,49.12,75,70.475,36.842,69.6897,438.0373,21886.2109,28.8,12.8,train
+17370,Republic of Korea,EAS,warm_moist,126.86978,37.47625,50,10,other,urban,5.3,0,0,0,0,16,0,0,0,0,5,0,16.7,53.4,1.2,0,0,0,5.501,82.4364,18.81,143682,318193,320630,63,63,63,21.0528,27.072,15.1875,17.8,6,30.4,45,68.796,64.125,33.8782,64.2418,362.5936,15755.8289,16.6,6,train
+17371,Republic of Korea,EAS,warm_moist,126.88491,37.45216,50,10,other,urban,7.3,0,0,0,0,15.1,0,0,0,0,6.1,0,16.4,50.8,1.7,0,0,0,5.501,82.4364,18.81,139279,201224,320630,63,62.9,63,23.8569,32.9659,17.3871,21.5,7,37,53.75,80.75,76.25,40.9842,70.6838,468.5458,28303.2038,39.75,16.5,train
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+17373,Republic of Korea,EAS,warm_moist,126.78847,37.30535,50,10,other,urban,25.7,0,0,0,0,9.8,0,0,1,0,8.3,1.1,28.4,21.3,2.7,0,0,0,0,82.3265,15.63,115082,158752,318193,61,54.28,63,24.1547,29.836,18.6314,21,8.8,35.2,48.6,69.672,64.1,36.4777,62.7141,320.5191,18111.5105,18,6,train
+17374,Republic of Korea,EAS,warm_moist,126.87234,37.29628,50,26,other,urban,9.4,0,0,0,0,15.4,0,0,1.3,0,9.7,0,33.7,25.1,3.3,0,0,0,7.304,16.2403,15.1,87844,185322,283031,62,61.32,63,22.4746,30.4823,14.5679,17.6,4.8,34.2,50.4,76.2,71.8,38.1777,70.7089,413.4308,23455.6975,28.8,10.2,train
+17375,Republic of Korea,EAS,warm_moist,126.80188,37.33155,50,25,other,urban,22.2,0,0,0,0,11.1,0,0,1,0,7.9,1.1,23.4,29.3,2.3,0,0,0,0,82.3265,17.06,115082,158752,318193,63,62.7,63,21.4214,28.3317,14.551,17.6,5.6,31.6,46.4,69.4,64.325,35.4746,64.2635,330.6969,17568.3719,15.4,5.6,train
+17376,Republic of Korea,EAS,warm_moist,126.86113,37.33195,50,40,other,urban,13.5,0,0,0,0,13.5,0,0,1.4,0,9,0,25.3,32.3,2.5,0,0,0,0,82.3265,17.06,185322,215544,318193,63,62.56,63,17.942,25.6168,10.3466,12.4,2.6,27.4,43,67.504,63.0286,32.5844,63.5519,300.5128,16186.5794,17,9,train
+17377,Republic of Korea,EAS,warm_moist,126.5853,37.24368,50,37,other,urban,65.1,0,0,0,0,2.2,0,0,0,0,6.7,1.9,13.8,6.9,0,0,0,0,0.029,29.1948,9.36,3700,3700,195112,44,33.01,63,36.408,42.4638,30.4805,35.4,22.2,48.2,61.4,83.8,80.7286,49.7835,77.5428,482.1233,41058.5523,48.2,16.8,train
+17378,Republic of Korea,EAS,warm_moist,126.83352,37.30489,50,10,other,urban,16.5,0,0,0,0,12.1,0,0,1.4,0,9.6,0,31.8,23.3,2.8,0,0,0,0,82.3265,17.06,158752,185322,318193,63,59.86,63,23.2142,30.3122,16.1242,19.2,6.2,34.4,49.6,72,68.2071,37.7966,66.6778,365.081,20965.5722,22.4,7.8,train
+17380,Republic of Korea,EAS,warm_moist,126.99425,37.42392,50,73,other,urban,0,0,0,0,0,22.6,0,0,1.2,0,5.4,0,15.2,51.2,1.9,0,0,0,0.021,82.4333,20.33,67361,245128,327392,62,61.96,63,21.7673,29.8318,13.7969,16.4,5,32.4,48.6,74.708,70.375,37.4714,70.3142,433.2825,21835.9962,25.6,11.8,train
+17381,Republic of Korea,EAS,warm_moist,127.00233,37.44908,50,22,other,urban,0,0,0,0,0,22.6,0,0,1.2,0,5.4,0,15.2,51.2,1.9,0,0,0,0.024,52.5038,20.8,67361,245128,327392,63,62.26,63,20.1201,28.4608,11.8189,14.8,4.4,30,46.2,73.2,68.95,35.7885,68.8808,420.9018,19472.9251,23.6,7.4,train
+17382,Republic of Korea,EAS,warm_moist,127.12974,37.59446,50,28,other,urban,0,1.2,0,0,1.5,48.4,0,0,0,0,2.7,0,8.3,35.2,1.6,0,0,0,0.035,62.1486,18.86,327392,327392,327392,63,62.77,63,22.7392,29.5496,16.1514,19,7,33,46.6,70.972,66.95,36.5369,65.6054,394.673,19415.3155,22.6,8.4,train
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+17386,Republic of Korea,EAS,warm_moist,126.74008,37.34681,50,10,other,urban,30.1,0,0,0,0,8.4,0,0,1.1,0,8.8,1.3,21.3,25.2,2.1,0,1,0,0,82.3265,15.63,88351,107634,318193,63,61.02,63,23.1158,29.7468,16.6927,20.2,6.6,34.6,48.4,69.4,64.95,36.7969,62.4324,324.5345,18249.0534,16.4,4.6,train
+17387,Republic of Korea,EAS,warm_moist,126.7241,37.33718,50,2,other,urban,30.1,0,0,0,0,8.4,0,0,1.1,0,8.8,1.3,21.3,25.2,2.1,0,1,0,0,82.3265,15.63,1647,115082,315232,63,57.58,63,26.7512,32.1484,21.4312,24.6,10.8,38.6,51.4,71.748,67.6107,39.3366,64.5422,323.6757,20843.4487,19,5.2,train
+17388,Republic of Korea,EAS,warm_moist,126.7884,37.44306,50,73,other,urban,18.5,0,0,0,0,10.4,0,0,0,0,8.4,0,19.7,38.1,1.6,0,1.1,0,19.323,82.4364,17.22,143730,283031,318193,63,62.93,63,21.814,28.4613,15.3492,18.2,5.8,32.2,45.8,69.412,64.9714,35.5029,64.8663,347.913,17060.9601,17.8,7.4,train
+17389,Republic of Korea,EAS,warm_moist,127.21619,37.63561,50,72,other,urban,0,1.2,0,0,2.2,54.3,0,0,0,0,2.4,0,9.2,27.8,1.7,0,0,0,5.331,5.78295,17.42,22375,31893,327392,61,59.86,63,22.3201,30.8569,13.8905,17.6,5.4,33.8,48,72.2,67.375,38.3027,69.3927,409.8431,20856.5989,22.4,8.4,train
+17390,Republic of Korea,EAS,warm_moist,127.20473,37.69867,50,39,other,urban,0,1.1,0,0,2.2,55.8,0,0,0,0,2.6,0,11.8,23.7,2,0,0,0,0.059,5.78295,17.42,22363,22375,327392,62,58.3,63,23.738,-999,-999,-999,-999,-999,-999,-999,-999,-999,64.0265,-999,-999,-999,-999,train
+17391,Republic of Korea,EAS,warm_moist,127.11278,36.99231,50,22,other,urban,4.6,0,0,0,2.6,17.8,0,0,0,0,5.2,0,51.7,7.8,8.7,0,0,0,19.11,21.2138,12.91,16933,16933,79116,62,58.03,63,22.51,29.9629,15.2208,18.8,7,32.8,47.8,71,67.0821,36.6971,66.7257,349.6773,19394.2674,19.8,5.2,val
+17392,Republic of Korea,EAS,warm_moist,126.93144,36.98594,50,21,other,urban,11.7,0,0,0,0,6.6,0,0,0,0,5.7,0,58.9,7.1,7.9,0,0,0,0.065,0,11.97,16933,16933,79116,59,49.32,63,25.274,32.1783,18.4728,22.8,10.4,36,50.4,72.2,69.7583,38.7131,68.3935,341.7965,21251.0602,24.4,5.2,train
+17393,Republic of Korea,EAS,warm_moist,126.84554,36.97461,50,9,other,urban,18,0,0,0,0,5.4,0,0,0,0,5.2,0,56.6,4.7,8,0,0,0,0,20.3328,11.15,3152,15971,16942,61,55.63,63,21.8501,-999,-999,-999,-999,-999,-999,-999,-999,-999,48.5095,-999,-999,-999,-999,train
+17394,Republic of Korea,EAS,warm_moist,126.7739,37.75631,50,3,other,urban,3.8,1.2,0,0,0,19.9,0,0,0,0,4.3,0,41.2,19,7.7,0,0,0,0.027,64.8192,8.5,3482,118617,318193,63,62.86,63,22.7591,29.6544,16.0706,18.8,7.35,33.2,47.82,69.2,66.2917,36.4994,65.5665,384.4543,19901.7497,21,7,train
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+17396,Republic of Korea,EAS,warm_moist,126.81344,37.68551,50,24,other,urban,5.1,1.3,0,0,0,16.6,0,0,0,0,5.3,0,36.4,27.2,4.9,0,1.2,0,8.655,64.7318,13.66,159326,162274,318193,63,62.99,63,22.315,28.4252,16.3014,19.6,9.4,30.6,44.2,65.696,61.525,34.8881,61.2751,283.7326,16033.1069,17.8,7.2,train
+17397,Republic of Korea,EAS,warm_moist,126.77789,37.65199,50,16,traffic,urban,6.1,1.3,0,0,0,14.3,0,0,0,0,5.6,0,33.1,33.4,3.3,0,1.4,0,9.677,64.9496,12.2,140281,162274,318193,63,63,63,16.1211,18.6329,13.6547,12,6.2,22.2,34.4,52.232,48.075,23.9228,46.5252,170.6367,5521.2752,3.6,2.2,train
+17398,Republic of Korea,EAS,warm_moist,127.25789,37.41116,50,16,other,urban,0,0,0,0,2.7,49.4,0,0,1.3,0,3.5,0,12.1,25,4.7,0,0,0,0.063,9.62366,18.2,11131,80730,320630,62,60.9,63,20.9568,29.8947,12.2518,15.8,4.6,31.2,47.4,74.324,69.5917,37.2142,68.4253,416.2088,21300.7057,24.4,8.6,train
+17399,Republic of Korea,EAS,warm_moist,127.20141,37.23448,50,38,other,urban,0,0,0,0,2.3,36,0,0,1.4,0,6.1,0,31.1,13.9,8.7,0,0,0,4.52,11.2791,16,30444,30461,214472,62,59.68,63,19.1596,27.0689,11.2508,13,3.6,29,45.68,71.8,68.1,34.0108,68.0862,373.2381,18475.807,20.8,5.6,train
+17400,Republic of Korea,EAS,warm_moist,127.09506,37.32787,50,11,other,urban,0,0,0,0,1.7,35.4,0,0,1.6,0,6,0,21.1,28.1,5.3,0,0,0,0.015,52.4338,20.35,54616,167728,320630,63,62.95,63,21.7412,29.1393,14.4941,16.4,5.6,31.6,48.2,75.6,71.7,36.4804,71.5636,417.2805,21790.6795,28.4,10.8,train
+17401,Republic of Korea,EAS,warm_moist,127.11514,37.28023,50,43,other,urban,0,0,0,0,1.9,35.2,0,0,1.6,0,6.1,0,26.2,22.1,6.3,0,0,0,0.04,22.8566,17.87,34424,167728,260965,63,62.84,63,22.3485,30.7086,14.2123,17.6,5.4,33,48.4,75.2,70.4393,37.7579,69.9419,398.7269,22386.193,27.8,8.4,train
+17403,Republic of Korea,EAS,warm_moist,127.54716,37.13878,50,43,other,rural,0,0,0,0,3.4,33.8,0,0,0,0,4.2,0,44.4,2.5,11.2,0,0,0,19.008,11.3086,12.59,8074,8086,30478,32,35.16,62,29.9006,38.9822,21.0071,26.4,12.8,42,59.8,85,81.825,46.5451,77.656,466.7849,37677.9538,49.4,15.4,train
+17404,Republic of Korea,EAS,warm_moist,127.44086,37.28348,50,59,other,urban,0,0,0,0,2.9,38.5,0,0,0,0,4.3,0,39.9,2.8,10.6,0,0,0,3.564,11.2787,14.71,8068,8308,30478,62,60.86,62,23.3196,30.6293,16.1122,19.6,7.8,33.2,48,74.8,71.2,37.3858,67.524,385.4351,21741.0921,27.8,7.6,train
+17405,Republic of Korea,EAS,cool_moist,127.21309,38.10166,50,43,other,rural,0,0,0,0,8.1,58.4,0,0,0,0,2,0,20.3,2.6,8.2,0,0,0,0,2.57194,3.8,2226,3616,13364,19,19.04,62,36.1126,43.3003,29.1034,34.6,21.8,47.6,60.8,83.4,79.3667,49.9248,74.6979,439.5256,42487.5706,46.6,16.2,train
+17406,Republic of Korea,EAS,warm_moist,127.15919,37.85347,50,6,other,urban,0,0,0,0,2.9,59.5,0,0,0,0,2.9,0,19.4,10.3,4.2,0,0,0,3.679,12.7524,10.05,5135,10986,245676,61,55.95,63,28.6783,37.6119,19.5279,26.5,10.5,41,55,76.95,74.6875,44.8173,73.0976,428.1674,31034.0898,33.5,7.5,test
+17407,Republic of Korea,EAS,warm_moist,126.71675,37.61934,50,34,other,urban,12.3,1.2,0,0,1.1,8,0,0,0,0,6.6,1.2,37,24.9,4.3,0,2,0,9.677,64.9496,12.2,76061,94719,318193,63,62.88,63,26.6022,33.1353,20.1704,23.6,9.8,38.4,53.8,75.652,72.125,41.336,70.1685,450.4673,25903.8061,27.4,9.6,train
+17408,Republic of Korea,EAS,warm_moist,126.76283,37.60673,50,23,other,urban,12.2,1.1,0,0,0,9.6,0,0,0,0,6.7,0,32,31.9,2.8,0,1.8,0,9.677,64.9496,12.2,28284,142262,318193,63,62.86,63,26.1335,33.1121,19.258,23.6,9.4,38,52,74.496,70.175,41.0181,69.7803,413.7723,25726.1987,30.6,11.4,train
+17409,Republic of Korea,EAS,warm_moist,126.59733,37.6919,50,22,other,urban,21.5,1.2,0,0,1.3,5.7,0,0,1.2,0,6.1,2.1,41.5,11.3,5.8,0,2.1,0,3.639,0,8.23,17840,17852,196851,62,59.38,63,28.1801,33.7985,22.6196,26.2,14.4,39.2,51.6,71.6,67.975,40.3254,66.4222,357.344,22552.4849,21.6,6.4,train
+17410,Republic of Korea,EAS,warm_moist,126.94516,37.35368,50,14,other,urban,3.3,0,0,0,0,19.3,0,0,1.3,0,7.9,0,27,35.7,3.7,0,0,0,8.201,82.3233,18.3,208824,214472,320630,63,62.71,63,21.6588,29.011,14.2862,17.2,4.8,32,48.6,75,69.8214,36.7202,71.304,413.9811,21862.5996,25.8,10.2,train
+17411,Republic of Korea,EAS,warm_moist,126.93364,37.36166,50,24,other,urban,3.4,0,0,0,0,18.8,0,0,1.3,0,6.8,0,18.8,46.5,2.6,0,0,0,8.201,82.3233,18.3,208824,214472,320630,63,62.71,63,23.3795,30.3222,16.4427,20.6,7.2,33.6,48.4,73.776,68.8,37.7503,67.8175,398.3439,20756.7124,24.8,8.2,train
+17412,Republic of Korea,EAS,warm_moist,127.07706,37.15919,50,2,other,urban,0,0,0,0,1.6,21.6,0,0,1.4,0,7.2,0,48.1,11.5,7.5,0,0,0,17.42,22.8255,14.4,79116,79116,215544,63,61.64,63,21.8179,31.0804,12.591,17,3.4,33.2,50.2,79,75.5,39.1537,72.4527,433.3982,25591.0123,35,15.2,train
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+17418,Republic of Korea,EAS,warm_moist,127.06129,37.9176,50,39,other,urban,0,0,0,0,4,52.2,0,0,0,0,2.9,0,23.6,4.3,12.2,0,0,0,10.268,12.7692,6.34,13259,13364,148197,62,55.31,63,24.756,32.7984,16.8069,22.2,9.4,36,49.2,68.8,64.725,39.7307,63.7284,296.5702,21568.21,19.8,5.4,test
+17419,Republic of Korea,EAS,warm_moist,127.27986,37.00759,50,0,other,urban,0,0,0,0,4.8,31.2,0,0,0,0,4.2,0,43.1,6.3,9.7,0,0,0,9.177,11.2495,13.2,3515,3517,79116,61,53.85,63,24.3763,31.6359,17.1433,20.8,11,33.4,48.6,72.2,68.675,38.094,67.4398,332.5158,20894.5699,23,4.8,train
+17420,Republic of Korea,EAS,warm_moist,127.62894,37.29866,50,3,other,urban,0,0,0,0,4.7,43.8,0,0,0,0,3.2,0,36.4,1.7,9.8,0,0,0,17.616,11.324,12.24,2892,2894,16591,60,50.5,62,23.0241,31.5491,14.4318,18.25,6,33.5,51,77.5,73.9062,38.9228,71.827,419.6578,25507.3536,33,8.75,train
+17421,Republic of Korea,EAS,warm_moist,127.07484,38.09644,50,58,other,urban,0,0,0,0,7.5,49.4,0,0,0,0,2.5,0,21,2.6,16.7,0,0,0,4.186,2.56751,4.85,1052,1053,13364,44,33.3,63,29.3099,38.4623,20.2207,26.5,13,41.5,55.75,76.7,74.625,45.3355,71.4451,392.7833,31278.3553,33,7.75,test
+17422,Republic of Korea,EAS,warm_moist,127.50977,37.83122,50,28,other,urban,0,0,0,0,7.3,79.9,0,0,0,0,0,0,6.4,2.1,2.1,0,0,0,0.007,4.08036,6.71,1075,1560,22375,56,32.37,63,28.2104,35.6046,20.8742,25.75,13.75,38.25,52.5,76.25,73.7188,42.8399,69.8091,383.09,26220.4401,32.75,7.5,train
+17423,Republic of Korea,EAS,warm_moist,127.59477,37.4856,50,4,other,urban,0,0,0,0,5.4,66.1,0,0,0,0,2.4,0,18,1.1,6,0,0,0,8.847,3.85078,10.99,1658,1659,21963,45,27.37,62,27.716,36.5796,19.0233,24.25,11.75,39,54,80.75,77.0625,44.2831,73.9562,458.4584,31054.3154,43.75,11.75,test
+17424,Republic of Korea,EAS,warm_moist,127.72048,37.87564,50,3,other,urban,0,1.9,0,0,8.2,80.9,0,0,0,0,0,0,4.3,2.2,1.3,0,0,0,9.095,1.62996,5.17,3868,3870,3874,63,57.14,63,26.5095,33.2167,19.8252,24,10.4,38,52.6,77,74.225,40.6421,70.2128,412.1423,25320.6443,32.2,8.4,train
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+17426,Republic of Korea,EAS,cool_moist,127.95856,38.22439,50,66,other,rural,0,1.6,0,0,21.3,71.2,0,0,0,0,0,0,3.4,0,1.5,0,0,0,0,1.34187,2.29,481,481,3384,14,7.77,57,28.8105,36.4945,21.2946,27,17,38.4,49.84,68.4,65.7333,41.9997,63.0505,284.9397,21888.1532,16.2,3.2,train
+17427,Republic of Korea,EAS,warm_moist,129.03053,35.09993,50,18,other,urban,57.4,1.1,0,0,0,12.4,0,0,0,0,0,1.1,9.1,16.1,1.1,0,0,0,7.824,52.8245,10.05,151278,151278,184163,63,62.1,63,25.074,27.0277,23.036,24,15.2,33.4,42.8,57.124,54.025,32.7856,51.6861,103.574,7930.1403,2.8,0.8,train
+17428,Republic of Korea,EAS,warm_moist,129.04633,35.12671,50,46,traffic,urban,44.7,1.3,0,0,0,19.6,0,0,0,0,1,1.1,11.8,16.9,2.1,0,0,0,7.824,53.3903,10.47,151278,151278,184163,63,63,63,17.3826,16.6509,18.0797,16.2,9.2,23.6,30.8,41,37.325,20.9756,39.5192,47.376,523.0852,0,0,train
+17429,Republic of Korea,EAS,warm_moist,129.07987,35.05978,50,32,other,urban,61.5,1,0,0,0,11.2,0,0,0,0,0,0,7,15.9,0,0,0,0,0,52.8245,10.05,91911,98772,184163,46,37.69,63,32.3434,36.2154,28.5534,32,21.8,42.2,51.4,65,62.3,42.117,60.5936,228.217,19735.9969,9.4,2.2,train
+17430,Republic of Korea,EAS,warm_moist,129.06404,35.15314,50,35,other,urban,44.7,1.3,0,0,0,19.6,0,0,0,0,1,1.1,11.8,16.9,2.1,0,0,0,7.824,53.3903,10.47,77751,149739,184163,63,63,63,24.4369,28.1633,20.7194,23.6,11.8,34.6,44.6,58.524,55.075,34.4607,53.4474,133.6474,9555.8166,1.4,0.4,train
+17431,Republic of Korea,EAS,warm_moist,129.07777,35.20672,50,0,traffic,urban,39.2,1.3,0,0,1.7,21.9,0,0,0,0,0,0,13.2,17.7,2.9,0,0,0,11.777,52.8803,9.91,79867,155746,184163,63,62.79,63,15.8417,17.2693,14.3945,13.6,7.4,21.6,30.2,43.2,39.1,21.3226,39.0988,48.632,1312.6336,0.2,0.2,train
+17432,Republic of Korea,EAS,warm_moist,129.10433,35.20487,50,11,other,urban,39.2,1.3,0,0,1.7,21.9,0,0,0,0,0,0,13.2,17.7,2.9,0,0,0,11.777,52.8936,9.84,155746,184163,184163,63,62.86,63,26.6184,32.2339,21.1238,25.8,13.8,36.6,47.8,65,61.9,38.4566,58.4012,236.2896,16465.2547,10.2,1.8,train
+17433,Republic of Korea,EAS,warm_moist,128.08628,35.12955,50,41,other,urban,5.5,2.1,0,0,0,63.9,0,0,0,0,0,0,13.3,4.7,8,0,0,0,6.277,8.92424,5.79,6413,7971,7971,59,48.95,63,26.5106,30.2109,22.7888,26.6,15,36,45.2,58.8,55.8917,35.7976,53.4578,163.2036,11384.3692,3.8,0.6,train
+17434,Republic of Korea,EAS,warm_moist,128.98421,35.14615,50,5,other,urban,41.9,1.2,0,0,1.1,21,0,0,0,0,1.1,1.1,12.7,17,2.4,0,0,0,0,5.47531,10.31,86423,149394,184163,63,62.98,63,24.4076,29.0886,19.7342,22,11.2,34,45.8,64.792,60.85,35.5061,57.4539,243.2402,13804.2092,9.6,1.4,train
+17435,Republic of Korea,EAS,warm_moist,129.01965,35.21605,50,64,other,urban,21.7,1.4,0,0,3.8,31.2,0,0,0,0,1,0,17,17.8,4.6,0,0,0,14.45,52.8803,9.91,53516,91297,184163,63,62.57,63,26.0498,31.7006,20.4145,24.8,12.2,36.4,48,67.496,63.575,38.5911,60.1477,262.0771,16960.9853,12.4,2.4,train
+17436,Republic of Korea,EAS,warm_moist,129.08952,35.27548,50,163,other,urban,17.4,1.2,0,0,5.2,34.8,0,0,0,0,0,0,16.5,17.6,5.5,0,0,0,11.621,52.8803,9.91,42534,67261,184163,63,56.27,63,24.6416,30.4341,18.8911,24.2,11.8,33.8,44.4,63,59.975,36.4866,57.1005,252.1472,12773.4302,8.4,2.4,train
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+17438,Republic of Korea,EAS,warm_moist,128.96688,35.08299,50,17,other,urban,52.6,1.4,0,0,0,14.9,0,0,0,0,0,1.2,10.4,15.6,1.5,0,0,0,0,39.779,9.36,7983,135722,184163,63,59.45,63,25.231,29.5368,21.0512,23.8,13.8,34,44.4,60.4,57.2917,35.3032,55.1803,171.1441,12050.6474,6.6,1.2,train
+17439,Republic of Korea,EAS,warm_moist,128.9552,35.21002,50,2,other,urban,13.1,1.2,0,0,3.2,33.6,0,0,0,0,1.2,1.1,20.5,21,4.7,0,0,0,14.45,39.5427,9.92,5120,31617,184163,63,62.52,63,24.6695,31.3041,18.22,23.4,11.6,33.6,46,65.576,62.3,37.5201,58.7396,265.7947,15614.0095,11.2,3.2,train
+17440,Republic of Korea,EAS,warm_moist,128.85502,35.09433,50,7,other,urban,44.8,3.1,0,0,0,19.5,0,0,0,0,1,1.4,11.4,15.5,1.8,0,0,0,0,39.4592,8.9,8855,22742,155746,63,58.06,63,31.8487,36.834,26.9996,31.2,20.2,41.6,53.4,72.2,69.4,43.4516,64.9061,363.5044,24527.7789,21.8,4.8,train
+17441,Republic of Korea,EAS,warm_moist,129.07832,35.18468,50,17,other,urban,39.2,1.3,0,0,1.7,21.9,0,0,0,0,0,0,13.2,17.7,2.9,0,0,0,11.777,53.3903,10.47,79867,155746,184163,63,63,63,24.4777,28.3774,20.5807,23.8,12.8,33.4,43.6,59.62,56.225,34.3381,53.7864,163.8708,10247.1369,5,0.4,train
+17442,Republic of Korea,EAS,warm_moist,129.21582,35.23874,50,46,other,urban,42.7,1.2,0,0,2.6,22.9,0,0,0,0,0,0,9.7,16.2,3.2,0,0,0,3.907,0.055587,9.3,37497,139581,184163,63,53.11,63,30.457,34.6019,26.4281,30,20.6,38.8,48.2,64,60.7131,40.3237,57.7613,209.1171,15679.1904,7.4,1.4,train
+17443,Republic of Korea,EAS,warm_moist,129.18023,35.32562,50,98,other,urban,26.3,1.1,0,0,5,35.6,0,0,0,0,0,0,11.2,13.7,5,0,0,0,4.919,12.827,9.06,7311,30888,184163,63,52.7,63,32.0554,37.1378,27.1567,31.2,20,41.4,52.4,71.2,67.6321,43.3202,64.761,381.6077,23244.9778,22,7.2,train
+17444,Republic of Korea,EAS,warm_moist,129.04548,35.1294,50,46,other,urban,44.7,1.3,0,0,0,19.6,0,0,0,0,1,1.1,11.8,16.9,2.1,0,0,0,7.824,53.3903,10.47,151278,151278,184163,63,63,63,29.6283,33.0675,28.4622,30,21.6667,38.6667,48.6667,63.3333,60.4167,38.8166,54.9626,194.1103,14054.5443,7,1,train
+17445,Republic of Korea,EAS,warm_moist,129.09265,35.22977,50,115,other,urban,27.8,1.4,0,0,3.3,27.8,0,0,0,0,0,0,15.5,17.7,4.2,0,0,0,11.777,52.8803,9.91,67261,79867,184163,63,62.34,63,27.0268,31.5745,22.4966,26,15.6,36.2,46.02,63.392,60.1,37.6289,56.5678,258.1918,14030.443,8.2,3.2,train
+17446,Republic of Korea,EAS,warm_moist,129.10781,35.1527,50,114,other,urban,50.8,1.2,0,0,0,16.5,0,0,0,0,0,0,9.8,17,1.8,0,0,0,7.824,53.085,10.09,149739,155746,184163,63,61.04,63,32.459,36.391,28.6708,32,21.6,42,51.6,69.2,65.5512,42.3988,62.3484,297.4817,21675.0538,15.8,4.4,train
+17447,Republic of Korea,EAS,warm_moist,129.01722,35.11447,50,98,other,urban,41.9,1.2,0,0,1.1,21,0,0,0,0,1.1,1.1,12.7,17,2.4,0,0,0,0,53.3903,10.47,151278,151278,184163,63,62.97,63,32.9445,36.0251,29.9335,31.5,21.5,43,54.5,71.5,67.625,42.9673,65.8667,296.3817,22701.7047,17.5,3,train
+17448,Republic of Korea,EAS,warm_moist,128.5739,35.21811,50,70,other,urban,13,2.5,0,0,1.1,44.6,0,0,0,0,0,0,23,8.9,5.3,0,0,0,1.933,20.452,6.66,24684,26950,32344,63,61.43,63,25.1793,30.2127,20.2408,23.4,14.2,33.2,45,63.216,60.2107,36.1475,57.0955,250.4281,13811.9378,8.6,1.2,train
+17449,Republic of Korea,EAS,warm_moist,128.60249,35.21759,50,23,other,urban,13,2.5,0,0,1.1,44.6,0,0,0,0,0,0,23,8.9,5.3,0,0,0,1.933,20.452,7.63,26950,32327,32344,63,62.86,63,25.0232,30.6184,19.3878,22.4,11.6,34.75,47,67.2,63.4,37.8555,61.0628,313.8726,17579.8708,13,3.6,train
+17450,Republic of Korea,EAS,warm_moist,129.41836,35.50283,50,58,other,urban,57.1,0,0,0,2.3,19.5,0,0,0,0,0,0,7.8,8.9,2.3,0,0,0,0,35.8363,9.11,25031,76290,105437,63,56.1,63,31.0531,34.8941,27.3201,30.4,20.8,40,49.8,65.2,62,40.5154,59.7576,285.9893,18090.9923,13.6,3.6,train
+17451,Republic of Korea,EAS,warm_moist,129.31995,35.55407,50,5,other,urban,30.5,0,0,0,5.3,35.7,0,0,0,0,0,0,12.9,9.3,4.2,0,0,0,3.412,36.0369,8.82,105437,105437,105437,63,62.48,63,23.477,28.7917,18.1721,23.2,10.4,33.4,43.8,59.8,56.275,35.1001,54.3684,192.498,11928.168,7.4,2.4,train
+17452,Republic of Korea,EAS,warm_moist,129.33897,35.49727,50,19,other,urban,35.9,0,0,0,4.1,32.1,0,0,0,0,0,0,11.8,9.8,4.2,0,0,0,3.482,45.7879,9.54,19663,102114,105437,63,62.63,63,26.5874,30.5799,22.6292,24.6,15.8,34.8,46.2,66.248,62.35,36.6049,58.3159,311.8375,14287.7609,14,4.8,train
+17453,Republic of Korea,EAS,warm_moist,129.35925,35.51637,50,9,other,urban,30.5,0,0,0,5.3,35.7,0,0,0,0,0,0,12.9,9.3,4.2,0,0,0,3.482,36.0369,8.82,84626,102114,105437,63,63,63,25.0188,30.3962,19.749,23.6,13.4,34.2,44.4,61.8,57.075,36.1911,57.3499,242.5308,12638.3964,7.8,3.8,train
+17454,Republic of Korea,EAS,warm_moist,129.32583,35.52611,50,9,other,urban,30.5,0,0,0,5.3,35.7,0,0,0,0,0,0,12.9,9.3,4.2,0,0,0,3.412,36.0369,8.82,102114,105437,105437,63,62.63,63,28.1738,34.3356,22.0705,26.8,14.4,38.6,50.74,71.844,68.4179,41.0956,63.0796,372.0991,21881.1641,22.6,8.8,train
+17455,Republic of Korea,EAS,warm_moist,129.3318,35.54437,50,3,other,urban,30.5,0,0,0,5.3,35.7,0,0,0,0,0,0,12.9,9.3,4.2,0,0,0,3.412,36.0369,8.82,102114,105437,105437,63,62.87,63,25.4836,31.1714,19.8751,25,12.6,35.4,46,63.6,60.275,37.684,58.0907,233.5048,14580.9358,9.6,2.8,train
+17456,Republic of Korea,EAS,warm_moist,129.30744,35.5322,50,30,traffic,urban,20.4,0,0,0,7.3,41.8,0,0,0,0,0,0,14,9.6,4.7,0,0,0,3.412,36.0369,8.82,102114,105437,105437,63,62.11,63,21.0228,26.4323,15.6662,17.8,8.4,29.2,42.4,65.844,61.4036,32.6628,57.4447,340.1884,13065.2112,12,4.8,train
+17457,Republic of Korea,EAS,warm_moist,129.30806,35.53472,50,30,other,urban,20.4,0,0,0,7.3,41.8,0,0,0,0,0,0,14,9.6,4.7,0,0,0,3.412,36.0369,8.82,102114,105437,105437,63,62.11,63,28.6759,35.1797,22.3721,27.4,15.2,39.2,51,70.6,66.5,41.9265,62.972,330.275,21887.7181,19.2,5,train
+17458,Republic of Korea,EAS,warm_moist,129.31452,35.43478,50,59,other,urban,31.1,0,0,0,4.3,35.4,0,0,0,0,0,0,11.2,11.1,4.6,0,0,0,3.482,45.7879,9.54,4947,19663,105437,63,58.97,63,24.3915,31.4346,17.4332,23.8,10.2,34.6,45.4,64.66,61.475,37.5884,56.9793,260.9044,14485.8509,10.4,3.6,train
+17459,Republic of Korea,EAS,warm_moist,129.26078,35.55933,50,35,other,urban,10.7,0,0,0,9.7,47.5,0,0,0,0,0,0,14.4,10.3,5.3,0,0,0,0.076,35.7857,7.95,4939,49861,105437,63,57,63,22.024,30.1992,13.9657,18.4,6,32,46,69.6,65.7214,37.244,62.2647,362.6991,17651.7065,17.4,7,train
+17460,Republic of Korea,EAS,warm_moist,129.37112,35.55947,50,8,other,urban,41,0,0,0,3.9,29.1,0,0,0,0,0,0,11,9.1,3.6,0,0,0,0,36.0369,8.82,72063,105437,105437,63,60.44,63,24.1339,31.7212,16.593,22.6,7.6,36,47.6,64.4,60,38.4657,59.0655,279.9077,16197.8772,10.2,4.2,train
+17461,Republic of Korea,EAS,warm_moist,128.07807,35.19828,50,32,other,urban,2,1.5,0,0,0,68.5,0,0,0,0,0,0,13.3,4.1,8.3,0,0,0,4.672,8.92424,5.79,7967,7971,7971,63,52.93,63,29.0262,38.1605,23.6812,29.75,16.25,41.25,55,77.92,73.4688,44.8325,65.7793,429.5216,32622.53,38.5,12.75,train
+17462,Republic of Korea,EAS,warm_moist,128.0837,35.19209,50,32,other,urban,2,1.5,0,0,0,68.5,0,0,0,0,0,0,13.3,4.1,8.3,0,0,0,4.672,8.92424,5.79,7967,7971,7971,63,57.44,63,23.9606,29.133,18.8787,23.6,12,33.2,43.2,59.484,55.525,35.0796,56.5776,223.827,11736.2076,7.4,3.2,train
+17463,Republic of Korea,EAS,warm_moist,128.12246,35.18086,50,3,other,urban,1.4,1.4,0,0,0,68.3,0,0,0,0,0,0,15.1,4.1,7.5,0,0,0,20.55,8.92424,5.87,7967,7971,8362,63,59.03,63,27.7171,35.0473,20.5246,26,12,39.2,52.2,72.344,67.725,42.4125,67.3769,354.5651,24546.1553,21.8,7.6,train
+17464,Republic of Korea,EAS,warm_moist,128.64401,35.24032,50,7,other,urban,14.3,2.4,0,0,1.1,41.3,0,0,0,0,0,0,24,9.4,5.5,0,0,0,2.684,20.452,7.63,32327,32344,32344,63,62.75,63,29.9943,37.6418,22.5433,28,15,41.2,55.6,77.6,73.675,44.9496,69.427,409.4755,30675.4033,34.6,8.8,train
+17465,Republic of Korea,EAS,warm_moist,128.65749,35.21152,50,6,other,urban,14.3,2.4,0,0,1.1,41.3,0,0,0,0,0,0,24,9.4,5.5,0,0,0,2.684,20.452,7.63,32344,32344,32344,62,62.63,63,30.3457,37.5842,23.1714,28.6,14.2,41.6,56.4,78.992,75.4,45.0359,70.1429,428.4692,31752.4757,39.2,10.8,train
+17466,Republic of Korea,EAS,warm_moist,128.68363,35.20745,50,19,other,urban,22.4,3.2,0,0,1.1,34.9,0,0,0,0,0,0,21.1,10.8,4.2,0,0,0,2.684,20.452,7.63,32344,32344,32344,63,61.43,63,31.463,38.5415,24.5645,29.2,15.4,43.4,58,79.2,75.7,45.8772,70.9537,409.1922,33196.4858,39,10.6,train
+17467,Republic of Korea,EAS,warm_moist,128.68399,35.23631,50,31,other,urban,15,2.4,0,0,1.2,38.2,0,0,0,0,0,0,24.3,11.2,5.7,0,0,0,2.684,20.452,7.63,32327,32344,32344,63,60.87,63,29.4597,37.0602,22.0361,28.2,15,39.6,53.8,77.2,72.75,44.2011,69.9072,420.3482,28358.1578,34,10.8,train
+17468,Republic of Korea,EAS,warm_moist,128.66465,35.23415,50,20,traffic,urban,14.3,2.4,0,0,1.1,41.3,0,0,0,0,0,0,24,9.4,5.5,0,0,0,2.684,20.452,7.63,32327,32344,32344,63,62.66,63,25.416,33.1638,17.7579,23,9.4,35.8,51,74.4,69.775,40.6126,66.4976,386.6863,23441.2329,23.2,8.2,train
+17469,Republic of Korea,EAS,warm_moist,128.69825,35.22173,50,40,other,urban,15,2.4,0,0,1.2,38.2,0,0,0,0,0,0,24.3,11.2,5.7,0,0,0,1.714,20.452,7.63,32327,32344,32344,63,60.05,63,29.5263,37.1964,21.9697,28.1,14.2,41,55.74,79,75.225,44.4197,70.4891,450.8683,30388.2499,35.8,12,train
+17470,Republic of Korea,EAS,warm_moist,128.68954,35.15499,50,0,other,urban,30.8,3.8,0,0,1.1,33.1,0,0,0,0,0,1.3,15.4,10.2,2.9,0,0,0,0,0,8.22,22923,32344,32344,62,57.36,63,31.1152,37.6027,25.8797,31,19.75,41.25,53,73.25,69.4688,44.2155,61.6213,376.5368,25927.7862,22.75,7.25,train
+17471,Republic of Korea,EAS,warm_moist,127.75139,35.06769,50,11,other,urban,8.5,1,0,0,6.3,59.1,0,0,0,0,0,0,10,5.5,7.6,0,0,0,4.958,2.62962,7.01,4559,5929,7846,39,19.08,63,31.1477,37.1973,25.192,29.4,19.4,40.4,51.6,69.4,66.6429,42.8737,66.1246,320.5445,24011.4141,22.2,9,train
+17472,Republic of Korea,EAS,warm_moist,128.88336,35.23694,50,23,other,urban,13,1.2,0,0,2.6,31,0,0,0,0,1.3,0,22.7,21.8,4.8,0,0,0,39.341,39.5755,9.19,22086,22097,155746,63,62.04,63,26.3491,32.6516,20.1193,24.4,13.2,36.4,49.4,69,65.15,39.4847,63.2231,294.897,19598.097,15,2.8,train
+17473,Republic of Korea,EAS,warm_moist,128.91179,35.24429,50,195,other,urban,13,1.2,0,0,2.6,31,0,0,0,0,1.3,0,22.7,21.8,4.8,0,0,0,39.341,39.5427,9.92,22086,22086,184163,63,59.11,63,28.9827,34.0944,23.9147,27.2,17,38.6,50.6,69.072,65.3,40.492,63.1791,324.471,20404.217,15,3.8,train
+17474,Republic of Korea,EAS,warm_moist,128.80722,35.20236,50,42,other,urban,22.9,2.8,0,0,1.1,29.2,0,0,0,0,1,1.1,21.1,16.3,3.9,0,0,0,18.463,39.5755,9.19,22097,22490,151278,62,59.29,63,26.8315,35.7917,18.1095,24,9.5,38.5,54,79,74.3125,44.4392,68.9167,465.2573,29195.5509,36.5,10.5,train
+17475,Republic of Korea,EAS,warm_moist,128.58733,34.71009,50,18,other,rural,73.6,4.8,0,0,1.5,14.8,0,0,0,0,0,0,1.5,1.8,0,0,0,0,0,0.270414,5.27,185,1146,9142,7,6.27,63,39.4511,42.4599,36.5298,37.8,29.8,48.2,59.38,75.8,72.675,47.2106,67.409,348.2016,32205.2105,28.2,6.4,val
+17476,Republic of Korea,EAS,warm_moist,128.69094,34.86476,50,99,other,urban,68,6.1,0,0,1.5,18.2,0,0,0,0,0,1.3,1.9,1.8,0,0,0,0,2.893,6.7892,6.14,7595,7932,14135,62,48.81,63,32.8001,37.0589,31.8539,32.3333,23.3333,43,55.6667,75,70.7917,43.5436,60.936,356.5023,25075.6204,22.6667,5.3333,val
+17477,Republic of Korea,EAS,warm_moist,128.09124,35.08277,50,9,other,urban,11.9,2.7,0,0,0,57.7,0,0,0,0,0,1.3,12.6,4.8,7.4,0,0,0,0,9.02646,6.68,4039,6413,7971,61,45.19,63,31.7241,41.2172,22.2812,29,15,44,60,83,79.625,49.4331,77.6126,550.3372,40498.7746,51,20.5,train
+17478,Republic of Korea,EAS,warm_moist,128.6757,35.37305,50,5,other,rural,0,0,0,0,1.7,52.7,0,0,0,0,0,0,26.7,9.2,8,0,0,0,21.974,8.24496,6.57,21448,32294,32344,34,34.23,63,30.2965,39.0907,21.8408,28,15,41.4,56,79,75.6667,45.8379,72.8932,432.3071,33285.9946,40.4,11.2,train
+17479,Republic of Korea,EAS,warm_moist,129.04095,35.34581,50,20,other,urban,3.9,0,0,0,6.9,43.6,0,0,0,0,0,0,21.4,15.3,6.6,0,0,0,11.621,12.827,8.41,7477,7481,184163,63,55.42,63,25.6569,33.4694,18.0035,24,9.4,36.2,50,72.2,67.7357,40.7912,64.9178,351.9774,22648.9694,22.4,6.8,train
+17480,Republic of Korea,EAS,warm_moist,129.172,35.41441,50,28,other,urban,13.6,0,0,0,8,45.4,0,0,0,0,0,0,12.9,11.6,5.8,0,0,0,0.143,12.8944,7.84,7473,7473,184163,63,45.15,63,25.8475,32.4027,19.3678,23.2,10.8,35.8,49.6,72.6,68.125,38.7014,65.093,393.2501,20630.8378,23.2,6.8,train
+17481,Republic of Korea,EAS,warm_moist,129.33763,35.4381,50,32,other,urban,41.3,0,0,0,3.5,28.8,0,0,0,0,0,0,10.3,10.2,3.7,0,0,0,3.482,45.7879,9.54,4947,19663,105437,63,60.03,63,25.4106,28.2142,22.6853,23.6,15.6,32.8,42.4,61.684,57.9857,33.7064,53.5258,264.8916,11166.1057,9.4,3.2,train
+17482,Republic of Korea,EAS,warm_moist,129.30592,35.49311,50,12,other,urban,25.8,0,0,0,5.8,38.5,0,0,0,0,0,0,12.7,10,5,0,0,0,3.482,45.7879,9.54,4944,42408,105437,63,57.69,63,25.8153,33.9376,17.8275,24.6,10.4,36.6,48.6,70.512,67.2917,40.6813,61.5533,365.6093,20083.4988,20.8,6.8,train
+17483,Republic of Korea,EAS,warm_moist,129.35515,35.62558,50,16,other,urban,22.1,0,0,0,6.8,42.7,0,0,0,0,0,0,13.3,9.2,3.7,0,0,0,0.17,35.9464,7.76,24263,72063,105437,63,53.2,63,25.6106,33.5562,17.7848,24.6,10.45,36.95,48.8,67.796,64.075,39.9853,62.5329,310.9341,18888.209,15,4.4,train
+17484,Republic of Korea,EAS,warm_moist,129.11377,35.55833,50,26,other,urban,0,0,0,0,12,63.4,0,0,0,0,0,0,11.5,5.1,7.2,0,0,0,0.249,6.31492,6.79,4939,4942,105437,63,45.79,63,33.6244,40.8582,26.5357,32.5,20,44,57.5,80,75.5625,47.9507,72.5349,442.1781,34268.492,43.5,10,val
+17485,Republic of Korea,EAS,warm_moist,127.9102,35.64319,50,19,other,rural,0,0,0,0,4.6,77.8,0,0,0,0,0,0,10.3,0,5.5,0,0,0,0.25,2.67143,2.9,1212,1226,2191,18,18.72,62,27.8079,35.5072,17.9879,24,11,38.25,52.25,71.265,68.6562,41.3596,68.6287,276.0548,24151.12,23.5,2.5,train
+17486,Republic of Korea,EAS,warm_moist,126.92333,35.14583,50,26,other,urban,0,0,0,0,0,51.2,0,0,0,0,0,0,23.9,11.9,11.2,0,0,0,6.288,17.3873,5,68589,73132,73132,63,59.83,63,25.0393,29.862,20.3474,23.6,11.6,35.4,48,63.8,61.475,36.3913,60.6399,212.8503,15262.0104,9.2,1,train
+17487,Republic of Korea,EAS,warm_moist,126.88968,35.15665,50,26,other,urban,0,0,0,0,0,45.2,0,0,0,0,0,0,27.2,12.3,13.7,0,0,0,6.288,17.5388,4.95,65843,68589,73132,63,62.96,63,25.4556,30.7818,20.238,23.8,11.4,36.2,49.8,67.4,64.425,37.7213,62.8378,249.1103,18512.6031,14.4,1.4,train
+17488,Republic of Korea,EAS,warm_moist,126.85329,35.15163,50,14,traffic,urban,0,0,0,0,0,40.1,0,0,0,0,0,0,30.2,12.2,16.1,0,0,0,22.152,17.5388,4.95,65843,68589,73132,63,62.55,63,21.8529,25.5739,18.1836,20.4,9.2,31.2,42.4,56.8,53.8417,31.9455,53.9906,111.6107,9131.5636,1.6,0.2,train
+17489,Republic of Korea,EAS,warm_moist,126.93215,35.17388,50,47,other,urban,0,0,0,0,0,50.1,0,0,0,0,0,0,23.4,12,12.6,0,0,0,6.288,17.3873,5,69999,73132,73132,63,56.83,63,28.0826,33.2581,23.0663,26.2,14.2,38.8,52.2,70.464,67.8143,40.2461,66.2,287.5817,22057.9826,19.8,3.4,train
+17490,Republic of Korea,EAS,warm_moist,126.85693,35.17611,50,5,traffic,urban,0,0,0,0,0,42.6,0,0,0,0,0,0,27.5,12.3,16,0,0,0,22.152,17.5388,4.95,51111,73132,73132,63,62.84,63,19.6174,24.0058,15.3533,16.6,5.8,29.2,42.2,59.528,55.675,30.3696,57.4528,170.5693,9268.7921,4.8,0.8,train
+17491,Republic of Korea,EAS,warm_moist,126.86032,35.22933,50,1,other,urban,0,0,0,0,0,44.2,0,0,0,0,0,0,26.5,12.3,15.3,0,0,0,1.281,17.4094,4.59,15170,51111,73132,63,59.96,63,31.1642,38.5147,24.073,29.4,17.4,41.8,54.4,70.8,68.0417,44.5783,66.8642,269.6978,27234.9357,20.6,2,train
+17492,Republic of Korea,EAS,warm_moist,126.79883,35.14073,50,6,other,urban,0,0,0,0,0,35.6,0,0,0,0,0,0,33.4,12.2,17.3,0,0,0,22.152,17.5388,4.56,28413,31161,73132,62,60.43,63,25.8556,31.3023,20.5093,24.4,12.2,36.8,49.4,65.104,62.5083,37.9294,61.1994,212.5681,17423.8423,9.8,0.6,train
+17493,Republic of Korea,EAS,warm_moist,126.80776,35.20436,50,22,other,urban,0,0,0,0,0,37.7,0,0,0,0,0,0,31.2,12.4,17.3,0,0,0,1.281,17.4094,4.59,24801,51111,73132,63,58.34,63,28.8407,35.4691,22.3073,26.8,15,39.6,52.4,69.6,66.2,42.015,64.1889,267.3265,23373.6804,16.2,1.4,train
+17494,Republic of Korea,EAS,warm_moist,126.8933,35.13192,50,31,other,urban,0,0,0,0,0,45.2,0,0,0,0,0,0,27.2,12.3,13.7,0,0,0,6.288,17.5388,4.95,68589,73132,73132,63,61.35,63,25.0144,30.187,19.9513,23,10.2,36.2,49.6,66,63.05,37.0098,62.6886,234.6432,16901.9007,12.2,2,train
+17495,Republic of Korea,EAS,warm_moist,127.14064,35.82351,50,31,other,urban,0,0,0,0,3.1,47,0,0,0,0,0,0,36.5,5.6,7.2,0,0,0,17.746,17.4625,5.68,58740,58771,58771,63,60.88,63,26.1878,32.3622,19.9655,22.8,11.8,36.8,52.8,72.2,68.9,38.8875,64.3944,306.9719,23948.3858,26.8,4.2,test
+17496,Republic of Korea,EAS,warm_moist,126.39162,34.80598,50,13,other,urban,32.8,1.9,0,0,0,7.8,0,0,1.1,0,2.9,5.5,37.9,2.9,4.9,0,1.7,0,2.44,13.6533,2.89,21234,21234,21234,63,58.73,63,30.6151,33.9544,27.3971,29.8,20,40,50.2,64.6,61.9821,38.9544,57.964,188.5094,20136.3795,14.6,0.8,test
+17497,Republic of Korea,EAS,warm_moist,126.43457,34.80428,50,1,other,urban,27.1,1.5,0,0,0,10.7,0,0,1,0,2.7,3.9,41.7,3,6.1,0,1.4,0,2.44,13.6528,3.29,8935,21234,21234,62,60.04,63,30.0101,-999,-999,-999,-999,-999,-999,-999,-999,-999,58.1948,-999,-999,-999,-999,test
+17498,Republic of Korea,EAS,warm_moist,127.72792,34.74696,50,76,other,urban,60,1.7,0,0,1.6,15.9,0,0,0,0,0,3.2,6.7,6.4,2.9,0,0,0,0,4.3227,7.09,7689,10809,10859,61,52.36,63,27.6965,32.9485,22.5197,26.8,16.6,37,48.2,64.192,60.9,38.3376,57.0761,257.7143,16022.2807,9,2.4,train
+17499,Republic of Korea,EAS,warm_moist,127.72464,34.85019,50,37,other,urban,40.7,1.9,0,0,1.5,24.8,0,0,0,0,0,2.9,12.5,8.9,4.7,0,0,0,4.197,29.2323,7.89,5675,10854,10859,61,55.32,63,30.4871,34.9815,26.0338,28.8,20,38.8,50.2,66.6,63.525,40.244,61.8758,246.4556,18535.8152,13.6,3.8,train
+17500,Republic of Korea,EAS,warm_moist,127.70288,34.75459,50,104,other,urban,57.8,2.2,0,0,1.5,15.7,0,0,0,0,0,3.4,8,6.6,3.2,0,0,0,0,4.3227,7.09,6184,10859,10859,62,56.43,63,30.4347,35.4725,25.4499,29.2,18.8,40.4,52,69.4,67.3,41.2749,60.879,301.7783,21952.4384,19,5.2,train
+17501,Republic of Korea,EAS,warm_moist,127.65368,34.78762,50,18,other,urban,45.5,2,0,0,1.5,19.5,0,0,0,0,0,3.5,12,8.7,5.4,0,0,0,23.008,2.23665,6.81,10840,10859,10859,63,58.09,63,29.8249,37.8484,25.6144,31,19,42.3333,54,70.6667,67.1667,43.8768,60.2717,339.7923,26947.4083,20.3333,4.6667,train
+17502,Republic of Korea,EAS,warm_moist,127.74678,34.75389,50,12,other,urban,60,1.7,0,0,1.6,15.9,0,0,0,0,0,3.2,6.7,6.4,2.9,0,0,0,0,4.3227,7.09,7689,10809,10859,61,49.23,63,31.6593,36.2367,28.0698,31,21.5,41,52,68.5,64.9405,41.8673,62.1576,230.1908,20661.3421,10.3333,4,train
+17503,Republic of Korea,EAS,warm_moist,127.48913,34.94759,50,34,other,urban,15.5,0,0,0,3.3,47.4,0,0,0,0,0,1.6,13.5,7.7,9.2,0,0,0,4.822,3.06605,4.76,5853,5856,10840,63,50.47,63,25.6464,30.4119,21.0529,24.2,13.4,35,46.4,61.8,59.6,36.1038,57.3423,221.6795,13621.8579,7.8,2.6,train
+17504,Republic of Korea,EAS,warm_moist,127.51858,34.9471,50,18,other,urban,17.1,0,0,0,3.5,44.6,0,0,0,0,0,1.6,12.8,9.2,9,0,0,0,4.822,78.8008,6.66,5853,5853,10859,63,59.16,63,27.6441,33.5047,21.9277,27.2,13.2,38.8,50.6,68.4,65.5,39.9814,62.1136,290.5935,19565.0034,16.2,4.6,train
+17505,Republic of Korea,EAS,warm_moist,127.50979,34.88549,50,0,other,urban,20.5,1,0,0,2,41.3,0,0,0,0,0,2.3,14.5,7.5,9.5,0,0,0,18.84,78.7049,6.59,5856,5856,10859,21,30.82,63,29.0189,34.5929,23.5048,28.2,17.8,37.6,48.8,66.4,64.1714,40.1555,59.4287,275.008,18114.7924,12.6,5.2,train
+17506,Republic of Korea,EAS,warm_moist,127.57299,34.89349,50,33,other,urban,27.7,1.5,0,0,2.2,34.3,0,0,0,0,0,2.5,13.3,9.6,7.3,0,0,0,19.387,78.7049,6.59,4507,9875,10859,61,44.53,63,30.2496,34.1674,26.3792,29.8,19.4,39.2,49.2,65.4,63.125,39.8438,60.1055,215.0992,17314.481,9.6,3.2,train
+17507,Republic of Korea,EAS,warm_moist,127.69936,34.93699,50,8,other,urban,21.5,1.7,0,0,3.7,39.9,0,0,0,0,0,2.1,12.6,9.6,7.2,0,0,0,9.975,78.8038,7.67,4988,5935,10859,63,60.61,63,29.1645,33.6734,24.6474,28.4,17.2,39,50.2,68.2,64.575,39.7768,65.7261,253.2744,18866.6501,14.4,5.2,train
+17508,Republic of Korea,EAS,warm_moist,127.7519,34.9394,50,2,other,urban,23.2,1.9,0,0,3.2,37.9,0,0,0,0,0,2.3,13.3,9.7,6.6,0,0,0,9.975,32.2525,8.19,2218,5886,10859,63,55.99,63,27.4066,30.5639,24.306,26.4,16.8,35.8,46,61.4,58.4,35.9832,58.6375,177.5759,12139.2536,4.8,2.2,train
+17509,Republic of Korea,EAS,warm_moist,127.72064,35.01834,50,43,other,urban,12,1.2,0,0,4.5,53,0,0,0,0,0,1.5,11.8,7.3,7.4,0,0,0,4.958,2.62962,7.01,5929,5932,10854,27,27.59,63,30.0613,35.1004,25.1208,29,19.6,38.55,48.8,64.428,61.9083,40.4979,61.9082,238.7422,17505.0504,8.4,3.8,train
+17510,Republic of Korea,EAS,warm_moist,127.58447,34.9767,50,33,other,urban,13.2,0,0,0,3.9,50.4,0,0,0,0,0,1.4,11.9,8.5,8.6,0,0,0,16.726,78.8008,6.66,5897,5932,10854,61,51.04,63,27.646,33.8185,21.5896,26.2,15,37.8,49,67.6,63.825,39.8671,62.971,260.8507,19456.6395,15.4,4.6,train
+17511,Republic of Korea,EAS,warm_moist,126.43919,34.76681,50,2,other,urban,27.1,1.5,0,0,0,10.7,0,0,1,0,2.7,3.9,41.7,3,6.1,0,1.4,0,2.44,3.21275,3.13,386,8935,21234,61,52.1,63,35.7202,40.0744,31.5142,36,22.4,47.2,58.8,73.8,70.95,46.5658,66.6364,305.869,31955.2609,27.2,2,test
+17512,Republic of Korea,EAS,warm_moist,127.17505,35.17694,50,180,other,rural,0,0,0,0,1.2,70.9,0,0,0,0,0,0,14.3,4,8.6,0,0,0,0.196,2.15463,4.17,1228,1727,73132,6,7.22,63,33.7531,39.3069,28.4764,32.4,23.6,42.6,54,69.4,66.4917,43.7756,63.5417,255.3506,25965.3358,24.2,3,train
+17513,Republic of Korea,EAS,warm_moist,126.53222,33.50033,50,58,other,urban,39.6,0,0,0,2,31,0,0,7.8,0,0,0,4.8,2.6,10.9,0,0,0,3.847,4.87193,2.52,26098,26111,26111,61,56.59,62,35.953,37.9438,34.0418,36,26,45.8,54.6,68.8,64.975,43.4821,62.4493,270.5486,22762.3259,12.2,0.8,test
+17514,Republic of Korea,EAS,warm_moist,126.50019,33.48928,50,118,other,urban,43.5,0,0,0,2,29.9,0,0,6.8,0,0,0,5,2.5,9.3,0,0,0,5.87,2.68608,2.4,26097,26098,26111,62,56.03,62,34.1499,35.4231,32.8848,33.4,24.8,42.8,52.6,68.6,63.525,40.8235,59.3959,282.1108,18482.6931,14.2,0.6,test
+17515,Republic of Korea,EAS,warm_moist,126.56703,33.25131,50,53,other,urban,55.9,0,0,0,1.8,24.7,0,0,5.2,0,0,0,2.8,1.5,6.5,0,0,0,0,0.426859,2,1658,4475,26111,58,40.32,60,39.4878,42.0876,36.9303,38.8,28.8,49.2,59.6,73.4,69.825,47.0809,65.6723,282.6806,33133.2954,25.6,0.4,test
+17516,Republic of Korea,EAS,warm_moist,126.16216,33.29247,50,10,background,remote,80.4,0,0,0,0,3.8,0,0,3.3,0,0,0,7.4,0,3.4,0,0,0,0,0.071993,2.15,14,1296,4475,14,11.62,58,40.2186,41.9559,39.5918,39.75,30.5,50.625,62,79.25,75.0938,46.1118,66.4781,331.6996,32994.6826,31.25,3,test
+17517,Republic of Korea,EAS,warm_moist,128.59129,35.8654,50,19,traffic,urban,0,0,0,0,1.9,58,0,0,0,0,0,0,18.5,13.7,6.2,0,0,0,2.548,34.8958,7.95,199397,206266,220000,63,62.97,63,16.0349,19.0103,13.0945,13.4,4.4,24.2,35,51.4,48.225,24.5385,49.0972,97.355,4611.4969,1.2,0.6,train
+17518,Republic of Korea,EAS,warm_moist,128.58414,35.8743,50,19,other,urban,0,0,0,0,1.9,58,0,0,0,0,0,0,18.5,13.7,6.2,0,0,0,2.548,34.8958,7.95,199397,206266,220000,63,63,63,24.8126,31.8591,18.0522,22.4,7.4,36.8,51,73.772,69.45,39.2979,66.7582,332.0053,23476.6869,25.8,6.6,train
+17519,Republic of Korea,EAS,warm_moist,128.63156,35.83047,50,52,other,urban,0,0,0,0,1.8,56.9,0,0,0,0,0,0,18.8,13.4,7.7,0,0,0,0.019,35.2058,8.48,135042,206266,220000,63,58.94,63,26.3255,33.526,19.2549,23.6,9.6,38,53.6,78.264,74.125,41.1712,70.8156,409.2729,27097.2606,32.2,8.4,train
+17520,Republic of Korea,EAS,warm_moist,128.69531,35.87155,50,6,other,urban,0,0,0,0,2.1,58.3,0,0,0,0,0,0,17.1,13.1,8.3,0,0,0,6.306,35.2058,8.48,58201,103759,220000,63,61.4,63,25.3102,33.8777,16.8929,21.4,7.6,37.4,52.4,77.4,72.6714,41.5533,70.335,418.2974,27016.7403,32.4,9.4,train
+17521,Republic of Korea,EAS,warm_moist,128.54533,35.86955,50,18,other,urban,0,0,0,0,1.9,59.4,0,0,0,0,1.1,0,17.8,13.6,5.5,0,0,0,2.548,34.8958,7.95,122122,220000,220000,63,62.99,63,22.0203,29.4766,14.657,18.9,4.6,33.6,48.2,70.6,66.55,37.049,64.18,324.7216,18953.0845,18.2,4.2,train
+17522,Republic of Korea,EAS,warm_moist,128.56249,35.88028,50,5,traffic,urban,0,0,0,0,1.9,59.4,0,0,0,0,1.1,0,17.8,13.6,5.5,0,0,0,2.548,34.8958,7.95,199397,206266,220000,63,63,63,19.1978,25.2583,13.2215,15.6,4,29.4,42.6,62.552,59.05,32.0151,59.404,228.9979,11939.3553,7.4,1.8,train
+17523,Republic of Korea,EAS,warm_moist,128.57107,35.8455,50,34,other,urban,0,0,0,0,1.8,56.9,0,0,0,0,0,0,19.1,13.3,7.4,0,0,0,0.021,34.8958,7.95,199397,206266,220000,63,61.68,63,26.461,33.0639,19.9867,24.4,10.4,37.2,52.2,76.2,71.975,40.4077,69.2512,385.7277,24940.2863,29,6.6,train
+17524,Republic of Korea,EAS,warm_moist,128.56285,35.89428,50,0,other,urban,0,0,0,0,1.9,59.4,0,0,0,0,1.1,0,17.8,13.6,5.5,0,0,0,2.548,34.8958,7.95,93569,199397,220000,63,62.94,63,21.7004,30.0653,13.4626,17.6,5.2,32.8,47.8,71,66.8214,37.2725,64.2898,304.4335,19554.8102,18.6,3.4,train
+17525,Republic of Korea,EAS,warm_moist,128.63306,35.88976,50,16,other,urban,0,0,0,0,1.9,56.9,0,0,0,0,0,0,19.1,13.6,7.2,0,0,0,6.306,35.2058,8.48,93569,114874,220000,63,62.59,63,24.4616,32.9557,16.1029,21.2,6.8,36.2,52,75.8,71.675,40.7006,68.0659,397.7338,25477.7503,30.4,9.6,train
+17526,Republic of Korea,EAS,warm_moist,128.59711,35.88411,50,10,other,urban,0,0,0,0,1.9,58,0,0,0,0,0,0,18.5,13.7,6.2,0,0,0,2.548,34.8958,7.95,93569,199397,220000,63,63,63,26.0593,35.3842,16.9099,23.2,7.8,38.4,55,79.8,75.175,43.4011,72.3774,428.0242,30285.4428,36.8,9.4,train
+17527,Republic of Korea,EAS,warm_moist,128.64003,35.86528,50,30,other,urban,0,0,0,0,1.9,56.9,0,0,0,0,0,0,19.1,13.6,7.2,0,0,0,6.306,35.2058,8.48,66727,114874,220000,63,62.81,63,23.2451,30.4708,16.1571,20.4,6,34.2,49.8,73.2,68.875,38.1538,65.4546,367.5651,21722.5966,23,7.2,train
+17528,Republic of Korea,EAS,warm_moist,128.48873,35.83788,50,3,other,urban,0,0,0,0,1.4,56.2,0,0,0,0,1.1,0,21.1,13,6.3,0,0,0,14.477,7.2152,7.37,87298,220000,220000,63,61.39,63,24.8442,32.9672,18.857,23.25,8.75,37.75,53.5,75,70.9375,40.4664,64.7466,358.7009,24674.3695,24.75,6.25,train
+17529,Republic of Korea,EAS,warm_moist,128.44226,35.70023,50,35,other,urban,0,0,0,0,1.1,64.3,0,0,0,0,0,0,22.5,5.4,5.3,0,0,0,11.38,5.27896,6.53,9021,9026,220000,62,46.7,63,27.78,36.1889,19.4945,25.6,11,39.6,54.6,79,75.375,43.9841,70.4695,415.8175,29606.489,37.4,9.2,train
+17530,Republic of Korea,EAS,warm_moist,129.36813,35.99183,50,0,other,urban,25.3,1.1,0,0,7.8,40,0,0,0,0,1.1,0,15.3,5.4,3,0,0,0,2.332,24.9106,6.48,7527,7527,7535,62,58.78,63,24.5377,28.3566,20.8574,23,14.4,32.4,42,60.4,56.4667,33.3889,54.0978,201.654,9355.2239,5.4,1,test
+17531,Republic of Korea,EAS,warm_moist,129.364,36.03178,50,2,other,urban,18.3,1,0,0,11.2,44.4,0,0,0,0,0,0,14.4,5.6,3.2,0,0,0,0,37.2775,6,7523,7527,7535,63,62.3,63,29.6029,33.6744,25.617,28.4,17.8,39.2,50.46,66.604,62.775,39.3722,60.1784,263.0817,19977.102,16.2,4,test
+17532,Republic of Korea,EAS,warm_moist,129.36575,36.01883,50,0,other,urban,18.3,1,0,0,11.2,44.4,0,0,0,0,0,0,14.4,5.6,3.2,0,0,0,0,37.2775,6,7523,7527,7535,63,62.03,63,24.9968,28.7608,21.2768,24.2,16,33,41.6,57,53.475,33.5475,51.6705,132.289,8217.9381,4,0.4,test
+17533,Republic of Korea,EAS,warm_moist,129.35992,35.96858,50,24,other,urban,15.4,1,0,0,9,47.4,0,0,0,0,1.1,0,16.3,5.7,3.3,0,0,0,3.09,24.9106,6.48,7527,7527,7535,59,46.17,63,28.5494,34.7536,22.4683,27,15,38.6,51.6,73.8,68.3083,40.7955,63.6251,330.2701,22084.7161,20.8,5,test
+17534,Republic of Korea,EAS,warm_moist,129.37679,35.96307,50,49,other,urban,25.3,1.1,0,0,7.8,40,0,0,0,0,1.1,0,15.3,5.4,3,0,0,0,2.332,24.9106,6.48,7488,7531,7535,60,44.17,63,30.032,35.0485,27.9316,30,21.25,39.5,51,69.565,66.4896,40.341,55.8046,274.866,18600.4982,15.5,2.25,test
+17535,Republic of Korea,EAS,warm_moist,129.20757,35.85067,50,16,other,urban,0,0,0,0,11.7,64.1,0,0,0,0,0,0,16.7,2.5,3.9,0,0,0,0,24.8772,6.44,3711,3713,12006,63,56.02,63,25.169,32.54,18.013,24.2,8,36.2,49,71.2,66.875,39.3773,64.9,347.0924,20492.3206,21.4,6.2,test
+17536,Republic of Korea,EAS,warm_moist,128.1137,36.14032,50,27,other,urban,0,0,0,0,8.9,67.7,0,0,0,0,2,0,14.3,1.3,5.7,0,0,0,18.909,7.17849,5.35,2183,2184,11983,62,50.84,63,27.5268,35.6413,19.4748,26.4,9.6,39.8,55.2,76.2,73.325,43.038,69.4622,374.209,27830.7752,32,4.2,train
+17537,Republic of Korea,EAS,warm_moist,128.72809,36.56432,50,21,other,urban,0,1.9,0,0,2.1,77.7,0,0,0,0,1.4,0,9.7,1.2,5.9,0,0,0,9.383,0.999073,5,1750,1751,2901,62,50.09,62,25.8781,33.1555,18.8141,23.2,10.4,37.8,51,69.8,66.275,40.0164,64.2133,292.0529,21596.9856,18.8,2,train
+17538,Republic of Korea,EAS,warm_moist,128.38583,36.10194,50,4,other,urban,0,0,0,0,1.2,57.9,0,0,0,0,3.1,0,24,6.2,7.2,0,0,0,22.055,23.1043,6.42,11983,11983,22334,63,61.94,63,25.0017,31.3649,18.6222,23,10.2,35.4,48.8,68,64.175,37.9436,62.2259,251.8095,18183.3006,13.4,2.4,train
+17539,Republic of Korea,EAS,warm_moist,128.32778,36.12778,50,26,other,urban,0,0,0,0,2.1,58.1,0,0,0,0,3.5,0,23.9,4.4,7.7,0,0,0,5.354,23.1043,6.42,11983,11983,11983,62,56.35,63,24.003,32.7504,15.3008,19.5,7.35,35.2,51,73.056,68.975,40.2733,67.8939,336.6255,23613.197,23.2,3.4,train
+17540,Republic of Korea,EAS,warm_moist,128.33861,36.11083,50,49,other,urban,0,0,0,0,2.1,58.1,0,0,0,0,3.5,0,23.9,4.4,7.7,0,0,0,5.354,23.1043,6.42,11983,11983,11983,62,56.91,63,29.0349,36.5542,21.5192,27.4,11,41.6,56.6,78,74.125,44.239,70.8215,359.6727,30104.3378,37,5,train
+17541,Republic of Korea,EAS,warm_moist,128.43944,36.13722,50,42,other,urban,0,0,0,0,1.2,61.2,0,0,0,0,2.6,0,21.4,4.6,8.7,0,0,0,22.055,23.1043,6.6,11977,11983,22334,62,58.5,63,30.1181,38.5049,21.829,28.5,14.5,41.6875,55.75,74.5,71.25,45.4129,67.529,340.1806,29640.6526,27.5,3.25,train
+17542,Republic of Korea,EAS,warm_moist,128.62167,36.80983,50,7,other,urban,0,0,0,0,7.5,65.9,0,0,0,0,2.3,0,13.2,1.5,9.2,0,0,0,16.418,3.64667,6.01,2897,2899,2901,60,42.16,61,26.3245,35.0789,17.6241,23.4,9.6,38.4,52.6,74.2,70.7,42.2476,67.4463,331.0155,25071.1528,25.4,2.8,train
+17543,Republic of Korea,EAS,warm_moist,128.74329,35.82503,50,16,other,urban,0,0,0,0,2.3,60,0,0,0,0,0,0,15.4,13.1,8.1,0,0,0,5.464,10.4688,8.15,40153,103759,220000,63,58.44,63,29.5909,38.1855,21.079,25.5,8,41,56,79,76.7917,46.1145,73.9051,446.7239,30952.194,42,12,train
+17544,Republic of Korea,EAS,warm_moist,129.287,36.44773,50,82,other,rural,20.7,0,0,0,12.6,57.9,0,0,0,0,0,0,4.3,0,2.6,0,0,0,1.004,1.15373,3.45,904,904,7503,11,7.24,57,37.1414,42.4566,32.1422,35.8,27.2,45.6,56.8,76.2,72.4833,46.5882,67.3311,369.3097,30658.1813,30.6,4.2,train
+17545,Republic of Korea,EAS,warm_moist,128.92778,36.11273,50,55,other,rural,0,0,0,0,12.7,67.9,0,0,0,0,0,0,11.4,1.3,6.5,0,0,0,0,1.10871,4.4,1978,1979,26056,12,8.63,62,37.4436,45.439,29.7279,35.4,25,47.4,60.6,82.256,78.375,50.8413,74.8601,448.7645,42398.6216,48.8,10.8,train
+17546,Republic of Korea,EAS,warm_moist,128.45642,36.36884,50,7,other,rural,0,0,0,0,1.2,62.3,0,0,0,0,2.6,0,25.6,0,7,0,0,0,18.644,2.20929,5.6,778,778,11977,19,17.65,62,29.8701,40.477,20.9414,28,13.6667,43.3333,59,82,77.9028,47.4752,69.2954,429.8742,37794.4112,49,9.3333,train
+17547,Republic of Korea,OCN,warm_moist,130.79667,37.52233,50,-136,background,remote,96.4,0,0,0,1.1,2.1,0,0,0,0,0,0,0,0,0,0,0,0,0,0.063908,1.79,745,1352,1603,17,10.35,51,47.6359,49.4615,48.6261,46.75,40.75,55.5,66.75,85.75,82.8125,52.4282,70.0201,467.9078,48398.6517,43.2,12,val
+17548,Republic of Korea,EAS,warm_moist,127.41722,36.37278,50,18,other,urban,0,2,0,0,2.7,55.1,0,0,0,0,2.1,0,16.2,7.9,13.3,0,0,0,0.085,27.6169,7.77,59634,124174,146133,62,60.5,63,22.8138,30.1974,15.4783,19.6,4.2,35.6,50,69.6,65.775,37.4733,63.5867,299.081,19981.0596,18,2.2,val
+17549,Republic of Korea,EAS,warm_moist,127.40472,36.44694,50,9,other,urban,0,2,0,0,2.5,50.7,0,0,0,0,2.5,0,17.4,9.1,15,0,0,0,9.154,27.6524,8.18,32581,44161,146133,62,54.96,63,21.5908,29.969,13.2699,18.4,4.4,33.2,47.6,68,64.1,36.9048,60.3667,259.9274,17732.1654,15.8,2.2,val
+17550,Republic of Korea,EAS,warm_moist,127.43778,36.31611,50,20,other,urban,0,2.1,0,0,3.5,63.1,0,0,0,0,2.1,0,11.2,7.8,9.6,0,0,0,0.156,27.6169,7.77,33822,124174,146133,63,58.81,63,23.984,30.7177,17.3022,20.8,7,35.2,51,72.192,67.675,37.4762,65.0778,318.6217,21045.2914,19.6,3,val
+17551,Republic of Korea,EAS,warm_moist,127.37385,36.37248,50,3,other,urban,0,2,0,0,2.7,55.1,0,0,0,0,2.1,0,16.2,7.9,13.3,0,0,0,0.085,27.6179,8.08,39351,85088,146133,63,62.75,63,25.5466,32.7564,18.3603,24,8.2,38,52.2,72.4,69.3,39.9798,65.7277,337.5421,22931.7386,23.4,3.2,val
+17552,Republic of Korea,EAS,warm_moist,127.3185,36.36824,50,34,other,urban,0,2,0,0,1.9,50.5,0,0,0,0,2.1,0,19.6,8.1,15.1,0,0,0,0.061,27.6179,8.08,39351,39372,146133,63,59.98,63,23.0646,32.9649,18.3843,23.6667,8.6667,37.3333,52,72.6667,68.7917,40.148,60.2078,330.5948,23147.7754,22,2,val
+17553,Republic of Korea,EAS,warm_moist,127.41833,36.32389,50,44,traffic,urban,0,2.1,0,0,3.5,63.1,0,0,0,0,2.1,0,11.2,7.8,9.6,0,0,0,0.156,27.6169,7.77,124174,124174,146133,63,60.9,63,16.4627,18.9298,14.0075,14,5,24.6,34.8,49.832,45.3,23.7758,46.1585,65.3739,3263.9805,0.4,0.2,val
+17554,Republic of Korea,EAS,warm_moist,127.43722,36.34444,50,22,other,urban,0,2,0,0,3.5,62.6,0,0,0,0,2,0,11.9,7.4,9.9,0,0,0,0.156,27.6169,7.77,64347,69992,146133,63,61.39,63,24.1441,30.361,17.9841,22,7.6,35.8,49.6,70.168,66.4,36.8094,63.6265,290.6869,19732.2369,19.8,2.4,val
+17555,Republic of Korea,EAS,warm_moist,127.36672,36.30447,50,31,other,urban,0,1.5,0,0,2.9,56,0,0,0,0,1.9,0,17.6,8.4,10.9,0,0,0,0.156,27.6179,8.08,85088,146133,146133,62,55.5,63,23.2114,30.0183,16.4672,19.6,7.2,33.8,49.6,70.508,66.6,36.7042,62.8557,314.9792,19925.7098,17.8,2.6,val
+17556,Republic of Korea,EAS,warm_moist,127.38347,36.35444,50,14,other,urban,0,2,0,0,3.3,58.7,0,0,0,0,2.2,0,14.4,7.6,11.1,0,0,0,0.085,27.6179,8.08,39351,85088,146133,63,62.8,63,23.2122,28.4752,18.0185,21.8,7.5,34.4,46.6,65.4,62.35,35.2562,59.1533,240.4885,15201.1843,10.2,1.2,val
+17557,Republic of Korea,EAS,warm_moist,127.35417,36.35111,50,5,traffic,urban,0,2,0,0,2.3,54.2,0,0,0,0,2.1,0,17.9,8.3,12.4,0,0,0,0.061,27.6179,8.08,39351,85088,146133,63,62.72,63,20.5375,24.6528,16.4793,17.2,7.2,29.8,43.8,62.8,59,30.5754,56.5178,182.4062,11503.2344,7.8,1,val
+17558,Republic of Korea,EAS,warm_moist,127.43681,36.6447,50,23,other,urban,0,1.3,0,0,3.7,44.6,0,0,0,0,2.7,0,25.6,4.8,17,0,0,0,28.302,18.8088,9.16,12043,12419,32581,63,61.59,63,22.7035,29.5408,15.8929,19,6.6,33.6,49.2,71.272,68.3357,36.4242,66.0871,327.7042,20105.9924,20.8,3.6,val
+17559,Republic of Korea,EAS,warm_moist,127.47493,36.66608,50,10,other,urban,0,0,0,0,4.3,47.8,0,0,0,0,2.3,0,26,3.9,15,0,0,0,6.376,18.8088,9.16,12412,12419,32581,62,60.89,63,27.8866,36.0448,19.8077,24.6,9,40.8,57.4,81.8,78.1167,44.2348,74.1528,444.0162,33448.3931,47,10.6,val
+17560,Republic of Korea,EAS,warm_moist,127.49133,36.63581,50,10,other,urban,0,1.5,0,0,3.5,48,0,0,0,0,2.6,0,24.4,4.8,14.9,0,0,0,6.376,18.8088,9.16,12412,12419,32581,63,61.19,63,24.2566,30.7816,17.8228,20.4,7.8,35.2,52.2,75.8,72.2917,37.8788,70.3349,382.3848,24098.17,30.8,5.8,val
+17561,Republic of Korea,EAS,warm_moist,127.50128,36.60881,50,13,other,urban,0,2,0,0,3.4,47.5,0,0,0,0,2.5,0,23.1,6.9,14.2,0,0,0,6.376,3.33742,8.79,12419,12419,69992,62,57.47,63,22.7884,30.9066,14.7329,18.4,5.6,34.4,50.4,73,69.2107,38.2148,67.1303,343.4827,22571.8716,23.6,4.8,val
+17562,Republic of Korea,EAS,warm_moist,127.44748,36.63413,50,25,traffic,urban,0,1.3,0,0,3.7,44.6,0,0,0,0,2.7,0,25.6,4.8,17,0,0,0,6.376,18.8088,9.16,12043,12419,32581,63,62.01,63,21.2139,27.4623,15.048,17.6,5.6,31.4,46,68,63.425,34.5244,62.5526,293.2919,16186.5282,13.6,2.4,val
+17563,Republic of Korea,EAS,warm_moist,127.15206,36.81425,50,13,other,urban,2.1,0,0,0,5.8,33.2,0,0,0,0,3.7,0,37.3,5.7,11.5,0,0,0,25.186,21.186,11.25,15605,15614,16942,63,61.46,63,22.8414,31.0807,14.7381,19,5.8,33.6,50,73.6,69.775,38.0562,68.2852,366.6559,22494.4986,26.8,5.4,val
+17564,Republic of Korea,EAS,warm_moist,127.11064,36.82514,50,27,other,urban,3.8,0,0,0,5,28.7,0,0,0,0,3.8,0,41.7,5.8,10.1,0,0,0,18.516,21.186,11.25,11508,15605,16942,63,62.17,63,22.3352,29.9602,14.7267,18.8,6.4,33,47.6,70,66.375,36.5339,63.2617,306.3458,19496.8452,20.8,5,val
+17565,Republic of Korea,EAS,warm_moist,127.13228,36.83933,50,29,traffic,urban,2.1,0,0,0,5.8,33.2,0,0,0,0,3.7,0,37.3,5.7,11.5,0,0,0,25.186,21.186,11.25,11508,15605,16942,63,62.46,63,18.5308,24.7888,12.3387,15,4.6,27.8,41.16,62.2,58.425,30.8393,57.2026,254.5386,12606.0821,11.8,3.8,val
+17566,Republic of Korea,EAS,warm_moist,127.03085,36.52628,50,84,other,rural,0,0,0,0,4.2,52.5,0,0,0,0,1.4,0,16.8,1.6,23,0,0,0,0.034,4.53247,7.19,2157,2158,15639,17,18.35,61,36.2933,43.1714,29.8812,33.8,22.6,46.95,61.6,81.416,77.4,48.7911,76.0211,422.5946,40025.9777,47.2,6.2,val
+17567,Republic of Korea,EAS,warm_moist,126.36828,36.99172,50,2,other,urban,55.5,3.1,0,0,0,10.2,0,0,1.1,0,3,2.1,17.2,1.5,4.4,0,0,0,0.095,7.54453,7.08,2041,3571,4017,56,40.04,62,29.9523,32.3403,27.6556,28.8,18.6,39.2,50.2,67.2,63.225,38.7346,59.3908,250.4372,15677.0871,9.2,2.4,train
+17568,Republic of Korea,EAS,warm_moist,126.45608,36.77989,50,43,other,urban,17.7,4.5,0,0,0,19.4,0,0,1.7,0,4.6,2.9,35.3,1.1,10.2,0,0,0,17.338,1.82111,5.85,4017,4017,4021,61,43.17,62,28.1383,33.3714,22.9583,27.6,14.8,39,50.4,67,64.1,39.2557,61.4044,279.2096,18500.4315,12,3.2,val
+17569,Republic of Korea,EAS,warm_moist,126.46239,37.02131,50,0,other,urban,62.6,2.5,0,0,0,7.8,0,0,1,0,2.9,2.3,14.3,0,4,0,0,0,0,0,7.96,620,2214,4015,22,22.02,62,32.9891,36.5466,29.5824,32.6,20.6,43.4,54.4,72.6,69.05,43.166,63.2015,347.892,23096.6838,19.6,5,train
+17570,Republic of Korea,EAS,warm_moist,126.72342,36.94194,50,7,other,urban,19.9,0,0,0,0,9.8,0,0,0,0,4.7,0,51.6,2.5,8.4,0,0,0,18.443,20.3196,10.22,2881,2882,16933,26,39.76,61,26.997,33.1255,20.9125,25,14.4,36.4,50.4,70.244,67.275,39.1319,65.0644,311.7028,21571.1661,25.6,7.6,train
+17571,Republic of Korea,EAS,warm_moist,127.0145,36.78292,50,14,other,urban,3.8,0,0,0,3.2,27.4,0,0,0,0,2.9,0,44.4,5.3,11.7,0,0,0,23.237,4.54418,9.77,6902,6906,16942,62,57.16,63,22.7852,29.681,15.9826,19.6,6.6,33.6,48,69.2,65.35,36.4877,64.3803,305.2425,17969.7735,15.8,2.2,val
+17572,Republic of Korea,EAS,warm_moist,126.13437,36.73818,50,13,other,rural,73.4,2.9,0,0,0,4.9,0,0,1.1,0,2.5,1.8,10.4,0,1.5,0,0,0,0.026,0.315408,5.11,34,623,3238,13,10.69,59,35.6407,37.9632,33.4893,34.8,23.2,45.6,56.6,73.2,70.025,43.0672,62.5084,318.5882,24901.5851,21.4,4.2,train
+17573,Republic of Korea,EAS,warm_moist,127.94746,37.35279,50,12,other,urban,0,0,0,0,9.6,70.5,0,0,0,0,1.4,0,12,1.7,4.4,0,0,0,7.056,9.13931,8.01,6213,6216,6227,62,59.3,62,22.0873,30.2271,13.989,17.4,4.8,33,49.6,76.776,72.125,37.4291,68.9756,414.9315,22874.8484,32.6,5.6,train
+17574,Republic of Korea,EAS,cool_moist,127.94793,37.33696,50,31,other,urban,0,0,0,0,9.6,70.5,0,0,0,0,1.4,0,12,1.7,4.4,0,0,0,5.212,9.13931,8.01,6216,6220,6227,62,56.89,62,24.2376,32.0792,16.4392,20.4,6.8,35.8,52.2,77.2,73.6,39.5879,70.8747,427.3611,25592.0923,35.4,7.4,train
+17575,Republic of Korea,EAS,warm_moist,128.90297,37.76003,50,22,other,urban,30.3,0,0,0,9.1,47.3,0,0,0,0,0,0,5.4,1.6,3.8,0,0,0,5.04,23.5871,3.82,3489,3492,4540,63,57.71,63,27.2803,29.3634,25.0547,26,17,35.6,46.8,64,58.725,35.1695,54.8352,231.0252,9948.3776,6.8,1,train
+17576,Republic of Korea,EAS,cool_moist,129.11449,37.52503,50,0,other,urban,38.4,0,0,0,7.3,46.7,0,0,0,0,0,0,2.4,2.2,1.5,0,0,0,0,5.56655,5.76,7754,8548,8552,62,48.12,62,29.1134,35.0491,23.2705,29.8,14.6,40.8,51.8,69.372,64.45,41.8352,61.9137,294.4237,19765.9101,15.8,1.6,train
+17577,Republic of Korea,EAS,warm_moist,129.16842,37.44261,50,33,other,urban,44.4,0,0,0,6.3,42.8,0,0,0,0,0,0,1.7,2.1,1.6,0,0,0,3.237,43.1812,5.92,800,2543,8552,60,38.23,62,29.7591,34.5121,25.0113,28.2,16.8,40,52.6,72.6,66.225,41.4434,62.9627,337.281,20642.7379,19.2,2.8,train
+17578,Republic of Korea,EAS,cool_moist,128.66476,37.43023,50,55,other,rural,0,0,0,0,17.5,77.4,0,0,0,0,0,0,2.9,0,1.2,0,0,0,0,1.76753,4.42,417,417,3500,12,14.13,56,32.4267,38.4863,26.5737,30.4,20.2,42.2,53.88,72.8,70.525,43.9516,64.663,318.2523,25854.2534,25,3.6,val
+17579,Republic of Korea,EAS,cool_moist,128.38521,38.28744,50,382,other,rural,15.6,0,0,0,18.4,55.6,0,0,0,0,0,0,4.3,0,3.1,0,0,0,0.023,0.554721,2.51,507,716,13357,6,3.58,62,47.7214,49.4848,48.4327,46,38.25,57.5,69.5,88.5,85.0625,54.4089,72.33,472.298,50198.7003,58.75,14,train
+17580,Republic of Korea,EAS,cool_moist,128.12509,37.36014,50,0,other,rural,0,0,0,0,9,74.6,0,0,0,0,1.2,0,10.1,2.4,2.5,0,0,0,0,1.61694,6.4,650,3536,6223,9,7.08,62,28.892,36.7213,21.3065,25.6,14.25,39.4,54.2,77.28,73.175,42.3735,71.3403,381.5388,29207.4711,35.8,7.6,train
+17581,Republic of Korea,EAS,warm_moist,127.92616,36.96457,50,31,other,urban,0,1.4,0,0,8.7,63.6,0,0,0,0,1.6,0,12.4,2,9.7,0,0,0,0,6.05933,8.89,3518,3518,5147,62,49.15,62,26.1459,33.9088,18.3949,22.8,8.2,38.65,55.4,78.548,75.625,41.7807,72.1782,393.6492,28873.1028,38.2,7.2,test
+17582,Republic of Korea,EAS,warm_moist,127.91921,36.98209,50,8,other,urban,0,1.4,0,0,8.7,63.6,0,0,0,0,1.6,0,12.4,2,9.7,0,0,0,0,6.05933,8.89,3516,3518,6227,62,55.81,62,24.2393,31.6189,16.9257,19.4,7.8,35.4,51.8,75.4,71.35,38.8078,70.02,351.0954,23831.296,28.2,5.2,test
+17583,Republic of Korea,EAS,warm_moist,128.22066,37.14514,50,30,other,urban,0,1.1,0,0,8.1,79.9,0,0,0,0,0,0,5.6,1.8,2.5,0,0,0,0,60.8065,8.9,2668,2669,6223,62,50.04,62,22.0977,29.7255,14.5565,17.8,5.2,32.8,49.4,74.316,71.05,37.4946,67.4042,352.8549,21001.6002,24.8,5.6,val
+17584,Republic of Korea,EAS,warm_moist,127.42199,36.70906,50,58,other,urban,0,0,0,0,4.5,43.8,0,0,0,0,2.5,0,27.3,4.1,17.3,0,0,0,7.489,19.2184,9.8,7981,13051,15622,61,53.95,63,25.5162,36.4594,19.8136,24.75,10.5,39.75,57.675,81.5,78.2188,44.354,66.0209,416.2517,33137.8351,45.25,9,val
+17585,Republic of Korea,EAS,warm_moist,128.29585,37.03323,50,3,other,urban,0,1.4,0,0,10.5,78.2,0,0,0,0,0,0,4.7,1.5,2.5,0,0,0,0,60.7275,8.79,594,2208,4500,44,22.7,62,21.7461,31.3885,15.3524,17.3333,6.6667,35.3333,52.3333,74.3333,70.2917,40.3218,62.6294,362.9841,24635.0784,24,3.6667,val
+17586,Republic of Korea,EAS,warm_moist,127.80468,34.73093,50,0,other,rural,58.9,1.7,0,0,1.8,17.6,0,0,0,0,0,3,6.4,6.1,3,0,0,0,2.057,4.39905,6.9,3118,7689,10859,15,20.01,63,31.2803,41.5408,21.7466,27.2,14.4,43.2,60.4,84.2,80.175,47.6388,78.6342,481.2587,40111.6738,48.6,11.6,train
+17587,Republic of Korea,EAS,warm_moist,127.12176,35.79898,50,9,other,urban,0,0,0,0,2.6,47,0,0,0,0,0,0,36.8,4.8,8,0,0,0,17.746,1.46509,5.33,58740,58771,58771,63,57.57,63,25.8831,31.2846,20.5453,23.2,12.2,35.8,49.4,68.6,65.3,37.5443,61.3924,259.3652,19303.0792,16.4,3,test
+17588,Republic of Korea,EAS,warm_moist,127.087,35.85153,50,25,other,urban,0,0,0,0,2.1,38.6,0,0,0,0,0,0,46.1,5.7,6.8,0,0,0,25.11,17.4619,6.23,56541,56541,58771,62,61.15,63,21.3485,24.7397,17.9395,19.6,10.2,29.8,40.2,54.6,51.55,29.9029,49.7985,89.9264,6313.5042,1.2,0,test
+17590,Republic of Korea,EAS,warm_moist,126.70073,35.97285,50,17,other,urban,39.1,0,0,0,0,7.8,0,0,0,0,2.5,1.2,35.4,4.5,7.6,0,0,0,22.315,8.57791,5.41,8429,14794,14794,63,60.78,63,28.9001,34.3687,23.3641,27.4,15.4,40.4,52.6,69.76,66.5,40.8035,63.5424,285.989,22066.3312,19.8,3,test
+17591,Republic of Korea,EAS,warm_moist,126.65142,35.97333,50,5,other,urban,49.7,0,0,0,0,6.9,0,0,0,0,2.4,1.3,27.8,3.6,6.5,0,0,0,14.059,11.1634,5.23,6653,14794,14794,62,54.03,63,24.449,28.351,20.5518,23.4,14.2,32.8,43,57.236,54.975,33.6416,52.0001,125.3292,8494.9166,4,0.2,test
+17592,Republic of Korea,EAS,warm_moist,126.75453,35.96443,50,18,other,urban,29.2,0,0,0,0,8.7,0,0,0,0,2.4,1.1,42.9,5.4,8.3,0,0,0,22.315,8.57791,5.41,14794,14794,14794,62,53.26,63,29.1949,36.2546,22.1807,27,14.6,41.4,54.4,73,69.35,42.9611,63.4063,357.4389,27221.2839,25.4,4.2,test
+17593,Republic of Korea,EAS,warm_moist,126.95793,35.94825,50,16,other,urban,2.6,0,0,0,0,10.9,0,0,0,0,1.7,0,68.5,7.6,7.2,0,0,0,24.488,8.57759,6.2,11251,12476,58771,63,55.94,63,26.3481,32.2614,20.3521,24.2,11.8,37.6,51,69.2,65.975,38.4265,63.1552,246.5076,20867.2207,19.4,2,test
+17594,Republic of Korea,EAS,warm_moist,127.00423,35.96163,50,20,other,urban,0,0,0,0,0,17.3,0,0,0,0,0,0,62.8,7.6,9.2,0,0,0,24.488,17.484,6.24,11251,11257,58771,63,52.3,63,25.9583,32.5745,19.3982,23.2,11.4,36.8,50.4,70.4,66.325,39.2459,61.9327,301.1428,20918.8195,19.6,2.8,test
+17595,Republic of Korea,EAS,warm_moist,126.9414,35.95457,50,5,other,urban,2.6,0,0,0,0,10.9,0,0,0,0,1.7,0,68.5,7.6,7.2,0,0,0,25.608,8.57759,6.2,11251,12476,58771,63,52.75,63,24.3693,33.8601,20.4075,24.3333,10.6667,40.3333,54.3333,73,69.0655,40.4467,60.0221,303.9185,25212.121,22,2.6667,test
+17596,Republic of Korea,EAS,warm_moist,126.85013,35.57048,50,27,other,urban,0,0,0,0,2,39.1,0,0,0,0,1.1,0,43.2,1.7,10.5,0,0,0,26.048,4.81177,4.11,8096,8100,8105,60,46.16,62,22.232,26.7216,17.6491,20.6,11,31,42.2,55.932,53.225,32.0807,51.2956,104.4358,8132.3134,2.6,0.4,train
+17597,Republic of Korea,EAS,warm_moist,127.3846,35.40765,50,25,other,urban,0,0,0,0,4.2,64.5,0,0,0,0,0,0,19.6,1.4,10,0,0,0,0.701,3.09418,3.17,1959,1960,1961,59,38.67,61,22.673,28.4901,16.7959,19.6,10,32.2,44.8,62.6,59.1667,34.4638,55.5341,207.5269,17745.7459,18.6,2.8,test
+17598,Republic of Korea,EAS,warm_moist,126.71304,35.43725,50,63,other,urban,6.9,0,0,0,0,33.2,0,0,0,0,1,0,38.3,2.2,15.7,0,0,0,18.66,6.20844,3.84,1316,1316,8105,53,32.43,63,36.6503,43.9567,31.2589,35.25,24.25,48.5,62.5,80.25,77.0521,50.042,71.0085,389.7156,41814.3992,49,4.75,train
+17599,Republic of Korea,EAS,warm_moist,127.18626,35.61045,50,49,other,rural,0,0,0,0,4.2,63.8,0,0,0,0,0,0,16.7,2,12.4,0,0,0,0.102,1.46326,4.61,684,692,58771,8,10.02,63,30.6601,38.3412,23.4564,28.8,17,41.2,54.6,72.2,69.4,43.3838,66.5859,291.0858,26595.5815,22.2,2.6,test
+17600,Republic of Korea,EAS,warm_moist,126.635,37.45964,50,16,other,urban,37.3,0,0,0,0,4,0,0,1.1,0,10.1,2.4,17.8,23,0,0,2.3,0,0.04,57.0304,14.42,3425,131868,318193,63,62.87,63,20.5286,24.5345,16.5959,18.4,8.2,29.4,40,58,52.8,30.6207,51.7299,196.0754,8855.4778,4.8,1.6,train
+17601,Republic of Korea,EAS,warm_moist,126.6431,37.47359,50,26,other,urban,35.2,0,0,0,0,3.5,0,0,0,0,8.3,1.9,21.5,24.2,1.3,0,2.1,0,0.04,57.0304,14.42,48903,139436,318193,63,62.94,63,20.0072,23.5534,16.4992,17.4,7.8,28.8,39.8,55.4,50.75,29.3752,51.5126,150.2334,6839.5885,2.8,0.6,train
+17602,Republic of Korea,EAS,warm_moist,126.72406,37.44961,50,24,other,urban,24.3,0,0,0,0,7.3,0,0,0,0,9,0,19.7,34,1.4,0,1.7,0,33.537,82.4364,17.22,144674,315232,318193,63,63,63,20.6388,26.9009,14.5199,17.4,5.4,30.8,44.2,64.8,59.725,33.5325,60.2418,259.4564,14321.4935,11.4,5.2,train
+17603,Republic of Korea,EAS,warm_moist,126.65058,37.47272,50,26,other,urban,35.2,0,0,0,0,3.5,0,0,0,0,8.3,1.9,21.5,24.2,1.3,0,2.1,0,0.04,57.0304,14.42,48903,139436,318193,63,62.99,63,21.694,25.8067,17.7247,18.8,8.2,31,44.4,64.6,59.725,32.1343,58.1007,288.5061,12259.9607,8.4,2.6,train
+17604,Republic of Korea,EAS,warm_moist,126.69083,37.45778,50,24,traffic,urban,29.3,0,0,0,0,5.4,0,0,1,0,10.1,1.8,19.8,28.3,1.1,0,2,0,0.04,57.0304,14.42,235434,235434,318193,63,63,63,16.3033,19.3938,13.2929,13.8,5.8,23.6,33.4,48.396,44.1083,24.4557,44.9175,86.6037,3371.0665,0.4,0.2,train
+17605,Republic of Korea,EAS,warm_moist,126.72417,37.5,50,11,traffic,urban,22.7,0,0,0,0,6.4,0,0,0,0,8.3,0,20.6,36.8,0,0,1.8,0,33.537,82.4364,17.22,315232,315232,318193,63,63,63,16.7769,19.8747,13.707,13.2,5.4,23.6,36.2,55.2,50.425,25.3715,50.4139,201.0318,6255.9605,3.4,1.4,train
+17606,Republic of Korea,EAS,warm_moist,126.72353,37.49708,50,11,other,urban,22.7,0,0,0,0,6.4,0,0,0,0,8.3,0,20.6,36.8,0,0,1.8,0,33.537,82.4364,17.22,315232,315232,318193,63,63,63,18.9561,23.1273,14.8438,16,6.3,27,39.8,59.076,53.8083,29.3505,52.049,210.8745,9126.5239,5.8,2.8,train
+17607,Republic of Korea,EAS,warm_moist,126.67781,37.54269,50,47,other,urban,22.5,0,0,0,0,5,0,0,0,0,7.7,1.1,27.4,30.1,2,0,1.9,0,0,33.0087,12.63,14527,109131,318193,63,62.88,63,23.1792,27.9945,18.3686,20.4,9.6,32.4,45.4,65.72,62.2679,34.9135,61.2098,292.8167,14321.7109,11.4,3.2,train
+17608,Republic of Korea,EAS,warm_moist,126.66144,37.60204,50,32,other,urban,23.7,1,0,0,1.1,4.3,0,0,0,0,7.9,1.8,31.1,22.5,3.1,0,2.1,0,0.03,33.0525,10.43,56146,76061,318193,63,62.83,63,24.3097,30.2418,18.5323,22.2,9.8,34.8,47,66.6,63.275,37.1802,61.9245,311.8902,16707.1541,13.8,4.4,train
+17609,Republic of Korea,EAS,warm_moist,126.73017,37.54602,50,42,other,urban,17.4,0,0,0,0,7.3,0,0,0,0,6.9,0,26.5,36.2,1.4,0,1.8,0,7.259,67.4075,16.12,196851,315232,318193,63,62.77,63,26.9634,30.9526,23.0537,24.6,12,38,51.4,73.912,68.8917,38.3922,67.8849,392.1586,22000.5971,24,8,train
+17610,Republic of Korea,EAS,warm_moist,126.69716,37.40484,50,10,other,urban,32,0,0,0,0,6.6,0,0,0,0,10.6,1.7,18.6,25.1,1.8,0,1.7,0,0,57.0304,14.42,195112,235434,318193,63,62.97,63,23.3059,28.723,17.8888,20.4,8.15,34,47.4,68.8,63.75,35.8067,61.542,306.0753,17479.82,17.2,4.8,train
+17611,Republic of Korea,EAS,warm_moist,126.67669,37.50259,50,53,other,urban,27.6,0,0,0,0,4.7,0,0,0,0,9.2,1.4,21.3,31,0,0,2,0,0.04,33.0087,12.63,48903,139436,318193,63,63,63,20.4492,25.6839,15.2329,18.2,7,30,41.2,60,56.35,32.0531,54.3688,233.9494,11461.4375,8.4,3,train
+17612,Republic of Korea,EAS,warm_moist,126.4624,37.76539,50,12,other,urban,30.7,1.1,0,0,1.3,4.1,0,0,1.4,0,2.4,2.3,48.5,1.6,4.8,0,1.6,0,0.814,2.24023,5.44,2333,2334,44787,50,42.3,63,33.8908,39.3324,28.5978,32.6,22.2,43.4,56,76,73.775,45.6013,67.8739,370.5094,29183.002,29.2,7,train
+17613,Republic of Korea,EAS,warm_moist,126.67832,37.40979,50,15,other,urban,32,0,0,0,0,6.6,0,0,0,0,10.6,1.7,18.6,25.1,1.8,0,1.7,0,0,57.0304,14.42,75657,195112,318193,63,62.97,63,20.6354,25.4382,15.9898,17.4,7,30.2,42.6,60.432,56.275,31.4572,55.3051,199.8669,10976.3546,7,1.6,train
+17614,Republic of Korea,EAS,warm_moist,126.48778,37.49561,50,1,other,urban,60.4,0,0,0,0,2.7,0,0,0,0,6.8,2.3,11.4,10.4,1.7,0,2,0,0,31.823,8.69,8039,8877,315232,63,58.79,63,34.023,37.8011,30.2163,33.4,21.4,44.6,57.2,78.2,74.6,45.1117,70.4629,440.0062,29429.9078,34.8,9.4,val
+17615,Republic of Korea,EAS,warm_moist,126.63722,37.48194,50,16,traffic,urban,35.2,0,0,0,0,3.5,0,0,0,0,8.3,1.9,21.5,24.2,1.3,0,2.1,0,0.04,57.0304,14.42,10103,48903,318193,63,62.83,63,20.5028,23.9287,17.1138,17.2,7.4,30,41.8,59.4,55.45,30.3412,54.6587,210.7995,9816.369,6.6,2.4,train
+17616,Republic of Korea,EAS,warm_moist,126.72608,37.40669,50,9,other,urban,24.8,0,0,0,0,8.6,0,0,1,0,9.7,1.1,20,30.6,1.9,0,1.3,0,0,82.4364,17.22,97268,195112,318193,63,62.99,63,21.731,28.018,15.5747,18.2,5,32.6,47,70.4,64.7,35.2066,64.4732,374.4337,17547.5401,17.8,6.6,train
+17617,Republic of Korea,EAS,warm_moist,126.69861,37.59413,50,47,other,urban,17,1,0,0,0,5.8,0,0,0,0,7.6,1.1,32.5,27.9,3.2,0,2,0,7.259,33.0087,12.63,76061,94719,318193,63,62.76,63,19.6001,29.4376,17.2648,20,7.8333,34.3333,47.3333,66.6667,62.125,36.0776,52.9129,314.7347,16035.6765,14,4.6667,train
+17618,Republic of Korea,EAS,warm_moist,126.79994,37.48001,50,35,other,urban,16.8,0,0,0,0,9.9,0,0,0,0,7.8,0,20,41.2,1,0,1.3,0,19.323,82.4364,17.22,283031,315232,318193,63,63,63,22.5451,28.7568,16.518,19.4,7.6,32.6,46.6,69.6,64.8714,35.6157,64.5655,342.0955,17272.466,15.6,5.6,train
+17619,Republic of Korea,EAS,warm_moist,126.77367,37.51991,50,5,other,urban,12.4,0,0,0,0,10.6,0,0,0,0,6.4,0,24.3,41.5,1.2,0,1.4,0,7.259,67.4075,16.12,227857,283031,318193,63,62.97,63,20.1817,25.0135,15.438,16.8,7,28.6,42,63,58.8,31.0939,59.6243,252.6506,11836.4086,10.6,2.4,train
+17620,Republic of Korea,EAS,warm_moist,126.77009,37.49393,50,8,other,urban,16.8,0,0,0,0,9.9,0,0,0,0,7.8,0,20,41.2,1,0,1.3,0,33.537,82.4364,17.22,283031,315232,318193,63,63,63,19.268,23.7024,14.7867,16.8,7,27.4,39,58,54.3,29.5387,55.132,242.4261,9247.6485,6.8,2.2,train
+17621,Republic of Korea,EAS,warm_moist,126.79623,37.52803,50,6,other,urban,12.4,0,0,0,0,10.6,0,0,0,0,6.4,0,24.3,41.5,1.2,0,1.4,0,15.592,67.4075,16.12,227857,283031,318193,63,62.96,63,21.1405,27.1048,15.1426,18.2,6.6,31,43.6,65.4,60.925,34.0353,61.359,303.7884,13917.1527,11.6,4,train
+17622,Republic of Korea,EAS,warm_moist,126.75836,37.5053,50,8,traffic,urban,22.7,0,0,0,0,6.4,0,0,0,0,8.3,0,20.6,36.8,0,0,1.8,0,33.537,67.4075,16.12,315232,315232,318193,63,63,63,17.0317,19.894,14.3062,14,5.8,24.8,35.2,52.6,46.85,25.3459,49.8871,166.3238,5262.1574,2.4,1.2,train
+17623,Republic of Korea,EAS,warm_moist,126.28135,37.70805,50,21,other,rural,64.1,0,0,0,1.3,3.7,0,0,1.1,0,2.8,2.9,17.1,0,3.3,0,2,0,0.011,2.24032,4.06,212,1512,6659,11,9.5,62,44.8994,47.2205,42.6242,43.6,34.2,54.6,66.4,87.2,83.525,53.6384,76.2452,503.9573,47889.4852,59.8,15.4,train
+17624,Republic of Korea,OCN,warm_moist,126.14927,37.23304,50,54,other,rural,97.8,0,0,0,0,1.2,0,0,0,0,0,0,0,0,0,0,0,0,0,0.091904,5.9,2538,2559,2654,16,8.6,43,46.3969,47.1886,45.6601,44.6,35.6,56.4,69.6,89.4,86.65,54.0887,79.8749,511.7132,47141.1726,61.6,18.4,val
+17625,Republic of Korea,EAS,warm_dry,124.62,37.95,50,0,background,remote,95.4,0,0,0,0,2.4,0,0,0,0,0,0,0,0,0,0,0,0,0,0.168517,3.16,200,3391,3391,0,3.79,19,35.4227,36.0514,35.0512,35,24,45.3333,54.6667,69.3333,65.875,40.4248,60.9849,226.573,22216.5097,22.3333,2.6667,train
+17626,Russia,RBU,cool_moist,42.661044,43.742016,2096.28,403,background,unknown,0,0,0,0,2.7,7.5,0,0,0,0,20.3,0,37.2,1.9,30,0,0,0.158,0,0.295983,0.95,587,590,35575,0,0,61,41.9495,41.8115,44.6009,41.815,37.4737,46.38,51.314,57.7437,55.9359,44.1542,54.0404,64.0165,17364.687,0.5,0,test
+17627,China,EAS,warm_moist,119.44,30.3,139,151,background,rural,0,0,0,0,0,86.2,0,0,11.1,0,0,0,1.5,0,0,0,0,0.296,1.053,2.44948,5.29,2946,2948,6382,0,1.78,50,32.845,42.9862,21.7718,28.07,15.78,44.46,65.178,93.73,89.075,51.362,73.3824,579.2642,49576.7368,77.2,29.4,val
+17628,China,EAS,cool_dry,117.17,40.65,293.9,0,background,rural,1.7,0,0,0,0,51.6,8.2,0,0,0,21.4,0,13.3,0,1.2,0,0,1.634,0.156,3.03911,3.93,3203,3205,8101,0,2.83,37,39.0121,50.4938,27.4897,34.86,20.06,50.12,74.872,115.286,108.0775,57.7688,95.9967,738.4784,69158.4998,99.2,54.6,train
+17629,China,EAS,cool_moist,127.6,44.73,330.5,27,background,rural,0,0,0,0,34.1,12.9,0,0,0,0,0,0,23.1,0,27.4,0,0,0,0.145,0.533956,2.33,1621,1622,2406,0,0.15,15,31.5885,36.065,27.1065,28.92,21.815,38.42,49.676,69.7492,64.345,39.8299,56.8257,328.1516,18374.9099,17,3.6,test
+17630,China,EAS,warm_dry,116.32,39.95,96,8,traffic,urban,0,0,0,0,0,3.5,0,0,0,0,10,0,27.1,57,0,0,0,0,0,176.99,16.39,90968,332304,445433,63,63,63,28.5112,39.3711,15.3033,19.7667,4.7,39.3667,65.4633,107.1407,99.9042,48.0165,93.7189,641.5416,54938.3043,84.6667,51.3333,val
+17632,China,EAS,warm_dry,115.12,39.13,15.2,56,other,rural,0,1.2,0,0,0,14.1,7.8,0,0,0,10.5,0,61.7,1.9,2.3,0,0,0.246,0,1.0431,8.38,7725,7725,9651,0,0,59,22.302,33.8974,10.8925,13.92,2.86,33.48,57.56,91.53,87.24,41.7402,83.8658,567.8449,39425.755,64,27,train
+17633,China,EAS,cool_dry,100.9,36.28,3810,639,background,remote,6.4,0,0,0,0,0,0,0,0,0,92.5,0,0,0,0,0,0,0,0,0.170882,0.73,110,129,180,0,0,54,52.8663,52.7926,52.9295,50.8,45.76,59.465,66.44,74.344,72.425,55.5542,70.6236,218.1086,56601.4003,30,0,val
+17634,China,EAS,cool_moist,99.726,28.006,3580,325,background,remote,0,21.7,0,0,0,51.7,0,0,1.2,0,22.8,0,1.9,0,0,0,0,0.003,0,0.183573,0.52,285,286,286,0,1.13,60,38.0339,42.3561,36.9073,40.8125,31.275,48.275,55.25,63.3435,59.7925,44.9234,58.0601,107.4282,27290.8802,4.75,0,val
+17635,China,EAS,cool_dry,87.93,47.1,562,47,background,remote,0,0,0,0,0,0,0,0,0,0,89.4,0,7.9,0,0,0,1.3,0.13,1.513,0.266418,1.03,47,47,47,0,0,25,33.5254,36.0617,27.1773,31.8333,23.625,39.5333,45.9667,52.4333,50.6,38.968,49.9838,41.4169,10361.2694,0,0,val
+17636,United States of America,NAM,warm_moist,-122.942,40.731,613,44,traffic,suburban,0,87.9,0,0,0,4.2,0,0,6,0,0,0,0,0,0,0,0,0,0,0.024423,0.66,52,52,53,23,8.79,29,23.7402,30.3689,15.515,21.2875,10.24,34.2763,42.999,55.6877,54.3612,35.3651,50.2963,72.0859,9613.5611,1,0,train
+17637,United States of America,NAM,cool_dry,-105.0037,40.05,1581,55,traffic,urban,0,0,0,0,0,0,0,0,0,0,65.3,0,15.5,18.6,0,0,0,0.903,0,10.3235,4.03,946,946,45764,25,37.26,63,34.3409,41.2765,27.9816,34.3,23.6888,44.6994,55.1278,67.604,63.5473,46.3744,66.2704,177.8648,30967.6592,6.8,0.5,train
+17640,Iran,MDE,warm_dry,51.5061,35.731,1284.75,91,unknown,unknown,0,0,0,0,0,0,0,10.7,0,0,53.1,0,8.7,27,0,0,0,0.082,0,135.279,12.01,170666,191193,191393,63,62.41,63,17.7837,-999,-999,-999,-999,-999,-999,-999,-999,-999,58.398,-999,-999,-999,-999,val
+17644,Iran,MDE,warm_dry,51.3316,35.7623,1466.24,198,unknown,unknown,0,0,0,0,0,0,0,7.3,0,0,54.7,0,8.8,28.5,0,0,0,0.551,0,388.906,12.63,191093,191093,191393,63,62.79,63,24.0373,-999,-999,-999,-999,-999,-999,-999,-999,-999,75.7313,-999,-999,-999,-999,val
+17646,Iran,MDE,warm_dry,51.3976,35.6445,1104.06,28,unknown,unknown,0,0,0,0,0,0,0,13.3,0,0,30.6,0,22.6,30.2,0,0,3.2,1.796,0,367.828,11.92,191393,191393,191393,63,63,63,16.2601,-999,-999,-999,-999,-999,-999,-999,-999,-999,58.6419,-999,-999,-999,-999,val
+17649,Iran,MDE,warm_dry,51.5064,35.7418,1325.03,105,unknown,unknown,0,0,0,0,0,0,0,10.7,0,0,53.1,0,8.7,27,0,0,0,0.082,0,135.279,12.01,170666,191193,191393,63,62.74,63,13.9284,-999,-999,-999,-999,-999,-999,-999,38.5625,22.5455,44.8206,-999,-999,0.5,-999,val
+17654,Iran,MDE,warm_dry,51.4257,35.6036,1062.39,30,unknown,unknown,0,0,0,0,0,0,0,13.9,0,0,28.2,0,23.8,28.1,0,0,6,1.796,0,641.336,12.6,69878,191393,191393,63,63,63,17.527,-999,-999,-999,-999,-999,-999,-999,-999,-999,-999,-999,-999,-999,-999,val
+17655,Iran,MDE,warm_dry,51.3509,35.7022,1198.19,61,unknown,unknown,0,0,0,0,0,0,0,12.7,0,0,34.8,0,18.7,31.5,0,0,2.4,0.126,0,388.906,12.63,191293,191393,191393,63,63,63,19.1066,-999,-999,-999,-999,-999,-999,-999,-999,-999,64.0668,-999,-999,-999,-999,val
+17659,United Kingdom,EUR,cool_moist,-4.074791,53.136152,510,510,background,rural,13.4,1.8,0,0,0,18,0,0,0,0,62.5,0,0,0,2,0,0,0,0,0.271627,2.56,583,671,1100,6,7.1,60,34.6185,34.7383,34.5047,34.6858,29.6734,39.4977,44.3096,53.5324,49.4473,38.0888,48.1652,62.9487,5411.2598,0.2,0,test
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+17661,Taiwan,EAS,tropical_dry,119.5661,23.569,11,2,other,urban,94.1,0,0,0,0,0,0,0,0,0,0,2,1.4,0,0,0,0,0,0,1.25395,1.45,6068,10801,10801,56,34.69,58,41.0769,43.6037,38.4463,41.4,27.4,53,62.4,75.092,70.5667,48.5235,62.6748,281.7651,38614.6333,24.2,2.2,train
+17662,Taiwan,EAS,warm_moist,120.8736,23.4686,2862,968,background,remote,0,1.2,37.6,0,0,58.1,0,0,1.7,0,0,0,0,0,0,0,0,0,0,6.04021,1.17,9137,9244,9256,0,0,20,41.3679,39.1651,36.9019,36.95,26.1425,48.16,58.615,74.4942,74.5712,48.1366,68.503,236.5389,22615.316,41.6,3,test
+17663,Taiwan,EAS,tropical_moist,120.6411,24.152,13,35,other,urban,9.2,0,19.2,0,0,4.3,0,0,1.5,0,0,0,15.9,24.1,23.6,0,0,0,8.397,18.4021,5.48,16475,31855,139405,63,63,63,27.6763,39.0568,16.3752,23,11.75,38,56.25,82.725,73.875,48.1147,72.9342,451.3894,35545.2509,35.75,12.75,val
+17664,Taiwan,EAS,tropical_wet,121.4325,25.0379,13,4,other,urban,12.7,0,28.4,0,0,18,0,0,3.5,0,0,0,8.9,26.1,1.5,0,0,0,3.911,26.7583,4.06,46097,51137,201432,62,60.95,63,27.2667,34.8308,19.9599,26.2,10.5,39.4,52.8,73.8,66.7429,43.5627,64.5279,362.8655,23861.9712,17.8,10.6,test
+17665,Taiwan,EAS,tropical_wet,120.7889,21.958,0,7,background,rural,72.3,0,20,0,0,0,0,0,0,0,0,1.4,0,0,4.2,0,0,0,0,1.10799,0.93,722,5494,5561,41,23.78,53,36.525,38.543,34.5904,36.4,23.6,47.8,56.2,68.4,64.4167,42.5026,56.5662,268.1288,25063.7384,11.4,2.6,train
+17666,Taiwan,EAS,tropical_moist,120.3377,22.5658,15,5,other,urban,53.7,0,2.3,0,0,1.7,0,0,0,0,0,0,13,19.2,7.5,0,0,0,0,28.6821,6.37,7658,67834,128517,63,62.05,63,25.7521,37.2693,14.404,18.8,8.62,36.6,60,84.8,76.3,46.0163,69.7906,414.9797,38482.1432,41.2,18.2,train
+17682,Germany,EUR,cool_moist,10.316582,49.444516,384,31,background,rural,0,0,0,0,0,18.5,0,0,0,0,0,0,47.2,1.4,32.6,0,0,2.91851,0,1.31747,3.555,1148,1314,5631,11,9.41259,55,27.196,31.1685,23.1891,27.0294,17.1581,36.1309,46.2975,60.4501,58.7241,35.3794,53.4377,126.589,12940.4337,3.6667,0,train
+17683,Germany,EUR,cool_moist,11.062283,47.483194,720,39,background,rural,2.9,36,0,0,0,39.3,0,0,0,0,9.8,0,0,1.9,7.2,0,0,0,0,0.786232,1.248,1256,1257,2051,35,21.1168,50,17.5921,23.592,11.5898,14.7615,5.2041,27.3038,38.4727,51.114,49.1776,28.1016,45.8519,42.3793,5237.335,0,0,test
+17684,Germany,EUR,cool_moist,10.59772,48.95218,417,8,background,suburban,0,0,0,0,0,20.7,0,0,0,0,0,0,40,1.1,37.1,0,0,6.74034,0,1.59209,3.43,1451,1453,2940,31,13.2308,44,19.5785,28.1334,13.455,18.5521,6.3714,31.5481,43.2207,58.6767,56.3629,32.7235,50.4145,110.8024,11002.0721,3.5,0,train
+17685,Germany,EUR,cool_moist,11.02792,49.32273,344,37,background,urban,0,7.8,0,0,0,40.7,0,0,0,0,0,0,12.7,15.8,22.6,0,0,0.838361,0,5.91412,4.57,10640,14944,36792,39,29.1958,63,18.767,25.9339,11.8148,15.7765,3.8646,29.4779,42.429,59.3735,56.0336,31.0232,51.5903,123.8122,10775.6201,3.5,0,train
+17718,Germany,EUR,cool_dry,11.850274,52.602056,35,5,background,urban,0,8.1,0,0,0,14.8,0,0,0,0,1.9,0,49.6,2.4,22.7,0,0,7.3229,0,1.89692,3.16,1261,1262,1315,47,23.3709,52,26.3113,30.8811,21.7917,25.6509,16.37,35.311,44.7611,58.413,55.1136,34.8838,49.9512,146.6134,11145.3874,5,0,train
+17719,Germany,EUR,cool_dry,11.091078,51.456071,143,13,background,rural,0,0,0,0,1.6,26.4,0,0,0,0,0,0,51.6,3.2,16.4,0,0,8.71289,0,1.6532,3.205,1126,1129,1748,8,7.64238,54,23.5591,29.5312,17.5485,22.9681,11.8577,32.921,43.4429,56.3841,54.4162,34.0865,49.3407,116.7581,9746.6681,2.5,0,val
+17720,Germany,EUR,cool_moist,13.420573,48.947611,858,76,background,rural,0,15.7,0,0,0,54.2,0,0,0,0,0,0,2.3,1,26.1,0,0,0.037776,0,0.356192,2.09,1162,1163,1932,0,5.41958,45,35.6457,37.0498,34.1701,35.0492,27.1453,44.3973,52.768,63.9991,60.3341,41.3771,54.8419,108.284,18120.8647,4.5,0,train
+17722,Germany,EUR,cool_moist,13.342138,54.323514,17,9,background,rural,32.5,4.4,0,0,0,7.6,0,0,0,0,2.3,2.5,34.4,0,13.9,0,0,3.85481,0,0.455934,2.546,825,825,15780,8,4.29192,61,27.5609,30.9011,23.9848,27.2073,18.2276,36.6381,43.9538,53.4773,51.5425,34.4519,47.6576,57.5567,7777.3699,1,0,val
diff --git a/resources/AQbench_variables.csv b/resources/AQbench_variables.csv
index 3dd1b78ffe19ba1235294cd8e944a388dac6fb1f..eedd7d68ecb598e6e1505b21637dd97f325429d6 100644
--- a/resources/AQbench_variables.csv
+++ b/resources/AQbench_variables.csv
@@ -1,54 +1,54 @@
-column_name,description,categorical_continuous,input_target,unit,data_type,fill_value,preparation,sanity_check
-id,Station ID,categorical,index,-,int,,None,x >= 0. and x <= 100000.
-country,Country,categorical,input,-,str,,one-hot,len(x) >= 1 and len(x) <=30
-htap_region,HTAP region,categorical,input,-,str,unknown,one-hot,len(x) == 3
-climatic_zone,Climatic zone,categorical,input,-,str,unknown,one-hot,len(x) >= 1 and len(x) <=30
-lon,Longitude,continuous,input,deg,float,-999,circular,(country == 'Germany' and x >= 5. and x <= 17.) or (country == 'United States of America' and x >= -130. and x <= -64.) or (country != 'Germany' and country != 'United States of America' and x >= -180. and x <= 180.) 
-lat,Latitude,continuous,input,deg,float,-999,scale,(country == 'Japan' and x >= 19. and x <= 47.) or (country == 'France' and x >= 40. and x <= 53.) or (country != 'Japan' and country != 'France' and x >= -90. and x <= 90.) 
-alt,Altitude,continuous,input,m,float,-999,scale,x >= -450. and x <= 9000.
-relative_alt,Relative altitude,continuous,input,m,float,-999,scale,x >= -2000. and x <= 2000.
-type,Type,categorical,input,-,str,,one-hot,len(x) >= 1 and len(x) <=30
-type_of_area,Type of area,categorical,input,-,str,,one-hot,len(x) >= 1 and len(x) <=30
-water_25km,Water in 25km area,continuous,input,%,float,-999,scale,x >= 0. and x <= 100.
-evergreen_needleleaf_forest_25km,Evergreen needleleaf forest in 25km area,continuous,input,%,float,-999,scale,x >= 0. and x <= 100.
-evergreen_broadleaf_forest_25km,Evergreen broadleaf forest in 25km area,continuous,input,%,float,-999,scale,x >= 0. and x <= 100.
-deciduous_needleleaf_forest_25km,Deciduous needleleaf forest in 25km area,continuous,input,%,float,-999,scale,x >= 0. and x <= 100.
-deciduous_broadleaf_forest_25km,Deciduous broadleaf forest in 25km area,continuous,input,%,float,-999,scale,x >= 0. and x <= 100.
-mixed_forest_25km,Mixed forest in 25km area,continuous,input,%,float,-999,scale,x >= 0. and x <= 100.
-closed_shrublands_25km,Closed shrublands in 25km area,continuous,input,%,float,-999,scale,x >= 0. and x <= 100.
-open_shrublands_25km,Open shrublands in 25km area,continuous,input,%,float,-999,scale,x >= 0. and x <= 100.
-woody_savannas_25km,Woody savannas in 25km area,continuous,input,%,float,-999,scale,x >= 0. and x <= 100.
-savannas_25km,Savannas in 25km area,continuous,input,%,float,-999,scale,x >= 0. and x <= 100.
-grasslands_25km,Grasslands in 25km area,continuous,input,%,float,-999,scale,x >= 0. and x <= 100.
-permanent_wetlands_25km,Permanent wetlands in 25km area,continuous,input,%,float,-999,scale,x >= 0. and x <= 100.
-croplands_25km,Croplands in 25km area,continuous,input,%,float,-999,scale,x >= 0. and x <= 100.
-urban_and_built-up_25km,Urban And Built-Up in 25km area,continuous,input,%,float,-999,scale,x >= 0. and x <= 100.
-cropland-natural_vegetation_mosaic_25km,Cropland / Natural vegetation mosaic in 25km area,continuous,input,%,float,-999,scale,x >= 0. and x <= 100.
-snow_and_ice_25km,Snow and ice in 25km area,continuous,input,%,float,-999,scale,x >= 0. and x <= 100.
-barren_or_sparsely_vegetated_25km,Barren or sparsely vegetated in 25km area,continuous,input,%,float,-999,scale,x >= 0. and x <= 100.
-wheat_production,Wheat production,continuous,input,1000 tons,float,-999,scale,x >= 0. and x <= 50.
-rice_production,Rice production,continuous,input,1000 tons,float,-999,scale,x >= 0. and x <= 50.
-nox_emissions,NOx emissions,continuous,input,g m-2 y-1,float,-999,scale,x >= 0. and x <= 1500.
-no2_column,NO2 column,continuous,input,10^5 molec cm-2,float,-999,scale,x >= 0. and x <= 400.
-population_density,Population density,continuous,input,person km-2,float,-999,scale,x >= 0. and x <= 1000000.
-max_population_density_5km,Max population density 5km,continuous,input,person km-2,float,-999,scale,x >= 0. and x <= 1000000.
-max_population_density_25km,Max population density 25km,continuous,input,person km-2,float,-999,scale,x >= 0. and x <= 1000000.
-nightlight_1km,Nightlight 1km,continuous,input,-,float,-999,scale,x >= 0. and x <= 100.
-nightlight_5km,Nightlight 5km,continuous,input,-,float,-999,scale,x >= 0. and x <= 100.
-max_nightlight_25km,Max nightlight 25km,continuous,input,-,float,-999,scale,x >= 0. and x <= 100.
-o3_average_values,Ozone average values,continuous,target,ppb,float,-999,scale,x >= 0. and x <= 80.
-o3_daytime_avg,Ozone daytime avg,continuous,target,ppb,float,-999,scale,x >= 0. and x <= 80.
-o3_nighttime_avg,Ozone nighttime avg,continuous,target,ppb,float,-999,scale,x >= 0. and x <= 65.
-o3_median,Ozone mediam,continuous,target,ppb,float,-999,scale,x >= 0. and x <= 65.
-o3_perc25,Ozone 25% percentile,continuous,target,ppb,float,-999,scale,x >= 0. and x <= 60.
-o3_perc75,Ozone 75% percentile,continuous,target,ppb,float,-999,scale,x >= 0. and x <= 80.
-o3_perc90,Ozone 90% percentile,continuous,target,ppb,float,-999,scale,x >= 0. and x <= 90.
-o3_perc98,Ozone 98% percentile,continuous,target,ppb,float,-999,scale,x >= 0. and x <= 140.
-o3_dma8eu,Ozone dma8eu,continuous,target,-,float,-999,scale,x >= 0. and x <= 130.
-o3_avgdma8epax,Ozone avgdma8epax,continuous,target,-,float,-999,scale,x >= 0. and x <= 80.
-o3_drmdmax1h,Ozone drmdmax1h,continuous,target,-,float,-999,scale,x >= 0. and x <= 130.
-o3_w90,Ozone w90,continuous,target,-,float,-999,scale,x >= 0. and x <= 700.
-o3_aot40,Ozone aot40,continuous,target,-,float,-999,scale,x >= 0. and x <= 86916.
-o3_nvgt070,Ozone nvgt070,continuous,target,-,float,-999,scale,x >= 0. and x <= 120.
-o3_nvgt100,Ozone nvgt100,continuous,target,-,float,-999,scale,x >= 0. and x <= 80.
-dataset,"Data Set (train, val, test)",categorical,dataset,-,str,,None,len(x) >= 1 and len(x) <=5
+column_name,description,categorical_continuous,input_target,unit,data_type,fill_value,preparation
+id,Station ID,categorical,index,-,int,,None
+country,Country,categorical,input,-,str,,one-hot
+htap_region,HTAP region,categorical,input,-,str,,one-hot
+climatic_zone,Climatic zone,categorical,input,-,str,,one-hot
+lon,Longitude,continuous,input,deg,float,,circular
+lat,Latitude,continuous,input,deg,float,,scale
+alt,Altitude,continuous,input,m,float,,scale
+relative_alt,Relative altitude,continuous,input,m,float,,scale
+type,Type,categorical,input,-,str,,one-hot
+type_of_area,Type of area,categorical,input,-,str,,one-hot
+water_25km,Water in 25km area,continuous,input,%,float,,scale
+evergreen_needleleaf_forest_25km,Evergreen needleleaf forest in 25km area,continuous,input,%,float,,scale
+evergreen_broadleaf_forest_25km,Evergreen broadleaf forest in 25km area,continuous,input,%,float,,scale
+deciduous_needleleaf_forest_25km,Deciduous needleleaf forest in 25km area,continuous,input,%,float,,scale
+deciduous_broadleaf_forest_25km,Deciduous broadleaf forest in 25km area,continuous,input,%,float,,scale
+mixed_forest_25km,Mixed forest in 25km area,continuous,input,%,float,,scale
+closed_shrublands_25km,Closed shrublands in 25km area,continuous,input,%,float,,scale
+open_shrublands_25km,Open shrublands in 25km area,continuous,input,%,float,,scale
+woody_savannas_25km,Woody savannas in 25km area,continuous,input,%,float,,scale
+savannas_25km,Savannas in 25km area,continuous,input,%,float,,scale
+grasslands_25km,Grasslands in 25km area,continuous,input,%,float,,scale
+permanent_wetlands_25km,Permanent wetlands in 25km area,continuous,input,%,float,,scale
+croplands_25km,Croplands in 25km area,continuous,input,%,float,,scale
+urban_and_built-up_25km,Urban And Built-Up in 25km area,continuous,input,%,float,,scale
+cropland-natural_vegetation_mosaic_25km,Cropland / Natural vegetation mosaic in 25km area,continuous,input,%,float,,scale
+snow_and_ice_25km,Snow and ice in 25km area,continuous,input,%,float,,scale
+barren_or_sparsely_vegetated_25km,Barren or sparsely vegetated in 25km area,continuous,input,%,float,,scale
+wheat_production,Wheat production,continuous,input,1000 tons,float,,scale
+rice_production,Rice production,continuous,input,1000 tons,float,,scale
+nox_emissions,NOx emissions,continuous,input,g m-2 y-1,float,,scale
+no2_column,NO2 column,continuous,input,10^5 molec cm-2,float,,scale
+population_density,Population density,continuous,input,person km-2,float,,scale
+max_population_density_5km,Max population density 5km,continuous,input,person km-2,float,,scale
+max_population_density_25km,Max population density 25km,continuous,input,person km-2,float,,scale
+nightlight_1km,Nightlight 1km,continuous,input,-,float,,scale
+nightlight_5km,Nightlight 5km,continuous,input,-,float,,scale
+max_nightlight_25km,Max nightlight 25km,continuous,input,-,float,,scale
+o3_average_values,Ozone average values,continuous,target,ppb,float,,scale
+o3_daytime_avg,Ozone daytime avg,continuous,target,ppb,float,-999,scale
+o3_nighttime_avg,Ozone nighttime avg,continuous,target,ppb,float,-999,scale
+o3_median,Ozone mediam,continuous,target,ppb,float,-999,scale
+o3_perc25,Ozone 25% percentile,continuous,target,ppb,float,-999,scale
+o3_perc75,Ozone 75% percentile,continuous,target,ppb,float,-999,scale
+o3_perc90,Ozone 90% percentile,continuous,target,ppb,float,-999,scale
+o3_perc98,Ozone 98% percentile,continuous,target,ppb,float,-999,scale
+o3_dma8eu,Ozone dma8eu,continuous,target,-,float,-999,scale
+o3_avgdma8epax,Ozone avgdma8epax,continuous,target,-,float,-999,scale
+o3_drmdmax1h,Ozone drmdmax1h,continuous,target,-,float,-999,scale
+o3_w90,Ozone w90,continuous,target,-,float,-999,scale
+o3_aot40,Ozone aot40,continuous,target,-,float,-999,scale
+o3_nvgt070,Ozone nvgt070,continuous,target,-,float,-999,scale
+o3_nvgt100,Ozone nvgt100,continuous,target,-,float,-999,scale
+dataset,"Data Set (train, val, test)",categorical,dataset,-,str,,None
diff --git a/resources/metadata_cols.csv b/resources/metadata_cols.csv
deleted file mode 100644
index 01a5e6cd29d5719165212ff8898d085a94bf96fa..0000000000000000000000000000000000000000
--- a/resources/metadata_cols.csv
+++ /dev/null
@@ -1,22 +0,0 @@
-column_name,column_name_in_db,trim,data_type,fill_value_in_db,fill_value_in_aqbench,dict,decode
-id,numid,,int,[],-999,,
-country,station_country,TRIM,str,[],unknown,,True
-htap_region,station_htap_region,,str,[-1],unknown,,True
-climatic_zone,station_climatic_zone,,str,"[0, -1]",unknown,,True
-lon,station_lon,,float,[],-999,,
-lat,station_lat,,float,[],-999,,
-alt,station_alt,,float,"[-9999., -3492.]",-999,,
-relative_alt,station_etopo_relative_alt,,float,[-999.],-999,,
-type,station_type,TRIM,str,"['unknown', '']",unknown,,True
-type_of_area,station_type_of_area,TRIM,str,"['unknown', '']",unknown,,True
-landcover_25km,station_landcover_description,TRIM,str,['unknown'],-999,True,
-wheat_production,station_wheat_production,,float,[-999],-999,,
-rice_production,station_rice_production,,float,[-999],-999,,
-nox_emissions,station_nox_emissions,,float,[-999.],-999,,
-no2_column,station_omi_no2_column,,float,[-999.],-999,,
-population_density,station_population_density,,float,[-1],-999,,
-max_population_density_5km,station_max_population_density_5km,,float,[-1],-999,,
-max_population_density_25km,station_max_population_density_25km,,float,[-1],-999,,
-nightlight_1km,station_nightlight_1km,,float,[-999.],-999,,
-nightlight_5km,station_nightlight_5km,,float,[-999.],-999,,
-max_nightlight_25km,station_max_nightlight_25km,,float,[-999.],-999,,
diff --git a/resources/metadata_decoding.csv b/resources/metadata_decoding.csv
deleted file mode 100644
index bf8eb408da5368ea8ec9a292b1328cbedb0d3aca..0000000000000000000000000000000000000000
--- a/resources/metadata_decoding.csv
+++ /dev/null
@@ -1,44 +0,0 @@
-column_name,in_database,in_aqbench
-country,N/A,International waters
-htap_region,2,OCN
-htap_region,3,NAM
-htap_region,4,EUR
-htap_region,5,SAS
-htap_region,6,EAS
-htap_region,7,SEA
-htap_region,8,PAN
-htap_region,9,NAF
-htap_region,10,SAF
-htap_region,11,MDE
-htap_region,12,MCA
-htap_region,13,SAM
-htap_region,14,RBU
-htap_region,15,CAS
-htap_region,16,NPO
-htap_region,17,SPO
-climatic_zone,1,warm_moist
-climatic_zone,2,warm_dry
-climatic_zone,3,cool_moist
-climatic_zone,4,cool_dry
-climatic_zone,5,polar_moist
-climatic_zone,6,polar_dry
-climatic_zone,7,boreal_moist
-climatic_zone,8,boreal_dry
-climatic_zone,9,tropical_montane
-climatic_zone,10,tropical_wet
-climatic_zone,11,tropical_moist
-climatic_zone,12,tropical_dry
-type,agricultural,other
-type,commercial,other
-type,other-agricultural,other
-type,other-marine,other
-type,rural,background
-type,urban,unknown
-type_of_area,alpine grasslands,unknown
-type_of_area,background,unknown
-type_of_area,forest,unknown
-type_of_area,marine,unknown
-type_of_area,rural-nearcity,rural
-type_of_area,rural-regional,rural
-type_of_area,rural-remote,remote
-type_of_area,Urban,urban
diff --git a/resources/metrics_cols.csv b/resources/metrics_cols.csv
deleted file mode 100644
index 4dd47ed79c0c8122e32deef6a797ce48b46a7929..0000000000000000000000000000000000000000
--- a/resources/metrics_cols.csv
+++ /dev/null
@@ -1,16 +0,0 @@
-column_name,species,series_id,query,retrieve,aqbench_fill_value
-o3_average_values,o3,o3_series_id,average_values,mean,-999
-o3_daytime_avg,o3,o3_series_id,daytime_avg,daytime_avg,-999
-o3_nighttime_avg,o3,o3_series_id,nighttime_avg,nighttime_avg,-999
-o3_median,o3,o3_series_id,median,median,-999
-o3_perc25,o3,o3_series_id,perc25,p25,-999
-o3_perc75,o3,o3_series_id,perc75,p75,-999
-o3_perc90,o3,o3_series_id,perc90,p90,-999
-o3_perc98,o3,o3_series_id,perc98,p98,-999
-o3_dma8eu,o3,o3_series_id,dma8eu,dma8eu,-999
-o3_avgdma8epax,o3,o3_series_id,avgdma8epax,avgdma8epax,-999
-o3_drmdmax1h,o3,o3_series_id,drmdmax1h,drmdmax1h,-999
-o3_w90,o3,o3_series_id,w90,w90,-999
-o3_aot40,o3,o3_series_id,aot40,aot40,-999
-o3_nvgt070,o3,o3_series_id,nvgt070,nvgt070,-999
-o3_nvgt100,o3,o3_series_id,nvgt100,nvgt100,-999
diff --git a/resources/seriesid_cols.csv b/resources/seriesid_cols.csv
deleted file mode 100644
index ab66ad52f510144b19a6291e003f43cd3ba8143e..0000000000000000000000000000000000000000
--- a/resources/seriesid_cols.csv
+++ /dev/null
@@ -1,4 +0,0 @@
-column_name,parameter_name_in_db
-o3_series_id,o3
-nox_series_id,nox
-pm2p5_series_id,pm2p5
diff --git a/resources/station_groups.csv b/resources/station_groups.csv
deleted file mode 100644
index 74dfdc039f34dd4c955d0b56836d7e8b0030df97..0000000000000000000000000000000000000000
--- a/resources/station_groups.csv
+++ /dev/null
@@ -1,924 +0,0 @@
-group_index,station_ids,networks,series_ids
-0,"[7457, 13295, 4545]","['AIRBASE', 'EMEP', 'GAW']","[23733, 25771, 21932]"
-1,"[15069, 8363, 13312, 4561]","['OTHER', 'AIRBASE', 'EMEP', 'GAW']","[28710, 24281, 25672, 21905]"
-2,"[4577, 6613, 13282]","['GAW', 'AIRBASE', 'EMEP']","[25850, 23124, 25668]"
-3,"[4578, 13395]","['GAW', 'EMEP']","[47910, 25678]"
-4,"[4581, 6612, 13281]","['GAW', 'AIRBASE', 'EMEP']","[25852, 23123, 25789]"
-5,"[13374, 10338, 4643]","['EMEP', 'AIRBASE', 'GAW']","[25768, 25382, 21854]"
-6,"[13296, 7463, 4644]","['EMEP', 'AIRBASE', 'GAW']","[25705, 23736, 21934]"
-7,"[5135, 13213]","['AIRBASE', 'EMEP']","[22255, 25845]"
-8,"[5279, 13229]","['AIRBASE', 'EMEP']","[22314, 25698]"
-9,"[5282, 13230]","['AIRBASE', 'EMEP']","[22316, 25827]"
-10,"[5287, 13228]","['AIRBASE', 'EMEP']","[22321, 25658]"
-11,"[6585, 13268, 6586]","['AIRBASE', 'EMEP', 'AIRBASE']","[23105, 25739, 23106]"
-12,"[7987, 13308]","['AIRBASE', 'EMEP']","[24057, 25712]"
-13,"[8507, 13300, 8508]","['AIRBASE', 'EMEP', 'AIRBASE']","[24377, 25765, 24378]"
-14,"[10004, 13354]","['AIRBASE', 'EMEP']","[25217, 25657]"
-15,"[10069, 13352]","['AIRBASE', 'EMEP']","[25255, 25717]"
-16,"[12456, 13647]","['AQS', 'CASTNET']","[27571, 25968]"
-17,"[3463, 4019, 5820, 5821, 17723]","['UBA', 'UBA', 'AIRBASE', 'AIRBASE', 'UBA']","[17570, 20570, 22634, 22635, 48337]"
-18,"[3336, 13243, 4626, 6522]","['UBA', 'EMEP', 'GAW', 'AIRBASE']","[16601, 25758, 21935, 23065]"
-19,"[3344, 5763]","['UBA', 'AIRBASE']","[16661, 22601]"
-20,"[3345, 5767]","['UBA', 'AIRBASE']","[16670, 22602]"
-21,"[3349, 6096]","['UBA', 'AIRBASE']","[16687, 22783]"
-22,"[3350, 6097]","['UBA', 'AIRBASE']","[16694, 22784]"
-23,"[3366, 13245, 4537, 6384]","['UBA', 'EMEP', 'GAW', 'AIRBASE']","[16805, 25738, 21920, 22965]"
-24,"[3371, 5772]","['UBA', 'AIRBASE']","[16848, 22604]"
-25,"[3372, 5834]","['UBA', 'AIRBASE']","[16856, 22644]"
-26,"[3376, 5988]","['UBA', 'AIRBASE']","[16887, 22723]"
-27,"[6052, 3378]","['AIRBASE', 'UBA']","[22755, 16901]"
-28,"[6177, 3383]","['AIRBASE', 'UBA']","[22842, 16935]"
-29,"[3384, 6178]","['UBA', 'AIRBASE']","[16943, 22843]"
-30,"[6179, 3385]","['AIRBASE', 'UBA']","[22844, 16951]"
-31,"[3386, 6241]","['UBA', 'AIRBASE']","[16958, 22876]"
-32,"[3396, 6444]","['UBA', 'AIRBASE']","[17031, 23010]"
-33,"[3405, 6497]","['UBA', 'AIRBASE']","[17092, 23050]"
-34,"[3424, 6222]","['UBA', 'AIRBASE']","[17255, 22864]"
-35,"[3443, 5726]","['UBA', 'AIRBASE']","[17400, 22582]"
-36,"[3444, 5826]","['UBA', 'AIRBASE']","[17411, 22638]"
-37,"[3477, 6530]","['UBA', 'AIRBASE']","[17696, 23072]"
-38,"[6430, 3505]","['AIRBASE', 'UBA']","[23000, 17937]"
-39,"[3507, 6520]","['UBA', 'AIRBASE']","[17947, 23063]"
-40,"[3513, 6037]","['UBA', 'AIRBASE']","[18005, 22749]"
-41,"[3552, 5529]","['UBA', 'AIRBASE']","[18331, 22483]"
-42,"[3562, 6388]","['UBA', 'AIRBASE']","[18403, 22969]"
-43,"[3591, 5604]","['UBA', 'AIRBASE']","[18602, 22512]"
-44,"[3637, 6162]","['UBA', 'AIRBASE']","[18905, 22829]"
-45,"[3888, 6448]","['UBA', 'AIRBASE']","[20019, 23012]"
-46,"[3919, 6348]","['UBA', 'AIRBASE']","[20153, 22944]"
-47,"[6073, 3924]","['AIRBASE', 'UBA']","[22770, 20183]"
-48,"[6153, 3937]","['AIRBASE', 'UBA']","[22822, 20238]"
-49,"[4206, 6054]","['UBA', 'AIRBASE']","[21386, 22757]"
-50,"[4244, 6048]","['UBA', 'AIRBASE']","[21593, 22752]"
-51,"[4265, 13244, 6491, 4619]","['UBA', 'EMEP', 'AIRBASE', 'GAW']","[21743, 25711, 23044, 21881]"
-52,"[4538, 13346, 9927]","['GAW', 'EMEP', 'AIRBASE']","[25853, 25793, 25170]"
-53,"[15068, 13311, 4554]","['OTHER', 'EMEP', 'GAW']","[28709, 25748, 21901]"
-54,"[13249, 3367, 4560, 6242]","['EMEP', 'UBA', 'GAW', 'AIRBASE']","[25839, 16815, 21893, 22877]"
-55,"[10674, 13396, 4586]","['AIRBASE', 'EMEP', 'GAW']","[25610, 25804, 21879]"
-56,"[4604, 13351, 10028]","['GAW', 'EMEP', 'AIRBASE']","[21872, 25661, 25232]"
-57,"[13394, 4609, 10670]","['EMEP', 'GAW', 'AIRBASE']","[25806, 21867, 25608]"
-58,"[13397, 4627]","['EMEP', 'GAW']","[25825, 21878]"
-59,"[13240, 4636, 5440]","['EMEP', 'GAW', 'AIRBASE']","[25781, 25848, 22425]"
-60,"[4637, 13277, 6611]","['GAW', 'EMEP', 'AIRBASE']","[25855, 25662, 23122]"
-61,"[13231, 5354]","['EMEP', 'AIRBASE']","[25751, 22355]"
-62,"[13235, 5366]","['EMEP', 'AIRBASE']","[25707, 22366]"
-63,"[5388, 13233, 4585]","['AIRBASE', 'EMEP', 'GAW']","[22388, 25686, 21900]"
-64,"[5396, 13234]","['AIRBASE', 'EMEP']","[22396, 25713]"
-65,"[13241, 5422]","['EMEP', 'AIRBASE']","[25821, 22414]"
-66,"[6597, 13272]","['AIRBASE', 'EMEP']","[23110, 25823]"
-67,"[13276, 6608]","['EMEP', 'AIRBASE']","[25671, 23119]"
-68,"[6614, 13283]","['AIRBASE', 'EMEP']","[23125, 25740]"
-69,"[6616, 13285]","['AIRBASE', 'EMEP']","[23127, 25659]"
-70,"[13286, 6617]","['EMEP', 'AIRBASE']","[25744, 23128]"
-71,"[13287, 6618]","['EMEP', 'AIRBASE']","[25754, 23129]"
-72,"[13288, 6619]","['EMEP', 'AIRBASE']","[25679, 23130]"
-73,"[13290, 6621]","['EMEP', 'AIRBASE']","[25724, 23132]"
-74,"[8744, 13337]","['AIRBASE', 'EMEP']","[24523, 25715]"
-75,"[9895, 13345]","['AIRBASE', 'EMEP']","[25145, 25749]"
-76,"[13372, 10160]","['EMEP', 'AIRBASE']","[25699, 25288]"
-77,"[13371, 10199]","['EMEP', 'AIRBASE']","[25723, 25307]"
-78,"[13373, 10300]","['EMEP', 'AIRBASE']","[25694, 25359]"
-79,"[13385, 10621]","['EMEP', 'AIRBASE']","[25844, 25584]"
-80,"[13386, 10625]","['EMEP', 'AIRBASE']","[25745, 25588]"
-81,"[13392, 10627]","['EMEP', 'AIRBASE']","[25795, 25590]"
-82,"[13388, 10641]","['EMEP', 'AIRBASE']","[25831, 25596]"
-83,"[13387, 10646]","['EMEP', 'AIRBASE']","[25732, 25599]"
-84,"[3377, 5993]","['UBA', 'AIRBASE']","[16894, 22726]"
-85,"[9296, 9297]","['AIRBASE', 'AIRBASE']","[24821, 24822]"
-86,"[14885, 14891, 4595]","['NAPS', 'NAPS', 'GAW']","[28360, 28454, 21883]"
-87,"[7497, 7498]","['AIRBASE', 'AIRBASE']","[23756, 23757]"
-88,"[12737, 12738]","['AQS', 'AQS']","[27852, 27853]"
-89,"[13542, 12337, 12339]","['CASTNET', 'AQS', 'AQS']","[25863, 27452, 27454]"
-90,"[13239, 5504]","['EMEP', 'AIRBASE']","[25731, 22468]"
-91,"[6624, 13293, 4573]","['AIRBASE', 'EMEP', 'GAW']","[23135, 25756, 25847]"
-92,"[10662, 13384]","['AIRBASE', 'EMEP']","[25603, 25700]"
-93,"[10738, 13399]","['AIRBASE', 'EMEP']","[25643, 25757]"
-94,"[10623, 13383]","['AIRBASE', 'EMEP']","[25586, 25801]"
-95,"[13370, 10098]","['EMEP', 'AIRBASE']","[25783, 25269]"
-96,"[13329, 8702]","['EMEP', 'AIRBASE']","[25752, 24501]"
-97,"[7903, 13304]","['AIRBASE', 'EMEP']","[24009, 25813]"
-98,"[6623, 13292]","['AIRBASE', 'EMEP']","[23134, 25775]"
-99,"[6620, 13289]","['AIRBASE', 'EMEP']","[23131, 25803]"
-100,"[13284, 6615]","['EMEP', 'AIRBASE']","[25807, 23126]"
-101,"[4550, 13236, 5390]","['GAW', 'EMEP', 'AIRBASE']","[21908, 25743, 22390]"
-102,"[4638, 13347, 9930]","['GAW', 'EMEP', 'AIRBASE']","[21942, 25709, 25173]"
-103,"[15229, 12336]","['OTHER', 'AQS']","[31322, 27451]"
-104,"[13247, 4027, 4572, 5681]","['EMEP', 'UBA', 'GAW', 'AIRBASE']","[25690, 20600, 21838, 22558]"
-105,"[6482, 4048]","['AIRBASE', 'UBA']","[23039, 20698]"
-106,"[7623, 13314]","['AIRBASE', 'EMEP']","[23834, 25736]"
-107,"[14788, 4929]","['NAPS', 'CAPMON']","[28660, 22124]"
-108,"[4972, 13221]","['AIRBASE', 'EMEP']","[22155, 25800]"
-109,"[4976, 13217]","['AIRBASE', 'EMEP']","[22159, 25790]"
-110,"[4991, 13227]","['AIRBASE', 'EMEP']","[22167, 25770]"
-111,"[5010, 13220]","['AIRBASE', 'EMEP']","[22178, 25676]"
-112,"[5152, 13211]","['AIRBASE', 'EMEP']","[22264, 25670]"
-113,"[5193, 13226]","['AIRBASE', 'EMEP']","[22285, 25842]"
-114,"[13274, 6587]","['EMEP', 'AIRBASE']","[25767, 23107]"
-115,"[15108, 7191]","['OTHER', 'AIRBASE']","[28748, 23564]"
-116,"[13294, 7464]","['EMEP', 'AIRBASE']","[25735, 23737]"
-117,"[13309, 7928]","['EMEP', 'AIRBASE']","[25684, 24024]"
-118,"[13302, 8396]","['EMEP', 'AIRBASE']","[25802, 24310]"
-119,"[5089, 5091]","['AIRBASE', 'AIRBASE']","[22220, 22222]"
-120,"[13575, 13576, 11847]","['CASTNET', 'CASTNET', 'AQS']","[25896, 25897, 26962]"
-121,"[14702, 4623, 4925]","['NAPS', 'GAW', 'CAPMON']","[28588, 21871, 22120]"
-122,"[3338, 4571, 6567, 13251]","['UBA', 'GAW', 'AIRBASE', 'EMEP']","[16613, 21939, 23094, 25747]"
-123,"[3339, 5524]","['UBA', 'AIRBASE']","[16622, 22479]"
-124,"[3340, 5644]","['UBA', 'AIRBASE']","[16631, 22533]"
-125,"[3341, 5654]","['UBA', 'AIRBASE']","[16640, 22541]"
-126,"[3342, 5658]","['UBA', 'AIRBASE']","[16646, 22544]"
-127,"[3343, 5745]","['UBA', 'AIRBASE']","[16655, 22595]"
-128,"[3347, 6026]","['UBA', 'AIRBASE']","[16678, 22744]"
-129,"[3348, 6088]","['UBA', 'AIRBASE']","[16682, 22779]"
-130,"[3352, 6159]","['UBA', 'AIRBASE']","[16708, 22827]"
-131,"[3353, 6184]","['UBA', 'AIRBASE']","[16717, 22846]"
-132,"[3354, 6203]","['UBA', 'AIRBASE']","[16722, 22857]"
-133,"[3355, 6210]","['UBA', 'AIRBASE']","[16732, 22861]"
-134,"[3356, 6229]","['UBA', 'AIRBASE']","[16737, 22865]"
-135,"[3357, 6237]","['UBA', 'AIRBASE']","[16742, 22872]"
-136,"[3358, 6257]","['UBA', 'AIRBASE']","[16751, 22886]"
-137,"[3359, 6339]","['UBA', 'AIRBASE']","[16754, 22938]"
-138,"[3361, 6419]","['UBA', 'AIRBASE']","[16765, 22992]"
-139,"[3362, 6421]","['UBA', 'AIRBASE']","[16773, 22994]"
-140,"[3363, 6423]","['UBA', 'AIRBASE']","[16782, 22996]"
-141,"[3364, 6516]","['UBA', 'AIRBASE']","[16791, 23060]"
-142,"[3365, 6550]","['UBA', 'AIRBASE']","[16800, 23083]"
-143,"[3369, 5635]","['UBA', 'AIRBASE']","[16834, 22529]"
-144,"[3370, 5638]","['UBA', 'AIRBASE']","[16841, 22531]"
-145,"[3373, 5841]","['UBA', 'AIRBASE']","[16865, 22647]"
-146,"[3374, 5842]","['UBA', 'AIRBASE']","[16872, 22648]"
-147,"[3375, 5850]","['UBA', 'AIRBASE']","[16880, 22653]"
-148,"[3379, 6053]","['UBA', 'AIRBASE']","[16904, 22756]"
-149,"[3380, 6061]","['UBA', 'AIRBASE']","[16913, 22762]"
-150,"[3381, 6084]","['UBA', 'AIRBASE']","[16922, 22778]"
-151,"[3382, 6139]","['UBA', 'AIRBASE']","[16929, 22813]"
-152,"[3387, 6276]","['UBA', 'AIRBASE']","[16965, 22896]"
-153,"[3388, 6279]","['UBA', 'AIRBASE']","[16972, 22899]"
-154,"[3389, 6298]","['UBA', 'AIRBASE']","[16978, 22911]"
-155,"[3390, 6300]","['UBA', 'AIRBASE']","[16986, 22913]"
-156,"[3391, 6312]","['UBA', 'AIRBASE']","[16992, 22922]"
-157,"[3392, 6351]","['UBA', 'AIRBASE']","[16998, 22945]"
-158,"[3393, 6399]","['UBA', 'AIRBASE']","[17006, 22976]"
-159,"[3394, 6409]","['UBA', 'AIRBASE']","[17015, 22984]"
-160,"[3395, 6410]","['UBA', 'AIRBASE']","[17022, 22985]"
-161,"[3398, 6450]","['UBA', 'AIRBASE']","[17044, 23013]"
-162,"[3399, 6460]","['UBA', 'AIRBASE']","[17049, 23021]"
-163,"[3400, 6471]","['UBA', 'AIRBASE']","[17057, 23031]"
-164,"[3401, 6476]","['UBA', 'AIRBASE']","[17064, 23034]"
-165,"[3402, 6483]","['UBA', 'AIRBASE']","[17074, 23040]"
-166,"[3403, 6490]","['UBA', 'AIRBASE']","[17081, 23043]"
-167,"[3404, 6492]","['UBA', 'AIRBASE']","[17086, 23045]"
-168,"[3406, 6532]","['UBA', 'AIRBASE']","[17099, 23074]"
-169,"[3407, 6239]","['UBA', 'AIRBASE']","[17107, 22874]"
-170,"[3408, 5611]","['UBA', 'AIRBASE']","[17114, 22515]"
-171,"[3409, 5614]","['UBA', 'AIRBASE']","[17121, 22517]"
-172,"[3410, 5796]","['UBA', 'AIRBASE']","[17129, 22621]"
-173,"[3411, 5853, 17726]","['UBA', 'AIRBASE', 'UBA']","[17133, 22656, 48339]"
-174,"[3412, 6018]","['UBA', 'AIRBASE']","[17141, 22737]"
-175,"[3413, 6091]","['UBA', 'AIRBASE']","[17151, 22781]"
-176,"[3414, 6187]","['UBA', 'AIRBASE']","[17160, 22847]"
-177,"[3415, 6231]","['UBA', 'AIRBASE']","[17169, 22867]"
-178,"[3416, 6248]","['UBA', 'AIRBASE']","[17178, 22881]"
-179,"[3417, 6066]","['UBA', 'AIRBASE']","[17187, 22765]"
-180,"[3418, 6345]","['UBA', 'AIRBASE']","[17196, 22941]"
-181,"[3419, 5553]","['UBA', 'AIRBASE']","[17203, 22499]"
-182,"[3420, 6347]","['UBA', 'AIRBASE']","[17216, 22943]"
-183,"[3421, 6401]","['UBA', 'AIRBASE']","[17227, 22978]"
-184,"[3422, 6462]","['UBA', 'AIRBASE']","[17236, 23023]"
-185,"[3423, 5542]","['UBA', 'AIRBASE']","[17245, 22492]"
-186,"[3425, 6217]","['UBA', 'AIRBASE']","[17264, 22863]"
-187,"[3426, 6496]","['UBA', 'AIRBASE']","[17275, 23049]"
-188,"[3427, 6556]","['UBA', 'AIRBASE']","[17286, 23087]"
-189,"[3428, 6214]","['UBA', 'AIRBASE']","[17296, 22862]"
-190,"[3429, 5533]","['UBA', 'AIRBASE']","[17301, 22486]"
-191,"[6295, 3430]","['AIRBASE', 'UBA']","[22909, 17311]"
-192,"[5538, 3431]","['AIRBASE', 'UBA']","[22490, 17319]"
-193,"[3432, 6245]","['UBA', 'AIRBASE']","[17328, 22879]"
-194,"[3433, 6431]","['UBA', 'AIRBASE']","[17332, 23001]"
-195,"[3434, 5672]","['UBA', 'AIRBASE']","[17340, 22551]"
-196,"[3435, 5673]","['UBA', 'AIRBASE']","[17350, 22552]"
-197,"[3436, 5960]","['UBA', 'AIRBASE']","[17355, 22709]"
-198,"[3437, 5961]","['UBA', 'AIRBASE']","[17362, 22710]"
-199,"[3438, 5969]","['UBA', 'AIRBASE']","[17370, 22712]"
-200,"[3439, 5973]","['UBA', 'AIRBASE']","[17373, 22714]"
-201,"[3440, 5627]","['UBA', 'AIRBASE']","[17376, 22525]"
-202,"[3441, 5675]","['UBA', 'AIRBASE']","[17384, 22553]"
-203,"[3442, 5964]","['UBA', 'AIRBASE']","[17393, 22711]"
-204,"[3445, 5830]","['UBA', 'AIRBASE']","[17420, 22641]"
-205,"[3446, 5845, 3718, 5846]","['UBA', 'AIRBASE', 'UBA', 'AIRBASE']","[17429, 22650, 19321, 22651]"
-206,"[3447, 5848]","['UBA', 'AIRBASE']","[17437, 22652]"
-207,"[3448, 5877]","['UBA', 'AIRBASE']","[17446, 22669]"
-208,"[3449, 6400]","['UBA', 'AIRBASE']","[17453, 22977]"
-209,"[3450, 5778]","['UBA', 'AIRBASE']","[17463, 22608]"
-210,"[3451, 5986]","['UBA', 'AIRBASE']","[17474, 22721]"
-211,"[3452, 5661]","['UBA', 'AIRBASE']","[17482, 22546]"
-212,"[3453, 6538]","['UBA', 'AIRBASE']","[17487, 23077]"
-213,"[3454, 5716]","['UBA', 'AIRBASE']","[17495, 22580]"
-214,"[3458, 5677]","['UBA', 'AIRBASE']","[17529, 22555]"
-215,"[3459, 5609]","['UBA', 'AIRBASE']","[17540, 22513]"
-216,"[3461, 6317]","['UBA', 'AIRBASE']","[17557, 22924]"
-217,"[3462, 6160]","['UBA', 'AIRBASE']","[17565, 22828]"
-218,"[3464, 5978]","['UBA', 'AIRBASE']","[17577, 22716]"
-219,"[3465, 6058]","['UBA', 'AIRBASE']","[17587, 22759]"
-220,"[3466, 6065]","['UBA', 'AIRBASE']","[17597, 22764]"
-221,"[3467, 6078]","['UBA', 'AIRBASE']","[17607, 22773]"
-222,"[3468, 6131]","['UBA', 'AIRBASE']","[17615, 22807]"
-223,"[3469, 6133]","['UBA', 'AIRBASE']","[17623, 22809]"
-224,"[3470, 6181]","['UBA', 'AIRBASE']","[17633, 22845]"
-225,"[3471, 6196]","['UBA', 'AIRBASE']","[17641, 22852]"
-226,"[3472, 6341]","['UBA', 'AIRBASE']","[17650, 22939]"
-227,"[3473, 6355]","['UBA', 'AIRBASE']","[17660, 22947]"
-228,"[3474, 6429]","['UBA', 'AIRBASE']","[17669, 22999]"
-229,"[3475, 6495]","['UBA', 'AIRBASE']","[17677, 23048]"
-230,"[3476, 6526]","['UBA', 'AIRBASE']","[17686, 23069]"
-231,"[3478, 6541]","['UBA', 'AIRBASE']","[17706, 23080]"
-232,"[3479, 5886]","['UBA', 'AIRBASE']","[17715, 22673]"
-233,"[3480, 6361, 6359, 4178]","['UBA', 'AIRBASE', 'AIRBASE', 'UBA']","[17724, 22951, 22950, 21271]"
-234,"[3481, 6123]","['UBA', 'AIRBASE']","[17735, 22802]"
-235,"[3482, 6148]","['UBA', 'AIRBASE']","[17745, 22819]"
-236,"[3483, 6240]","['UBA', 'AIRBASE']","[17755, 22875]"
-237,"[3484, 6362]","['UBA', 'AIRBASE']","[17764, 22952]"
-238,"[3485, 6441]","['UBA', 'AIRBASE']","[17774, 23009]"
-239,"[3486, 5527]","['UBA', 'AIRBASE']","[17783, 22481]"
-240,"[3487, 6363]","['UBA', 'AIRBASE']","[17792, 22953]"
-241,"[3488, 5531]","['UBA', 'AIRBASE']","[17801, 22484]"
-242,"[3489, 5663]","['UBA', 'AIRBASE']","[17810, 22547]"
-243,"[3490, 5774]","['UBA', 'AIRBASE']","[17819, 22606]"
-244,"[3491, 5781]","['UBA', 'AIRBASE']","[17828, 22611]"
-245,"[3492, 6157]","['UBA', 'AIRBASE']","[17837, 22826]"
-246,"[3493, 6282]","['UBA', 'AIRBASE']","[17846, 22902]"
-247,"[3495, 6290]","['UBA', 'AIRBASE']","[17860, 22906]"
-248,"[3496, 6291]","['UBA', 'AIRBASE']","[17870, 22907]"
-249,"[3497, 6425]","['UBA', 'AIRBASE']","[17879, 22998]"
-250,"[3498, 6545]","['UBA', 'AIRBASE']","[17888, 23081]"
-251,"[3499, 6551]","['UBA', 'AIRBASE']","[17898, 23084]"
-252,"[3500, 6025]","['UBA', 'AIRBASE']","[17908, 22743]"
-253,"[3501, 6146]","['UBA', 'AIRBASE']","[17916, 22817]"
-254,"[3502, 6172]","['UBA', 'AIRBASE']","[17924, 22838]"
-255,"[3503, 6251]","['UBA', 'AIRBASE']","[17933, 22882]"
-256,"[3504, 6305, 17727]","['UBA', 'AIRBASE', 'UBA']","[17936, 22916, 48342]"
-257,"[3506, 6468]","['UBA', 'AIRBASE']","[17946, 23028]"
-258,"[3508, 6523]","['UBA', 'AIRBASE']","[17955, 23066]"
-259,"[3509, 5889]","['UBA', 'AIRBASE']","[17963, 22676]"
-260,"[3510, 5980]","['UBA', 'AIRBASE']","[17974, 22718]"
-261,"[3511, 6287]","['UBA', 'AIRBASE']","[17984, 22905]"
-262,"[3512, 6517]","['UBA', 'AIRBASE']","[17995, 23061]"
-263,"[3514, 6301]","['UBA', 'AIRBASE']","[18015, 22914]"
-264,"[3515, 6511]","['UBA', 'AIRBASE']","[18024, 23057]"
-265,"[3516, 6553]","['UBA', 'AIRBASE']","[18034, 23085]"
-266,"[3517, 5645]","['UBA', 'AIRBASE']","[18043, 22534]"
-267,"[3518, 5736]","['UBA', 'AIRBASE']","[18051, 22590]"
-268,"[3519, 6377]","['UBA', 'AIRBASE']","[18060, 22960]"
-269,"[3520, 6455]","['UBA', 'AIRBASE']","[18066, 23017]"
-270,"[3521, 6488]","['UBA', 'AIRBASE']","[18069, 23042]"
-271,"[3522, 6081]","['UBA', 'AIRBASE']","[18078, 22776]"
-272,"[3523, 6524]","['UBA', 'AIRBASE']","[18087, 23067]"
-273,"[3524, 6547]","['UBA', 'AIRBASE']","[18095, 23082]"
-274,"[3525, 5637]","['UBA', 'AIRBASE']","[18105, 22530]"
-275,"[3526, 5535]","['UBA', 'AIRBASE']","[18109, 22488]"
-276,"[3527, 5624]","['UBA', 'AIRBASE']","[18118, 22524]"
-277,"[3528, 5701]","['UBA', 'AIRBASE']","[18127, 22572]"
-278,"[3529, 5710, 3864, 5711]","['UBA', 'AIRBASE', 'UBA', 'AIRBASE']","[18134, 22576, 19923, 22577]"
-279,"[3530, 5715]","['UBA', 'AIRBASE']","[18142, 22579]"
-280,"[3531, 5753]","['UBA', 'AIRBASE']","[18151, 22599]"
-281,"[3532, 5755]","['UBA', 'AIRBASE']","[18160, 22600]"
-282,"[3533, 5813]","['UBA', 'AIRBASE']","[18170, 22628]"
-283,"[3534, 6120]","['UBA', 'AIRBASE']","[18177, 22800]"
-284,"[3535, 6121]","['UBA', 'AIRBASE']","[18183, 22801]"
-285,"[3536, 6258]","['UBA', 'AIRBASE']","[18192, 22887]"
-286,"[3537, 6309]","['UBA', 'AIRBASE']","[18201, 22920]"
-287,"[3538, 6334]","['UBA', 'AIRBASE']","[18207, 22934]"
-288,"[3539, 6385]","['UBA', 'AIRBASE']","[18216, 22966]"
-289,"[3540, 6398]","['UBA', 'AIRBASE']","[18222, 22975]"
-290,"[3541, 6568]","['UBA', 'AIRBASE']","[18232, 23095]"
-291,"[3542, 6570]","['UBA', 'AIRBASE']","[18241, 23096]"
-292,"[3543, 5647]","['UBA', 'AIRBASE']","[18251, 22536]"
-293,"[3544, 5680]","['UBA', 'AIRBASE']","[18262, 22557]"
-294,"[3545, 5730]","['UBA', 'AIRBASE']","[18270, 22584]"
-295,"[3546, 5944]","['UBA', 'AIRBASE']","[18278, 22702]"
-296,"[3547, 5949]","['UBA', 'AIRBASE']","[18287, 22705]"
-297,"[3548, 6382]","['UBA', 'AIRBASE']","[18292, 22963]"
-298,"[3549, 6513]","['UBA', 'AIRBASE']","[18300, 23058]"
-299,"[3550, 6536]","['UBA', 'AIRBASE']","[18311, 23076]"
-300,"[3551, 6561]","['UBA', 'AIRBASE']","[18321, 23090]"
-301,"[3553, 5688]","['UBA', 'AIRBASE']","[18338, 22562]"
-302,"[3554, 5948]","['UBA', 'AIRBASE']","[18347, 22704]"
-303,"[3555, 6480]","['UBA', 'AIRBASE']","[18357, 23037]"
-304,"[3556, 5622]","['UBA', 'AIRBASE']","[18368, 22522]"
-305,"[3557, 5671]","['UBA', 'AIRBASE']","[18375, 22550]"
-306,"[3558, 5684]","['UBA', 'AIRBASE']","[18385, 22560]"
-307,"[3559, 5812]","['UBA', 'AIRBASE']","[18392, 22627]"
-308,"[3560, 5872]","['UBA', 'AIRBASE']","[18397, 22666]"
-309,"[3561, 6072]","['UBA', 'AIRBASE']","[18400, 22769]"
-310,"[3563, 6435]","['UBA', 'AIRBASE']","[18410, 23004]"
-311,"[3564, 5528]","['UBA', 'AIRBASE']","[18415, 22482]"
-312,"[3565, 5777]","['UBA', 'AIRBASE']","[18423, 22607]"
-313,"[3566, 5862]","['UBA', 'AIRBASE']","[18431, 22662]"
-314,"[3567, 5883]","['UBA', 'AIRBASE']","[18440, 22672]"
-315,"[3568, 6024]","['UBA', 'AIRBASE']","[18448, 22742]"
-316,"[3569, 6039]","['UBA', 'AIRBASE']","[18457, 22750]"
-317,"[3570, 6204]","['UBA', 'AIRBASE']","[18465, 22858]"
-318,"[3571, 6243]","['UBA', 'AIRBASE']","[18473, 22878]"
-319,"[3572, 6261]","['UBA', 'AIRBASE']","[18480, 22889]"
-320,"[3573, 6128]","['UBA', 'AIRBASE']","[18488, 22804]"
-321,"[3575, 6314]","['UBA', 'AIRBASE']","[18504, 22923]"
-322,"[3576, 6372]","['UBA', 'AIRBASE']","[18513, 22957]"
-323,"[3579, 5557]","['UBA', 'AIRBASE']","[18532, 22501]"
-324,"[3580, 5560]","['UBA', 'AIRBASE']","[18536, 22503]"
-325,"[3581, 6154]","['UBA', 'AIRBASE']","[18540, 22823]"
-326,"[3582, 5748]","['UBA', 'AIRBASE']","[18550, 22596]"
-327,"[3585, 5879]","['UBA', 'AIRBASE']","[18565, 22670]"
-328,"[3586, 6562]","['UBA', 'AIRBASE']","[18572, 23091]"
-329,"[3587, 6035]","['UBA', 'AIRBASE']","[18581, 22748]"
-330,"[3588, 5564]","['UBA', 'AIRBASE']","[18588, 22505]"
-331,"[3589, 5583]","['UBA', 'AIRBASE']","[18595, 22508]"
-332,"[3590, 5589]","['UBA', 'AIRBASE']","[18598, 22510]"
-333,"[3592, 5563]","['UBA', 'AIRBASE']","[18606, 22504]"
-334,"[3593, 6252]","['UBA', 'AIRBASE']","[18611, 22883]"
-335,"[3594, 6525]","['UBA', 'AIRBASE']","[18620, 23068]"
-336,"[6238, 3595]","['AIRBASE', 'UBA']","[22873, 18634]"
-337,"[6467, 3597]","['AIRBASE', 'UBA']","[23027, 18648]"
-338,"[3598, 5888]","['UBA', 'AIRBASE']","[18655, 22675]"
-339,"[3599, 6080]","['UBA', 'AIRBASE']","[18665, 22775]"
-340,"[6115, 3600]","['AIRBASE', 'UBA']","[22798, 18675]"
-341,"[3605, 5831]","['UBA', 'AIRBASE']","[18706, 22642]"
-342,"[3609, 6486]","['UBA', 'AIRBASE']","[18733, 23041]"
-343,"[3616, 5612]","['UBA', 'AIRBASE']","[18761, 22516]"
-344,"[3618, 6145]","['UBA', 'AIRBASE']","[18783, 22816]"
-345,"[3621, 5651]","['UBA', 'AIRBASE']","[18807, 22538]"
-346,"[3622, 5987]","['UBA', 'AIRBASE']","[18813, 22722]"
-347,"[3623, 6479]","['UBA', 'AIRBASE']","[18820, 23036]"
-348,"[3624, 5819]","['UBA', 'AIRBASE']","[18823, 22633]"
-349,"[3625, 5655]","['UBA', 'AIRBASE']","[18828, 22542]"
-350,"[3626, 5833]","['UBA', 'AIRBASE']","[18836, 22643]"
-351,"[3627, 5871]","['UBA', 'AIRBASE']","[18845, 22665]"
-352,"[3628, 5634]","['UBA', 'AIRBASE']","[18857, 22528]"
-353,"[3629, 6310]","['UBA', 'AIRBASE']","[18863, 22921]"
-354,"[3647, 5549]","['UBA', 'AIRBASE']","[18960, 22497]"
-355,"[3648, 5694]","['UBA', 'AIRBASE']","[18967, 22566]"
-356,"[3650, 6397]","['UBA', 'AIRBASE']","[18985, 22974]"
-357,"[3691, 6378]","['UBA', 'AIRBASE']","[19182, 22961]"
-358,"[3744, 5534]","['UBA', 'AIRBASE']","[19424, 22487]"
-359,"[3746, 6015]","['UBA', 'AIRBASE']","[19432, 22736]"
-360,"[3752, 6060]","['UBA', 'AIRBASE']","[19460, 22761]"
-361,"[3754, 5700]","['UBA', 'AIRBASE']","[19468, 22571]"
-362,"[3756, 6109]","['UBA', 'AIRBASE']","[19478, 22794]"
-363,"[3759, 5631, 4055]","['UBA', 'AIRBASE', 'UBA']","[19489, 22527, 20724]"
-364,"[6020, 3766, 13252]","['AIRBASE', 'UBA', 'EMEP']","[22738, 19522, 25687]"
-365,"[3767, 6193]","['UBA', 'AIRBASE']","[19529, 22851]"
-366,"[6518, 3770]","['AIRBASE', 'UBA']","[23062, 19546]"
-367,"[3771, 5568]","['UBA', 'AIRBASE']","[19552, 22506]"
-368,"[3773, 6113]","['UBA', 'AIRBASE']","[19558, 22797]"
-369,"[3774, 6326]","['UBA', 'AIRBASE']","[19564, 22930]"
-370,"[3777, 6198]","['UBA', 'AIRBASE']","[19571, 22854]"
-371,"[3781, 6521]","['UBA', 'AIRBASE']","[19586, 23064]"
-372,"[3786, 6102]","['UBA', 'AIRBASE']","[19599, 22788]"
-373,"[3789, 6107]","['UBA', 'AIRBASE']","[19610, 22793]"
-374,"[3790, 6559]","['UBA', 'AIRBASE']","[19617, 23088]"
-375,"[6188, 3792, 13255]","['AIRBASE', 'UBA', 'EMEP']","[22848, 19628, 25716]"
-376,"[3797, 6059]","['UBA', 'AIRBASE']","[19646, 22760]"
-377,"[3799, 5928]","['UBA', 'AIRBASE']","[19655, 22695]"
-378,"[3807, 6137]","['UBA', 'AIRBASE']","[19685, 22811]"
-379,"[3810, 6470]","['UBA', 'AIRBASE']","[19690, 23030]"
-380,"[3819, 6324]","['UBA', 'AIRBASE']","[19726, 22928]"
-381,"[3820, 5825]","['UBA', 'AIRBASE']","[19730, 22637]"
-382,"[3821, 6166]","['UBA', 'AIRBASE']","[19737, 22832]"
-383,"[3824, 6294]","['UBA', 'AIRBASE']","[19749, 22908]"
-384,"[3826, 6321]","['UBA', 'AIRBASE']","[19759, 22925]"
-385,"[3829, 6100]","['UBA', 'AIRBASE']","[19770, 22787]"
-386,"[3832, 5617]","['UBA', 'AIRBASE']","[19781, 22519]"
-387,"[3835, 6171]","['UBA', 'AIRBASE']","[19799, 22837]"
-388,"[3836, 5809]","['UBA', 'AIRBASE']","[19805, 22624]"
-389,"[3837, 5639]","['UBA', 'AIRBASE']","[19811, 22532]"
-390,"[3847, 6164]","['UBA', 'AIRBASE']","[19848, 22830]"
-391,"[6364, 3849, 13257]","['AIRBASE', 'UBA', 'EMEP']","[22954, 19864, 25677]"
-392,"[3852, 6411]","['UBA', 'AIRBASE']","[19874, 22986]"
-393,"[3855, 6472]","['UBA', 'AIRBASE']","[19889, 23032]"
-394,"[3859, 5738]","['UBA', 'AIRBASE']","[19904, 22591]"
-395,"[3862, 6461]","['UBA', 'AIRBASE']","[19913, 23022]"
-396,"[3871, 6197]","['UBA', 'AIRBASE']","[19944, 22853]"
-397,"[3873, 5719]","['UBA', 'AIRBASE']","[19954, 22581]"
-398,"[3876, 6283]","['UBA', 'AIRBASE']","[19965, 22903]"
-399,"[3877, 6424]","['UBA', 'AIRBASE']","[19973, 22997]"
-400,"[3879, 5837]","['UBA', 'AIRBASE']","[19982, 22646]"
-401,"[3885, 5954]","['UBA', 'AIRBASE']","[20003, 22706]"
-402,"[3887, 6189]","['UBA', 'AIRBASE']","[20013, 22849]"
-403,"[3891, 5792]","['UBA', 'AIRBASE']","[20026, 22618]"
-404,"[3892, 6474, 13258]","['UBA', 'AIRBASE', 'EMEP']","[20030, 23033, 25830]"
-405,"[3894, 5558]","['UBA', 'AIRBASE']","[20038, 22502]"
-406,"[3895, 5554, 13262]","['UBA', 'AIRBASE', 'EMEP']","[20042, 22500, 25692]"
-407,"[3897, 6155, 13260]","['UBA', 'AIRBASE', 'EMEP']","[20055, 22824, 25652]"
-408,"[3898, 6012]","['UBA', 'AIRBASE']","[20066, 22735]"
-409,"[3903, 6383]","['UBA', 'AIRBASE']","[20095, 22964]"
-410,"[3909, 6007]","['UBA', 'AIRBASE']","[20125, 22731]"
-411,"[3910, 6374]","['UBA', 'AIRBASE']","[20128, 22958]"
-412,"[3914, 6403]","['UBA', 'AIRBASE']","[20135, 22980]"
-413,"[3917, 5817]","['UBA', 'AIRBASE']","[20144, 22631]"
-414,"[3918, 6447]","['UBA', 'AIRBASE']","[20147, 23011]"
-415,"[3920, 5859]","['UBA', 'AIRBASE']","[20160, 22661]"
-416,"[3923, 6505]","['UBA', 'AIRBASE']","[20178, 23053]"
-417,"[3931, 6415]","['UBA', 'AIRBASE']","[20206, 22989]"
-418,"[3933, 6103]","['UBA', 'AIRBASE']","[20215, 22789]"
-419,"[3936, 5729]","['UBA', 'AIRBASE']","[20233, 22583]"
-420,"[3938, 6236]","['UBA', 'AIRBASE']","[20245, 22871]"
-421,"[3939, 6200, 13261]","['UBA', 'AIRBASE', 'EMEP']","[20251, 22856, 25714]"
-422,"[3942, 5990]","['UBA', 'AIRBASE']","[20264, 22724]"
-423,"[3943, 5548]","['UBA', 'AIRBASE']","[20266, 22496]"
-424,"[3946, 5698]","['UBA', 'AIRBASE']","[20283, 22569]"
-425,"[5911, 3958]","['AIRBASE', 'UBA']","[22685, 20318]"
-426,"[3960, 6023]","['UBA', 'AIRBASE']","[20329, 22741]"
-427,"[3962, 6168]","['UBA', 'AIRBASE']","[20337, 22834]"
-428,"[3964, 6356]","['UBA', 'AIRBASE']","[20345, 22948]"
-429,"[3968, 5735]","['UBA', 'AIRBASE']","[20358, 22589]"
-430,"[3971, 6336]","['UBA', 'AIRBASE']","[20370, 22936]"
-431,"[3972, 6391, 13265]","['UBA', 'AIRBASE', 'EMEP']","[20377, 22971, 25730]"
-432,"[3977, 5869]","['UBA', 'AIRBASE']","[20399, 22664]"
-433,"[3980, 6235]","['UBA', 'AIRBASE']","[20412, 22870]"
-434,"[3981, 6416]","['UBA', 'AIRBASE']","[20419, 22990]"
-435,"[3987, 6246]","['UBA', 'AIRBASE']","[20439, 22880]"
-436,"[3988, 5786]","['UBA', 'AIRBASE']","[20444, 22616]"
-437,"[5596, 3989]","['AIRBASE', 'UBA']","[22511, 20450]"
-438,"[3992, 5823]","['UBA', 'AIRBASE']","[20457, 22636]"
-439,"[3993, 5682]","['UBA', 'AIRBASE']","[20460, 22559]"
-440,"[3995, 5985]","['UBA', 'AIRBASE']","[20472, 22720]"
-441,"[4000, 5547]","['UBA', 'AIRBASE']","[20494, 22495]"
-442,"[4003, 6332]","['UBA', 'AIRBASE']","[20506, 22933]"
-443,"[4004, 6285]","['UBA', 'AIRBASE']","[20513, 22904]"
-444,"[4011, 5697]","['UBA', 'AIRBASE']","[20540, 22568]"
-445,"[4017, 6092]","['UBA', 'AIRBASE']","[20563, 22782]"
-446,"[4018, 5856]","['UBA', 'AIRBASE']","[20567, 22659]"
-447,"[4021, 5795]","['UBA', 'AIRBASE']","[20578, 22620]"
-448,"[4024, 6306]","['UBA', 'AIRBASE']","[20589, 22917]"
-449,"[4029, 5740]","['UBA', 'AIRBASE']","[20612, 22593]"
-450,"[4030, 5652]","['UBA', 'AIRBASE']","[20616, 22539]"
-451,"[4032, 6255]","['UBA', 'AIRBASE']","[20625, 22885]"
-452,"[4034, 5690]","['UBA', 'AIRBASE']","[20635, 22563]"
-453,"[4041, 6022]","['UBA', 'AIRBASE']","[20663, 22740]"
-454,"[4045, 6565]","['UBA', 'AIRBASE']","[20681, 23092]"
-455,"[4046, 6112]","['UBA', 'AIRBASE']","[20689, 22796]"
-456,"[4050, 6192]","['UBA', 'AIRBASE']","[20707, 22850]"
-457,"[4051, 6110]","['UBA', 'AIRBASE']","[20713, 22795]"
-458,"[4056, 6062]","['UBA', 'AIRBASE']","[20730, 22763]"
-459,"[4059, 6034]","['UBA', 'AIRBASE']","[20750, 22747]"
-460,"[4062, 6325]","['UBA', 'AIRBASE']","[20766, 22929]"
-461,"[4066, 6539]","['UBA', 'AIRBASE']","[20778, 23078]"
-462,"[4068, 6531, 13259]","['UBA', 'AIRBASE', 'EMEP']","[20788, 23073, 25729]"
-463,"[4072, 5616]","['UBA', 'AIRBASE']","[20807, 22518]"
-464,"[4077, 5618]","['UBA', 'AIRBASE']","[20826, 22520]"
-465,"[4078, 5844]","['UBA', 'AIRBASE']","[20833, 22649]"
-466,"[4079, 6452]","['UBA', 'AIRBASE']","[20840, 23015]"
-467,"[4080, 6387]","['UBA', 'AIRBASE']","[20846, 22968]"
-468,"[4082, 5660]","['UBA', 'AIRBASE']","[20853, 22545]"
-469,"[4089, 5691]","['UBA', 'AIRBASE']","[20880, 22564]"
-470,"[4092, 5887]","['UBA', 'AIRBASE']","[20891, 22674]"
-471,"[5537, 4095, 13256]","['AIRBASE', 'UBA', 'EMEP']","[22489, 20904, 25836]"
-472,"[4096, 5646]","['UBA', 'AIRBASE']","[20911, 22535]"
-473,"[4100, 5550]","['UBA', 'AIRBASE']","[20930, 22498]"
-474,"[4101, 5829]","['UBA', 'AIRBASE']","[20935, 22640]"
-475,"[4103, 6278]","['UBA', 'AIRBASE']","[20942, 22898]"
-476,"[4104, 6346]","['UBA', 'AIRBASE']","[20948, 22942]"
-477,"[13246, 4111, 5733, 4634]","['EMEP', 'UBA', 'AIRBASE', 'GAW']","[25664, 20968, 22587, 21853]"
-478,"[4114, 6259]","['UBA', 'AIRBASE']","[20978, 22888]"
-479,"[4121, 6386]","['UBA', 'AIRBASE']","[21015, 22967]"
-480,"[4122, 6001]","['UBA', 'AIRBASE']","[21020, 22729]"
-481,"[4123, 5610]","['UBA', 'AIRBASE']","[21027, 22514]"
-482,"[4125, 6152]","['UBA', 'AIRBASE']","[21038, 22821]"
-483,"[4129, 6510]","['UBA', 'AIRBASE']","[21055, 23056]"
-484,"[4130, 5704]","['UBA', 'AIRBASE']","[21062, 22575]"
-485,"[4131, 5779]","['UBA', 'AIRBASE']","[21066, 22609]"
-486,"[4132, 6074]","['UBA', 'AIRBASE']","[21073, 22771]"
-487,"[4134, 5712]","['UBA', 'AIRBASE']","[21079, 22578]"
-488,"[4135, 5814]","['UBA', 'AIRBASE']","[21086, 22629]"
-489,"[4136, 5811, 13267]","['UBA', 'AIRBASE', 'EMEP']","[21090, 22626, 25682]"
-490,"[4141, 6438]","['UBA', 'AIRBASE']","[21111, 23006]"
-491,"[4142, 6199]","['UBA', 'AIRBASE']","[21118, 22855]"
-492,"[4143, 6070]","['UBA', 'AIRBASE']","[21125, 22768]"
-493,"[4144, 6418]","['UBA', 'AIRBASE']","[21131, 22991]"
-494,"[4148, 6335, 13266]","['UBA', 'AIRBASE', 'EMEP']","[21148, 22935, 25660]"
-495,"[4150, 5818]","['UBA', 'AIRBASE']","[21157, 22632]"
-496,"[4151, 5770]","['UBA', 'AIRBASE']","[21164, 22603]"
-497,"[5867, 4153]","['AIRBASE', 'UBA']","[22663, 21169]"
-498,"[4157, 6028]","['UBA', 'AIRBASE']","[21188, 22745]"
-499,"[4160, 6458]","['UBA', 'AIRBASE']","[21199, 23019]"
-500,"[4162, 5909]","['UBA', 'AIRBASE']","[21209, 22684]"
-501,"[4163, 5991]","['UBA', 'AIRBASE']","[21212, 22725]"
-502,"[5575, 4164]","['AIRBASE', 'UBA']","[22507, 21218]"
-503,"[4168, 5676]","['UBA', 'AIRBASE']","[21229, 22554]"
-504,"[4170, 6574, 13263]","['UBA', 'AIRBASE', 'EMEP']","[21235, 23098, 25788]"
-505,"[13253, 4173, 5623]","['EMEP', 'UBA', 'AIRBASE']","[25734, 21247, 22523]"
-506,"[4178, 6359]","['UBA', 'AIRBASE']","[21271, 22950]"
-507,"[4180, 5997]","['UBA', 'AIRBASE']","[21281, 22728]"
-508,"[4184, 5586]","['UBA', 'AIRBASE']","[21295, 22509]"
-509,"[4185, 5773]","['UBA', 'AIRBASE']","[21298, 22605]"
-510,"[4186, 6498]","['UBA', 'AIRBASE']","[21305, 23051]"
-511,"[4187, 6342]","['UBA', 'AIRBASE']","[21312, 22940]"
-512,"[4191, 6322]","['UBA', 'AIRBASE']","[21326, 22926]"
-513,"[4192, 6299]","['UBA', 'AIRBASE']","[21332, 22912]"
-514,"[4194, 5621]","['UBA', 'AIRBASE']","[21341, 22521]"
-515,"[4195, 6138]","['UBA', 'AIRBASE']","[21344, 22812]"
-516,"[4196, 6006]","['UBA', 'AIRBASE']","[21347, 22730]"
-517,"[5541, 4198]","['AIRBASE', 'UBA']","[22491, 21353]"
-518,"[4199, 6506]","['UBA', 'AIRBASE']","[21359, 23054]"
-519,"[4200, 6571]","['UBA', 'AIRBASE']","[21363, 23097]"
-520,"[6527, 4201]","['AIRBASE', 'UBA']","[23070, 21370]"
-521,"[4207, 5874]","['UBA', 'AIRBASE']","[21392, 22668]"
-522,"[4208, 6056]","['UBA', 'AIRBASE']","[21395, 22758]"
-523,"[4212, 5854]","['UBA', 'AIRBASE']","[21409, 22657]"
-524,"[4213, 6354]","['UBA', 'AIRBASE']","[21416, 22946]"
-525,"[4218, 6457]","['UBA', 'AIRBASE']","[21433, 23018]"
-526,"[4219, 6463]","['UBA', 'AIRBASE']","[21434, 23024]"
-527,"[4221, 5653]","['UBA', 'AIRBASE']","[21437, 22540]"
-528,"[4225, 6134]","['UBA', 'AIRBASE']","[21451, 22810]"
-529,"[4226, 6118]","['UBA', 'AIRBASE']","[21455, 22799]"
-530,"[4227, 6365]","['UBA', 'AIRBASE']","[21460, 22955]"
-531,"[4229, 6079]","['UBA', 'AIRBASE']","[21468, 22774]"
-532,"[4230, 6469]","['UBA', 'AIRBASE']","[21474, 23029]"
-533,"[4231, 6459]","['UBA', 'AIRBASE']","[21480, 23020]"
-534,"[4232, 5788]","['UBA', 'AIRBASE']","[21490, 22617]"
-535,"[4235, 6376]","['UBA', 'AIRBASE']","[21518, 22959]"
-536,"[4239, 5892]","['UBA', 'AIRBASE']","[21550, 22678]"
-537,"[4241, 5739]","['UBA', 'AIRBASE']","[21569, 22592]"
-538,"[4245, 6560]","['UBA', 'AIRBASE']","[21603, 23089]"
-539,"[4248, 5656]","['UBA', 'AIRBASE']","[21629, 22543]"
-540,"[4252, 5685]","['UBA', 'AIRBASE']","[21656, 22561]"
-541,"[4253, 6390, 13250]","['UBA', 'AIRBASE', 'EMEP']","[21660, 22970, 25820]"
-542,"[4258, 6566]","['UBA', 'AIRBASE']","[21686, 23093]"
-543,"[4259, 5784]","['UBA', 'AIRBASE']","[21693, 22614]"
-544,"[4260, 6323]","['UBA', 'AIRBASE']","[21701, 22927]"
-545,"[4263, 6165]","['UBA', 'AIRBASE']","[21724, 22831]"
-546,"[4264, 5793]","['UBA', 'AIRBASE']","[21734, 22619]"
-547,"[4267, 6263]","['UBA', 'AIRBASE']","[21757, 22890]"
-548,"[4268, 5543]","['UBA', 'AIRBASE']","[21767, 22493]"
-549,"[4269, 6265]","['UBA', 'AIRBASE']","[21777, 22891]"
-550,"[4271, 5891]","['UBA', 'AIRBASE']","[21789, 22677]"
-551,"[14922, 4539]","['NAPS', 'GAW']","[28489, 21837]"
-552,"[4541, 13391, 10663]","['GAW', 'EMEP', 'AIRBASE']","[21933, 25703, 25604]"
-553,"[14888, 4548, 4920]","['NAPS', 'GAW', 'CAPMON']","[28586, 21859, 22115]"
-554,"[15026, 4549, 4930]","['NAPS', 'GAW', 'CAPMON']","[28565, 21912, 22125]"
-555,"[14889, 4553, 4913]","['NAPS', 'GAW', 'CAPMON']","[28335, 21827, 22108]"
-556,"[4564, 4914, 15050]","['GAW', 'CAPMON', 'NAPS']","[21828, 22109, 28368]"
-557,"[13297, 4570, 7423]","['EMEP', 'GAW', 'AIRBASE']","[25654, 21898, 23722]"
-558,"[4576, 13264]","['GAW', 'EMEP']","[21865, 25718]"
-559,"[4584, 13340, 8803]","['GAW', 'EMEP', 'AIRBASE']","[25849, 25799, 24567]"
-560,"[13380, 4594]","['EMEP', 'GAW']","[25737, 21850]"
-561,"[14945, 4597, 4921]","['NAPS', 'GAW', 'CAPMON']","[28605, 21860, 22116]"
-562,"[4600, 13349, 9959]","['GAW', 'EMEP', 'AIRBASE']","[21863, 25719, 25197]"
-563,"[4611, 13232]","['GAW', 'EMEP']","[21870, 25769]"
-564,"[8592, 13315, 4618]","['AIRBASE', 'EMEP', 'GAW']","[24430, 25669, 21857]"
-565,"[14892, 4620, 4919]","['NAPS', 'GAW', 'CAPMON']","[28686, 21858, 22114]"
-566,"[13375, 4625, 10424]","['EMEP', 'GAW', 'AIRBASE']","[25784, 25851, 25442]"
-567,"[13342, 4632, 8850]","['EMEP', 'GAW', 'AIRBASE']","[25810, 21887, 24592]"
-568,"[14789, 4639, 4918]","['NAPS', 'GAW', 'CAPMON']","[28552, 21846, 22113]"
-569,"[14890, 4641, 4917]","['NAPS', 'GAW', 'CAPMON']","[28497, 21844, 22112]"
-570,"[14906, 4915]","['NAPS', 'CAPMON']","[28413, 22110]"
-571,"[14799, 4923]","['NAPS', 'CAPMON']","[28496, 22118]"
-572,"[14685, 4924]","['NAPS', 'CAPMON']","[28469, 22119]"
-573,"[14800, 4926]","['NAPS', 'CAPMON']","[28596, 22121]"
-574,"[14904, 4928]","['NAPS', 'CAPMON']","[28453, 22123]"
-575,"[15051, 4931]","['NAPS', 'CAPMON']","[28492, 22126]"
-576,"[4961, 13223]","['AIRBASE', 'EMEP']","[22149, 25651]"
-577,"[4985, 13222]","['AIRBASE', 'EMEP']","[22162, 25721]"
-578,"[4997, 13224]","['AIRBASE', 'EMEP']","[22172, 25794]"
-579,"[5009, 13219]","['AIRBASE', 'EMEP']","[22177, 25750]"
-580,"[5019, 13208]","['AIRBASE', 'EMEP']","[22186, 25688]"
-581,"[5082, 13218]","['AIRBASE', 'EMEP']","[22215, 25728]"
-582,"[5095, 13212]","['AIRBASE', 'EMEP']","[22225, 25774]"
-583,"[4580, 13215, 5110]","['GAW', 'EMEP', 'AIRBASE']","[21916, 25683, 22237]"
-584,"[5129, 13225]","['AIRBASE', 'EMEP']","[22250, 25720]"
-585,"[5132, 13214]","['AIRBASE', 'EMEP']","[22253, 25816]"
-586,"[5191, 13216]","['AIRBASE', 'EMEP']","[22284, 25701]"
-587,"[5404, 13238]","['AIRBASE', 'EMEP']","[22404, 25835]"
-588,"[13273, 6584]","['EMEP', 'AIRBASE']","[25766, 23104]"
-589,"[6601, 13275]","['AIRBASE', 'EMEP']","[23113, 25763]"
-590,"[13301, 8230]","['EMEP', 'AIRBASE']","[25837, 24201]"
-591,"[8535, 13320]","['AIRBASE', 'EMEP']","[24397, 25680]"
-592,"[13331, 8536]","['EMEP', 'AIRBASE']","[25653, 24398]"
-593,"[8568, 13321]","['AIRBASE', 'EMEP']","[24416, 25726]"
-594,"[8577, 13336]","['AIRBASE', 'EMEP']","[24421, 25702]"
-595,"[8608, 13322]","['AIRBASE', 'EMEP']","[24436, 25785]"
-596,"[13323, 8610]","['EMEP', 'AIRBASE']","[25755, 24437]"
-597,"[8611, 13318]","['AIRBASE', 'EMEP']","[24438, 25814]"
-598,"[8620, 13324]","['AIRBASE', 'EMEP']","[24441, 25828]"
-599,"[13335, 8626]","['EMEP', 'AIRBASE']","[25725, 24446]"
-600,"[8657, 13316]","['AIRBASE', 'EMEP']","[24470, 25696]"
-601,"[8658, 13325]","['AIRBASE', 'EMEP']","[24471, 25815]"
-602,"[13334, 8664]","['EMEP', 'AIRBASE']","[25746, 24475]"
-603,"[8667, 13328]","['AIRBASE', 'EMEP']","[24478, 25733]"
-604,"[13326, 8701]","['EMEP', 'AIRBASE']","[25695, 24500]"
-605,"[8717, 13319]","['AIRBASE', 'EMEP']","[24507, 25693]"
-606,"[13332, 8729]","['EMEP', 'AIRBASE']","[25675, 24512]"
-607,"[13327, 8730]","['EMEP', 'AIRBASE']","[25685, 24513]"
-608,"[8740, 13317]","['AIRBASE', 'EMEP']","[24521, 25722]"
-609,"[8865, 13341]","['AIRBASE', 'EMEP']","[24598, 25796]"
-610,"[9948, 13348]","['AIRBASE', 'EMEP']","[25187, 25787]"
-611,"[13367, 10101]","['EMEP', 'AIRBASE']","[25778, 25270]"
-612,"[13363, 10102]","['EMEP', 'AIRBASE']","[25706, 25271]"
-613,"[13366, 10104]","['EMEP', 'AIRBASE']","[25704, 25272]"
-614,"[13359, 10107]","['EMEP', 'AIRBASE']","[25822, 25273]"
-615,"[13360, 10114]","['EMEP', 'AIRBASE']","[25691, 25274]"
-616,"[13362, 10117]","['EMEP', 'AIRBASE']","[25656, 25275]"
-617,"[13365, 10119]","['EMEP', 'AIRBASE']","[25697, 25277]"
-618,"[13358, 10127]","['EMEP', 'AIRBASE']","[25843, 25278]"
-619,"[10531, 13376]","['AIRBASE', 'EMEP']","[25526, 25808]"
-620,"[13381, 10647]","['EMEP', 'AIRBASE']","[25838, 25600]"
-621,"[13398, 10701]","['EMEP', 'AIRBASE']","[25773, 25623]"
-622,"[13401, 10739]","['EMEP', 'AIRBASE']","[25805, 25644]"
-623,"[13402, 10742]","['EMEP', 'AIRBASE']","[25841, 25646]"
-624,"[13642, 10879]","['CASTNET', 'AQS']","[25963, 25994]"
-625,"[13590, 10991]","['CASTNET', 'AQS']","[25911, 26106]"
-626,"[13553, 11399]","['CASTNET', 'AQS']","[25874, 26514]"
-627,"[13664, 11459]","['CASTNET', 'AQS']","[25985, 26574]"
-628,"[13556, 11508]","['CASTNET', 'AQS']","[25877, 26623]"
-629,"[13645, 11518, 13646]","['CASTNET', 'AQS', 'CASTNET']","[25966, 26633, 25967]"
-630,"[13607, 11585, 13608]","['CASTNET', 'AQS', 'CASTNET']","[25928, 26700, 25929]"
-631,"[13644, 11639]","['CASTNET', 'AQS']","[25965, 26754]"
-632,"[13665, 11657, 13666]","['CASTNET', 'AQS', 'CASTNET']","[25986, 26772, 25987]"
-633,"[13651, 11703, 17209]","['CASTNET', 'AQS', 'AQS']","[25972, 26818, 47364]"
-634,"[13639, 11744]","['CASTNET', 'AQS']","[25960, 26859]"
-635,"[13570, 11783]","['CASTNET', 'AQS']","[25891, 26898]"
-636,"[13596, 11830]","['CASTNET', 'AQS']","[25917, 26945]"
-637,"[13554, 11915, 11913]","['CASTNET', 'AQS', 'AQS']","[25875, 27030, 27028]"
-638,"[13589, 11946]","['CASTNET', 'AQS']","[25910, 27061]"
-639,"[13559, 11957]","['CASTNET', 'AQS']","[25880, 27072]"
-640,"[13649, 12052]","['CASTNET', 'AQS']","[25970, 27167]"
-641,"[13581, 12058]","['CASTNET', 'AQS']","[25902, 27173]"
-642,"[13555, 12066]","['CASTNET', 'AQS']","[25876, 27181]"
-643,"[13601, 12126]","['CASTNET', 'AQS']","[25922, 27241]"
-644,"[13558, 12184]","['CASTNET', 'AQS']","[25879, 27299]"
-645,"[13661, 12240]","['CASTNET', 'AQS']","[25982, 27355]"
-646,"[13660, 12276]","['CASTNET', 'AQS']","[25981, 27391]"
-647,"[13547, 12340]","['CASTNET', 'AQS']","[25868, 27455]"
-648,"[13600, 12373]","['CASTNET', 'AQS']","[25921, 27488]"
-649,"[13629, 12383]","['CASTNET', 'AQS']","[25950, 27498]"
-650,"[13588, 12388]","['CASTNET', 'AQS']","[25909, 27503]"
-651,"[13599, 12427]","['CASTNET', 'AQS']","[25920, 27542]"
-652,"[13597, 12435]","['CASTNET', 'AQS']","[25918, 27550]"
-653,"[13621, 12477]","['CASTNET', 'AQS']","[25942, 27592]"
-654,"[13602, 12491, 13603]","['CASTNET', 'AQS', 'CASTNET']","[25923, 27606, 25924]"
-655,"[13633, 12537]","['CASTNET', 'AQS']","[25954, 27652]"
-656,"[13632, 12651]","['CASTNET', 'AQS']","[25953, 27766]"
-657,"[13569, 12659]","['CASTNET', 'AQS']","[25890, 27774]"
-658,"[13578, 12678]","['CASTNET', 'AQS']","[25899, 27793]"
-659,"[13573, 12694]","['CASTNET', 'AQS']","[25894, 27809]"
-660,"[13643, 12765]","['CASTNET', 'AQS']","[25964, 27880]"
-661,"[13610, 12920]","['CASTNET', 'AQS']","[25931, 28035]"
-662,"[13611, 12921]","['CASTNET', 'AQS']","[25932, 28036]"
-663,"[13638, 12998]","['CASTNET', 'AQS']","[25959, 28113]"
-664,"[13625, 13007]","['CASTNET', 'AQS']","[25946, 28122]"
-665,"[13591, 13062]","['CASTNET', 'AQS']","[25912, 28177]"
-666,"[13622, 13072, 13623]","['CASTNET', 'AQS', 'CASTNET']","[25943, 28187, 25944]"
-667,"[13631, 13136]","['CASTNET', 'AQS']","[25952, 28251]"
-668,"[13598, 13146]","['CASTNET', 'AQS']","[25919, 28261]"
-669,"[13147, 13614]","['AQS', 'CASTNET']","[28262, 25935]"
-670,"[13628, 13173]","['CASTNET', 'AQS']","[25949, 28288]"
-671,"[13656, 11339]","['CASTNET', 'AQS']","[25977, 26454]"
-672,"[13653, 11590]","['CASTNET', 'AQS']","[25974, 26705]"
-673,"[13361, 4535, 10134]","['EMEP', 'GAW', 'AIRBASE']","[25666, 25856, 25279]"
-674,"[7465, 4607, 13298]","['AIRBASE', 'GAW', 'EMEP']","[23738, 21826, 25780]"
-675,"[13310, 7974]","['EMEP', 'AIRBASE']","[25708, 24052]"
-676,"[10915, 13604]","['AQS', 'CASTNET']","[26030, 25925]"
-677,"[13594, 10919, 13593]","['CASTNET', 'AQS', 'CASTNET']","[25915, 26034, 25914]"
-678,"[13551, 10921, 10922]","['CASTNET', 'AQS', 'AQS']","[25872, 26036, 26037]"
-679,"[13566, 10966]","['CASTNET', 'AQS']","[25887, 26081]"
-680,"[11064, 13574]","['AQS', 'CASTNET']","[26179, 25895]"
-681,"[11119, 13663, 13548]","['AQS', 'CASTNET', 'CASTNET']","[26234, 25984, 25869]"
-682,"[11197, 13627]","['AQS', 'CASTNET']","[26312, 25948]"
-683,"[11217, 13540]","['AQS', 'CASTNET']","[26332, 25861]"
-684,"[11310, 13571]","['AQS', 'CASTNET']","[26425, 25892]"
-685,"[11414, 13637, 13636, 11418]","['AQS', 'CASTNET', 'CASTNET', 'AQS']","[26529, 25958, 25957, 26533]"
-686,"[11427, 13577]","['AQS', 'CASTNET']","[26542, 25898]"
-687,"[11529, 13562]","['AQS', 'CASTNET']","[26644, 25883]"
-688,"[13546, 11609]","['CASTNET', 'AQS']","[25867, 26724]"
-689,"[11808, 13579]","['AQS', 'CASTNET']","[26923, 25900]"
-690,"[13585, 11893, 13586]","['CASTNET', 'AQS', 'CASTNET']","[25906, 27008, 25907]"
-691,"[13652, 12083]","['CASTNET', 'AQS']","[25973, 27198]"
-692,"[13549, 12170]","['CASTNET', 'AQS']","[25870, 27285]"
-693,"[12227, 13550]","['AQS', 'CASTNET']","[27342, 25871]"
-694,"[13595, 12559]","['CASTNET', 'AQS']","[25916, 27674]"
-695,"[13583, 12627, 13584]","['CASTNET', 'AQS', 'CASTNET']","[25904, 27742, 25905]"
-696,"[12748, 13568]","['AQS', 'CASTNET']","[27863, 25889]"
-697,"[12761, 13552]","['AQS', 'CASTNET']","[27876, 25873]"
-698,"[13606, 12769, 17230]","['CASTNET', 'AQS', 'AQS']","[25927, 27884, 47385]"
-699,"[12832, 13587]","['AQS', 'CASTNET']","[27947, 25908]"
-700,"[12959, 13560]","['AQS', 'CASTNET']","[28074, 25881]"
-701,"[13641, 13004]","['CASTNET', 'AQS']","[25962, 28119]"
-702,"[13024, 13655]","['AQS', 'CASTNET']","[28139, 25976]"
-703,"[13048, 13565]","['AQS', 'CASTNET']","[28163, 25886]"
-704,"[13650, 13190]","['CASTNET', 'AQS']","[25971, 28305]"
-705,"[13205, 14722]","['AQS', 'NAPS']","[28320, 28580]"
-706,"[3351, 6130]","['UBA', 'AIRBASE']","[16704, 22806]"
-707,"[4037, 6402, 6404, 3751]","['UBA', 'AIRBASE', 'AIRBASE', 'UBA']","[20646, 22979, 22981, 19457]"
-708,"[4081, 5732]","['UBA', 'AIRBASE']","[20850, 22586]"
-709,"[4014, 6104, 3952, 6105]","['UBA', 'AIRBASE', 'UBA', 'AIRBASE']","[20556, 22790, 20301, 22791]"
-710,"[12067, 12068]","['AQS', 'AQS']","[27182, 27183]"
-711,"[17240, 17240]","['GAW', 'GAW']","[28785, 28769]"
-712,"[5480, 5479]","['AIRBASE', 'AIRBASE']","[22448, 22447]"
-713,"[5295, 5299]","['AIRBASE', 'AIRBASE']","[22326, 22329]"
-714,"[7233, 6771]","['AIRBASE', 'AIRBASE']","[23604, 23217]"
-715,"[7116, 6789]","['AIRBASE', 'AIRBASE']","[23506, 23231]"
-716,"[7107, 6989]","['AIRBASE', 'AIRBASE']","[23499, 23394]"
-717,"[7281, 7186]","['AIRBASE', 'AIRBASE']","[23643, 23560]"
-718,"[8551, 8552]","['AIRBASE', 'AIRBASE']","[24404, 24405]"
-719,"[8573, 8574]","['AIRBASE', 'AIRBASE']","[24418, 24419]"
-720,"[10326, 10325]","['AIRBASE', 'AIRBASE']","[25372, 25371]"
-721,"[7103, 6911]","['AIRBASE', 'AIRBASE']","[23496, 23326]"
-722,"[3460, 5971]","['UBA', 'AIRBASE']","[17550, 22713]"
-723,"[7990, 7466]","['AIRBASE', 'AIRBASE']","[24060, 23739]"
-724,"[14738, 14730]","['NAPS', 'NAPS']","[28382, 28508]"
-725,"[13356, 10086]","['EMEP', 'AIRBASE']","[25819, 25265]"
-726,"[13357, 10087]","['EMEP', 'AIRBASE']","[25663, 25266]"
-727,"[13592, 11844, 11843]","['CASTNET', 'AQS', 'AQS']","[25913, 26959, 26958]"
-728,"[7443, 4574, 13299]","['AIRBASE', 'GAW', 'EMEP']","[23727, 21899, 25818]"
-729,"[13580, 13050]","['CASTNET', 'AQS']","[25901, 28165]"
-730,"[13305, 8177]","['EMEP', 'AIRBASE']","[25772, 24174]"
-731,"[13662, 13182]","['CASTNET', 'AQS']","[25983, 28297]"
-732,"[3368, 5525]","['UBA', 'AIRBASE']","[16825, 22480]"
-733,"[6622, 13291]","['AIRBASE', 'EMEP']","[23133, 25655]"
-734,"[13330, 8731]","['EMEP', 'AIRBASE']","[25782, 24514]"
-735,"[4908, 4629]","['EANET', 'GAW']","[22103, 21924]"
-736,"[3346, 3783, 5806, 5807]","['UBA', 'UBA', 'AIRBASE', 'AIRBASE']","[16675, 19591, 22622, 22623]"
-737,"[3848, 3881, 5751, 5752]","['UBA', 'UBA', 'AIRBASE', 'AIRBASE']","[19856, 19988, 22597, 22598]"
-738,"[4987, 4988]","['AIRBASE', 'AIRBASE']","[22164, 22165]"
-739,"[5035, 5038]","['AIRBASE', 'AIRBASE']","[22196, 22198]"
-740,"[6644, 7306]","['AIRBASE', 'AIRBASE']","[23148, 23662]"
-741,"[6768, 7093]","['AIRBASE', 'AIRBASE']","[23214, 23486]"
-742,"[7016, 7215]","['AIRBASE', 'AIRBASE']","[23421, 23586]"
-743,"[7417, 7444]","['AIRBASE', 'AIRBASE']","[23721, 23728]"
-744,"[7557, 7778, 8231]","['AIRBASE', 'AIRBASE', 'AIRBASE']","[23791, 23933, 24202]"
-745,"[7559, 8302, 8459]","['AIRBASE', 'AIRBASE', 'AIRBASE']","[23793, 24238, 24349]"
-746,"[7562, 7564]","['AIRBASE', 'AIRBASE']","[23796, 23797]"
-747,"[7746, 7943]","['AIRBASE', 'AIRBASE']","[23910, 24033]"
-748,"[8106, 8107]","['AIRBASE', 'AIRBASE']","[24124, 24125]"
-749,"[8117, 8121]","['AIRBASE', 'AIRBASE']","[24133, 24135]"
-750,"[9083, 9089]","['AIRBASE', 'AIRBASE']","[24710, 24713]"
-751,"[9197, 9198]","['AIRBASE', 'AIRBASE']","[24774, 24775]"
-752,"[9304, 9354]","['AIRBASE', 'AIRBASE']","[24827, 24855]"
-753,"[9431, 9432]","['AIRBASE', 'AIRBASE']","[24904, 24905]"
-754,"[9573, 9574]","['AIRBASE', 'AIRBASE']","[24985, 24986]"
-755,"[9768, 9813]","['AIRBASE', 'AIRBASE']","[25075, 25095]"
-756,"[9788, 9789]","['AIRBASE', 'AIRBASE']","[25086, 25087]"
-757,"[10686, 10687]","['AIRBASE', 'AIRBASE']","[25616, 25617]"
-758,"[11021, 11022]","['AQS', 'AQS']","[26136, 26137]"
-759,"[11150, 11151]","['AQS', 'AQS']","[26265, 26266]"
-760,"[11243, 11244]","['AQS', 'AQS']","[26358, 26359]"
-761,"[11290, 11294]","['AQS', 'AQS']","[26405, 26409]"
-762,"[11302, 11303]","['AQS', 'AQS']","[26417, 26418]"
-763,"[11371, 11373]","['AQS', 'AQS']","[26486, 26488]"
-764,"[11453, 11454]","['AQS', 'AQS']","[26568, 26569]"
-765,"[11687, 11688]","['AQS', 'AQS']","[26802, 26803]"
-766,"[11873, 11874]","['AQS', 'AQS']","[26988, 26989]"
-767,"[11976, 11978]","['AQS', 'AQS']","[27091, 27093]"
-768,"[12159, 12160]","['AQS', 'AQS']","[27274, 27275]"
-769,"[12250, 12254]","['AQS', 'AQS']","[27365, 27369]"
-770,"[12327, 12329]","['AQS', 'AQS']","[27442, 27444]"
-771,"[12381, 12382]","['AQS', 'AQS']","[27496, 27497]"
-772,"[12470, 12471]","['AQS', 'AQS']","[27585, 27586]"
-773,"[12475, 12476]","['AQS', 'AQS']","[27590, 27591]"
-774,"[12483, 12484]","['AQS', 'AQS']","[27598, 27599]"
-775,"[12517, 12519, 16932]","['AQS', 'AQS', 'AQS']","[27632, 27634, 47087]"
-776,"[12521, 12523]","['AQS', 'AQS']","[27636, 27638]"
-777,"[12541, 12542, 12543]","['AQS', 'AQS', 'AQS']","[27656, 27657, 27658]"
-778,"[12611, 12612]","['AQS', 'AQS']","[27726, 27727]"
-779,"[12640, 12641]","['AQS', 'AQS']","[27755, 27756]"
-780,"[12838, 12841]","['AQS', 'AQS']","[27953, 27956]"
-781,"[12941, 12942]","['AQS', 'AQS']","[28056, 28057]"
-782,"[12955, 12958]","['AQS', 'AQS']","[28070, 28073]"
-783,"[13122, 13126]","['AQS', 'AQS']","[28237, 28241]"
-784,"[13144, 13145]","['AQS', 'AQS']","[28259, 28260]"
-785,"[14694, 14695, 14693, 15061]","['NAPS', 'NAPS', 'NAPS', 'NAPS']","[28377, 28381, 28378, 28705]"
-786,"[14810, 14818, 14825, 14831]","['NAPS', 'NAPS', 'NAPS', 'NAPS']","[28569, 28474, 28405, 28665]"
-787,"[14840, 14841]","['NAPS', 'NAPS']","[28438, 28436]"
-788,"[14974, 14980]","['NAPS', 'NAPS']","[28513, 28395]"
-789,"[14976, 14979]","['NAPS', 'NAPS']","[28515, 28390]"
-790,"[3970, 4086, 6011, 6010]","['UBA', 'UBA', 'AIRBASE', 'AIRBASE']","[20367, 20867, 22734, 22733]"
-791,"[13355, 10001, 10000, 13353]","['EMEP', 'AIRBASE', 'AIRBASE', 'EMEP']","[25798, 25216, 25215, 25741]"
-792,"[3455, 3959, 6232, 6233]","['UBA', 'UBA', 'AIRBASE', 'AIRBASE']","[17504, 20322, 22868, 22869]"
-793,"[3456, 3904, 6098, 6099]","['UBA', 'UBA', 'AIRBASE', 'AIRBASE']","[17512, 20103, 22785, 22786]"
-794,"[3809, 3748, 6205, 6206]","['UBA', 'UBA', 'AIRBASE', 'AIRBASE']","[19689, 19438, 22859, 22860]"
-795,"[5147, 5149]","['AIRBASE', 'AIRBASE']","[22262, 22263]"
-796,"[7483, 7484]","['AIRBASE', 'AIRBASE']","[23746, 23747]"
-797,"[8188, 7913, 7549]","['AIRBASE', 'AIRBASE', 'AIRBASE']","[24181, 24015, 23784]"
-798,"[7617, 7618]","['AIRBASE', 'AIRBASE']","[23829, 23830]"
-799,"[7762, 7810]","['AIRBASE', 'AIRBASE']","[23921, 23951]"
-800,"[8496, 7871]","['AIRBASE', 'AIRBASE']","[24371, 23987]"
-801,"[7918, 8067]","['AIRBASE', 'AIRBASE']","[24018, 24099]"
-802,"[7931, 7980]","['AIRBASE', 'AIRBASE']","[24026, 24054]"
-803,"[8135, 8136]","['AIRBASE', 'AIRBASE']","[24147, 24148]"
-804,"[8334, 8335]","['AIRBASE', 'AIRBASE']","[24260, 24261]"
-805,"[8337, 8338]","['AIRBASE', 'AIRBASE']","[24262, 24263]"
-806,"[8671, 8677]","['AIRBASE', 'AIRBASE']","[24480, 24484]"
-807,"[10926, 10939]","['AQS', 'AQS']","[26041, 26054]"
-808,"[11001, 11002, 16668]","['AQS', 'AQS', 'AQS']","[26116, 26117, 46823]"
-809,"[11041, 11043]","['AQS', 'AQS']","[26156, 26158]"
-810,"[11317, 11318]","['AQS', 'AQS']","[26432, 26433]"
-811,"[11906, 11907]","['AQS', 'AQS']","[27021, 27022]"
-812,"[12099, 12102]","['AQS', 'AQS']","[27214, 27217]"
-813,"[12116, 12117]","['AQS', 'AQS']","[27231, 27232]"
-814,"[12241, 12243, 16888]","['AQS', 'AQS', 'AQS']","[27356, 27358, 47043]"
-815,"[12270, 12271]","['AQS', 'AQS']","[27385, 27386]"
-816,"[12400, 12401]","['AQS', 'AQS']","[27515, 27516]"
-817,"[12554, 12555, 12556]","['AQS', 'AQS', 'AQS']","[27669, 27670, 27671]"
-818,"[12633, 12634]","['AQS', 'AQS']","[27748, 27749]"
-819,"[13075, 13076]","['AQS', 'AQS']","[28190, 28191]"
-820,"[13092, 13093]","['AQS', 'AQS']","[28207, 28208]"
-821,"[13124, 13125]","['AQS', 'AQS']","[28239, 28240]"
-822,"[14930, 14932, 14933]","['NAPS', 'NAPS', 'NAPS']","[28619, 28682, 28683]"
-823,"[14998, 14999]","['NAPS', 'NAPS']","[28362, 28363]"
-824,"[11336, 11340, 13654]","['AQS', 'AQS', 'CASTNET']","[26451, 26455, 25975]"
-825,"[11899, 11901, 13557, 17116]","['AQS', 'AQS', 'CASTNET', 'AQS']","[27014, 27016, 25878, 47271]"
-826,"[4071, 3360, 6405, 6406]","['UBA', 'UBA', 'AIRBASE', 'AIRBASE']","[20802, 16758, 22982, 22983]"
-827,"[12505, 12506, 12507]","['AQS', 'AQS', 'AQS']","[27620, 27621, 27622]"
-828,"[3457, 4109, 6432, 6434]","['UBA', 'UBA', 'AIRBASE', 'AIRBASE']","[17520, 20959, 23002, 23003]"
-829,"[8929, 9512]","['AIRBASE', 'AIRBASE']","[24623, 24957]"
-830,"[14915, 14916]","['NAPS', 'NAPS']","[28614, 28353]"
-831,"[11096, 11097]","['AQS', 'AQS']","[26211, 26212]"
-832,"[12603, 12608]","['AQS', 'AQS']","[27718, 27723]"
-833,"[14750, 14752, 14753]","['NAPS', 'NAPS', 'NAPS']","[28621, 28623, 28624]"
-834,"[14859, 14860]","['NAPS', 'NAPS']","[28455, 28456]"
-835,"[4615, 4615]","['GAW', 'GAW']","[21842, 21843]"
-836,"[8098, 13306]","['AIRBASE', 'EMEP']","[24117, 25777]"
-837,"[3907, 13254, 6358]","['UBA', 'EMEP', 'AIRBASE']","[20117, 25710, 22949]"
-838,"[9942, 9943]","['AIRBASE', 'AIRBASE']","[25181, 25182]"
-839,"[14707, 17306]","['NAPS', 'OTHER']","[28481, 47908]"
-840,"[3397, 6451]","['UBA', 'AIRBASE']","[17040, 23014]"
-841,"[4070, 6307]","['UBA', 'AIRBASE']","[20796, 22918]"
-842,"[4119, 6371]","['UBA', 'AIRBASE']","[21006, 22956]"
-843,"[4592, 13379]","['GAW', 'EMEP']","[21913, 25792]"
-844,"[4927, 14786]","['CAPMON', 'NAPS']","[22122, 28419]"
-845,"[6594, 13271]","['AIRBASE', 'EMEP']","[23109, 25797]"
-846,"[6780, 7085]","['AIRBASE', 'AIRBASE']","[23223, 23480]"
-847,"[7504, 7646]","['AIRBASE', 'AIRBASE']","[23760, 23850]"
-848,"[7510, 7509]","['AIRBASE', 'AIRBASE']","[23764, 23763]"
-849,"[7743, 7753]","['AIRBASE', 'AIRBASE']","[23908, 23914]"
-850,"[7846, 7867]","['AIRBASE', 'AIRBASE']","[23975, 23986]"
-851,"[7855, 8295]","['AIRBASE', 'AIRBASE']","[23980, 24234]"
-852,"[7908, 7909]","['AIRBASE', 'AIRBASE']","[24010, 24011]"
-853,"[7994, 7991]","['AIRBASE', 'AIRBASE']","[24062, 24061]"
-854,"[8164, 8168]","['AIRBASE', 'AIRBASE']","[24166, 24169]"
-855,"[8300, 8494]","['AIRBASE', 'AIRBASE']","[24237, 24370]"
-856,"[8343, 8367]","['AIRBASE', 'AIRBASE']","[24266, 24285]"
-857,"[8344, 8377]","['AIRBASE', 'AIRBASE']","[24267, 24293]"
-858,"[9413, 9254]","['AIRBASE', 'AIRBASE']","[24889, 24802]"
-859,"[9461, 9260]","['AIRBASE', 'AIRBASE']","[24923, 24806]"
-860,"[4596, 4596]","['GAW', 'GAW']","[21847, 21848]"
-861,"[4616, 4631, 4631]","['GAW', 'GAW', 'GAW']","[21941, 21943, 28704]"
-862,"[4649, 4649]","['GAW', 'GAW']","[21927, 21928]"
-863,"[5136, 5137]","['AIRBASE', 'AIRBASE']","[22256, 22257]"
-864,"[6639, 6640]","['AIRBASE', 'AIRBASE']","[23143, 23144]"
-865,"[6689, 6986]","['AIRBASE', 'AIRBASE']","[23169, 23391]"
-866,"[6773, 7255]","['AIRBASE', 'AIRBASE']","[23219, 23622]"
-867,"[7911, 7660]","['AIRBASE', 'AIRBASE']","[24013, 23859]"
-868,"[8147, 17307, 17307]","['AIRBASE', 'OTHER', 'OTHER']","[24155, 47911, 47912]"
-869,"[8576, 8636, 8656]","['AIRBASE', 'AIRBASE', 'AIRBASE']","[24420, 24452, 24469]"
-870,"[9308, 9309]","['AIRBASE', 'AIRBASE']","[24829, 24830]"
-871,"[9353, 9844]","['AIRBASE', 'AIRBASE']","[24854, 25110]"
-872,"[9603, 9820]","['AIRBASE', 'AIRBASE']","[25001, 25099]"
-873,"[10058, 10060]","['AIRBASE', 'AIRBASE']","[25247, 25249]"
-874,"[17104, 10969]","['AQS', 'AQS']","[47259, 26084]"
-875,"[11006, 16670]","['AQS', 'AQS']","[26121, 46825]"
-876,"[16669, 11007]","['AQS', 'AQS']","[46824, 26122]"
-877,"[11017, 11019]","['AQS', 'AQS']","[26132, 26134]"
-878,"[11060, 16683]","['AQS', 'AQS']","[26175, 46838]"
-879,"[16694, 11106, 11107]","['AQS', 'AQS', 'AQS']","[46849, 26221, 26222]"
-880,"[16705, 11176]","['AQS', 'AQS']","[46860, 26291]"
-881,"[11202, 11206]","['AQS', 'AQS']","[26317, 26321]"
-882,"[16725, 17135, 11261]","['AQS', 'AQS', 'AQS']","[46880, 47290, 26376]"
-883,"[17109, 11263, 11264]","['AQS', 'AQS', 'AQS']","[47264, 26378, 26379]"
-884,"[11270, 11271]","['AQS', 'AQS']","[26385, 26386]"
-885,"[16733, 11319]","['AQS', 'AQS']","[46888, 26434]"
-886,"[11323, 11325]","['AQS', 'AQS']","[26438, 26440]"
-887,"[16744, 11382]","['AQS', 'AQS']","[46899, 26497]"
-888,"[16764, 11605]","['AQS', 'AQS']","[46919, 26720]"
-889,"[16779, 11652]","['AQS', 'AQS']","[46934, 26767]"
-890,"[11676, 11673]","['AQS', 'AQS']","[26791, 26788]"
-891,"[17182, 11717]","['AQS', 'AQS']","[47337, 26832]"
-892,"[16803, 11816]","['AQS', 'AQS']","[46958, 26931]"
-893,"[16817, 11859]","['AQS', 'AQS']","[46972, 26974]"
-894,"[11924, 11925]","['AQS', 'AQS']","[27039, 27040]"
-895,"[12092, 12093]","['AQS', 'AQS']","[27207, 27208]"
-896,"[12111, 12110]","['AQS', 'AQS']","[27226, 27225]"
-897,"[12118, 12115]","['AQS', 'AQS']","[27233, 27230]"
-898,"[12124, 12123]","['AQS', 'AQS']","[27239, 27238]"
-899,"[16886, 12190]","['AQS', 'AQS']","[47041, 27305]"
-900,"[16901, 12288]","['AQS', 'AQS']","[47056, 27403]"
-901,"[12416, 12415]","['AQS', 'AQS']","[27531, 27530]"
-902,"[12509, 17158]","['AQS', 'AQS']","[27624, 47313]"
-903,"[12528, 16933]","['AQS', 'AQS']","[27643, 47088]"
-904,"[17708, 12550]","['AQS', 'AQS']","[48312, 27665]"
-905,"[12637, 12638]","['AQS', 'AQS']","[27752, 27753]"
-906,"[12675, 16956]","['AQS', 'AQS']","[27790, 47111]"
-907,"[12750, 12749]","['AQS', 'AQS']","[27865, 27864]"
-908,"[12854, 12858]","['AQS', 'AQS']","[27969, 27973]"
-909,"[13111, 17034]","['AQS', 'AQS']","[28226, 47189]"
-910,"[13130, 13135]","['AQS', 'AQS']","[28245, 28250]"
-911,"[13140, 17046]","['AQS', 'AQS']","[28255, 47201]"
-912,"[13634, 13635]","['CASTNET', 'CASTNET']","[25955, 25956]"
-913,"[13658, 13659]","['CASTNET', 'CASTNET']","[25979, 25980]"
-914,"[14710, 14713]","['NAPS', 'NAPS']","[28554, 28557]"
-915,"[14732, 14747]","['NAPS', 'NAPS']","[28386, 28550]"
-916,"[14846, 14849, 14847, 14848]","['NAPS', 'NAPS', 'NAPS', 'NAPS']","[28498, 28501, 28499, 28500]"
-917,"[15692, 15695]","['NIES', 'NIES']","[35597, 35600]"
-918,"[15739, 15743]","['NIES', 'NIES']","[35644, 35648]"
-919,"[15966, 15970]","['NIES', 'NIES']","[35871, 35875]"
-920,"[16370, 16371]","['NIES', 'NIES']","[36275, 36276]"
-921,"[17031, 17193]","['AQS', 'AQS']","[47186, 47348]"
-922,"[17313, 17314]","['KRAQN', 'KRAQN']","[47918, 47919]"
diff --git a/resources/toar_dataset_groups.csv b/resources/toar_dataset_groups.csv
deleted file mode 100644
index a40b3305b4cdcd9c4ba4ade8ffef00df2e3c5234..0000000000000000000000000000000000000000
--- a/resources/toar_dataset_groups.csv
+++ /dev/null
@@ -1,1239 +0,0 @@
-members,group,station_id,network_name,series_id,data_start_date,data_end_date
-[23733; 25771; 21932],1,FI0009R,EMEP,25771,09.07.1986 19:00,31.12.2013 23:00
-[28710; 24281; 25672; 21905],2,PUY,OTHER,28710,03.06.1995 00:00,31.10.1998 16:00
-[28710; 24281; 25672; 21905],2,FR07015,AIRBASE,24281,01.01.1999 01:00,31.12.2011 23:00
-[28710; 24281; 25672; 21905],2,FR0030R,EMEP,25672,01.01.2012 00:00,31.12.2013 23:00
-[25850; 23124; 25668],3,MHN639N00,GAW,25850,31.12.2000 23:00,31.12.2004 20:00
-[25850; 23124; 25668],3,ES0006R,AIRBASE,23124,01.01.2008 00:00,31.12.2008 23:00
-[25850; 23124; 25668],3,ES0006R,EMEP,25668,01.01.2010 01:00,31.12.2013 23:00
-[47910; 25678],4,SI0031R,EMEP,25678,01.01.1991 01:00,31.12.2013 23:00
-[47910; 25678],4,ZRN646N00,GAW,47910,01.01.2014 00:00,31.12.2014 22:00
-[25852; 23123; 25789],5,ES0005R,EMEP,25789,01.01.1993 00:00,07.06.2000 06:00
-[25852; 23123; 25789],5,NIA642N00,GAW,25852,01.01.2001 01:00,31.12.2004 23:00
-[25852; 23123; 25789],5,ES0005R,AIRBASE,23123,01.01.2008 00:00,31.12.2012 22:00
-[25768; 25382; 21854],6,PL0005R,EMEP,25768,01.09.1995 00:00,31.12.2014 23:00
-[25705; 23736; 21934],7,FI0017R,EMEP,25705,11.08.1988 15:00,31.12.2013 23:00
-[22255; 25845],8,AT0032R,EMEP,25845,01.01.1990 00:00,31.12.2013 23:00
-[22314; 25698],9,BE0032R,EMEP,25698,08.01.1988 12:00,31.12.2013 23:00
-[22316; 25827],10,BE0035R,EMEP,25827,01.01.1988 00:00,31.12.2013 23:00
-[22321; 25658],11,BETN121,AIRBASE,22321,23.04.1990 13:00,31.12.2012 23:00
-[22321; 25658],11,BE0001R,EMEP,25658,01.01.2013 01:00,31.12.2013 23:00
-[23105; 25739; 23106],12,DK0048A,AIRBASE,23106,31.12.1996 23:00,11.10.2004 09:00
-[23105; 25739; 23106],12,DK0054A,AIRBASE,23105,12.11.2004 00:00,31.12.2012 22:00
-[23105; 25739; 23106],12,DK0005R,EMEP,25739,01.01.2013 01:00,31.12.2013 18:00
-[24057; 25712],13,FR15031,AIRBASE,24057,01.01.1999 00:00,31.12.2012 23:00
-[24057; 25712],13,FR0016R,EMEP,25712,01.01.2013 00:00,31.12.2013 23:00
-[24377; 25765; 24378],14,FR0008R,EMEP,25765,01.01.1988 00:00,31.12.2004 23:00
-[24377; 25765; 24378],14,FR16201,AIRBASE,24377,01.01.2005 00:00,31.12.2005 00:00
-[24377; 25765; 24378],14,FR0008R,EMEP,25765,01.01.2006 01:00,31.12.2013 23:00
-[25217; 25657],15,NL00444,AIRBASE,25217,29.04.1994 11:00,31.12.2012 23:00
-[25217; 25657],15,NL0091R,EMEP,25657,01.01.2013 01:00,31.12.2013 23:00
-[25255; 25717],16,NL0010R,EMEP,25717,31.03.1986 23:00,31.12.1996 23:00
-[25255; 25717],16,NL00131,AIRBASE,25255,01.01.1997 00:00,31.12.2012 23:00
-[25255; 25717],16,NL0010R,EMEP,25717,01.01.2013 01:00,31.12.2013 23:00
-[27571; 25968],17,38-007-0002,AQS,27571,14.08.1998 22:00,31.12.2002 23:00
-[27571; 25968],17,THR422,CASTNET,25968,01.01.2003 01:00,31.12.2003 23:00
-[27571; 25968],17,38-007-0002,AQS,27571,27.05.2004 13:00,31.12.2015 00:00
-[17570; 20570; 22634; 22635; 48337],18,DEBB042,UBA,17570,01.01.1995 00:00,31.12.1995 23:00
-[17570; 20570; 22634; 22635; 48337],18,DEBB035,UBA,20570,01.01.1996 00:00,31.12.1996 23:00
-[17570; 20570; 22634; 22635; 48337],18,DEBB042,UBA,17570,14.05.1997 12:00,05.05.2014 10:00
-[16601; 25758; 21935; 23065],19,DE0001R,EMEP,25758,29.02.1984 23:00,31.12.1989 23:00
-[16601; 25758; 21935; 23065],19,DEUB001,UBA,16601,01.01.1990 01:00,03.03.2016 06:00
-[16661; 22601],20,DENW034,AIRBASE,22601,01.01.1989 00:00,31.12.1989 23:00
-[16661; 22601],20,DENW034,UBA,16661,01.01.1990 01:00,03.03.2016 06:00
-[16670; 22602],21,DENW071,AIRBASE,22602,01.01.1989 00:00,23.11.1989 00:00
-[16670; 22602],21,DENW071,UBA,16670,18.01.1990 15:00,03.03.2016 06:00
-[16687; 22783],22,DENW053,AIRBASE,22783,01.01.1988 00:00,31.12.1989 23:00
-[16687; 22783],22,DENW053,UBA,16687,03.01.1990 01:00,03.03.2016 05:00
-[16694; 22784],23,DENW059,AIRBASE,22784,01.01.1989 00:00,31.12.1989 23:00
-[16694; 22784],23,DENW059,UBA,16694,01.01.1990 01:00,03.03.2016 06:00
-[16805; 25738; 21920; 22965],24,DE0003R,EMEP,25738,01.01.1984 00:00,31.12.1989 23:00
-[16805; 25738; 21920; 22965],24,DEUB004,UBA,16805,01.01.1990 01:00,03.03.2016 06:00
-[16848; 22604],25,DEBW004,AIRBASE,22604,01.01.1984 00:00,24.12.1986 05:00
-[16848; 22604],25,DEBW004,UBA,16848,01.01.1990 02:00,03.03.2016 05:00
-[16856; 22644],26,DEBW084,AIRBASE,22644,01.01.1984 00:00,31.12.1986 23:00
-[16856; 22644],26,DEBW084,UBA,16856,01.01.1990 01:00,03.03.2016 05:00
-[16887; 22723],27,DEBW009,AIRBASE,22723,01.01.1988 00:00,31.12.1989 23:00
-[16887; 22723],27,DEBW009,UBA,16887,01.01.1990 01:00,03.03.2016 05:00
-[22755; 16901],28,DEBW001,AIRBASE,22755,01.01.1984 00:00,31.12.1989 23:00
-[22755; 16901],28,DEBW001,UBA,16901,01.01.1990 01:00,05.05.2011 04:00
-[22842; 16935],29,DEBW006,AIRBASE,22842,01.01.1984 00:00,01.07.1989 00:00
-[22842; 16935],29,DEBW006,UBA,16935,01.01.1990 01:00,31.12.2013 20:00
-[16943; 22843],30,DEBW005,AIRBASE,22843,01.01.1984 00:00,01.07.1989 00:00
-[16943; 22843],30,DEBW005,UBA,16943,01.01.1990 01:00,03.03.2016 05:00
-[22844; 16951],31,DEBW007,AIRBASE,22844,01.01.1984 00:00,01.07.1989 00:00
-[22844; 16951],31,DEBW007,UBA,16951,01.01.1990 01:00,05.05.2011 03:00
-[16958; 22876],32,DEBW073,AIRBASE,22876,01.01.1994 00:00,31.12.2000 23:00
-[16958; 22876],32,DEBW073,UBA,16958,01.01.2001 01:00,03.03.2016 05:00
-[17031; 23010],33,DEBW013,AIRBASE,23010,01.01.1984 00:00,31.12.1986 23:00
-[17031; 23010],33,DEBW013,UBA,17031,01.01.1990 01:00,03.03.2016 05:00
-[17092; 23050],34,DEBW023,AIRBASE,23050,01.01.1988 00:00,01.07.1989 00:00
-[17092; 23050],34,DEBW023,UBA,17092,01.01.1990 01:00,03.03.2016 05:00
-[17255; 22864],35,DEBY037,AIRBASE,22864,01.01.1988 00:00,31.12.1989 23:00
-[17255; 22864],35,DEBY037,UBA,17255,01.01.1990 01:00,03.03.2016 06:00
-[17400; 22582],36,DEHE001,AIRBASE,22582,01.01.1988 12:00,23.12.1989 00:00
-[17400; 22582],36,DEHE001,UBA,17400,26.01.1990 12:00,03.03.2016 06:00
-[17411; 22638],37,DEHE005,AIRBASE,22638,01.01.1988 12:00,31.12.1989 23:00
-[17411; 22638],37,DEHE005,UBA,17411,01.01.1990 01:00,03.03.2016 06:00
-[17696; 23072],38,DEHE022,AIRBASE,23072,01.01.1984 00:00,12.12.1986 13:00
-[17696; 23072],38,DEHE022,UBA,17696,01.01.1990 01:00,03.03.2016 06:00
-[23000; 17937],39,DERP018,AIRBASE,23000,01.01.1988 00:00,31.12.1989 23:00
-[23000; 17937],39,DERP018,UBA,17937,01.01.1990 01:00,23.10.2012 08:00
-[17947; 23063],40,DERP015,AIRBASE,23063,01.01.1988 00:00,31.12.1989 23:00
-[17947; 23063],40,DERP015,UBA,17947,01.01.1990 01:00,03.03.2016 06:00
-[18005; 22749],41,DENI031,AIRBASE,22749,01.01.1988 00:00,31.12.1989 23:00
-[18005; 22749],41,DENI031,UBA,18005,01.01.1990 01:00,03.03.2016 06:00
-[18331; 22483],42,DESH001,AIRBASE,22483,01.01.1988 00:00,31.12.1989 23:00
-[18331; 22483],42,DESH001,UBA,18331,01.01.1990 01:00,03.03.2016 06:00
-[18403; 22969],43,DESH006,AIRBASE,22969,01.01.1988 00:00,02.12.1989 10:00
-[18403; 22969],43,DESH006,UBA,18403,10.02.1990 20:00,03.03.2016 06:00
-[18602; 22512],44,DEBE010,AIRBASE,22512,01.01.1988 00:00,31.12.1989 23:00
-[18602; 22512],44,DEBE010,UBA,18602,01.01.1990 01:00,03.03.2016 06:00
-[18905; 22829],45,DEST076,UBA,18905,01.01.1995 00:00,31.12.2010 23:00
-[18905; 22829],45,DEST076,AIRBASE,22829,01.01.2011 00:00,31.12.2012 23:00
-[18905; 22829],45,DEST076,UBA,18905,01.01.2013 00:00,08.01.2015 07:00
-[20019; 23012],46,DEBW012,AIRBASE,23012,01.05.1986 00:00,31.12.1989 23:00
-[20019; 23012],46,DEBW012,UBA,20019,01.01.1990 01:00,01.10.2000 23:00
-[20153; 22944],47,DEUB017,AIRBASE,22944,01.01.1988 00:00,31.12.1989 23:00
-[20153; 22944],47,DEUB017,UBA,20153,01.01.1990 01:00,01.12.2004 17:00
-[22770; 20183],48,DESH007,AIRBASE,22770,01.01.1988 00:00,29.11.1989 13:00
-[22770; 20183],48,DESH007,UBA,20183,23.02.1990 12:00,11.05.2000 06:00
-[22822; 20238],49,DESH005,AIRBASE,22822,01.01.1988 00:00,10.10.1989 18:00
-[22822; 20238],49,DESH005,UBA,20238,16.02.1990 11:00,17.05.2001 08:00
-[21386; 22757],50,DEBW002,AIRBASE,22757,01.01.1984 00:00,31.12.1986 23:00
-[21386; 22757],50,DEBW002,UBA,21386,01.01.1990 01:00,30.09.2003 22:00
-[21593; 22752],51,DERP019,AIRBASE,22752,01.01.1988 00:00,27.12.1989 02:00
-[21593; 22752],51,DERP019,UBA,21593,04.01.1990 13:00,03.03.2016 06:00
-[21743; 25711; 23044; 21881],52,DE0002R,EMEP,25711,01.01.1984 00:00,31.12.1989 23:00
-[21743; 25711; 23044; 21881],52,DEUB005,UBA,21743,01.01.1990 01:00,03.03.2016 06:00
-[25853; 25793; 25170],53,LV0010R,EMEP,25793,09.02.1994 22:00,31.12.2001 23:00
-[25853; 25793; 25170],53,RCV656N00,GAW,25853,01.01.2002 00:00,30.06.2014 21:00
-[28709; 25748; 21901],54,PDM,OTHER,28709,03.05.2001 10:00,31.12.2006 23:00
-[28709; 25748; 21901],54,FR0019R,EMEP,25748,01.01.2007 01:00,31.12.2013 23:00
-[25839; 16815; 21893; 22877],55,DE0007R,EMEP,25839,01.01.1988 00:00,31.12.1989 23:00
-[25839; 16815; 21893; 22877],55,DEUB030,UBA,16815,01.11.1991 01:00,03.03.2016 06:00
-[25610; 25804; 21879],56,SI0032R,EMEP,25804,28.03.1991 07:00,31.12.2013 23:00
-[21872; 25661; 25232],57,NL0009R,EMEP,25661,21.12.1989 15:00,31.12.2013 23:00
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-[20589; 22917],449,DESN036,UBA,20589,01.01.1992 00:00,31.12.2000 23:00
-[20612; 22593],450,DENW050,UBA,20612,01.01.1990 01:00,14.01.2008 12:00
-[20616; 22539],451,DEHE033,UBA,20616,01.01.1990 00:00,05.01.2005 08:00
-[20625; 22885],452,DEHE034,UBA,20625,20.06.1990 11:00,11.01.2005 09:00
-[20635; 22563],453,DEBB001,UBA,20635,01.01.1993 00:00,20.05.2003 08:00
-[20663; 22740],454,DENW063,UBA,20663,01.01.1990 00:00,08.02.2008 09:00
-[20681; 23092],455,DEST036,UBA,20681,03.03.1993 12:00,23.11.1998 08:00
-[20689; 22796],456,DEUB035,UBA,20689,11.11.1993 19:00,20.10.2005 09:00
-[20707; 22850],457,DEUB033,UBA,20707,05.08.1992 00:00,20.10.2005 10:00
-[20713; 22795],458,DEBY034,UBA,20713,20.11.1990 08:00,30.01.2003 20:00
-[20730; 22763],459,DEBW021,UBA,20730,01.01.1990 04:00,31.12.2003 23:00
-[20750; 22747],460,DEBW094,UBA,20750,05.11.1996 16:00,19.02.2007 12:00
-[20766; 22929],461,DEBB030,UBA,20766,01.01.1994 00:00,12.01.2007 08:00
-[20778; 23078],462,DEBB028,UBA,20778,01.01.1994 00:00,26.11.2002 11:00
-[20788; 23073; 25729],463,DEUB021,UBA,20788,01.09.1990 01:00,28.02.1999 23:00
-[20807; 22518],464,DEBW102,UBA,20807,19.08.1998 15:00,02.04.2003 09:00
-[20826; 22520],465,DEBW045,UBA,20826,05.11.1990 00:00,09.10.2000 09:00
-[20833; 22649],466,DEHE031,UBA,20833,01.01.1990 00:00,11.01.2006 09:00
-[20840; 23015],467,DETH031,UBA,20840,25.06.1992 14:00,31.12.2001 21:00
-[20846; 22968],468,DEUB019,UBA,20846,01.09.1990 01:00,30.11.1998 20:00
-[20853; 22545],469,DEBB003,UBA,20853,01.04.1991 00:00,07.06.2001 10:00
-[20880; 22564],470,DEHE039,UBA,20880,29.05.1991 14:00,03.03.2016 06:00
-[20891; 22674],471,DEBW028,UBA,20891,01.01.1990 00:00,31.12.2003 23:00
-[22489; 20904; 25836],472,DE0017R,EMEP,25836,02.05.1988 00:00,17.01.2001 15:00
-[20911; 22535],473,DEST014,UBA,20911,20.04.2000 06:00,15.03.2004 20:00
-[20930; 22498],474,DEBY008,UBA,20930,01.01.1990 00:00,31.03.2001 23:00
-[20935; 22640],475,DEHE007,UBA,20935,01.01.1990 00:00,01.04.1998 07:00
-[20942; 22898],476,DEHE017,UBA,20942,18.08.1992 10:00,03.02.2005 23:00
-[20948; 22942],477,DEBY064,UBA,20948,02.11.1995 06:00,30.01.2003 20:00
-[25664; 20968; 22587; 21853],478,DE0004R,EMEP,25664,01.01.1984 00:00,02.08.2004 05:00
-[20978; 22888],479,DESL008,UBA,20978,01.01.1990 00:00,31.12.2002 22:00
-[21015; 22967],480,DEST080,UBA,21015,30.04.2002 13:00,31.12.2005 23:00
-[21020; 22729],481,DEUB018,UBA,21020,01.01.1990 00:00,12.01.1999 15:00
-[21027; 22514],482,DEST031,UBA,21027,13.01.1993 22:00,31.12.2000 23:00
-[21038; 22821],483,DESH010,UBA,21038,17.10.1990 14:00,30.05.2000 09:00
-[21055; 23056],484,DEBW030,UBA,21055,01.01.1990 00:00,31.12.2009 23:00
-[21062; 22575],485,DENW004,UBA,21062,01.01.1990 00:00,31.12.2002 22:00
-[21066; 22609],486,DEST042,UBA,21066,01.01.1996 00:00,14.12.1998 23:00
-[21073; 22771],487,DESH012,UBA,21073,22.02.1990 11:00,25.06.1999 11:00
-[21079; 22578],488,DESN060,UBA,21079,01.01.1995 00:00,31.12.2002 23:00
-[21086; 22629],489,DENW075,UBA,21086,01.01.1992 01:00,11.03.2008 08:00
-[21090; 22626; 25682],490,DEUB039,UBA,21090,05.10.1998 18:00,18.10.2005 07:00
-[21111; 23006],491,DEST063,UBA,21111,11.01.1993 08:00,08.05.2002 09:00
-[21118; 22855],492,DEBW044,UBA,21118,01.07.1990 00:00,31.12.2003 23:00
-[21125; 22768],493,DESH021,UBA,21125,11.05.2000 16:00,05.12.2006 09:00
-[21131; 22991],494,DEBW057,UBA,21131,30.10.1990 00:00,02.10.2000 12:00
-[21148; 22935; 25660],495,DEUB041,UBA,21148,20.07.2001 15:00,07.10.2004 06:00
-[21157; 22632],496,DEHE027,UBA,21157,01.01.1990 00:00,08.01.2004 23:00
-[21164; 22603],497,DEBB034,UBA,21164,05.03.1996 12:00,07.10.1999 07:00
-[22663; 21169],498,DEHE010,AIRBASE,22663,01.01.1988 12:00,02.02.2004 07:00
-[21188; 22745],499,DETH024,UBA,21188,30.03.1994 14:00,31.12.2003 23:00
-[21199; 23019],500,DETH096,UBA,21199,08.07.2010 09:00,19.12.2013 08:00
-[21209; 22684],501,DEHH022,UBA,21209,02.05.1992 03:00,28.09.1998 07:00
-[21212; 22725],502,DEBW050,UBA,21212,08.11.1990 00:00,31.12.2003 23:00
-[22507; 21218],503,DEBE016,AIRBASE,22507,01.01.1988 00:00,12.02.1993 10:00
-[21229; 22554],504,DEHB003,UBA,21229,27.02.1990 09:00,12.05.2010 08:00
-[21235; 23098; 25788],505,DEUB042,UBA,21235,01.04.2001 00:00,02.12.2004 07:00
-[25734; 21247; 22523],506,DE0012R,EMEP,25734,18.05.1988 23:00,13.12.2004 16:00
-[21271; 22950],507,DEMV002,UBA,21271,01.01.1992 00:00,21.01.2008 23:00
-[21281; 22728],508,DEUB034,UBA,21281,01.08.1993 00:00,11.01.2005 14:00
-[21295; 22509],509,DEBE044,UBA,21295,31.05.1991 09:00,26.02.2004 08:00
-[21298; 22605],510,DEBW048,UBA,21298,28.11.1990 01:00,31.12.2003 23:00
-[21305; 23051],511,DEBY092,UBA,21305,01.01.1997 00:00,05.06.2000 18:00
-[21312; 22940],512,DEBW065,UBA,21312,01.08.1990 00:00,02.04.2003 10:00
-[21326; 22926],513,DEBB052,UBA,21326,12.07.2000 14:00,06.03.2007 07:00
-[21332; 22912],514,DEBW032,UBA,21332,02.01.1990 00:00,31.12.2007 23:00
-[21341; 22521],515,DESH004,UBA,21341,13.04.1990 11:00,30.06.1995 08:00
-[21344; 22812],516,DEBB036,UBA,21344,06.03.1996 11:00,17.01.2003 07:00
-[21347; 22730],517,DENW018,UBA,21347,02.10.1990 16:00,31.12.2002 23:00
-[22491; 21353],518,DETH016,AIRBASE,22491,04.07.1996 15:00,30.12.2004 23:00
-[21359; 23054],519,DEST065,UBA,21359,11.01.1993 08:00,31.12.1996 23:00
-[21363; 23097],520,DESN047,UBA,21363,08.01.1995 12:00,31.12.2002 23:00
-[23070; 21370],521,DEHE021,AIRBASE,23070,01.08.1985 00:00,18.03.1997 07:00
-[21392; 22668],522,DETH032,UBA,21392,21.12.1999 11:00,31.12.2003 23:00
-[21395; 22758],523,DEHE012,UBA,21395,01.01.1990 00:00,08.04.1998 12:00
-[21409; 22657],524,DEBY082,UBA,21409,01.02.1990 00:00,31.03.2004 23:00
-[21416; 22946],525,DEBW041,UBA,21416,01.01.1990 08:00,29.12.2003 18:00
-[21433; 23018],526,DEBY093,UBA,21433,22.01.2012 00:00,03.03.2016 06:00
-[21434; 23024],527,DEBY073,UBA,21434,30.07.1992 10:00,31.12.1995 23:00
-[21437; 22540],528,DENW073,UBA,21437,02.01.1991 11:00,11.09.1998 06:00
-[21451; 22810],529,DEUB025,UBA,21451,12.03.1991 17:00,02.10.1998 10:00
-[21455; 22799],530,DESN028,UBA,21455,03.11.1994 00:00,31.12.1999 23:00
-[21460; 22955],531,DEBW054,UBA,21460,30.10.1990 09:00,31.12.2003 22:00
-[21468; 22774],532,DEBY004,UBA,21468,19.01.1994 15:00,03.03.2016 06:00
-[21474; 23029],533,DEBY088,UBA,21474,01.06.1992 00:00,03.03.2016 06:00
-[21480; 23020],534,DENI053,UBA,21480,15.04.1991 15:00,03.03.2016 06:00
-[21490; 22617],535,DENI043,UBA,21490,01.01.1990 00:00,03.03.2016 06:00
-[21518; 22959],536,DESL012,UBA,21518,01.01.2010 00:00,03.03.2016 06:00
-[21550; 22678],537,DEMV019,UBA,21550,01.01.2004 00:00,03.03.2016 06:00
-[21569; 22592],538,DEST104,UBA,21569,16.12.2009 09:00,03.03.2016 06:00
-[21603; 23089],539,DEST089,UBA,21603,06.12.1997 12:00,03.03.2016 06:00
-[21629; 22543],540,DESH008,UBA,21629,01.01.1990 00:00,03.03.2016 06:00
-[21656; 22561],541,DESH035,UBA,21656,14.07.2011 00:00,03.03.2016 06:00
-[21660; 22970; 25820],542,DEUB029,UBA,21660,06.11.1991 16:00,03.03.2016 05:00
-[21686; 23093],543,DEHE050,UBA,21686,09.05.1996 10:00,03.03.2016 06:00
-[21693; 22614],544,DEBB007,UBA,21693,31.01.2007 13:00,03.03.2016 06:00
-[21701; 22927],545,DEBB021,UBA,21701,01.04.1991 00:00,03.03.2016 06:00
-[21724; 22831],546,DEST077,UBA,21724,20.04.2001 11:00,03.03.2016 06:00
-[21734; 22619],547,DETH020,UBA,21734,01.03.1991 04:00,03.03.2016 06:00
-[21757; 22890],548,DEBY053,UBA,21757,09.01.1990 09:00,16.01.2012 13:00
-[21767; 22493],549,DEBY005,UBA,21767,01.01.1990 00:00,03.03.2016 06:00
-[21777; 22891],550,DEBY058,UBA,21777,22.01.2012 00:00,03.03.2016 06:00
-[21789; 22677],551,DEMV004,UBA,21789,01.01.1992 00:00,03.03.2016 06:00
-[28489; 21837],552,80901,NAPS,28489,05.05.1998 22:00,01.05.2013 14:00
-[21933; 25703; 25604],553,VDL664N00,GAW,21933,01.01.1987 00:00,31.12.2014 23:00
-[28586; 21859; 22115],554,64001,NAPS,28586,09.05.1988 15:00,31.12.2013 05:00
-[28565; 21912; 22125],555,102001,NAPS,28565,28.05.1991 23:00,31.12.2013 07:00
-[28335; 21827; 22108],556,64101,NAPS,28335,18.05.1988 03:00,31.12.2013 04:00
-[21828; 22109; 28368],557,ALT482N00,GAW,21828,01.01.1992 01:00,01.01.2013 03:00
-[21828; 22109; 28368],557,129401,NAPS,28368,01.01.2013 04:00,31.12.2013 23:00
-[25654; 21898; 23722],558,FI0022R,EMEP,25654,18.10.1989 11:00,14.12.2013 00:00
-[21865; 25718],559,HPB647N00,GAW,21865,15.01.1971 23:00,31.12.2016 23:00
-[25849; 25799; 24567],560,HU0002R,EMEP,25799,22.01.1990 13:00,31.12.1990 22:00
-[25849; 25799; 24567],560,KPS646N00,GAW,25849,31.12.1990 23:00,31.12.1991 22:00
-[25849; 25799; 24567],560,HU0002R,EMEP,25799,31.12.1991 23:00,31.12.2014 00:00
-[25737; 21850],561,RU0018R,EMEP,25737,08.07.1999 11:00,31.12.2003 23:00
-[28605; 21860; 22116],562,91001,NAPS,28605,12.07.1994 00:00,31.12.2013 06:00
-[21863; 25719; 25197],563,MT0001R,EMEP,25719,10.01.1997 08:00,31.12.2014 23:00
-[21870; 25769],564,JFJ646N00,GAW,21870,31.12.1985 23:00,31.12.2014 22:00
-[24430; 25669; 21857],565,GB0002R,EMEP,25669,23.04.1986 07:00,31.12.2014 23:00
-[28686; 21858; 22114],566,64401,NAPS,28686,26.07.1988 17:00,31.12.2013 04:00
-[25784; 25851; 25442],567,PT0004R,EMEP,25784,26.01.1988 16:00,31.12.2009 23:00
-[25810; 21887; 24592],568,IE0031R,EMEP,25810,01.04.1988 00:00,31.12.2014 23:00
-[28552; 21846; 22113],569,54201,NAPS,28552,10.06.1988 06:00,31.12.2013 04:00
-[28497; 21844; 22112],570,64201,NAPS,28497,17.05.1988 21:00,23.04.1997 14:00
-[28413; 22110],571,66101,NAPS,28413,08.11.2006 05:00,31.12.2013 04:00
-[28496; 22118],572,55501,NAPS,28496,11.05.2005 16:00,31.12.2013 04:00
-[28469; 22119],573,10601,NAPS,28469,09.03.2005 19:00,31.12.2013 03:00
-[28596; 22121],574,55601,NAPS,28596,23.06.2005 20:00,31.12.2013 04:00
-[28453; 22123],575,65901,NAPS,28453,09.03.2006 17:00,01.01.2013 02:00
-[28492; 22126],576,129501,NAPS,28492,30.11.2005 23:00,31.12.2013 06:00
-[22149; 25651],577,AT0045R,EMEP,25651,31.12.1989 23:00,31.12.2013 23:00
-[22162; 25721],578,AT0044R,EMEP,25721,08.01.1992 09:00,31.12.2012 23:00
-[22172; 25794],579,AT0046R,EMEP,25794,01.03.1990 01:00,31.12.2013 23:00
-[22177; 25750],580,AT53055,AIRBASE,22177,31.12.1985 23:00,31.12.1989 23:00
-[22177; 25750],580,AT0041R,EMEP,25750,01.01.1990 10:00,31.12.2013 23:00
-[22186; 25688],581,AT0002R,EMEP,25688,01.01.1989 01:00,31.12.2013 23:00
-[22215; 25728],582,AT0040R,EMEP,25728,01.01.1992 10:00,31.12.2013 23:00
-[22225; 25774],583,AT0030R,EMEP,25774,27.02.1992 15:00,31.12.2013 23:00
-[21916; 25683; 22237],584,SNB647N00,GAW,21916,31.12.1989 23:00,31.12.2014 22:00
-[22250; 25720],585,AT0047R,EMEP,25720,15.02.1990 13:00,31.12.2013 23:00
-[22253; 25816],586,AT0STO1,AIRBASE,22253,01.01.1992 00:00,15.04.2006 02:00
-[22284; 25701],587,AT72807,AIRBASE,22284,06.03.1987 15:00,10.11.2010 13:00
-[22404; 25835],588,CY0002R,EMEP,25835,01.01.1997 00:00,31.12.2013 23:00
-[25766; 23104],589,DK0032R,EMEP,25766,01.01.1990 00:00,31.12.2001 22:00
-[23113; 25763],590,EE0009R,EMEP,25763,07.05.1997 09:00,31.12.2014 23:00
-[25837; 24201],591,FR0009R,EMEP,25837,01.01.1988 00:00,31.12.2013 23:00
-[24397; 25680],592,GB0031R,EMEP,25680,26.06.1986 15:00,31.12.2014 23:00
-[25653; 24398],593,GB0048R,EMEP,25653,29.10.2006 18:00,31.12.2013 23:00
-[24416; 25726],594,GB0033R,EMEP,25726,01.04.1986 00:00,31.12.2014 23:00
-[24421; 25702],595,GB0053R,EMEP,25702,03.09.2008 00:00,31.12.2014 23:00
-[24436; 25785],596,GB0035R,EMEP,25785,09.05.1986 16:00,31.12.2014 23:00
-[25755; 24437],597,GB0036R,EMEP,25755,01.04.1983 00:00,31.12.2013 23:00
-[24438; 25814],598,GB0014R,EMEP,25814,16.07.1987 14:00,31.12.2014 23:00
-[24441; 25828],599,GB0037R,EMEP,25828,15.07.1988 14:00,31.12.2014 23:00
-[25725; 24446],600,GB0052R,EMEP,25725,25.05.2005 12:00,31.12.2012 23:00
-[24470; 25696],601,GB0006R,EMEP,25696,02.04.1987 11:00,31.12.2014 23:00
-[24471; 25815],602,GB0038R,EMEP,25815,04.10.1986 13:00,31.12.2014 23:00
-[25746; 24475],603,GB0051R,EMEP,25746,10.12.2003 00:00,31.12.2011 23:00
-[24478; 25733],604,GB0043R,EMEP,25733,01.03.1997 00:00,31.12.2013 23:00
-[25695; 24500],605,GB0039R,AIRBASE,24500,01.07.1973 11:00,10.01.1977 09:00
-[25695; 24500],605,GB0039R,EMEP,25695,10.01.1977 10:00,31.12.2014 23:00
-[24507; 25693],606,GB0015R,EMEP,25693,18.03.1987 14:00,31.12.2014 23:00
-[25675; 24512],607,GB0049R,EMEP,25675,30.05.2001 00:00,31.12.2014 23:00
-[25685; 24513],608,GB0041R,EMEP,25685,11.06.1986 16:00,28.11.1995 15:00
-[24521; 25722],609,GB0013R,EMEP,25722,26.06.1987 11:00,31.12.2014 23:00
-[24598; 25796],610,IE0001R,EMEP,25796,01.02.2001 00:00,31.12.2013 23:01
-[25187; 25787],611,MK0007R,EMEP,25787,01.01.2005 01:00,28.12.2014 22:00
-[25778; 25270],612,NO0056R,EMEP,25778,17.12.1996 22:00,31.12.2014 22:00
-[25706; 25271],613,NO0045R,EMEP,25706,16.05.1979 16:00,30.04.2003 22:00
-[25704; 25272],614,NO0055R,EMEP,25704,04.02.1997 18:00,28.02.2010 22:00
-[25822; 25273],615,NO0039R,EMEP,25822,01.01.1989 01:00,31.12.2014 22:00
-[25691; 25274],616,NO0041R,EMEP,25691,30.11.1989 23:00,31.12.2003 22:00
-[25656; 25275],617,NO0043R,EMEP,25656,17.12.1985 16:00,31.12.2014 22:00
-[25697; 25277],618,NO0052R,EMEP,25697,19.06.1996 11:00,31.12.2014 22:00
-[25843; 25278],619,NO0015R,EMEP,25843,30.11.1989 23:00,31.12.2014 22:00
-[25526; 25808],620,RO0008R,EMEP,25808,05.01.2010 15:00,04.10.2013 23:00
-[25838; 25600],621,SE0002R,EMEP,25838,01.01.1988 02:00,31.12.2001 23:00
-[25773; 25623],622,SK0002R,EMEP,25773,05.10.1994 06:00,31.12.2014 23:00
-[25805; 25644],623,SK0006R,EMEP,25805,08.03.1994 00:00,31.12.2014 23:00
-[25841; 25646],624,SK0007R,EMEP,25841,01.02.1994 13:00,31.12.2014 23:00
-[25963; 25994],625,SND152,CASTNET,25963,01.01.1989 06:00,28.04.2015 05:00
-[25911; 26106],626,CAD150,CASTNET,25911,01.10.1988 06:00,28.04.2015 05:00
-[25874; 26514],627,GTH161,CASTNET,25874,01.07.1989 07:00,28.04.2015 06:00
-[25985; 26574],628,ABT147,CASTNET,25985,01.01.1994 05:00,28.04.2015 04:00
-[25877; 26623],629,IRL141,CASTNET,25877,09.07.2001 05:00,28.04.2015 04:00
-[25966; 26633; 25967],630,SUM156,CASTNET,25966,01.01.1989 05:00,28.04.2015 04:00
-[25928; 26700; 25929],631,GAS153,CASTNET,25928,01.07.1988 05:00,28.04.2015 04:00
-[25965; 26754],632,STK138,CASTNET,25965,01.01.1994 06:00,28.04.2015 05:00
-[25986; 26772; 25987],633,ALH157,CASTNET,25986,23.08.1988 16:00,28.04.2015 05:00
-[25972; 26818; 47364],634,VIN140,CASTNET,25972,01.10.1987 05:00,28.04.2015 04:00
-[25960; 26859],635,SAL133,CASTNET,25960,01.10.1988 05:00,28.04.2015 04:00
-[25891; 26898],636,KNZ184,CASTNET,25891,26.03.2002 06:00,05.04.2013 19:00
-[25917; 26945],637,CKT136,CASTNET,25917,24.08.1993 05:00,28.04.2015 04:00
-[25875; 27030; 27028],638,HOW132,CASTNET,25875,01.01.1993 05:00,05.11.2012 18:00
-[25910; 27061],639,BWR139,CASTNET,25910,04.07.1995 02:00,28.04.2015 04:00
-[25880; 27072],640,BEL116,CASTNET,25880,01.01.1989 05:00,28.04.2015 04:00
-[25970; 27167],641,UVL124,CASTNET,25970,01.07.1988 05:00,28.04.2015 04:00
-[25902; 27173],642,ANA115,CASTNET,25902,01.07.1988 05:00,28.04.2015 04:00
-[25876; 27181],643,HOX148,CASTNET,25876,29.10.2000 14:00,28.04.2015 04:00
-[25922; 27241],644,CVL151,CASTNET,25922,01.01.1989 06:00,28.04.2015 05:00
-[25879; 27299],645,SAN189,CASTNET,25879,19.07.2006 02:00,28.04.2015 05:00
-[25982; 27355],646,WST109,CASTNET,25982,01.01.1989 05:00,28.04.2015 04:00
-[25981; 27391],647,WSP144,CASTNET,25981,01.01.1989 05:00,28.04.2015 04:00
-[25868; 27455],648,HWF187,CASTNET,25868,01.06.2002 05:00,24.04.2015 06:00
-[25921; 27488],649,CTH110,CASTNET,25921,01.10.1987 05:00,28.04.2015 04:00
-[25950; 27498],650,PNF126,CASTNET,25950,01.01.1989 05:00,28.04.2015 04:00
-[25909; 27503],651,BFT142,CASTNET,25909,15.01.1994 21:00,28.04.2015 04:00
-[25920; 27542],652,COW137,CASTNET,25920,01.01.1988 05:00,28.04.2015 04:00
-[25918; 27550],653,CND125,CASTNET,25918,01.10.1990 05:00,28.04.2015 04:00
-[25942; 27592],654,OXF122,CASTNET,25942,01.10.1987 05:00,28.04.2015 04:00
-[25923; 27606; 25924],655,DCP114,CASTNET,25923,27.10.1988 13:00,28.04.2015 04:00
-[25954; 27652],656,QAK172,CASTNET,25954,01.10.1993 05:00,28.04.2015 04:00
-[25953; 27766],657,PSU106,CASTNET,25953,01.01.1987 05:00,28.04.2015 04:00
-[25890; 27774],658,KEF112,CASTNET,25890,01.01.1989 05:00,28.04.2015 04:00
-[25899; 27793],659,MKG113,CASTNET,25899,01.04.1988 05:00,28.04.2015 04:00
-[25894; 27809],660,LRL117,CASTNET,25894,01.01.1988 05:00,28.04.2015 04:00
-[25964; 27880],661,SPD111,CASTNET,25964,01.07.1989 05:00,28.04.2015 04:00
-[25931; 28035],662,ALC188,CASTNET,25931,04.04.2004 05:00,28.04.2015 05:00
-[25932; 28036],663,PAL190,CASTNET,25932,25.04.2007 17:00,28.04.2015 05:00
-[25959; 28113],664,VPI120,CASTNET,25959,01.07.1987 05:00,28.04.2015 04:00
-[25946; 28122],665,PED108,CASTNET,25946,01.01.1988 05:00,28.04.2015 04:00
-[25912; 28177],666,CDR119,CASTNET,25912,01.01.1988 05:00,28.04.2015 04:00
-[25943; 28187; 25944],667,PAR107,CASTNET,25943,01.04.1988 05:00,28.04.2015 04:00
-[25952; 28251],668,PRK134,CASTNET,25952,01.10.1988 06:00,28.04.2015 05:00
-[25919; 28261],669,CNT169,CASTNET,25919,01.07.1989 07:00,28.04.2015 06:00
-[28262; 25935],670,56-003-0002,AQS,28262,25.02.2010 19:00,31.12.2015 23:00
-[25949; 28288],671,PND165,CASTNET,25949,01.01.1989 07:00,28.04.2015 06:00
-[25977; 26454],672,SEK402,CASTNET,25977,08.02.1997 10:00,01.01.2005 07:00
-[25974; 26705],673,HVT424,CASTNET,25974,01.10.1999 20:00,06.01.2004 05:00
-[25666; 25856; 25279],674,NO0042G,EMEP,25666,18.09.1989 06:00,31.12.2014 22:00
-[23738; 21826; 25780],675,FI0037R,EMEP,25780,30.05.1997 08:00,31.12.2013 21:00
-[25708; 24052],676,FR0018R,EMEP,25708,01.01.2008 00:00,31.12.2013 23:00
-[26030; 25925],677,02-068-0003,AQS,26030,01.07.1987 01:00,01.11.2014 08:00
-[25915; 26034; 25914],678,CHA467,CASTNET,25915,01.07.1989 07:00,28.04.2015 06:00
-[25872; 26036; 26037],679,GRC474,CASTNET,25872,01.07.1989 07:00,28.04.2015 06:00
-[25887; 26081],680,PET427,CASTNET,25887,01.10.2002 07:00,28.04.2015 06:00
-[26179; 25895],681,06-027-0101,AQS,26179,10.12.1993 09:00,01.11.2014 07:00
-[26234; 25984; 25869],682,06-043-0003,AQS,26234,01.09.1990 08:00,06.10.1995 01:00
-[26234; 25984; 25869],682,YOS404,CASTNET,25984,06.10.1995 02:00,28.04.2015 06:00
-[26312; 25948],683,06-069-0003,AQS,26312,01.04.1987 01:00,01.05.1995 01:00
-[26312; 25948],683,PIN414,CASTNET,25948,01.05.1995 02:00,28.04.2015 06:00
-[26332; 25861],684,06-071-9002,AQS,26332,01.10.1993 09:00,01.02.1995 01:00
-[26332; 25861],684,JOT403,CASTNET,25861,01.02.1995 02:00,28.04.2015 05:00
-[26425; 25892],685,06-089-3003,AQS,26425,01.11.1987 08:00,01.07.1995 01:00
-[26425; 25892],685,LAV410,CASTNET,25892,01.07.1995 02:00,28.04.2015 05:00
-[26529; 25958; 25957; 26533],686,08-069-0007,AQS,26529,01.08.1987 01:00,01.10.1994 01:00
-[26529; 25958; 25957; 26533],686,ROM406,CASTNET,25958,01.10.1994 02:00,28.04.2015 05:00
-[26542; 25898],687,08-083-0101,AQS,26542,18.06.1993 21:00,01.01.1995 01:00
-[26542; 25898],687,MEV405,CASTNET,25898,01.01.1995 02:00,28.04.2015 05:00
-[26644; 25883],688,12-086-0030,AQS,26644,01.01.1990 05:00,01.01.2005 04:00
-[25867; 26724],689,BVL130,CASTNET,25867,01.04.1988 19:00,28.04.2015 05:00
-[26923; 25900],690,21-061-0501,AQS,26923,01.08.1997 07:00,01.07.2002 01:00
-[26923; 25900],690,MAC426,CASTNET,25900,01.07.2002 02:00,28.04.2015 05:00
-[25906; 27008; 25907],691,ASH135,CASTNET,25906,01.01.1989 05:00,21.04.2015 12:00
-[25973; 27198],692,VOY413,CASTNET,25973,14.06.1996 07:00,28.04.2015 05:00
-[25870; 27285],693,GLR468,CASTNET,25870,01.04.1989 07:00,24.03.2015 23:00
-[27342; 25871],694,32-033-0101,AQS,27342,01.09.1993 09:00,01.04.1995 01:00
-[27342; 25871],694,GRB411,CASTNET,25871,01.04.1995 02:00,28.04.2015 05:00
-[25916; 27674],695,CHE185,CASTNET,25916,02.04.2002 20:00,28.04.2015 05:00
-[25904; 27742; 25905],696,ARE128,CASTNET,25904,01.07.1988 05:00,28.04.2015 04:00
-[27863; 25889],697,46-033-0132,AQS,27863,01.01.2005 06:00,31.12.2015 00:00
-[27876; 25873],698,47-009-0101,AQS,27876,13.03.1984 19:00,01.01.1998 01:00
-[27876; 25873],698,GRS420,CASTNET,25873,01.01.1998 02:00,28.04.2015 05:00
-[25927; 27884; 47385],699,ESP127,CASTNET,25927,22.11.1988 19:00,28.04.2015 05:00
-[27947; 25908],700,48-043-0101,AQS,27947,21.06.1991 23:00,01.07.1995 01:00
-[27947; 25908],700,BBE401,CASTNET,25908,01.07.1995 02:00,28.04.2015 05:00
-[28074; 25881],701,49-037-0101,AQS,28074,01.09.1992 07:00,01.01.1995 01:00
-[28074; 25881],701,CAN407,CASTNET,25881,01.01.1995 02:00,28.04.2015 05:00
-[25962; 28119],702,51-113-0003,AQS,28119,04.05.1983 00:00,01.07.1988 04:00
-[25962; 28119],702,SHN418,CASTNET,25962,01.07.1988 05:00,28.04.2015 04:00
-[28139; 25976],703,53-009-0012,AQS,28139,01.01.1987 08:00,01.01.2005 07:00
-[28163; 25886],704,53-053-1010,AQS,28163,07.11.1992 09:00,01.08.1995 01:00
-[28163; 25886],704,MOR409,CASTNET,25886,01.08.1995 02:00,01.10.2013 00:00
-[25971; 28305],705,VII423,CASTNET,25971,01.05.1998 04:00,01.01.2004 00:00
-[28320; 28580],706,CC-004-0002,AQS,28320,24.05.1995 16:00,01.10.2005 04:00
-[16704; 22806],707,DENW079,UBA,16704,24.04.1998 00:00,03.03.2016 06:00
-[20646; 22979; 22981; 19457],708,DEMV005,UBA,20646,01.01.1992 00:00,03.04.2008 13:00
-[20646; 22979; 22981; 19457],708,DEMV023,UBA,19457,04.04.2008 13:00,31.12.2009 00:00
-[20850; 22586],709,DEST073,UBA,20850,01.10.1995 00:00,15.08.2000 08:00
-[20556; 22790; 20301; 22791],710,DENW076,UBA,20556,01.08.1991 01:00,03.08.1998 09:00
-[20556; 22790; 20301; 22791],710,DENW093,UBA,20301,01.06.1999 13:00,26.02.2008 07:00
-[27182; 27183],711,27-003-1001,AQS,27183,01.01.1980 00:00,01.10.1980 10:00
-[27182; 27183],711,27-003-0002,AQS,27182,09.04.1981 16:00,30.09.1991 00:00
-[27182; 27183],711,27-003-1001,AQS,27183,01.04.1992 14:00,03.11.2015 00:00
-[28785; 28769],712,GSN233N00,GAW,28769,01.01.2013 01:00,31.12.2099 23:00
-[28785; 28769],712,GSN233N00,GAW,28785,01.01.2005 01:00,31.12.2012 23:00
-[22448; 22447],713,CZ0AVEL,AIRBASE,22448,19.07.1996 10:00,31.12.2011 22:00
-[22448; 22447],713,CZ0AVEX,AIRBASE,22447,31.12.2011 23:00,31.12.2012 23:00
-[22326; 22329],714,BETM705,AIRBASE,22326,01.01.1999 00:00,31.12.2012 23:00
-[23604; 23217],715,ES1837A,AIRBASE,23604,20.10.2006 12:00,31.12.2010 22:00
-[23506; 23231],716,ES1119A,AIRBASE,23231,31.12.1996 01:00,02.07.2003 23:00
-[23506; 23231],716,ES1666A,AIRBASE,23506,31.12.2003 23:00,31.12.2012 21:00
-[23499; 23394],717,ES1483A,AIRBASE,23394,31.12.2001 23:00,06.05.2003 20:00
-[23499; 23394],717,ES1656A,AIRBASE,23499,06.05.2003 21:00,31.12.2012 21:00
-[23643; 23560],718,ES1788A,AIRBASE,23560,26.03.2005 01:00,31.12.2008 23:00
-[23643; 23560],718,ES1910A,AIRBASE,23643,31.12.2009 23:00,31.12.2012 21:00
-[24404; 24405],719,GB0851A,AIRBASE,24404,16.08.2004 00:00,31.12.2012 23:00
-[24418; 24419],720,GB0580A,AIRBASE,24418,12.05.1992 00:00,21.12.2012 06:00
-[25372; 25371],721,PL0029A,AIRBASE,25372,31.12.1997 23:00,31.12.2009 22:00
-[25372; 25371],721,PL0568A,AIRBASE,25371,10.01.2012 01:00,31.12.2012 23:00
-[23496; 23326],722,ES1336A,AIRBASE,23326,01.01.2001 01:00,31.01.2003 23:00
-[23496; 23326],722,ES1651A,AIRBASE,23496,13.02.2003 15:00,31.12.2012 23:00
-[17550; 22713],723,DEHH008,UBA,17550,01.01.1990 00:00,03.03.2016 05:00
-[24060; 23739],724,FR05063,AIRBASE,23739,01.01.1999 01:00,10.05.1999 13:00
-[24060; 23739],724,FR05074,AIRBASE,24060,10.05.1999 14:00,31.12.2012 23:00
-[28382; 28508],725,50108,NAPS,28508,02.01.1982 01:00,01.01.1984 04:00
-[28382; 28508],725,50119,NAPS,28382,01.01.1984 05:00,01.01.2014 04:00
-[25819; 25265],726,NO0001R,EMEP,25819,01.07.1985 17:00,10.05.2012 00:00
-[25663; 25266],727,NO0002R,EMEP,25663,01.01.2010 01:00,31.12.2014 23:00
-[25913; 26959; 26958],728,CDZ171,CASTNET,25913,01.10.1993 06:00,28.04.2015 05:00
-[23727; 21899; 25818],729,FI00356,AIRBASE,23727,31.12.1992 22:00,27.02.2010 23:00
-[23727; 21899; 25818],729,FI0096G,EMEP,25818,01.01.2011 01:00,23.12.2013 23:00
-[25901; 28165],730,NCS415,CASTNET,25901,16.02.1996 08:00,01.01.2008 07:00
-[25772; 24174],731,FR0013R,EMEP,25772,01.01.1998 00:00,31.12.2013 23:00
-[25983; 28297],732,YEL408,CASTNET,25983,01.07.1996 08:00,21.04.2015 15:00
-[16825; 22480],733,DEBW029,UBA,16825,01.01.1990 00:00,03.03.2016 05:00
-[23133; 25655],734,ES0015R,AIRBASE,23133,31.10.2000 23:00,30.06.2007 22:00
-[25782; 24514],735,GB0045R,EMEP,25782,15.10.1997 14:00,31.12.2012 23:00
-[22103; 21924],736,TAR504N00,GAW,21924,08.09.1997 16:00,31.12.2001 15:00
-[22103; 21924],736,GAWTAR,EANET,22103,31.12.2006 17:00,31.12.2007 16:00
-[16675; 19591; 22622; 22623],737,DENW028,UBA,19591,01.01.1990 00:00,25.06.2007 06:00
-[16675; 19591; 22622; 22623],737,DENW247,UBA,16675,30.04.2008 16:00,03.03.2016 06:00
-[19856; 19988; 22597; 22598],738,DESN014,UBA,19988,01.01.1992 00:00,19.12.2005 10:00
-[19856; 19988; 22597; 22598],738,DESN085,UBA,19856,01.01.2006 00:00,16.06.2008 07:00
-[22164; 22165],739,AT60140,AIRBASE,22164,01.01.2001 00:00,23.04.2003 13:00
-[22164; 22165],739,AT60170,AIRBASE,22165,25.04.2003 00:00,31.12.2012 22:00
-[22196; 22198],740,AT2KA11,AIRBASE,22196,01.01.1991 00:00,31.12.2010 22:00
-[22196; 22198],740,AT2KA71,AIRBASE,22198,31.12.2010 23:00,31.12.2012 22:00
-[23148; 23662],741,ES0122A,AIRBASE,23148,01.01.2002 00:00,02.12.2009 07:00
-[23148; 23662],741,ES1943A,AIRBASE,23662,18.01.2010 15:00,31.12.2012 22:00
-[23214; 23486],742,ES1046A,AIRBASE,23214,01.01.1997 00:00,17.09.2002 21:00
-[23214; 23486],742,ES1641A,AIRBASE,23486,31.10.2002 23:00,31.12.2012 22:00
-[23421; 23586],743,ES1538A,AIRBASE,23421,31.12.1999 23:00,31.12.2005 21:00
-[23421; 23586],743,ES1818A,AIRBASE,23586,15.03.2006 22:00,31.12.2012 21:00
-[23721; 23728],744,FI00293,AIRBASE,23721,31.12.2002 22:00,19.12.2011 07:00
-[23721; 23728],744,FI00867,AIRBASE,23728,31.12.2011 22:00,31.12.2012 21:00
-[23791; 23933; 24202],745,FR23102,AIRBASE,23791,30.01.1999 00:00,06.07.2001 07:00
-[23791; 23933; 24202],745,FR23125,AIRBASE,24202,06.07.2001 10:00,31.12.2004 23:00
-[23791; 23933; 24202],745,FR23157,AIRBASE,23933,07.02.2005 12:00,31.12.2012 23:00
-[23793; 24238; 24349],746,FR23093,AIRBASE,23793,01.01.1999 00:00,15.07.2002 08:00
-[23793; 24238; 24349],746,FR23131,AIRBASE,24349,15.07.2002 12:00,03.01.2007 08:00
-[23793; 24238; 24349],746,FR23182,AIRBASE,24238,03.01.2007 11:00,31.12.2012 23:00
-[23796; 23797],747,FR1054A,AIRBASE,23797,01.01.1999 01:00,31.12.2002 23:00
-[23796; 23797],747,FR12030,AIRBASE,23796,01.01.2003 02:00,31.12.2012 23:00
-[23910; 24033],748,FR23103,AIRBASE,24033,19.07.2000 14:00,31.12.2004 23:00
-[23910; 24033],748,FR23152,AIRBASE,23910,07.02.2005 15:00,31.12.2012 23:00
-[24124; 24125],749,FR1185A,AIRBASE,24125,17.05.2000 00:00,31.12.2001 23:00
-[24124; 24125],749,FR05079,AIRBASE,24124,01.01.2003 01:00,31.12.2012 23:00
-[24133; 24135],750,FR16058,AIRBASE,24133,01.01.1999 00:00,24.06.1999 06:00
-[24133; 24135],750,FR16066,AIRBASE,24135,19.07.1999 00:00,31.12.2012 23:00
-[24710; 24713],751,IT1380A,AIRBASE,24710,01.12.1999 23:00,02.12.2010 05:00
-[24710; 24713],751,IT2055A,AIRBASE,24713,09.09.2011 11:00,31.12.2012 22:00
-[24774; 24775],752,IT0902A,AIRBASE,24774,31.12.1999 23:00,31.12.2009 22:00
-[24774; 24775],752,IT2007A,AIRBASE,24775,31.12.2009 23:00,31.12.2010 22:00
-[24827; 24855],753,IT1199A,AIRBASE,24827,31.12.1998 23:00,10.12.2006 23:00
-[24827; 24855],753,IT1897A,AIRBASE,24855,02.01.2009 00:00,31.12.2012 22:00
-[24904; 24905],754,IT0522A,AIRBASE,24904,01.01.2003 00:00,31.12.2003 22:00
-[24904; 24905],754,IT1743A,AIRBASE,24905,31.12.2005 23:00,31.12.2012 22:00
-[24985; 24986],755,IT1198A,AIRBASE,24985,01.01.1999 00:00,31.12.1999 22:00
-[24985; 24986],755,IT1586A,AIRBASE,24986,30.05.2003 08:00,31.12.2012 22:00
-[25075; 25095],756,IT1840A,AIRBASE,25095,19.04.2007 14:00,31.12.2010 22:00
-[25075; 25095],756,IT2061A,AIRBASE,25075,21.03.2012 14:00,27.12.2012 21:00
-[25086; 25087],757,IT1805A,AIRBASE,25086,31.01.2006 23:00,15.10.2007 11:00
-[25086; 25087],757,IT1962A,AIRBASE,25087,31.12.2009 23:00,31.12.2012 22:00
-[25616; 25617],758,SI0035A,AIRBASE,25616,31.12.2001 23:00,31.12.2007 22:00
-[25616; 25617],758,SI0054A,AIRBASE,25617,31.12.2007 23:00,31.12.2012 22:00
-[26136; 26137],759,06-011-0002,AQS,26136,01.01.1980 08:00,16.10.1996 07:00
-[26136; 26137],759,06-011-1002,AQS,26137,18.07.1996 22:00,01.09.2014 07:00
-[26265; 26266],760,06-061-0002,AQS,26265,28.01.1980 16:00,24.06.2011 07:00
-[26265; 26266],760,06-061-0003,AQS,26266,24.06.2011 08:00,01.12.2014 07:00
-[26358; 26359],761,06-077-3002,AQS,26358,19.08.1994 01:00,13.06.1995 21:00
-[26358; 26359],761,06-077-3003,AQS,26359,14.06.1995 17:00,24.08.2004 15:00
-[26405; 26409],762,06-085-0386,AQS,26405,01.01.1980 08:00,22.10.1990 18:00
-[26405; 26409],762,06-085-2005,AQS,26409,24.08.1992 18:00,01.12.2005 07:00
-[26417; 26418],763,06-087-1001,AQS,26418,01.01.1990 08:00,12.09.1996 17:00
-[26417; 26418],763,06-087-0007,AQS,26417,24.09.1996 21:00,01.11.2014 07:00
-[26486; 26488],764,08-013-0603,AQS,26488,15.06.1993 16:00,01.10.1993 06:00
-[26486; 26488],764,08-013-0011,AQS,26486,15.06.1994 17:00,01.11.2014 06:00
-[26568; 26569],765,09-009-3002,AQS,26568,21.04.1981 18:00,15.08.2012 00:00
-[26568; 26569],765,09-009-9002,AQS,26569,30.08.2012 19:00,01.10.2014 04:00
-[26802; 26803],766,18-039-0002,AQS,26802,01.04.1992 05:00,01.10.2001 04:00
-[26802; 26803],766,18-039-0007,AQS,26803,01.04.2002 05:00,01.10.2014 04:00
-[26988; 26989],767,22-055-0005,AQS,26988,01.01.1994 06:00,24.09.2005 15:00
-[26988; 26989],767,22-055-0007,AQS,26989,12.12.2005 19:00,01.12.2014 05:00
-[27091; 27093],768,25-009-4003,AQS,27091,01.04.1990 05:00,01.11.1994 04:00
-[27091; 27093],768,25-009-4005,AQS,27093,07.07.2010 05:00,01.10.2014 04:00
-[27274; 27275],769,29-189-7001,AQS,27274,01.01.1980 06:00,30.10.1990 12:00
-[27274; 27275],769,29-189-7002,AQS,27275,01.04.1991 06:00,01.11.2000 05:00
-[27365; 27369],770,33-015-0009,AQS,27365,13.01.1980 21:00,01.11.2000 04:00
-[27365; 27369],770,33-015-0015,AQS,27369,05.08.2001 05:00,01.06.2003 04:00
-[27442; 27444],771,36-005-0083,AQS,27442,27.01.1995 05:00,01.01.2007 15:00
-[27442; 27444],771,36-005-0133,AQS,27444,01.01.2007 16:00,01.12.2014 04:00
-[27496; 27497],772,37-011-0001,AQS,27496,24.04.1998 23:00,01.08.1999 04:00
-[27496; 27497],772,37-011-0002,AQS,27497,01.08.1999 05:00,01.10.2014 04:00
-[27585; 27586],773,39-003-0002,AQS,27585,01.01.1982 05:00,10.06.2009 04:00
-[27585; 27586],773,39-003-0009,AQS,27586,10.06.2009 05:00,01.11.2014 04:00
-[27590; 27591],774,39-017-1004,AQS,27591,01.01.1980 05:00,01.11.2009 04:00
-[27590; 27591],774,39-017-0018,AQS,27590,01.04.2010 05:00,01.11.2014 04:00
-[27598; 27599],775,39-027-1001,AQS,27598,01.01.1980 05:00,01.11.1992 04:00
-[27598; 27599],775,39-027-1002,AQS,27599,01.04.1993 05:00,01.11.2014 04:00
-[27632; 27634; 47087],776,39-093-1002,AQS,47087,01.01.1980 00:00,07.03.1980 00:00
-[27632; 27634; 47087],776,39-093-1003,AQS,27634,01.05.1980 05:00,29.06.2000 11:00
-[27632; 27634; 47087],776,39-093-0017,AQS,27632,01.04.2001 05:00,01.11.2004 04:00
-[27636; 27638],777,39-095-0022,AQS,27636,01.04.1993 06:00,01.11.1997 04:00
-[27636; 27638],777,39-095-0027,AQS,27638,17.06.1999 11:00,01.11.2014 04:00
-[27656; 27657; 27658],778,39-151-0019,AQS,27656,16.04.1992 05:00,01.11.2001 04:00
-[27656; 27657; 27658],778,39-151-0021,AQS,27657,11.04.2002 22:00,29.06.2007 04:00
-[27656; 27657; 27658],778,39-151-0022,AQS,27658,29.06.2007 05:00,01.11.2014 04:00
-[27726; 27727],779,41-005-2001,AQS,27726,01.01.1980 08:00,01.10.1999 07:00
-[27726; 27727],779,41-005-2002,AQS,27727,18.05.2000 18:00,01.10.2007 07:00
-[27755; 27756],780,42-011-0001,AQS,27755,01.06.1980 05:00,01.11.2003 04:00
-[27755; 27756],780,42-011-0006,AQS,27756,01.04.2008 05:00,01.10.2014 04:00
-[27953; 27956],781,48-113-0045,AQS,27953,01.01.1980 06:00,02.11.1998 18:00
-[27953; 27956],781,48-113-0075,AQS,27956,13.11.1998 08:00,29.09.2014 01:00
-[28056; 28057],782,49-005-0002,AQS,28056,19.06.1995 07:00,01.10.1999 06:00
-[28056; 28057],782,49-005-0004,AQS,28057,01.05.2000 07:00,01.10.2014 06:00
-[28070; 28073],783,49-035-3003,AQS,28070,01.05.1994 07:00,14.08.2001 21:00
-[28070; 28073],783,49-035-3008,AQS,28073,01.05.2002 07:00,01.10.2007 06:00
-[28237; 28241],784,55-105-0017,AQS,28237,15.04.1985 06:00,16.10.1993 05:00
-[28237; 28241],784,55-105-0024,AQS,28241,15.04.1994 06:00,12.07.2013 06:00
-[28259; 28260],785,55-139-0007,AQS,28259,25.03.1980 18:00,16.10.1993 05:00
-[28259; 28260],785,55-139-0011,AQS,28260,15.04.1994 06:00,16.10.2003 13:00
-[28377; 28381; 28378; 28705],786,30116,NAPS,28378,18.02.1975 00:00,20.08.1985 00:00
-[28377; 28381; 28378; 28705],786,30117,NAPS,28377,20.04.1987 04:00,15.11.1990 15:00
-[28377; 28381; 28378; 28705],786,30118,NAPS,28381,03.12.1990 16:00,01.01.2014 03:00
-[28569; 28474; 28405; 28665],787,60401,NAPS,28569,01.01.1974 05:00,11.06.1981 14:00
-[28569; 28474; 28405; 28665],787,60417,NAPS,28474,15.06.1981 19:00,15.10.1990 14:00
-[28569; 28474; 28405; 28665],787,60424,NAPS,28405,18.10.1990 11:00,01.01.2003 04:00
-[28569; 28474; 28405; 28665],787,60433,NAPS,28665,01.01.2003 04:00,31.12.2013 22:00
-[28438; 28436],788,60607,NAPS,28438,01.01.1988 05:00,09.07.2004 15:00
-[28438; 28436],788,60609,NAPS,28436,28.06.2004 05:00,01.01.2013 04:00
-[28513; 28395],789,100106,NAPS,28513,01.01.1974 08:00,22.01.1986 16:00
-[28513; 28395],789,100118,NAPS,28395,18.11.1986 20:00,31.12.2013 07:00
-[28515; 28390],790,100109,NAPS,28515,01.02.1975 08:00,01.04.1980 07:00
-[28515; 28390],790,100112,NAPS,28390,25.03.1980 23:00,31.12.2013 07:00
-[20367; 20867; 22734; 22733],791,DEST018,UBA,20367,05.01.1993 10:00,31.12.1995 23:00
-[20367; 20867; 22734; 22733],791,DEST052,UBA,20867,01.01.1996 00:00,25.11.2002 08:00
-[25798; 25216; 25215; 25741],792,NL00620,AIRBASE,25216,18.02.1991 23:00,22.11.2011 08:00
-[25798; 25216; 25215; 25741],792,NL0644R,EMEP,25798,11.05.2012 11:00,31.12.2013 23:00
-[17504; 20322; 22868; 22869],793,DEBB040,UBA,20322,20.02.1997 16:00,15.04.2002 07:00
-[17504; 20322; 22868; 22869],793,DEBB067,UBA,17504,12.08.2003 11:00,01.03.2016 18:00
-[17512; 20103; 22785; 22786],794,DEBB031,UBA,20103,01.01.1994 00:00,17.03.2008 10:00
-[17512; 20103; 22785; 22786],794,DEBB082,UBA,17512,20.03.2008 15:00,03.01.2014 09:00
-[19689; 19438; 22859; 22860 ],795,DETH055,UBA,19689,19.05.1994 13:00,31.12.1995 22:00
-[19689; 19438; 22859; 22860 ],795,DETH021,UBA,19438,19.04.1996 14:00,30.12.2004 23:00
-[22262; 22263],796,AT60103,AIRBASE,22262,31.12.1995 23:00,28.10.1998 11:00
-[22262; 22263],796,AT60107,AIRBASE,22263,16.02.1999 00:00,31.12.2012 21:00
-[23746; 23747],797,FR09013,AIRBASE,23746,01.01.1999 00:00,09.01.2008 23:00
-[23746; 23747],797,FR09301,AIRBASE,23747,10.01.2008 18:00,31.12.2012 23:00
-[24181; 24015; 23784],798,FR23065,AIRBASE,24181,01.01.1999 00:00,18.12.2001 09:00
-[24181; 24015; 23784],798,FR23129,AIRBASE,24015,18.12.2001 16:00,14.05.2004 07:00
-[24181; 24015; 23784],798,FR23179,AIRBASE,23784,02.01.2007 15:00,04.01.2010 09:00
-[23829; 23830],799,FR33301,AIRBASE,23829,24.02.2004 00:00,11.03.2009 06:00
-[23829; 23830],799,FR33305,AIRBASE,23830,24.02.2009 13:00,31.12.2012 23:00
-[23921; 23951],800,FR23138,AIRBASE,23921,29.11.2004 00:00,06.09.2005 07:00
-[23921; 23951],800,FR23163,AIRBASE,23951,06.09.2005 10:00,31.12.2012 23:00
-[24371; 23987],801,FR15008,AIRBASE,24371,01.01.1999 00:00,31.12.2000 23:00
-[24371; 23987],801,FR15043,AIRBASE,23987,01.01.2001 00:00,25.04.2001 01:00
-[24371; 23987],801,FR15008,AIRBASE,24371,25.04.2001 02:00,31.12.2001 23:00
-[24371; 23987],801,FR15043,AIRBASE,23987,01.01.2002 00:00,31.12.2012 23:00
-[24018; 24099],802,FR14002,AIRBASE,24099,06.01.1999 00:00,19.12.2008 11:00
-[24018; 24099],802,FR14012,AIRBASE,24018,19.12.2008 12:00,31.12.2012 23:00
-[24026; 24054],803,FR03065,AIRBASE,24026,20.01.1999 15:00,31.10.2004 16:00
-[24026; 24054],803,FR03060,AIRBASE,24054,21.08.2009 10:00,31.12.2012 23:00
-[24147; 24148],804,FR30017,AIRBASE,24147,01.01.1999 00:00,02.07.2009 23:00
-[24147; 24148],804,FR30037,AIRBASE,24148,01.01.2010 00:00,31.12.2012 23:00
-[24260; 24261],805,FR16036,AIRBASE,24260,01.01.1999 00:00,10.04.2008 06:00
-[24260; 24261],805,FR16041,AIRBASE,24261,30.09.2008 10:00,31.12.2012 23:00
-[24262; 24263],806,FR27101,AIRBASE,24263,18.12.2001 00:00,04.09.2003 12:00
-[24262; 24263],806,FR27005,AIRBASE,24262,17.11.2003 01:00,31.12.2012 23:00
-[24480; 24484],807,GB0738A,AIRBASE,24480,17.03.2003 01:00,01.07.2012 16:00
-[24480; 24484],807,GB1019A,AIRBASE,24484,10.07.2012 13:00,31.12.2012 23:00
-[26041; 26054],808,04-013-0013,AQS,26041,12.05.1980 17:00,01.07.1999 06:00
-[26041; 26054],808,04-013-4003,AQS,26054,01.10.1999 07:00,01.12.2014 06:00
-[26116; 26117; 46823],809,05-119-1005,AQS,26116,01.07.2002 07:00,01.01.2007 05:00
-[26116; 26117; 46823],809,05-119-1008,AQS,26117,01.01.2007 07:00,01.10.2014 05:00
-[26156; 26158],810,06-019-0008,AQS,26156,01.04.1990 08:00,01.02.2012 07:00
-[26156; 26158],810,06-019-0011,AQS,26158,01.01.2012 08:00,01.09.2014 07:00
-[26432; 26433],811,06-095-3002,AQS,26432,01.05.1995 08:00,21.07.2003 07:00
-[26432; 26433],811,06-095-3003,AQS,26433,21.07.2003 08:00,01.10.2014 07:00
-[27021; 27022],812,23-011-2001,AQS,27021,27.03.1980 16:00,03.10.1990 13:00
-[27021; 27022],812,23-011-2005,AQS,27022,04.04.1991 17:00,01.10.2014 04:00
-[27214; 27217],813,28-045-0719,AQS,27217,01.03.1987 07:00,01.12.1990 05:00
-[27214; 27217],813,28-045-0001,AQS,27214,01.03.1991 07:00,28.08.2005 19:00
-[27231; 27232],814,28-081-0004,AQS,27231,01.01.1997 06:00,01.01.1998 05:00
-[27231; 27232],814,28-081-0005,AQS,27232,01.04.1998 07:00,01.11.2014 05:00
-[27356; 27358; 47043],815,33-011-0012,AQS,47043,14.02.1980 12:00,27.05.1983 00:00
-[27356; 27358; 47043],815,33-011-0016,AQS,27356,01.04.1984 05:00,19.05.1999 04:00
-[27356; 27358; 47043],815,33-011-0020,AQS,27358,01.06.2001 05:00,01.10.2010 04:00
-[27385; 27386],816,34-013-0011,AQS,27385,01.01.1985 05:00,05.11.1999 13:00
-[27385; 27386],816,34-013-0016,AQS,27386,06.08.2001 20:00,01.06.2003 00:00
-[27515; 27516],817,37-063-0013,AQS,27515,04.05.1993 05:00,01.11.2006 04:00
-[27515; 27516],817,37-063-0015,AQS,27516,13.04.2007 20:00,01.09.2014 04:00
-[27669; 27670; 27671],818,39-165-1002,AQS,27671,01.01.1980 05:00,01.11.1996 04:00
-[27669; 27670; 27671],818,39-165-0006,AQS,27669,01.04.1997 05:00,14.05.2003 11:00
-[27669; 27670; 27671],818,39-165-0007,AQS,27670,14.05.2003 19:00,01.11.2014 04:00
-[27748; 27749],819,42-003-1005,AQS,27748,20.06.1990 16:00,12.02.2014 04:00
-[27748; 27749],819,42-003-1008,AQS,27749,12.02.2014 20:00,01.10.2014 04:00
-[28190; 28191],820,55-009-0024,AQS,28190,15.04.1990 06:00,16.10.1993 05:00
-[28190; 28191],820,55-009-0026,AQS,28191,18.04.1994 18:00,01.10.2014 05:00
-[28207; 28208],821,55-055-0002,AQS,28207,15.04.1988 06:00,16.10.2012 17:00
-[28207; 28208],821,55-055-0009,AQS,28208,08.04.2013 18:00,01.10.2014 05:00
-[28239; 28240],822,55-105-0020,AQS,28239,28.05.1991 18:00,16.10.1991 05:00
-[28239; 28240],822,55-105-0021,AQS,28240,15.04.1992 06:00,16.10.1999 05:00
-[28619; 28682; 28683],823,90219,NAPS,28619,01.01.1974 07:00,01.05.1979 06:00
-[28619; 28682; 28683],823,90227,NAPS,28682,01.05.1979 07:00,14.02.2008 19:00
-[28619; 28682; 28683],823,90228,NAPS,28683,01.04.2008 00:00,31.12.2013 22:00
-[28362; 28363],824,100302,NAPS,28362,04.02.1975 21:00,01.04.1983 07:00
-[28362; 28363],824,100303,NAPS,28363,01.04.1983 08:00,30.10.1997 07:00
-[26451; 26455; 25975],825,06-107-0005,AQS,26451,01.01.1987 08:00,01.11.1996 07:00
-[26451; 26455; 25975],825,06-107-0009,AQS,26455,01.07.1999 08:00,01.03.2005 01:00
-[26451; 26455; 25975],825,SEK430,CASTNET,25975,01.03.2005 02:00,28.04.2015 01:00
-[27014; 27016; 25878; 47271],826,23-009-0003,AQS,47271,06.10.1982 11:00,14.11.1988 00:00
-[27014; 27016; 25878; 47271],826,23-009-0101,AQS,27014,02.01.1990 00:00,30.09.1997 14:00
-[27014; 27016; 25878; 47271],826,ACA416,CASTNET,25878,09.02.1998 05:00,31.12.2013 23:00
-[27014; 27016; 25878; 47271],826,23-009-0103,AQS,27016,01.01.2014 01:00,31.12.2015 23:00
-[20802; 16758; 22982; 22983],827,DENW013,UBA,20802,01.01.1990 00:00,02.11.2005 08:00
-[20802; 16758; 22982; 22983],827,DENW179,UBA,16758,04.11.2005 09:00,03.03.2016 06:00
-[27620; 27621; 27622],828,39-081-1012,AQS,27622,01.01.1980 05:00,30.09.1997 12:00
-[27620; 27621; 27622],828,39-081-0016,AQS,27620,04.06.1998 15:00,01.11.2003 04:00
-[27620; 27621; 27622],828,39-081-0017,AQS,27621,01.04.2004 05:00,01.11.2014 04:00
-[17520; 20959; 23002; 23003],829,DEBB026,UBA,20959,01.04.1991 00:00,06.05.2009 07:00
-[17520; 20959; 23002; 23003],829,DEBB083,UBA,17520,06.05.2009 13:00,03.03.2016 06:00
-[24623; 24957],830,IT0640A,AIRBASE,24623,31.12.2002 23:00,25.10.2007 06:00
-[24623; 24957],830,IT1880A,AIRBASE,24957,30.11.2007 23:00,31.12.2011 22:00
-[28614; 28353],831,80109,NAPS,28614,05.06.1978 21:00,26.06.1986 05:00
-[28614; 28353],831,80110,NAPS,28353,01.10.1986 06:00,31.12.2013 05:00
-[26211; 26212],832,06-037-1601,AQS,26211,01.01.1980 08:00,26.04.2005 16:00
-[26211; 26212],832,06-037-1602,AQS,26212,01.05.2006 08:00,01.07.2014 06:00
-[27718; 27723],833,40-143-0127,AQS,27718,21.03.1980 21:00,01.07.2000 05:00
-[27718; 27723],833,40-143-1127,AQS,27723,10.07.2000 19:00,01.11.2014 05:00
-[28621; 28623; 28624],834,50304,NAPS,28621,16.09.1974 19:00,04.10.1983 13:00
-[28621; 28623; 28624],834,50307,NAPS,28623,03.11.1983 18:00,02.09.1998 12:00
-[28621; 28623; 28624],834,50308,NAPS,28624,04.09.1998 15:00,01.01.2014 04:00
-[28455; 28456],835,61301,NAPS,28455,07.05.1976 21:00,29.09.1986 12:00
-[28455; 28456],835,61302,NAPS,28456,05.01.1988 16:00,01.01.2014 03:00
-[21842; 21843],836,CGO540S00,GAW,21842,01.01.1982 00:00,31.12.2003 23:00
-[21842; 21843],836,CGO540S00,GAW,21843,01.01.2004 00:00,31.12.2013 23:00
-[24117; 25777],837,FR0014R,EMEP,25777,01.04.1998 01:00,31.12.2013 23:00
-[20117; 25710; 22949],838,DE0013R,EMEP,25710,01.01.1988 01:00,31.12.1989 23:00
-[20117; 25710; 22949],838,DEUB008,UBA,20117,01.01.1990 00:00,13.04.1993 01:00
-[25181; 25182],839,MK0028A,AIRBASE,25181,18.05.2004 10:00,25.11.2008 18:00
-[25181; 25182],839,MK0048A,AIRBASE,25182,01.01.2012 01:00,31.12.2012 23:00
-[28481; 47908],840,31001,OTHER,47908,08.07.1991 21:00,29.01.1998 17:00
-[28481; 47908],840,31001,NAPS,28481,30.05.2003 17:00,31.12.2013 23:00
-[17040; 23014],841,DEBW099,UBA,17040,01.01.2008 01:00,15.12.2014 06:00
-[20796; 22918],842,DESN038,UBA,20796,01.01.1994 01:00,25.08.1998 09:00
-[21006; 22956],843,DEBY030,UBA,21006,17.01.2012 01:00,15.07.2016 10:00
-[21913; 25792],844,RU0016R,EMEP,25792,01.01.1995 03:00,31.08.2003 23:00
-[22122; 28419],845,54001,NAPS,28419,31.05.1988 03:00,31.12.1996 22:00
-[23109; 25797],846,DK0012R,EMEP,25797,23.07.2010 18:00,31.12.2013 23:00
-[23223; 23480],847,ES1079A,AIRBASE,23223,01.01.2002 00:00,21.05.2002 14:00
-[23223; 23480],847,ES1633A,AIRBASE,23480,22.05.2002 12:00,31.12.2012 23:00
-[23760; 23850],848,FR23099,AIRBASE,23850,01.01.1999 00:00,15.12.2004 00:00
-[23760; 23850],848,FR23150,AIRBASE,23760,15.12.2004 01:00,01.01.2013 00:00
-[23764; 23763],849,FR03028,AIRBASE,23764,01.01.1999 01:00,12.10.2007 17:00
-[23764; 23763],849,FR03032,AIRBASE,23763,07.09.2010 14:00,01.01.2013 00:00
-[23908; 23914],850,FR13001,AIRBASE,23908,01.01.1999 01:00,01.01.2002 00:00
-[23908; 23914],850,FR13012,AIRBASE,23914,01.01.2002 01:00,01.01.2013 00:00
-[23975; 23986],851,FR10014,AIRBASE,23975,01.01.2002 01:00,25.03.2003 09:00
-[23975; 23986],851,FR10015,AIRBASE,23986,01.07.2005 01:00,25.04.2008 08:00
-[23980; 24234],852,FR08209,AIRBASE,23980,01.01.1999 01:00,21.12.2012 14:00
-[24010; 24011],853,FR07019,AIRBASE,24011,23.06.1999 15:00,02.01.2007 00:00
-[24010; 24011],853,FR07038,AIRBASE,24010,18.09.2007 10:00,01.01.2013 00:00
-[24062; 24061],854,FR05064,AIRBASE,24062,01.01.1999 01:00,15.12.2008 13:00
-[24062; 24061],854,FR05086,AIRBASE,24061,17.12.2008 01:00,21.06.2012 12:00
-[24166; 24169],855,FR04055,AIRBASE,24166,05.09.2001 01:00,23.11.2010 09:00
-[24166; 24169],855,FR04143,AIRBASE,24169,16.12.2011 11:00,01.01.2013 00:00
-[24237; 24370],856,FR18049,AIRBASE,24370,04.02.2009 16:00,01.01.2013 00:00
-[24266; 24285],857,FR14041,AIRBASE,24266,03.07.2002 11:00,01.09.2003 01:00
-[24266; 24285],857,FR14042,AIRBASE,24285,15.01.2010 11:00,01.01.2013 00:00
-[24267; 24293],858,FR18044,AIRBASE,24267,06.09.2004 01:00,28.12.2010 08:00
-[24267; 24293],858,FR18053,AIRBASE,24293,05.01.2011 11:00,01.01.2013 00:00
-[24889; 24802],859,IT1469A,AIRBASE,24889,01.01.2001 01:00,06.04.2006 23:00
-[24923; 24806],860,IT1141A,AIRBASE,24923,01.01.2001 01:00,31.12.2008 00:00
-[24923; 24806],860,IT1929A,AIRBASE,24806,16.04.2009 11:00,31.12.2010 00:00
-[21847; 21848],861,CPT134S00,GAW,21847,07.01.1983 17:00,01.01.2015 02:00
-[21941; 21943; 28704],862,ZUG647N00,GAW,28704,01.01.1978 00:00,31.12.2010 23:00
-[21941; 21943; 28704],862,ZSF647N00,GAW,21941,01.01.2011 00:00,31.12.2014 23:00
-[21927; 21928],863,TLL330S00,GAW,21927,11.11.1995 15:00,30.11.2014 19:00
-[22256; 22257],864,AT55016,AIRBASE,22257,01.01.1994 00:00,31.12.2000 23:00
-[22256; 22257],864,AT55032,AIRBASE,22256,02.01.2001 13:00,31.12.2012 23:00
-[23143; 23144],865,ES0117A,AIRBASE,23143,15.10.1998 01:00,19.11.2002 09:00
-[23143; 23144],865,ES0118A,AIRBASE,23144,19.11.2002 10:00,31.12.2012 23:00
-[23169; 23391],866,ES0596A,AIRBASE,23169,01.04.1987 00:00,31.12.1995 23:00
-[23169; 23391],866,ES1480A,AIRBASE,23391,04.11.1997 12:00,31.12.2012 22:00
-[23219; 23622],867,ES1051A,AIRBASE,23219,01.04.1998 01:00,01.01.2007 00:00
-[23219; 23622],867,ES1869A,AIRBASE,23622,05.06.2007 01:00,01.01.2013 00:00
-[24013; 23859],868,FR23076,AIRBASE,24013,01.01.1999 01:00,20.12.2007 14:00
-[24013; 23859],868,FR23188,AIRBASE,23859,20.12.2007 16:00,01.01.2013 00:00
-[24155; 47911; 47912],869,OHP,OTHER,47912,30.12.1997 21:00,20.05.2010 00:00
-[24155; 47911; 47912],869,OHP,OTHER,47911,10.08.2012 11:00,31.12.2014 00:00
-[24420; 24452; 24469],870,GB0204A,AIRBASE,24420,01.01.1985 00:00,20.08.1990 06:00
-[24420; 24452; 24469],870,GB0536A,AIRBASE,24452,03.07.1990 00:00,21.11.1999 13:00
-[24420; 24452; 24469],870,GB0743A,AIRBASE,24469,17.07.2001 00:00,31.12.2012 00:00
-[24829; 24830],871,IT1826A,AIRBASE,24830,07.01.2008 14:00,31.12.2012 23:00
-[24854; 25110],872,IT1953A,AIRBASE,24854,01.01.2009 01:00,31.12.2012 23:00
-[25001; 25099],873,IT1144A,AIRBASE,25001,01.01.2003 01:00,31.12.2012 23:00
-[25247; 25249],874,NL00640,AIRBASE,25247,02.12.1987 13:00,31.12.1997 23:00
-[47259; 26084],875,04-019-0013,AQS,47259,01.06.1982 00:00,31.03.1987 23:00
-[47259; 26084],875,04-019-0021,AQS,26084,01.05.1987 00:00,31.12.2015 16:00
-[26121; 46825],876,06-001-1002,AQS,46825,01.01.1980 00:00,26.12.1980 09:00
-[26121; 46825],876,06-001-0003,AQS,26121,06.02.1981 14:00,30.11.2000 23:00
-[46824; 26122],877,06-001-0004,AQS,46824,01.01.1980 00:00,02.10.1980 09:00
-[46824; 26122],877,06-001-0005,AQS,26122,02.10.1980 10:00,30.11.2005 23:00
-[26132; 26134],878,06-007-0002,AQS,26132,01.01.1980 00:00,19.07.2012 15:00
-[26132; 26134],878,06-007-0008,AQS,26134,19.07.2012 16:00,31.12.2015 15:00
-[26175; 46838],879,06-025-1002,AQS,46838,01.01.1980 00:00,31.03.1986 23:00
-[26175; 46838],879,06-025-1003,AQS,26175,01.04.1986 00:00,31.12.2015 15:00
-[46849; 26221; 26222],880,06-037-1401,AQS,46849,01.01.1980 00:00,31.07.1982 23:00
-[46849; 26221; 26222],880,06-037-6002,AQS,26221,01.10.1982 00:00,17.05.2001 23:00
-[46849; 26221; 26222],880,06-037-6012,AQS,26222,17.05.2001 00:00,31.12.2015 00:00
-[46860; 26291],881,06-065-3001,AQS,46860,18.10.1980 00:00,31.03.1986 23:00
-[46860; 26291],881,06-065-2002,AQS,26291,01.12.1988 00:00,31.12.2015 15:00
-[26317; 26321],882,06-071-0014,AQS,26317,18.04.1991 01:00,31.12.1999 22:00
-[26317; 26321],882,06-071-0306,AQS,26321,19.01.2000 12:00,31.12.2015 15:00
-[46880; 47290; 26376],883,06-083-0004,AQS,46880,01.01.1980 02:00,25.01.1983 07:00
-[46880; 47290; 26376],883,06-083-0009,AQS,47290,09.02.1983 14:00,06.06.1988 13:00
-[46880; 47290; 26376],883,06-083-0010,AQS,26376,01.07.1988 00:00,24.10.2000 12:00
-[47264; 26378; 26379],884,06-083-1006,AQS,47264,16.04.1982 12:00,30.09.1987 23:00
-[47264; 26378; 26379],884,06-083-1007,AQS,26378,01.01.1990 00:00,29.02.2000 23:00
-[47264; 26378; 26379],884,06-083-1008,AQS,26379,01.03.2000 00:00,31.12.2015 00:00
-[26385; 26386],885,06-083-1015,AQS,26385,01.01.1986 00:00,31.03.1998 23:00
-[46888; 26434],886,06-097-2002,AQS,46888,01.01.1980 00:00,01.01.1981 00:00
-[46888; 26434],886,06-097-0003,AQS,26434,01.01.1981 00:00,17.12.2013 23:00
-[26438; 26440],887,06-099-0005,AQS,26438,01.02.1981 00:00,08.01.1998 13:00
-[26438; 26440],887,06-099-0010,AQS,26440,08.01.1998 14:00,29.05.1998 09:00
-[26438; 26440],887,06-099-0005,AQS,26438,29.05.1998 10:00,31.12.2015 15:00
-[46899; 26497],888,08-031-0009,AQS,46899,01.01.1980 01:00,30.08.1982 23:00
-[46899; 26497],888,08-031-0014,AQS,26497,11.06.1982 00:00,28.02.2013 23:00
-[46919; 26720],889,17-001-0005,AQS,46919,01.01.1980 00:00,29.06.1983 23:00
-[46919; 26720],889,17-001-0006,AQS,26720,30.06.1983 12:00,26.02.2007 05:00
-[46934; 26767],890,17-117-0001,AQS,46934,01.01.1980 00:00,30.07.1981 11:00
-[46934; 26767],890,17-117-0002,AQS,26767,01.01.1981 00:00,31.10.2015 23:00
-[26791; 26788],891,18-003-0002,AQS,26788,01.04.1986 00:00,01.04.1990 00:00
-[26791; 26788],891,18-003-0008,AQS,26791,01.04.1990 00:00,07.05.1992 10:00
-[26791; 26788],891,18-003-0002,AQS,26788,07.05.1992 11:00,30.09.2015 23:00
-[47337; 26832],892,18-097-0070,AQS,47337,24.07.1985 14:00,31.10.1988 23:00
-[47337; 26832],892,18-097-0073,AQS,26832,04.04.1990 15:00,30.09.2015 23:00
-[46958; 26931],893,21-101-0008,AQS,46958,01.01.1980 00:00,05.04.1982 23:00
-[46958; 26931],893,21-101-0013,AQS,26931,26.03.1982 02:00,31.10.2001 23:00
-[46972; 26974],894,22-033-0004,AQS,46972,01.10.1980 00:00,31.12.1988 23:00
-[46972; 26974],894,22-033-0006,AQS,26974,08.01.1990 17:00,31.07.1992 23:00
-[27039; 27040],895,23-029-0031,AQS,27039,01.07.2004 00:00,31.12.2005 23:00
-[27039; 27040],895,23-029-0032,AQS,27040,01.04.2006 00:00,31.12.2015 18:00
-[27207; 27208],896,28-001-0734,AQS,27208,01.03.1987 01:00,30.11.1990 23:00
-[27207; 27208],896,28-001-0004,AQS,27207,01.03.1991 01:00,31.10.2011 23:00
-[27226; 27225],897,28-073-0720,AQS,27226,02.03.1987 10:00,30.11.1990 23:00
-[27226; 27225],897,28-073-0002,AQS,27225,01.03.1991 01:00,21.06.1993 23:00
-[27233; 27230],898,28-081-0738,AQS,27233,01.03.1990 01:00,30.11.1990 23:00
-[27233; 27230],898,28-081-0003,AQS,27230,05.03.1991 16:00,31.10.1997 23:00
-[27239; 27238],899,28-149-0721,AQS,27239,03.03.1987 13:00,27.11.1990 23:00
-[27239; 27238],899,28-149-0004,AQS,27238,01.03.1991 01:00,31.05.2004 23:00
-[47041; 27305],900,32-003-1001,AQS,47041,03.04.1980 15:00,31.03.1985 23:00
-[47041; 27305],900,32-003-0016,AQS,27305,01.07.1988 00:00,31.03.2006 23:00
-[47056; 27403],901,35-001-0015,AQS,47056,01.01.1980 00:00,31.07.1986 23:00
-[47056; 27403],901,35-001-0023,AQS,27403,01.10.1986 00:00,31.12.2015 16:00
-[27531; 27530],902,37-087-0004,AQS,27530,01.04.1999 00:00,31.10.2010 23:00
-[27531; 27530],902,37-087-0008,AQS,27531,01.04.2011 00:00,02.11.2015 02:00
-[27624; 47313],903,39-085-0001,AQS,47313,27.05.1983 13:00,05.06.1985 14:00
-[27624; 47313],903,39-085-0003,AQS,27624,14.06.1985 15:00,31.10.2015 23:00
-[27643; 47088],904,39-099-0007,AQS,47088,01.01.1980 00:00,29.09.1982 07:00
-[27643; 47088],904,39-099-0009,AQS,27643,05.10.1982 12:00,31.10.1999 23:00
-[48312; 27665],905,39-155-0009,AQS,27665,01.04.1992 00:00,31.10.2014 22:00
-[48312; 27665],905,39-155-0013,AQS,48312,01.04.2015 00:00,31.10.2015 22:00
-[27752; 27753],906,42-007-0003,AQS,27752,01.01.1987 00:00,07.04.1994 13:00
-[27752; 27753],906,42-007-0005,AQS,27753,19.05.1994 11:00,31.12.2015 18:00
-[27790; 47111],907,42-081-0403,AQS,27790,01.04.1980 00:00,30.06.1980 23:00
-[27790; 47111],907,42-081-0402,AQS,47111,03.10.1980 13:00,10.12.1985 08:00
-[27790; 47111],907,42-081-0403,AQS,27790,10.12.1985 16:00,31.10.2001 23:00
-[27865; 27864],908,46-071-1001,AQS,27865,01.11.1987 00:00,31.12.2007 23:00
-[27865; 27864],908,46-071-0001,AQS,27864,31.12.2007 23:00,31.12.2015 16:00
-[27969; 27973],909,48-141-0028,AQS,27969,01.01.1980 00:00,01.09.1999 06:00
-[27969; 27973],909,48-141-0055,AQS,27973,26.09.1999 02:00,31.12.2015 16:00
-[28226; 47189],910,55-079-0042,AQS,47189,01.01.1980 00:00,15.10.1986 23:00
-[28226; 47189],910,55-079-0048,AQS,28226,15.04.1987 00:00,15.10.2000 23:00
-[28245; 28250],911,55-117-1002,AQS,28250,01.01.1981 00:00,28.02.1991 23:00
-[28245; 28250],911,55-117-0004,AQS,28245,10.05.1991 00:00,25.06.1997 11:00
-[28255; 47201],912,55-131-0003,AQS,47201,13.04.1980 01:00,15.10.1984 23:00
-[28255; 47201],912,55-131-0007,AQS,28255,15.04.1985 00:00,15.10.1990 23:00
-[25955; 25956],913,RCK163,CASTNET,25955,16.08.1989 16:00,30.09.1993 23:00
-[25979; 25980],914,WPB104,CASTNET,25980,06.01.1987 10:00,30.09.1993 23:00
-[28554; 28557],915,40202,NAPS,28554,14.11.1979 11:00,15.10.1991 08:00
-[28554; 28557],915,40206,NAPS,28557,14.11.1991 13:00,22.12.2013 23:00
-[28386; 28550],916,50110,NAPS,28386,28.01.1975 11:00,06.04.2013 06:00
-[28386; 28550],916,50135,NAPS,28550,12.04.2013 15:00,31.12.2013 23:00
-[28498; 28501; 28499; 28500],917,60806,NAPS,28498,01.01.1981 00:00,03.11.1986 09:00
-[28498; 28501; 28499; 28500],917,60807,NAPS,28499,04.11.1986 15:00,10.12.2003 00:00
-[28498; 28501; 28499; 28500],917,60809,NAPS,28501,01.01.2004 00:00,30.12.2013 23:00
-[35597; 35600],918,jp14131010,NIES,35597,01.04.2009 01:00,01.04.2013 00:00
-[35597; 35600],918,jp14131100,NIES,35600,24.06.2013 00:00,01.04.2014 00:00
-[35644; 35648],919,jp15201140,NIES,35644,01.04.1990 02:00,30.03.2004 10:00
-[35644; 35648],919,jp15201322,NIES,35648,06.04.2004 02:00,01.04.2014 00:00
-[35871; 35875],920,jp23209010,NIES,35871,01.04.1976 01:00,31.03.2003 23:00
-[35871; 35875],920,jp23209510,NIES,35875,01.04.2003 01:00,01.04.2014 00:00
-[36275; 36276],921,jp38208030,NIES,36275,01.04.2009 01:00,01.04.2011 01:00
-[36275; 36276],921,jp38208040,NIES,36276,01.04.2011 01:00,01.04.2012 00:00
-[36275; 36276],921,jp38208030,NIES,36275,01.04.2012 00:00,01.04.2014 00:00
-[47186; 47348],922,55-063-0003,AQS,47186,07.04.1980 19:00,12.10.1984 07:00
-[47186; 47348],922,55-063-0008,AQS,47348,24.05.1985 15:00,15.10.1987 23:00
-[47918; 47919],923,KOR111124,KRAQN,47918,01.05.2001 01:00,01.01.2015 00:00
diff --git a/run.sh b/run.sh
index 98404f3d07d8fb6d5fafead2815149e790669a8c..8115225241c1232b6313cd5787962a1f02353939 100755
--- a/run.sh
+++ b/run.sh
@@ -1,76 +1,2 @@
-#!/usr/bin/env bash
-
-echo -----------------------------------------------------
-echo Welcome to AQ-Bench! What would you like to run?
-echo Remember, you have to run prepare before you run anything else!
-
-task="none"
-positive_output="-> -> -> I will do "
-
-while [ $task != "exit" ]
-do
-    echo
-    echo ----------------------------------------------
-    echo You can choose from:
-    echo prepare
-    echo test
-    echo retrieval
-    echo sanitycheck
-    echo preanalysis
-    echo mapping
-    echo exit
-    echo
-    echo Please type what you like to do:
-    echo
-    read task
-    echo
-
-    if [[ $task == "prepare" ]]
-    then
-        echo $positive_output $task
-        echo
-        source prepare.sh
-    elif [[ $task == "test" ]]
-    then
-        echo $positive_output $task
-        echo
-        cd test
-        for f in *.py; do python -m pytest "$f"; done
-        cd ..
-    elif [[ $task == "retrieval" ]]
-    then
-        echo $positive_output $task
-        echo
-        cd source
-        python dataset_retrieval.py
-        cd ..
-    elif [[ $task == "sanitycheck" ]]
-    then
-        echo $positive_output $task
-        echo
-        cd source
-        python dataset_sanitycheck.py
-        cd ..
-    elif [[ $task == "preanalysis" ]]
-    then
-        echo $positive_output $task
-        echo
-        cd source
-        python dataset_preanalysis.py
-        cd ..
-    elif [[ $task == "mapping" ]]
-    then
-        echo $positive_output $task
-        echo
-        cd source
-        python mapping_sklearn.py
-        cd ..
-    elif [[ $task == "exit" ]]
-    then
-        echo
-    else
-    	echo Undefined input!
-    fi
-    
-done
-
+cd source
+jupyter notebook
diff --git a/source/dataset_mapplot.py b/source/dataset_mapplot.py
index 06ba28eee07767f35286d606d3a20887c5d23747..617e0595d3a41914a05ddc3f7c5f7f469bca0708 100644
--- a/source/dataset_mapplot.py
+++ b/source/dataset_mapplot.py
@@ -1,7 +1,7 @@
 import numpy as np
 import pandas as pd
 import matplotlib.pyplot as plt
-from mpl_toolkits.basemap import Basemap
+import cartopy
 import random
 
 from settings import *
@@ -35,25 +35,26 @@ class MapPlot:
         self.markers = []
 
     def plot(self, annotate=False):
-        tmap = Basemap(projection='cyl', resolution='l')
-        tmap.drawcoastlines()
-        tmap.fillcontinents()
-        tmap.drawcountries()
+        ax = plt.axes(projection=cartopy.crs.PlateCarree())
+        ax.add_feature(cartopy.feature.COASTLINE)
+        ax.add_feature(cartopy.feature.BORDERS, linestyle=':')
+        ax.add_feature(cartopy.feature.LAND)
+        ax.add_feature(cartopy.feature.OCEAN)
 
         for i in range(len(self.data_plot)):
             lons = self.data_plot[i]['lon'].to_list()
             lats = self.data_plot[i]['lat'].to_list()
 
-            x, y = tmap(lons, lats)
+            x, y = lons, lats
 
-            tmap.scatter(x, y,
-                         s=50,
-                         color=self.colors[i],
-                         marker=self.markers[i],
-                         alpha=0.5,
-                         edgecolor='black',
-                         label=self.labels[i],
-                         zorder=2)
+            ax.scatter(x, y,
+                       s=50,
+                       color=self.colors[i],
+                       marker=self.markers[i],
+                       alpha=0.5,
+                       edgecolor='black',
+                       label=self.labels[i],
+                       zorder=2)
 
             if annotate:
                 if i == 0:
diff --git a/source/dataset_preanalysis.py b/source/dataset_preanalysis.py
index 73c161bc10edb3bbfabb1d3a963ca1735d089c03..0af621e83ab8d77b5e1aca0ae541e7a17bf443be 100644
--- a/source/dataset_preanalysis.py
+++ b/source/dataset_preanalysis.py
@@ -3,7 +3,7 @@ Class and routine for AQbench preanalysis and visualization.
 """
 
 # general
-import logging
+# import logging
 # import pdb
 
 # data science
@@ -81,11 +81,14 @@ class PreVis:
         # prepare missing value bar
         compl = len(this_data)
         if this_res['data_type'] in ['int', 'float']:
-            fill = int(this_res['fill_value'])
+            if str(this_res['fill_value']) == 'nan':
+                fill = -999
+            else:
+                fill = int(this_res['fill_value'])
         elif this_res['data_type'] == 'str':
             fill = str(this_res['fill_value'])
         else:
-            logging.warning('Forgotten datatypes?')
+            pass  # logging.warning('Forgotten datatypes?')
         av = round(len(this_data[this_data != fill]) / compl * 100)
         mis = 100 - av
         this_data = this_data[this_data != fill]
@@ -186,7 +189,7 @@ class PreVis:
             self.plot_dir+column_name.replace('.', 'p')+'_'+plot_naming,
             dpi=175
         )
-        logging.info(column_name + ' plot saved')
+        # logging.info(column_name + ' plot saved')
 
 
 class PreMis:
@@ -284,7 +287,7 @@ def main_previs():
             previs.vis(col)
             plt.close()
         except Exception as exc:
-            logging.warning(col + ' no plot produced')
+            # logging.warning(col + ' no plot produced')
             print(exc)
 
 
@@ -316,12 +319,12 @@ if __name__ == '__main__':
     """
 
     # logging
-    log_file = __file__.replace('py', 'log')
+    # log_file = __file__.replace('py', 'log')
 
-    logging.basicConfig(
-        level=logging.INFO,
-        format="%(asctime)s [%(levelname)s] %(message)s",
-        handlers=[logging.FileHandler(log_dir+log_file),
-                  logging.StreamHandler()])
+    # logging.basicConfig(
+    #     level=logging.INFO,
+    #     format="%(asctime)s [%(levelname)s] %(message)s",
+    #     handlers=[logging.FileHandler(log_dir+log_file),
+    #               logging.StreamHandler()])
     main_previs()
     main_premis()
diff --git a/source/dataset_retrieval.py b/source/dataset_retrieval.py
deleted file mode 100644
index 339678065e7e5a1737be029a2c294cefe8a5922c..0000000000000000000000000000000000000000
--- a/source/dataset_retrieval.py
+++ /dev/null
@@ -1,460 +0,0 @@
-"""
-Classes for AQbench retrieval
-
-Class AQbench contains the data set
-Class MetadataCol contains an input column (Metadata)
-Class SeriesidCol contains an intermediate column (Parameter series id)
-Class MetricsRow contains a row with target values (Air quality metrics)
-
-For TOAR access, create a settings file
-'dataset_dbaccess.py' containing the following lines to access TOAR database:
-
-db_user = '****'
-db_password = '****'
-db_host = 'zam10131.zam.kfa-juelich.de'
-db_port = '5432'
-db_name = 'surface_observations_toar'
-
-Note: This script will store all outputs in the output directory. Move the
-dataset to the resources directory if it is a final version.
-
-"""
-
-# general
-import os
-import logging
-import pdb
-
-# data science
-import pandas as pd
-from math import isnan
-import numpy as np
-
-# helper functions
-from utils import query_db
-from utils import query_url_to_json
-from utils import read_csv_to_df
-from utils import save_data_to_file
-from utils import read_pkl_to_df
-from utils import string_to_dict
-from utils import decode
-from utils import drop_duplicate_stations
-
-# paths and resources files
-from settings import *
-from dataset_datasplit import DataSplit
-
-
-# info on this file
-__author__ = 'Clara Betancourt, Scarlet Stadtler'
-
-
-class AQbench():
-    """
-    Creates AQbench data set:
-
-    - inside data_dir
-    - for specifics given in the resources dir
-    - of lenghts N rows
-    """
-    def __init__(self, data_dir, resources_dir, n=13289):
-        """
-        Initialize AQbench class.
-        """
-        # initialize instance
-        self.data_dir = data_dir
-        self.resources_dir = resources_dir
-        self.N = n
-        logging.info(f'Initialized AQbench instance with {self.N} rows')
-
-    def prepare_col_info(self):
-        """
-        Prepares a data frame which contains all info on input columns
-        """
-        metadata_info_file = self.resources_dir + metadata_cols_file
-        converters = {'column_name': str,
-                      'column_name_in_db': str,
-                      'trim': str,
-                      'data_type': eval,
-                      'fill_value_in_db': eval,
-                      'dict': bool,
-                      'decode': bool}
-        self.metadata_col_info = read_csv_to_df(metadata_info_file,
-                                                converters=converters)
-
-        seriesid_info_file = self.resources_dir + seriesid_cols_file
-        self.seriesid_col_info = read_csv_to_df(seriesid_info_file)
-
-        metrics_info_file = self.resources_dir + metrics_cols_file
-        self.metrics_col_info = read_csv_to_df(metrics_info_file)
-        logging.info('Column info prepared')
-
-    def initialize_data(self):
-        """
-        Initialize data frame with range(N) as index.
-        """
-        self.data = pd.DataFrame(index=range(self.N))
-
-    def get_metadata(self):
-        """
-        Iterate through all input cols and retrieve data
-        """
-        metadata_file = self.data_dir + 'metadata.pkl'
-
-        if os.path.isfile(metadata_file):
-            self.data = read_pkl_to_df(metadata_file)
-            logging.info('Read metadata from file.')
-            return
-
-        logging.info('Preparing metadata...')
-        for info_dict in self.metadata_col_info.to_dict(orient='row'):
-            col = MetadataCol(info_dict, self.N)
-            self.append_col_to_data(col.df)
-
-        save_data_to_file(self.data, metadata_file)
-        logging.info('Collection of metadata complete')
-
-    def get_seriesid(self):
-        """
-        Obtain all intermediate columns
-        """
-        seriesid_file = self.data_dir + 'metadata_seriesid.pkl'
-
-        if os.path.isfile(seriesid_file):
-            self.data = read_pkl_to_df(seriesid_file)
-            logging.info('Read series id from file')
-            return
-
-        logging.info('Preparing seriesid cols... (takes a couple of mins)')
-        for info_dict in self.seriesid_col_info.to_dict(orient='row'):
-            col = SeriesidCol(info_dict, self.data)
-            self.append_col_to_data(col.df)
-        save_data_to_file(self.data, seriesid_file)
-        logging.info('Collection of seriesid done!')
-
-    def get_metrics(self):
-        """
-        Obtain target columns
-        """
-        metrics_file = self.data_dir + 'metadata_seriesid_metrics.pkl'
-
-        if os.path.isfile(metrics_file):
-            self.data = read_pkl_to_df(metrics_file)
-            logging.info('Read metrics from file')
-            return
-
-        # initialize rows with fill values
-        logging.info('Retrieve ozone metrics. Takes hours for full AQbench.')
-        for info_dict in self.metrics_col_info.to_dict(orient='row'):
-            fill_value = {}  # info_dict['aqbench_fill_value']
-            column_name = info_dict['column_name']
-            self.data[column_name] = [fill_value] * len(self.data)
-
-        # obtain metrics, intermediate saves
-        for idx, row in self.data.iterrows():
-            metricsrow = MetricsRow(row, self.metrics_col_info)
-
-            for col in self.metrics_col_info['column_name']:
-                self.data.at[idx, col] = metricsrow.row[col]
-            if (idx > 1) and (idx % 500 == 0):
-                save_data_to_file(self.data,
-                                  self.data_dir+f'intermediate_at_{idx}.pkl')
-
-        save_data_to_file(self.data, metrics_file)
-        logging.info('Collection of metrics complete')
-
-    def append_col_to_data(self, df):
-        """
-        Concatenates two data frames: self.data and a new df
-        TODO test if they have the same index.
-        """
-        if len(self.data) != len(df):
-            logging.error('Non matching data frame length. Abort')
-            exit()
-        for col in df.columns:
-            self.data[col] = df[col].to_list()
-
-    def finalize(self):
-        """
-        Drop intermediate columns
-        Drop duplicate stations
-        Drop rows with no ozone values in them
-        -> then save as csv
-        """
-        drop_col_list = self.seriesid_col_info['column_name'].to_list()
-        self.data.drop(drop_col_list, axis=1, inplace=True, errors='ignore')
-
-        self.data = drop_duplicate_stations(self.data)
-
-        self.data = self.data[self.data['o3_average_values'] > -1]
-
-        logging.info('Data finalized')
-
-        save_data_to_file(self.data, self.data_dir+'AQbench.csv')
-        logging.warning("""Do not forget to improve the population density
-                           of id 4589 and throw out station id 4587
-                           because of very high ozone values reported there""")
-        logging.info('AQbench complete')
-
-
-class MetadataCol():
-    """
-    Class which obtains input col from TOAR DB as specified in args
-    """
-    def __init__(self, info_dict, n):
-        """
-        Initialize
-
-        input: info_dict contains all information
-        N is the number of entries
-        """
-        self.info_dict = info_dict
-        self.N = n
-
-        self.compose_query()
-        self.get_data()
-        self.improve_fillvalues()
-        self.decode()
-        self.dict_to_col()
-
-    def compose_query(self):
-        """
-        Returns a query according to specifics
-        """
-        trim = self.info_dict['trim']
-        db_name = self.info_dict['column_name_in_db']
-        name = self.info_dict['column_name']
-
-        self.query = f"""
-                      SELECT {trim}({db_name})
-                      AS {name}
-                      FROM stations
-                      ORDER BY numid
-                      LIMIT {self.N};
-                      """
-
-    def get_data(self):
-        """
-        Query from the TOAR database
-        """
-        self.df = query_db(self.query)
-
-    def improve_fillvalues(self):
-        """
-        In the database, there are sometimes different fillvalues than we want
-        """
-        dtype = self.info_dict['data_type']
-        fill_value_in_aqbench = self.info_dict['fill_value_in_aqbench']
-        fillvalue_list = self.info_dict['fill_value_in_db']
-        fillvalue_aqbench = (dtype(fill_value_in_aqbench))
-        for db_fillvalue in fillvalue_list:
-            self.df.replace(db_fillvalue, fillvalue_aqbench, inplace=True)
-
-    def decode(self):
-        """
-        decoding, e.g. when climatic zone is given in numbers
-        """
-        if self.info_dict['decode'] is True:
-            name = self.info_dict['column_name']
-            self.df[name] = decode(self.df)
-
-    def dict_to_col(self):
-        """
-        Landcover description
-        """
-        if self.info_dict['dict'] is True:
-            # parse landcover to dict
-            new_landcover_25km = [dict()] * self.N
-            for index, item in enumerate(self.df['landcover_25km']):
-                new_landcover_25km[index] = string_to_dict(str(item))
-            self.df = pd.DataFrame(new_landcover_25km)
-
-
-class SeriesidCol():
-    """
-    class which obtains intermediate col
-    """
-    def __init__(self, info_dict, metadata_df):
-        """
-        We need the info dictionary and the aqbench_df which contains the
-        series id.
-        """
-        self.info_dict = info_dict
-        self.numid_list = metadata_df['id']
-        self.N = len(self.numid_list)
-
-        self.column_name = info_dict['column_name']
-        self.param = info_dict['parameter_name_in_db']
-
-        self.initialize_df()
-        self.get_data()
-
-    def initialize_df(self):
-        """
-        Initialize data frame with range(N) as index.
-        """
-        self.df = pd.DataFrame(data=[]*self.N, columns=[self.column_name])
-
-    def compose_query(self, numid):
-        """
-        Query the series id for every species from the data base
-        """
-        self.query = f"""
-                    SELECT id AS {self.column_name}
-                    FROM parameter_series
-                    INNER JOIN stations on stations.numid=station_numid
-                    WHERE stations.numid = {str(numid)}
-                    AND parameter_name = '{self.param}'
-                    AND parameter_dataset_type='hourly'
-                    AND data_end_date > '2009-12-30 23:59:59';
-                    """
-
-    def get_data(self):
-        """
-        For that, we have to loop through the numid list
-        """
-        for idx, numid in enumerate(self.numid_list):
-            self.compose_query(numid)
-            df_tmp = query_db(self.query)
-            tup = tuple(df_tmp[self.column_name])
-            column_name = self.info_dict['column_name']
-            print(f'station id: {numid}, {column_name}: {tup}')
-            self.df.at[idx, self.column_name] = tup
-
-
-class MetricsRow():
-    """
-    One row of air quality metrics.
-    """
-    def __init__(self, row, metrics_col_info):
-        """
-        We need to know what we want to downoload and where to put it
-        """
-        self.row = row
-
-        self.metrics_col_info = metrics_col_info
-
-        self.get_metrics()
-        self.dicts_to_float()
-
-    def get_metrics(self):
-        """
-        Here starts the loop of all species
-        """
-        species = self.metrics_col_info['species'].unique()
-        for spec in species:
-            self.query(spec)
-
-    def query(self, spec):
-        """
-        Compose url query for one species
-        """
-        # compose query for one species only
-        idx_tmp = self.metrics_col_info['species'] == spec
-        df_tmp = self.metrics_col_info[idx_tmp]
-
-        base_url = 'https://join.fz-juelich.de/services/rest/surfacedata/' + \
-                   'stats/'
-        sampling_part = 'sampling=annual'
-        format_part = 'format=json'
-        daterange_part = 'daterange=' + \
-            '[2010-01-01 00:00,2015-01-01 00:00]'.replace(' ', '%20')
-
-        query_list = df_tmp['query'].to_list()
-        stats_part = 'statistics=' + ','.join(query_list)
-
-        series_id_tuple = self.row[f'{spec}_series_id']
-
-        for series_id in series_id_tuple:
-            series_id_part = f'?id={series_id}'
-            query = base_url + '&'.join([series_id_part, sampling_part,
-                                         stats_part, format_part,
-                                         daterange_part])
-            json_data = query_url_to_json(query)
-            self.decode_json(json_data, df_tmp)
-
-    def decode_json(self, json_data, df_tmp):
-        """
-        Decode the different json entries and write to row
-        """
-        if (type(json_data) == dict) and ('datetime' in json_data.keys()):
-            year_list = [datetime[0:4] for
-                         datetime in json_data['datetime']]
-
-            for retr_idx, retr_metric in enumerate(df_tmp['retrieve']):
-                if retr_metric in json_data.keys():
-                    metr_list = json_data[retr_metric]
-
-                    # save to clean dictionary
-                    dict_tmp = dict(zip(year_list, metr_list))
-                    clean_dict = {k: dict_tmp[k] for k in dict_tmp if
-                                  (not isnan(dict_tmp[k]))
-                                  and (dict_tmp[k] > -1)}
-
-                    if len(clean_dict) > 0:
-                        col_ = df_tmp['column_name'].to_list()
-                        # do not update the row, will cause error.
-                        td = dict(self.row.at[col_[retr_idx]])
-                        td.update(clean_dict)
-                        self.row.at[col_[retr_idx]] = td
-
-    def dicts_to_float(self):
-        """
-        Iterate over all items in df, give fill value if length 0 or one.
-        For now: Give Mean if longer.
-        """
-        for c in self.metrics_col_info['column_name']:
-            value_list = []
-            if self.row[c] and len(self.row[c]) > 1:
-                value_list = [x for x in self.row[c].values()]
-
-            if len(value_list) > 1:
-                self.row[c] = round(np.mean(value_list), 4)
-            else:
-                self.row[c] = -999
-
-        print_metric = 'o3_average_values'
-        print('station id:' + str(self.row['id'])
-              + ' ' + print_metric + ': ' + str(self.row[print_metric]))
-
-
-def full_aqbench():
-    """
-    start one retrieval.
-    """
-    # AQbench instance
-    aqbench = AQbench(output_dir, resources_dir)  # , n=10)
-
-    # read column info
-    aqbench.prepare_col_info()
-
-    # initialize data
-    aqbench.initialize_data()
-
-    # obtain data
-    aqbench.get_metadata()
-    # aqbench.get_seriesid()
-    # aqbench.get_metrics()
-
-    # finally
-    aqbench.finalize()
-
-    # add datasets-column to table
-    datasplit = DataSplit()
-    datasplit.add_to_dataset_table(overwrite=True)
-
-
-if __name__ == '__main__':
-    """
-    Set up logging, start retrieval function
-    """
-    # logging
-    log_file = __file__.replace('py', 'log')
-    logging.basicConfig(
-        level=logging.INFO,
-        format="%(asctime)s [%(levelname)s] %(message)s",
-        handlers=[logging.FileHandler(log_dir+log_file),
-                  logging.StreamHandler()])
-
-    # start retrieval
-    full_aqbench()
diff --git a/source/dataset_sanitycheck.py b/source/dataset_sanitycheck.py
deleted file mode 100644
index 095e7f162120249e2f32c344f2f4303798af4939..0000000000000000000000000000000000000000
--- a/source/dataset_sanitycheck.py
+++ /dev/null
@@ -1,152 +0,0 @@
-"""
-Class and routine for AQ-Bench sanity check.
-"""
-
-# general
-import logging
-import pdb
-
-# data science
-import csv
-import pandas as pd
-import numpy as np
-
-# utils
-from utils import read_csv_to_df
-
-# settings
-from settings import log_dir, resources_dir, \
-                     AQbench_dataset_file, AQbench_variables_file
-
-# info on this file
-__author__ = 'Clara Betancourt, Timo Stomberg'
-
-
-class SanCheck():
-    """
-    A class for data sanity check of AQ-Bench data set.
-    """
-    def __init__(self, resources_path, data_path):
-        """
-        Initialize class element.
-        """
-        self.resources_path = resources_path
-        self.data_path = data_path
-
-    def read_datasets(self):
-        """
-        Read resources and data files
-        """
-        self.resources = read_csv_to_df(self.resources_path)
-        self.data = read_csv_to_df(self.data_path)
-
-    def sanity_check(self):
-        """
-        Carry out sanity check
-        """
-        logging.info('------------------------------')
-        logging.info('----- Start sanity check -----')
-        logging.info('------------------------------\n')
-
-        list_all = {}
-        list_all['country'] = self.data['country'].to_list()
-
-        self.list_false = {}
-
-        list_countries = {}
-        total_number_entries = 0
-        for c in set(list_all['country']):
-            list_countries[c] = list_all['country'].count(c)
-            total_number_entries += list_countries[c]
-
-        logging.info('Total number of entries: ' + str(total_number_entries) + '\n')
-
-        logging.info('Existing countries (and number of entries):')
-        logging.info('-------------------------------------------')
-        for c in sorted(list_countries.items(), key=lambda item: item[1], reverse=True):
-            logging.info(c)
-        logging.info('')
-
-        fill_value = str(self.resources[self.resources['column_name'] == 'country']['fill_value'])
-
-        if fill_value in list_countries:
-            unknown_countries_percentage = round(list_countries[fill_value] / total_number_entries * 100, 2)
-            logging.info('Amount of unknown countries: ' + str(unknown_countries_percentage) + ' %\n')
-        else:
-            logging.info('No unknown countries.\n')
-
-        logging.info('Checking other values:')
-        logging.info('----------------------\n')
-
-        warnings_total_number = 0
-
-        for i in range(0, len(self.resources['column_name'])):
-            column_name = self.resources['column_name'][i]
-
-            if column_name != 'country':
-                condition = self.resources['sanity_check'][i]
-                data_type = self.resources['data_type'][i]
-                fill_value = self.resources['fill_value'][i]
-
-                list_all[column_name] = self.data[column_name].to_list()
-                self.list_false[column_name] = []
-
-                logging.info('Checking ' + column_name + ' to fulfill ' + condition)
-
-                for row in range(0, len(list_all[column_name])):
-                    country = list_all['country'][row]
-                    x = list_all[column_name][row]
-
-                    try:
-                        fill_value = float(fill_value)
-                    except:
-                        fill_value = str(fill_value)
-
-                    if eval(condition) is False and x != fill_value or x == 'nan':
-                        id_number = self.data['id'][row]
-                        self.list_false[column_name].append([id_number, x])
-
-                if len(self.list_false[column_name]) != 0:
-                    warnings_number = len(self.list_false[column_name])
-                    warnings_percentage = round(warnings_number / total_number_entries * 100, 2)
-                    logging.warning('There are ' + str(warnings_number) +
-                                    ' (' + str(warnings_percentage) + ' %) warnings:')
-                    logging.warning('[[id, value], ...]:\n' + str(self.list_false[column_name]) + '\n')
-
-                    warnings_total_number += warnings_number
-
-                else:
-                    logging.info('OK\n')
-
-        if warnings_total_number == 0:
-            logging.info('There were no warnings during data sanity check!')
-
-        else:
-            logging.warning('There were ' + str(warnings_total_number) + ' values not fulfilling their conditions!\n')
-
-
-if __name__ == '__main__':
-    """
-    Start the data sanity check with given files
-    """
-    # logging
-    log_file = __file__.replace('py', 'log')
-
-    logging.basicConfig(
-        level=logging.INFO,
-        format="%(asctime)s [%(levelname)s] %(message)s",
-        handlers=[logging.FileHandler(log_dir+log_file),
-                  logging.StreamHandler()])
-    # resources
-    resources_file = AQbench_variables_file
-    resources_path = resources_dir + resources_file
-
-    # data
-    data_dir = resources_dir
-    data_file = AQbench_dataset_file
-    data_path = data_dir + data_file
-
-    # sanity check
-    sancheck = SanCheck(resources_path, data_path)
-    sancheck.read_datasets()
-    sancheck.sanity_check()
diff --git a/source/introduction_jupyter.ipynb b/source/introduction_jupyter.ipynb
index 8cd0a1d0e24491914be47cf77a038f88ff8fec5a..d0f0c9ff75cc2e6b82e254c7e69568144fbdc081 100644
--- a/source/introduction_jupyter.ipynb
+++ b/source/introduction_jupyter.ipynb
@@ -11,7 +11,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -25,6 +25,7 @@
     "from settings import *\n",
     "\n",
     "from dataset_preanalysis import PreVis\n",
+    "from dataset_preanalysis import PreVis\n",
     "from dataset_preanalysis import PreMis\n",
     "from dataset_datasplit import DataSplit\n",
     "\n",
@@ -48,482 +49,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>id</th>\n",
-       "      <th>country</th>\n",
-       "      <th>htap_region</th>\n",
-       "      <th>climatic_zone</th>\n",
-       "      <th>lon</th>\n",
-       "      <th>lat</th>\n",
-       "      <th>alt</th>\n",
-       "      <th>relative_alt</th>\n",
-       "      <th>type</th>\n",
-       "      <th>type_of_area</th>\n",
-       "      <th>water_25km</th>\n",
-       "      <th>evergreen_needleleaf_forest_25km</th>\n",
-       "      <th>evergreen_broadleaf_forest_25km</th>\n",
-       "      <th>deciduous_needleleaf_forest_25km</th>\n",
-       "      <th>deciduous_broadleaf_forest_25km</th>\n",
-       "      <th>mixed_forest_25km</th>\n",
-       "      <th>closed_shrublands_25km</th>\n",
-       "      <th>open_shrublands_25km</th>\n",
-       "      <th>woody_savannas_25km</th>\n",
-       "      <th>savannas_25km</th>\n",
-       "      <th>grasslands_25km</th>\n",
-       "      <th>permanent_wetlands_25km</th>\n",
-       "      <th>croplands_25km</th>\n",
-       "      <th>urban_and_built-up_25km</th>\n",
-       "      <th>cropland-natural_vegetation_mosaic_25km</th>\n",
-       "      <th>snow_and_ice_25km</th>\n",
-       "      <th>barren_or_sparsely_vegetated_25km</th>\n",
-       "      <th>wheat_production</th>\n",
-       "      <th>rice_production</th>\n",
-       "      <th>nox_emissions</th>\n",
-       "      <th>no2_column</th>\n",
-       "      <th>population_density</th>\n",
-       "      <th>max_population_density_5km</th>\n",
-       "      <th>max_population_density_25km</th>\n",
-       "      <th>nightlight_1km</th>\n",
-       "      <th>nightlight_5km</th>\n",
-       "      <th>max_nightlight_25km</th>\n",
-       "      <th>o3_average_values</th>\n",
-       "      <th>o3_daytime_avg</th>\n",
-       "      <th>o3_nighttime_avg</th>\n",
-       "      <th>o3_median</th>\n",
-       "      <th>o3_perc25</th>\n",
-       "      <th>o3_perc75</th>\n",
-       "      <th>o3_perc90</th>\n",
-       "      <th>o3_perc98</th>\n",
-       "      <th>o3_dma8eu</th>\n",
-       "      <th>o3_avgdma8epax</th>\n",
-       "      <th>o3_drmdmax1h</th>\n",
-       "      <th>o3_w90</th>\n",
-       "      <th>o3_aot40</th>\n",
-       "      <th>o3_nvgt070</th>\n",
-       "      <th>o3_nvgt100</th>\n",
-       "      <th>dataset</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>3336</td>\n",
-       "      <td>Germany</td>\n",
-       "      <td>EUR</td>\n",
-       "      <td>cool_moist</td>\n",
-       "      <td>8.308210</td>\n",
-       "      <td>54.924970</td>\n",
-       "      <td>12.0</td>\n",
-       "      <td>3</td>\n",
-       "      <td>background</td>\n",
-       "      <td>rural</td>\n",
-       "      <td>86.1</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>4.8</td>\n",
-       "      <td>1.8</td>\n",
-       "      <td>4.6</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>1.1</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.000</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.672115</td>\n",
-       "      <td>2.27</td>\n",
-       "      <td>953</td>\n",
-       "      <td>953</td>\n",
-       "      <td>1017</td>\n",
-       "      <td>46</td>\n",
-       "      <td>20.73</td>\n",
-       "      <td>56</td>\n",
-       "      <td>33.4050</td>\n",
-       "      <td>34.7121</td>\n",
-       "      <td>32.1032</td>\n",
-       "      <td>35.3825</td>\n",
-       "      <td>25.9166</td>\n",
-       "      <td>41.2871</td>\n",
-       "      <td>46.4399</td>\n",
-       "      <td>54.8468</td>\n",
-       "      <td>53.5738</td>\n",
-       "      <td>38.8078</td>\n",
-       "      <td>50.7704</td>\n",
-       "      <td>86.1266</td>\n",
-       "      <td>10197.4742</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>test</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>3338</td>\n",
-       "      <td>Germany</td>\n",
-       "      <td>EUR</td>\n",
-       "      <td>cool_moist</td>\n",
-       "      <td>12.725280</td>\n",
-       "      <td>54.436670</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>background</td>\n",
-       "      <td>rural</td>\n",
-       "      <td>55.7</td>\n",
-       "      <td>1.2</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>8.7</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>2.2</td>\n",
-       "      <td>2.3</td>\n",
-       "      <td>20.5</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>8.3</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>1.380</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.093612</td>\n",
-       "      <td>2.31</td>\n",
-       "      <td>349</td>\n",
-       "      <td>386</td>\n",
-       "      <td>6619</td>\n",
-       "      <td>9</td>\n",
-       "      <td>6.38</td>\n",
-       "      <td>60</td>\n",
-       "      <td>29.8555</td>\n",
-       "      <td>32.2933</td>\n",
-       "      <td>27.3245</td>\n",
-       "      <td>30.2799</td>\n",
-       "      <td>21.9242</td>\n",
-       "      <td>37.6381</td>\n",
-       "      <td>44.0575</td>\n",
-       "      <td>53.7778</td>\n",
-       "      <td>51.3996</td>\n",
-       "      <td>35.8313</td>\n",
-       "      <td>48.3935</td>\n",
-       "      <td>69.0987</td>\n",
-       "      <td>7573.2222</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>train</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>3339</td>\n",
-       "      <td>Germany</td>\n",
-       "      <td>EUR</td>\n",
-       "      <td>cool_moist</td>\n",
-       "      <td>6.093923</td>\n",
-       "      <td>50.754704</td>\n",
-       "      <td>205.0</td>\n",
-       "      <td>66</td>\n",
-       "      <td>background</td>\n",
-       "      <td>urban</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>1.9</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>32.8</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>3.5</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>15.9</td>\n",
-       "      <td>16.5</td>\n",
-       "      <td>29.2</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.959</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>4.941520</td>\n",
-       "      <td>7.06</td>\n",
-       "      <td>14514</td>\n",
-       "      <td>20125</td>\n",
-       "      <td>26839</td>\n",
-       "      <td>48</td>\n",
-       "      <td>46.87</td>\n",
-       "      <td>62</td>\n",
-       "      <td>23.8597</td>\n",
-       "      <td>28.0062</td>\n",
-       "      <td>19.3949</td>\n",
-       "      <td>23.8515</td>\n",
-       "      <td>13.9652</td>\n",
-       "      <td>32.0123</td>\n",
-       "      <td>41.1803</td>\n",
-       "      <td>58.4009</td>\n",
-       "      <td>54.9030</td>\n",
-       "      <td>32.6169</td>\n",
-       "      <td>49.8276</td>\n",
-       "      <td>154.1263</td>\n",
-       "      <td>8655.4730</td>\n",
-       "      <td>5.4</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>train</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>3340</td>\n",
-       "      <td>Germany</td>\n",
-       "      <td>EUR</td>\n",
-       "      <td>cool_moist</td>\n",
-       "      <td>8.548389</td>\n",
-       "      <td>52.023169</td>\n",
-       "      <td>102.0</td>\n",
-       "      <td>29</td>\n",
-       "      <td>background</td>\n",
-       "      <td>urban</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>11.4</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>38.6</td>\n",
-       "      <td>16.4</td>\n",
-       "      <td>32.5</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>2.332</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>14.142200</td>\n",
-       "      <td>5.23</td>\n",
-       "      <td>16176</td>\n",
-       "      <td>16191</td>\n",
-       "      <td>16191</td>\n",
-       "      <td>60</td>\n",
-       "      <td>54.30</td>\n",
-       "      <td>62</td>\n",
-       "      <td>20.3253</td>\n",
-       "      <td>23.9555</td>\n",
-       "      <td>16.3471</td>\n",
-       "      <td>19.8611</td>\n",
-       "      <td>8.9930</td>\n",
-       "      <td>29.0232</td>\n",
-       "      <td>38.1730</td>\n",
-       "      <td>53.5109</td>\n",
-       "      <td>50.1112</td>\n",
-       "      <td>28.6179</td>\n",
-       "      <td>46.2694</td>\n",
-       "      <td>120.2575</td>\n",
-       "      <td>6036.5851</td>\n",
-       "      <td>2.6</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>test</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>3341</td>\n",
-       "      <td>Germany</td>\n",
-       "      <td>EUR</td>\n",
-       "      <td>cool_moist</td>\n",
-       "      <td>6.874554</td>\n",
-       "      <td>51.862000</td>\n",
-       "      <td>45.0</td>\n",
-       "      <td>8</td>\n",
-       "      <td>background</td>\n",
-       "      <td>rural</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>18.5</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>15.2</td>\n",
-       "      <td>9.8</td>\n",
-       "      <td>55.4</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>2.954</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>2.209770</td>\n",
-       "      <td>7.99</td>\n",
-       "      <td>3566</td>\n",
-       "      <td>3569</td>\n",
-       "      <td>12635</td>\n",
-       "      <td>48</td>\n",
-       "      <td>24.14</td>\n",
-       "      <td>58</td>\n",
-       "      <td>21.4072</td>\n",
-       "      <td>26.1913</td>\n",
-       "      <td>16.1860</td>\n",
-       "      <td>20.5503</td>\n",
-       "      <td>9.2702</td>\n",
-       "      <td>30.4239</td>\n",
-       "      <td>40.6623</td>\n",
-       "      <td>58.4082</td>\n",
-       "      <td>53.9564</td>\n",
-       "      <td>31.0051</td>\n",
-       "      <td>50.6809</td>\n",
-       "      <td>203.4584</td>\n",
-       "      <td>9045.4745</td>\n",
-       "      <td>6.8</td>\n",
-       "      <td>1.2</td>\n",
-       "      <td>train</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "     id  country htap_region climatic_zone        lon        lat    alt  \\\n",
-       "0  3336  Germany         EUR    cool_moist   8.308210  54.924970   12.0   \n",
-       "1  3338  Germany         EUR    cool_moist  12.725280  54.436670    1.0   \n",
-       "2  3339  Germany         EUR    cool_moist   6.093923  50.754704  205.0   \n",
-       "3  3340  Germany         EUR    cool_moist   8.548389  52.023169  102.0   \n",
-       "4  3341  Germany         EUR    cool_moist   6.874554  51.862000   45.0   \n",
-       "\n",
-       "   relative_alt        type type_of_area  water_25km  \\\n",
-       "0             3  background        rural        86.1   \n",
-       "1             1  background        rural        55.7   \n",
-       "2            66  background        urban         0.0   \n",
-       "3            29  background        urban         0.0   \n",
-       "4             8  background        rural         0.0   \n",
-       "\n",
-       "   evergreen_needleleaf_forest_25km  evergreen_broadleaf_forest_25km  \\\n",
-       "0                               0.0                              0.0   \n",
-       "1                               1.2                              0.0   \n",
-       "2                               1.9                              0.0   \n",
-       "3                               0.0                              0.0   \n",
-       "4                               0.0                              0.0   \n",
-       "\n",
-       "   deciduous_needleleaf_forest_25km  deciduous_broadleaf_forest_25km  \\\n",
-       "0                               0.0                              0.0   \n",
-       "1                               0.0                              0.0   \n",
-       "2                               0.0                              0.0   \n",
-       "3                               0.0                              0.0   \n",
-       "4                               0.0                              0.0   \n",
-       "\n",
-       "   mixed_forest_25km  closed_shrublands_25km  open_shrublands_25km  \\\n",
-       "0                0.0                     0.0                   0.0   \n",
-       "1                8.7                     0.0                   0.0   \n",
-       "2               32.8                     0.0                   0.0   \n",
-       "3               11.4                     0.0                   0.0   \n",
-       "4               18.5                     0.0                   0.0   \n",
-       "\n",
-       "   woody_savannas_25km  savannas_25km  grasslands_25km  \\\n",
-       "0                  0.0            0.0              4.8   \n",
-       "1                  0.0            0.0              2.2   \n",
-       "2                  0.0            0.0              3.5   \n",
-       "3                  0.0            0.0              0.0   \n",
-       "4                  0.0            0.0              0.0   \n",
-       "\n",
-       "   permanent_wetlands_25km  croplands_25km  urban_and_built-up_25km  \\\n",
-       "0                      1.8             4.6                      0.0   \n",
-       "1                      2.3            20.5                      0.0   \n",
-       "2                      0.0            15.9                     16.5   \n",
-       "3                      0.0            38.6                     16.4   \n",
-       "4                      0.0            15.2                      9.8   \n",
-       "\n",
-       "   cropland-natural_vegetation_mosaic_25km  snow_and_ice_25km  \\\n",
-       "0                                      1.1                0.0   \n",
-       "1                                      8.3                0.0   \n",
-       "2                                     29.2                0.0   \n",
-       "3                                     32.5                0.0   \n",
-       "4                                     55.4                0.0   \n",
-       "\n",
-       "   barren_or_sparsely_vegetated_25km  wheat_production  rice_production  \\\n",
-       "0                                0.0             0.000              0.0   \n",
-       "1                                0.0             1.380              0.0   \n",
-       "2                                0.0             0.959              0.0   \n",
-       "3                                0.0             2.332              0.0   \n",
-       "4                                0.0             2.954              0.0   \n",
-       "\n",
-       "   nox_emissions  no2_column  population_density  max_population_density_5km  \\\n",
-       "0       0.672115        2.27                 953                         953   \n",
-       "1       0.093612        2.31                 349                         386   \n",
-       "2       4.941520        7.06               14514                       20125   \n",
-       "3      14.142200        5.23               16176                       16191   \n",
-       "4       2.209770        7.99                3566                        3569   \n",
-       "\n",
-       "   max_population_density_25km  nightlight_1km  nightlight_5km  \\\n",
-       "0                         1017              46           20.73   \n",
-       "1                         6619               9            6.38   \n",
-       "2                        26839              48           46.87   \n",
-       "3                        16191              60           54.30   \n",
-       "4                        12635              48           24.14   \n",
-       "\n",
-       "   max_nightlight_25km  o3_average_values  o3_daytime_avg  o3_nighttime_avg  \\\n",
-       "0                   56            33.4050         34.7121           32.1032   \n",
-       "1                   60            29.8555         32.2933           27.3245   \n",
-       "2                   62            23.8597         28.0062           19.3949   \n",
-       "3                   62            20.3253         23.9555           16.3471   \n",
-       "4                   58            21.4072         26.1913           16.1860   \n",
-       "\n",
-       "   o3_median  o3_perc25  o3_perc75  o3_perc90  o3_perc98  o3_dma8eu  \\\n",
-       "0    35.3825    25.9166    41.2871    46.4399    54.8468    53.5738   \n",
-       "1    30.2799    21.9242    37.6381    44.0575    53.7778    51.3996   \n",
-       "2    23.8515    13.9652    32.0123    41.1803    58.4009    54.9030   \n",
-       "3    19.8611     8.9930    29.0232    38.1730    53.5109    50.1112   \n",
-       "4    20.5503     9.2702    30.4239    40.6623    58.4082    53.9564   \n",
-       "\n",
-       "   o3_avgdma8epax  o3_drmdmax1h    o3_w90    o3_aot40  o3_nvgt070  o3_nvgt100  \\\n",
-       "0         38.8078       50.7704   86.1266  10197.4742         2.0         0.0   \n",
-       "1         35.8313       48.3935   69.0987   7573.2222         1.0         0.0   \n",
-       "2         32.6169       49.8276  154.1263   8655.4730         5.4         1.0   \n",
-       "3         28.6179       46.2694  120.2575   6036.5851         2.6         0.0   \n",
-       "4         31.0051       50.6809  203.4584   9045.4745         6.8         1.2   \n",
-       "\n",
-       "  dataset  \n",
-       "0    test  \n",
-       "1   train  \n",
-       "2   train  \n",
-       "3    test  \n",
-       "4   train  "
-      ]
-     },
-     "execution_count": 2,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {
+    "scrolled": false
+   },
+   "outputs": [],
    "source": [
     "dataset = pd.read_csv(resources_dir + AQbench_dataset_file)\n",
     "dataset.head()"
@@ -538,909 +68,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>column_name</th>\n",
-       "      <th>description</th>\n",
-       "      <th>categorical_continuous</th>\n",
-       "      <th>input_target</th>\n",
-       "      <th>unit</th>\n",
-       "      <th>data_type</th>\n",
-       "      <th>fill_value</th>\n",
-       "      <th>preparation</th>\n",
-       "      <th>sanity_check</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>id</td>\n",
-       "      <td>Station ID</td>\n",
-       "      <td>categorical</td>\n",
-       "      <td>index</td>\n",
-       "      <td>-</td>\n",
-       "      <td>int</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>None</td>\n",
-       "      <td>x &gt;= 0. and x &lt;= 100000.</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>country</td>\n",
-       "      <td>Country</td>\n",
-       "      <td>categorical</td>\n",
-       "      <td>input</td>\n",
-       "      <td>-</td>\n",
-       "      <td>str</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>one-hot</td>\n",
-       "      <td>len(x) &gt;= 1 and len(x) &lt;=30</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>htap_region</td>\n",
-       "      <td>HTAP region</td>\n",
-       "      <td>categorical</td>\n",
-       "      <td>input</td>\n",
-       "      <td>-</td>\n",
-       "      <td>str</td>\n",
-       "      <td>unknown</td>\n",
-       "      <td>one-hot</td>\n",
-       "      <td>len(x) == 3</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>climatic_zone</td>\n",
-       "      <td>Climatic zone</td>\n",
-       "      <td>categorical</td>\n",
-       "      <td>input</td>\n",
-       "      <td>-</td>\n",
-       "      <td>str</td>\n",
-       "      <td>unknown</td>\n",
-       "      <td>one-hot</td>\n",
-       "      <td>len(x) &gt;= 1 and len(x) &lt;=30</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>lon</td>\n",
-       "      <td>Longitude</td>\n",
-       "      <td>continuous</td>\n",
-       "      <td>input</td>\n",
-       "      <td>deg</td>\n",
-       "      <td>float</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>circular</td>\n",
-       "      <td>(country == 'Germany' and x &gt;= 5. and x &lt;= 17....</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>5</th>\n",
-       "      <td>lat</td>\n",
-       "      <td>Latitude</td>\n",
-       "      <td>continuous</td>\n",
-       "      <td>input</td>\n",
-       "      <td>deg</td>\n",
-       "      <td>float</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>scale</td>\n",
-       "      <td>(country == 'Japan' and x &gt;= 19. and x &lt;= 47.)...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>6</th>\n",
-       "      <td>alt</td>\n",
-       "      <td>Altitude</td>\n",
-       "      <td>continuous</td>\n",
-       "      <td>input</td>\n",
-       "      <td>m</td>\n",
-       "      <td>float</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>scale</td>\n",
-       "      <td>x &gt;= -450. and x &lt;= 9000.</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>7</th>\n",
-       "      <td>relative_alt</td>\n",
-       "      <td>Relative altitude</td>\n",
-       "      <td>continuous</td>\n",
-       "      <td>input</td>\n",
-       "      <td>m</td>\n",
-       "      <td>float</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>scale</td>\n",
-       "      <td>x &gt;= -2000. and x &lt;= 2000.</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8</th>\n",
-       "      <td>type</td>\n",
-       "      <td>Type</td>\n",
-       "      <td>categorical</td>\n",
-       "      <td>input</td>\n",
-       "      <td>-</td>\n",
-       "      <td>str</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>one-hot</td>\n",
-       "      <td>len(x) &gt;= 1 and len(x) &lt;=30</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>9</th>\n",
-       "      <td>type_of_area</td>\n",
-       "      <td>Type of area</td>\n",
-       "      <td>categorical</td>\n",
-       "      <td>input</td>\n",
-       "      <td>-</td>\n",
-       "      <td>str</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>one-hot</td>\n",
-       "      <td>len(x) &gt;= 1 and len(x) &lt;=30</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>10</th>\n",
-       "      <td>water_25km</td>\n",
-       "      <td>Water in 25km area</td>\n",
-       "      <td>continuous</td>\n",
-       "      <td>input</td>\n",
-       "      <td>%</td>\n",
-       "      <td>float</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>scale</td>\n",
-       "      <td>x &gt;= 0. and x &lt;= 100.</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>11</th>\n",
-       "      <td>evergreen_needleleaf_forest_25km</td>\n",
-       "      <td>Evergreen needleleaf forest in 25km area</td>\n",
-       "      <td>continuous</td>\n",
-       "      <td>input</td>\n",
-       "      <td>%</td>\n",
-       "      <td>float</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>scale</td>\n",
-       "      <td>x &gt;= 0. and x &lt;= 100.</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>12</th>\n",
-       "      <td>evergreen_broadleaf_forest_25km</td>\n",
-       "      <td>Evergreen broadleaf forest in 25km area</td>\n",
-       "      <td>continuous</td>\n",
-       "      <td>input</td>\n",
-       "      <td>%</td>\n",
-       "      <td>float</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>scale</td>\n",
-       "      <td>x &gt;= 0. and x &lt;= 100.</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>13</th>\n",
-       "      <td>deciduous_needleleaf_forest_25km</td>\n",
-       "      <td>Deciduous needleleaf forest in 25km area</td>\n",
-       "      <td>continuous</td>\n",
-       "      <td>input</td>\n",
-       "      <td>%</td>\n",
-       "      <td>float</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>scale</td>\n",
-       "      <td>x &gt;= 0. and x &lt;= 100.</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>14</th>\n",
-       "      <td>deciduous_broadleaf_forest_25km</td>\n",
-       "      <td>Deciduous broadleaf forest in 25km area</td>\n",
-       "      <td>continuous</td>\n",
-       "      <td>input</td>\n",
-       "      <td>%</td>\n",
-       "      <td>float</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>scale</td>\n",
-       "      <td>x &gt;= 0. and x &lt;= 100.</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>15</th>\n",
-       "      <td>mixed_forest_25km</td>\n",
-       "      <td>Mixed forest in 25km area</td>\n",
-       "      <td>continuous</td>\n",
-       "      <td>input</td>\n",
-       "      <td>%</td>\n",
-       "      <td>float</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>scale</td>\n",
-       "      <td>x &gt;= 0. and x &lt;= 100.</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>16</th>\n",
-       "      <td>closed_shrublands_25km</td>\n",
-       "      <td>Closed shrublands in 25km area</td>\n",
-       "      <td>continuous</td>\n",
-       "      <td>input</td>\n",
-       "      <td>%</td>\n",
-       "      <td>float</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>scale</td>\n",
-       "      <td>x &gt;= 0. and x &lt;= 100.</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>17</th>\n",
-       "      <td>open_shrublands_25km</td>\n",
-       "      <td>Open shrublands in 25km area</td>\n",
-       "      <td>continuous</td>\n",
-       "      <td>input</td>\n",
-       "      <td>%</td>\n",
-       "      <td>float</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>scale</td>\n",
-       "      <td>x &gt;= 0. and x &lt;= 100.</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>18</th>\n",
-       "      <td>woody_savannas_25km</td>\n",
-       "      <td>Woody savannas in 25km area</td>\n",
-       "      <td>continuous</td>\n",
-       "      <td>input</td>\n",
-       "      <td>%</td>\n",
-       "      <td>float</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>scale</td>\n",
-       "      <td>x &gt;= 0. and x &lt;= 100.</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>19</th>\n",
-       "      <td>savannas_25km</td>\n",
-       "      <td>Savannas in 25km area</td>\n",
-       "      <td>continuous</td>\n",
-       "      <td>input</td>\n",
-       "      <td>%</td>\n",
-       "      <td>float</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>scale</td>\n",
-       "      <td>x &gt;= 0. and x &lt;= 100.</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>20</th>\n",
-       "      <td>grasslands_25km</td>\n",
-       "      <td>Grasslands in 25km area</td>\n",
-       "      <td>continuous</td>\n",
-       "      <td>input</td>\n",
-       "      <td>%</td>\n",
-       "      <td>float</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>scale</td>\n",
-       "      <td>x &gt;= 0. and x &lt;= 100.</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>21</th>\n",
-       "      <td>permanent_wetlands_25km</td>\n",
-       "      <td>Permanent wetlands in 25km area</td>\n",
-       "      <td>continuous</td>\n",
-       "      <td>input</td>\n",
-       "      <td>%</td>\n",
-       "      <td>float</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>scale</td>\n",
-       "      <td>x &gt;= 0. and x &lt;= 100.</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>22</th>\n",
-       "      <td>croplands_25km</td>\n",
-       "      <td>Croplands in 25km area</td>\n",
-       "      <td>continuous</td>\n",
-       "      <td>input</td>\n",
-       "      <td>%</td>\n",
-       "      <td>float</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>scale</td>\n",
-       "      <td>x &gt;= 0. and x &lt;= 100.</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>23</th>\n",
-       "      <td>urban_and_built-up_25km</td>\n",
-       "      <td>Urban And Built-Up in 25km area</td>\n",
-       "      <td>continuous</td>\n",
-       "      <td>input</td>\n",
-       "      <td>%</td>\n",
-       "      <td>float</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>scale</td>\n",
-       "      <td>x &gt;= 0. and x &lt;= 100.</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>24</th>\n",
-       "      <td>cropland-natural_vegetation_mosaic_25km</td>\n",
-       "      <td>Cropland / Natural vegetation mosaic in 25km area</td>\n",
-       "      <td>continuous</td>\n",
-       "      <td>input</td>\n",
-       "      <td>%</td>\n",
-       "      <td>float</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>scale</td>\n",
-       "      <td>x &gt;= 0. and x &lt;= 100.</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>25</th>\n",
-       "      <td>snow_and_ice_25km</td>\n",
-       "      <td>Snow and ice in 25km area</td>\n",
-       "      <td>continuous</td>\n",
-       "      <td>input</td>\n",
-       "      <td>%</td>\n",
-       "      <td>float</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>scale</td>\n",
-       "      <td>x &gt;= 0. and x &lt;= 100.</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>26</th>\n",
-       "      <td>barren_or_sparsely_vegetated_25km</td>\n",
-       "      <td>Barren or sparsely vegetated in 25km area</td>\n",
-       "      <td>continuous</td>\n",
-       "      <td>input</td>\n",
-       "      <td>%</td>\n",
-       "      <td>float</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>scale</td>\n",
-       "      <td>x &gt;= 0. and x &lt;= 100.</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>27</th>\n",
-       "      <td>wheat_production</td>\n",
-       "      <td>Wheat production</td>\n",
-       "      <td>continuous</td>\n",
-       "      <td>input</td>\n",
-       "      <td>1000 tons</td>\n",
-       "      <td>float</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>scale</td>\n",
-       "      <td>x &gt;= 0. and x &lt;= 50.</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>28</th>\n",
-       "      <td>rice_production</td>\n",
-       "      <td>Rice production</td>\n",
-       "      <td>continuous</td>\n",
-       "      <td>input</td>\n",
-       "      <td>1000 tons</td>\n",
-       "      <td>float</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>scale</td>\n",
-       "      <td>x &gt;= 0. and x &lt;= 50.</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>29</th>\n",
-       "      <td>nox_emissions</td>\n",
-       "      <td>NOx emissions</td>\n",
-       "      <td>continuous</td>\n",
-       "      <td>input</td>\n",
-       "      <td>g m-2 y-1</td>\n",
-       "      <td>float</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>scale</td>\n",
-       "      <td>x &gt;= 0. and x &lt;= 1500.</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>30</th>\n",
-       "      <td>no2_column</td>\n",
-       "      <td>NO2 column</td>\n",
-       "      <td>continuous</td>\n",
-       "      <td>input</td>\n",
-       "      <td>10^5 molec cm-2</td>\n",
-       "      <td>float</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>scale</td>\n",
-       "      <td>x &gt;= 0. and x &lt;= 400.</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>31</th>\n",
-       "      <td>population_density</td>\n",
-       "      <td>Population density</td>\n",
-       "      <td>continuous</td>\n",
-       "      <td>input</td>\n",
-       "      <td>person km-2</td>\n",
-       "      <td>float</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>scale</td>\n",
-       "      <td>x &gt;= 0. and x &lt;= 1000000.</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>32</th>\n",
-       "      <td>max_population_density_5km</td>\n",
-       "      <td>Max population density 5km</td>\n",
-       "      <td>continuous</td>\n",
-       "      <td>input</td>\n",
-       "      <td>person km-2</td>\n",
-       "      <td>float</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>scale</td>\n",
-       "      <td>x &gt;= 0. and x &lt;= 1000000.</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>33</th>\n",
-       "      <td>max_population_density_25km</td>\n",
-       "      <td>Max population density 25km</td>\n",
-       "      <td>continuous</td>\n",
-       "      <td>input</td>\n",
-       "      <td>person km-2</td>\n",
-       "      <td>float</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>scale</td>\n",
-       "      <td>x &gt;= 0. and x &lt;= 1000000.</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>34</th>\n",
-       "      <td>nightlight_1km</td>\n",
-       "      <td>Nightlight 1km</td>\n",
-       "      <td>continuous</td>\n",
-       "      <td>input</td>\n",
-       "      <td>-</td>\n",
-       "      <td>float</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>scale</td>\n",
-       "      <td>x &gt;= 0. and x &lt;= 100.</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>35</th>\n",
-       "      <td>nightlight_5km</td>\n",
-       "      <td>Nightlight 5km</td>\n",
-       "      <td>continuous</td>\n",
-       "      <td>input</td>\n",
-       "      <td>-</td>\n",
-       "      <td>float</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>scale</td>\n",
-       "      <td>x &gt;= 0. and x &lt;= 100.</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>36</th>\n",
-       "      <td>max_nightlight_25km</td>\n",
-       "      <td>Max nightlight 25km</td>\n",
-       "      <td>continuous</td>\n",
-       "      <td>input</td>\n",
-       "      <td>-</td>\n",
-       "      <td>float</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>scale</td>\n",
-       "      <td>x &gt;= 0. and x &lt;= 100.</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>37</th>\n",
-       "      <td>o3_average_values</td>\n",
-       "      <td>Ozone average values</td>\n",
-       "      <td>continuous</td>\n",
-       "      <td>target</td>\n",
-       "      <td>ppb</td>\n",
-       "      <td>float</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>scale</td>\n",
-       "      <td>x &gt;= 0. and x &lt;= 80.</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>38</th>\n",
-       "      <td>o3_daytime_avg</td>\n",
-       "      <td>Ozone daytime avg</td>\n",
-       "      <td>continuous</td>\n",
-       "      <td>target</td>\n",
-       "      <td>ppb</td>\n",
-       "      <td>float</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>scale</td>\n",
-       "      <td>x &gt;= 0. and x &lt;= 80.</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>39</th>\n",
-       "      <td>o3_nighttime_avg</td>\n",
-       "      <td>Ozone nighttime avg</td>\n",
-       "      <td>continuous</td>\n",
-       "      <td>target</td>\n",
-       "      <td>ppb</td>\n",
-       "      <td>float</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>scale</td>\n",
-       "      <td>x &gt;= 0. and x &lt;= 65.</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>40</th>\n",
-       "      <td>o3_median</td>\n",
-       "      <td>Ozone mediam</td>\n",
-       "      <td>continuous</td>\n",
-       "      <td>target</td>\n",
-       "      <td>ppb</td>\n",
-       "      <td>float</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>scale</td>\n",
-       "      <td>x &gt;= 0. and x &lt;= 65.</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>41</th>\n",
-       "      <td>o3_perc25</td>\n",
-       "      <td>Ozone 25% percentile</td>\n",
-       "      <td>continuous</td>\n",
-       "      <td>target</td>\n",
-       "      <td>ppb</td>\n",
-       "      <td>float</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>scale</td>\n",
-       "      <td>x &gt;= 0. and x &lt;= 60.</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>42</th>\n",
-       "      <td>o3_perc75</td>\n",
-       "      <td>Ozone 75% percentile</td>\n",
-       "      <td>continuous</td>\n",
-       "      <td>target</td>\n",
-       "      <td>ppb</td>\n",
-       "      <td>float</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>scale</td>\n",
-       "      <td>x &gt;= 0. and x &lt;= 80.</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>43</th>\n",
-       "      <td>o3_perc90</td>\n",
-       "      <td>Ozone 90% percentile</td>\n",
-       "      <td>continuous</td>\n",
-       "      <td>target</td>\n",
-       "      <td>ppb</td>\n",
-       "      <td>float</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>scale</td>\n",
-       "      <td>x &gt;= 0. and x &lt;= 90.</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>44</th>\n",
-       "      <td>o3_perc98</td>\n",
-       "      <td>Ozone 98% percentile</td>\n",
-       "      <td>continuous</td>\n",
-       "      <td>target</td>\n",
-       "      <td>ppb</td>\n",
-       "      <td>float</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>scale</td>\n",
-       "      <td>x &gt;= 0. and x &lt;= 140.</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>45</th>\n",
-       "      <td>o3_dma8eu</td>\n",
-       "      <td>Ozone dma8eu</td>\n",
-       "      <td>continuous</td>\n",
-       "      <td>target</td>\n",
-       "      <td>-</td>\n",
-       "      <td>float</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>scale</td>\n",
-       "      <td>x &gt;= 0. and x &lt;= 130.</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>46</th>\n",
-       "      <td>o3_avgdma8epax</td>\n",
-       "      <td>Ozone avgdma8epax</td>\n",
-       "      <td>continuous</td>\n",
-       "      <td>target</td>\n",
-       "      <td>-</td>\n",
-       "      <td>float</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>scale</td>\n",
-       "      <td>x &gt;= 0. and x &lt;= 80.</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>47</th>\n",
-       "      <td>o3_drmdmax1h</td>\n",
-       "      <td>Ozone drmdmax1h</td>\n",
-       "      <td>continuous</td>\n",
-       "      <td>target</td>\n",
-       "      <td>-</td>\n",
-       "      <td>float</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>scale</td>\n",
-       "      <td>x &gt;= 0. and x &lt;= 130.</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>48</th>\n",
-       "      <td>o3_w90</td>\n",
-       "      <td>Ozone w90</td>\n",
-       "      <td>continuous</td>\n",
-       "      <td>target</td>\n",
-       "      <td>-</td>\n",
-       "      <td>float</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>scale</td>\n",
-       "      <td>x &gt;= 0. and x &lt;= 700.</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>49</th>\n",
-       "      <td>o3_aot40</td>\n",
-       "      <td>Ozone aot40</td>\n",
-       "      <td>continuous</td>\n",
-       "      <td>target</td>\n",
-       "      <td>-</td>\n",
-       "      <td>float</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>scale</td>\n",
-       "      <td>x &gt;= 0. and x &lt;= 86916.</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>50</th>\n",
-       "      <td>o3_nvgt070</td>\n",
-       "      <td>Ozone nvgt070</td>\n",
-       "      <td>continuous</td>\n",
-       "      <td>target</td>\n",
-       "      <td>-</td>\n",
-       "      <td>float</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>scale</td>\n",
-       "      <td>x &gt;= 0. and x &lt;= 120.</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>51</th>\n",
-       "      <td>o3_nvgt100</td>\n",
-       "      <td>Ozone nvgt100</td>\n",
-       "      <td>continuous</td>\n",
-       "      <td>target</td>\n",
-       "      <td>-</td>\n",
-       "      <td>float</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>scale</td>\n",
-       "      <td>x &gt;= 0. and x &lt;= 80.</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>52</th>\n",
-       "      <td>dataset</td>\n",
-       "      <td>Data Set (train, val, test)</td>\n",
-       "      <td>categorical</td>\n",
-       "      <td>dataset</td>\n",
-       "      <td>-</td>\n",
-       "      <td>str</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>None</td>\n",
-       "      <td>len(x) &gt;= 1 and len(x) &lt;=5</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                                column_name  \\\n",
-       "0                                        id   \n",
-       "1                                   country   \n",
-       "2                               htap_region   \n",
-       "3                             climatic_zone   \n",
-       "4                                       lon   \n",
-       "5                                       lat   \n",
-       "6                                       alt   \n",
-       "7                              relative_alt   \n",
-       "8                                      type   \n",
-       "9                              type_of_area   \n",
-       "10                               water_25km   \n",
-       "11         evergreen_needleleaf_forest_25km   \n",
-       "12          evergreen_broadleaf_forest_25km   \n",
-       "13         deciduous_needleleaf_forest_25km   \n",
-       "14          deciduous_broadleaf_forest_25km   \n",
-       "15                        mixed_forest_25km   \n",
-       "16                   closed_shrublands_25km   \n",
-       "17                     open_shrublands_25km   \n",
-       "18                      woody_savannas_25km   \n",
-       "19                            savannas_25km   \n",
-       "20                          grasslands_25km   \n",
-       "21                  permanent_wetlands_25km   \n",
-       "22                           croplands_25km   \n",
-       "23                  urban_and_built-up_25km   \n",
-       "24  cropland-natural_vegetation_mosaic_25km   \n",
-       "25                        snow_and_ice_25km   \n",
-       "26        barren_or_sparsely_vegetated_25km   \n",
-       "27                         wheat_production   \n",
-       "28                          rice_production   \n",
-       "29                            nox_emissions   \n",
-       "30                               no2_column   \n",
-       "31                       population_density   \n",
-       "32               max_population_density_5km   \n",
-       "33              max_population_density_25km   \n",
-       "34                           nightlight_1km   \n",
-       "35                           nightlight_5km   \n",
-       "36                      max_nightlight_25km   \n",
-       "37                        o3_average_values   \n",
-       "38                           o3_daytime_avg   \n",
-       "39                         o3_nighttime_avg   \n",
-       "40                                o3_median   \n",
-       "41                                o3_perc25   \n",
-       "42                                o3_perc75   \n",
-       "43                                o3_perc90   \n",
-       "44                                o3_perc98   \n",
-       "45                                o3_dma8eu   \n",
-       "46                           o3_avgdma8epax   \n",
-       "47                             o3_drmdmax1h   \n",
-       "48                                   o3_w90   \n",
-       "49                                 o3_aot40   \n",
-       "50                               o3_nvgt070   \n",
-       "51                               o3_nvgt100   \n",
-       "52                                  dataset   \n",
-       "\n",
-       "                                          description categorical_continuous  \\\n",
-       "0                                          Station ID            categorical   \n",
-       "1                                             Country            categorical   \n",
-       "2                                         HTAP region            categorical   \n",
-       "3                                       Climatic zone            categorical   \n",
-       "4                                           Longitude             continuous   \n",
-       "5                                            Latitude             continuous   \n",
-       "6                                            Altitude             continuous   \n",
-       "7                                   Relative altitude             continuous   \n",
-       "8                                                Type            categorical   \n",
-       "9                                        Type of area            categorical   \n",
-       "10                                 Water in 25km area             continuous   \n",
-       "11           Evergreen needleleaf forest in 25km area             continuous   \n",
-       "12            Evergreen broadleaf forest in 25km area             continuous   \n",
-       "13           Deciduous needleleaf forest in 25km area             continuous   \n",
-       "14            Deciduous broadleaf forest in 25km area             continuous   \n",
-       "15                          Mixed forest in 25km area             continuous   \n",
-       "16                     Closed shrublands in 25km area             continuous   \n",
-       "17                       Open shrublands in 25km area             continuous   \n",
-       "18                        Woody savannas in 25km area             continuous   \n",
-       "19                              Savannas in 25km area             continuous   \n",
-       "20                            Grasslands in 25km area             continuous   \n",
-       "21                    Permanent wetlands in 25km area             continuous   \n",
-       "22                             Croplands in 25km area             continuous   \n",
-       "23                    Urban And Built-Up in 25km area             continuous   \n",
-       "24  Cropland / Natural vegetation mosaic in 25km area             continuous   \n",
-       "25                          Snow and ice in 25km area             continuous   \n",
-       "26          Barren or sparsely vegetated in 25km area             continuous   \n",
-       "27                                   Wheat production             continuous   \n",
-       "28                                    Rice production             continuous   \n",
-       "29                                      NOx emissions             continuous   \n",
-       "30                                         NO2 column             continuous   \n",
-       "31                                 Population density             continuous   \n",
-       "32                         Max population density 5km             continuous   \n",
-       "33                        Max population density 25km             continuous   \n",
-       "34                                     Nightlight 1km             continuous   \n",
-       "35                                     Nightlight 5km             continuous   \n",
-       "36                                Max nightlight 25km             continuous   \n",
-       "37                               Ozone average values             continuous   \n",
-       "38                                  Ozone daytime avg             continuous   \n",
-       "39                                Ozone nighttime avg             continuous   \n",
-       "40                                       Ozone mediam             continuous   \n",
-       "41                               Ozone 25% percentile             continuous   \n",
-       "42                               Ozone 75% percentile             continuous   \n",
-       "43                               Ozone 90% percentile             continuous   \n",
-       "44                               Ozone 98% percentile             continuous   \n",
-       "45                                       Ozone dma8eu             continuous   \n",
-       "46                                  Ozone avgdma8epax             continuous   \n",
-       "47                                    Ozone drmdmax1h             continuous   \n",
-       "48                                          Ozone w90             continuous   \n",
-       "49                                        Ozone aot40             continuous   \n",
-       "50                                      Ozone nvgt070             continuous   \n",
-       "51                                      Ozone nvgt100             continuous   \n",
-       "52                        Data Set (train, val, test)            categorical   \n",
-       "\n",
-       "   input_target             unit data_type fill_value preparation  \\\n",
-       "0         index                -       int        NaN        None   \n",
-       "1         input                -       str        NaN     one-hot   \n",
-       "2         input                -       str    unknown     one-hot   \n",
-       "3         input                -       str    unknown     one-hot   \n",
-       "4         input              deg     float       -999    circular   \n",
-       "5         input              deg     float       -999       scale   \n",
-       "6         input                m     float       -999       scale   \n",
-       "7         input                m     float       -999       scale   \n",
-       "8         input                -       str        NaN     one-hot   \n",
-       "9         input                -       str        NaN     one-hot   \n",
-       "10        input                %     float       -999       scale   \n",
-       "11        input                %     float       -999       scale   \n",
-       "12        input                %     float       -999       scale   \n",
-       "13        input                %     float       -999       scale   \n",
-       "14        input                %     float       -999       scale   \n",
-       "15        input                %     float       -999       scale   \n",
-       "16        input                %     float       -999       scale   \n",
-       "17        input                %     float       -999       scale   \n",
-       "18        input                %     float       -999       scale   \n",
-       "19        input                %     float       -999       scale   \n",
-       "20        input                %     float       -999       scale   \n",
-       "21        input                %     float       -999       scale   \n",
-       "22        input                %     float       -999       scale   \n",
-       "23        input                %     float       -999       scale   \n",
-       "24        input                %     float       -999       scale   \n",
-       "25        input                %     float       -999       scale   \n",
-       "26        input                %     float       -999       scale   \n",
-       "27        input        1000 tons     float       -999       scale   \n",
-       "28        input        1000 tons     float       -999       scale   \n",
-       "29        input        g m-2 y-1     float       -999       scale   \n",
-       "30        input  10^5 molec cm-2     float       -999       scale   \n",
-       "31        input      person km-2     float       -999       scale   \n",
-       "32        input      person km-2     float       -999       scale   \n",
-       "33        input      person km-2     float       -999       scale   \n",
-       "34        input                -     float       -999       scale   \n",
-       "35        input                -     float       -999       scale   \n",
-       "36        input                -     float       -999       scale   \n",
-       "37       target              ppb     float       -999       scale   \n",
-       "38       target              ppb     float       -999       scale   \n",
-       "39       target              ppb     float       -999       scale   \n",
-       "40       target              ppb     float       -999       scale   \n",
-       "41       target              ppb     float       -999       scale   \n",
-       "42       target              ppb     float       -999       scale   \n",
-       "43       target              ppb     float       -999       scale   \n",
-       "44       target              ppb     float       -999       scale   \n",
-       "45       target                -     float       -999       scale   \n",
-       "46       target                -     float       -999       scale   \n",
-       "47       target                -     float       -999       scale   \n",
-       "48       target                -     float       -999       scale   \n",
-       "49       target                -     float       -999       scale   \n",
-       "50       target                -     float       -999       scale   \n",
-       "51       target                -     float       -999       scale   \n",
-       "52      dataset                -       str        NaN        None   \n",
-       "\n",
-       "                                         sanity_check  \n",
-       "0                            x >= 0. and x <= 100000.  \n",
-       "1                         len(x) >= 1 and len(x) <=30  \n",
-       "2                                         len(x) == 3  \n",
-       "3                         len(x) >= 1 and len(x) <=30  \n",
-       "4   (country == 'Germany' and x >= 5. and x <= 17....  \n",
-       "5   (country == 'Japan' and x >= 19. and x <= 47.)...  \n",
-       "6                           x >= -450. and x <= 9000.  \n",
-       "7                          x >= -2000. and x <= 2000.  \n",
-       "8                         len(x) >= 1 and len(x) <=30  \n",
-       "9                         len(x) >= 1 and len(x) <=30  \n",
-       "10                              x >= 0. and x <= 100.  \n",
-       "11                              x >= 0. and x <= 100.  \n",
-       "12                              x >= 0. and x <= 100.  \n",
-       "13                              x >= 0. and x <= 100.  \n",
-       "14                              x >= 0. and x <= 100.  \n",
-       "15                              x >= 0. and x <= 100.  \n",
-       "16                              x >= 0. and x <= 100.  \n",
-       "17                              x >= 0. and x <= 100.  \n",
-       "18                              x >= 0. and x <= 100.  \n",
-       "19                              x >= 0. and x <= 100.  \n",
-       "20                              x >= 0. and x <= 100.  \n",
-       "21                              x >= 0. and x <= 100.  \n",
-       "22                              x >= 0. and x <= 100.  \n",
-       "23                              x >= 0. and x <= 100.  \n",
-       "24                              x >= 0. and x <= 100.  \n",
-       "25                              x >= 0. and x <= 100.  \n",
-       "26                              x >= 0. and x <= 100.  \n",
-       "27                               x >= 0. and x <= 50.  \n",
-       "28                               x >= 0. and x <= 50.  \n",
-       "29                             x >= 0. and x <= 1500.  \n",
-       "30                              x >= 0. and x <= 400.  \n",
-       "31                          x >= 0. and x <= 1000000.  \n",
-       "32                          x >= 0. and x <= 1000000.  \n",
-       "33                          x >= 0. and x <= 1000000.  \n",
-       "34                              x >= 0. and x <= 100.  \n",
-       "35                              x >= 0. and x <= 100.  \n",
-       "36                              x >= 0. and x <= 100.  \n",
-       "37                               x >= 0. and x <= 80.  \n",
-       "38                               x >= 0. and x <= 80.  \n",
-       "39                               x >= 0. and x <= 65.  \n",
-       "40                               x >= 0. and x <= 65.  \n",
-       "41                               x >= 0. and x <= 60.  \n",
-       "42                               x >= 0. and x <= 80.  \n",
-       "43                               x >= 0. and x <= 90.  \n",
-       "44                              x >= 0. and x <= 140.  \n",
-       "45                              x >= 0. and x <= 130.  \n",
-       "46                               x >= 0. and x <= 80.  \n",
-       "47                              x >= 0. and x <= 130.  \n",
-       "48                              x >= 0. and x <= 700.  \n",
-       "49                            x >= 0. and x <= 86916.  \n",
-       "50                              x >= 0. and x <= 120.  \n",
-       "51                               x >= 0. and x <= 80.  \n",
-       "52                         len(x) >= 1 and len(x) <=5  "
-      ]
-     },
-     "execution_count": 3,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [],
    "source": [
     "information = pd.read_csv(resources_dir + AQbench_variables_file)\n",
     "information"
@@ -1455,34 +87,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "application/vnd.jupyter.widget-view+json": {
-       "model_id": "69c75143a5f94668b24cfea5541a9230",
-       "version_major": 2,
-       "version_minor": 0
-      },
-      "text/plain": [
-       "interactive(children=(Dropdown(description='variable:', options=('country', 'htap_region', 'climatic_zone', 'l…"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/plain": [
-       "<function __main__.plot_previs(column_name)>"
-      ]
-     },
-     "execution_count": 4,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "%matplotlib inline\n",
     "\n",
@@ -1506,34 +113,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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-      "text/plain": [
-       "<Figure size 1800x720 with 2 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
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\n",
-      "text/plain": [
-       "<Figure size 1440x864 with 2 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "%matplotlib inline\n",
     "\n",
@@ -1555,34 +137,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "application/vnd.jupyter.widget-view+json": {
-       "model_id": "2527efd056284036befbe05842813233",
-       "version_major": 2,
-       "version_minor": 0
-      },
-      "text/plain": [
-       "interactive(children=(Dropdown(description='target', options=('o3_average_values', 'o3_daytime_avg', 'o3_night…"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/plain": [
-       "<function __main__.print_data(target, scaling, scale_target)>"
-      ]
-     },
-     "execution_count": 5,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "def print_data(target, scaling, scale_target):\n",
     "    data = Data(target=target, scaling=scaling, scale_target=scale_target)\n",
@@ -1600,3488 +157,20 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## Datasplit"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "datasplit = DataSplit()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "(Running the following cell will take some time. So, please start it now and continue reading while it is running.)\n",
-    "\n",
-    "For ML you usually divide your data into training, development (also called validation) and test set. Data in the development set should be independent from data in the train set. Also, data in the test set should be independent from data in the train and development set. This is a non trivial task. Assuming nearby stations are dependet of each other, they should not be in different data sets. But at which distance are stations independent of each other? A lot of variables of our meta data describe the stations' environment in a radius of 25 km. Therefore one could argue, that a station of 50 km might be enough to speak of independency.\n",
-    "\n",
-    "The following calcuation shall varify this. First, all meta data and metrics are robustly scaled by a quantile range from 25% to 75%. Then, the algorithm looks for all station pairs with a distance of 0 to 1 km. The mean difference of all meta data and of all metrics are calculated for all station pairs and averaged. Same procedure is repeated for station pairs with distances from 1 to 2 km, 2 to 3 km, ..., 99 to 100 km. Furthermore, randomly chosen stations pairs with distances higher than 100 km are compared. Considering the plot one can see, that station pairs with distances of about 50 km have similarly high value differences than station pairs with distances of 100 km."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "#distances between 0.0 km and 1.0 km: 66\n",
-      "difference inputs:  0.02\n",
-      "difference targets: 0.52\n",
-      "\n",
-      "#distances between 1.0 km and 2.0 km: 162\n",
-      "difference inputs:  0.04\n",
-      "difference targets: 0.5\n",
-      "\n",
-      "#distances between 2.0 km and 3.0 km: 258\n",
-      "difference inputs:  0.06\n",
-      "difference targets: 0.53\n",
-      "\n",
-      "#distances between 3.0 km and 4.0 km: 365\n",
-      "difference inputs:  0.08\n",
-      "difference targets: 0.48\n",
-      "\n",
-      "#distances between 4.0 km and 5.0 km: 447\n",
-      "difference inputs:  0.11\n",
-      "difference targets: 0.5\n",
-      "\n",
-      "#distances between 5.0 km and 6.0 km: 502\n",
-      "difference inputs:  0.13\n",
-      "difference targets: 0.53\n",
-      "\n",
-      "#distances between 6.0 km and 7.0 km: 531\n",
-      "difference inputs:  0.14\n",
-      "difference targets: 0.5\n",
-      "\n",
-      "#distances between 7.0 km and 8.0 km: 566\n",
-      "difference inputs:  0.17\n",
-      "difference targets: 0.52\n",
-      "\n",
-      "#distances between 8.0 km and 9.0 km: 631\n",
-      "difference inputs:  0.18\n",
-      "difference targets: 0.52\n",
-      "\n",
-      "#distances between 9.0 km and 10.0 km: 647\n",
-      "difference inputs:  0.19\n",
-      "difference targets: 0.54\n",
-      "\n",
-      "#distances between 10.0 km and 11.0 km: 700\n",
-      "difference inputs:  0.21\n",
-      "difference targets: 0.53\n",
-      "\n",
-      "#distances between 11.0 km and 12.0 km: 657\n",
-      "difference inputs:  0.22\n",
-      "difference targets: 0.57\n",
-      "\n",
-      "#distances between 12.0 km and 13.0 km: 746\n",
-      "difference inputs:  0.24\n",
-      "difference targets: 0.55\n",
-      "\n",
-      "#distances between 13.0 km and 14.0 km: 737\n",
-      "difference inputs:  0.25\n",
-      "difference targets: 0.6\n",
-      "\n",
-      "#distances between 14.0 km and 15.0 km: 749\n",
-      "difference inputs:  0.25\n",
-      "difference targets: 0.59\n",
-      "\n",
-      "#distances between 15.0 km and 16.0 km: 719\n",
-      "difference inputs:  0.27\n",
-      "difference targets: 0.59\n",
-      "\n",
-      "#distances between 16.0 km and 17.0 km: 796\n",
-      "difference inputs:  0.27\n",
-      "difference targets: 0.57\n",
-      "\n",
-      "#distances between 17.0 km and 18.0 km: 797\n",
-      "difference inputs:  0.29\n",
-      "difference targets: 0.63\n",
-      "\n",
-      "#distances between 18.0 km and 19.0 km: 837\n",
-      "difference inputs:  0.3\n",
-      "difference targets: 0.6\n",
-      "\n",
-      "#distances between 19.0 km and 20.0 km: 847\n",
-      "difference inputs:  0.3\n",
-      "difference targets: 0.6\n",
-      "\n",
-      "#distances between 20.0 km and 21.0 km: 834\n",
-      "difference inputs:  0.31\n",
-      "difference targets: 0.58\n",
-      "\n",
-      "#distances between 21.0 km and 22.0 km: 867\n",
-      "difference inputs:  0.31\n",
-      "difference targets: 0.63\n",
-      "\n",
-      "#distances between 22.0 km and 23.0 km: 895\n",
-      "difference inputs:  0.33\n",
-      "difference targets: 0.63\n",
-      "\n",
-      "#distances between 23.0 km and 24.0 km: 900\n",
-      "difference inputs:  0.34\n",
-      "difference targets: 0.65\n",
-      "\n",
-      "#distances between 24.0 km and 25.0 km: 920\n",
-      "difference inputs:  0.35\n",
-      "difference targets: 0.65\n",
-      "\n",
-      "#distances between 25.0 km and 26.0 km: 856\n",
-      "difference inputs:  0.37\n",
-      "difference targets: 0.64\n",
-      "\n",
-      "#distances between 26.0 km and 27.0 km: 928\n",
-      "difference inputs:  0.37\n",
-      "difference targets: 0.64\n",
-      "\n",
-      "#distances between 27.0 km and 28.0 km: 894\n",
-      "difference inputs:  0.38\n",
-      "difference targets: 0.67\n",
-      "\n",
-      "#distances between 28.0 km and 29.0 km: 956\n",
-      "difference inputs:  0.39\n",
-      "difference targets: 0.63\n",
-      "\n",
-      "#distances between 29.0 km and 30.0 km: 935\n",
-      "difference inputs:  0.4\n",
-      "difference targets: 0.63\n",
-      "\n",
-      "#distances between 30.0 km and 31.0 km: 899\n",
-      "difference inputs:  0.41\n",
-      "difference targets: 0.67\n",
-      "\n",
-      "#distances between 31.0 km and 32.0 km: 1003\n",
-      "difference inputs:  0.41\n",
-      "difference targets: 0.64\n",
-      "\n",
-      "#distances between 32.0 km and 33.0 km: 1009\n",
-      "difference inputs:  0.41\n",
-      "difference targets: 0.64\n",
-      "\n",
-      "#distances between 33.0 km and 34.0 km: 1000\n",
-      "difference inputs:  0.43\n",
-      "difference targets: 0.65\n",
-      "\n",
-      "#distances between 34.0 km and 35.0 km: 1019\n",
-      "difference inputs:  0.43\n",
-      "difference targets: 0.67\n",
-      "\n",
-      "#distances between 35.0 km and 36.0 km: 997\n",
-      "difference inputs:  0.44\n",
-      "difference targets: 0.67\n",
-      "\n",
-      "#distances between 36.0 km and 37.0 km: 979\n",
-      "difference inputs:  0.44\n",
-      "difference targets: 0.67\n",
-      "\n",
-      "#distances between 37.0 km and 38.0 km: 998\n",
-      "difference inputs:  0.46\n",
-      "difference targets: 0.68\n",
-      "\n",
-      "#distances between 38.0 km and 39.0 km: 946\n",
-      "difference inputs:  0.46\n",
-      "difference targets: 0.67\n",
-      "\n",
-      "#distances between 39.0 km and 40.0 km: 951\n",
-      "difference inputs:  0.46\n",
-      "difference targets: 0.64\n",
-      "\n",
-      "#distances between 40.0 km and 41.0 km: 1008\n",
-      "difference inputs:  0.48\n",
-      "difference targets: 0.66\n",
-      "\n",
-      "#distances between 41.0 km and 42.0 km: 1009\n",
-      "difference inputs:  0.47\n",
-      "difference targets: 0.7\n",
-      "\n",
-      "#distances between 42.0 km and 43.0 km: 945\n",
-      "difference inputs:  0.47\n",
-      "difference targets: 0.67\n",
-      "\n",
-      "#distances between 43.0 km and 44.0 km: 992\n",
-      "difference inputs:  0.47\n",
-      "difference targets: 0.68\n",
-      "\n",
-      "#distances between 44.0 km and 45.0 km: 981\n",
-      "difference inputs:  0.48\n",
-      "difference targets: 0.65\n",
-      "\n",
-      "#distances between 45.0 km and 46.0 km: 894\n",
-      "difference inputs:  0.49\n",
-      "difference targets: 0.7\n",
-      "\n",
-      "#distances between 46.0 km and 47.0 km: 972\n",
-      "difference inputs:  0.49\n",
-      "difference targets: 0.66\n",
-      "\n",
-      "#distances between 47.0 km and 48.0 km: 931\n",
-      "difference inputs:  0.48\n",
-      "difference targets: 0.65\n",
-      "\n",
-      "#distances between 48.0 km and 49.0 km: 923\n",
-      "difference inputs:  0.49\n",
-      "difference targets: 0.68\n",
-      "\n",
-      "#distances between 49.0 km and 50.0 km: 960\n",
-      "difference inputs:  0.49\n",
-      "difference targets: 0.69\n",
-      "\n",
-      "#distances between 50.0 km and 51.0 km: 929\n",
-      "difference inputs:  0.49\n",
-      "difference targets: 0.67\n",
-      "\n",
-      "#distances between 51.0 km and 52.0 km: 965\n",
-      "difference inputs:  0.5\n",
-      "difference targets: 0.69\n",
-      "\n",
-      "#distances between 52.0 km and 53.0 km: 959\n",
-      "difference inputs:  0.49\n",
-      "difference targets: 0.66\n",
-      "\n",
-      "#distances between 53.0 km and 54.0 km: 987\n",
-      "difference inputs:  0.5\n",
-      "difference targets: 0.68\n",
-      "\n",
-      "#distances between 54.0 km and 55.0 km: 959\n",
-      "difference inputs:  0.49\n",
-      "difference targets: 0.68\n",
-      "\n",
-      "#distances between 55.0 km and 56.0 km: 957\n",
-      "difference inputs:  0.5\n",
-      "difference targets: 0.73\n",
-      "\n",
-      "#distances between 56.0 km and 57.0 km: 974\n",
-      "difference inputs:  0.5\n",
-      "difference targets: 0.69\n",
-      "\n",
-      "#distances between 57.0 km and 58.0 km: 982\n",
-      "difference inputs:  0.5\n",
-      "difference targets: 0.71\n",
-      "\n",
-      "#distances between 58.0 km and 59.0 km: 1018\n",
-      "difference inputs:  0.52\n",
-      "difference targets: 0.73\n",
-      "\n",
-      "#distances between 59.0 km and 60.0 km: 1009\n",
-      "difference inputs:  0.52\n",
-      "difference targets: 0.73\n",
-      "\n",
-      "#distances between 60.0 km and 61.0 km: 998\n",
-      "difference inputs:  0.51\n",
-      "difference targets: 0.72\n",
-      "\n",
-      "#distances between 61.0 km and 62.0 km: 1040\n",
-      "difference inputs:  0.51\n",
-      "difference targets: 0.7\n",
-      "\n",
-      "#distances between 62.0 km and 63.0 km: 968\n",
-      "difference inputs:  0.53\n",
-      "difference targets: 0.73\n",
-      "\n",
-      "#distances between 63.0 km and 64.0 km: 1040\n",
-      "difference inputs:  0.52\n",
-      "difference targets: 0.7\n",
-      "\n",
-      "#distances between 64.0 km and 65.0 km: 1016\n",
-      "difference inputs:  0.5\n",
-      "difference targets: 0.7\n",
-      "\n",
-      "#distances between 65.0 km and 66.0 km: 963\n",
-      "difference inputs:  0.51\n",
-      "difference targets: 0.71\n",
-      "\n",
-      "#distances between 66.0 km and 67.0 km: 963\n",
-      "difference inputs:  0.52\n",
-      "difference targets: 0.73\n",
-      "\n",
-      "#distances between 67.0 km and 68.0 km: 959\n",
-      "difference inputs:  0.52\n",
-      "difference targets: 0.72\n",
-      "\n",
-      "#distances between 68.0 km and 69.0 km: 981\n",
-      "difference inputs:  0.52\n",
-      "difference targets: 0.74\n",
-      "\n",
-      "#distances between 69.0 km and 70.0 km: 1050\n",
-      "difference inputs:  0.51\n",
-      "difference targets: 0.74\n",
-      "\n",
-      "#distances between 70.0 km and 71.0 km: 1006\n",
-      "difference inputs:  0.52\n",
-      "difference targets: 0.71\n",
-      "\n",
-      "#distances between 71.0 km and 72.0 km: 992\n",
-      "difference inputs:  0.5\n",
-      "difference targets: 0.69\n",
-      "\n",
-      "#distances between 72.0 km and 73.0 km: 1029\n",
-      "difference inputs:  0.51\n",
-      "difference targets: 0.75\n",
-      "\n",
-      "#distances between 73.0 km and 74.0 km: 1014\n",
-      "difference inputs:  0.53\n",
-      "difference targets: 0.74\n",
-      "\n",
-      "#distances between 74.0 km and 75.0 km: 1029\n",
-      "difference inputs:  0.51\n",
-      "difference targets: 0.75\n",
-      "\n",
-      "#distances between 75.0 km and 76.0 km: 1000\n",
-      "difference inputs:  0.51\n",
-      "difference targets: 0.75\n",
-      "\n",
-      "#distances between 76.0 km and 77.0 km: 956\n",
-      "difference inputs:  0.5\n",
-      "difference targets: 0.72\n",
-      "\n",
-      "#distances between 77.0 km and 78.0 km: 976\n",
-      "difference inputs:  0.51\n",
-      "difference targets: 0.74\n",
-      "\n",
-      "#distances between 78.0 km and 79.0 km: 1003\n",
-      "difference inputs:  0.52\n",
-      "difference targets: 0.76\n",
-      "\n",
-      "#distances between 79.0 km and 80.0 km: 958\n",
-      "difference inputs:  0.51\n",
-      "difference targets: 0.73\n",
-      "\n",
-      "#distances between 80.0 km and 81.0 km: 1020\n",
-      "difference inputs:  0.51\n",
-      "difference targets: 0.73\n",
-      "\n",
-      "#distances between 81.0 km and 82.0 km: 987\n",
-      "difference inputs:  0.51\n",
-      "difference targets: 0.73\n",
-      "\n",
-      "#distances between 82.0 km and 83.0 km: 995\n",
-      "difference inputs:  0.52\n",
-      "difference targets: 0.75\n",
-      "\n",
-      "#distances between 83.0 km and 84.0 km: 1002\n",
-      "difference inputs:  0.52\n",
-      "difference targets: 0.76\n",
-      "\n",
-      "#distances between 84.0 km and 85.0 km: 991\n",
-      "difference inputs:  0.52\n",
-      "difference targets: 0.74\n",
-      "\n",
-      "#distances between 85.0 km and 86.0 km: 1034\n",
-      "difference inputs:  0.5\n",
-      "difference targets: 0.72\n",
-      "\n",
-      "#distances between 86.0 km and 87.0 km: 998\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "difference inputs:  0.51\n",
-      "difference targets: 0.72\n",
-      "\n",
-      "#distances between 87.0 km and 88.0 km: 995\n",
-      "difference inputs:  0.49\n",
-      "difference targets: 0.71\n",
-      "\n",
-      "#distances between 88.0 km and 89.0 km: 1038\n",
-      "difference inputs:  0.51\n",
-      "difference targets: 0.72\n",
-      "\n",
-      "#distances between 89.0 km and 90.0 km: 1022\n",
-      "difference inputs:  0.51\n",
-      "difference targets: 0.72\n",
-      "\n",
-      "#distances between 90.0 km and 91.0 km: 1042\n",
-      "difference inputs:  0.5\n",
-      "difference targets: 0.72\n",
-      "\n",
-      "#distances between 91.0 km and 92.0 km: 1034\n",
-      "difference inputs:  0.5\n",
-      "difference targets: 0.73\n",
-      "\n",
-      "#distances between 92.0 km and 93.0 km: 1010\n",
-      "difference inputs:  0.5\n",
-      "difference targets: 0.75\n",
-      "\n",
-      "#distances between 93.0 km and 94.0 km: 985\n",
-      "difference inputs:  0.5\n",
-      "difference targets: 0.73\n",
-      "\n",
-      "#distances between 94.0 km and 95.0 km: 1039\n",
-      "difference inputs:  0.51\n",
-      "difference targets: 0.73\n",
-      "\n",
-      "#distances between 95.0 km and 96.0 km: 974\n",
-      "difference inputs:  0.51\n",
-      "difference targets: 0.74\n",
-      "\n",
-      "#distances between 96.0 km and 97.0 km: 1026\n",
-      "difference inputs:  0.49\n",
-      "difference targets: 0.74\n",
-      "\n",
-      "#distances between 97.0 km and 98.0 km: 1055\n",
-      "difference inputs:  0.51\n",
-      "difference targets: 0.75\n",
-      "\n",
-      "#distances between 98.0 km and 99.0 km: 963\n",
-      "difference inputs:  0.49\n",
-      "difference targets: 0.72\n",
-      "\n",
-      "#distances between 99.0 km and 100.0 km: 967\n",
-      "difference inputs:  0.5\n",
-      "difference targets: 0.74\n",
-      "\n",
-      "#distances between 0 km and 100 km: 90018\n",
-      "(Those are NOT considered.)\n",
-      "difference inputs:  0.67\n",
-      "difference targets: 1.06\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "%matplotlib inline\n",
-    "\n",
-    "datasplit.analyize_similarities()\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "(Please also start the following cell now and continue reading while it is running.)\n",
-    "\n",
-    "Considering the above results, we can build spatial clusters of stations with a distance criterion of 50 km. However, some areas with high spatial coverage of stations result in large station clusters. Therefore, clusters containing more than 1% of all stations are divided successively down to station distances of 10 km. In our data set this applies to four clusters, three of them located in coastal metropolises in Japan.\n",
-    "\n",
-    "Have a look to the histogram showing the distribution of cluster sizes. You see, that \"clusters\" with only one station occur most and that most clusters are small with less than about 20 stations. You can also see the four very large clusters."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "--- Data Split ---\n",
-      "\n",
-      "\n",
-      "#distances between 0.0 km and 50 km: 61434\n",
-      "#stations:\n",
-      "  total: 5593\n",
-      "  gathered: 5123 \n",
-      "  single: 470\n",
-      "\n",
-      "looking for neighbors...\n",
-      "looking for clusters...\n",
-      "\n",
-      "#clusters (with more than one station): 337\n",
-      "#stations in cluster:\n",
-      "  average: 15.2\n",
-      "  mininmum: 2\n",
-      "  five largest: [1135, 1127, 302, 154, 125]\n",
-      "\n",
-      "#distances between 0.0 km and 40 km: 41080\n",
-      "#stations:\n",
-      "  total: 3115\n",
-      "  gathered: 3065 \n",
-      "  single: 50\n",
-      "\n",
-      "looking for neighbors...\n",
-      "looking for clusters...\n",
-      "\n",
-      "#clusters (with more than one station): 82\n",
-      "#stations in cluster:\n",
-      "  average: 37.38\n",
-      "  mininmum: 2\n",
-      "  five largest: [1086, 405, 251, 240, 132]\n",
-      "\n",
-      "#distances between 0.0 km and 30 km: 26677\n",
-      "#stations:\n",
-      "  total: 2696\n",
-      "  gathered: 2603 \n",
-      "  single: 93\n",
-      "\n",
-      "looking for neighbors...\n",
-      "looking for clusters...\n",
-      "\n",
-      "#clusters (with more than one station): 132\n",
-      "#stations in cluster:\n",
-      "  average: 19.72\n",
-      "  mininmum: 2\n",
-      "  five largest: [1013, 164, 158, 76, 75]\n",
-      "\n",
-      "#distances between 0.0 km and 20 km: 13675\n",
-      "#stations:\n",
-      "  total: 1948\n",
-      "  gathered: 1829 \n",
-      "  single: 119\n",
-      "\n",
-      "looking for neighbors...\n",
-      "looking for clusters...\n",
-      "\n",
-      "#clusters (with more than one station): 130\n",
-      "#stations in cluster:\n",
-      "  average: 14.07\n",
-      "  mininmum: 2\n",
-      "  five largest: [496, 236, 134, 84, 57]\n",
-      "\n",
-      "#distances between 0.0 km and 10 km: 4046\n",
-      "#stations:\n",
-      "  total: 1259\n",
-      "  gathered: 1079 \n",
-      "  single: 180\n",
-      "\n",
-      "looking for neighbors...\n",
-      "looking for clusters...\n",
-      "\n",
-      "#clusters (with more than one station): 72\n",
-      "#stations in cluster:\n",
-      "  average: 14.99\n",
-      "  mininmum: 2\n",
-      "  five largest: [233, 151, 115, 113, 39]\n",
-      "\n",
-      "splitting data...\n",
-      "\n",
-      "#stations:\n",
-      "  training set: 3355\n",
-      "  validation set: 1119\n",
-      "  test set: 1119\n",
-      "\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": "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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "%matplotlib inline\n",
-    "\n",
-    "datasplit.split_data(frac_train=0.6)\n",
-    "datasplit.plot_clusters_hist()\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Run the following cell to see a plot with the same clusters on a world map. Each point corresponds to one station and clusters are made visible by different colors and shapes. Clusters with only one station are visualized with a red circle.\n",
-    "\n",
-    "(You can increase the whole frame on the bottom very right. Enlarge the picture with the rectangle-button at the bottom. Please close the programm after watching, by clicking on the off-button on the top right.)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "application/javascript": [
-       "/* Put everything inside the global mpl namespace */\n",
-       "/* global mpl */\n",
-       "window.mpl = {};\n",
-       "\n",
-       "mpl.get_websocket_type = function () {\n",
-       "    if (typeof WebSocket !== 'undefined') {\n",
-       "        return WebSocket;\n",
-       "    } else if (typeof MozWebSocket !== 'undefined') {\n",
-       "        return MozWebSocket;\n",
-       "    } else {\n",
-       "        alert(\n",
-       "            'Your browser does not have WebSocket support. ' +\n",
-       "                'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
-       "                'Firefox 4 and 5 are also supported but you ' +\n",
-       "                'have to enable WebSockets in about:config.'\n",
-       "        );\n",
-       "    }\n",
-       "};\n",
-       "\n",
-       "mpl.figure = function (figure_id, websocket, ondownload, parent_element) {\n",
-       "    this.id = figure_id;\n",
-       "\n",
-       "    this.ws = websocket;\n",
-       "\n",
-       "    this.supports_binary = this.ws.binaryType !== undefined;\n",
-       "\n",
-       "    if (!this.supports_binary) {\n",
-       "        var warnings = document.getElementById('mpl-warnings');\n",
-       "        if (warnings) {\n",
-       "            warnings.style.display = 'block';\n",
-       "            warnings.textContent =\n",
-       "                'This browser does not support binary websocket messages. ' +\n",
-       "                'Performance may be slow.';\n",
-       "        }\n",
-       "    }\n",
-       "\n",
-       "    this.imageObj = new Image();\n",
-       "\n",
-       "    this.context = undefined;\n",
-       "    this.message = undefined;\n",
-       "    this.canvas = undefined;\n",
-       "    this.rubberband_canvas = undefined;\n",
-       "    this.rubberband_context = undefined;\n",
-       "    this.format_dropdown = undefined;\n",
-       "\n",
-       "    this.image_mode = 'full';\n",
-       "\n",
-       "    this.root = document.createElement('div');\n",
-       "    this.root.setAttribute('style', 'display: inline-block');\n",
-       "    this._root_extra_style(this.root);\n",
-       "\n",
-       "    parent_element.appendChild(this.root);\n",
-       "\n",
-       "    this._init_header(this);\n",
-       "    this._init_canvas(this);\n",
-       "    this._init_toolbar(this);\n",
-       "\n",
-       "    var fig = this;\n",
-       "\n",
-       "    this.waiting = false;\n",
-       "\n",
-       "    this.ws.onopen = function () {\n",
-       "        fig.send_message('supports_binary', { value: fig.supports_binary });\n",
-       "        fig.send_message('send_image_mode', {});\n",
-       "        if (mpl.ratio !== 1) {\n",
-       "            fig.send_message('set_dpi_ratio', { dpi_ratio: mpl.ratio });\n",
-       "        }\n",
-       "        fig.send_message('refresh', {});\n",
-       "    };\n",
-       "\n",
-       "    this.imageObj.onload = function () {\n",
-       "        if (fig.image_mode === 'full') {\n",
-       "            // Full images could contain transparency (where diff images\n",
-       "            // almost always do), so we need to clear the canvas so that\n",
-       "            // there is no ghosting.\n",
-       "            fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
-       "        }\n",
-       "        fig.context.drawImage(fig.imageObj, 0, 0);\n",
-       "    };\n",
-       "\n",
-       "    this.imageObj.onunload = function () {\n",
-       "        fig.ws.close();\n",
-       "    };\n",
-       "\n",
-       "    this.ws.onmessage = this._make_on_message_function(this);\n",
-       "\n",
-       "    this.ondownload = ondownload;\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype._init_header = function () {\n",
-       "    var titlebar = document.createElement('div');\n",
-       "    titlebar.classList =\n",
-       "        'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n",
-       "    var titletext = document.createElement('div');\n",
-       "    titletext.classList = 'ui-dialog-title';\n",
-       "    titletext.setAttribute(\n",
-       "        'style',\n",
-       "        'width: 100%; text-align: center; padding: 3px;'\n",
-       "    );\n",
-       "    titlebar.appendChild(titletext);\n",
-       "    this.root.appendChild(titlebar);\n",
-       "    this.header = titletext;\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n",
-       "\n",
-       "mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n",
-       "\n",
-       "mpl.figure.prototype._init_canvas = function () {\n",
-       "    var fig = this;\n",
-       "\n",
-       "    var canvas_div = (this.canvas_div = document.createElement('div'));\n",
-       "    canvas_div.setAttribute(\n",
-       "        'style',\n",
-       "        'border: 1px solid #ddd;' +\n",
-       "            'box-sizing: content-box;' +\n",
-       "            'clear: both;' +\n",
-       "            'min-height: 1px;' +\n",
-       "            'min-width: 1px;' +\n",
-       "            'outline: 0;' +\n",
-       "            'overflow: hidden;' +\n",
-       "            'position: relative;' +\n",
-       "            'resize: both;'\n",
-       "    );\n",
-       "\n",
-       "    function on_keyboard_event_closure(name) {\n",
-       "        return function (event) {\n",
-       "            return fig.key_event(event, name);\n",
-       "        };\n",
-       "    }\n",
-       "\n",
-       "    canvas_div.addEventListener(\n",
-       "        'keydown',\n",
-       "        on_keyboard_event_closure('key_press')\n",
-       "    );\n",
-       "    canvas_div.addEventListener(\n",
-       "        'keyup',\n",
-       "        on_keyboard_event_closure('key_release')\n",
-       "    );\n",
-       "\n",
-       "    this._canvas_extra_style(canvas_div);\n",
-       "    this.root.appendChild(canvas_div);\n",
-       "\n",
-       "    var canvas = (this.canvas = document.createElement('canvas'));\n",
-       "    canvas.classList.add('mpl-canvas');\n",
-       "    canvas.setAttribute('style', 'box-sizing: content-box;');\n",
-       "\n",
-       "    this.context = canvas.getContext('2d');\n",
-       "\n",
-       "    var backingStore =\n",
-       "        this.context.backingStorePixelRatio ||\n",
-       "        this.context.webkitBackingStorePixelRatio ||\n",
-       "        this.context.mozBackingStorePixelRatio ||\n",
-       "        this.context.msBackingStorePixelRatio ||\n",
-       "        this.context.oBackingStorePixelRatio ||\n",
-       "        this.context.backingStorePixelRatio ||\n",
-       "        1;\n",
-       "\n",
-       "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
-       "\n",
-       "    var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n",
-       "        'canvas'\n",
-       "    ));\n",
-       "    rubberband_canvas.setAttribute(\n",
-       "        'style',\n",
-       "        'box-sizing: content-box; position: absolute; left: 0; top: 0; z-index: 1;'\n",
-       "    );\n",
-       "\n",
-       "    var resizeObserver = new ResizeObserver(function (entries) {\n",
-       "        var nentries = entries.length;\n",
-       "        for (var i = 0; i < nentries; i++) {\n",
-       "            var entry = entries[i];\n",
-       "            var width, height;\n",
-       "            if (entry.contentBoxSize) {\n",
-       "                if (entry.contentBoxSize instanceof Array) {\n",
-       "                    // Chrome 84 implements new version of spec.\n",
-       "                    width = entry.contentBoxSize[0].inlineSize;\n",
-       "                    height = entry.contentBoxSize[0].blockSize;\n",
-       "                } else {\n",
-       "                    // Firefox implements old version of spec.\n",
-       "                    width = entry.contentBoxSize.inlineSize;\n",
-       "                    height = entry.contentBoxSize.blockSize;\n",
-       "                }\n",
-       "            } else {\n",
-       "                // Chrome <84 implements even older version of spec.\n",
-       "                width = entry.contentRect.width;\n",
-       "                height = entry.contentRect.height;\n",
-       "            }\n",
-       "\n",
-       "            // Keep the size of the canvas and rubber band canvas in sync with\n",
-       "            // the canvas container.\n",
-       "            if (entry.devicePixelContentBoxSize) {\n",
-       "                // Chrome 84 implements new version of spec.\n",
-       "                canvas.setAttribute(\n",
-       "                    'width',\n",
-       "                    entry.devicePixelContentBoxSize[0].inlineSize\n",
-       "                );\n",
-       "                canvas.setAttribute(\n",
-       "                    'height',\n",
-       "                    entry.devicePixelContentBoxSize[0].blockSize\n",
-       "                );\n",
-       "            } else {\n",
-       "                canvas.setAttribute('width', width * mpl.ratio);\n",
-       "                canvas.setAttribute('height', height * mpl.ratio);\n",
-       "            }\n",
-       "            canvas.setAttribute(\n",
-       "                'style',\n",
-       "                'width: ' + width + 'px; height: ' + height + 'px;'\n",
-       "            );\n",
-       "\n",
-       "            rubberband_canvas.setAttribute('width', width);\n",
-       "            rubberband_canvas.setAttribute('height', height);\n",
-       "\n",
-       "            // And update the size in Python. We ignore the initial 0/0 size\n",
-       "            // that occurs as the element is placed into the DOM, which should\n",
-       "            // otherwise not happen due to the minimum size styling.\n",
-       "            if (width != 0 && height != 0) {\n",
-       "                fig.request_resize(width, height);\n",
-       "            }\n",
-       "        }\n",
-       "    });\n",
-       "    resizeObserver.observe(canvas_div);\n",
-       "\n",
-       "    function on_mouse_event_closure(name) {\n",
-       "        return function (event) {\n",
-       "            return fig.mouse_event(event, name);\n",
-       "        };\n",
-       "    }\n",
-       "\n",
-       "    rubberband_canvas.addEventListener(\n",
-       "        'mousedown',\n",
-       "        on_mouse_event_closure('button_press')\n",
-       "    );\n",
-       "    rubberband_canvas.addEventListener(\n",
-       "        'mouseup',\n",
-       "        on_mouse_event_closure('button_release')\n",
-       "    );\n",
-       "    // Throttle sequential mouse events to 1 every 20ms.\n",
-       "    rubberband_canvas.addEventListener(\n",
-       "        'mousemove',\n",
-       "        on_mouse_event_closure('motion_notify')\n",
-       "    );\n",
-       "\n",
-       "    rubberband_canvas.addEventListener(\n",
-       "        'mouseenter',\n",
-       "        on_mouse_event_closure('figure_enter')\n",
-       "    );\n",
-       "    rubberband_canvas.addEventListener(\n",
-       "        'mouseleave',\n",
-       "        on_mouse_event_closure('figure_leave')\n",
-       "    );\n",
-       "\n",
-       "    canvas_div.addEventListener('wheel', function (event) {\n",
-       "        if (event.deltaY < 0) {\n",
-       "            event.step = 1;\n",
-       "        } else {\n",
-       "            event.step = -1;\n",
-       "        }\n",
-       "        on_mouse_event_closure('scroll')(event);\n",
-       "    });\n",
-       "\n",
-       "    canvas_div.appendChild(canvas);\n",
-       "    canvas_div.appendChild(rubberband_canvas);\n",
-       "\n",
-       "    this.rubberband_context = rubberband_canvas.getContext('2d');\n",
-       "    this.rubberband_context.strokeStyle = '#000000';\n",
-       "\n",
-       "    this._resize_canvas = function (width, height, forward) {\n",
-       "        if (forward) {\n",
-       "            canvas_div.style.width = width + 'px';\n",
-       "            canvas_div.style.height = height + 'px';\n",
-       "        }\n",
-       "    };\n",
-       "\n",
-       "    // Disable right mouse context menu.\n",
-       "    this.rubberband_canvas.addEventListener('contextmenu', function (_e) {\n",
-       "        event.preventDefault();\n",
-       "        return false;\n",
-       "    });\n",
-       "\n",
-       "    function set_focus() {\n",
-       "        canvas.focus();\n",
-       "        canvas_div.focus();\n",
-       "    }\n",
-       "\n",
-       "    window.setTimeout(set_focus, 100);\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype._init_toolbar = function () {\n",
-       "    var fig = this;\n",
-       "\n",
-       "    var toolbar = document.createElement('div');\n",
-       "    toolbar.classList = 'mpl-toolbar';\n",
-       "    this.root.appendChild(toolbar);\n",
-       "\n",
-       "    function on_click_closure(name) {\n",
-       "        return function (_event) {\n",
-       "            return fig.toolbar_button_onclick(name);\n",
-       "        };\n",
-       "    }\n",
-       "\n",
-       "    function on_mouseover_closure(tooltip) {\n",
-       "        return function (event) {\n",
-       "            if (!event.currentTarget.disabled) {\n",
-       "                return fig.toolbar_button_onmouseover(tooltip);\n",
-       "            }\n",
-       "        };\n",
-       "    }\n",
-       "\n",
-       "    fig.buttons = {};\n",
-       "    var buttonGroup = document.createElement('div');\n",
-       "    buttonGroup.classList = 'mpl-button-group';\n",
-       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
-       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
-       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
-       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
-       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
-       "\n",
-       "        if (!name) {\n",
-       "            /* Instead of a spacer, we start a new button group. */\n",
-       "            if (buttonGroup.hasChildNodes()) {\n",
-       "                toolbar.appendChild(buttonGroup);\n",
-       "            }\n",
-       "            buttonGroup = document.createElement('div');\n",
-       "            buttonGroup.classList = 'mpl-button-group';\n",
-       "            continue;\n",
-       "        }\n",
-       "\n",
-       "        var button = (fig.buttons[name] = document.createElement('button'));\n",
-       "        button.classList = 'mpl-widget';\n",
-       "        button.setAttribute('role', 'button');\n",
-       "        button.setAttribute('aria-disabled', 'false');\n",
-       "        button.addEventListener('click', on_click_closure(method_name));\n",
-       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
-       "\n",
-       "        var icon_img = document.createElement('img');\n",
-       "        icon_img.src = '_images/' + image + '.png';\n",
-       "        icon_img.srcset = '_images/' + image + '_large.png 2x';\n",
-       "        icon_img.alt = tooltip;\n",
-       "        button.appendChild(icon_img);\n",
-       "\n",
-       "        buttonGroup.appendChild(button);\n",
-       "    }\n",
-       "\n",
-       "    if (buttonGroup.hasChildNodes()) {\n",
-       "        toolbar.appendChild(buttonGroup);\n",
-       "    }\n",
-       "\n",
-       "    var fmt_picker = document.createElement('select');\n",
-       "    fmt_picker.classList = 'mpl-widget';\n",
-       "    toolbar.appendChild(fmt_picker);\n",
-       "    this.format_dropdown = fmt_picker;\n",
-       "\n",
-       "    for (var ind in mpl.extensions) {\n",
-       "        var fmt = mpl.extensions[ind];\n",
-       "        var option = document.createElement('option');\n",
-       "        option.selected = fmt === mpl.default_extension;\n",
-       "        option.innerHTML = fmt;\n",
-       "        fmt_picker.appendChild(option);\n",
-       "    }\n",
-       "\n",
-       "    var status_bar = document.createElement('span');\n",
-       "    status_bar.classList = 'mpl-message';\n",
-       "    toolbar.appendChild(status_bar);\n",
-       "    this.message = status_bar;\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {\n",
-       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
-       "    // which will in turn request a refresh of the image.\n",
-       "    this.send_message('resize', { width: x_pixels, height: y_pixels });\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype.send_message = function (type, properties) {\n",
-       "    properties['type'] = type;\n",
-       "    properties['figure_id'] = this.id;\n",
-       "    this.ws.send(JSON.stringify(properties));\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype.send_draw_message = function () {\n",
-       "    if (!this.waiting) {\n",
-       "        this.waiting = true;\n",
-       "        this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));\n",
-       "    }\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
-       "    var format_dropdown = fig.format_dropdown;\n",
-       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
-       "    fig.ondownload(fig, format);\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype.handle_resize = function (fig, msg) {\n",
-       "    var size = msg['size'];\n",
-       "    if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {\n",
-       "        fig._resize_canvas(size[0], size[1], msg['forward']);\n",
-       "        fig.send_message('refresh', {});\n",
-       "    }\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n",
-       "    var x0 = msg['x0'] / mpl.ratio;\n",
-       "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
-       "    var x1 = msg['x1'] / mpl.ratio;\n",
-       "    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
-       "    x0 = Math.floor(x0) + 0.5;\n",
-       "    y0 = Math.floor(y0) + 0.5;\n",
-       "    x1 = Math.floor(x1) + 0.5;\n",
-       "    y1 = Math.floor(y1) + 0.5;\n",
-       "    var min_x = Math.min(x0, x1);\n",
-       "    var min_y = Math.min(y0, y1);\n",
-       "    var width = Math.abs(x1 - x0);\n",
-       "    var height = Math.abs(y1 - y0);\n",
-       "\n",
-       "    fig.rubberband_context.clearRect(\n",
-       "        0,\n",
-       "        0,\n",
-       "        fig.canvas.width / mpl.ratio,\n",
-       "        fig.canvas.height / mpl.ratio\n",
-       "    );\n",
-       "\n",
-       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype.handle_figure_label = function (fig, msg) {\n",
-       "    // Updates the figure title.\n",
-       "    fig.header.textContent = msg['label'];\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype.handle_cursor = function (fig, msg) {\n",
-       "    var cursor = msg['cursor'];\n",
-       "    switch (cursor) {\n",
-       "        case 0:\n",
-       "            cursor = 'pointer';\n",
-       "            break;\n",
-       "        case 1:\n",
-       "            cursor = 'default';\n",
-       "            break;\n",
-       "        case 2:\n",
-       "            cursor = 'crosshair';\n",
-       "            break;\n",
-       "        case 3:\n",
-       "            cursor = 'move';\n",
-       "            break;\n",
-       "    }\n",
-       "    fig.rubberband_canvas.style.cursor = cursor;\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype.handle_message = function (fig, msg) {\n",
-       "    fig.message.textContent = msg['message'];\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype.handle_draw = function (fig, _msg) {\n",
-       "    // Request the server to send over a new figure.\n",
-       "    fig.send_draw_message();\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype.handle_image_mode = function (fig, msg) {\n",
-       "    fig.image_mode = msg['mode'];\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype.handle_history_buttons = function (fig, msg) {\n",
-       "    for (var key in msg) {\n",
-       "        if (!(key in fig.buttons)) {\n",
-       "            continue;\n",
-       "        }\n",
-       "        fig.buttons[key].disabled = !msg[key];\n",
-       "        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n",
-       "    }\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n",
-       "    if (msg['mode'] === 'PAN') {\n",
-       "        fig.buttons['Pan'].classList.add('active');\n",
-       "        fig.buttons['Zoom'].classList.remove('active');\n",
-       "    } else if (msg['mode'] === 'ZOOM') {\n",
-       "        fig.buttons['Pan'].classList.remove('active');\n",
-       "        fig.buttons['Zoom'].classList.add('active');\n",
-       "    } else {\n",
-       "        fig.buttons['Pan'].classList.remove('active');\n",
-       "        fig.buttons['Zoom'].classList.remove('active');\n",
-       "    }\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype.updated_canvas_event = function () {\n",
-       "    // Called whenever the canvas gets updated.\n",
-       "    this.send_message('ack', {});\n",
-       "};\n",
-       "\n",
-       "// A function to construct a web socket function for onmessage handling.\n",
-       "// Called in the figure constructor.\n",
-       "mpl.figure.prototype._make_on_message_function = function (fig) {\n",
-       "    return function socket_on_message(evt) {\n",
-       "        if (evt.data instanceof Blob) {\n",
-       "            /* FIXME: We get \"Resource interpreted as Image but\n",
-       "             * transferred with MIME type text/plain:\" errors on\n",
-       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
-       "             * to be part of the websocket stream */\n",
-       "            evt.data.type = 'image/png';\n",
-       "\n",
-       "            /* Free the memory for the previous frames */\n",
-       "            if (fig.imageObj.src) {\n",
-       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
-       "                    fig.imageObj.src\n",
-       "                );\n",
-       "            }\n",
-       "\n",
-       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
-       "                evt.data\n",
-       "            );\n",
-       "            fig.updated_canvas_event();\n",
-       "            fig.waiting = false;\n",
-       "            return;\n",
-       "        } else if (\n",
-       "            typeof evt.data === 'string' &&\n",
-       "            evt.data.slice(0, 21) === 'data:image/png;base64'\n",
-       "        ) {\n",
-       "            fig.imageObj.src = evt.data;\n",
-       "            fig.updated_canvas_event();\n",
-       "            fig.waiting = false;\n",
-       "            return;\n",
-       "        }\n",
-       "\n",
-       "        var msg = JSON.parse(evt.data);\n",
-       "        var msg_type = msg['type'];\n",
-       "\n",
-       "        // Call the  \"handle_{type}\" callback, which takes\n",
-       "        // the figure and JSON message as its only arguments.\n",
-       "        try {\n",
-       "            var callback = fig['handle_' + msg_type];\n",
-       "        } catch (e) {\n",
-       "            console.log(\n",
-       "                \"No handler for the '\" + msg_type + \"' message type: \",\n",
-       "                msg\n",
-       "            );\n",
-       "            return;\n",
-       "        }\n",
-       "\n",
-       "        if (callback) {\n",
-       "            try {\n",
-       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
-       "                callback(fig, msg);\n",
-       "            } catch (e) {\n",
-       "                console.log(\n",
-       "                    \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n",
-       "                    e,\n",
-       "                    e.stack,\n",
-       "                    msg\n",
-       "                );\n",
-       "            }\n",
-       "        }\n",
-       "    };\n",
-       "};\n",
-       "\n",
-       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
-       "mpl.findpos = function (e) {\n",
-       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
-       "    var targ;\n",
-       "    if (!e) {\n",
-       "        e = window.event;\n",
-       "    }\n",
-       "    if (e.target) {\n",
-       "        targ = e.target;\n",
-       "    } else if (e.srcElement) {\n",
-       "        targ = e.srcElement;\n",
-       "    }\n",
-       "    if (targ.nodeType === 3) {\n",
-       "        // defeat Safari bug\n",
-       "        targ = targ.parentNode;\n",
-       "    }\n",
-       "\n",
-       "    // pageX,Y are the mouse positions relative to the document\n",
-       "    var boundingRect = targ.getBoundingClientRect();\n",
-       "    var x = e.pageX - (boundingRect.left + document.body.scrollLeft);\n",
-       "    var y = e.pageY - (boundingRect.top + document.body.scrollTop);\n",
-       "\n",
-       "    return { x: x, y: y };\n",
-       "};\n",
-       "\n",
-       "/*\n",
-       " * return a copy of an object with only non-object keys\n",
-       " * we need this to avoid circular references\n",
-       " * http://stackoverflow.com/a/24161582/3208463\n",
-       " */\n",
-       "function simpleKeys(original) {\n",
-       "    return Object.keys(original).reduce(function (obj, key) {\n",
-       "        if (typeof original[key] !== 'object') {\n",
-       "            obj[key] = original[key];\n",
-       "        }\n",
-       "        return obj;\n",
-       "    }, {});\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.mouse_event = function (event, name) {\n",
-       "    var canvas_pos = mpl.findpos(event);\n",
-       "\n",
-       "    if (name === 'button_press') {\n",
-       "        this.canvas.focus();\n",
-       "        this.canvas_div.focus();\n",
-       "    }\n",
-       "\n",
-       "    var x = canvas_pos.x * mpl.ratio;\n",
-       "    var y = canvas_pos.y * mpl.ratio;\n",
-       "\n",
-       "    this.send_message(name, {\n",
-       "        x: x,\n",
-       "        y: y,\n",
-       "        button: event.button,\n",
-       "        step: event.step,\n",
-       "        guiEvent: simpleKeys(event),\n",
-       "    });\n",
-       "\n",
-       "    /* This prevents the web browser from automatically changing to\n",
-       "     * the text insertion cursor when the button is pressed.  We want\n",
-       "     * to control all of the cursor setting manually through the\n",
-       "     * 'cursor' event from matplotlib */\n",
-       "    event.preventDefault();\n",
-       "    return false;\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype._key_event_extra = function (_event, _name) {\n",
-       "    // Handle any extra behaviour associated with a key event\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype.key_event = function (event, name) {\n",
-       "    // Prevent repeat events\n",
-       "    if (name === 'key_press') {\n",
-       "        if (event.which === this._key) {\n",
-       "            return;\n",
-       "        } else {\n",
-       "            this._key = event.which;\n",
-       "        }\n",
-       "    }\n",
-       "    if (name === 'key_release') {\n",
-       "        this._key = null;\n",
-       "    }\n",
-       "\n",
-       "    var value = '';\n",
-       "    if (event.ctrlKey && event.which !== 17) {\n",
-       "        value += 'ctrl+';\n",
-       "    }\n",
-       "    if (event.altKey && event.which !== 18) {\n",
-       "        value += 'alt+';\n",
-       "    }\n",
-       "    if (event.shiftKey && event.which !== 16) {\n",
-       "        value += 'shift+';\n",
-       "    }\n",
-       "\n",
-       "    value += 'k';\n",
-       "    value += event.which.toString();\n",
-       "\n",
-       "    this._key_event_extra(event, name);\n",
-       "\n",
-       "    this.send_message(name, { key: value, guiEvent: simpleKeys(event) });\n",
-       "    return false;\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype.toolbar_button_onclick = function (name) {\n",
-       "    if (name === 'download') {\n",
-       "        this.handle_save(this, null);\n",
-       "    } else {\n",
-       "        this.send_message('toolbar_button', { name: name });\n",
-       "    }\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {\n",
-       "    this.message.textContent = tooltip;\n",
-       "};\n",
-       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
-       "\n",
-       "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
-       "\n",
-       "mpl.default_extension = \"png\";/* global mpl */\n",
-       "\n",
-       "var comm_websocket_adapter = function (comm) {\n",
-       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
-       "    // object with the appropriate methods. Currently this is a non binary\n",
-       "    // socket, so there is still some room for performance tuning.\n",
-       "    var ws = {};\n",
-       "\n",
-       "    ws.close = function () {\n",
-       "        comm.close();\n",
-       "    };\n",
-       "    ws.send = function (m) {\n",
-       "        //console.log('sending', m);\n",
-       "        comm.send(m);\n",
-       "    };\n",
-       "    // Register the callback with on_msg.\n",
-       "    comm.on_msg(function (msg) {\n",
-       "        //console.log('receiving', msg['content']['data'], msg);\n",
-       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
-       "        ws.onmessage(msg['content']['data']);\n",
-       "    });\n",
-       "    return ws;\n",
-       "};\n",
-       "\n",
-       "mpl.mpl_figure_comm = function (comm, msg) {\n",
-       "    // This is the function which gets called when the mpl process\n",
-       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
-       "\n",
-       "    var id = msg.content.data.id;\n",
-       "    // Get hold of the div created by the display call when the Comm\n",
-       "    // socket was opened in Python.\n",
-       "    var element = document.getElementById(id);\n",
-       "    var ws_proxy = comm_websocket_adapter(comm);\n",
-       "\n",
-       "    function ondownload(figure, _format) {\n",
-       "        window.open(figure.canvas.toDataURL());\n",
-       "    }\n",
-       "\n",
-       "    var fig = new mpl.figure(id, ws_proxy, ondownload, element);\n",
-       "\n",
-       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
-       "    // web socket which is closed, not our websocket->open comm proxy.\n",
-       "    ws_proxy.onopen();\n",
-       "\n",
-       "    fig.parent_element = element;\n",
-       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
-       "    if (!fig.cell_info) {\n",
-       "        console.error('Failed to find cell for figure', id, fig);\n",
-       "        return;\n",
-       "    }\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype.handle_close = function (fig, msg) {\n",
-       "    var width = fig.canvas.width / mpl.ratio;\n",
-       "    fig.root.removeEventListener('remove', this._remove_fig_handler);\n",
-       "\n",
-       "    // Update the output cell to use the data from the current canvas.\n",
-       "    fig.push_to_output();\n",
-       "    var dataURL = fig.canvas.toDataURL();\n",
-       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
-       "    // the notebook keyboard shortcuts fail.\n",
-       "    IPython.keyboard_manager.enable();\n",
-       "    fig.parent_element.innerHTML =\n",
-       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
-       "    fig.close_ws(fig, msg);\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype.close_ws = function (fig, msg) {\n",
-       "    fig.send_message('closing', msg);\n",
-       "    // fig.ws.close()\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype.push_to_output = function (_remove_interactive) {\n",
-       "    // Turn the data on the canvas into data in the output cell.\n",
-       "    var width = this.canvas.width / mpl.ratio;\n",
-       "    var dataURL = this.canvas.toDataURL();\n",
-       "    this.cell_info[1]['text/html'] =\n",
-       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype.updated_canvas_event = function () {\n",
-       "    // Tell IPython that the notebook contents must change.\n",
-       "    IPython.notebook.set_dirty(true);\n",
-       "    this.send_message('ack', {});\n",
-       "    var fig = this;\n",
-       "    // Wait a second, then push the new image to the DOM so\n",
-       "    // that it is saved nicely (might be nice to debounce this).\n",
-       "    setTimeout(function () {\n",
-       "        fig.push_to_output();\n",
-       "    }, 1000);\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype._init_toolbar = function () {\n",
-       "    var fig = this;\n",
-       "\n",
-       "    var toolbar = document.createElement('div');\n",
-       "    toolbar.classList = 'btn-toolbar';\n",
-       "    this.root.appendChild(toolbar);\n",
-       "\n",
-       "    function on_click_closure(name) {\n",
-       "        return function (_event) {\n",
-       "            return fig.toolbar_button_onclick(name);\n",
-       "        };\n",
-       "    }\n",
-       "\n",
-       "    function on_mouseover_closure(tooltip) {\n",
-       "        return function (event) {\n",
-       "            if (!event.currentTarget.disabled) {\n",
-       "                return fig.toolbar_button_onmouseover(tooltip);\n",
-       "            }\n",
-       "        };\n",
-       "    }\n",
-       "\n",
-       "    fig.buttons = {};\n",
-       "    var buttonGroup = document.createElement('div');\n",
-       "    buttonGroup.classList = 'btn-group';\n",
-       "    var button;\n",
-       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
-       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
-       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
-       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
-       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
-       "\n",
-       "        if (!name) {\n",
-       "            /* Instead of a spacer, we start a new button group. */\n",
-       "            if (buttonGroup.hasChildNodes()) {\n",
-       "                toolbar.appendChild(buttonGroup);\n",
-       "            }\n",
-       "            buttonGroup = document.createElement('div');\n",
-       "            buttonGroup.classList = 'btn-group';\n",
-       "            continue;\n",
-       "        }\n",
-       "\n",
-       "        button = fig.buttons[name] = document.createElement('button');\n",
-       "        button.classList = 'btn btn-default';\n",
-       "        button.href = '#';\n",
-       "        button.title = name;\n",
-       "        button.innerHTML = '<i class=\"fa ' + image + ' fa-lg\"></i>';\n",
-       "        button.addEventListener('click', on_click_closure(method_name));\n",
-       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
-       "        buttonGroup.appendChild(button);\n",
-       "    }\n",
-       "\n",
-       "    if (buttonGroup.hasChildNodes()) {\n",
-       "        toolbar.appendChild(buttonGroup);\n",
-       "    }\n",
-       "\n",
-       "    // Add the status bar.\n",
-       "    var status_bar = document.createElement('span');\n",
-       "    status_bar.classList = 'mpl-message pull-right';\n",
-       "    toolbar.appendChild(status_bar);\n",
-       "    this.message = status_bar;\n",
-       "\n",
-       "    // Add the close button to the window.\n",
-       "    var buttongrp = document.createElement('div');\n",
-       "    buttongrp.classList = 'btn-group inline pull-right';\n",
-       "    button = document.createElement('button');\n",
-       "    button.classList = 'btn btn-mini btn-primary';\n",
-       "    button.href = '#';\n",
-       "    button.title = 'Stop Interaction';\n",
-       "    button.innerHTML = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\n",
-       "    button.addEventListener('click', function (_evt) {\n",
-       "        fig.handle_close(fig, {});\n",
-       "    });\n",
-       "    button.addEventListener(\n",
-       "        'mouseover',\n",
-       "        on_mouseover_closure('Stop Interaction')\n",
-       "    );\n",
-       "    buttongrp.appendChild(button);\n",
-       "    var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n",
-       "    titlebar.insertBefore(buttongrp, titlebar.firstChild);\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype._remove_fig_handler = function () {\n",
-       "    this.close_ws(this, {});\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype._root_extra_style = function (el) {\n",
-       "    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n",
-       "    el.addEventListener('remove', this._remove_fig_handler);\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype._canvas_extra_style = function (el) {\n",
-       "    // this is important to make the div 'focusable\n",
-       "    el.setAttribute('tabindex', 0);\n",
-       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
-       "    // off when our div gets focus\n",
-       "\n",
-       "    // location in version 3\n",
-       "    if (IPython.notebook.keyboard_manager) {\n",
-       "        IPython.notebook.keyboard_manager.register_events(el);\n",
-       "    } else {\n",
-       "        // location in version 2\n",
-       "        IPython.keyboard_manager.register_events(el);\n",
-       "    }\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype._key_event_extra = function (event, _name) {\n",
-       "    var manager = IPython.notebook.keyboard_manager;\n",
-       "    if (!manager) {\n",
-       "        manager = IPython.keyboard_manager;\n",
-       "    }\n",
-       "\n",
-       "    // Check for shift+enter\n",
-       "    if (event.shiftKey && event.which === 13) {\n",
-       "        this.canvas_div.blur();\n",
-       "        // select the cell after this one\n",
-       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
-       "        IPython.notebook.select(index + 1);\n",
-       "    }\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
-       "    fig.ondownload(fig, null);\n",
-       "};\n",
-       "\n",
-       "mpl.find_output_cell = function (html_output) {\n",
-       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
-       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
-       "    // IPython event is triggered only after the cells have been serialised, which for\n",
-       "    // our purposes (turning an active figure into a static one), is too late.\n",
-       "    var cells = IPython.notebook.get_cells();\n",
-       "    var ncells = cells.length;\n",
-       "    for (var i = 0; i < ncells; i++) {\n",
-       "        var cell = cells[i];\n",
-       "        if (cell.cell_type === 'code') {\n",
-       "            for (var j = 0; j < cell.output_area.outputs.length; j++) {\n",
-       "                var data = cell.output_area.outputs[j];\n",
-       "                if (data.data) {\n",
-       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
-       "                    data = data.data;\n",
-       "                }\n",
-       "                if (data['text/html'] === html_output) {\n",
-       "                    return [cell, data, j];\n",
-       "                }\n",
-       "            }\n",
-       "        }\n",
-       "    }\n",
-       "};\n",
-       "\n",
-       "// Register the function which deals with the matplotlib target/channel.\n",
-       "// The kernel may be null if the page has been refreshed.\n",
-       "if (IPython.notebook.kernel !== null) {\n",
-       "    IPython.notebook.kernel.comm_manager.register_target(\n",
-       "        'matplotlib',\n",
-       "        mpl.mpl_figure_comm\n",
-       "    );\n",
-       "}\n"
-      ],
-      "text/plain": [
-       "<IPython.core.display.Javascript object>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
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YGPGjHG5/csvv0z1oBJPittZs2YZIwaEhIRYvt6EEJLZiYiIUO/evU3XwC1YsKDmzp3rst8I9z788EPj4NHUDnZ8+umnNWDAAMufb0IIIenLt99+q2rVqqlr1653dL7ly5c33h9KlSpl+XoSQu6NUNwiK6O4BbyIu+LW+czOChUquNzn66+/Nm7v1auX5W+6VsVut8vHx8ftF0dPPPGEBgwYoLCwMF2/fl0FCxY0tufN83D+As9ms6l48eLq3bu3Nm7c6PKYrVu3NqYbOXJkhp7zZs2aGfPo1q2b5duREGJdevfuLZvNppIlS7odPWHGjBmmofMrVKigZ555xuPi1uFwqGrVqpx1SwjJ8pk7d64xPH1K2rRpo4sXL97WPv39zvkzi3NKliypt956S2PHjuWatoQQ4oV5/fXXjdf0VatW3bH51qxZ0/R+sXHjRq1atUoBAQFasWKF5etNCLEmFLfIyihuAS/irrh9/vnnjZ9VrlzZ5T6dOnUybp86dar69Omjjz/+2O0Qm/d7QkND1adPH6OQcJdHH31UOXPmlM1mU+nSpU33j4iI0NNPP22cjTtq1CiFhYWl+nj//e9/jaL3oYceUlJSkkfP96ZNm4zlKlq0qLZt22b5NiSEWJPw8HCVKFFCNptNHTt2dDvNihUr1LdvX3355ZfaunWrHA6HRowYkaHiNjg42BgxYPPmzZavPyGEWJWtW7fqzTffNO0vli9fXtu3b78j+/f3o7/++kulSpUyDXu5fPnyLPn5gxBC7qfUqFHDeG3/+OOP79h8y5UrZ3qfffnll41/uxsJjRCSNUJxi6yM4hbwIs7F7c6dOyXJdBZA+fLlXe7zxBNPGENe+vv7G9PWqVNH69evt/xN2KqsXbtWAwYMUK1atZQ9e3a3JW6JEiVc7hcaGqp169al+4sn5zOiP/vsM4+eb+fSPaWY79evn9atW2f59iOEZG6mTJlivBYsWrQo3ffLaHH7ww8/GAeeDBs2zPL1J4QQqzNmzBhjVBabzaYcOXLoo48+0rVr1+7Ifv79Zvz48ca2atmypeXPHyGEkNuPc8H67rvv3rH5FihQINWD65988knL15sQYk0obpGVUdwCXsS5uK1Ro4auXLliXI815axOZ6dOnTJuq169up599lnTDvBDDz2kOXPmWP5GbHU2bNig4cOHy9fX17Q9K1WqdNvzXrRokTG/0qVL6+rVq+l+vpcsWWKc/euc7Nmzq3bt2hozZgxnLhCSRZJytlfZsmU9ul9Gi1uH4/+HLHv++ectX39CCLkXsnr1atPZRjabTb6+vvrtt9/u9G6/V4uJiTGG97fZbMqTJw+jNxBCiJfEbrdr5MiRCg4OdhlhrHDhwqbvmO7E423bti3V0tbTg1YJIfdXKG6RlVHcAl7k5utFtWvXzvT/HDlyKDk52Zh+2bJlputx5c6d22UnuF69esYbYmhoqKZMmaLPPvtMM2bM0Lx587Rs2TKtWbNGmzZtclsSRkREaPv27Za/md+pbN68WR9//LE6duyoxYsX35F51q1b19jes2fP9ug5P3HihCZOnJjq9XmHDh1q+TYjhNz9pAw5+cYbb3h0v9spblPO+s+VKxdDtRNCyN8JCwtT9+7djVEJbDabihQposWLF9/pXX+vcuzYMY0fP17Vq1d3e9AhI8YQQsi9mYiICC1ZskRz587V+vXr9d1332ny5MmaPHmyqTSNiIgwfj558mR9/vnnioiIyPDjbtu2TeHh4dq2bZtpvs75/vvvLd8+hBDrQnGLrIziFvAiNxe37nLp0iVj+r59+xo/79Chg/HvZs2aGcMDV65c2XhDfPXVV9Ocd9myZbV27Vpjervdrueee065cuXSmDFjLH9Dv1cze/ZsYxs2bNgww8//unXrXMr3QYMGWb5+hJC7G+cPK8HBwR7d93aK208//dS477Rp0yzfDoQQci9l1qxZpuu42mw2de7cWYmJiXdit99rLFq0SPXq1XP72SFllJjJkydb/nwRQkhWSFRUlKKiohQdHZ3uRERE6Pvvv081O3bsUHR0tCIjI11us9vtHj1WSrZv367vv/9e69at09atW90+7pYtW9KcR2hoqH744Qft3LkzQ8tACLm7iYqKUmRk5G29plHcIiujuAW8SHqK21OnThnTpwxzabPZTP+eNWuWihYtKpvNpkcffVQOx42jJ/PmzXvL+b/yyivGG+jatWtNt4WGhlr+QeVezIYNG4xt1KhRoww992fOnNHDDz9s+iLsvffeU3h4uOXrRwi5uxk7dqzxt//11197dN/bKW5DQkKM+/bq1cvy7UAIIfdaNm/erNdee820P/zEE08oIiLiTu3+39PWrVvn9vNClSpVFBwcrPXr11v+HBFCSFZIdHS09u7dq71792r//v0ex263pxqHw6GYmBjFxMS43LZ7926Xef3888+KjIzUzz//nOrjRUdHp/mYkZGRaS7v7t27jWn37duXoXUmhNzdxMTEaO/evdqzZ4927dqVodc2iltkZRS3gBdxLm7r16/v9ouSAwcOGNM/8MADbqc5ePCgnnzySdlsNhUsWFAOh/kL+sqVK2vgwIHq2bOnOnbsqLffflsPPvigcfvUqVPlcDi0fft203z9/f1TfbPdsWOHhg4dqqpVq+rVV1/V1q1bLf9wk1mZP3++sY3ee++9NJ/jixcv6ptvvtFbb72lcuXKadCgQfrzzz+1a9cu07Z+//33LV8vQkjmJCAgwPjbX758uUf3vZ3i1vk1vkWLFpZvB0IIuRdjt9v10UcfKX/+/MZrZs6cOTV+/Hhdv379bn88sNTOnTuNUXxS0qBBA65nSwghmZiU0vbEiROKj49XUlKSx7l48aJLebpnzx7j39HR0Tp58qTLNIcOHTLmER8f71LuRkdH6/Tp0y6Pd/z48TSL4nPnzqW6rGfOnDFNf+DAgQytMyHk7iYxMVF//PGHjhw5or1792aovKW4RVZGcQt4EefidtmyZSpfvrxLKbtx40Zj+gEDBrjc/uSTTyo5OVkvvvii8bOwsDBNmzbN+H+/fv1cHnvOnDmmIZN37Nghh8NhmneePHn03//+1/Qmu3nzZvXp00fFihUzTVu3bt0sc7boZ599ZipObnbu3Dn95z//UZMmTdxeh/iJJ57Qxo0b5e/vb/pCcNKkSZavGyHkziUsLEzLly/XjBkzNHbsWI0ePVpjx441nc31448/ejTP2yluHQ6H8uTJI5vNfD10Qgghrlm5cqWeeeYZ0z5chw4d7uZHg3vC+vXr9cQTT5jWu1ixYho9erTxBTwhhJC7lz179ujYsWO3XbIkJCSkeSbsrl273J5xm5SUpLNnz6Z53/379+vChQtKTEzU6dOn9csvv6Q67fHjx1NdxvPnz7tMn5CQYHlBRQhJPYmJiTpy5Ij27Nnj8esbxS2yMopbwIs4F7dr1qzR0qVL9fTTT5u+KClYsKA+//xz4wj/8+fPa+vWrZo2bZpGjBihmJgYSVLTpk2N+6xfv95U8s6cOdPlsZOTk+Xr62tM0717dzkcDpfyuEGDBnI4HNq0aZO6dOmiQoUKpTrscps2bSz/kJMZGTRokGmY0xRbt25Vo0aNlDNnzlS3kXM6d+5set5y587NdScJuQ+yY8cOTZ8+Xb1795a/v7+6du6s7n5+6tG6tbr7+anS3yMk2Gw2ff7558aBM+nJ7Ra3KUO0P//885ZvJ0IIudcTFhamzp07K1u2bMZrb3R0dOZ8ULiDwsLC1KdPHw0YMECrVq3SH3/8keb0ly9f1r/+9S+Xy67UqlVLS5cutfx5IYSQ+zW7du3S3r17df78+TtWsOzfn/bQyTfnxIkTcjgcprNsz507pwMHDricSRsZGXnLYZmPHDmi33//XXFxcbp48aKxbPHx8S7Tp3VmLiHk3skff/yhvXv3enzNW4pbZGUUt4AXubm4TXkjW758ucsZrS+++KJR0rrTsWNHY9olS5bIz8/P+H/FihXVunVrNW7cWHXr1tWzzz6rihUrKl++fKaza4OCglS8eHGXgnHatGmma+rabDZly5ZNb7/9tr744gtTUTlw4EDLP+zc7XTu3NlY33Xr1kmSoqKi3J5dW7x4cb3zzjuaOXOmFi9erOrVq5tuf/jhh03bL0+ePJo5c6bl60gIyVhWrlypwMBAde3SRT2bNVNAnToK8vEx5Vmn61t3at9egYGBWrlyZbrmf7vFbeHChWWz2VSnTh3LtxUhhHhLgoKC/v91u1OnzPqocNtCQ0PVqFEjtwcQ1qpVS7/99lua9//111/15ptvmu6XM2dOdezYUdu2bbP8eSGEkPstUVFRiomJUWJi4h0rWBITE9M8I9Zut+vnn392+/N9+/bp6tWrkm4c/H/u3LlUz8R1OBzau3fvLYvhyMhI07DNKTl16pTlZRQhJH1JTExUTEyMoqKiPHqNo7hFVkZxC3iR1Ipbh+PGGa4tWrQwfVGSK1cujRw5UleuXDHmcfXqVf3www964YUXjOm++uor1a5dO11nfaYnjz32mEqUKGH8v127dtq/f7+xDF999ZVxW/bs2TVlyhTLP/DczTRp0sRY37179yoxMVFPPfWU8bNHHnlE7dq103/+8x9FRESY7hsREaFBgwapQIECqW7v/Pnza/bs2ZavJyHEsyxcuFDdunVTdz8/BdSureCaNTWzYUNtbNlSe9q31+HOnbWnfXt1rlzZ+Hvv8uyz6u7np27dumnhwoW3fIzbKW4jIiKMaxc2atTI8u1FCCHekq1btxqjzuTOnVunTp2y4qNDuiQnJ2vTpk1q0KDBLffxP/3003TN87///a/LqDwlSpTQJ598wvDJhBByBxMdHa39+/fflaLl0KFDqZapR48edfnZr7/+quvXr+vatWu6dOmSLly4oDNnzujo0aPavXv3LUtgh8NxyxLX+bGsLqIIIZ5l//79FLeAByhuAS+SVnGbkhkzZqhs2bKmL0oqV66sqVOnqnXr1m6HLp45c6YeeeSRVL+kyZkzp3LkyJHmFznt2rUzlcHO069atcplXZyHZi5QoIAWLVpk+Yeeu5XnnnvOWNf4+Hh16tTJ+H+lSpXSNexpSEiI6tatm+r2L1CggObNm2f5uhJC0peVK1eqa9eu+qBFCwX5+GhS/fra16GDTvj7u2Sc0zD1wTVrKsjHRx+0aKFu3brd8szb2yluN27caNy3Q4cOlm8zQgjxpnTo0MF4Df3www8t+OSQtuTkZP34449u9y8fffRRDRkyRJ9++qnpM8KmTZvSPf9Lly5p+PDhLiPMDBgwwPLnhhBC7pfczeI2KSlJv/76q0tpGhUVpcTERJezX0+dOqWoqCiPhlm+OTExMTpz5ozOnDmjY8eO6eDBgy5n9+7Zs8fyAooQ4nn279+v6Ohoj17jKG6RlVHcAl4kPcWtw+FQaGioOnfufMuyNWfOnHrjjTe0adMm088LFSqkFStWaOPGjdq5c6ccDvN1Wp977jkNHTpU06ZN08qVKxUWFqbk5GRFRESYrumVkvfee89lXa5fv66WLVsa05QqVcp4rPstKUV6oUKF9O2335rOlF2xYkW652O32/WPf/zDVJY3bNjQ+H/hwoW1YMECy9eXEJJ2tm/frsDAQHX381OQj4/mvvaajr//vtvS9oS/v1Y2a2b8nX/x8sua06iRgnx81N3PT4GBgWke/HE7xe2cOXOM+44cOdLy7UYIId6UkJAQY1/84Ycf1uXLly349ODehg0b3I62U6ZMGY0YMUJhYWFyOBzavHmzUbyWLFlS//vf/zx+rIMHD6qy08gRzZo1s/y5IYSQ+yV3u7hNSkpyObv28OHDkm58P7Vv3z5dvHhRv/32W7qK2aioKO3du1cHDhzQkSNH9Ntvv7kdLvno0aO6du2apBvfHTnfFh8fb3kBRQjxPBS3gGcobgEvkt7iNiULFiwwfVFis9lUpEgRNW7cWOPGjdPmzZvlcNwYrtN5mi5durjMKzQ0VEWKFDHOpu3Ysd5Eo0sAACAASURBVKMqVapk3CcoKEiS9N5777l8CVS8eHFdv37dZX2SkpJMQwCHhIRY/sHnTsdutytPnjyy2Wx64IEHVLBgQWN9//Wvf3k0r7lz5xrFeL58+RQbG6ukpCTVq1fPmOcDDzygJUuWWL7ehJDUM336dHXt0kUBtWtrUv36aZa2J/z9Fduli/L+/eV/92rVdPz99zWpfn0F1K6trl26aPr06ak+1u0Ut/379zfuu2zZMsu3GyGEeFucrxf79ddfZ/ZHB7d27tzpsq9evnx5jRo1yihsUzJq1Chjml69emXo8Y4fP27s/2bLlk1z5syx/HkhhJD7JZlR3CYlJen33383ilPny2Bdv37dZUjlmJgYHTx4ULGxsTp+/LjOnDmj8+fPp3kd3ri4OJfhlKOjo3X27FklJyebiuGU70EIId4VilvAMxS3gBfxtLh1OBwKCwvTsGHD9N577+mrr75y+ULG4TCfTWuz2fTDDz+4nZe/v3+qZ+9my5ZNUVFROnPmjAoXLuxy+86dO13WJyQkxLi9Ro0aln/ouRvZsGGD2+3VtGlTj+YTFhZmui7u+PHjje2YkJBgOmuiaNGiWr58ueXrTghxTVhYmHr37q2ezZopuGbNVIdHvjkv/j1UZe2SJXXC318xHToouGZN9WzeXL1793b72u5w3F5x+8YbbxhnWVm93QghxBvjPHLBM888o+Tk5Mz86ODW5s2bTfukI0aMUHh4uNvld77ubenSpdW2bVtNnjxZYWFhunLlSroe75///KfpjN6RI0dqxowZ9+UBm4QQktnJrOI2Li7OKE5/++03SdK1a9e0f/9+4+cOh0MnT57M8GMkJibq6NGjcjjM17o9ePCgLl++bPw8MjJSCQkJlpdQhBDPQnELeIbiFvAiGSlu05PWrVubSr/Upvvhhx9MZ4zmzJlTpUuXNv7/0ksvKTk5WZ999plLUTl48GCX9XE+U3TixImWf+i5G1mwYIHLtihbtqy2bt3q0XyCgoKM+1etWlV//fWXaVteuHBBNWvWNJ3lfKtrXxJCMj/Lly+Xv7+/AurU0cyGDdNV2p7w99eIvw/OyJsjh37p2FEn/P315SuvKKBOHfn7+xsHa4wbN04jRoww0rx5c+N1oXnz5qbbpkyZkupy2u12lShRQjabTW3atLF8uxFCiLemWrVqpoMjrZacnKyXX37ZWKZu3bqluuwvvvhiqgdt5sqVS7Vq1VLPnj01b948HThwwGWEnT///NPtZVRS8tZbb1n+/BBCiDcns4rbY8eOGUVqXFycrl69ahriODIyUmfOnMnw/BMTE3Xu3DlduHBBFy5c0IEDB0zlbUJCgmJjY03lsdUllCdJuXxW27ZtLV+W+2lZvS3O349avSxWhOIW8AzFLeBF7lZxO23aNGXPnl0PPvigVq1alea0ixcv1uDBg/X1118rNDRUO3bsMJW33333nf766y+XIZorV65sWhfnYdrKly+viIgIyz/03I1MmjTJ5Uuu+fPnezSPkJAQ5c+f3zizeceOHW5/P86dO2f6crBUqVKczUDIPZYZM2aoa+fOCvLx0caWLdNd3O5p3155/h4ueVL9+jrh76+fWrZUkI+PunburBkzZsjhcOiRv8/MTU98fHxSXc4vv/zSmG7evHmWbzdCCPHWjBs3zng9ff311zPjI0Oarl27pgkTJhjLlCdPHq1fv97tsoeEhOjdd99V1apVjWvdppWiRYtqyZIlxmMlJyfrnXfeSXX6EiVKWP78EEKINyezituDBw8apen58+f1888/G//ftWuXzp496/E84+PjFRsbq5iYGEVGRhrzSzlr95dffjF+lpSUpMuXL5se05vOuvWmMtSbltXbQnFLcQt4guIW8CJ3q7h1OBxatWqVNmzYkKH7fvrpp8ZyPf7447py5Yp+/PFHly9nDh06ZKzL22+/bfx8+PDhln/guVu5eRjq4OBgj+fx0ksvmc6KSEtcXJypNC9Tpoy+//57y7cDIeRGxo4dq+5+fgry8dGe9u3TXdye8PfXW48/fmN0g9KljTI3yMdH3f38NHbsWDkcd664bdGihXHQjdXbjBBCvDlhYWGm1+Z9+/bd7Y8Mbh07dkwjRowwHXCZkrlz595yPXbu3Kl58+Zp4MCBatKkicqXL59qGXv16lVJN659uGzZMtPlPpz3Ub/44gvLnx9CCPHmZFZx61zURkVFma5De/78+QzN8+azap2HXI6LizMNw5zyvvLrr78aPzt69KjlRVR6401lqDctq7v4+vrKZrPJ19f3ntteFLcUt4AnKG4BL3I3i9vbid1uNw3TO2HCBEnmctZms+nf//63JOmXX34xhk0rVqyYduzYYfk63K307NnTWP969eoZH0TSm4kTJxr3L168uM6fP3/L35OTJ0+qYsWKpjOaU7tuMSEkczN69Gj1aN1aQT4+Oty5s0fF7eq/hz3OkS2bwt95R4c6dVKQj496tG6t0aNH37Fl3LJliwoVKiSbzaaPP/7Y8m1GCCHenoCAAGO/rGvXrnf184Kza9euadWqVWrSpImyZ8/utmTt16+fx/unKdm0aZOmTZumDz74QBUqVDDmu2DBAn377bd6+umnXR6zQoUKGj16dKrXZieEEJL+ZEZxm5CQ4LZg3bNnjy5evJjh+R4+fNjtfFPOqI2Ojjb+n3KNeG8+69ZbQnGbtbZXZobiFvAMxS3gRe7V4tbhcGj+/PlGGVu4cGHFxcUpNjZWefPmNZb5pZdekiSNGTPGNKTakCFDtHPnTsvX4W5k0aJFKlGihKpUqeLxGc1bt241rjFps9k0f/58SdLVq1c1Z84cLV68WAkJCan+rjz22GPGfZ944okMn1FNCLlzuZ0zbk/4++uNv89walepktszbu9EUg44qVChwn07jD0hhGRm1q5daxSnefPm1YULF+7qZ4aLFy9q+PDhKlWqlEtxmj17dtWrV0+TJk1SeHj4HVtH5yH23eXpp5/WhAkTeF8h5C5lw4YN6tatm0qUKKEiRYqoRo0aatGihfr166epU6dq7dq1li8jufPJjOI2Li7OpViNjo52KU0vXryoqKgorVmzRnPnztXs2bM1d+5crVmzRlFRUS4lb2JiYprlrfNjOTty5Ihx27Fjxywvo+63eHsRSXF774biFvAMxS3gRe7l4tbhcKj532eD2Ww29ejRQ5I0YsQI42c5cuTQuXPnFBISYpS8KSlZsqQGDRp0X59962natWtnbJ+GDRsqOTlZu3fvVo0aNYyf582bV2+//bYWLVqkS5cumX5fYmNjVaZMGWPaSpUqadOmTZavFyFZORm9xm1KtrRurZzZsil39uxa1LixyzVubzfbtm3TAw88IJvNpkmTJlm+vQghxJtjt9v18ccf6+GHH3a5fEjK2UN3w5tvvulSnJYsWVLdu3e/a58h7Ha7Hv97SH/nVKlSRVOmTMnwWb2EkLQTEhKiNm3amA6YTi1t27aVw+FQeHi4vv32W3Xu3FnvvPOOvvvuO8vXg2QsmVHcHjt2zChKna9Fm1LEnjt3TqtXr9aoUaM0ePBgDQ4O1pAePTSka1cN6dFDg4ODNXjwYI0aNUqrV6/WuXPnTPM/ceKEHA5HqsXtzZcY+PPPP03DNicmJlpeSN1P8fYikuL23g3FLeAZilvAi9zrxe26deuUP39+42j+PXv26NKlS8aOjPNZo2FhYWrcuLHbIdsGDhyo7du3W74+VmbBggXKkSOHbDab8uTJowMHDuiTTz5R7ty5U/0g/vjjj+vixYum35lDhw6ZrqtWpUoVbdmyxfL1IySrZvny5fL391dAnTqa2bChx8XtCX9/TX7pJQX5+GhAzZoKqFNH/v7+Wr58+R1ZviVLlsjf3z9D1+MmhBDy/1m0aJHpUiLOKVq0qHLlyqXXX39ds2bN0rlz5+7oZ4ZmzZoZj1WoUKE7fnZtahk8eLDLuo4cOdLy54KQ+zFLlixR06ZNjc+MzgdLFy9ePNXPjPXq1XP5WatWrSxfH5KxZEZxe/DgQaMojY2NNf17z549GjdunAYPGKAhHTpoaKNGGubr65KhjRppSIcOGjxggMaNG6c9e/aYHuPcuXOm6+g659ChQy7vc85n6v7++++ZVjwdOnRIQUFBql69ugoXLqycOXPq4YcfVuXKldWqVSvNmDFDJ0+e9KjcW7t2rfG3uHbtWiUlJWnu3LmqX7++ihYtqrx586pixYoKCAhI1xnG+/fv13vvvady5copT548KlmypJo2bao1a9YoKSnJ9F7t7v7pLSJ//vln9ezZU5UrV1bhwoWVN29elS9fXm3bttXWrVtve1sfP35cH374oZ5//nk98MADypkzp4oWLaqnnnpKTZs21WeffaYjR44Y07dt2/aWB6+ULVvW9BhnzpzRnDlz1LFjR1WtWtV4TosWLap//OMf+vjjj3X69Gm3y5dSEKeVm8vjlJ+ndY3bhIQEff3112rUqJGKFy+uXLlyqWjRoqpbt67+/e9/p3lN6Zuf27Nnz2r06NGqXr26ChYsqIIFC6pmzZqaMGHCLYc5DwkJUatWrVSuXDnlzZtX+fLlU5kyZVSrVi316dNHISEhHj+nFLeAZyhuAS9yrxe3Dof5mq6vvvqqkpOTtXTpUuNnM2fONK1TeHi4mjRp4rKDU7x4cQUHB2fJAjc8PFxVqlQxtkWnTp1cdgorVKigt99+2+XM5ZiYGJffm/3795s+vNeoUUPbtm2zfD0JyYoJCwtT79691bNZMwXXrKl9HTpkqLyN6dBBwTVrqmfz5urduzfXCiSEkHskmzdvlp+f3y2/zHNOzpw51ahRI3311Vf6448/bvszw+HDh1W4cGFj/kOGDMmUdd+6dasKFixoWrdOnTpZ/pwQcj9l9uzZbsvXfPnyqX379urRo4fpwN1b5cknn7R8nUjGkxnF7e7du41RE65cuSKH48bZsYsWLdLQoUM1pEcPDX3lFY2oW1eLWrRQ1Pvv62TfvroQHKyTffsq6v33tahFC42oW1dDX3nlxvRDhyosLMylsDpw4IBLcXv8+HGX97lLly6ZhlLOjLNu169fb3pvTS1Lly71qAx1Lm5DQkL0zjvvpHmwvnNZ6a5su/l9OCXZsmXTiBEj7khx+/HHHytXrlypLme2bNk0cODADG9rh8ORrtexCRMmGPfJSHGbnvK1fPnyioyMdFnGu1HcHjt2TC+++GKa83zqqae0b98+t/d3fm6PHDmiatWqpTqfN954I9VrRDt/r5taHnroIYpb4C6juAW8iDcUt9u3bzftYIWEhEiSvv32W40bN07Hjx9XXFycy7rZ7Xa3w7o99thjWW5434EDB5q2gfMOcbZs2dS+fXtt2rRJr776qmm6fv36pfq7s3v3bj300EPGtLVq1VJoaKjl60pIVsz06dPVtUsXBdSurUn16+v4++97VNoef/99TapfXwG1a6trly6aPn265etECCHEoQkTJqSrKClUqFCqZ8TlyJFDr776qr788ku3+8zp5XzgZO7cubVgwYJM2QZt2rQxrc9LL71k+fNCiLfHbrdr0qRJ8vHxcXnNePDBB9WhQwfT5XQ8SZUqVdS3b1/179+fIZO9MHe7uE1ISDAK0r1790q6cY3Z7777Tl27dlVw27Ya5uurWU2b6kxgoK4OHpxqzgQGalbTphrm66shXbpo6NChLmfeppRXzsVtVFSU/vzzT5f3uX379hnTnDp16q6WtufOnTO+5ypUqJACAwP13XffKTQ0VBs3btTs2bPVrVs3lSpV6raK29q1a8tms6lp06ZasGCBQkNDtWLFCr3++uvGNK1atXK7jHv27FGBAgVks904IKx79+4KCQnR1q1bNWPGDFWqVMn4LihlXhkpbkePHm16/Zg0aZJWr16tbdu2afbs2XrhhReM2z/55JMMbe9nn33W+C7M399fS5cu1datW7V582bNnz9fAQEBevzxx03F7cGDBxUeHm68Tvr4+Cg8PNyUqKgo0+O8+OKLeuaZZ9S/f38tXLhQmzdv1qZNmzR37ly1atVK2bNnl81mU8WKFXX27FnTfffu3avw8HDj96Jp06Yuj7d37950F7fx8fGmbefr66tvvvlG27ZtM0ZYSLmtQoUKbs8Edi5ua9eurdy5c6tHjx5avXq1QkNDNXv2bD311FPGNJMnT3aZh/P+Y8rz+/3332vHjh1au3atJk6cqKZNm+qRRx6huAXuMopbwIt4Q3HrcDg0duxY09Fgf/31lyRp+vTpypkzp/LkyaPY2Fi36xgZGWm6Vq7NZtOcOXMsX6fMyrp164yd7Zvz6KOP6quvvtKPP/5oOnIue/bsmjJlyi1/fyIjI1WkSBHjfnXq1OGawoRYkB07digwMFDd/fwU5OOjOY0apbu8Pf7++5rTqJGCfHzU3c9PgYGB/B0TQsg9kO3bt6d6SYsiRYqoQYMG6tevn+bPn6/w8HDZ7XbNmTNH7du3T/Wskhw5cuiVV17RjBkzdObMGY8/O/Tq1cuYV9myZTPl/WLFihWmdShbtqzlzw0h3pqwsDCNHj1aFStWdPvZ8NNPP3U7etWtkj9/flWrVk01atRwGcGpXLlyatu2rWbNmmX5+pNb524XtxcuXDCVqL/99pv++OMP47NMv5o1taxFC10ZNCjN0jYlVwYN0opWrW6Utz16aNy4cS7XvE1KStLp06ddHtfZyZMnTbfHxcXd1eI2JCTE+BtxV8ym5OLFi7c1VLLNZtOHH37oMk1iYqJeeeUVo5SNjY11mca52Fu4cKHL7XFxcXruuedMj+VuHdJaVrvdbpxYMHjwYLdnOickJBhnDRcsWNDjoaz37NljLJ9zMetum7ibtyfXuI2Ojk7z9tWrVxvl7bRp0zzeXjcnreJ24sSJxu3vvvuu220bHBxsTBMYGOhyu3NxmytXLmPobeccO3bMOHiwSpUqLrenHIBXtmzZVIeJTpmPp39HFLeAZyhuAS/iLcWt3W5X9erVjWWdNGmShgwZYtpBnDVrVqrrefbsWeXJk8f4oisrDZd881m0KWnRooW2bNmiZcuW6dFHHzV+XqBAAa1evTrdv0NhYWGmoXPq1avHEKuEWJCVK1eqW7du+qBFCwX5+GhS/fqKucWwyTEdOmhS/foK8vHRBy1aqFu3blq5cqXl60IIIeTGpS6cz2KoXLmygoODtWjRIkVERKR5X7vdrrlz56p9+/YqVaqU233B7Nmzq0GDBpo+fbpOnz6drv2+w4cPG184ZubBkHXq1DEtO/uahHiW0NBQDRgwwO3rwVNPPaXZs2fr6tWrioyM9KiwzZEjhx588EEVLVo0XdNzjep7P5kxVPKhQ4dMJemsWbP0QbduptGDTnfvrosBAekqcK8MGqRZTZtq6CuvaPCAAVq9erXp8S5cuGAMz5wyRHN8fLzx3nZzaXv06NG7uv5JSUmaPXu28Xfhrpi9VdJb3D777LOpDvu8cuVKY7rFixe7PEcp17t+6623Ul2OnTt33lZx26FDB9lsN85mTWt46uPHjxvf6X3++ecebasNGzaY9h883daeFLfpSUoh3rhxY4+3181Jq7hN2YcsVqxYqmeQX7x4UU8++aRsthujLdx80INzcdu7d+9Ul6Nfv36y2W6M6HfixAnTbS+//LJsNpvefPPNO7L9nENxC3iG4hbwIt5S3DocDs2dO9f0RdPNHwKnTZuW6no6H2nWtm1by9cls/L555+7bKdixYpp8uTJcjgc+vLLL03XVClVqpR27drl8e/Rtm3blDNnTmM+ffr0sXzdCcmKWbhwobp166bufn4KqF1bwTVr6stXXtFPLVtqT/v2OtSpk/a0b6+fWrbUl6+8ouCaNRVQu7a6+/mpW7duWrRokeXrQAgh5P+zc+dOrV271viiOSOx2+365ptv1LFjR9PBes7Jli2b6tevr6lTp+rkyZNu9/fi4uKMYRFtthvD/GVWgTpp0iTT8i5dutTy54YQb8jGjRvVo0cPPfjggy5/988//7xWrFih69evG3/nSUlJatCggTFNs2bNTH/3t5sePXpYvk1I2smM4jaliHM4brzP9e7dWz2bN1f/557TPjcHnp7t1UtJwcFplrenAwI0om5dDenQQaNGjdKFCxd04cIFnT59WlFRUUYpu2vXLiUkJBi/81aUtklJSabyaPz48R7fP73F7dixY1Odx2+//ZbqMsyaNSvVUvfmVK1aNcPFbbFixWSz2fTRRx/dcp1Thixu3769R9tq7969xvL16tXL4219O8VtbGysoqOjTcMdd+rUSTabTaVLl/Z4e92c1IrbQ4cOGbd17do1zXmMGjXKmPann34y3eZc3IaGhqY6j2+++caYbseOHabb3n33XdlsN65hu3v3bo+3YVqhuAU8Q3ELeBFvKm43b96c6rW7bLYbQ564k5ycbBxBZrPZtGzZMsvXJbPy+OOPm7ZRo0aN9NNPP8nhcOijjz4yla3VqlXL0E5LUlKS2rVrZ3ociltCrMvKlSsVGBiorl26qGfz5gqoU0dBPj4uCahTRz2bN1fXLl0UGBjImbaEEJIFYrfb9e2336pz584qU6ZMqiVu3bp1NWXKFJ04cUKSFB8fr5o1axrTlC5dWuvWrcu05Q4PDzctY69evSzfloTcy1m7dq3atWun/Pnzu/yNv/baa9q0aZOSk5NdPttdunRJ//73vzV16lS1bNnyjhW2jz32mHr16qWdO3davm1I2sms4jYp6cZ1XletWiV/f3/1rVNHMxs21NlevfRHz55uRws63b274gMDdWXQIF0ZNEiX+vdXYr9+uhgQoPN9+mj2668rqG5ddevWTcuWLTMVsna7Xbt379bly5eN33erStukpBtnAT/22GPG30jNmjU1cuRI/fjjjzp//vwt75/e4nb58uWpziMhIcGYbtiwYabbUs6gtNlsOnjwYJrL0rFjxwwVt/v27cvQ60mjRo083t7OI3dUqlRJAwcOVEhISLqGxPa0uP3xxx/19ttv66GHHkpzPfLly+fxc3tzUituV61aZdz21VdfpTmP77//3pj25rOZnYvbtLaV89Df69evN922evVq47a8efOqZcuW+uKLL/Tzzz/f9t8RxS3gGYpbwIt4U3F787UzcufOrTfffNP4/+jRo92u48aNG007w1avR2bFbrcbQ1YVKVJEY8aMMX7u7+9v2paNGzc2HXWaXgcOHNAzzzxjmlebNm0Yvo4Qi7Njxw5Nnz5dvXv3lr+/v7p27qzufn7q0bq1uvv5qWvnzvL391fv3r01ffp0rmlLCCFZMHa7XfPnz1fnzp2NLwndlbi+vr6qVauW8bOHH35Yq1atyvTldf7SdcCAAZZvP0LuxSxbtkzNmzc3HaBrs90Yseqdd95Jc3SluLg4vfDCC3esrH3kkUfUqVMnLViw4LZGDSCZm8wsblMKn17duinIx0cbW7bUCX9/xX3wga4MGqSLAQE62bVrmpd+cc5PLVsqyMdHXTt31owZM0yl7P79+/XXX38Zv+9WlrYpsdvtpksiOBd6DRs21OzZsxUfH+9xuedc3Lq7Jml6ir8uXboYt92qSHYueT1Z1i1btmTotSUjZ74ePHjQ7etbrly5VKdOHU2aNElnz551e19PilvnojM98fS5Te/z95///Me4beXKlWnOY9euXca0//rXv1Jdn7TmcavfuYkTJypfvnwu61+qVCl16dJFO3fuzNDfEMUt4BmKW8CLeEtx6/zGmpIJEyZo6tSpxv+HDRvmdh39/PyMaVLKy6ySRYsWqV+/fsYZETt27FDjxo1N27FHjx66du2ax787S5cuVaFChYz55M+fX2PHjrV8nQkh/5+wsDAtX75cM2bM0NixYzV69GiNHTtWM2bM0PLlyznIghBCiByOGyXuwoUL9d5776lcuXKpfsFYpEgRLV682JJl3LZtm+rWratq1ard059bCLEic+bMUYMGDZQtWzbT32yePHnUo0cPHT58OM3PdgcPHnQZrSkjKVq0qPz8/DR79mzKWi9NZhe3c+fO1ZAePTSodm3tad/eKGFPdu2qywMHKvnDD3Wpf/9Uz8J1zp727RXk46MP2rTRxIkTFRMTo59//lm7d+/W/v37deDAAR04cED79++3vLRNSXx8vBYuXKgOHTq4/Rt89tln9euvv3pU7nlLcet8ksWgQYNMwwmnlb1792Z4e69evVr+/v56+umnXV4vK1SooKioKJf7pLe4dT6z9LHHHtNnn32msLAwnThxQhcvXjSmGzhwYKYWt6tWrUpzHplR3CYlJenXX3/V+PHj9dprr6lIkSKmbZ8tWzb179/f4+eT4hbwDMUt4EW8pbgdMWKEyw5s2bJlNXr0aOP/wcHBpnW7cuWKvv76a+XKlUs2m00PPvhglh6aacOGDXr22WdNO0YTJ050O0RWWv73v/8pMDDQZQc3Kw1BTQghhBByv8Zut2vRokXy9/c3DeOYP39+zZkzx/LlI4TciN1u19SpU11Gpko5yGLw4ME6ffr0LT/f7dixwxip6eYMHDjQuK5kailYsKCaNWumadOmcVDgfZDMLm5nz56tIV27apivr/4ICNDp7t1NZezFgAAlf/ihNGKE/hoyRBf69lXcBx/obK9eutC3rxKCgnSpf/8bZ+j2768P69XT8B49NHHiRJehkt3FytLWXQ4fPqwvvvjC9N1N06ZNPSr37kRxmxlDJUdHRxv3Gz58eKZv66NHj2rOnDmqX7++sRzVqlVzmS69xW3K8PIPPvigYmNjU52ua9eud724vRtDJac1D09+55KSbgzTHRoaqgEDBuiBBx4w7rto0SKPnkOKW8AzFLeAF/GW4vbms0RT4jzURs+ePSXduAbXp59+qlKlSpmm7dChg+XrYVW+++470xB4+fLl04oVKzL0OzNz5kzTdm3cuLG2bdtm+ToSQgghhJA7n8WLF2vQJ2+iUAAAIABJREFUoEEcpEfIPZLw8HCNGTPG7RCrJUuW1CeffKL4+Ph0fbZbsWKF8ubNa9z/8ccfV9WqVY3/OxwO9e/f3+Vx8uTJo1dffVUTJkzgkhv3Waw643aYr69O9u2rK4MGuZxdG/fBB7o2dKg0YkSaOdu/v4b5+qrnu+9qzJgxaRa2kZGROnbsWKaXhenNhQsXVKNGDdlsNuXMmVN//PFHusu9O1Hcfv3118ZtixcvTnMezq8Z7m5PbVnj4+ONMy9fffVVS7d3kyZNjHWIjo423Va3bt10FbeVK1eWzWZTs2bN0pzO+fIT7m5PGfnkdorbQ4cOGbd17do1zXk4nxDz008/mW67W8Wtc0JDQ437/vOf//TovhS3gGcobgEv4i3FbaNGjdI8ytdms6l9+/YaNmyYy5AbNptNderU0datWy1fDyuybt060zYpUaKEIiIiMvw7M2nSJGNezZs3ZwgsQgghhBBCCLnL2b59uwYPHqzSpUu7fN6tWLGiZs6cqcuXL6f7c93kyZNNQ4U+//zz2rBhgxo0aGD8zPls2+zZs6tu3boaPXp0lv1snRWS2cXtmjVrNDg4WMN8fRX1/vu6Oniwrg4erPjAQFN5e6pbN10eODDV0jb5ww8V3rGj6Rq3u3bt0unTp5WYmGgkISFBCQkJSkxMtKwkTG969epl/P0dPnzYdNvdLm5/+eUXZc+eXTabTW+99Vaq9/8/9s48rIlr/eMDCKgo7opa0WqrdUMFK4tLUBAVVMTKpdiCggQQBAMFFUVxQQG1Fq1ScMUVRBBURFGgIBADya1VXG7r0mqrt7etS5W2/qrl+/sDmSYmQEKAMeT9Ps/neZRkZs45M5M573zPec/FixdlfosUfaeusrq6urK/LxKJhLO23rhxY63m5eTJk9nfyLr2MXDgQDAMA3t7+1q/U1paWm971exnzpw59Za7tvNXWVnJDu7p2rUrfvrpJ4Xb//bbb3jvvffAMNUzhR8+fCjzeXMYt5WVlejUqRMYhoGdnZ1K25FxSyKpJjJuSSQNkqYYtzk5ObCwsKjXvJVGR0cHEydO1PqUbkFBQWybDBkyBN99951a18zVq1dlDHGu60cQBEEQBEEQBNFSKSwsxKJFixSmM7awsMCxY8fw8uVLpeO5v//+W27pGycnJ+Tm5mLYsGG1xtdhYWGctwXR9DS3cXvp0iVERERghYMDUl1cWOP2/yIi8Ht4OP7r5ydj4P4WEsKmTpY2bR8vXowkOzsstrEBn89HdnY2Hj9+zJkRWB+5ubm4fPlyrZ8/evSInXHbrl07mTVSKyub3ritrKyEo6Mj+3lKSorc57/88otcqnZFx6irrCKRCHp6emAYBu+99x6++eabWsv622+/Yc+ePXV+RxFCoRBCobDWz589e8bWVUdHR84k9/DwAMMw6NatW52Gf80+jIyMFJ7b7777DoMHD663vSZMmMD+vtdXt7rO36effioz0UXR9tLr7YaEhMh93hjGbXJystyMcWkuXLjAbuvt7a3SuSXjlkRSTWTckkgaJE0xbiWS6jV8Vq9eLbP+QW3weDxK5/aK2bNns+0iEonUvmaqqqrQu3dvMEx1iqySkhLO60gQBEEQBEEQBNGSEAqFMmtHSmNvb4+8vDxUVVWpFMv98ccf7DqMNSxYsADHjh2rM76eNm0aZVrSEprbuH3y5AnWrVuH5Z6eiBo/Hv8LCZExbxWlTv4lMBAvIyNZ4/bPpUtxzdMTYRYWCJg5E0uWLHmjTdsaQ0xXVxfjxo1DdHQ0srKyUFJSgvPnz+OLL76QMUQDAgLktm8O4/by5cto27YtGKY6XbO/vz9Onz6N4uJiJCUlsTM1pSdZKDpGfWu2xsXFsdt36NABAoEAmZmZKC0tRX5+Pvbu3Qt/f3+YmJiAYRiUlZWp1NaJiYlsOSMjI5Geno7i4mIUFBRg7969mDRpEnt8ResJb9++nf08MDAQxcXFuHz5Mi5fvozr16+z3zt48CD7vZ49e2LTpk3Iy8tDXl4e1q9fDxMTE+jo6MDS0rLO9pJOT79mzRpcvHiRPd7r6w3Xdf5+++03mWPxeDwcOnQIJSUlSE9Px8yZM9nP+vfvr3BWbmMYt6ampujYsSM++ugjJCQk4Ny5cygtLcWpU6cQERGBzp07g2EY6Onp4cKFCyqdWzJuSSTVRMYtiaRB0iTjtoa8vDw4OzvXGVjSaOB/sLGxYdvlp59+apTrxtvbm93n9u3bOa8jQRAEQRAEQRBES8LLy0suzm3bti3EYnGDYrhff/1VJjbU09PDihUrsHXr1jpj64EDB9JgXS2iuY3bysrKagNnyRKssLPDnunT8XzZMhnz9v8iIvBEIKg1dfKj4GDE83gQWFkhJCgIp06datbyNwRpQ6wupk+frnC2YnMYt5WVlTh58iSMjIxqLV9ERAQ7a7N169YK91GfcVtZWYnPP/+cNYnrwsDAoM6ZyoqoMW7rw8rKCnfv3pXb/qeffsLbb7+tcBtTU1OZ79bMzlWEnp4e4uLi6jVDv/32W9bMfJ3X19mt7/zdu3cP1tbWddZ70KBBMgZ0bddpXW1cn3FbX9sbGhoiMTFR5fuIjFsSSTWRcUsiaZA00bitYdeuXejfv7/Ch76rqyvn5XtTqOlgtm7dWuUR2bXp6NGjbFt/9NFHnNeRIAiCIAiCIAiiJSEQCOTiXH19fVRWVqocv92+fZtdN5FhGLRp0wZbt26Fn59fvS/Us7KyOG8Lovngwrh9+PAhYmNjsXzhQkSOG4fjc+YoNG8VpU5+IhDgwNSpCDE3h7+bG2JiYuTW6XwT+emnn3D48GH4+PhgzJgx6NOnD1q3bo3WrVujb9++mD17NtLT02vdvrmM28rKSly7dg3e3t4wNTWFgYEBunfvjqlTpyIrKwuVlZUICAgAwzDo3r27ymWV5vbt21ixYgWsra3RpUsXtGrVCkZGRnj33Xfh7OyMrVu34vvvv2/Q9XX8+HEsWrQI1tbW6NevH9q2bQsDAwP07t0bTk5O2Lt3L54+fVpn2QICAjBo0CAZg/l147ayshK7d++GjY0N2rdvD0NDQ5iamsLd3R2FhYWorFTODL1y5QrmzZuHAQMGoHXr1g02bisrK/H06VPs2rULkydPRvfu3aGvr4/OnTtj/Pjx+PTTT/Ho0aNat20M4/bq1avYuHEjnJ2dMXToUHTt2hWtWrWCsbExRowYgcWLF6OioqJB9xEZtySSaiLjlkTSIGmycSuRSJCWlsaWXzoFiJ6eHszMzODl5YXt27ejuLiY87JygVgsZjt5AwcObLTr5uHDh9DV1QXDVKdU4bqeBEEQBEEQBEEQLQmxWIz4+HgYGBiwce57772Hv//+W6XYraysDN26dWP30aVLF+zdu1fherbTp09HfHw8G1Nv3bqV83YgmhcujNvKykpUVFRgxYoVWO7tjchx47Bn+nT8JBDImbfSqZOveXoinsdDiLk5Frq4ICgoqMEGENFwbG1twTAMrK2tOS8LoV2QcUsiqSYybkkkDZKmG7eRkZFs+WNiYvDOO+/UmpJEG43cvLw8tg0mT57cqNeOlZUVu+/s7GzO60oQBEEQBEEQBNGS4PP5MnHtnDlzIBKJlI7ZTpw4gTZt2rDbv/3220hOTlYYM0dHR7PHPXjwII4dO8Z5/YnmhyvjtrKyEiKRqNq8XbgQK+zsEDV+PFJcXPCVjw8eLF6MR598ggeLF+MrHx/sd3JCmIUFBFZW8Hdzg6+vL/Ly8jg3krSNmzdvQl9fHwzDYPHixZyXh9AuyLglkVQTGbckkgZJ043bGTNmyKTjuHHjBvz8/DBo0KA60z1pi5F78OBBts4+Pj6Neu1ERUWx+46MjOS8rgRBEARBEARBEC2FY8eOKYxlO3TogD///LPeeG3Hjh1sliSGYWBubs7Opn2d9PR0zutLvBlwadxWVlbPvI2NjUXEkiVY7umJFQ4OiBw3To7l9vYImDkTfG9vhISEIDMzE7/99hvnRlJLo671ZH/55RdMmjSJ/R0RiUScl5fQLsi4JZFUExm3JJIGSdONW1dXV7b8w4YNw2+//cbW7cGDB0hJSVHKyG3VqhVGjhyJbdu2cV6nxmTjxo1sHdetW9eo187FixfZfdvZ2XFeV4IgCIIgCIIgiJaC9CBcafr27YuqqiqFsb2Hhwc2b96MJUuWyGzj4OAAf39/uX0NGDCgxQ5iJhoG18ZtZWX1mqSnTp3CunXrEBERgYiwMCxfuBDLfX2xfOFCRISF4ZNPPkFQUBB27NiB0tJSXL9+nXMTqSUybtw4mJubIzo6GtnZ2RAKhcjNzUVsbCwGDBjA/pbMmzeP87IS2gcZtySSaiLjlkTSIGm6cZufnw9TU1O2Dk5OTnj58qXCuipj5Oro6CAkJARisZjzujUGISEhbN0OHDjQqNfOy5cv0alTJzAMg/bt20MkEnFeX4IgCIIgCIIgiJbCzp07MW/ePJmYNTs7W2FsVtsgZU9PT7z77rtyf/f3928xcS/ReLwJxm0NT548waVLl5CTk4P9+/dj79692L9/P3JyclBYWIiLFy9CLBZDLBbjhx9+4Ly8LZFx48bVOQmCYRjMmDEDv/zyC+dlJbQPMm5JJNVExi2JpEHSdONWIpEgIyMDxsbGbD1CQkKUqru0kft6IFuzdhDXdVMXd3d3tk5FRUWNfv1Iz3jeu3cv5/UlCIIgCIIgCIJoKYjFYowdO1bGhFWkLVu2yJkpurq6CAwMVGi07Nu3j/O6EW8mb5JxWxc3b95kTVuxWIwnT55wXqaWSElJCZYsWQIrKyv06dMHbdq0QevWrdGnTx/Mnj0bGRkZnJdR03n27BkuX74MsViMBw8eNPr+f/nlF4jFYnz11VctLp04Gbckkmoi45ZE0iC1BONWIpHgiy++gJ6eHluXnTt3qtQOVVVVWLVqlUwwa21tjcLCQs7rpg62trZsfb7//vtGv352797N7p/P53NeX4IgCIIgCIIgiJbC6tWr2XirZ8+eePTokVxMdvPmTbRp00Ymlm3dujW8vLwUmraaHuMSTYumGLdff/01a9rWtQ4rQbzp3L17F2KxGFeuXFH4+aNHj/DgwQPcvn0bV69ehUQiYa/9+/fvK3WM69evQywW49atW5zXtzEh45ZEUk1k3JJIGqSWYtxKJBKsWLFCZs3agoICldvjwIED0NfXl1nz59SpU5zXraHUpITW09PDixcvGnSN5OfnY+rUqVizZg1+/vnnWq+fYcOGcV5fgmgKysvLUVBQgPLycs7LQhAEQRAEQWgHOTk5aNeuHRtvnTx5Ui5W+/vvv8Hj8eTM2djYWLm/WVtbU2pkol40xbiVnm179+5dzstDEA3h6dOn+Oqrr2qdbfvzzz/LXOuvo6xxWzPrViKR4PHjx5zXu7Eg45ZEUk1k3JJIGqSWZNxKJBLMnTuXrU+nTp3wzTffqNwmRUVF6Ny5M7ufLl26IDk5mfO6NYQOHTqAYRiYmpo2+BoZNWqUzMhtX19f3Lhxg/186NChbCquvLw8zutMEKqQn5+PyMhIBAQE4KOPPsL06dMxfvx4mJmZyayfzTAMTExMcO7cOc7LTBAEQRAEQbRsxGKxzNqSH3/8scJYLSEhgf2Ojo4OFi1ahDNnzkAgEMj0Y6OiojivE6EZaIJx+/TpUxnz6tGjR5yXiSAaQs1s26+//lrh568bt1euXMHVq1dVNm4rKyvZ7VrSrFsybkkk1UTGLYmkQWppxm1ZWZlMgDtw4ECF6aTq07fffiuz7q2hoSHi4uI4r58qlJSUsOUfO3Zsg68RaRNbmunTp6OgoAChoaHs3zZs2MB5vQlCWdLT09GpUyeF13dtJCYmcl5ugiAIgiAIomUjnSLZxMQEDx8+BAD89ddf8PHxga2tLYqKimRm5CYkJLDbnzp1CtbW1ujTpw+OHz/OeX0IzUETjNuffvpJxsziujwE0VBqUn7fuXNH4eePHj3C3bt38fPPP+Pp06eorKzE/fv3G2Tc3rt3D2KxGP/+97/ZfWk6ZNySSKqJjFsSSYPU0oxbiUSCwsJCDBgwgK3XpEmT8Ndff6ncNr/++ismTJggY9oEBQVpTHqpsrIyGBkZgWEY9OjRA1VVVSq3wcuXL6GjowOGYdC+fXt2f9JIG18zZszgvN4EoQzZ2dno0aOHSqbtggULKF0yQRAEQRAE0aScOXMG7du3Z/ugJ06cYOOzL774QmE/ddasWZyXm2gZaIJxKz0LsaKigvPyEERDkB6A8PDhQ6W3a6hx+9tvv7Hb/fjjj5zXvzEg45ZEUk1k3JJIGqSWaNxKJBKcPHlSxlD08/NrkHH5/PlzeHp6ygTFzs7OEIlEnNdRGcaPH8+Wu6KiQuX6//LLLzKzdgsLCyEQCGBiYqLwhUG3bt00xtgmVEMsFiM7OxvZ2dk4e/Ys8vLyUFhYiJKSEohEIo0677m5uXJpkGtj+PDhiIqKQklJCeflJgiCIAiCIFo2YrFYJob76KOP2Njsjz/+QK9eveT6q927d0dhYSHnZSdaBppg3D579gw3b97EN99802JmDhLax7fffguxWIzLly+rtF1DjdvKykpcu3YNYrEY169f57z+jQEZtySSaiLjlkTSILVU41YikWDPnj0wMDBg6xcfH9+gNqqqqkJ0dLRMcPz++++joKCA8zrWh3Qa44bU/8aNG+z2Tk5O7H5FIhHWr1+PIUOGyL04OHPmDOf1Jhqf12efv46uri7s7e1RVFRU6z4+++wzjBo1CjNnzuTE6M3Ly8PmzZtl0qArwsjICHPmzMGRI0c4b3eCIAiCIAhCe1izZg3bJ+3Rowd+/fVXNjb77LPPFPZdP/vsM87LTbQcNMG4JYiWQE2a5G+//Val7dQxbu/cucO+i2kJgx6uX7+OS5cuqfQbR8YtSZtFxi2JpEFqycatRCLBunXrZIylnJycBrdVSkoKDA0N2f3169cPWVlZnNexLlJTU9nyTp8+XeU6FxcXs9vPnTtXbv9isRi7du0Cj8eDjo4OBg0ahIsXL3Jeb6LxkU7XVhfm5uYoLi6W2fbcuXNwcHCQ+V5qamqTllcsFiMrKwurV6/GrFmz0K9fv3rLPnjwYKxYsQIXLlzgvL0JgiAIgiAI7eLs2bMyfe7MzEw2Lnv27Bm6d+8u13+dNm0a5+UmWhaXLl3C1atXW4SpQxBvKk+ePGHN13v37qm0rTrG7X//+1922//973+ct4M6/Pbbb7h69SoZtySSCiLjlkTSILV041YikWDBggVsHdu3b4+HDx82uL2EQiG6devG7q9jx47Ys2cP53WsDbFYjM6dO7N1f/HihUr1zczMZOsaEBBQ57GEQqHGpJAmVGf79u3o27dvraZnq1at2H+PGTMGJSUlEIvFWL16NTp06CD3/caezSoSiXDo0CGEhYXB3t4eXbt2VcpobtOmDVxcXHDw4EHO25ggCIIgCILQTl5Pkezu7i4Tl8XExMj1Yzt37oy8vDzOy060LP7973/j6tWrGm/qEMSbzIMHD1gD9eeff1ZpW3WM28ePH7Pb3r17l/N2UIf79++joqJC5d84Mm5J2iwybkkkDZI2GLfl5eXg8XhsPbOystRqs9u3b2Pw4MHs/gwMDBAdHc15PWtDeqajUChUqa67d+9mt12+fDnndSG4pby8HJs2bcKwYcPqNUStra1haWlZ6+eNNVt97969sLKyQtu2bZUyamt46623sGzZMloPjCAIgiAIguAc6UxR3bt3l0mR/OTJE3Tq1EmuP/smx6CEZnPlyhVcv34d//vf/2jmLUGowbNnz/Do0SP8/PPPePDgAcutW7dYA/XRo0cq7VMd4/bZs2fstjdv3uS8fRranvfu3cPVq1dVXt9WIiHjlqTdIuOWRNIgaYNxK5FIsHLlSraeO3bsULvdHj9+DDs7O5nA2d/fn5N1O+sjMjKSLeO6detUqmdsbCy77caNGzmvC/FmIBaLkZSUBBsbG7kXSNLrSkvj7u6OsWPHsv/Pzc1tlLK888479Zq0w4YNw5EjR2RSIr+J9ypBEARBEAShfZw9exbGxsZsXzU8PBxff/01G5OtXr1aYR83MjKS87ITLZcrV67g6tWruHr1Km7cuEEQhIpcvXoVV65cweXLl6v5+muWr776ijVQKyoqVNpvRUVFg7e9ceMGJJLqdzqXLl3ivI1U5dq1a7h69SoqKioaZNpKJGTckrRbZNySSBokbTFut2/fLjNztDH0119/wcfHRyZ4dnR0hFAo5Ly+0pw4cYItn62trUp1DAsLY7fduXMn53Uh3jxSUlJkUihnZWXJzH7t06cPsrOzAQCTJk1i//76OrgNxdPTU6kZtuvXr5eZKX/s2DHO244gCIIgCILQbsRiMSZMmKCw/+rq6opLly7JmLrSDB06lPPyEy2bf//737h06RIuXbqEr7/+miAIJZBIJCgpKUFxcTFKCgtRUlCA0vx8GfJyc3HmzBmcOXMGxRcuoKSkBBKJRKn9C4VCdluhUKhy+XJfHTs/P5/ztlKVS5cu4auvvlLrd42MW5I2i4xbEkmDpC3GbVpaGltPT0/PRmu/qqoqbNy4USaADg4O5ry+r9OrVy+2fIcOHaq3Xn/99Rc2btwoY8AdPXq01v3v378fDMPA2NgY+fn5nNeXaF5sbW3Z6+TBgwcoLi6Gvb09lixZgqdPn7LX1ZgxY8AwDHR0dFBeXt5oxz9z5gx27tyJqKgoTJw4Ue6llr6+PgoLC/HZZ5/JzADmut0IgiAIgiAI7SY6Olql5T5e58iRI5zXgSAIgqimqKgIx48fR2ZaGk7s34+T+/Yh/9AhXDx6FF+lp+PrjAx8lZ6O1F27sHXrVmzduhWZycnITEvD8ePHUVRUVO8xTp8+zW7bkPe4O3bswNatW7F//37O24sLyLglabPIuCWRNEjaYtwWFhay9Zw0aVKjt+PRo0fZ/Y8dO5bz+r7O0KFD2fK1b98egwYNgq2tLdzd3REcHIwFCxZgypQpGDJkiMIR3b169YJIJKrzGNbW1mAYBm5ubpzXl2hepNdRvnPnjsy98c033yAhIQH//e9/MWTIEDAMg7Zt2yrcT1lZGU6fPo09e/Zg/fr1CAoKQlhYGPLy8uotQ35+Pv71r39BV1dX5tp1cHDAjRs3AAC//PIL9PT02EEGNaNaCYIgCIIgCKK5OXv2LDp06CAXe+nq6sr9XV9fH0ZGRgpn5XJdD4IgCEKCrKws+Pr6IsDFBaHm5ojn8XDd0xP3+Xw5wi0s2N/xVZaWCDU3R4CLC/z8/JCVlVXncaKiothto6KiVCpjeXk5+87EwcGB8zbjAjJuSdosMm5JJA2Sthi3EomEDXQHDhzY6O34999/Q19fn90/13WVpqioSGbmbEPQ19fHJ598Uudx9uzZw343Ozub83oTzcf06dPZa6XGJP3zzz+xatUq9r4YP348TE1NwTAMjIyMsHz5cnh7e2PatGkwNzdHr169WFP1dTp16oQNGzYoXJe2rKwMy5Ytk3u51b9/f5w4cQJVVVV48eIFDhw4gEGDBsl8JzU1lfO2IwiCIAiCILQPsVgsk7WmBkNDQ3z66af48ssv4e7uzr5g/9e//qWwn9yuXTsajEgQBMExpaWlCAkJgb+bG0LNzbF/yhT86OOj0LS9z+cjdtw49nc818UFyQ4OCDU3h7+bG0JCQupcgk0d47agoEAmGyHX7cYFZNyStFlk3JJIGqSGGrcXL15Enz59wDAMYmNjG/1B2hSpd99++212tl9VVVWjt2VNe3Tu3Jnzjog0QUFBrFk2cuRI9OnTB23atKnXrO3Tpw8cHR1haGjI/m358uV1Hmv48OE061YLmT17NnuNXLp0CV9++SUGDhyo1mABRYwfP17md2rXrl2sGSyNpaUlrl27BgA4cOAABgwYoHBfFy9e5LztCIIgCIIgCO1DUYrkdu3aYdeuXex3xGIx+vbtW28fefXq1ZzXhyAIQptJSEiAr7c3BFZWiOfx6jRt7/P5yJo5k/0N/2LSJPzo44N4Hg8CKyv4ensjISGh1mOpY9wmJydr/bODjFuSNouMWxJJg9RQ4zY4OBgMw2DAgAEKZ8FlZmYiOjoa7u7uMDMzkzH/lO1YNHbqXUtLS7YMjx49avS2rFm/k2GYetMKNxdlZWXo0aMHGIbBvHnzZD4rKirCrl27MHjwYPj7++OTTz7BvHnzMGvWLERGRqKsrAwSSXXHrub8tWvXrs41N8LCwliTuLCwkPP6E83Dhx9+yF77imYOKEPnzp0xcuRIODs7IygoCJs2bUJqaqqMKVxzbX3yySeYMmVKvfvs1q2bwr8PHjwY0dHRSE9Pb9S1dgmCIAiCIIiWQVMOVM7NzZXrn3bp0gUpKSly362tPyuNvb095+1FEAShrQiFQnh5ecF78mSEWVjUmh5Zmu+8vdH6VcYxfzMz3Ofzcc3TE2EWFgh89U6ktveK6hi34eHh7Lbp6emctx0XkHFL0maRcUsiaZAaYtwWFRWxaUk3bNgg93lSUlKdgaWyHYvGTr07Y8YMtgxXrlxptDYsLy+X2TfDMMjNzeW8MyKRSLBt2za2TOqkhf3444/Z/WzcuLHW7507d45NdxsZGcl5/YnmwcPDQ+G9bmZmhl27dsHAwID9m7e3N1asWIGkpCScOXMG169fx7Nnz+Tuq19++QWnTp3ChQsXkJ6ezg5AaGzatm2LUaNGwd3dHWvXrkV6errCwShEy6WsrAylpaWcl4MgCIIgiDeHphqoLBaL0b17d5n+aLt27XDixAmF368ZGPs648ePR6dOncAwDAQCAeftRRAE0ZIpLy9HTk4OEhMTsWLFCnh6emLixIkYMGAAuzzUaIbBxwYG2Ne3L06//z4k06fjrpdXreatdc+eYBgGViYm7N+S7OwgsLEBn89HWloasrKysH37dixduhRz586Fk5MDq9D/AAAgAElEQVQTpk6d2mDj1tHREQzDwMTERK32EIlEOHbsGGJiYrBgwQLweDyYmpqif//+GDNmDKZNmwYPDw+EhoZiw4YN2LlzJ44fP44LFy5wfi7JuCVps8i4JZE0SA0xbmtS75qYmCicrZaYmMjuU1dXF/3798fQoUMb1LFozNS7CxYsYMtw5swZtduutLRUpsNUw6BBg96YWXw1hrKpqala+4mPj2frFxwcXOd3LSwswDAMxowZw3n9iebBx8dHblbssmXL2PtAenZsWlqa3L1UVVWFO3fu4MCBA+Dz+Rg8eLDM/s6ePYtHjx7By8tL5u/SKb9NTEyQmpqK9evXw8TEhP27UCjE2rVr4ezsjLfeekspM3fGjBmctynRcEpLS7FixQrExMTUu+bb+fPn0b17d/j4+GDatGlspgGCIAiCILSXphyovGjRIrnv1zVQuby8XCazUw3r16+HSCRCXl4eDTokCKJREYvFyMvLU3s/JSUl8PLywpAhQzBs2DCMGjUK77//PmxsbDBhwgRMmjQJU6ZMwfTp0zFr1iy4urrC3d0dHh4e8Pb2hp+fHwIDAyEQCBAWFoZly5Zh5cqVWLt2LTZs2IBNmzYhPj4e27dvR2JiIvbs2YP9+/fjyJEjOHbsGDIzM5GdnY2zZ88iLy8PRUVFEAqFtb6vE4vFyMnJQVJSEiIjI1lz9p133pEZnKOIVgwDHsNgIcMgSoo1Ojr4vEsXpA0ZgkJbW9xwc2NN2igrKzAMA0M9PeTb2+OcjQ0+HTAAM42N0bl9e3aN87ro06cPnJ2dERISgqioKGzbtq3O81ozIN7d3V3pa+H06dPYunUrgoKCMG3aNAwcOFBmcH5DBs+bmprC3NwckydPxty5cxEcHIy1a9ciISEBaWlpKCgoaLJnGxm3JG0WGbckkgZJVeO2rtS7NRw/fhyLFy9GUlISO5qqoak8GjP1bkREBFuGXbt2NbjNCgsLMWnSJLnOR/fu3REeHl6vUdCc9OrVCwzDwNHRUa39bNy4ka1nfSO658+fz76AKC4u5rwNiKZH+vqws7PDmTNnZD5PSEhgP58yZQpevnyJS5cu4fPPP4ebmxt7ndZGbGws/vrrL/j6+sr8ffPmzey/Z8+ezR5v2LBhMuWZMmUKnJyc4OzsjHHjxrEv4mqjW7dunLcp0TDOnz8PMzMzmUEEM2fOxM6dOxUG6Dt37pQ592ZmZjh79izn9SAIgiAIgjuacqDy6ybskCFDwDB1D1TOycmBsbGxzHYBAQGctxNBEC2P1NRU9ndp8uTJDc5MtHv3bpiamjbY3Gtq9PT0YGhoCCMjI3Ts2BHdunVD69atVd6Pvr4+evbsiVH9+mFWx46INDCQMW4VEWNoiEQTE6xt1w6tXu1n1qvPwplqA7hjA+vVrVs3bN68WeH7U+lBRwcOHJD7vLCwELt378ayZcvg6uqKUaNGyT176qJt27Yyg+vVxdDQEL169YKZmRkmTpyIf/3rXwgICMCqVauwbds2HDlyBOfOnVN54gwZtyRtFhm3JJIGSVXjtqGpdxtq3DZm6l3pWaNdu3bFli1b8OeffyrVTlVVVTh37hzGjx8v15no2bMnIiIiIBQKOe9k19YZCQsLU2tf0muYbt26tc7vbtq0if3ujh07OG8HoukRi8XYvn07kpOTFX5eXl6O3r17g2EY6Ojo1Nv519PTY7/PMAwCAwMVDpaQZvPmzezxzM3N1QoQli5dynmbEqqTmZnJrkWniF69esHHxwfHjx9ntxGJRHLf69SpU50jlQmCIAiCaLk09UDlpUuXom3bthgyZAiEQqHSA5VjYmJk+iuWlpactxVBEC0HkUiERYsWsWl/a3j//fdRVFSk9H5KSkrw8ccfQ0dHp9EMPK5p1aoVBg4cCCcnJwgEAmzfvh25ubm4c+cOXr58icOHDyMqMBBRPB4qIyLwc0AAvpo5EyfNzbGjWzesZmo3cYe9OsaAV/+PYKqN2x56eujTpw9mz56tknlag66uLoYPH44FCxYgMTERQqEQLi4uYBgGgwcPRkpKCtatW4d58+Zh3LhxMlnL6kNPTw/vvfceXF1dsXbtWmRmZuLWrVv4+++/UVVVhSdPnuDGjRsoKCjA4cOHsWnTJoSGhsLd3R22trYYNGhQg+pUV3m6d++OIUOGYPz48QgODq7z/SwZtyRtFhm3JJIGSVXjtqGpdxtq3EokjZd699y5czAyMpJ5wL/11lvYuXMnfv/9d9y5cwdFRUU4dOgQNmzYgIULF2L69OkwMzNj1w+Spk+fPli1ahVEIhHnnWxFSAf3u3fvbvB+zp49y7Zbp06d6h1xmZ2dzR530aJFnLcD8Wbg7+9fa0e7bdu2sLS0hJ+fH7744gsUFxeza1y/jr6+Prp06SLXUZcOJmNjY9G+ffsGdfqdnZ0p3ZwGsnfvXpmZ1D179oSnpyfatWun8DybmZlh2bJlKCgoQHp6usLveHh44OLFi5zXjSAIgiCI5qM5BipLzw5SZqByVlYWPvjgA7m+CtdtRRCEZiMUCiEWi3Hx4kWMHj261hh5yJAhSqVOTk5ORr9+/WS2tbS0xI0bN1BVVYX/+7//w7Nnz/Do0SP89NNPuHfvHm7fvo0bN27g8uXLbJmKiopw/vx5nD59GllZWUhLS8OhQ4ewb98+JCUl4fPPP8eWLVsQGxuLtWvXYuXKlVi6dClCQkKwaNEi+Pr6Yv78+fjoo4/g6uoKZ2dnODo6wt7eHhMmTIC1tTUsLCwwfPhwvPfee+jfvz/eeustvPvuu3B0dERwcDA+//xznD17Frdv38aLFy/qfK969OhRRAUHI4rHw6/h4UBUlAzPly3DbQ8PFE2ciMPvvou4Nm0QxTBYr6+PJZ07VxutDINse3tc+vBDLLOywqqgIBw9erTO4z5//hyFhYVYuXIlrK2t2WeJIgwMDNjPVTHVe/fujalTpyI8PBwHDhzApUuXlJ4AU58qKytx69YtFBcX4+jRo4iPj8fSpUvh6emJyZMnY9iwYXLvfpRl4sSJtb6rJeOWpM0i45ZE0iCpatw2NPWuOsZtY6bezcrKkllvsyH069cP69atazbD9ujRowgPD4dAIFCJCRMmsGWeN2+ezGfh4eFIS0ur99hisVhmlrEyM3dLS0vZ77u4uDR78EHUzsWLF9kZibGxsY2+//3794NhGBgbGyM/P1/ms9zcXHTv3h0Mw6BLly6ws7PDJ598goMHDyq8l1JSUuTuvU6dOmHPnj04d+4cLC0t2b8rGtRRXl6Oixcvori4GIWFhcjLy0Nubi5Onz6NkydPIjMzE+np6UhNTcWhQ4ewf/9+pKSkkGmrgcTFxcmsOTR06FDcvXsXAPD777/j8OHDmDJlisI1gvT19WFnZ4exY8cq/L0fOnQosrKyOK8jQRAEQRDNw5s0UPnIkSO1xq49evTgvK0IgtBcXF1dwTAM3n77bUyePFnm98XJyQmFhYUyExj09PRgYGAAQ0NDGBoaonXr1mjTpg3atm0LIyMjGBkZyRiCBgYGiIuLw8uXLzl+69n0KigoQFREBKJ4PFxduFDOuH2dqlWr8OfSpahatQqIisLswYPBMAz8LCxQsXAhong8RC1fji+//FKlcjx58gQnTpxAcHAwm+5aWYyNjWFjYwM/Pz9s374dRUVFePjwYSO3VMP0/Plz3L17FyKRCMePH8eOHTsQGRmJBQsWwNHREaNGjYKJiYlcvD9jxgyFaZRPnTpFxi1Ja0XGLYmkQVLFuFUn9a46gWxTpN49cuSIwrTHimjVqhV69+4NS0tLxMTEoKysrNk600ePHoWdnR3GWJpjtOVwlTDp2Y2twwjzwezfx9iMgMuc6QgPD6/3+AsXLmT3MXr0aKXXjqgxUSZMmMB5QEL8Q3BwMBiGwYABAxQalJmZmYiOjoa7uzvMzMxkzDBl71tra2swjOJ1ukpKSpCTk6OUOZqVlSVzH/bv3x8nT55kPy8rK0NoaCgmTpyo0mwIouUgFosREhIi84Jg0qRJePz4scLn3f3797Fp0yaZNZCVwcjICDExMZzXlyAIgiCIpofrgcoXLlzArl27YGNjU2vfZMSIESgoKOC8rQiC0ExiY2PrjYEyMjJQUVGBnj17qhQ71bw7unbtWjO/3eRO33zzDaKiohA1bRrSXV3rNW5f5z+BgWilqwsDPT0kOjkhato0REVF4ZtvvlGrXPfv38eBAwfg7u7Ompp6enoYPnw45s6di5iYGGRnZ+Pu3buoqqpS61hvgl68eIHs7GyZdN9z585FYWEhduzYwT5rpSHjlqRtIuOWRNIgqWLcqpN6V51AtilT7+7duxcTJ07EsGHDMGnSJMydOxchISGIjY1FcnIyzp49q/JC941JeHg4bMZbYAzvHYzm9YGlXV+l6d7rnxShYyaasn8faWWKMTYjIBAI6jz2unXrWEOkd+/eOHv2rNLl7tatm8JR4wR3FBUVsalkN2zYIPd5UlJSncGXsvdtTYpjfX19ZGdnN7i8IpGIDRJtbGzqXPOL0D7Kysrg5uYmc416enri//7v/+p97lVVVeHSpUsICQlhZ4Erg7e3N+f1JgiCIAii6XgTBiq//fbbdfZHoqOjKUMMQRANJi8vT+FSYIpISUnBnTt38OGHH2LkyJEYMWIEzMzMMHz4cAwbNgxDhw7F0KFDMWTIEAwePBgjR45EXFxcvamFW5pevHiBuLg4RHl7Y62tLR4vXaqyeXtg1iwssbGBz6hRiFqwoFHb8dq1a1i1ahXWrVunVLys6Tp27JjCbFuKIOOWpG0i45ZE0iCpYtwKBAKZ0XeqdA7VCWS1OfWuQCDAOLsRmDC9Hya79cNHgpFKM2hkV7bd/hUwHB8JRmK271BY2vXFaMvhdRq38fHxaNWqFRimOq2tqqlCjY2NWcON6zYkqgkKCgLDMDAxMVE4GCExMZG9XnR1ddG/f38MHTq0Qfft8OHDwTCKZ92qQkFBAfbt28fp4AnizaOkpAQ8Hk8m4Fq1alWDRgm/ePECp0+fhpubm8wMc0Xo6enVu8Y3QRAEQRCaCxcDlUUiEUJDQ+t9uWxjY4MzZ85w3kYEQWg2Dg4OMu/XfvjhB2zZsgVWVlZyvzu9e/dugreQLVN5eXmIWrECUQ4O2D9rFpsGWVmqVq3C/lmzEOXggKgVK5CXl8dVVVqEdu3aRcYtiaRAZNySSBokRcatSCRCRkYGEhMTERMTg+joaMTExMisr3P+/HmVOofqGLcSifam3q0xbu3nDMCqvWNxWOKmNHP8/0kHGn9qOg5L3PCRYGS9xm1iYiLb3sbGxkhJSVGpzOXl5ezoNgcHB87bkKiendijRw8wTPV6x4q+c/z4cSxevBhJSUm4cOECJJKG37dhYWFgmOoUszRTlmhMzp07JzOgoFWrVtizZ0+jPA8fP36MXbt2Ydy4cQpN27lz53Jef4IgCIIg1Ke2eHfOnDnNNlC5pKQE4eHh9aYhbdOmDZYvX06zbAmCUJuNGzeyvy2dO3fGf//7X5l46Pvvv0dcXBz7HR8fn0aJs7RBz58/x5YtWxAVHIwoHg+n3N2VNm+rVq3CKXf36rVtg4OxZcsWPH/+nLvKtBCRcUsiyYuMWxJJgyRt3GZlZSEhIQFBQUHg8/nw9fKCv5sbFrq6wt/NDe8NHMh+9/PPP4dQKFS6g6iucautqXfVMW69IyzYNl9/2EEp4zY5ORlt27YFwzBo27YtkpOTVS5zQUEBe1xPT0/O25CQYNu2bew5UWU92Ibet+fOnYOenh4YhkFkZCTn9SdaBpmZmejduzd7TbZv3x7nzp1rkmej9IvbzMxMbN26FQKBAHl5eZy3A0EQBEEQDUMoFNYZ7458lTWGYRjExcU1Wby7Zs0apV4ojxo1SuXMRwRBEK9TUlKCXbt2oXPnzuzvy6FDh+qMh16+fNki1j1tTt2+fRtr1qxBlK8vong87J81C4+WLKnTtH20ZEn1TFseD1G+vlizZg1u377NZTVajCoqKmBpaUnGLYkkJTJuSSQNkrRx6+PjA19vbwTOnAmBjQ1Czc1lGPXKPGUYBvM9PBASEqJ0IKmucautqXfVMW6j9tixbR4UY12vcZuSksK2s6GhIRITExtU5uTkZPa4q1ev5rwNCQlmzJgBhmFgamqq0nbq3LcWFhZaOdiCaDrGjh0rk7br8uXLTfZs9PLyYo81ZswY9t/GxsYIDw+HSCTivD0IgiAIglCerKwshISE1BnvDu/6z1IzPvPnN0m8KxQKoaOjU+eLZAMDAwgEApSVlXHebgRBaBbl5eVIS0vDqlWr8MEHH2DQoEHsoOoaZs6cSaZsE+ny5cvV5m1wMKIcHLDW1hbHXF1RsXAhfg0PR2VEBH4ND0fFwoU45uqKtba21emRg4OxZs0aXLlyhesqtDj98MMPSEhIQGhoKA4cOIDy8nIybklaKzJuSSQNkrRx+/GMGRBYWSHMwgI77e1R8MEHqPDwwC0vL1R4eMBryBD2u96jRsHfzQ1+fn5KpdJVxwDS5tS76hi3+y/Ogb5hdQfdyWNQncZtRkYGunTpwqYejY+Pb3CZw8PD2XOdnp7OeRsSEvTq1QsMw8DR0VGl7dS5b+fPnw+GYaCvr4/i4mLO24DQfJydndnrsWfPnrh161aTPRsXL15c5wvVAQMGNHhwC0EQBEEQzUtKSgr8/Pzg7+ZWZ7w7e8AA9lkf8P77TRLvisVihcsy1NCuXTscPXqU8zYjCEKzKC4uhrOzM4yMjOqMY3r16oUHDx40WRxFqp55u2XLluo1bxcsQNS0adUzal9n2rTqz1eswJYtW2imbTNJ+j04GbckbRMZtySSBkn6gcUfNgzxPB6ue3riPp8vR6xUgBlmYYFQc3MEuLjAz8+v3pHI6hhA2px6Vx3j9rDEDYPNq2dJv2ferVbjNjs7m13/VE9PD7GxsWqV2dHREQzDwMTEhPP2a07OnTuHrVu3wt/fH05OTtiyZQvnZZJIJDh9+vQ/921YmErbqnPfbtq0id12x44dnLcDofl8+eWXeO+999jrqm/fvrh3716TPBsjIyPlXqJKG8c12Nvb4+zZs5y3DUEQBEEQisnKyoKvry8CXFwQam5eZ7wbbvHPUjOrLC2bNN7Nz8/HuXPnkJubi5ycHK0dqEwQhPrk5eVh6NChCo1aHR0dDBs2DN7e3khKSsLDhw+bJH4iyer58+fIy8tDXFwcoqKiEBURUT0LNzAQUcHBiFy6FKtWrUJcXBzy8vJoTdtmFBm3JG0WGbckkgZJ+oH1GY+HH318FAax9/l8ZM2cyX73i0mTkOzggFBzc/i7uSEkJKTONYDUMYC0OfWuusbtxyEjq2c9Guphd9FsOeM2Ly8PpqamMsZ4ampqneTk5NRaXrFYzJrA7u7unLdfU3LhwgUsXrwYtra2bJ2lsbCweCMMnZiYGLZMu3fvVmlbde7b7OxsdttFixZx3g5EyyAvLw/9+/dnr613330X//vf/xr92bh//36ZVMm3bt3C77//LmfoMkz1+nNctwtBEARBEPKUlpYiJCQE/m5uCDU3x/4pU+qMd6UHKue6uDRbvKvNA5UJglCPkydPyrzTadeuHVxcXBAbG4uCggI8ffq00WMlkvJ68eIFhEIh4uLi4O7uDisrK/Ts2ZM9V7a2tggPD8fRo0dx69YtSmHdDCLjlqTNIuOWRNIgST+wyt3daw1i7/P5+M7bG61frY3hb2aGH318EM/jQWBlBV9vbyQkJNTamVQnkNXm1LvqGreJebOgb1A9ett/9Rg54zYxMbHONDqKmD59eq3lTUpKYr934MABztuvKZk9e3a9bdVchqVIJEJGRgYSExMRExOD6OhoxMTEIDExEfPmzWPLk5GRodJ+1blvS0tL2W1dXFw4P19Ey+DgwYOYOHGizH0WERHR6M/G58+fs6OjAwICYGZmBkNDQ4X3ubm5OeftQhAEQRCEPAkJCfD19obAygrx9QxSVjRQubniXW0eqEwQRMM5cuQIu+QVw1QvJ3P58uVGj41Iyqmqqgp37txBRkYGIiMj4eTkxC5bpSwdO3aEnZ0dlixZgqNHj+L27dtk5jayyLglabPIuCWRNEjSDyxxPcbtfT4f1q9GhlmZmOA+n49rnp4Is7BAoLMzgoKCIBKJFHYo1QlktTX1rkSivnF7WOIG6ynVoy/NrE2a3Lh1cXEBwzAYMmQI523X1NSs4So9Ky80NBTr1q1j/2ZqagqxWNxkZRAKhUhISEBQUBD4fD58vbzg7+aGha6u8Hdzg6+XF0aMGMGW5/Tp0yrtX537ViKRsEbXhAkTOD9fhGazadMmDB48WO73SEdHB0ePHm2S5+Mff/yBbt261fpbaGFhgaCgIBQWFnLePgRByHLx4kX06dMHDMOovQSEImpm5RsbGyM/P5/z+hIEIY9IJEJQUBACZ85EmIVFremR6xqo3FzxrjYPVCYIomEkJibKrGc7aNAgfP/9900SF5EU68WLF0hNTYVAIICtrS06duyo1Ds1AwMDDBo0qM5YU5pOnTrBzs4OS5cuRVpaGpm5aoqMW5I2i4xbEkmDpKpxG2VlBYZh0FpPD9/Mm4f7fD6S7OwgsLEBn89nZ/TFxsZWr+PwCum1AZ2dnWU+27ZtW62dUW1KvauIxjBu1yTbg2EY6OrpwNl7iNwat41FUVER2rdvD4ZhsH79es7brqm5cOGCTMrWOXPmsJ1n6RmBu3btapLjZ2VlISQkBL7e3gicORMCGxuEmpvLMUwqjfPixYvrXZ9LGnWN25pAZMyYMZyfL0KzOHHiBHg8HhYtWoSsrCy54LV9+/bw9/fH119/3WTPx19//RUGBgYKg2dKY0gQbzbBwcFgGAYDBgxQOIAqMzMT0dHRcHd3l5tRr+zzztraGgzDwM3NjfP6EgQhT0ZGBvh8PgQ2Nthpb19vnFvbQOXa4t3XoYHKBEE0FzExMdDX12d/c6ysrPDrr782WVxEUqxFixbVa7q2b98eFhYWmDt3LtasWYPU1FSZAUBnz57FZ599Bj6fj/Hjx6Nr165Km7n29vZYtmwZjh07hjt37pCZq6TIuCVps8i4JZE0SKoatxUeHjB8NQo5nsfDfT4f+R98gFBzc/h6eSExMRESiYRds0EZ6kozqU2pdxXRGMbtYYkb3p/4FhiGwTvDuzSZcRsYGAiGYdC/f3+Ul5dz3nbNwfHjx2VGuW7cuBEAcOjQIaVmKDeUlJQU+Pn5wd/NDQIrK4RZWGCnvT0KPvgAFR4euOXlhQoPDxR88AEmvZpxxDAMvGfPhp+fH1JSUpQ6jrrGrbGxMRiGgY2NDefnitAseDzeP9ettzdat27N/n/BggV49uxZszwjRSIRpkyZgrfeekvmuebl5cV5GxEEoZiioiJ06NABDMNgw4YNcp9L9y0Voezzbs+ePWAYBvr6+sjOzua83gRByJKYmAhfLy+Empuj4IMPlDZuFQ1UVhTv0kBlgiC4ICwsDDo6OuzvjZOTEyorK5slNiLJys/Pr9b+5Pjx43H48OEGZWA7c+YMtmzZAj6fj3Hjxsmkw66Lzp07Y/LkyVi2bBnS09Px3XffkZmrQGTckrRZZNySSBokVY3b+3w+Zg0YAIZhYPvWW6yZG2puDn83N8TExEAiaTzjVptS7yqisYzbTenToKenA109HYwc27vRjdvi4mI2LUx8fDzn7dacfPrpp+y1rKuri/z8fPzxxx/sS+PWrVs3airVrKws+Pr6IsDFBaHm5ojn8epM/RZuYcGWz2foUAS4uMDPz0+pmbfqGLfl5eXQ1a1eX9nBwYHz80RoDgUFBWjVqpXMfSU9i71nz554+PBhsz8va0wahmGwdOlSztuJIAjFBAUFsTPXFA0kk14mQldXF/3798fQoUMb9LwbPnw4zboliDeUmJgY+Lu5IdTcHBUeHkobt4oGKjdlvKvtA5UJglAOsVgMLy8vmd8Wb29vvHjxotnjIlK1/vzzT2zevBkjR45U+NtvYGCASZMmYePGjSgtLVXr/J85cwaffvqpymZuly5d4ODggIiICGRkZOD777/XejOXjFuSNouMWxJJg9QQ4/bUq9HEejo6KPvwQ9ycPx+h5uZY6OqK6OjoRuuYalvqXUU0lnF7WOIG/zWWGG7ZA0MsejS6cZuWlgY+n4+wsDDO24wLfHx82Puoa9euuHv3LgICAti/LV++vFGOU1paipCQEPYl1P4pU/Cjj0+d92vsuHFsOdZYWbEvnUJCQiAUCus8njrGbUFBAbstpZUlVGHVqlVyAaexsbHMrNvk5ORmf16uWbOGPf6nn37KeTsRBCFPWVkZO3Nt3rx5Cr9z/PhxLF68GElJSbhw4QIkkoY/78LCwsAwDIyMjGi9a4J4w4iOjsZCV1eEmpvjlpeX0satooHKiuJdGqhMEERzIr0WNsMwWLFihdYbcG+Srl27hsjISJnltKQxMjLCjBkzsGPHDpSVlal9PYjFYuTk5ODTTz+Fj48Pxo4di86dOytt5k6ZMgXLly9HRkYG7t69q1XXEhm3JG0WGbckkgapIcbtfT4fjv36gWEYfPzeewpHIDcG2ph693Ua07g9LHHDR4KRTZYqWZspKyuDjY0Ney+NHj0aQqGQ/f/QoUMb5TgJCQnw9faGwMoK8TxevabtfT4fWTNnsuX4YtIkxPN4EFhZwdfbGwkJCXUeTx3jNjk5md129erVnJ8jQnOwepWikGEYmJmZKQw2Dx482OzPSz6fzx7/0KFDnLcTQRDybNu2jb1PU1NTld6uoc+7c+fOQe/VzLzIyEjO608QxD80dMatooHKTRXv0kBlgiCUQSgUolu3bmxfZfv27c0eC5GUU1VVFUQiEYKDg9G9e/dajVN3d3fs37+/QamUa0MsFuP06dPYvHkzFixYABsbG3Tq1EkpM7dr166YMmUKVqxYgePHj7doM1R0ES4AACAASURBVJeMW5I2i4xbEkmD1FDjtsjVFa10dGCgq4vUadPk1vxRF21OvSsNGbeaQ35+Pnr37s3eTz4+PjIpc/bs2aNWp1wkEiEoKAiBM2cizMKizvTI0nzn7Y3Wr14q+5uZ4ZqnJ8IsLBDo7IygoCCIRKJaj6mOcSs9Ijg9PZ3z80NoBmVlZawJwjAMpk6dqjCw7NixI/78889mfV5OmzaNPf758+c5byuCIOSZMWMGGIaBqampStup87yzeLUkwZgxYzivP0EQ/9DQNW4VDVRWtMZtY0ADlQmCUIaVK1ey/ZRZs2Y1awxEarhevHiB3NxczJs3jx2k8zp9+vQBn89vsncmYrEY2dnZDTJzu3XrhqlTpyIyMhKZmZm4d+9eizBzybglabPIuCWRNEgNNW7v8/nYamuLUHNzLLGwgMDGBnw+HxkZGY3SudD21Ls1kHH75iAWi3H27FmcPHkSmZmZSE9PR2pqKg4dOoT9+/dj7969cumLRowYITeyksfjITAwEF988YVKaRUzMjLA5/MhsLHBTnt7le5V61ep3KxMTHCfz0eSnZ1S96w6L7IdHR3BMNVrDHJ97gjNQSwWY+DAgUoFknfv3m3W5+WwYcPAMAz09fUbdWQ0QRCNR69evcAwDBwdHVXaTp3n3fz589nfhuLiYs7bgCCIatTpO78+UDl27NhGj3dpoDJBEMpQXl6Ovn37sv2UixcvNmsMRGoc/fHHHzh27BhmzZoFAwMDhfHt4MGDIRAIkJOT06TXVI2Zu2nTJnh7e8Pa2pp9HtVH9+7dMW3aNERGRiIrKws//PCDxpm5ZNyStFlk3JJIGiR1jNv7fL5Ks/cI1SHj9s2gvLwcY8eOVaojqwo6OjoYPHiwUmlX1Zk1EPUq9WxrPT18M29erbMGYmNjERUVxeL8Kk0cwzBwdnaW+Wzbtm21llUsFrNrDLq7u3N+/gjNorCwEIGBgfWOBL527VqzPi9rgtnevXtz3kYEQchz+vRp9vdB1YF/6hi3mzZtYrfdsWMH5+1AEEQ1Dc1W8/pA5QAzM7gPGtTo8S4NVCYIQhk2b97M9jMmTJjQrPEPqWn06NEj7N69G5MmTYKOjo7C90SjR49GZGQkCgoKmuU6qzFzN27cCC8vL1hbW6NDhw5Km7mOjo5YuXIlTpw4gR9//PGNNnPJuCVps8i4JZE0SNIPrHIVjdsffXxUWi+TUB1p4zYiyQqr9o5Vi8lu/TCa14eM21ecOnUK/v7+iIyMxIULF2r93tq1axtkzOrq6iInJwcrV66Eg4NDrR3fadOm1VtWddbpqvDwgOGr9LPxPF6t63T1fDUzVxnMzc1rLWtSUhL7vQMHDnB+ngnNpKSkBEuWLGGvS11dXZl05GVlZeyz7OXLlzh58iTi4+OxY8cO7Ny5E/v27cOhQ4dw8uRJ/P7772o9K589e6bUtU8QBHfExMSw9+nu3btV2lYd4zY7O5vddtGiRZy3A0EQ/5CQkABfb28IrKwQz+PhRx8fincJgtAYxGIxhg8fzvYzTp8+re4rQNIbpvv372PLli0YPXq0wvcurVq1Ao/HQ2xsLEpKSpr9+jt16hRr5lpZWSlt5vbs2RPLly/H48ePuW5iOZFxS9JmkXFLImmQpB9YWyZMUDqY/dHHB8kODqz5ExISAqFQyHnHtqUhEAgwYfIo8KYPgP0c9ZkwvR/G8N7BGEtzhIeHc14/rkhJScG0adNk1tI0MjLChx9+KLe2SElJCTt7tGbm6UcffYR58+bBx8cH/v7+CAwMRP/+/TF8+HAsXboUK1euxNq1a1FcXCxzv+3cuROGhoYyHVpDQ0OlXgJFR0djoasrQs3NccvLS+UZA7MGDADDMLB96y3cnD8foebmWOjqiujoaPYYjWXcuri4gGEYDBkyhPNzTWg+IpEI27Ztw9GjR+Hl5cVeg/n5+QCAp0+fYvr06XVer1OmTFFr1O9//vMflQZaEATRdIhEImRkZCAxMRExMTGIjo5GTEwM5syZw96nqqYyVce4LS0tZbd1cXHhvH0IgvgHoVCIkJAQdvBjsoMDxbsEQWgMO3fuZPsYw4cPf6NnMZLU13/+8x9ERUXhnXfeURjTdujQAdu3b+f0mhSLxTh58iTi4uIwf/58WFpa1mnmdurUCXFxcWoPpG5MkXFL0maRcUsiaZCkH1j8YcMQz+PhWj1ppK55eiKex0OouTkCXFzg5+eHrKwszju1LZHw8HB88K/pmDB5FMbZjWgUbMZbwM7ODmlpaZzXjwsiIiLqNSXHjBmDTZs2QSQSwd/fn/27k5OTzP1z9epVjBw5UmbbmJgYhffa999/r/BYH3/8Mc6fP19vudWZcXufz8epV2mP9XR0kOvionDGbWNQVFSE9u3bg2EYrF+/nvPzTbQsAgIC2HvnxIkTuHfvntxa0rVx6NChBj8rz58/z+5n3rx5nLcDQWgjQqEQCQkJCAoKAp/Ph6+XF/zd3LDQ1RX+bm4YKTUjJS4uTiWDRR3jViKRsIOyJkyYwHk7EQQhS1ZWFvz8/BDwqv9L8S5BEJqC9HJNBw8ebHAsQ9IsVVVVQSwWQyAQwMTERG7g/86dOzm/NqURi8U4ceIEYmNjMX/+fIwZMwatWrWSm4GbmJiIv/76i+vmJeOWpNUi45ZE0iBJP7A+njEDAisrhFlYIMnODvkffIAKDw/cnD8fFR4eyP/gAyTZ2SHMwgICKyv4u7nBz88PqampnHcUWippaWkIDw+HQCBoNMLDw7XWtJVIJBg/fjx7zXfp0gWRkZHw9vZG69at5YyeHj16sH/X09PD9evX8d1332HlypW1mkOxsbFy91leXp7C/Uuzb9++Osutzhq3NTj26weGYTD97bcVrnHbGAQGBoJhGPTv3x/l5eWcn29Cc/Hx8YGxsTEsLCwgEAiQkZGBsLAw9p4JDQ1VaZY4wzD4z3/+06Bn5b59+9h9aHO2AoLgiqysLISEhMDX2xuBM2dCYGODUHNzGYZ37crepz7z5yMkJERpo0Vd47Zbt27swC+u24ogCHlSUlLg5+cHfzc3incJgtAIUlNT2b6JqanpG2F4kZpfL1++RF5eHiZPnsxeD23btkVycjLn12hdnDx5Ek5OTnJr+L7zzjs4cuQI/v77b87alIxbkjaLjFsSSYMk/cDy8fGpfiHm7KzwhViouTkENjYIdHaGr7e3Si/ECOJNocZYZBgGGzduZO+Fhw8fYvPmzRjwKqWwIvq9Mj5rY+rUqQo7oKGhofUaSvWtOZyRkQE+nw+BjQ122ts3yLgtcnVFKx0dtNLRwQILC/D5fJXTSdZFcXExOnbsCIZhEB8fz/m5JjQbRaaskZGRwvunxjSpj44dO+Lnn39W+Vm5bt06dh+bN2/mvG0IQptQZLjstLdHwSvD5ZaXFyo8PDBb6vkd8P77rOGSkpJS7zHUNW6NjY3BMAxsbGw4by+CIBQjMwCE4l2CIN5wpk2bxvZNtm3bptZ7P5Lm6/nz5zLXRPv27XHo0CHOr9P6OHr0KGxtbeXi8hEjRuD06dOcpP8m45akzSLjlkTSIEk/sLKysupMQefr5QU+n4+goCAkJCTQGj+ERnL8+HH2mre0tJS7J/7++2+cOXMGEyZMUHoWX1JSUp0jBn/88Ue8++67de6jvhfLIpEIQUFBCJw5E2EWFrheT4q32ogZOxbWPXti9vjxCAoKgkgkarS2TUtLA5/PR1hYGOfnmdB8lixZotT9N2LECMycOZP9f9++feHm5gZfX18sWbIE7u7uMt/38/NT+Vnp5+fHbn/w4EHO24YgtIWsrCz4+vrKpDit7fkXbmHB3qerLC1VSnGqjnFbXl4OXV1dMAwDBwcHztuMIIjaqS/lOsW7BEG8CZw6dQp6enpgmOosYZWVlSrHL6SWpz/++AMTJ06UGZSsKdn09u3bh9GjR8vF8uPGjUNxcXGztiMZtyRtFhm3JJIGSfqBdfr0aUgk1QZRRkYGEhMTERMTg+joaMTExCAxMREZGRmNavQQBBcMHDiQve7v3r3L3g9//PEH0tLS4OLiwq5XVxtjx47FV199pdL9dvPmTURERKB79+5y+9PR0YGNjQ02btxY6z2WkJAAX29vCKysEM/j4UcfH5VM2x99fBDP40FgZQVfb28kJCRwfi4Ioi7mzp1b7yz3pKQk1jQxMDDA1atXZe47Hx8fuXvt0qVLKt27jo6O7Pa5ubmctwtBaAOlpaUICQlh13ffP2VKnc+92HHj/rlPXVyQ7ODAruceEhJSpwGjjnFbUFDAbuvp6cl5uxEEUT8U7xIE8Sbz4Ycfsn2L1atXqxS3kFq2nj17BhsbG/b66NKlC44fP875NasMYrEY27dvx+DBg+XieicnJ3z99dfN0oZk3JK0WWTckkgaJEXGLUG0dPz9/dnrPi4uDjk5OfDw8ED79u3rnd23fPly3L9/X+Y+evHiBXbt2oXAwEDMnz8frq6ucHR0BI/Hw+jRozF48GCYmpqiS5cu9a51yzAMOnfuDE9PT7kOuFAolHmJnezgoLR5+6OPj0ovsQniTaC8vFxmPR9pfH19IRQKZVKYL1++XObe/PnnnxUOwuDxeDJpmSoqKuDi4oLFixcrNHXNzMzAMAxatWpFazcTRDOh6mClLKmZ919MmqTSYCV1jNvk5GSZl6tctxtBEARBEJpLXl4e+86gbdu2+PXXX5vmZSBJY/XkyRNYSGWa6dGjB06dOsX5tassYrEYsbGx6Nu3r1yc7u7ujps3bzZp+5FxS9JmkXFLImmQyLgltJH09HSlzFNpI9fJyQm///673D10+/ZtWFlZ1bu/hjJhwgQUFRWxZc/KyoKfn59M2shr9aRNvubpiXgeT6W0kQTxplBaWgpzc3P2ntDX10d0dDQkEgn2798vc7/o6elh6tSpOHz4MCorKxEdHc1+5urqij59+rD/T0tLA/6fvTMPa+pY//hhEwREFBcURQW3oqAEpYgLKCiVCohIEZUl0QCKyFKsVKmoRUHRFjcKCopeFDeUKm4ICLIFki731712uV3sem/ttdbWBb6/P4RzE5NAwuIB8n6f5/MoSU5yzmQmZ2a+M+8L4Oeff4aFhYXM+0yePBl79uxhJ0r69+8PhmFgYWHBeXkQhCbQlvQAXwsEMGgKKxhhZ8fe/+IdHBDp49NieoD2GLfr1q1jjz179iznZUcQBEEQRPclLCyM7VesXbv2mc4PkrqP/v3vf8PW1patKxYWFrh8+TLn9VcdRCIREhMTMXjwYJmxuK6uLiIiIuQ2THSUyLglabLIuCWRupHIuCU0FWtrazmT1NjYGF5eXti/fz9EIhFsbGzY557Ou9HY2Ihjx461uktXW1sbRkZGMDMzw7BhwzBmzBjY2dnB0dGx1XDMzezatUvm3PPz8xEeHo6IgADEODkh3sEBWW5uKPXzwwdBQbgVGooPgoJQ6ueHLDc3xDs4IMbJCREBAQgPD8fJkyc5L3+CUIeysjLMnj0btra2yM7OZh+vrq6WCRX1dHtubp/a2tp4++238cYbb7DPW1pa4u7du5gzZ47StterVy/4+fmxf9vb23NeFgShCRQUFEAoFCLG2RkH3d1VTgkwbcgQMAwDJ3Nz9rEsNzfEODtDKBSioKBA4ee1x7htDqVubm7OebkRBEEQBNF9qaysRN++fdkFqf/61784mikkdQf99NNPGDduHNuHHTlyJIqLizmvx+rSnB7F1NRUZizeu3dvREZG4uLFi/jvf//bYeVGxi1Jk0XGLYnUjUTGLaGpbNu2DQzDQF9fH+7u7ti1axeqq6tRV1eHwsJCbNq0SWb3nXRY1d9//x2BgYEynUoLCwvs2bMHp0+fxsWLF1FSUoLq6mqIxWK5z66vr8cMqVx8rSFtVDVTWFiI2NhYhAkEiPTxQYyzM+J4PDlinJ0R6eODMIEAsbGxtNOW6JGcOXMGfD4f5ubmCtvQ7NmzIZE8CcskvUN+/Pjx7P8HDBiA+Ph4TJgwQWlb9PDw4PxaCUITyMzMRBifjzgeD2V+fiobt0lN7dtARwefhYTgtlCIUj8/xPF4COPzkZmZCYlEgtTUVCQlJbH4+Piw7dzHx0fmub179yo9T7FYzO4SCAwM5LzcCIIgCILovsTHx7P9keXLl3M4U0jqLvr+++8xatQott6MGTMGFy5c4Lwut4Xy8nIIhUIYGhrKjcN1dHTg6OiIhIQEFBcXK4yGp6rIuCVpssi4JZG6kci4JTSV3Nxc5Obm4vDhw3B3d4elpSWsrKzQq1cvuU5iTk4O22aqqqpkcmoyDIMFCxbIhDNuDV9fX4WmkLu7O44ePSrT8WYYBlpaWvDw8EB5ebnM+9TU1CAjIwNRUVEQCoUI4/MRERCAVf7+iAgIQBifD6FQiKioKGRkZFBOW6LHU19fj4MHD2LhwoUwNjZmQy3l5uayrzl9+jR0msKpSg8EpRdInDp1CsuXL2dDJDezYsUKzq+RIDSBlJQUNp/7B0FBKhu3HwQFQb+pfae7uLCPNed3T0lJgUQiwZCmnbmqwOPxlJ5nVlYW+7pjx45xXm4EQRAEQXRPRCKRzCLU//u//+NwppDUnfTVV19h2LBhMv3XsWPHYsWKFcjNzUV9fT3n9Vsdrl+/jqVLl0JPT09p/1xPTw8zZ87Epk2bUF5ejr///lvl8iLjlqTJIuOWROpGIuOW0ERKS0tVnrC1tLTE/fv30dDQgKSkJGhra8s8b2RkhEmTJsHKyop9bPjw4S3muXs6BEwz06ZNAwA8ePAAmZmZcnk3+Xy+wvcTiUQoKChAZmYmUlJSkJycjJSUFGRmZqKgoEBpTj+C6MlUV1dj//79OH78uNxzS5YskWlbsbGxCt9DJBJh9+7dcHd3x/Tp01FUVMT5dRGEJpCcnIxV/v6I4/HwBZ+vsnF7WyjEwqZUCK7DhuG2UIhboaGI4/Gwyt+fzY/dUcZt80IsGxsbzsuMIAiCIIjuy9atW9m+h6enJ8czhaTups8++0wuV2wzZmZm8Pb2RlpaGm7evMl5XVeV0tJS7Ny5Ey+99JLMfJsiDAwM4Obmhm3btqGmpgYPHz5UWlZk3JI0WWTckkjdSGTcEprIlStXwDAMAgICYGRkpLTzN2jQIBw4cACffPIJDh48qPIkL8MwiIuLU/r5SUlJcHJygqenJyoqKtC7d28wDIMhQ4agpqaGDct8//59REdHs+8ZEhLCedkRRE+grKwMgwYNAsMwmDt3rsKQ5gRBcEdbd9zeFgpxsSnssY6WFuqWLFG447YjqKioYPNob9u2jfMyIwiC6A7U1tZi+PDhYBgGqampHf7+R48eBcMwMDExQWlpKefXS2guYrEYN2/exOXLl3Hq1Cnk5OQgPT0dycnJSEhIQGRkJEJCQrBo0SLMnTsXAwYMYMf9FRUVHM8UkrqjfvzxR2zZsgVTpkxpcaeqs7MzXnnlFVy8eJHzdqIOV69exbZt2+Dr68veR5RhbGyM+fPno7a2Vq6cyLglabLIuCWRupHIuCU0kcuXL4NhGKSnp6O4uBgBAQGwtLRUGD5VegWfqqatmZkZSkpKFH52XV0dcnJykJiYyLa5p3f+WFlZITExEZ988gkOHDjAPp6YmMh52RFET+Hq1avYv38/6urqOD8XgiBkaWuO22Y8m1IaLB8/XmGO244gMjKSvWd3txB0BEEQXLF27VowDANra2uFC+fOnz+P5ORkBAYGws7ODvr6+uxYKCkpSaXPmDZtGrtIl+vrJbovIpEIpaWlKCwsRF5eHjIzM5GWloakpCTExcUhLCwMgYGB8PLywuzZszFlyhSMHz8eFhYW6Nu3r9zcgqo4OTmxC7lJpLbqhx9+wKFDh+Dt7c1uFFDE6NGjwefzceTIkW43Li4qKsLmzZvh5eUlE2ZcGn19fXz55ZcyZUPGLUmTRcYtidSNRMYtoYlcunQJDMNgz549Mo83h1a1tLRk28XXX3+N69evY+PGjWAYBps3b8b169chFotx69Yt/PrrryguLpbrHK5Zswa1tbWQSCSoqqrC7t274e3tLZMzc/To0RCLxdi4caPMpIQyOnLCmSAIgiC6KgUFBRAKhYhxdsZBd3e1jdsKf3/oammhl7Y2UqdPR4yzM4RCIQoKCjrk/CorK9m0B+np6ZyXF0EQRHegoqICffv2BcMw2L59u9zz0nnDFaGqcZuTk8PuLKM0F0Rb8Pf3l0uR9CwwMzNDdXU119OEXVqNjY24f/8+fv75Z9y6dQvvvPMOysvL8fnnn6OhoYHr0+uSun//Pi5duoRVq1bJ5cKVpl+/fvDy8sLOnTtRUVHBeTtUB7FYjMLCQiQmJsLDwwNmZmbsdfn6+sqUBxm3JE0WGbckUjcSGbeEJlJUVASGYbB3716FzzfnrGMYBnV1dQCAx48fw9jYGKmpqQrb0okTJ+RyiowcORIuLi4tmrK5ubmQSCQoLy9HUlISHB0dlQ4SaeKBIAiC0AREIhGioqIQ6e2NeAcHfBwcrLZ5u8fVFavt7BA4bhwifXwQFRXVYTnfT58+DaFQiPj4eM7LiiAIorsQFRUFhmFgbm6uMFJBZmYmO+7R1taGlZUVJkyYoLZxK5FIYGtrS7tuiTZRWFjYZuNVV1cXAwYMgLW1NRwcHODm5oZFixZBIBAgNjYWW7ZswZ49e5Cbm4vCwkKUl5fjvffew9dff43ffvutRxuPjx8/xu+//45vv/0WH374IWpqanD16lWcOXMGOTk5ePPNN7Flyxa8/PLLEAqFCAgIgKenJ2bMmAE7OzuMHDkS/fv3h66urtLyNzExgYuLC2JjY/GPf/wDH330ER4/fsz1pXcpNTY24r333sPrr78OR0dHpWWpp6cHJycnxMfH48KFC5y3S3WpqKiQMW9LSkrYMiDjlqTJIuOWROpGIuOW0ESajdt9+/axj924cQN79+7FihUrMGLECLZdHDlyhG0vrq6ucqv1pHXnzh1ERUW1uDrX0NAQPB6P/Xvp0qUy51ZSUqLwOCMjIwrFSBAEQWgMGRkZCBMIEOPkhHQXF3y/cqVaxu33K1ci3cUFMU5OCBMIkJGRwfk1EQRBaCp1dXXsIteQkBCFrzl37hyio6ORlZWFmzdvQiKRICkpqU3GbXx8PDuGKi8v5/z6ia6NWCxGeXk5zp8/Dz6fz9a5SZMmYcmSJYiIiEBCQgJSUlLw1ltv4cSJE7h8+TJqamrw0Ucf4fbt2/jzzz81LsTxf//7X5w7dw6JiYmIiopCSEgIfH194ebmhqlTp2LcuHEYOnQojI2Nn/nuZen5l2nTpiEyMhI5OTl477338PDhQ66Lrsvoxx9/RE5ODhYuXAgjIyOl5WhtbY3Q0FDk5OR0m5DKmzdvZs9/woQJePToEQAybkmaLTJuSaRuJDJuCU3kwoULYBgGy5cvh6+vL6ytraGlpaWwg3ro0CG2vSQkJGDo0KGttqt3330XTk5O7HsMGjQIK1aswIULF3D//n389ttv0NPTA8MwGDx4MMrKynD9+nU2hLMiBAKBwjxQBEEQBNETqampQWxsLCICAhDH4yF33jyVzdvvV65E7rx5iOPxEBEQgNjYWNTU1HB+TQRBEJrK3r172XHNyZMnVT6urcZtcXExm2M0MTGR8+snuhalpaXw9vaGjY0NzM3NlUbIev/99ztzOq7bqbGxEe+//z5SU1Ph4uLS4u7XjkRfXx/9+/fH8OHDMX78eDg4OGDWrFmYP38+Fi9ejOXLl8PFxUUuApoyevXqhSlTpiAsLAyZmZmor6/HX3/9xXXxcq6//voLV65cwerVqzF8+HCl5de3b1/Y29vD09MTK1euRGJiIjIyMnD+/Pku1d+ur6+Xidqwd+9eAGTckjRbZNySSN1IZNwSmoBIJEJOTg6io6Ph6urK5lZqieHDh2P16tW4e/cu217Onz+vcueuoaEB169fR21trcKQR56enmoPWPh8PudlSRAEQRDPisLCQoSHh2O1ry/ieDyku7jgo1bCJn8UHIx0FxfE8XhY7euL8PBwFBYWcn4tBEEQmoyXlxcYhoGlpaVax7XVuJVIJHBwcADDMHB0dOT8+omuRUxMTKtj7/Hjx2vcDlpFunPnDs6cOQOBQIChQ4eqPHehpaUFIyMjDB48GFZWVrC1tYWTkxPc3Nzg7e2NwMBArFy5EtHR0diwYQO2bduG9PR0ZGdnIz8/HxcuXEBJSQlqa2vV+m6vX7+O/fv3Y82aNXB3d4eFhYVK56ujowM7OzuEhoZi7969qK6uxr1797gufs7U2NiIf/7zn0hOToaTk5PSjQ6KvvdBgwbBzs4OL7zwAvh8PjZs2ID9+/fj7NmzqKqqeqZtPTc3lz03U1NT/PLLL2TckjRaZNySSN1IZNwSPZ2qqiqMGjWq1U66g4MDoqKicPLkSXz77bcK28sPP/wAhmFw9uzZdre9Y8eOqW3czps3j/PyJAiCIIhnSX5+PsLDwxEREIAYJyfEOzggy80NpX5++CAoCLdCQ/FBUBBK/fyQ5eaGeAcHxDg5ISIgAOHh4Wrt7CIIgiA6h2bDx9PTU63j2mPchoaGgmGe5GqsrKzkvAwI7qivr8ebb76JAQMGwNjYGF5eXjAwMJAbb8+dOxfR0dHYsWMHvvnmm3aP+bujGhoa8M4772Dbtm2YMWMGu3Nd2WL3l156Cbt27UJubi7Onj2LK1eu4ObNm10qzVNZWRkyMzMRExODF154ASNHjlTJiNTS0sJzzz2HZcuWYffu3bhx4wZ+//13rr8iTvTTTz/hyJEjWLRoEQYMGKD2XJY0ZmZmmDhxIubOnYvg4GAkJCRgz549OH36dKf8Vi9YsID97PDwcDJuSRotMm5JpG4kMm6Jnk52drZcR7FPnz7sDtaysjK1VlIOHz4c69ata1e7O3v2rEye22bs7e2V5n9xd3dHcXEx5+VJEARBEM+awsJCxMbGqmsqhAAAIABJREFUIkwgQKSPD2KcnRHH48kR4+yMSB8fhAkEiI2NpZ22BEEQXQDpdDDx8fFqHdse4zYtLY099sCBA5yXA/HsuXHjBmJjY+V2XdrZ2aGwsBBTp06VeXzgwIE4d+5cu8b63VH/+c9/kJ+fj5CQkBbDDevr62P69OmIj4/H+fPnOf9+28PNmzeRnZ2N+Ph4eHl5YfTo0S2a1NKMHj0ab7zxBpszVRP1xx9/4MMPP8SlS5dw4MABrFu3Di+99BIcHR1VDlmtDFNTU9jY2MDNzQ3Lly/HunXr8MYbb+DkyZNtyll+9epVGBoasmb81atXybglaazIuCWRupHIuCV6OgcPHmTruJeXFz788EPcunULDMOgtLRU7TazePFizJo1q03t7f79+wgPD1er0zpz5kwcP36c83IkCIIgCC6pqalBRkYGoqKiIBQKEcbnIyIgAKv8/REREIAwPh9CoRBRUVHIyMjoUjm2CIIgNJmUlBR2bJOdna3Wse0xbouKithj16xZw3k5EM+O06dPY/Hixejdu7fCMfaaNWuQkpKCZcuWyb1GV1cXt27datN4v7uooaEB9fX12Lp1K6ZNmwZtbW2l8xEjRoxAYGAg9u3b98zD3D5rqqqqkJubi4SEBPj6+uK5556Dnp6e0rLh8XiQSCRcf51dUn/++Sc++eQTXL16FZmZmUhISEBgYCCmTZumVshtRZiYmGDcuHFwdXXF2rVrsX79eoSEhCAwMBB+fn7w8vKCh4cHZs+ejenTp8PR0VEmXdrzzz9Pxi1JY0XGLYnUjUTGLdHTkd5x+/LLLwMAvvjiCzAMg7KyMrXbTFpaGgwNDdVeXfnhhx9i4sSJMh3OllZ0Ojo64siRI5yXH0EQBEF0JUQiEQoKCpCZmYmUlBQkJycjJSUFmZmZKCgogEgk4vwcCYIgNBFlv8+LFy9mxzgFBQVqvWd7jNvq6mr2WF9fX87Lh+h8cnJy4Ojo2C5TyNDQELdv31Z7nqCr69dff8Xx48exfPlyDBw4UOn1GxgYYObMmVi/fj1FLpFIUFtbi+PHjyMxMRH+/v6YOHGiTJhlbW1txMTE4I8//uD6K+5W+uuvv/D555/j+vXrOHToEDZu3Ijly5djxowZGD58uMo5dQ0MDGBpadnm9k7GLUnTRMYtidSNRMYt0dM5fPgwW8djY2MBgN1xe+PGDbXbzM2bN8EwDN5//32VXt/Y2IisrCyZlbz6+vpITEyESCTCqVOnkJycDD6fjxkzZsDd3R2ZmZmclxtBELKIRCIUFRXh8OHDSElJwaZNm3DhwgXOz4sgCIIgCIJLWouIMNnWlh0H7dixQ62ICO0xbiUSCfT19cEwDGbNmsV5ORGdy40bN9hwqM0YGRmpZN6MHDkSAQEB2L17N7766iu15wi6oh4/fgyRSISkpCQ4Ojq2aIRZWVlh2bJlOHDgAEUsUYHDhw/D2tpapgwtLS1x8eJFrr/2HqMHDx7gyy+/RFlZGQ4fPoykpCSEhITAxcUFI0eOVDmstTTa2towMjLCkiVLyLglaazIuCWRupHIuCV6Orm5uWwdj46OBgB8/vnnYBgG5eXlareZP//8Ezo6OsjKymr1tXfu3IG/v79MZ9Ha2hqnT5/mvFwIglBMfX09UlNTsWzZMri7u8PW1haDBw9WGkJs4sSJiIuLw+XLlzk/d4IgCIIgiGeJTA5yb2+FOchtBwxg+00rQ0PVykHeXuO2eWeho6Mj52VFdC6JiYkyRmx6ejp+//13eHl5yfTd+/XrBw8PD7z22msoKirCzz//rPacQFfVTz/9hGPHjiEwMBBmZmYt7ip2dXXFq6++iosXL3L+3XVHRCIR1qxZwy4OaWbx4sX44YcfuK4KPV6PHj3Cv/71L1RUVCArKws3btxAbW0t3n33XXz88cf48ssvcfv2bfz73//GvXv3ZCLmSc+Dk3FL0jSRcUsidSNJ37DMzc1hYWFBED0K6TBAJiYmsLKyYkOp3Lx5k20Lt2/fxp49exAbG4tPP/20xXYzefJkCASCFl9TU1ODESNGyHXie3peGILo7qSmprYpzJKWlhbs7e2xfv16FBcXc34dBEEQBEEQnUl+fj7Cw8MRERCAGCcnxDs44KC7O8r8/PBBUBC+4PPxQVAQFkntTFs9dSoiAgIQHh6O/Pz8Vj+jvcatiYkJGIaBs7Mz5+VFdC4ODg5sXamrq2PH5d9//z327NmDvLw8fP7552hsbGzfJFoX0qNHj1BVVYXExESZ61fE6NGjERQUhMzMTNTW1nL+ffUUCgsLZXKmNs87vfXWW2hoaOC6ipAUiIxbkiaLjFsSqRtJ+ob10ksvgc/nE0SPQnqFLY/HQ0JCAtavX48tW7bgyy+/xL59+zBz5kyZ0EG9evXC1q1b8eDBA4XtJjw8HDY2Ngqfa2hoQEpKikzolj59+mDnzp2cDypaQywWo7CwEBkZGRQiidBYVq9eLTfRMWjQIDg4OMDHxwdr1qxBamoqtm7dCjs7O6VhmBwdHZGYmIjS0lLOr4kgCKI1ampqcPr0aaSlpWHt2rXYtWsX5+dEqE5tbS2GDx8OhmGQmpra4e9/9OhRdjKa7muERPLErAgLC8NqX1/E8XhId3HBx8HBuC0UyrFOylDa9PzziOPxsNrXF+Hh4a3uvG2PcVtfX89GTJk3bx7nZUZ0HCKRCAcPHkRycjLOnDmDU6dOsfVk7NixPcqcfVo//PADjhw5gpdeegn9+vVTatQaGRlhzpw5SExMpOh6nYxYLMbWrVthamoq8x04Ozvjww8/5LrKkJ4SGbckTRYZtyRSNxKFSiZ6Onl5eWwdj4iIwM8//4yMjAy4urq2mOeFYRjY2Nigurpart0cPnwYWlpa+P3332Ue//HHH+Hu7i7zHpMmTeqy4Yfq6uqQl5eH+Ph4uLu7Y0BTGLO+ffsiNjYWYrG4Uz6XJheJrkx0dDTbft966y38/fffLd5HP/74YyQlJWH8+PEKf0d0dHQwffp0bNmyBeXl5ZxfH0EQRH19PaKjo6Gvrw9nZ2cMGzZMYTj43Nxczs+VUI21a9eCYZ6k5FDUfzt//jySk5MRGBgIOzs7mdCOqpph06ZNA8MwCAgI4Px6CW6prq5GbGwsIgICEMfj4aiHB75fuVKhaXtbKETqjBlsfbvm64vcefMQx+MhIiAAsbGxLS4YbY9xW1ZWxh4bHBzMebk1Q2Oh9rNixQqlY/itW7d26JwZ13r48CFu3ryJV199FZMnT25x/mLs2LEIDQ3FwYMHIRKJOP+eNI2SkhK50Nx6enrYuHEj7t+/z3VVIjWJjFuSJouMWxKpG4mMW6Knk5+fz9ZxU1NTpXkqR44cCaFQiKCgIJndslpaWli9erWMSfvRRx+BYRiUlJSwj125ckUmLLOWlhZWrFjRJQdMRUVFmD17NoyMjFoc+G3fvr1TPp8mF4mW4HoyKz4+nq1vx48fV/l+2tjYiPfffx+vvvoqrKysFLapXr16wdXVFdu3b0dlZSXnZU0QhGYSFRXV4v2/mfT0dM7PlWidiooK9O3bV2nfLSsrq8XvWdW+VU5ODjsJXVRUxPl1E9yRkZGBMIEAMU5OSHdxadG0vS0UotDb+3+L4ubMwfcrVyLdxQUxTk4IEwiQkZGh9LPaY9zm5uayx27evJnzcmuGxkLtZ+nSpUp/027dutWhc2Zc6Pvvv0d2djb8/PzY33dF9OnTB3PnzsWmTZtw9epVzr8X4gmZmZlseq5mRo8ejdLSUq6rFglk3JI0W2TckkjdSGTcEj2dkydPKh3oWFpaYsWKFTh58qTMoDkvLw/PPfeczGuHDh2Ko0ePorKyEnV1dTA2NkZsbCz+9a9/yRg9DMNgwIABeOuttzi/dmUEBwcrHfhJTwwMHDgQFRUVHfrZNLlItAbXk1mvvvoq+34HDx5s0721sbER9fX1ePnll1kT+mkMDAwwd+5cpKWlobq6mvNyJwhCMzh//jx0dHRk8rEZGxuDx+MhMDAQPB6PfTw7O5vz8yVap9mINzc3R319vdzzmZmZ7Heqra0NKysrTJgwoU1mmK2tbY82g4jWEYlEiIqKQqS3N+IdHJSGR5bma4EABk0LYyPs7HBbKMRHwcGId3BApI8PoqKilC52bY9xu27dOvbYs2fPcl52EgmNhToCsViMf/zjH0rL6J133ungWbPO14MHD1BWVoZXXnmF/Z1VxnPPPQeBQIDs7OwuuUhcU4iIiMDo0aPh6+uL/fv3y30X1dXVWLlyJXR1dWW+v+DgYPz6669cVzmNFhm3JE0WGbckUjcSGbdET6e0tFRmB62FhQX4fD6OHz/eYihgkUiE2NhYGBgYtDhweprp06fj+vXrnF93S6Slpcmcc0pKCt555x08evQIALBgwQL2uaCgoA79bJpcJFqisyezxGIxAgMDYWZmpnQya/PmzTLm6iuvvIL//Oc/bb7PNjQ0oKqqClFRURg8eLDC8zYyMoKnpyfS09NRW1vL+fdAEETPRCwWY+rUqTK/P35+frh79y77m8Xn89nnTp06xfk5Ey1TV1fH3ltCQkIUvubcuXOIjo5GVlYWbt68CYmk7WZY82JFIyMjCv+voRQUFEAoFCLG2RkH3d1bNW2bmTZkCBiGgZO5OftYlpsbYpydIRQKUVBQoPDz2mPcenp6suMOrsutGRoLtQ2RSITMzEwEBgbCwsJC6VjA3t4ef/75Z7vnyZ6FvvnmG2RlZWHhwoXo06eP0mvq27cvPDw8sHnzZly7do3z74J4wtPzRH379oWPjw/27dsnY+KePn1aLsT1sGHD8Msvv3BdBTVWZNySNFlk3JJI3Uhk3BKaQEZGBtasWYN//OMfaudtvXDhApydnVs1bHV1dTs1L2xbyMnJYQ2qZnr16gVbW1uZkNEbNmyQ+V348ssv2V2MOjo6OH36dIecD00uEq3R2ZNZb7zxhlzb5fF4MoProqIi9OvXT+Y1pqamSElJafdE0OPHj1FWVoawsDC5ttmMiYkJfHx8cODAAVpFTxBEh7Jp0yaFvzu7d+9mf6cWLlzIPn7lypVW37OoqAiLFy/GsmXLemwuxa7M3r172e/r5MmTKh/X1r5VcXExuyAyMTGR8+vnmrq6Oly8eFGj7teZmZkI4/MRx+OhzM9PZeM2ycnpyaI4HR18FhKC20IhSv38EMfjIYzPR2ZmJiQSCVJTU5GUlMTi4+PD1lUfHx+Z5/bu3av0PMViMTvuCAwM5LzcmusLjYVUp7y8HNu3b8cLL7zQorFpZ2eHxMRE1NfXo6GhoV199c7U33//jZKSErz88suwsbFRej1aWlqYMGEChEIhjhw5grq6Os6/C0Ke1atXK/0OTUxM4OXlxS7Kra+vx8aNG2FsbMy+JiUlhesqqbEi45akySLjlkTqRiLjliBaRywWIz09HQKBAMuXL4e/vz8bYtDZ2Rne3t7Iy8vj/DyfxsvLq1XDuZn79+/L/DZITxBMmTKlQwxpmlwkWqKzJ7NEIpHS3LMjRoxAeno6W89LSkqwfPly9OrVS+Z1Q4YMwcWLFzvk/vvw4UNcvXoVoaGhSnNX9e/fH/7+/jh48KBCI/tZIBaLUV9fD5FIRLuBCaIbc+3aNZiYmCj9DWyWq6sr+3hVVZXS92uOTNK7d2/29WZmZti9ezfn16pJNPf1LC0t1TquPbsYHRwcwDAMHB0dOb/+zqa+vh5XrlxBdnY2Xn/9dURERMDHxweOjo6wsLCQierTkonYk0hJSUFEQADieDx8EBSksnH7QVAQ9JvKK93FhX0sjsdDREAAUlJSIJFIMKRpZ64q8Hg8pecpHaXl2LFjnJebREJjIVW4ePEi1q1bh+eff14uxGwzurq6cHNzw549e/D11193SL+8s/T1118jIyMDXl5eMDIyUlqXTU1NMX/+fLz++utdPnoX8T+ysrKUpsVpxtjYGC+++CLefPNN5Ofnyyw4IHEjMm5JmiwybkmkbiQybgmibVy7dg0Mw2DhwoUoKSnh/HwUkZubq/LEh46ODuzs7HDixAkAwP379zFq1Cj2eUVha9WFJheJlujsyazExESZxQiLFi2SawdOTk4yOdCKiorg7e0ts0Pd2NgYjY2NHXov/vvvv/H2229j6dKlSid1Bg4ciDlz5mD27NmYNWsWZsyYAWdnZzg5OcHR0REODg6wt7eHnZ0dJk6cCBsbG4wbNw5jxoyBlZUVRo4cCUtLS1hYWGDo0KEYPHgwBg4cCDMzM5iamsLExARGRkbo3bs39PX1oaurK3PdzTg7O2vUziKC6Cl4eHiw7XjUqFEwNDRk/3Z1dWV/j5rD+Wlraytt68eOHcO4ceOU9ik8PT1RVlbG+TVrAkOHDmXLXJ3j2tO3Cg0NBcM8STdQWVnJeRl0Blu2bIGVlZXcAq7W2LFjB+fn3tkkJydjlb8/4ng8fMHnq2zc3hYKsdDa+slvzrBhuC0U4lZoKOJ4PKzy90dycjIkEvWMW3NzcwQHB7OmrzS+vr5gGAY2Njacl1kzNBZSzvHjx/Hcc88p/a5NTEywZMkSnDhxAnfu3OnQfnhH6q+//sK1a9cQExPT4n1SW1sbdnZ2CA8Px9GjRzlboEm0n6qqKgQFBSkcNz2NkZGRzIKfjz76iOsqq5Ei45akySLjlkTqRiLjliDazpo1a9C7d28YGhqCz+d3WQO3rKwMmZmZiI6Oxrx589hJPkX06dOHDTF18eJFGdOoqKgIycnJyM3NbdN50OQi0RKdOZlVWVmJgQMHsq+rrKwEAPB4PLk20L9/f7mQZK+++ir7/IQJEzr1vvznn3/izJkzWLx4sdo5tp8Vr7zyCuf1hSAI1amrq2vRgFq0aBEAoLGxUebxKVOmyIQ/rqiowJIlS2QmJ7W0tBAREcHmkpTuN6Snp3faNdXW1rK7XFJTUzv8/Y8ePcqaBV01BPSlS5fY8o6Pj1fr2Pb0rdLS0thjDxw4wHk5tIX6+nq89dZbePvtt+WeS05OVule2LdvX9jZ2ck9vmbNGs6vrzNp647b20IhLjaFPdbR0kLdkiUKd9xKJBLExMSoZIJIM3XqVGRmZkIsFqOiooINrbtt2zbOy6wZGgspR1GffMSIEVi7di1KSkrw4MGDTu1/t0e3bt3Cvn374OnpKROF4mnMzMywYMECbNu2rcvOGxBt5+jRoxg9erRav1uJiYlcV1+NFBm3JE0WGbckUjcSGbcE0T5KSkoQEhKC3r17w8jICAKBoMtO8ElTUVGB7OxsxMfHY8GCBezKT1NTU3Y34aNHjzB+/Hi5AYaOjo5Kee+koclFojU6czJr1apV7Gt8fHzYe2BCQoLCSRXpkMD19fUYO3Ys+/zp06ef2T367t27OH78OLy9vaGnp6fWRICOjg709PRgYGAAIyMjmJiYoF+/fhgwYAAGDx6MoUOHYvjw4Rg5ciSsra0xZswYjB8/HhMmTICdnR3s7e0xZcoUPP/883B2dsaMGTNkJqtpNx1BdC8EAoFS85bH4+HevXsK87VZWlqioKAAu3btwqBBg2Ses7W1RU1NDYAnpu+RI0fkQr97eXnhxo0buH79Og4dOoSNGzdi2bJlmDlzJvh8fptz961duxYMw8Da2lphOofz588jOTkZgYGBsLOzg76+vtp9iWnTpoFhGAQEBHD+/SkiJSWFvabs7Gy1jm1P36qoqKhbm5QikQhz585l75VRUVHsbrfs7GyZ++348eOxYMECREVFYffu3Th37hzeffddmR1/f/31F4KCgthjtLS0cPnyZc6vs7Noa47bZjxHjgTDMFg+frzCHLd1dXVKU0g8jZWVFfz8/GQes7Ozw4svvsg+31V2MtJYSDnSvymDBg3C66+/jn/+858dHuGmo/Tnn3/i8uXLiIqKatGo09HRweTJk7Fq1Srk5eV1mbpIdB61tbUIDw+XC/M9YsQI+Pr6yqWs8Pf357o6a6TIuCVpssi4JZG6kci4JYiO4fr16wgKCmJNEn9/f8TFxWHHjh3Izc3FlStXuuxgrbKykv0dcHJyAgDcuHGjxYmSc+fOKX0/sViMqqoqXL16FWfOnMG5c+ewfft2mlwklNKZk1nXr19nww/r6Ojgk08+Ye+Bu3fvlqnX/fv3l8uDJl13HRwc2B3pz1r37t3Dd999h9u3b+Onn37Cr7/+it9++w3//e9/ce/ePfz11194+PBhp57f0qVL2bJYtmwZ5/WGIAj1EIlEOHXqFF5//XUZo4lhmBZ3CT29cKR3797YsWMHHj58KPc78d133+GFF16Qm7xW9t45OTlqX0dFRQVr7ChK5SCd21IRqvYlcnJy2OsvKiri/Pt7mpiYGPaaCgoK1Dq2PX2r6upq9lhfX1/Oy0Ed6urq5OonwzwJI3vo0CEZw3DlypUqG0dlZWXscX379kV1dTXn19pZFBQUQCgUIsbZGQfd3dU2biv8/aGrpYVe2tpInT4dMc7OEAqFbB3Ozs5my3Ls2LEQCoWIjY3Fa6+9hh07duDAgQM4evQoCgoKUFxcjKSkJFg3hWB+Gj6f32XGX7TQQjmRkZHsOSYnJ3d097XdamxsxGeffYb09HR4eHi0GBFnwIAB8PLyQmpqKi1y1GBOnTqFiRMnytQNS0tLXLhwAUVFRQgJCcGcOXMgEom4rt4aKTJuSZosMm5JpG4kMm4JomMpLi7G8uXLYWlpKbO7o3nicsiQIZg8eTI8PDwQHByMdevWYdeuXcjLy0NxcbHCXSOdTV5eHnuOoaGhePvtt1uc8NTW1sby5cuxcOFCuLu74/nnn4eNjQ0sLS1hamoqt8KUYRiZnbs0uUg8TWdOZgUEBLDPh4WFsfe/4uJimRyPzaZxTU0Ne6xIJIKlpSX7/LVr1zi8Y3Ovb775hp2s0tXVbXEBB0EQXZ/w8HBoaWkpNTyennRkGAYvvPACvvrqqxZ/KxobG5GTkyO3s0QR+/btU/u8o6KiwDBP8lsqMmUyMzNl+ixWVlaYMGFCm/oStra2YBhud92KRCIUFBQgMzMTKSkpSE5ORkpKikze4uvXr6v1nu3pW0kkEraPO2vWLM7rsarU1dXJhPTW09NTWv/d3d0VLkxQpAcPHsjk5kxMTOT8Wju7PkZFRSHS2xvxDg74ODhYbfN2j6srVtvZIXDcOET6+CAqKorNqR0cHMyWZW5urkrfwaNHj3D8+HGZdt7MqFGjsHXrVqU5uzu6bBS11czMTISEhNBYSAFisRijRo1iz7G1+8uz0r1793Dx4kWsXr1a5vyeRkdHBzweD2vWrMGJEyc4GcsTXZO6ujrExsbKzQmFhobiP//5D9dVXKNFxi1Jk0XGLYnUjUTGLUF0HmKxGCUlJTh+/DjeeOMNrF+/HqGhoZg/fz54PB4sLCzkdrH06tULw4YNg4ODAzw9PcHn85GQkID09HScOHECpaWlHT4glM7llZqaipdeeknmnHR1dbFp06ZWJ19ljmEYmDIMzJr+7Sc1ebtjxw4Zc6w1NHFyUdPorF1D58+fZ3d6GRoa4ocffgAAHD16VOECg2aWLl2KM2fOYMOGDexjrq6uXTZk27NUYmKiTJlwXXcIgmgfJ0+ehKurq9zvYEJCAr788ks2/zjDMNiyZQtqampw5coV5OfnIyMjA9u3b8crr7yCsLAwvPTSS5g7dy6mTp2KMWPGKPx93bZtG/z9/dm/1Q3dWVdXh8GDB4NhGISEhCh8zblz5xAdHY2srCzcvHkTEknb+xLx8fFgGAZGRkYoLy9/pt9NTU0NMjIyEBUVBaFQiDA+HxEBAVjl74+IgACMlwrjv2/fvmfat2rOG+/o6Mh5HVaF+vp6mbqsp6eH/Px8LF68WK6O2tjY4Pfff1f5vrhz50722IkTJ3aZHZ6dSUZGBsIEAsQ4OSHdxQXfr1yplnH7/cqVSHdxQYyTE8IEAmRkZLDv3WySaWlp4ZdfflGrj9LQ0IBz587BwcFB7nu1sLDAhg0b1GonqtJaWw3j8zFp0qQ2z7v05LGQ9ALiGTNmqNst7VD98ccfeOutt+Du7t5iXvjBgwfD19cXO3fufOb3BaL7UVhYiKlTp8rVo/z8fE7ruyaLjFuSJouMWxKpG4mMW4Lglvr6ely7dg3Hjh1DWloa4uPjERQUhLlz58LOzg6DBw+WCzFoYGCAESNGwNHREWvWrGm3kSsUCtn3dnZ2xuTJk2U+U0tLC3369GnVrDXQ1cUwhsEUhoHLU0zo14993crQUMTGxqKwsFCl89O0ycWeSku7EHx9fdnvuCN3DTXnsGMYBq+99hoaGxtlFiowzJPdWMrqtPTCitraWq5v2V1Cf/zxB4YMGcKWS3NOOoIgujdFRUXg8Xjy9/YWQkK2hcrKSqxfv77NvyF79+5ljz158qTKx7W1L1FcXMz2iZ7lTsrCwkLExsYiTCBApLc3YpydEcfjyWDf1L9hGAahQUHPtG/VvJva2dmZ87r7NGfPnsXs2bMxZ84cCAQCbNmyBd7e3jL1cPTo0TA1NZWrn8OGDcPXX3+t8j3xu+++Y9MxaGtrIy8vj/PrfxbU1NQgNjYWEQEBiOPxkDtvnsrm7fcrVyJ33jzE8XiICAhAbGwsa6bW1NSw34WOjg5OnDjRpr5KY2Mjrl69ihkzZsh9xzwer0PLQpW2GsfjYWLTghOGYRAdHa1yW5VIevZYaNmyZTL3Ay706aefYu3atUqjROjq6mLq1KlYu3YtTp48SbtqCbUQi8UyC4ekycvL46TOa7rIuCVpssi4JZG6kci4JYiuj0gkwqVLl3D48GGkpKQgJiYGgYGBmDlzJhiGwebNm9v0nkePHkVsbKyMCaNowtbCwgI2NjYYNWoUBg0ahNGjR8PW1hb29vawsrJC3759MbhXLzzPMJjNMPBnGKxiGKxjGGxgGGw1NoaTVEja5WPHItjLC2FhYcjPz2/1XHvy5KImoMouBOlQ2s27o1RFeleoQw+UAAAgAElEQVRsZGQk+3hubi77+MCBA/Hbb78hPDxcpn6PGTNGpVCe3t7eXN+uu5QOHz7Mls3YsWNRV1fHeT0jCKL97Nq1q0OM2uYFXxYWFhg3bhz6SS3eev/999ldrAzD4ODBg2qdY/Pkp6WlpVrHtacv0bx771mZHvn5+QgPD0dEQABinJwQ7+CAg+7uKPPzwwdBQfiCz8cHQUHg29iw1ySwt0dEQADCw8M7vW9VX1/PLnqaN28e5/VWmpMnT6J///5trrvOzs64d++eyvdD6d3jBgYGMDY2hqWlJa5du4bDhw9j6dKlaqeA6C4UFhYiPDwcq319EcfjId3FBR+1Ejb5o+BgpLu4II7Hw2pfX4SHh8sZmPPnz5f5Tnbv3t2uPktFRQXmzZsn854dlYNY1bZa5ueHOcOH/6+9Llqkclttb3uVSLrWWKikpATZ2dnYu3cvUlJSYGZmBoZ5EnXqt99+a9d3rY4eP36Mt99+W65uNGNubo5FixZh165dqKio4LzciO5LS2motmzZ8szqPOl/IuOWpMki45ZE6kYi45YgujcLFiyAoaFhq6u2y8vLsW/fPqxYsQJTpkxhJ2Z79eoFKysruV29qmJoaAjbgQOxeOBAxI4cifUMgyQFzJY6Zh7DYBbDYKi2Nvr16wcnJyesX79eaWi5njq5qAmougthstTigcjIyBbrc01NDQ4dOoTw8HA4ODjI1N3+/ftDInmysll659jOnTuVrnRWxMaNG2HTNCHet29ffPTRR1zfrruUGhoaYG9vz5bXpk2bOK9rBEF0DJWVldi3bx+Cg4MxceJEWFtbw97eHjNnzoSnpyeWLFkCoVCI2NhYbNq0Cbt27UJmZiaOHz+Oixcvory8XO5+PmfOHPb34ptvvkFsbCz7t7qm1tChQ8EwDDw9PdU6rj19idDQUDDMkygMlZWVnVr+hYWFCAsLkzHDlOUQTZXaTRjv4NCiGdaR5VFWVsYeGxwczHmdbeb48eNt6stOmTJFpo4uWLAAjx49avVeWFxcrNL7Dx48mPOy6SwUGZdZbm4obTIub4WG4oOgIJT6+SHLzQ3xDg6IcXJiFxko2jUvEolkIrEwDIOXX34ZDQ0N7eq7jG0KLW5kZPTM2+ptoRDrpMI3r5wwQeW22t722pXGQsePH2d3qD+Nr69vu75fVfXvf/8bO3bswIgRI+TOQV9fHwsXLkReXh7tqiU6DLFYLJN/28jICC+++CJ27NiBP/7445nUe5KsyLglabLIuCWRupHIuCWI7k15eTksLCxga2sLkUjEPl5UVITk5GT4+/tj7Nix7IC9X79+cHV1RXR0NI4cOYLa2lpIJBLcuHEDubm52LZtGyIjI+Hr6wtHR0cMGzasRVPXtMmEDWQYbFJi2iYxDF6UOias6fWzmo5vfnzPnj0Kr7EnTi5qAursQvCxsmK/p2ULFsjsQhCJRMjJycGqVavg6OjI5ulShLm5OSQSCdLT09nHxowZI5e3uSUsLS1x//59NDY24uOPP8bt27e5vlV3Sd24cYMtMzMzM7V3ShMEoTlI53b7448/sHbtWvbv3Nxcld/n0qVL/zMq4+PVOof29CXS0tLYY9XNyasO1dXVMuFnj3p4tBh+tlAq/O9bc+YoDT/b0eUhHdGiLVFfOoONGze2ybQdNmwYfvjhBwgEApnHV6xY0Wpe+5CQEJU+w9bWlvPy6UxkFun5+ChdpBfj7IxIHx+ECQSthvUWi8VyUVKWLl2KBw8etLnf0pz2ZcSIEc+8rT690GKLk5PKbbW97bWrjIWqqqrY/MWKKC4ubvN3q4okEgn4fL7CqBIWFhaIiYlBaWkp5+2J6JkUFhbCUCoCWVvDwJM6RmTckjRZZNySSN1IZNwSRPfn8OHD0NHRwbx58+Dh4YHBUjmULC0t4eXlhcTERBQUFLRp9XBdXR2KioqQlZWFpKQk+Pv7g8fjYeigQZilp4eFrZi2SQwDgdTgeHHT6xcyDKZpaUG76fGoqCiFn9/TJhc1AXV3IUhPZi0bNw5LXF3h6OgIe3t79O7dW+UJ2NDQUNTV1cFKygg+e/YsevXqBYZ5Er5T+vXW1tbs/729vVFSUkIrn9XQwoULZSa5ua53BEF0TcaNGweGeZInsLGxEZGRkexvx7Fjx1R+n5SUFPY4dXfqtqcvUVRUxB67Zs2aTiunjIwMhAkEiHFyQrqLS6tG0NcCAQyaFtdF2Nnh+5Urke7ighgnJ4QJBMjIyOiU8li3bp3MPZbr+iWdh7glBg4cKHPfNzQ0xLvvvgsA2Lx5s9zrk5KSWrwH5ufnw8jICCNHjkR0dLTCfKoMw6CoqIjzMupsVEmLIRQKERUVhYyMjFaNymY2btzILj5lGAbu7u64e/eu2v2Vu3fvsu8xZcqUdl+vum1V0UILVduqRNIzxkLSYcVtbGzYiA1ZWVmora1tSze0Vf3999/Iy8uDk5OTwrbp7OyM9PR0SvlBPBOk7zP9+/dXKbIDqXNExi1Jk0XGLYnUjUTGLUH0DFavXg1dXV3Y2tpi+fLl2LVrF4qLizv8c6RXv1swDPz698cpe3uUzpyJSjc3XJ8+Hefs7HB01CjsHzAAKfr6SGIYJDIMdJuOm9Zk5m7Q1sZLAwbAoulxPz8/VFdXy03m9KTJRU2gLbsQpCezZmppye3Glmb48OEIDg5Gdna2XJizpKQkvPbaa+zfTk5OePz4scL3GTp0KM6fP8/+ffToUa5vyd1Ot27dgp6eHhjmSXg5TZicJghCfYY0hcMfOHAgACAiIoL97c3Ly5N5rUgkQkFBATIzM5GSkoLk5GSkpKQgMzNTZodjQUGBWufQnr5EdXU1e6yvr2+nlJFIJEJUVBQivb0R7+DQ4mInaaY1la2TuTmbQzTewQGRPj6IioqSicbSUeXh6ekJhvlflAuu2b9/v1Kztjm09tNoaWnh/Pnz7P3syJEjCl+XlZXFvqaoqAhnz56V24nb2Ngos6hAGnNzc5w+fVrheYvFYjbyTU+hpfZbUFCgtD62xO7du2Wirdjb2+PHH39U2C9pbGzE48eP8eDBA9y/fx93797FnTt3UFdXxx4/f/78dl9jW9rq0wstVG2rEkn3HwtJR8IxMDDAxx9/3Am90v/pu+++w8aNGzFo0CC5NmlsbIylS5fi3LlznLcXQnOorq7GzJkz2XpoamqqVj51UseKjFuSJouMWxKpG4mMW4LoOTyL1cKzZs3634p1hoE/I7uzdnefPsgdORIXHRxQ6+GB6rlz8WbfvkhiGIxoOm6E1Ov9m95HekCto6MDoVDIfmZXnlysra3F8OHDwTAMUlNTO/z9jx49CoZhYGJi0m3Cd7VlF8LXAgF6Ne2omMY82Y39PMNAu2lF8tKlS3Ho0CF88cUX7IRpamqq3GTMhg0bMHDgQPbvmzdv4v79+3Kv69u3L/7v//4P+/btYx/79NNPOb4jd0/FxcWxZfjCCy9wXv8Iguh6NOc07N+/P9LT02V2JjaHxVdlx96kSZPaPG5pT19CIpGwxtGsWbM6pYwKCgogFAoR4+yMg+7uKhlBt4VCJDXtJDPQ0cFnISG4LRQiy80NMc7OEAqFrMGdmpqKpKQkFh8fH7Y8fHx8ZJ7bu3ev0vMUi8VsZJfAwEDO65ZEIkFMTIzcfT44OJi9T/Xv31+hqZqeno47d+5gz549bP5ThmFkItdoa2vjwoULqKmpYR+7evWq3L3QxcVFqXlsZGSE/fv3s+dbWVkJb29vaGtrw8zMDBcuXOC8DLs6OTk5MDExYcu0d+/e6NevH0xMTGBoaAh9fX2Vdl0zDIOgoKB2nUtb26qihRaK2qoiuvJYqDWKi4thZmbGnv+BAwc6pT/a2NiIGzduwM/PT2FdGD16NDZs2NDpecoJ4mlu3rwpkzLCwMAAly5d6pR2QFJNZNySNFlk3JJI3Uhk3BIEoQ6FhYVgmCe7Z10YBquYlkMkSzOv6bdGl2GQ0PTYqqb30X1qcK2rq4tNmzZ1+cnF5jx91tbWCsNQnz9/HsnJyQgMDISdnZ3MjgFVJ16mTZsGhmEQEBDA+fffGm3dhXBbKMRoXV3W2M8ZOxbhY8ci2s8PqampcqGkPvzwQ4Xhj+fMmcP+39vbGwDw22+/ydQtfX19VFRUAACCgoLAME9CipPapjt37shMyKmTr5IgiJ5PfX29XJh6aU6dOiWbI9PbW2mOzIlShlp0dHSLOTKfpr3GbfOiIEdHx04pp8zMTITx+Yjj8VDm56fyvfODoCDoN5kU6S4uuC0UotTPD3E8HsL4fGRmZkIi+d+uZ1Xg8XhKzzMrK4t9nTphrjsTLy8vuWuYOXMme5+aPHmy0mtVVDeTkpKwbNkyGZNQ+nXTpk0DADx69AhpaWng8XitlqmOjg7Wr1+PhIQE9O3bV+a5tLQ0zsuwO3DmzBkZU72ttKX9d0RbVbTQQlFblUh6zkILsVgss8vQ09Oz1dzR6uqPP/5ARkYGJkyYoLDdzZ07F4cOHWpTuiCCaC9FRUWwtbVl66SxsTFu3LjRoW2ApL7IuCVpssi4JZG6kci4JQhCXbZv344F06djrp4e1qlh3K5jGOg0/d4slHrMhVEeFrcrTy5WVFSwk2/bt29v8fPbM3GUk5MDhmGgp6fX5UPRtnUXQt38+ayxr8cwuJuQgDP+/kiaPx9JSUn47LPP2PtWfn6+TIjk0aNHs//XbTJ/tbS0sG3bNly5ckXGuNXW1sa5c+cAPFmZP2zYMNYAILVd0mEq7ezsaHKMIAgZpHeaSNOnTx8cOXIE4eHhiAgIQIyTE+IdHHDQ3R1lfn74ICgIX/D5+CAoCGV+fpjTFOGCYRgIFi1CeHg4u2O3Ndpr3Dbv9nN2du6UMkpJSWFTDHwQFKSWGbSwKW+r67BhrJkbx+MhIiAAKSkpkEg6zrj19fUFwzzJUcl1vWrmueeek7sGBwcHCIVCvPzyyxg1apTK171jxw6IxWLU19fDw8ND4evc3d3x3nvvqWTYqkJoaCi8vLwQERHRplDCmsTly5fh7u4OCwsLWFpaYtSoUbC2tsbYsWPx3HPPYeLEibCzswOPx8OUKVPw/PPPw9nZGTNnzoSLiwsEAoHK+XU7o60+vdBCUVvtyPbK9UKLDRs2sJ8/cOBA/PTTTx3W9/z000+xdu1amZ3YzZiZmUEoFOLKlSuc11lCMxCLxSgqKsKuXbuwcuVKzJgxQ2ZhK8M8CY8sEok6rA2Q2i4ybkmaLDJuSaRuJDJuCYJQl+TkZKzy90esvT0uPP88Ug0MVDZvJzb93lg3/f0q88S4NWvjZBeXk4tRUVFgmCehx+rr6+Wez8zMlDEMraysZFaDqzNx3LxSt6vvum3rLoTsYcNkjP2jCxfig1WrkOTigqQNG2RWJpuamqpcP1xcXAAAAoEAAwcORG5uLvs+5eXl7OvEYvEzvvv2LD169Ehm4nzbtm2c10WCILoOIpEIBw8exO7du5GcnIzExESsW7cOBw4cQFhYGFb7+iKOx0O6i0uLkRrWOTiwvzMrJ0zAal9fhIeHq7Tztj3GbX19PbSbwvnPmzevU8qouW8Vx+PhCz5fLTPoYtNuPB0tLdQtWYJboaGI4/Gwyt8fycnJHXaOFRUV6NOnT5f6na+vr+8Q83TBggVyi45qamoULjro379/i2F558yZI7erVlX8/f05L1OiZdrTVp9eaKGsrfaEhRYFBQUwMDBgz/PixYvt7m82NjaiqKgI8+bNU1gWkyZNwrZt23pc7miiayEWi3HhwgXs3LkTfD4fzs7O6NevX4vtdNCgQfjnP//ZAaMuUkeIjFuSJouMWxKpG4mMW4Ig1OXpleZfh4Sg0s0NN1xcUO7qinJXV1TMno2K2bNxc84cVLq5odLNDVXu7shqmgDT0dJCwcyZuDp7NlZYW8Nn1iyZ3HUMw2Dnzp0qn5NYLEZNTQ3Kyspw48aNTp9crKurY0OPhYSEKHzNuXPnEB0djaysLNy8eRMSSdsnjuPj48EwT/KklZeXc14HVK0bKu0+8PNjjX2enh4YhoGHtTX+vW7dE+N27VqcOnUKAPD++++rNQHabNwCQENDg8z9LywsDAzDYOrUqc/ytttjdfnyZbbczc3NUVVVxXl9JAii61JdXY3Y2Fj2nnHUw6PVnOipUrlxtzg5sTvVYmNjW91F1x7jtqysjD02ODi4U8qjPbv4bguF8Bw5EgzDYPn48Up38bWXyMhIMAwDKysrhQvWuKCoqKhDjFuGYeDl5SW347W8vBxjxoxReoyVlZWMOcUwDAQCAS5fvqx0p3lrxMfHc16uhHLa21alF1pca1q00tFtVSLhdqGFSCSCjY0NW6cjIiLa3c/87LPPMHfuXLn2oq+vj4ULF+L48eOc1w2i5yISiRATEwNHR0eVF+aYmprCzc0NCQkJ+PbbbztgtEXqKJFxS9JkkXFLInUjkXFLEIS6tCe309OTi9K5nXbs2CEz2FGUR+7kyZPg8XiwsrKChYUFzMzMYGhoyO6EYZgnYXInTpzYqZOLe/fuZT/v5MmTKh/X1onj4uJidndHYmIi53VAGW3ZhXBi7FjWuM1uyv2lo6WFj1evfmLcRkbi+PHjePDgQYt56tjJ/C1bWr333b17l925m5+f/wzutj1fjY2NMjsgVq9ezXl9JAii65KRkYEwgQAxTk5Id3Fp1bS9LRSi0Nub/Y15a84cpLu4IMbJCWECATIyMlr8vPYYt7m5ueyxmzdv7pTyaG/fqsLfH7paWuilrY2T8+crzJvZHiorK9n7Znp6Ouf1p5nq6mp2IV1kZCRqa2tRUlKCt99+GydOnMChQ4eQnp4OFxcXlSba16xZI/cZV65cgbm5uczrdHV1ER4ejtraWpl8uAzDYP78+ZBInizyW7NmTYu7cxWho6ND4/IuTHvbqvRYaMGoUR3eVpvhcqGFQCBg6/PYsWNx7969Nvcv79+/j9deew29evWSaScWFhaIiYlBaWkp53WC6PksXLiwxd9tMzMzzJs3DwkJCThz5gy++uqrDs/nTOo4kXFL0mSRcUsidSORcUsQhLq0NY+posnF1OnTEePsDKFQiIKCAplwqzo6OjLhD69fv44hQ4Zg5MiRCAwMBJ/PR0REBGJiYpCQkIAtW7Zgx44dCA8PZ98jKCioU/Jtenl5gWEYWFpaqnVceyaOHZpCRCoytLsK6u5C+GL5cmzV1kYSwyBFXx9/JyRgUVMdCJk0SWbH7aFDh5QOlg0MDDB37lwcOnRIpUHy9u3bwTAMrK2tcfLkSaSkpKC6upoG2O3UBx98wC6iMDQ0xNWrVzmvkwRBdD1EIhGioqIQ6e2NeAeHFsMjS/O1QACDJhMsws4OHwUHI97BAZE+PoiKimoxP2h77r/r1q1jjz179mynlEl7+1a3hULscXVFHI+HVxwcZPpWHXF+p0+fhlAo7JK7QcvKynDu3LkWX/Pyyy+rZJpGREQoPL6qqooNhWlnZ4fTp0+zz125ckXmPaysrGSOzc3NhYWFhdxnmZubY+jQodDS0pJ7Ljc3l/NyJRTTEW21eSykq6WFFU35mDuqrUok3C602L9/P9sX1NXVhUQiaXO/8vLly7CyspJrN6mpqairq+O8LhCaQWpqqkwdHDRoEObPn4+NGzfi3Llz+Oabb2gM2c1Exi1Jk0XGLYnUjUTGLUEQ6tLWCdenJxdX29khcNw4mQnX69evw8LCAjo6Oujfvz8cHR0hFoshEonA4/HQv39/FBUVtXh+p0+fxtKlSzF27FgwzJNQuB090Tp06FAwDANPT0+1jmvPxHFoaCgYhoGenh4qKys5rweKUHcXwgUej91tW+zsDCQl4dPISOhqa0NPWxuxTk5sjts333yTLTstLS3weDysX78eJSUl+Ouvv5Te5xoaGvDFF1+gsLAQycnJ8Pf3l9v9YmhoCIZhMHHiROzduxd37tx5hnfinqWIiAi2XH18fDivkwRBdD3aY3xMa8r96GRujttCIbLc3FQyKdtz//X09GQNg84qk47oW90WCtUyszUJn6bwtNLG6L59+5CWlsbmXU5NTW0xN2Z9fT3efvtthQsCFy9eLPP+Tz9fXl6OF154QeY1zbvEq6qqkJeXh+TkZISFhWH79u2clxehnI5qqynTp2PakCFYNHNmh7dVVRdaiMXiDtuNW15eDn9/f5mFCNu3b29TX/Lbb7+Fn5+f3E70kJCQLjsGInomFy9ehLGxMVsPVV0kTOraIuOWpMki45ZE6kYi45YgiLbQlhCH0ny/cqXSEIdVVVUoKSlhwxFv2rQJixcvhq6uLrKzs9U6z3379mHYsGHQ1dWFQCDokLybly5dYn831d150p6J47S0NPbYAwcOcF4HFKHOZPw3fD5S9PWRxDDYoqWF/8bGAklJQFISji1cCH8bGwicnJCUlITPPvsMDx8+xIkTJ3Dq1Cn8+uuvSu9rX331FXbt2oWQkBA4ODigd+/ebLmZmprC3t4eDg4O8PPzQ3l5OX799Vc0NDTg2rVrWLRoEXR0dNC7d2+EhoaitraWBudq6pdffoGJiQlrsFPOMYIgnqY9oUaTmkLqG+jo4LOQEJmUC9KhRlNTU5GUlMQibdz5+PjIPLd3716l5yoWi9lQvIGBgZ1aLp3Zt9J0pM0kZ2fnDn//CxcuyJhMinYDisVibN68GZaWlvDy8uoyeYIJ9ekJbfXatWsY0rQQhmEY7Nixo827WNPS0jBw4ECZNuDh4YHHjx+r1Yd8+PAh0tLSYGRkJPNePB5PZpe7qtTW1mL48OFgGAapqakdXoZHjx4FwzAwMTGhkM09EJFIhEmTJrH1MOD/2TvvsKiu9I+foVkoNixYUEHRoJI4KCIqqBBUjCAiAYwgbSgiVbCFiEYUEGOwEbChRgOoKLHGgoICAjOb7Ma4GxPT/Gk2RU3RmBiV7+8P4e4MzMAMDFwG3u/zfJ7NytyZW86995zzPe/7ennRuLCdiIxbUkcWGbckkgaJjFuCUJ3y8nLk5+fj5MmTKCsr431/+DoHsbGxXFrcfc7OSk9a3AkOxj5nZ8QJhQjz8kJsbCzKy8vl/o6LiwtX06iptV1LS0shEomgq6uL/v37NztlWEpKCvfcVNVIrmvcnjlzBiKRCJs2bWp021OnTnHbyqvB1hZQJQrh4uTJXLTt0dGjOdMWSUl4sGwZ3p46FUlBQUhLS8PTp08bfJc9f/4cZ86cwezZsyEQCNClSxfY2NggICAA77zzDs6dO4c7d+4oNdj+/vvvkZycjMGDB3MpEbdv345ff/1VPS/eDqCNGzdybXXQoEE4efIk722TIIi2g6pp9aW57uuLTjVZEzIcHHDd15frT6SkpHC/IW1INIZQKFS4r9nZ2dznDhw40KLnpbX6Vh0RT0/PFr+OtTUQBw8ezPvxEi1Le7hXc3Jy5D4P/f39ZUrVNMTp06cxderUellsNm/e3Gjfva6uXr2K0aNHy3xXz549sXbt2iaXvYmKigJjL0qjyPuO48ePIzk5GT4+PrCyskKnTp1UXmA7ceJEztTju11qAqdPn24ws0FbQSwWQyQSce1hyJAhlJGpHYmMW1JHFhm3JJIGiYxbglCOqqoqZGdnw93dHYaGhtDR0UGfPn0gEAhgYmKCCRMmwNPTE0uXLkVGRkaHqO1YWFiI0NBQLHZ3R5xQiAwHB9xoJF3YDT8/ZDg4IE4oxGJ3d4SGhjY4OXDx4kX07dsXb7zxRrP399ixY5gwYQIYY5g2bVqjKZcrKipQUFCArKwspKSkIDk5GSkpKTLp8FStRyVt3I4ePRra2tocmzdvbnDbsrIyblt3d3fer78ilIlC+PKNN/COoSFn3N4ViTjTtnr1auyfOxdJzs5IevNNXLx4UeE77N69e0hPT+fqX40dOxa7d+/GH3/80ez347Nnz3D27Fm4u7tDW1sbXbt2RWBgICorK2m1dSP666+/MGLECK699u3bV6212wiC0GySk5MR7umJOKEQtwICVE4xOtfcHIwxTB04EF/6+yNOKES4pyeSk5O531CXcevu7g7GGCwtLVvl3LRG36ojcurUKcydOxfr1q1rsd+orKxEZmYmLl68yPvxEi2Ppt+rYrEYNjY2Cp+L1tbWWLt2rdxsRZWVlVi2bFm9yFgXFxd8++23KvUZf/rpJwQEBMh8j0AggKenJy5dutTk4yspKUG3bt1Qm7K57t+lF+XIQ1njds+ePWDsRSmbxsaWHZljx47Bzs4OjDH06tULYWFhvD8rxWIxCgsLsW3bNqxYsQK+vr6YNm0aLCwsZNIja2tro7y8vIVGTSQ+RMYtqSOLjFsSSYNExi1BNExubi78/Py4NHnKoqurK5Oyr72Sm5uL0NBQhHl5IcbWFvHW1sh2dESRhweu+/riS39/XPf1RZGHB7IdHRFvbY0YW1uEeXkhNDQUeXl5jf6GOms+icVibNiwAcbGxujcuTOioqLqfX95eTkyMzMRGRkJkUiEkIAAhHl5IdzTE2FeXnhlzBiZtGLKrpKvqKiQMX27d++OuLg4XLp0CdOnT4eenl6jbaZ2Jbi9vT3v114RjUUhfOLmhrQuXTjTNmfwYBnT9qSPD5IcHJAUFYXNmzfjr7/+qvfuqqqqwqJFi9CpUyfo6elh4cKFLZrW+O7du1i3bh1MTU3BGMMrr7yCzMxM/Pbbby3ye+1Bt2/f5upM10ZNfPDBB7y3T4Ig+Kc5Ebd3RSKcrEl7rC0Q4FyNaVI34lYdlJSUwNDQEIwxrF+/vtXOT2v0rQhCk2krKXDbw7165MgRaNdkMZCHvr4+3N3dkZOTA7FYjLy8PIyRGgvVLtDLz89XqR/+/PlzZGdno0ePHjLf9dJLL2H//v3NPq7IyEgw9qI2uby05FlZWdxvamlpwczMDKNGjVLZuJVIJNz5oKjb+pSWliIoKAi6urr12lanTp3g4eGBo0ePtvp+ffDBB7CysjwoscsAACAASURBVFJqXic5ObkFR0wkPkTGLakji4xbEkmDRMYtQdTn1KlTWLJkCcxrIjrkDWCnTZuGOXPmYNy4cdxq3rrExcXxfiytQWFhIWJjYxESGIgINzfE2NkhTiisR4ydHSLc3BASGIjY2Fheo0GKi4vh4+MDLS0tmJubcymPZY7F1VXusYwxNuaucbC/f6PHUlxcjJiYmHrRP2+99Rb3mfLyckyYMAH6+voNpvCrrR9lY2PD+3VvrE3Ii0IomjIFb2tpcabtZiMj/BwRwaVH3j937gvTNiQEa9euxVdffcW9rx4/foycnByMGzcOjL1IRZiSkoKffvqp1d6Zz549w+nTp+Hm5gYtLS3o6+tDJBJBLBa32j5okn788UeZ2lCGhobIycnhvX0SBMEvzalxW4vLkCFgjOG1oUPl1rhVBxEREWCMwczMrNXrkWpi34ogWou2lAK3vdyr+/btw8CBAxs0sExNTeuZvCKRCA8ePFCpf/jxxx9zWZBqMTAwwLJly5pcZ1eayspKbtH1okWL5H7m2LFjiI6ORnZ2Nq5cuQKJpH5JG2V/Lz4+npsjKC4u5v1athU2b96M/v37y1xnY2NjaGlp1WtbU6ZMQXZ2dpPTYitLSUkJFixY0OBiBW1tbZiZmcHJyQnbt29XuVYzqe2LjFtSRxYZtySSBomMW4J4QVFREVauXImxY8cq7MC7uLjg0KFDePTokcx9VF1djZ9++gk+Pj4yK4+bk95J02gsSjUkIAAikQiRkZHIzMxsM3XXDh48yNVTcnBwgJ+fn8yq+Z1OTrhUs2r+VkAArvv6Yp6Uob94/Hhu1Xxubq7Mdx8/fhxeXl7o2rUrdHR0MHv2bISEhCicELhy5QrGjBmDbt264ciRI3L318jICIwx2NnZ8X7uGkM6CiHaxgav9+4NT8YQzhgSGEPWoEH4LiIC18PDccTT80VNW2dnJEVFYe3atfj0008BAF9++SWWLl2KHj16QCAQYNasWTh58iTvg+g7d+5g7dq13CSXUChEdnY2fv/9d173q63pwYMH3OQnYwxdunTBe++9x3v7JAiCPwoKCiASiRBjZ4edTk5NMm5LPD2hIxBARyBAkLU1RCKRWlOyX716Fd27dwdjDBkZGbycJ03tWxFES9IWU+C2l3tVLBZj06ZNGDx4cKNRiCNGjEBJSYlKfcLffvsN0dHR9Yy7WbNmqbXM0NatW7nvViWquanG7fnz5zkjMDExkffr2BzOnj0LkUgEMzMzmJmZQSgUYtq0aZg3bx4CAwMRFxeHt99+G1u3bsWBAwdw8uRJXL16VcZw/fDDDzFlyhSZa6yrq4uVK1fi0aNH+PrrrxETEyOTjriWl156CcnJyQozbjU12l4sFiM1NRV9+vSp145XrlyJXbt24eLFizh+/DgYY+jRowfu37/fQqMjEt8i45bUkUXGLYmkQSLjlujIlJaWIjU1FQ4ODtDR0ZE7KJ04cSK2b9+OH374Affu3cN//vMfXLlyhat9um7dOkRFRcHb25sbsGlpaWHXrl28Hx8fKKoLm5WVhYKCArWmPVYXVVVVCAsLg56eHkx1deFraooMBwf8W0GdqgRra659rJ4wQaZO1fHjx5GVlYUpU6ZAIBCge/fuCAoK4iYjGpsQKCoqgrm5Ofr06YPdu3fj0KFDOHjwIA4ePIj9+/dDIBCAMYYJEyZg3759yMnJwd69e7Fnzx7s3r0be/fuRVZWFlJTU5GUlIRly5YhKioKIpEIvr6+8PT0xJw5c+Dk5ITJkydj3LhxsLe3b7EUVbWRt/379sUAxjCOMTgwhgX9++OtKVNeRNc6OCBp1iwkBQUh6c03sXnzZnzxxRc4ceIEZs6cCcZepNldunQpbt26xfdrs56ePXuGkydPYs6cOdDS0oKBgQFCQkLwj3/8g+9dazN6+PAhHB0dubavp6eHd999l/d7nyAIfqioqEBkZCQiXF0Rb22t8H3bGCmTJmGiiQnmTZmCyMhItfYxDh8+DJFIhPj4+DZxvjStb0UQLUVbToHbXu7ViooKrFixAj179lRofssrZaJI1dXVyMvLq5d9aMiQIS1SWmjOnDlchLAq2zXVuJVIJLCuGR+29axI8hCLxdi5cyecnJwajERtiE6dOqFv376wsLCQiXBnjMHR0RH/+c9/6rWLX375BRs3bpQb6d23b19ER0fXi2BuTrS9NJ07d8b69evx5MmTevs1Y8YMMMYQGRnZrPEPqe2KjFtSRxYZtySSBomMW6KjUVlZiR07dmDOnDnQ19dvcABiamqKUaNGoU+fPioNYkQiEe/HSShPWVkZYmNjETB3Ltx79oQPY9jRuzc+nTdP4URx7bU+OHky0l5+Gb6DBmHK6NFcKmMzMzMkJiaitLRU5reUmRD46KOPGk1V1tCgeejQodz/19HRgYGBAXr37o1BgwZh+PDhsLKygo2NDRwcHDBjxgz0798fnTt3RmJiotrTU73//vsyK5u1tLQwd/ZsJEVFISki4sX/rlqFpKQkpKWl4ejRo1i3bh230n/8+PHIycnB48eP+X5dKqXbt28jKSkJAwYMAGMM48aNw65du/Dw4UO+d413/fnnn3B1deXagra2ttxIGYIgOgaZmZkICQxEjK0tMhwcZGqhK8Od4GBkODggxtYWIYGByMzM5P2YCIJoWSgFbutSUlKCgIAAmbHG+fPnVer/3bx5E05OTvXGKxEREbh27VqL7Hdtel4XFxeVtmuOcevv7w/GXkSWXr16lfdrpwxXrlzBihUrFJaHai79+/dHXl5eo7WP//77bxw6dAhCobDed3Tt2hU+Pj44ceJEs6Pta3FxccHXX3+tcH/KysrA2IuFprdv31apvZM0Q2TckjqyyLglkTRIZNwSHYX8/HwsWLAAxlL1SVuCKVOmaMxqauIFdSePxbNnI6N7d6wVCLDX1BS7Bw7EdmNjvGNoiPW6ugiUut7zGcNqxjCXMUzW1saQgQMRGRmp0ABVdkKgpKQE+/btw4EDB/D+++/j4MGDWLNmDbdteHg4cnNzkZeXh7y8POTn5+Pw4cM4evQoLl68iOLiYqXb4ZUrV+Dm5gbGGJycnHD58uVmnc+ysjJs3rwZr732mswqZxMTExw+fBiXL19Gfn4+Dh06hPz8fFy6dAl5eXnw8fGBnp4eOnXqBH9/f1RVVfH9imyynj59ig8//BAuLi4QCAQwNDREWFgYPvnkE753jVf9/fffWLBgAdcmBAKBxqeUIwiiaZSXlyM2NhZhXl6IEwqxz9lZafP2TnAw9jk7I04oRJiXF2JjY9ts6lGCINQHpcBtfWojHGsXVCpbquTx48d46623oKenJzNWtre3x4kTJ1psf0+fPs39lqoZE5pj3Kanp3Pb7tixg/fr1hBHjx6Ft7d3o4vY5bF27Vps3boVq1evRnh4ODw9PTFt2jSMGTMGJiYm0NXVhYGBAeLi4lQuH1NdXY3Lly9zEdPSaGlpYfjw4WBMuWh7gUAAXV1dme/o0aMHCgoKGjWSAcDW1haMUdRtexUZt6SOLDJuSSQNEhm3REfg/ffflxsxa2hoiICAAFy8eBG7d+9WesBiaWmJJUuWIDExEZs2bcKePXtw7NixDrkSW9NRlK7x/4KCcMbGBtkmJtg3ZAjyRo7E8ZdfxtkJE3B+yhTo1dRmChgxAl/7+eEzX1/EW1sjws2twXSNzZkQSEhI4LZtidTGKSkpMDAwQL9+/bB7926Vti0tLUVaWhpmzJghdxJg4sSJ+P7772XeP48ePcKuXbvwyiuvgLEXUcrp6em4d+8eT2/EltG3336Lt956i1v9b2Njgz179tSrld1R9OzZM5laz4wxxMbG8v4sIAii9alNp7/Y3R1xQiEyHBxwo5G0yTf8/JDh4CBTpqCwsJD3YyEIouWhFLity+nTp9GlSxfOCBOLxUr19c6cOQMzMzOZvp6JiQneeeedFt/nlJQU7jdVHc80p52cOnWK23bJkiW8X7u6VFZWIi0tTWH6a2XZu3cvfvnlF4XXvrq6WmlzvyF9/vnnCA0NRefOnevtQ+/evSESiRAQEICFCxfCy8sL8+bNw7Rp0zBixAiMHDlS7r6/9957Sv9+7SIRQ0ND/Pbbb80+HlLbEhm3pI4sMm5JJA0SGbdER6A2dRFjL9IXubm54fDhw/XSr168eBEJCQmYNGmSwnootURERPB+XETzKSgogEgkQoydHXY6OSmdonFiTY0m2379uH/LdnREjJ0dRCIRCgoK5P5ecyYEXFxcuFXGLXU+Tp48iZdffhlaWloQiUQ4ceIEzpw5g/Pnz6OoqAjFxcUoLS1FRUUFLl++jOTkZEyfPl3h/WJoaIjY2FiZOlg3b95EdHQ0unXrBoFAgNmzZ+PMmTN4/vx5a78CW1VPnz7F8ePHMXPmTAgEAhgZGWHx4sX417/+xfeutbqqq6u59IO1vPbaa1i7di3y8/NRWVnJ+7OBIIjWITc3F6GhoQjz8kKMrS3ira2R7eiIIg8PXPf1xZf+/rju64siDw9kOzoi3toaMba2CPPyQmhoqEpRdwRBaDaUArd1efXVV7nzFhYW1mj/7vbt25g3b55M/05HRwcBAQFqPXcN1RJetGgR99uKxmMt0U5q0+syxuDu7s77tZNmx44dShuzAoEAQ4cOxaxZs7B06VKZKFbpa+rs7Iz33nuv3sJcdeunn37C22+/zaVIVpVhw4Zx/52Tk6P07/7444/cwv/du3e33AGSeBEZt6SOLDJuSSQNEhm3REdgzJgxXDv/9ttvlbo3/vrrL1y7dg2bNm3CvHnzuHpKtTg6OvJ+XETzycrKQkhAAOKEQlzy8FDauE2qSZ/UWVsbNxctwl2RCEUeHogTChESEICsrCxIJBKkpqYiKSmJozYlMWMMbm5uMn/bunWrwv0Ui8VcG/Tx8WnRc1JRUYGQkBBo1UQVq4pAIIC+vj769u2L4cOHw9LSEi+//DKsra1hZWUFxhh69eqFZcuWNVhfqD3rm2++wapVq9CvX78XCwBsbZGTk4M//viD711rNVVXV2PdunVy21Dnzp1hZWWF119/HatXr0Zubq5aU9BXVFSgpKQE586dw4cffoj8/Hzs378f2dnZ2Lp1KzZu3Ii3334bq1atQmJiIs6fP8/7s4og2jOFhYWIjY1FSGAgItzcEGNnhzihsB4xdnaIcHNDSGAgYmNjKdKWIDoQlAK3dZE2+4yNjXH//n2Ffbq///4b6enp9bLuWFtb48iRI2rbp/LycmRmZiIyMhIikQghAQEI8/JCuKcnwry8EBIQgJdffrnJ81vNaScSiYRbyGpvb8/79ZNm6NChCsdtgwcPxqxZsxAbG4tdu3ahpKSk3vbLly9Hjx49FI777OzskJ6ejlu3brXYuMHPzw+MsXqptxVhbGyM3bt3Y8+ePU0ybgFg6tSp3LwPqX2JjFtSRxYZtySSBomMW6K9c+XKFW61pKWlZZPvlerqapkaozExMbwfG9F8UlJSuPp61319lTZur/v6olNNu8pwcOD+rbbeXkpKCiQSCUxqInOVQSgUKtzP7Oxs7nMHDhxolXNTUFCAHTt2YP369fD09ISFhQUEAoHcfdfX14eNjQ38/f2xevVqJCYmYvny5Vi6dCmio6OxePFihISEICgoCPv378eff/6pxjeZ5urvv/9GQUEBnJ2dwRhDt27dsGTJEly/fp3vXWs1bd26ValJmE6dOmHUqFHw8PBAfHw84uLisHjxYgQFBeGNN96Ah4cHZs+eDUdHR0yaNAnW1tYYPXo0hg0bhoEDB8LY2BgGBgbQ0dFReTGCtbU1788qgmjvKDMhLxKJEBkZiczMTKppSxAdDEqB23qUl5fD1NSUO+69e/cq7Mc9e/YM06ZNk+k39ezZE+vWrYNYLFbbPsks8HF1VbjAZ7TUYuvo6GiVFvg017jt3bs3GGt7abVDQ0O54zI0NER0dDSys7NVKvNUWVmJXbt2wcfHp8HxrZWVFZKSknD48GGcO3cOFRUV+Pzzz/Hf//4Xjx8/Vqq+rDwNGTIEjDH4+vqioqICZ8+eRVFREa5evYrKykp88sknuHHjBm7duoXvvvsOf//9NwAgJyenycbtihUrOLO4o5a4aa8i45bUkUXGLYmkQSLjlmjvbNu2jWvj06dPx4kTJ2Q4efKkDKdOnZLh9OnTHJMnT+a+i1LztQ+Sk5MR7umJOKEQtwIClDZu74pEmGtuDsYYpg4ciLsiEb7090ecUIhwT08kJydDIlGfcevu7s4tPmiN83L27FkkJCTA2tpaYeStiYkJIiIicPnyZTx9+pTv15nG66uvvsKKFSu4yOpJkyZh//799VK6t0fdv38f586dQ0pKCubPn1+vLhrfkHFLEK1HQykwCwoK1Bp9TxCE5hATE8O9lykFbssSERHBHfPEiRMbLGeyfft27rMCgQCenp64fPmyWvdHXkr9nU5OuFSTUv9WQACu+/rikocHpg8axO1P4Lx5CA0NRW5ubou3E4lEAiMjIzDGYGdnx/s1rIs6TXSxWIyDBw8iKChI5T67rq4uevfujWHDhsHOzg5nzpxpdJwgPWe5detWlcYYzTFujx07xm174cIFlbYltW2RcUvqyCLjlkTSIJFxS7R3AgIC1D6J36tXL7UOfgj+aGrE7V2RCCdr0h5rCwSo9PaWG3GrDkpKSmBoaAjGGNavX99i5+LkyZOIiYnh0hnLY/DgwYiLi0NZWVm7r0nLl548eYIjR47AyckJjDF0794dUVFRuHHjBt+71qp68OABioqKsHHjRnh7e2P48OFNel536dIFvXr1wqBBgzBixAi88sorsLOzg5OTE1xdXeHt7Y2AgABEREQgISEBSUlJ2LBhg0zd5oyMDN6fVQRBEATREVC0eGPGjBkyJooq39leU+C2BKdOneKOV0tLC5988onCvtqPP/6I7t27c+d2+/btat+fwsJChISEYLG7O+KEQmQ4OODffn4Kx2cJ1tbc/gSPGoXF7u4IDQ1VKvK2Oe2kqqqKW+zq7OzM+3VsTQoKCrBkyRKMHj26Sf10iUTS4JggPz+f+/zVq1dVGk80x7j97rvvuG1TU1NV2pbUtkXGLakji4xbEkmDRMYt0d4JCwtTu3Hr6enJ+3ER6qGpNW5rcalJ27Rw5Ei5NW7VQe2qdzMzM1RVVan1+I8dO4YlS5bA0tJSYXsfPnw4VqxYAbFY3OT0VqSm6csvv8Ty5cu51GuTJ0/G+++/32FTTf/2228oLi5GTk4OcnNz8eGHH+LChQsoLS3Fxx9/jM8//xy3b9/GvXv38Pjx4yYvLpCe5Hn55ZdpoQ5BEARBtDCNpUsfaWHBvZu3bdumUrr09poCtyWQTnscGRnZYH9JeoH0a6+9pvZ9KSsrQ2xsLLfIdv+MGbgTHNzg2CxVKkPWWltbblFtbGxso22mOe3k0qVL3LZ+fn68X0e+OH36NNasWYPo6GgEBQXBy8sLs2fPhr29PYRCISwsLDBgwAAYGBhw52vAgAH4/vvv8fTpU9y8eROXLl1Cfn4+Dh06hPz8fISHh3OfvXnzZpP79Koat3/++Se3bUhIiErbktq2yLgldWSRcUsiaZDIuCXaO2VlZUhMTERERAQiIiKwePFijvDwcBnCwsLkEhoayrF8+XKUlJTwflyEeigoKIBIJEKMnR12OjmpbNyWeHpCRyCAnpYWUidNQoydHUQikcop3BRx9epVbiW7OqL+xGIx8vPzERoa2mAE46hRo7B69Wp8+umnZNa2AT158gT5+fmYPn06GHtROywmJgb//ve/+d61dqe//voLgwcP5u6FXbt28f6cIgiCIIj2jDL1S8fWmKeMMfj7+iI2Nlbp+qXtOQWuOtmyZQt3nvr27YtffvlFYX+pvLyc+6yBgQHOnTun9v3JzMxESGAgYmxtkeHg0Khpe1ckQqGrK7df702fjgwHB8TY2iIkMBCZmZkt1k727dvHbbtmzRrer2Vbp7y8XCbL04gRI5CcnIykpCQkrVyJpKgoJEVEICkqCpMmTuQ+d/ToUfz111+N9uerq6vx8ccfY/Hixdy2M2bMwKJFi/Daa6+hT58+3L/dv39f4fd06dIFjDG4uro2aVxBapsi45bUkUXGLYmkQSLjliCIjkxFRQUiIyMR4eqKeGvrBlNvKWLL1KlYbGUFnxEjEOHmhsjISLXV4Dt8+DBEIhHi4+Ob/B21dYgCAgJkDKm6jB07FuvXr8fnn3/O96uJ1IBu3ryJ+Ph4GBsbg7EXafsOHTqk1CQGqXFJ10Vv7xO0BEEQBME3ytYvDZDKDhM4dizCvLyUrl9KKXAbp6ysDAMHDuTO04EDBxT2lZ49e4axY8dyn23OOEURTR2jfRMYiM7a2mCMIczKCjf8/BBvba3UGK057SQhIUHGXOT7emoC58+f58YzWozB3swMq2fNQpKDgwxCExPu3L61ciU2b96Mr776Sm7bfPr0KfLy8mAtlTK7Mfbu3YubN2/ixIkTSE9PR1BQEGbOnImdO3eif//+YIzB0dGxpYYeJB5Exi2pI4uMWxJJg0TGLUEQHZ2mrOaW5k5wsEqruVuDqqoq5OTkwNfXFwMGDFA4UJ0wYQLS09MVDn5JbVd//fUXcnNzMXXqVDD2ovb20qVLyXhvhh49eoS+ffty98fBgwd5v5cJgiAIor2iSv1S6RS48dbWiBMKla5fSilwGyckJIQ7zilTpjSYcWfHjh3cZy0sLNS2YFWa5mRFmlhj9Nn264e7IhGyHR2VyorUnHbi4uICxhj69evH+7XUFHJzczF//nwYa2tjAmOYyhjeHj0an4WH415CAv5YtQr3EhLwxpgx3HVZMX06kqKisHbtWvzrX//i2uTDhw+xZcsWDKkpY6QOtLS0YGhoCMYYXn311dYYipBaSWTckjqyyLglkTRIZNwSBNHRKS8vl6mftM/ZWWnz9k5wMPY5O6tUP6mlqKysxM6dO+Ht7S1jPkkjEAhgb2+PLVu24Pbt23y/gkhq0ueff464uDj07NkTjDFMnToVubm5FIWrojZs2MDdK05OTrw/mwiCIAiivaJq/dK6KXBV6X9TClz5iMViZGZmwsbGhjtGbW1tfPrppwr7Sj/88ANXxoUxht27d7fIvmVlZSEkIABxQiEueXioZNwm2dqCMYbO2tq4uWgRijw8ECcUIiQgAFlZWdxvpKamvkjNW4Obmxt3XG5ubjJ/27p1a4PnsXbs5ePjw/t11QSkF20EmplhLmNYzhiSGMO/X38dSEriWCdVd/kdZ+cXkbghIVi7di0qKirw5ptvokePHvXGvRYWFlyZGcYYdHR0VDJuO3fuzP13t27d8Nlnn7XamITUsiLjltSRRcYtiaRBIuOWIAjixeAxNDRUZsX/jUZSct3w80OGg4NKK/7VTUVFBXbs2AEPDw/06tVL7qBTW1sbTk5OeO+99/Df//6X79cOqQX1559/4tChQ7C3twdjDMbGxkhISMAXX3zB9661eT148ICbiNTS0qI0dwRBEATRgqia8aZuClxVMt5QClxZKisrkZqaCkup9NO1LF++XGFf6YsvvoCFhQX32ddee63F9jElJYUz9a/7+qpk3F739UWnmraS4eCA676+nMmfkpLC/YaJVArexhAKhQr3NTs7m/vcgQMHeL++bR15izZOjRuHpBrjdr2uLv4bGsoZt1mzZ3Pn9+OQEJz08UH8+PGYZGkJ7ZrrLM3EiRORmZkJsVgsc+/X1qqWplOnThg+fDicnJzg7+9fL+K27uezsrJab3BCajGRcUvqyCLjlkTSIJFxSxAE8QJ5NbayHR1RVFNj60t/f1z39UWRhweyHR0Rb22NGFtbrsZWXl5eq+xneXk5MjIy4Orqim7dusmdXNDV1YWLiwv27NmDe/fu8f2qIfGgf//734iJieFWoE+fPh35+fl48uQJ37vWJrVy5Uru/pkzZw7vzyOCIAiCaK80tX5p3RS4ytYvpRS4LygvL8ebb74JU1PTemMHMzMzZGVl4fnz53L7SZcvX5aJajQ2Nsa5c+dabF+Tk5MR7umJOKEQtwICVDJu74pEmGtu/iILzcCB+NLfH3FCIcI9PZGcnMz9hrqMW3d3dzDGYGlpyfs11gQULdo4OGwYZ95uNjLCw6VLgaQklAUGctdhu4MDDg0fjrmMYQJ7URu3dqHy7Nmz69W8lr73RSIRAgICEBgYiO3bt+PkyZOoqqriPnv+/Hml2sLFixdbeZRCUrfIuCV1ZJFxSyJpkMi4JQiC+B+FhYWIjY1FSGAgItzcEGNnhzihsB4xdnaIcHNDSGAgYmNjWzzStrS0FJs2bcKsWbOgr6+vMJ3T3Llz8f777+OXX37h+/VCaiN6/Pgx3n//fUyuqQ3Xp08fLF++HLdu3eJ719qM/vvf/6Jr167cooeTJ0/y/iwiCIIgiPZKU+uX1k2Bq6h+KaXAlaW4uBhRUVEwNjauN34YO3Ys8vLy8PTpU4X9pL1790JXV5fbxtzcvMX7Ss2JuL0rEuFkzTXXFghwriajUt2IW3VQUlLC1UFdv359vb9fu3YNgwYNAmMMqampaj9P+/fv56JJi4qKeG9rjdHQoo3bgYHY0bs3Z97uHjgQT998E3+uWoVONdGvE2v+toy9qIk7WFsbQqEQJ06ckPt7qizaWLFihVLG7blz51pxlEJqCZFxS+rIIuOWRNIgkXFLEAQhS3l5OTIzMxEZGQmRSISQgACEeXkh3NMTYV5eCAkIgEgkQmRkJDIzM1uspu2VK1eQkpICJycndOnSRe7AUV9fH15eXjh8+DAePnzI9yuF1Mb12WefISoqiksJ7OTkhCNHjuDvv//me9d41ZIlS7h7ytvbm/dnEEEQBEG0Z5pav7RuCty7IpHc+qWUAvd/HD16FD179qx33NOnT8e5c+dQXV2tsH/0/PlzLFu2TGY7Ozs78O8v8gAAIABJREFUFBcXt9k2Io3LkCFgjOG1oUPl1rhVBxEREVzEsnT0Zi1RUVGc2S0Wi+v9/fjx40hOToaPjw+srKzQqVMnlaPDJ06cCMYYvLy8eG9vjdHYoo0v33gDG7t25czb1M6dsaVHDwyuOSeDa/59Y9euWDVsGJZMmCCzaKMuqhi3tdeqLnp6eliwYAFWrVqF4uLiVhyhkFpKZNySOrLIuCWRNEhk3BIEQcinoqICBQUFyMrKQkpKCpKTk5GSkoKsrCwUFBQoTMfWHKqqqrBhwwY4ODjIDNyl6datG3x9fVFYWIjHjx/z/RohaaD++OMP7N+/H3Z2dmCMoW/fvli5ciW++uorvnet1fXNN99wUSRdunRp0bR/BEEQBEE0L5pSOgVurZlbN5qSUuD+jylTpnDHKhAI4OHhgaqqqkb7R48ePeKOX3pxW0uMf+TR1KhsaUo8PaEjEEBHIECQtXWDBl9TuHr1KrcYMiMjo97fS0pKuLI2GzZsqPd36YUB8lDWuN2zZw+XNebUqVO8t7mGUMaQz+rXjzNua3GuOSe6jOHM5Mn4v6AguYs2mhNtX1lZicjIyHrXITQ0tBVGJKTWFBm3pI4sMm5JJA0SGbcEQRBtg8OHD8PKykruwL1Xr14ICgrCmTNnqEYpSa26fv06IiMjuYklZ2dnFBQUdJgo3Li4OO4+e/XVV3l/DhAEQRBEe6c59UulU+BWensrrF/aXBpLgasJ5Obmcn2cAQMG4PPPP1eqb3T37l0IhUJuW21tbSxfvrxV972pdZDrkjJpEiaamGDelCkN1kFuCocPH4ZIJEJ8fLzcv9eagP369ZMbjZuVlcWdYy0tLZiZmWHUqFEqG7cSiQRjxozRiKjbxhZtXLK3r2faJjGGzf36Qa8mXXJttL28RRv9+vVr8qKNixcvyrT7WsRiMXdvVFVVgTGGHj164P79+y01PCG1sMi4JXVkkXFLImmQyLglCILgl/LycohEIujo6MgMEvv164fw8HBcvHixwbpTJJI69McffyAnJwe2NfXj+vXrh1WrVuGbb77he9daVPHx8TL3nYuLS6ukACQIgiCIjkpz65fWpsBdOHKkXPNGHTSWAlcTePXVV7n+TUZGhlL9on/84x8YMGAAt52+vj62bdvGy/5nZmYiJDAQMba2yHBwwJ3gYJXayZ3gYGQ4OCDG1hYhgYHIzMxstX2vrKzk6iMvWrRI7meOHTuG6OhoZGdn48qVK5BIVEvtK01tf1ZfX79N92MbW7Sx19RUxrA9OGwYPp03T260vbxFG7WLLZRBX19fJsNVbfR07WIFxhjGjx9f7x6ZMWMGGGOIjIxU97CE1Eoi45bUkUXGLYmkQSLjliAIgj92796NoUOHygwihw8fjo8++gjPnj3j+xVB6qD65z//icWLF8PIyAgCgQAzZ87E8ePH2+UCgkePHsHPz0/mHhwwYAD27dvXKs+Aa9euYdCgQWCMITU1Ve3fv3//fjDGYGRkhKKiIt6feQRBEATR3PqltSlw9bS0kDdrltrrlzaWAlcTKCgogEAgAGMMvXv3xh9//NFon6iwsBBdu3bl+kP9+/dHfn4+b8dQXl6O2NhYzuTf5+ystHl7JzgY+5ydOVM/NjYW5eXlrbbvW7du5c5jXl6e0ts11bg9f/48ZzYmJiby3v4U0diijY9dXbGzf398YGGBmz4+DUbb11200dzU1NLUGsC5ubn17pOysjIw9qL27e3bt1tieEJqYZFxS+rIIuOWRNIgkXFLEATR+hQXF2P+/PkyA0QdHR2sWrUKf/75J9+vBhIJwAtTc8+ePbCxsQFjDCYmJkhMTMS3337L966pXYcOHYKRkZHMSvvw8HBUVla26LMgKioKjDGYm5tDLBbX+/vx48eRnJwMHx8fWFlZyUQGKDuhN3HiRI1In0cQBEF0DNRRv3TL1KmIEwqxzNoaMXZ2aq1f2lgKXE3A1dWV6y9s2LChwT5QdXU10tPTOaOXMQYrKytcuHCB9+MoLCxEaGgoFru7I04oRIaDA240kjb5hp8fMhwcECcUYrG7O0JDQ1FYWNiq+z1nzhwwxmBqaqrSdk01biUSCaytrcEYg42NDe/XTRHNXbQhHW1ft8ZtU1JTjxw5UqF5a2lpiefPn8u9Z2ozFFHUrWaKjFtSRxYZtySSBomMW4IgiNZl06ZN6NOnj8zA0MbGBv/617/4fiWQSAr1ySefIDw8HIaGhhAIBHBxccGHH37YrqJwv/76a24iRrr+1alTp1rkWdDcyABlJ/T27NkDxhh0dXVb7FgIgiAIQlnUVb/0hp8f4q2tEeHmpvb6pZrI5cuXkZ2djbi4OC76slu3bvj1118V9n2ePHmCoKAgmf7FrFmzUFZWxvvx1JKbm4vQ0FCEeXkhxtYW8dbWyHZ0RJGHB677+uJLf39c9/VFkYcHsh0dEW9tjRhbW4R5eSE0NFSliFd10b9/f64EhyrbNce49ff35/p7V69e5f26yaO5izako+1TJ03iFm0cPny4SampQ0JCFPazT58+rfC+qY2oNjQ0xG+//dYSwxJSC4qMW1JHFhm3JJIGiYxbgiCI1uGjjz6Co6Njvdo6GRkZlBa5DerBgwfYtWsXkpKSkJKSgs2bNyMzMxN79+7FBx98gIKCApw+fRpFRUXc5NZnn32GW7du4c6dO/j555/x8OHDdmVsAsDDhw+xa9cujBs3jksrvHr16naTKuzp06d46623oKWlxd2nRkZGSEtLU/szoSmRAaNGjWrShN6YMWMo6pYgCIJoM2hy/VK+qaqqwvHjx5GWlobg4GDY29vDxMRErvmUmJiosM9z//59TJs2TebzYWFhcjOAqIuioiLs378fpaWlKm1XWFiI2NhYhAQGIsLNDTF2dogTCusRY2eHCDc3hAQGIjY2ttUjbSUSCU6fPs2dT1Wjtptj3Kanp3Pb7tixg/d2Kg91LNrYMnUqFltZwWfECG7Rxrvvvtuk1NShoaH17pmxY8diy5YtDY4XfvzxR25xxO7du9U9HCG1sMi4JXVkkXFLImmQyLglpKFaewShfsRiMRITE2FgYFBvNXt7TDmryaqurkZJSQkWLlyIzp07K10HSRmmT5/e7tJg/+Mf/0BISAgMDAygpaWF1157DSdPnmwXCxGuXLnCvQ9rmTt3rtoiGCorK5sUGdDUCb34+HhusUhxcTHvz0WCIAiiY6PJ9Uv5Ii8vDzY2NjJ1aBti6NChuHfvntx+zhdffAELCwvus3p6eli/fn2L7v/x48e5vo+2tjbMzc0xe/ZsxMXFYefOnY32T8rLy5GZmYnIyEiIRCKEBAQgzMsL4Z6eCPPyQkhAAEQiESIjI5GZmclbm0hJSeHO6+7du1XatjnG7alTp7htlyxZwnt7VURLLNpoamrqsLCwevfN+fPnlRorTJ06FYwxODo6qnMIQmoFkXFL6sgi45ZE0iCRcUtIQ7X2CEK9FBQUQCgUygwGjY2N8cEHH6C6uprvVwCpRj/88AM2btwoM4HVEly7do3vQ20R/f7778jKysLYsWPBGMOgQYOwZs0ajR8IP3jwAJ6enjLX0NTUFAcPHmz2s6E2xZqqkQFNndA7f/48FxmQmJjI+7ORIAiCIDS1fikfXL58uV6pFWkMDQ0xadIkLF68GNnZ2aioqMBff/0lt39TXFyMnj17ctv27NkTOTk5Lbr/x44dQ58+fTB48GBkZGQgMTER8+fPx+jRo2XmFObOndvod1VUVKCgoABZWVlISUlBcnIyUlJSkJWVhYKCglZLma1oP+bPn88dj6p1l5tj3JaVlXHburu7895mFdESizaampo6Li5O5j7S1dXFH3/8odQ4YcWKFdyih0ePHqlzCEJqYZFxS+rIIuOWRNIgkXFL1EK19ghCfVRUVGDx4sXQ09OTuU/8/Pzw888/8/3oJwF49uwZzp49Cw8PD+jo6NR7phkZGcHb2xsZGRnYtGkTNmzYgDVr1mDVqlXcqm5VWLx4Mf7++2++D7vFJRaLIRKJoK+vDy0tLbi6uuL06dMaG4VbXV2NvXv3Ql9fn7uWOjo6iImJkZveWFmaGhnQnAk9a2trMPaipjbfz0iCIAiCkEg0s34pH7i6unLv/759+8LNzQ2rV69GQUEBbt26hefPnyvVr9m7dy90dXW57zI3N8eJEydadN+PHTuG3r17Y8iQIfjoo4/q/b2iogJ5eXmYNGkSLCwseD/XjdFY5O8rNeUpGGNIS0tTKfK3Of08iUTCmeD29va8n6eGUOeijaampq6oqMCMGTNkxmtTp05Veoxw7NgxbrsLFy40dahB4kFk3JI6ssi4JZE0SGTcErW05Vp7lMKZ0CT27duHYcOGyQwChw4dqnTaJVLL69GjR7C3t5drsFpbWyM5OZmrWysP6cmzupiZmcHDwwPJyck4deoU7t692yGjq3/77Te89957eOWVVziD8u2338bdu3f53rUm6ebNm5zxWcuECRPkTkAqQ1MjA5ozoefv788tnFJXymeCIAiCaC6aVL+UD6SzdBgaGuK7775TuR/z/PlzLF++XKYfY2dn1+LlExozbaXx8fGBmZlZq53XqqoqnDp1SqWavjJt1dVVblsdY2zMneNgf3+V2mpzjdvevXtrzCI9dS3aaEpq6u3bt2Po0KH1xnHJyclK31Pfffcdt11qaqrK9ySJP5FxS+rIIuOWRNIgkXFLSCRtv9YepXAmNIErV67Ax8cHAoFAZpFDfHw8pU9qQ3r27Bnc3NxkBum9evWCv78/jh07ptS13rZtm8z2pqamKCkpwa+//sr34bU5VVdXo7KyEoGBgejatSu0tbXh7u6Os2fPKh0d0lb05MkTLFu2TObad+/eHe+++65Kz4qmRgZIJM2b0EtPT+e23bFjB+/PTIIgCIKoRVPql7Y2xcXF3DidMYadO3eq3H959OgR3N3dZfovXl5eLZ5SuKCgAMbGxkqZthKJBH5+fhg0aFCL7lNpaSneeecduLm5oVevXmCMYdy4ccjNzW10W3lG404nJ1yqMRpvBQTguq8v5pmb/y/jzvjxnNGozG8017g1MjLiTHm+264yqGPRRkxMDHfOlElNvWjRIoULcFUpa/Pnn39y24WEhKh8X5L4Exm3pI4sMm5JJA0SGbeERNK2a+1RCmdCE9iyZQtMTExk2t7YsWMhkUj4fsyT6ki6lpG+vj5SU1NVnrgSi8Vc5gDGGBm2SurXX3/Fjh07YGVlBcYYhgwZguTkZHz//fd875pKunDhQr37/fXXX0dpaalS7acpkQG1NGdC79SpU9y2S5Ys4f25SRAEQRB1aSv1S9sKc+fO5d7dr776qspZXO7evSuTMURbWxvLli1r8f0+evQojI2NMXToUJw7d06pbQIDA2FiYqL2ffnoo4/w5ptvYsqUKdwCb1NTU/j6+mLFihUYPHgwtLS04O7ujvPnz8v9jsLCQoSEhMik9v23gtS+CVLne/WECSrVY25OP6+qqgpaWlpgjMHZ2Zn3tqssyi7aiIiIQFJSErZt2ybzbJBOd3zhwoVGf6826w1jDAYGBjL9+adPn6p0f3Xp0gWMMbi6uqq0HYlfkXFL6sgi45ZE0iCRcUtIJG271l5bTuFMEBcuXMDMmTNlBnydO3fGxo0bVR74kVpeO3bskJm42r59u8rX/OrVq/XqIR06dIjvQ9MoVVdX49q1a/D390eXLl2go6ODefPm4dy5cxoThfvzzz/XS5k9evRomQllRZPP8+fPVykyQJrmvHfLysq4bd3d3Xl/fhIEQbQUVGaFaA9IZ3hpSorkjz/+GAMGDJBZsLht27YW3+9a09bMzExp01YikSAkJAS9e/du9u+LxWLk5eUhPDycmxfQ0tLC2LFjERUVhaNHj8p8vqKiAkuXLoWhoSH09fURExODa9eucX8vKytDbGwswry8ECcUYv+MGbgTHKywFmvq5MncOT/n7o59zs6IEwoR5uWF2NjYBqPFm9PPu3TpEretn58f7+1XVRT1m7dv346kpCRERETINXZHWlhwx71t27ZGo/HfeustuQv+4+LiVB4P1JrAjo6OKm9L4k9k3JI6ssi4JZE0SGTcEhJJ262119ZTOBMdF7FYjDVr1nDR4LU4Ojri1q1bfD/aSXJ0+vRpbhU6Ywxvvvmmyte9oKAAZmZmMtc8Pj6eTPpm6JdffsG2bdswevRoMPaiRnBKSgp++OEHvnetUVVXV+Pdd9+VaQ9Hjx5tNHLgFalo7bS0NJXSPTY3hV5tpIm9vT3vz1GCIIiWgsqsEHxRVFSETZs2Yc+ePTLmn6rUTZGcnZ2tUh+lsLAQXbt25bbv378/8vPzW/z4jx49il69esHMzExh9KoiIiIi0K1bN5VqztZy7do17NixA15eXtzcRteuXeHo6Ig1a9bg4sWLjX7HxYsX4enpCS0tLQwaNAjvvPMOxGIxMjMzERIYiBhbW2Q4ODRo2t4ViVAotbDvvenTcSc4GBkODoixtUVIYCAyMzMV7kNz+nn79u3jtl2zZg3v94I6UKam8Niaur6MMfj7+jZYU/jatWtyx/CMMeTk5Kg8FujRowcYY5g5c6bK25L4Exm3pI4sMm5JJA0SGbdEW66115ZTOBOtR1uLmigsLMSECRNkBno9evRATk6OyunLSOrXs2fPcODAAUycOBGvv/46fv/9d/zzn/+USYXVlFXoGzduhL6+vkzkw9GjR/k+3Haj6upqlJWVwc/PD507d4aOjg7mz5+PCxcutOko3ISEBK5NWFpa4vjx441OMI0xNua2Cfb3b3CCqS7NNW5710xuNZbtgiDaEm2tH0C0bajMCsEn6enpCBQFIlgUjMjISOzevbtJBq50TVonJyelxxjV1dVIT0+HQCDgtreyslLZRG0KR44cQa9evWBubt6k30tLSwNjDCNGjOBM04Y+X1RUhHXr1uHVV1/l+uh9+/aFp6enUpGXisjLy4ONjQ0YYxg/fjwWLFiACFdXxFtbK0yPLM03gYHoXDOnEGZlhbsiEW74+SHe2hoRbm6IjIxUmPK7Of086T5p3ahiTUTZmsIBlpbccQeOHSu3pnBJSQliYmJkFkM017h9/vw5tyjY29u7CaMIEl8i45bUkUXGLYmkQSLjlmjLtfbacgpnovVoKGqioqICW7du5SImunXrBm1tbRgYGGDEiBHw9fVVyhBRJmqioqIC0dHRMlEZtQM1TYgObO+qrq5GQUEBLKUG74y9qAcmnSbO0dFRbtr1hq67r6+vzHdaWlri888/5/uQ260ePHiALVu2cNdy2LBhSEtLw48//sj3rsno2rVr3ISNrq4uNm7cqNQE0zxzc64tLR4/Xu4EkyKaa9waGRmBMQY7Ozven+0EoSwUPUmoApVZIfhk3bp18BH5wFHkCE+RZ5MM3O3bt3Pt0cDAAN98841S/ZInT54gODhYps86c+ZMlJWVtfhxHz58uFmmbS3Z2dnceFyegXv8+HHExMTA2tqaW3D90ksvISwsDIcOHWpStK48xGIxNm/eDBMTEzDGMKdvX+ywt5dr0g6p6VtlOzpy/z6xZjvbfv24f8t2dESMnR1EIpHCUhl1+3mqLCxycXHhnn183wfNRZWawtKpqeOtrWVqCu/btw8BAQEwNDSsZ9ROmjQJ0dHRTTZuHzx4wG27bNky1QcSJN5Exi2pI4uMWxJJg0TGbcdAUb2QrKwsLFq0iGsDba3WXltN4Uy0Hg1FTVy4cEFumqO66OrqYunSpQ3+TmNREwcPHsTIkSNlvnfQoEE4deoU34/xDq/q6mp89NFH3CRPQ4wePRqlpaVKt79z587V+15vb288fPiQ78PuEKqursbVq1excOFCdOrUCbq6unj99ddRVFTEe3T7n3/+KfNMWLhwodITTAlSbWr1hAkyE0yNLTRpzvutqqqKM5qdnZ15f74ThDJQ9CShClRmheCbWuPWXmQPe5G9ygZucXEx+vXrx7XH9957T6l+yYMHDzBt2jSZ519oaKjajMyGOHz4MHr27Ilhw4bhwoULavnOrKwsCIVCMMYwcuRIeHl5YejQoWCMQU9PD5MmTcLKlStx5syZFj227du3w278eEzX0kKUjg4+srXF/wUFcX26xJrI3JE9esikUE6ytX3xTtHSwqKXXoJ1nz4w0tODVs3+Dxo0CL6+vkhISEBSUhKHm5sbd/3c3NyQlJQE85oFfw2VuRCLxdyzz8fHh/f7oDmoWlO4bmrqfc7OWDxqFMaZm3PmvjSurq4oLS0FAOTk5DTZuK2oqOC23b9/v6pDCRKPIuOW1JFFxi2JpEEi47Z901idvZCAALz88stNbgMtWWuvLadwJlqPhqImpNuIhYUFRCIRtmzZgoMHDyIrKwu+vr4yUTerVq1q8LfkRU2UlpbCz89PZtAnEAgQFRWF33//ne9HeIfXlStXMGXKlHoDcisrK8TGxsrUtGWMoWfPnnj33XeVant79uzh0soyxqCjo4MtW7bwbhh2VN2/fx/vvvsuZ5YOHz4c6enp+Pnnn3nZH+l0dCNHjkR0dLTSE0zSkQHn3N2xz9kZcUIhwry8EBsb22Bqv+a83y5dusRt25R04QTBBxQ9SagClVkh+EbauI0+FQ3PjZ5wCHFQ2sCdN28e1xanT5+uVL/ziy++gIWFBbednp4e1q9f3yrH2xKmrTRZWVmYMmUK3Nzc4Orqik2bNrXq4uqUlBSEeXkhysoKu4cPxxrGsNnICNdmzMDNRYvQo2asmTl9ukxfr8TTs9EFpaoiEAgULiySXsR04MAB3u+D5qBqTWHp1NR+w4Zh35AhmMsYJjAGLfa/hdwBAQG4ceOGzL3THON227Zt3LaUiUmzRMYtqSOLjFsSSYNExm37pbCwsNE6e3FCIUZL1fmIjo5Wus6eRNKytfbacgpnonVoLGrizJkzmDBhAnJychR+x759+zjz1sDAACUlJQo/WzdqIjMzEwMHDpQZMI8ePRrXrl3j+9HN6cmTJxg2bBgYYzhy5Ijav7+qqgqMvajhe//+fbV/f1MlkUgwc+bMehMaFhYWyMjI4KILVqxYIXfiw93dnYuyqYtYLEZ8fLyMWd+/f39uZTaJX1VXV6OkpAQLFiyAnp4e9PT04O3tjcuXL7eaqV43RXJiYqJKE0x1IwPuBAcjw8EBMba2CAkMRGZmpsLnVHPeb/v27eO2XbNmDe/PeIJoDIqeJFSFyqwQfCNt3K4sXYnVktWIvxivlIG7Y8cOrh3q6+srlSK5uLgYPXv2lFmk2NDYSJ3k5+ejR48eGD58OC5evMj7uW8JkpOTEe7piTih8EXJCw8P7OzfH0mMwaMmRfIAAwP8X52+n9jHh7smBrq6iBMKsdvJCW+MHAlXBwdMnjy5XvkdZVC0sKi2JrKlpSXv56w5VFRUIDIyUqWawndFIghr7oHBjCGJMSxjDFMZwxAdHdjb2yu8l5pj3NaW0jE1NVVpOxL/IuOW1JFFxi2JpEEi47Z9kpubq1SdvUseHpg+aBDXBgLnzVO6zp5Eor5ae2PHjq2Xxnn+/Pncd7e1FM5E69DUqIm6LFy4kPuejRs3KvycdNSEdCR67cr1devW4cmTJ3w/tmW0ceNGzlCWZ1p9+eWX+OCDDxATEwM7Ozt06dJF5cHpjBkzwBhDZGSkmvdedd24cQMeHh71JjEGDx6M1NRUudFYXl5ecic+Bg0aVK8G15UrV7jjrcXBwYFqGLdR/fzzz9i0aRMXZVJbC+3evXst9puPHz/GiBEjuPYRHh6u8gSTdGRAmJUV7opEuOHnh3hra0S4uSEyMhIVFRVyn1PNeb9JRwkfPXqU92c8QTQGRU8SqkJlVgi+kWfc1tKQgRsbG4sePXpw7XDr1q2N9kn27t0LXV1dbhtzc3OcOHGiVY4zLy8PPXr0gIWFRbs1bSWS/0XcxgmFuO7ry/Xlrjg5obtAAMYY3Hr1wldSf7srEkGyYAFeqVmkri0QoNLbG9d9fbkMKykpKc1aYCz9t5KSEq6Ga2tFWrcUBQUFEIlEiLGzw04npwb70/8XFISSadOwtWdPONfcAzqMYQVjWKetjUQLC6xyckJSUhJu3rwJADhy5AhycnI4goKCuPsnKChI5m9nz55VeO9VV1dzC7yjo6PVNs4gtY7IuCV1ZJFxSyJpkMi4bX8UFhYqXWevbq294FGjlK6zJ5E0b5KjtLQUgprBjrm5eb00zq/UpKtjjCEtLa3B1JHq3C+JpOEUzkTrURs1YWJigoSEBMTExDQJ6VpBkydPRkxMDBISEnD48GGZ3xOLxVztJGns7e3bZPqj33//Hb169eImtOuquLi4wRXbyhq3tYsZ9PT0cPv2bTUfhXL66quv4OfnVy/1sYmJCZKSkhSaXBLJi5XbEydOlHsOYmJiuM8VFBTAzMxM5u8JCQl4+vQpL8dMUl7V1dW4fPkyvL29oaurCz09PSxYsAAlJSVqj8KVNj8tLS1x+PBhpSeYpJloYgLGGGz79eP+LdvRETF2dhCJRAoXLDXn/ebi4gLGXqSc5fv5ThDKQNGThCpQmRVCmqKiImzatAl79uxpsKasurdvyLiVZ+BO8Z+CIa8M+V//U5vBdLApUlNTcfXqVbmLRp8/f47ly5fL9Fnt7OxaLVNARzFtJZIXqZpDAgIQJxTikocH12c7KJX5J1JHBxv09HBu4kSZ+rd3RSK4DHlxbReOHIkiDw/ECYUICQhAVlYWJJKmLTCuu7AoIiICjDGYmZnJXcSqSSg633UpdXLCJgMDJLEXEbYJjEG75jzOrfm3cMYQPGwYklatwuXLlwEAgwcPbnB8LE2/fv3w+PFjueMB6XG2WCxW61jjl19+odI8LSwybkkdWWTckkgaJDJu2xdlZWWIjY1Vus5e3Vp7a21tla6zJ5E0fZKjsLAQ4eHh3LbW/fvXS+E8xtj4f4ayvz9iY2OVTuPckil8OxjeAAAgAElEQVScidajNmrC0tIS3v7emP3G7CYhnCLk2sNLwpcw+43Z8Pb3RkJCAvdbp06dwmSpe4ExBiMjI2RnZ+P58+d8P6rlKi0tjZvQlrePly9f5o5FS0sLo0aNgo2NjcrGLQDY2tq+mJho5ajbu3fvIjw8HDo6OjLXplevXli2bJnSCzqKi4vrmfICgQAHDx6ERCLBxo0boa+vz/3N0NAQR48ebdVjJalHP/30E9LT0zF8+PAX9/xLL+Hdd99VS6rvuimS8/PzlZ5gqktSzT3VWVsbNxctwl2RSO6EXmpqKpKSkjikF6K4ubnJ/G3r1q0K7wGxWMylnPXx8eH9+U4QykDRk4QqUJkVQpr09HQEigIbrSkrj6KiIixatAizXWcjIDBApe2VMW5XS1bjLfFbmLNjDnrP6g0DawN0Hd0VWgZa6DawG0a7jYZ7oDtWvbkKaWlpMgbuo0ePZOrgMsbw+uuvN7iIUZ3k5uaie/fuHcK0lUgUR4B61WR7GWpkhFsLFyJv5EisYQy7Bw6sV+tWRyCAnpYWUidNqrdALyMjg7uOUVFRDe6LvIVFV69eRffu3cEYQ0ZGBu/nq7koinCW5ms/P6ypMWelGV1zHs2lzNzX+/RBQnAw1q9fz6X2Vta4ZYzh0KFDcscEISEhYIxh/PjxzR5f1Orx48eckb9gwQK1fS+pvsi4JXVkkXFLImmQyLhtX2RmZqpUZ09erT1l6+xJJE2b5KhN4+zu5MRtG2BpWS+N8zxzc+7vi8ePR5iXl9JpnNWVwtnOzo73a9pRkY6amDp16gsDdp4QE96YoDJ9R/yvjvOIqSMgnCfE7DdmIyYmBpWVlYiPj0fXrl3rDdRyc3P5fkQr1LNnzzCoJs358uXL5X7miy++QHp6OoqLi/Hw4UMATa/jU5uu0tDQEL/99ps6DqFB/fzzz4iPj0fnzp3rmemRkZEoLS1VuU0VFhZyacSkJ0hq6xPVYmlp2SYjrEmq6fnz5ygqKsLrr78OXV1ddOrUCQsXLsTVq1ebtIq9borkiIgISCTKTTDJ47qvLzrVRE4Y16Qwf8feXiaFnkQigUlNZK4yCIXCeu1+//79YIzJPOMOHDjA+zOeIBqDoicJeVRUVKCgoKBeiZWsrCwsWrSIu3ZUZoWoNVAbqikrkciPrE1PT4fDdAeMEo7CMJthmDZnmtIGrjLG7eKPFsMq0QomISYwCTFBX7++6PtaXwyxG4LhU4fDwt0Co+aNwiser3AGbmpqKg4cOICxY8fKLMyUXoja0tSatiNGjEBRURHv17g1UFRzdZCBARhj8Bg2jOvbfTh2LNK6dKnX59sydSoWW1nBZ8SIeiUxasveMCabCUge8hYW1WZ+UfU92VapW1NYXh/6dmAgtvToIWPartPWxpKarGkCxhDNGFYyBgfG0EsFo7Yun332Wb0xwe+//86Z5eqaL7hz5w7GjRsn89uPHj1Sy3eT6ouMW1JHFhm3JJIGiYzb9oOiQYWqtfaUrbMnkag+ySGdxnlaTU0QxhhKPD0bTOG8esIExAmFSqdxbs7kS1VVFRdR5ezszPt17ahIR014enpi9huzMeGNCRAdEqnEG9vfgG7nF7WfOht1RkBOACa8MQGz35gNX19fjB49WmaA1KdPH+6/U1NT+X5EK9TZs2e5/fz000+V3q6pxu2PP/7IpefavXt3E/ZYOf36669YvXp1PYO1a9euEIlEzU4Bt2vXrnrplqXx8fHhTG5S+9GPP/6ItLQ0LhW2paUltmzZggcPHij9HXVTJNe+G5WZYFLEXKkFSiN79MAXixYhTihEuKcnkpOTUVFRoVJkgDzjViKRyKQKt7S05P35Tsjn2rVr3IKc1NRUtX9/rYlvZGSkERPuFD1JSFNeXo7MzExERkZCJBLVK7ESEhCAl19+ucnjWiqz0v6QNlDtRfYKDVx5kblJSUmwc7aD+SxzDJo8CKZCU6UN3IaM25XXVuLVba+if2h/zrQ1CTHBrPdmYfOXm7EgZQGs3K1g6maKie9MhDBSCLNZZug/uT+6D+ler2/cUKYNdfPBBx+gW7duGDlypEa8Q9RJ3cXxVT4+3HVYN3Ei1687aW0t17i9ExyscHG8t7c3911btmxpcD86wsIiZRdE3gkOxn+8vHBr4UKZ9NQzTE3BGIM1exFx68AYuivoN3fq1AlDhw6FnZ0d5s+fj8jISEybNo37+9y5c+WOCTZs2MD1qdWRmauqqkruQk1Vxvgk1UTGLakji4xbEkmDRMZt+0FRGp+m1NpTps6eRKLaJEfdNM52NenvBhgYNJrC+Zy7O/Y5Oyudxrk5ky+XLl3itvXz8+P9unZUYmJiuOuwaNGiJhm3wQeDYSo05b5not9EiA6JYONjg2HjhnE1lmsJCwvDDz/8wP3/kJCQFn8GP3nyBJcuXcKKFSuQmJiIX375RantAgICwBjD8OHDVfq9phq3ADB16lQwxuDo6KjSdsrojz/+QFpaGnr27FlvQL1w4UJcuHBBbW1L+vlQi46ODrZs2VIvEvP58+d466234OLigpMnT/4/e+cdFtWZ9/2brlQRkF6k9zL0oQwdBQQBEVFH6gEFUVCKHY0oKGqwsWg09qjYMBqjxoK9ze6ziZvNk2Tz5M2+8c0+eyXZrGmbot/3D5jjDFOYBkM5v+v6Xpcyc859nzn9/ty/31fl283E0MaLFy/w3nvvYcaMGdDW1sa4ceNQWFiIe/fuSc3C/fLLL4WA/6RJk5CZmYmmpibU1dUplHH7jKJwss9zlhCCZjYbT7lc+j63cuVKmJiYDAhrdXR0sHTpUqnH/O7du+nvD2VmDiP5tGjRIhBC4OLigidPnoh8fu7cOTQ3N6OgoAD+/v40KJLnWYcP8fPz89W+vXxJyqCcMWMGvX1M9uTYVnd3N2pra1FeUoKqzEzUsNkiFitLWCz4Wr6qsLJ48WKZLVaUPWZ4PMZmZThKEKAuvriY9pTtD3DLysows2Sm0N9TUlLgG+qLyWmTYZthC69CL7inu8MheGCAKwncck9x4VrrKgRs/Vf6Y/mD5eh81onOZ50o3lmMqPlRcMx3hHuzOxzXOsJmsQ0mJE+gyylrm2vD0MgQs2fPlqv8szIay9CWx+udOCI4jlHp709fL85NmyYV3H5ZViZxHOPy5cu0VYupqSnu3bsntR9jYWKRohYkfPXk5kKT9PrdcglBqp4enGxtERsbi+rqarS0tODgwYO4evWqyLPWgwcPaFsRQgh4PJ7IO8EPP/wA8z5Lr3feeUfpd5Pjx4+LVJji6+zZs0qvnwnxwYBbJsZyMOCWCSZGUDDgdvRImYfc/l574nz2eDzlvPYEZ6q+HhsL676XlFJfX5lKOEubqdpfygy+HDx4kF527dq1at+vI10nT55EfX09ampq5JJgqaCIiAh4RXrBIcEB4cvCwV7BxoxdMwYEtyF5r9Zh7W2NsiNlmLZ1Gsb5jAMxefVS5OHhgdu3b9PXxfF9ZUszMzMH5br7+eef4w9/+AMyMzNh2Fdmiy87Ozu89957A67DyckJhBBwuVy52lYG3C5btgyEEOjq6qqsdNMvv/yCXbt2wcrKSuh30NLSwowZM3Dp0qVBOS5dXV3ptmxsbHD37l2Rvv33f/+3UJ98fX3x8uVLfPLJJ/if//kf/PTTTyr5DZhQT3z11VfYuHEj7X3s5+eHnTt3ip088eWXX4r4LAvKZPx4TJ8wAW8EBeFpbq5MNgXPKAorBTyn53h4CN17BbMN3d3dQVEUtm/fjqNHj6KzsxNcLlcI3K1YsULi8V5VVUV/b+bMmWq/LzAS1a1bt2hQv3HjRpHP9+zZIxXgy/qss3//fhr4X7x4Ua3bPFAGZaCfH719mzZtktnTnMdjsidHk/gWK/Pz81ETEYG64GDsTUoSsVi5kZuLhL6MdUIISnJyZLZYUcUxw9isDD+JA6h11+pEAG5cfBwCwgIQMC0A0SXRiOXGwj3IHRa2FjD1MIVrhSvC14fDp9wH3sXeAwLc/u3W3qxFWHOYELC1r7LH3K652P333dj5xU4svbUUmfsyYZViBX1ffZhwTGDXaAfbGttX5ZQLLeGc7wzPLE9wijlSyz+rUseOHYOJiQm8vb1x48YNte9Xdam7uxsVFRWozM4Gx9aWvl7cFqgcdiYwEJV6engzORl/4XLx4bx5aOdwxFYOe/LkCWJiYuj1yFLqeCxMLFImGYGv7XFxWOTvj4bgYJmSEfhatWoV/fump6eLfX/48MMP0dTUhO3btyv1HvLixQuh9gghCAwMRF1dHf3/trY2pdpgQnIw4JaJsRwMuGWCiREUDLgdPVLUZ+8ZJey1187hCGX98H32eDzFvfb6l3E+lJJCf+/S9Oli+9S/hPMzipK5jLMygy+C5TBPnz6t9v0qqJFYRrG+vh6zimYhfU66XHJwfZUp6xnkCdsgW5hHm8Ot2g0+NT5gr2BLhbbxlfEgGr3LG1kYYWb7THgu8ASJIyAuBMSk1xdq9erV+Pnnn4WuizZ92eCqyiz9+eefceXKFdTU1MDT01Om86eqqkoiHBW8bu/YsUOuvigDbs+ePUsvKwtclha//fYbDhw4AEdHR6Ht1tDQQHp6ulxZMvLq8ePHNJx3cHDAr7/+KtS3X375Bc3NzSL7xNbWFn4CIIF/rnh4eIDD4SA/Px+LFy9GS0sLDhw4gMuXL+Prr79W6ndiYvDjxYsXuHLlCnJycqClpYXx48ejqKgIDx48EMrCff/997F8+XJER0dDV1dX5PgIIQR5pNdnq0VPD286OODd8HD8V1aWUAk3vv5eWgqbvglMGoRAV1MTrVFR9ADT3r17ER4ejgMHDkg8lg8ePEgDJkNDQ9y6dUvkO3fu3KF9uAghMDAwULrkOCPVq7q6GoQQWFlZ4fHjxyKfd3Z20vtQU1MTzs7O8PHxUehZh38dU2fWrSwZlH59GS2EEJQVFaG2tlbmewOTPTk6JGixsoTFQjuHI9UKRtBmpczHR2aLFWWPGcZmZfAlzod2IEkrWSwIcAOyA+AR7QEHlgOiiqLgm+oLC28LGDoZYrzNeJiFm8Fnvg9iXo9B5MbIAQFuWVkZ8kvzEVMWg/SOdNhV2glB25i2GNTfqUfxuWJEb46GfaU9LOdZYkLSBOg56UHPWQ9G4UawKrGC40JHhG8Ix9yuuVj+QDJ8HiyAe/ToUQbaCog/kSTIy4u+XmyJicHl7GwcSk3FHGtrcHS0wfXxxHw/P9QFB6MmIgLz8/NRUVGBEydO0OtasGDBq2fIkBCx935xGu0TixS1/+oveey/+O3aCgD5hw8fDtq7xw8//ICcnByh94hp06bh/v37QkkEFRUVg9aHsR4MuGViLAcDbplgYgQFA25Hj5Tx2XtGvfLai7Ozw6dFRUI+e/w2FAW3/WdOzumDV4EWFlL71L+E8zNKtjLOygy+pPWVrrSyslL7Pu0vaWUUHz58iB07dtAlFE1MTKClpQVDQ0N4eHiAy+XKNHCl6jKKNTU1SJ+TDlYOC+FzwmWWpcerMkV2AXYwDzKHcbQxrBZYwa3aDeHLJJdNTq1LhaZW7wDa+AnjEbUkCuPTxvdC2z5wa+5qjrq6OrHXRb6n5JQpUxS+tn7yySfYsWMH0tLSaEgoTqampkhLS8PatWsRJpB9RwiBl5eXWL/VkydP0t+5c+eOXP1SBtx+8cUX9LLy+v9+//33+Otf/4qrV6+io6MDHh4eIr9FQkICurq6Bv086u7uptvMysoS6uejR49E4KwyGj9+PGpqavDs2TO5fi8m1BP/7//9P2zYsIGeUODv749Tp06JfO+nn35CT08P1q9fj8TEROjo6MCWEMQRgsY+eCuoZm1tvGFriwvBwfh0zhw8oygcnTKFPk4aQ0JQ6e+PAg8PmQeY+Jo7dy69ns2bN4t83tXVBYqisGDBAtqnetWqVWq/nzF6pUePHtGl+QoLC8V+5+zZs1i8eDH27NmD27dvg8dT/FmHn82hLogvawZljoAHdGVoKD3wLUsGJZM9OfLV32LlUGrqgNUMBG1W1kVEyGyxouwxw9isDL7E+dAOBCilgVtBgBuzJAbOGc6wnWqLkJIQeMR7wIJlAdM4UxgGGMLQ2xDmoeZwmuYE30rfAQFuLCcW7ix3TIycCKsSKyFo61HnAZ9lPq+yaPuALb8MspaRFoxsjGATb4O8Q3lY+Wil2H4PBcAVhLY3b95U+zEwXNTd3S30rpDr44MYGxtEWFuB5WCMEH8DRLlaYYqbG6qyslBeUiIy8Wj9+vW0ZY+trS0uX74sc/tjYWJRf09hWSvZ8CVPpTa+1q5dS+/T5OTkQXvX+Pvf/47AwEChyXi1tbX02M61a9foz5KSkgatH2M9GHDLxFgOBtwywcQICgbcjh4pk3H7jKJwoa/ssZaGBq70zWzvn3GrqATLOF/MzIRJX7ZSR0KCXCWcn1GU2DLOypRwFtSTJ0/owdOCggK171NBSSuj+N5776nMC1HVZRT54FZef9rgGa+yJgKzAuE2zQ22021hW20rFdymr0yHlk4vnNDV14VNps0rYBtHoJOiA890T3Crudi6davINfHFixd01sSsWbNkvpb+8MMPuHjxIqqqquAiMNjcX5qamggICMD8+fNx5MgRodnVjx8/Rn19vZD37qVLl0Ta2rp1K/35xx9/LNc1Xxlw+/PPP9PLCvr//vzzz/j0009x48YNHDp0CM3NzaioqEBaWhr8/PyEsv3Eic1m48iRI0N2Lm3ZsoVue/Xq1QB6wXJNTY2I77E4eXt7IykpCUFBQXBwcKC9qaRJT08PVVVV+Pvf/y7Xb86EeuL333/Hu+++i4iICOjo6AzoPX3lyhVQxcUodHfHAisrtOjpicBbvrabmuIZRSHf3R2EEEw2NlZogImv9vZ2+jhbtGiR1O8G92WjjebBvpGoHTt20PtQMBtnICkKmq5evao2iC9PBqVg9uSa8HCxpSZV/dvweEz25HCRIgP3/W1W5LmuMjYrw1t8CCsPoJQF3K7hrcHsE7PB2cqBW4UbvMu8YRdvB/MQc0xMnAjTJFOYppjCNMoUE1gTYB4mHeDaBdlBf5I+tCdpw5BlKAJuxQHbCawJcA1xRWJSIhISEpCUnYSYshipfR5sgHv06FEYGxsz0FaCcnNz6XM+IMAf4VE+iE12RmjMJPiGGiMswhfx8fGorq5GR0eH0MSR9vZ22n7DzMxM7ipDY2FiUX9P4YMpKTLDW2mewpL06NEjODi8qvYlaKGkyrh//76Qh66BgQG2b98u1JdTp07RzyBOTk6D0g8mGHDLxNgOBtwywcQICgbcjh4p43HLV1qfb2bG5MliPW4VlSBUXtw3w9B9wgT83wEewPuXcOb/rT9UVjQTuL8EPeQOHz6s9n0qKGllFN955x2638p6IfJ4qi2jqCi4jS55lTXhO9VXJnCb9VoWdMbp9E5A0NWCVpiWELR1K3dDTXcNUhakoHBxoVhw++2339LtNjQ0SLx2vnz5Eh9++CG2bt2KpKQksaVT+bKwsEBmZiZaW1sHLDMmWKLX0tISPF5vJsfJkydx7NgxnDx5EgUFBfR3/vnPf8p1zVcU3D5//hxdXV3Q0dGhj0MWi0XP+lZEgYGBeOONN4b8XKqoqKD70NXVhXfffVekZLM4RUdHY+/evSLZ7jxebzna7u5u7Nu3D5s2bUJDQwNyc3OFzjtCeidElJeX4/PPP5drvzGhnvjyyy/p+4G0+M9//oNt27ZhWUUFKjw90Whvj7USwO0uc3M8oyjY9/lb57q6yj3AJKjNmzfTx1dNTY3U7xYVFdHH4Z07d9R+X2PUq2nTpoGQ3tLt8iynDGhSB8TnZ1BSM2ZgQt+1sTMxUabsySvZ2TKfJ3zbB0V/GyZ7Uv1StFRmf5sVeUpljlabldEiQQgbS8XKBCjlAbfJe5IRviccmZcz4TbLDaZhppiYOhGOqxxhXWoN8wxzmKeZwzRaMsB15jpj4tSJ0HPQg46NDowijGBdKQpsTVNMYc2xhmeaJ1Jmpghtw9q1a2Xqs7wA99KlSzL/1nxo6+PjMyah7YMHD7B//35s2bJFxDrowYMH2LdvHyL6JpcTQpCazUJGAQvFS2NR2BAE77AJSM9KxOLFi0WuOZ2dnfS7gbGxscwe3HyNpYlFgp7C/IleHw5wL5DmKdxfZ86cwdSpUzFu3DihEskcDmdQ3ikOHz4sNF5gZ2cnUmmqtbUV+vr69HdCQ0MHpS9MMOCWibEdDLhlgokRFAy4HT3qX45YEXB7Ky8P2hoa0NbQQGlwsNRyxPKIX8a5OiAApn0vK4dTU2Xqk2AJ52cUJbaMs6rAbXZ2NgjpzahT9/4U1EBlFC9duqQSL0S+VFlGUVFwm9n0KmvCNdp1QHCb05IDPYM+SKZFQAJeAVv9dH3k7szFmhtr0HSzSSq4ffjwId3uoUOHhD7797//jXPnzqG8vFxoVm5/aWlpITg4GAsXLsTx48fFgj5xeu+994SyU7lcbm+m+PLlaFq0CE1VVWhatAgsgfJKV65cwX/+8x+Zr/nygts//vGPKC8vh2EfZJJX2trasLW1BYvFwtSpU1FUVITGxkbs27dP5t9F1UpISKD7FxMTI7X/WlpaSE9PlysLTlBXrlwBl8sVKZetra2N4uJifPbZZzLvu7ESv/zyC1xdXUEIEVumWNl4/PgxCOktU/7NN98M+H02m43MzMwBv/fXv/4VJiYmsCQEsYRgOiFo6IO16zQ0sMfaGu+Gh+PzwkI8EZh8kePqKlcmYX/NmjWLXlf/Wfv91dbWRn939+7dajn/GImK76uelpYm13LKgCZ1QHx+BmV03/3Tw9RUbAbN3ZkzsTs+HtOcnUWuyQUeHjJlUApWvmCyJ0eelHmn6W+zIovFCo83em1WRosEIezii4tlyjBVBNzmPcxD+Ppw2OfbwzzLHM5tznDb7QbXLa6wrbCFeYY5LLIsMDFmIg1wHTMcYT3TGjZVNrAqs4JBoAH0/fRhHGsMm0U2sF1iC5v5NrDPtodDsgMi50Yq3WdpqjxdCU4FB7FULFKpVJRSpdiyZYtMv/ORI0doaKuOUvrqFB/KVldXg6LKUEaVoK2tTexnkdEs+npRXJOMo9fq8DZvDZZtT4Fv5EQUUwVYv3690PoPHjxIQzl9fX0cPHhQ7j6OtYlF4qwV9iQm4nqftcKnRUV4yuXiem4u9iQmSvUU7q/k5GSx737Xr19XxesGHS9evEBjY6NQG8HBwbh27Rrdl4cPH4LL5Qp9x8/Pj3lPHMRgwC0TYzkYcMsEEyMoGHA7eqTo7PT+aomKQqS1NXJiYuTy2ZMmfsZtoZcXFvj747XISJn7I1jC+dGsWWIzblWhW7duwcjICIQQbNiwQe37U1CKllHsr4G8EPlSZRlFRcFtyaESuuSxtZe1VHCbtyUP4036wJgGAfF7BW0DawPRcKkBTTebaEkDtzt37qR/o48++gh//vOf0drairi4OLqslThZWVkhJycHW7ZsUXigY4qA56WvpyeaSkrQNHUqmjgcIYUJzApeVleHbdu2yfxiJwu4/eGHH7Bv3z6EhoYOCDUtLS3h7++P5ORkcLlc1NXVoa2tDYcPH8bly5dFssOHgyRB99DQUHqCxPjx4zF79myVlAvn8Xr9ioqLi0XKKhsYGODhw4fK3MZHXfAzSH19ffHy5UuRzz/99FO89dZbqKmpAZvNFoLismaRp6amghCC6upq/Prrr3j69CmOHDmCpUuXorS0FB999BH93W3btkFPTw///ve/pa6Tx+PR/ZhACKK0tJBraorXfH1xOTOTHmC6kJWFPDc3+rt53t4yDTCJ0+XLl+ljytTUFPfu3ZP6/YsXL9LtLly4UO3nIiPhihl1dXVyLasMaBpqiM9/RqXS0jC+7/lCnF3G6YwMqfedZjZbpgzKkpISepmBMtH7i8meVL+UqSLU32ZFnMUKjzc2bFZGk8QBzYFKBMuavSoO3DrNc4IV1wreJ7zh1uEGjz0e8NzjCbetbnCqc4JtiS0scy0xMWYijAONoe+jDyO2ESZOn4gJSRN6/506Ec5rnGE9yxrmHHNYRFnAI8IDSclJSmcJS8y43aR4xu3hw4dhZGQ05qBtfyhbROVhNpWIYqoAa9euFftZUuarSbQNLbl4m7dGKrg9fvw4XeJYT09P4YpmY3FiUXd3N2pra1FeUoKqrCzUsNlYwmKJqIbNlugpLE4rVqwQ+27766+/yvXeIi2eP39OV1WhJ2zm5Ag9u1y5coWugsLXnDlz8OOPP6qsH0yIBgNumRjLwYBbJpgYQcGA29ElRfygBKWMz540KVvGmV/Cea6np8QBGGVVVVUFQgicnZ2HHWxStIxif6nDC1FRcEsdo2Dt1Zs1YTTJSCK4LdheAAMzARjm3QtsTbNNMe/NeULAVhZwm5+fTwM1aZncOjo6CA8PR21tLU6dOqV09ujrr79Or9tSVxfL4uLwWlwcTufl4S8LFuDr+nr8uGIFvq6vR3VYGP3dxTExaFq0COvWrcP7778/4DVfGrj94IMPUFVVRQ8sCEpfXx/Z2dm0B2xsbKxKJnUMte7evSviY2tkZIQ1a9bgyZMnuHXrFnbs2CFSGk1Vun79OiiKEspgNjc3xyeffKKq2/qIjufPn8PMzIyepNI/enp6pEKdgcDtd999h9u3b6OmpgaEEGhoaIgtcz5t2jR6mS+++AKEELz11ltS133nzh16eW9vb8Sy2Uhwd8fCsLBem4CgIEx3cUGElRXsDE1fgdvsbJkGmPrryZMnQhnjskC/e/fu0d/Pzs5W+/nIqHdiG3+f7Nu3T65llQG3Qw3x+RmU0X1l6W0NDcXaZZxKT6f7pamhgfH9Jkxt43BkyqAU/G3kfY5hsifVL0GLladcrlzvDP1tViRN+BwLNiujSdKApiSAm5KSIpNfrCwZt56dnr16wxOsa1rcBS4AACAASURBVCwEXAqAW6sbbEtsMSlnEowijKDvqw+jACNM8JsA80hzWOVYwSzFDBMTJmJi4ERYWlvC09MTbW1tSvvyygpsZfW4PXToEAwNDeHn5zdmoK0kYDuLikV+WQymZSchJSVF6LOCcg6Wbc7DwXdroavXe3/K5ka+ArftySLg9syZM/Szrba2Ntrb2xXu81idWHT//n10dHT07SsK5cXFmJ+fjwV5eZifn4/y4mJQFCXWU1iatm/fjkmTJgld7/39/fH48WOF3mME4/PPP6ftp/hQuKGhQWjM4M6dO0JlmrW1tbFr1y6xE1eZUG0w4JaJsRwMuGWCiREUDLgdXbp//z5qa2vpwY6DKSkyw9svy8qU8tmTJmXLOPNLOOtqaqI1Kkqmkmfy6M6dO3SJWmVeplSl7u5uNDc30wP5ipZR7C91eCEqA24j5vZmTWhoacBlqosIuOV2cmFsJQAZ7QlICIFOlA7mtM/BgjcXiKi2q1YI3L548QI8Xu9ACZvNljpwZ2dnh5kzZ6K9vV2lpSV7enroF3pLQlDh4YFD06fjX42NQFOTiDoFBrZfi4vrzcQtL8e6desGzLztD25/+uknHDp0SOK2e3h4YPny5bh169aoKM91+fJloe1LTk7G5cuXh7wfPT09QrOrXVxc8L//+79DcNcf3rFp0yZ6ksqLFy9EPr958+YrqKOpCR8fH4QJTGTgg9uXL1/iiy++wPnz57Fu3Trk5OTAWUzZVUmaM2eOULthYWHIycmR2verV6/SywvCYBsbG8zNz0ewjw+cbR3gYM2Bgb4X/XlWVpZCmd0LFiyg1xESEiLzhCN+yfzY2Fi1n4+MePQkAkKI3M80yoDboYb4nZ2dKCsshFGfT3pVQIDY5707M2didXg4Tmdk4JOiIjp7UhDcipvAJy17UltbG8uWLWOyJ0eQ+BYrS1gs/K24WO73BkGbFXEWKzze6LdZGW2SBWj2B7hh8WHwY/vBI9MDJWdKsOrxKrHL5R3JQ8z2GARuD0TUsSjYTLOBEcsIE1ImwHGDI5xfd4Zrhyu8TnnB77of/Hv84d/jj4CeAIRcC4HHZg/YzLOB+dReD9xxtuOgY6YDQz9DmAaYwsLBAnb2duBwOAPCNnnArSqALY/Xm8VpaGgIf3//MQFtJQHbgnIOGjfNQOuB2YjP9EAY2w8x8WFCwJZfEvlt3hr4snonIvmwHOi/NbYnwy/SjAa3Fy9epO8pWlpaaG1tVarvY31i0cOHD3HmzBl0dnaipaUFzc3NaGlpQWdnJ86cOaPQpOI7d+7AqS9JQFDR0dH4+eefFXqfuXPnDszNzel1GRkZYdeuXSJtnz59mv7OxIkTce/ePbz//vt47bXX0NTUhOfPnyvUPhMDBwNumRjLwYBbJpgYQcGA29Gn7u5uVFRUoDI7G0tYLLRzOPhwgLLJH86bh3YORymfPWlSRRnn7XFxqPT3R4GHx4Al8uRVV1cXKIqSu0zhYKinpweVlZUoospRWVmJrq4u+hxVtn/q8EJUBtxyO7l0uWTLQEsRcJu+Ml2mATdBmfuawybWBo4BjvDw8BCZZSsoPT09REVFoa6uDufOnRu0fc4fYJ5ACKabmuLCrFn4uKAAvIwM/NTQIAJu7wmUgDyRm4sLBQW98HbRImzbtk2q560guE1OToapqanY7c7MzMTBgweFZgWPlvJcXC4XYWFh2Lp1q1r7cfPmTSEfxtDQUPzwww9DdfsfdvH777/D3t4ehBA0NjaK/c4nn3yCtrY29PT04PvvvwcAvPHGG0LHdHx8vNjjWpI0NDQQHx+PoKAg+m8dHR1C7W7evBnjxo2j2xQXb7/9tsQ27O3tYW/vhQkTpsDUNBfGxq+g/ezZFObPn4/Dhw/LnLm/fv16OnPc1tZWrskHFhYWIET5agqMZJe0gUY+9CGE4L333pNrvcqAWx5vaCF+S0sL0mJj6f5ek7H6ylMuF9oCVRK2ScigZLInR5eUybh9RgnbrFzpex9StcUKjze8bVZGm+QGmpvz4BnvCYdIBzhMdQB7IxvsVjY4WzngbOUgdH0ovBq94FDlAOtya1hSljDPM8fE9InQ99fHeK/xMIkzgWOzIzyOeQgBW74iHkcg/G44Ak4FwG2LG6xLrWGaYAqjYCOMsx+H8UbjYWJigsDAQLS3t8sEUmUG1CoAtjxe77O9gYHBmIC2AwHbrcfmYf3+LKzYmYrYjMkIYjsiMt5TBNjyVVqbAkIIdPW0ceJWYy+4fT0JfuxecLt8+XIhe5Z58+bhxIkTUiWtpDUzsWjwJDjZS1ArVqyQ+33mH//4B+1lTEjvZFRJE/MePnyIcePGgRACExMTuLq6CrUfGRmJ7777Tu4+MDFwMOCWibEcDLhlgokRFAy4HZ06fvw4KioqMD8/HzUREagLDsaexERcz82lffaecrm4npuLPYmJqAsORk1EhMI+e7JouJZxHm5qbW1FEVWOiJIaFFHlmD17Nn2OyltGUVDq8kJUBtxSxyi4RPaCLX0LfZWAW2JJQFwIiInk70ycOBG7du0a8DdShTo7O0EIgSYhYGtqosnfH3+wtEQTIWgiBM3a2nibxcI/KytpcPvLqlUY11c+si4yEi/XrMGh6dPRlJKCppUrce3aNbHX+//85z+oqKiQuN0uLi6or6/HzZs3xfZ1rJbnGkxdvHhRaPJAeno6fvvtt6F9EFBx/P777zh69CgiIyPh7OwMZ2dnuLi4wNXVFW5ubnBzc4O7uzs8PDzg6ekJLy8veHl5CQ1uubq6ws/PD/7+/ggICEBgYCACAwMRFBQEFouF4OBgBAcHw9fXl/bjHkjjxo2Dv78/cnNzsXz5cuzYsUPIyzs+Pp7+7gcffCC0TZ999hkIITh58qTE7T558qTIdeTV/+0wYUI+jI0XwsnpOCwsXvldBQZWYfr0SlAUhY0bN+Lu3btSj5n29nbab9vMzEzuSVb8UuhsNlvtx/9olyyl/Tw9Pelj4fbt23KtX1lwO5QQv7m5GZ59GS1OxsZyPf8F9fWTD27FZVAy2ZOjS8parDyjXtmsZEyePCgWKzze8LZZUYWuX7+OLVu2YP/+/XLBwMGQvCWEG+81wmuWFwz8DGDCMYFdox1sa2xhXW4tJMt5lr2etOFGMGIbwTjKGHpOehjnPg4TUifA/YA7fC/7wv+mMLT1vewL/y5/eHV6wX2HO5w3OMNpuRMcaxxhm2sLi2gL2MXagZPFQUlpicw+swOWhFYRsOXxeicu86HtrVu31H68DZakAdtlm/Ow5/wCrN+fhaY9aVi9JxH1O8MRnWGL2KkeWLA8TQTY8nX0Wh10dHufI2vWZuFt3ho0CIBbQa91WZWRkSFxO5iJRYOnDRs2iN0f7u7uKC0thYuLC1gsFv7+978P+B70wQcfCL1b37hxQ2rbISEhUo+JsLAw/Otf/1L6/YwJ4WDALRNjORhwywQTIygYcDt61d3djdraWpSXlKAqKws1bDaWsFgiqmGzUZWVhfKSEoV89mTVcC3jPJx0/vx5UBSFpNJqsEqWILm0GuHh4fQ5qmhpaHV6ISoLbrPW9c2A1SCwTLEU8bjtr7n75sKOawcSRyRLANzq6+uDw+GgtraWBttDlTVx9+5d2NnZgRACW0IQTwga+4CtOB12dsbHBQV4uWYNOH0+gbGOjkBTE75taOgtm1xaik2bNgnBv08++QR1dXVCJZv40tXVRVpaGvbv3z9gtt9YL881WDpx4gR97BFCQFHUiPQ2evHiBU6cOCEEotQlCwsLsNlsFBcXo6WlBWfOnMGjR49Efnt+uerQ0FAatJqYmIgt08xisZCXlydx+z/66CM6C5bFYvVl/WqBEH8QkgETk3VwdubB2voqjI3n0X0NCloHFmsJEhIWobi4HDU1Nbhw4YLYY6Wzs5POkjQ2Nsbx48flOtYeP34MTU1NEEKQkpKi9mN/NEvoGSwzU+IzWKAAcKyqqpLrGUxZcDuUEL+lpQVGfde5ac7OcgG4xQLZ8KvDwiR6loqTPLYPTPbk8JGyFivPqFc2K9oaGigNDlapxQqPN/xsVgZDbW1tKKFKlIKDqpKs4HbFwxXI3JcJh4UOmBA/AcZsY5immcKx2RGOax3hsMoBtjW2vcA2eQJMI0yh76sPHRsd6FjrwDDEEIYsQxhFGmFi5kS4H+oFtwE3A8C6wwLrJgv+J0WBrfMKZ3it9gJrLQsJ7QmY0TEDseWxiKVikUqlopQqxZYtWxTaTlUDW74qKipgbGw8aqHtQMCWn0W78/Q8NO1Jw4o90Vi+Jxz1u8KQznXHTCoCS9ZnSwS3b/PWIDbVt/dZLtKlF9xuSxw0cMtMLBrcY4VvWyRNc+fOHfB96IcffqC/HxAQMGDbCxcuFGojJCQECxcuhImJCf234OBgfPPNN0q9pzEhHAy4ZWIsBwNumWBiBAUDbke3ZMn2oCgK1dXV6OjoGHQYOhzLOA8XPXr0CA0NDSgomw9WyRLErdkBVskSeAW8GrCUt4wiX+r0QlQW3FLHKJja95Y91XfSHxDcUscolB0tQ2pLKsKXhSNmdQzi18UjZWMK0tvSMb19OgJyApCQk4AFCxbQMEcdWRNcLvfVfiEEeQKQdqeZGU56eWGDjo4IwN0xcSIW98GxcdraeL5sGdDUhFN5eWiaOhVNTU34y1/+glOnTsHX11fiy6evry/q6+sZ379hoM7OTuj0eT8SQrB+/Xp1Px7IHC9evMCpU6fg4+MjcoyZmJhgwoQJMDExoWVsbAwjIyMYGhrC0NAQBgYGMDAwoKGnlpYWxo0bBz09PVq6urrQ0dGBtrY2tLS0aGlra9NZg/wBlatXr8r8u/OhDj+DlRCCKVOmiN3OjRs3Yvz48fjTn/4k8bf485//jOLi4j6PWxMQwgEhM2Bs/Ab8/P4BFus5/Pz+AVPTpXR7np7tCA8/guDgZQgPr0FBwXyUl5ejs7NT6Fp08OBBuvSavr4+Dh48KPdxNhp8qkeCxFU92ZuUhBt9VU/+VlyMp1wubuTmIkvAe3lORgYqKipkBvLKgNuhhvgtLS10XxdK8LeVpG0cDr1spJWVWI9bSZLH9mG0Z0+OJKnCYuUZRaElKgqR1tbIiYlRqcUKjze8bFYGS3yIqEpYqGxfJIHbVY9XIe9IHlxqXehsWj64nZgxES47XeCy3QV29XYwzzOHcbQxDPwMoGPR++ylMU4D493Hw7LQkl7OLMsMnkc8EXQtCGF3whBwKmBAYDv36FzktuaKhazyZtwuvrh4UIAtXykpKQgKClL7caZqyQps+Tp+a6lCGbdv89ag7WAvnNXU0sC+C4tQLwBu169fr7JtYiYWDb7KysoGBLdaWlr47LPP8Msvv9BljU+dOiXyPsCvAjJx4kSxE0cFdffuXXr9ZmZm4PF4OHToUO91ScAqIjAwEF9//bXK3t/GejDglomxHAy4ZYKJERQMuB0bkuavdubMGZUOZAyk4VjGeTho//79KKMoRJUsRkxjG8ru/F/ENG6Gpccr8KbIflK3F6IqwK3/NH8QDQKiSWBVbDUguB1I4XPCkT4nHTU1NeDx1JM1cfjwYXrQXJsQcAjBAkKw3dQU95KT6UHHzwsLcSUyEluNjITgbX3fcoQQdCQnA01NeLpgARrCwhAbGSmXxydfjO+fetXc3Cy0Pw4cOKDuRwSp8fLlS5w7dw7+/v4ix1JgYKBcJSnfeecdell5B8GVgVeCUIev5uZmsdv77bffIjQ0FIaGhrh69arI57/99hudlU7IZBAyFRoaFKytryMo6DuwWM9publdoduzsFiGwMC3ERx8GuHhLWCxliA9vQplZRTWrVuHx48f4/jx43R2pJ6ensLlPkeLT/VwVnd3N8rLy4UmqEmDTq3R0a8mHnh6yjVBTZljf6gh/pIlS+j26kNCFAa3WhoaaI2KQg2bLVMGpay2D2Mhe3KkibFYUb8EIWIsFSsTPDx37hyKioqwfPlyucu/y9qX/uB2btdceNZ7ipRB5gNYi0wLOK50hPlMc5jEmsCAZQBtc22he7+msSaMQozAWs1CSHkIXLNdYZ1nDe9D3vA+5K0UsJUHsirymysqd3d3paoqDTfJC2wF1f14FfZeLBfvcbtJ+rKR8b2TaafkBKN+awL8o8xVDm6ZiUWDr0uXLtFZrhoaGvD29kZRURF2794tlD1dUVGBzZs305OgxVVJklb+OCIiAjU1NWhtbcWbb76JZcuWCX3O709kZCQIIbQHLiEE/v7++Oc//6nyd7qxGAy4ZWIsBwNumWBiBAUDbhmpQ8OtjLO61dPTg8rKSmSVVYFVuhSzu/8I6t4zzO7+Iyy8X2XcyjJTW1DDwQtRFeA2fE44LAMtYeRhBPMZ5ioHt+rImpg27ZXH5QRCkKqnh4uxsRIHJr8sK8P9lBTstbGh4a1v3/IuhOC4hwc6nJzA6VufvNB2IHDLlOcaGi1atIjeH9ra2rh8+bK6HxNE4uXLl7hw4QKCBMqX8uXn54ddu3YNWHa7vwSz8eT18lYGXglCHb5u3rwpcdu///57pKWlQVtbG4cPH6b//s033yA0NLRvHf4gJBPa2k1wc/tUCNjyFRj4NTQ0egdiDAzyYGv7Lnx9LyAoqBsREXvAYi1FUlJvpYwDBw7Q5du0tbWVgkqMT/Xg6t69e0KWEIdSUweETd2ZmfQ+qfT3l8sSQpljfzAgvrRJgvPmvSoPXuLjI1cGpSC4TbCzQ4GHB6qysmTKoJTV9mEsZE+ONDEWK+qXSPbn5oGzP+fNm4eAkAAEsYLAZrPR2NioEoArDtyWvV0G/5X+IsCWVqo1HBMcYZthC7sMOzimOMIp0Am2draws7ODtbU1Jk+ejPDwcHAyOIgujcbyu8uRvT4bbtPdYD7VHJObJ8P1dddBB7b9t3Ows5wfPXoEXV1dLFmyRO3HmSp06dIlhYCtOIC760wJ4jM9EMb2Q0x82Kt1SQC4HacroaWlCW0dLVSsZqsc3DITi4ZOFy5cwO7du3H9+nWhv9+4cYO2tdHR0aEnSJ84cULkXaGnp0eh93BCCIyMjOg29+/fTz/7C07I9vHxwfPnz4Xa/Otf/4o33ngDDx8+xK+//qqyd77RHAy4ZWIsBwNumWBiBAUDbhmpS8OtjLM61draiiKqHKEltUhtOwTq3jNarqk59Dna2NgodT3d3d1obm5Gd3f3sPFCVBW4dZvmBuup1jCONoZ5tDkcEhwQPidcIbFyWELgVh1au3YttLS0YGZmhrSwMNQGBeFvxcUyDUg+zc3FcQ8PlPftHw1CsJgQLCe9mbtmfTOFExMTsXv3bqVnZjPluYZOT548QX5+Pn3OGxgY4I9//KPEe/jLly/x9ddf489//jMuXLiAP/zhD1i5ciUqKirQ2dmJf/zjHyp7Xnj58iUuXbokAChfydvbG9u3b5cb2PJVU1NDr0teD0Jl4JUg1OEPjvz4449Sf4fffvsNpaWlIIRg48aN+P3338FisfrWMQGEhENPr5gujSxJhoa9mZa6uiEwMLgAPb23MGnSWwgIOIvJkymkp1dh3rx5dIlyLS0ttLa2KnV8MT7VgytFMgQ/LynBOC2t3iwOPz+5MgSVOfZVCfFleZ4LCAig2ysNCpIrg1IQ3BZ4eMidQakK2wdG6tFoslh58OAB7O3tQQhR+louTvzSmsbGxiLQQVFJ9FuVAnBzcnLgyfaE/VR7uEe7KwVwr1+/ji1btmD//v1oamqi+1J+vhwhr4VIBLaOFY5gL2bDI94DjmxHOE91hm+0L0LDQpGbm4vOzk4hCNofUIfNCsOk4EmYmDARTiuc4LjccdCBLV9D5Svc3d0NQgh27dql9nNDFdqyZQvKqFLMoVIxi4rF7AoOOk5XygxsBXXq7nLkl8VgWnYSUlJSRGGwGIBbu246ZlGxKFgYrHJwy0wsGh4qLCwUemdwcHDAixcvRN4Tbt68KfS9cePGCVmySNPKlSuF2vTz8wMhBDExMULfO3bsGN3et99+K+TPa2BggNTUVLS0tODBgwcMyJUQDLhlYiwHA26ZYGIEBQNuGalbw6mMszp0/vx5UBSF5NJqhFWuRPGNvwmB28ja9fQ5mpOTg/Pnz4tdDz9rt4gqR25uLsaPHw9C1O+FqApwyy5kwyfLB27T3GAeZA7bIFt4RXohfU66wppVNAv19fVq3fd3797Fxo0b6WySp1yuXGUAP+Nywe6bgR1MessnJ+voINbPDytWrFBZP5nyXEOrR48eIT4+nj7/LC0tcfLkSXR0dGD58uXgcrmIj4+Hq6urUPkscdLQ0EBMTAza29vxxRdfKPSc8PLlS1y9ehUREREi6/fw8MDrr78uE7CVdq3nZ3QTIr+XtzLwisd7BXUI6S0LL+tvwm+3uLgYNjY2IMQThPhg/Pg4WFktg7f3f9GQNijo3/Dy+l84OPwPzM3/gvHjH4GQqr52dUHIRRByDoQcgIbGOhgbZyI9fSbMzc2FrsMnTpyQKmlVGRif6sGVMp6ckX1eaBFWVvhw3jzUBQfLlFGqzLGvKogvVEElM1NiBRXfvmOPEIKIgACU+PjInEEpCG5THR3lzqBUhe2DujUSoZ+qNFosVvgVNVxcXMTeM8+dO4fm5mYUFBTA399f6N4k6/nNL62Zn5+vkj5LK08sCeD6+fnBwdcBNmk2sM2wVQrgCkLMlJQUsJPYsEuwg1WJlXhoW2yNoPIgRJdFI5FKBDuJjcCQQInAVtx2xlKx8In3ga2/LcyizeBU7zQkwJav69evY+vWrXjzzTcH1Uf49ddfByEEFy9eVPu5oQpJzLgdoMyxJHA7i4pFMVWAtWvXSi6/LGbddVviB6VUMiP16smTJ0LVsgghqK6uFvuO8Mknn6CtrQ09PT34/vvvAQAHDhygl1u2bBmOHTuGTZs2obq6Wmid/Sev1tXViX2/++qrr+j2du3aJfVd0MDAAAUFBfjXv/6l0HvgaA0G3DIxloMBt0wwMYKCAbeMGKlPjx49QkNDAwrK5oNVsgTZb14WgrbUvWfI7Oymz9GohCQ0NDTg0aNHIuviZ+36TZ8D3b7BnuHghagKcDtj0wywC9kInxMOB5YDvFheiI2NRU1NjcKqr69HV1eX2o+Bzs5OlBcXYwmLhRu5uXKB22cUhVt5edDW0ICOpiZ2h4ejNigI5cXFCu/3/mLKc6lHd+/eFcpQU5VCQ0PR2tqKTz75RKZnhBs3biBawIOTLzc3N2zZskUmYCtLNp6npye9bnkzcpQFt3w/Kz7YaWtrw6ZNm9DS0oINGzZg/fr1WLduHZqamrB69WqsXLkSy5cvR2NjI1JTU6GhoQFHR0doaDiDkAgQEgtDw/mwsNgLC4sPoa//GBoat0DIzX7qBiE6fW0vAyE3QMghEFIKQkIHhPLilJGRIXE7GZ/qwdWZM2dAURRq2GzsTUqS6zre1DcpYpyWFj4uLMSexESxHq6tra1oamqilZWVRe/TrKwsoc927Nghsa+qgvjigNrepCTc6ANqfysuxlMuFzdyc5HQBx0JIYj08kKolxe4np4yZVA2s9n0sgksltwZlKqwfVC3RiL0U6VGusXKrVu36HvNxo0bRT4XvD6Lk6z7kF9aU0dHRyVAThq4lQRw3cLcYGZvBmNPY4S+FgqfWh/YZdgpBHD57ccUxcDG2wYa4zWga6OLiWkTYVX6Ct5azrOEF9cLkUWRQjCVoigsXLgQe/fulQpB+5cnjouPg3OAM+yT7BG+PhyJ2xMHHdgOtRYtWgR9fX2FK6UMR0n1uJUD4AqCWz58lXXdS7fEIyDKggG3o0xvvfWWyHW5vLxc5jFXQXB74MAB+u+//fYbXdXKzMxM5HxcuXKl2HvCjRs36HUIWtfExcUJTfoUVGdnJ95//30cP34cq1evxowZM0BRFL777juZt2M0BQNumRjLwYBbJpgYQcGAW0aM1Kf9+/ejjKIQVbIYMY1tKLv7pQi4Len5HFq6vQNwNr4slFEU9u/fL7QeftZu5Iy50B6vD0IINDU1sXr1aoX7pqoyiqoAt9L8aUe6lBns52t7XByWsFhoCA4WO9ivjJjyXOrT9evX4eTkJHUGtbOzMyIjI5GVlQWKorBq1Srs3LkTb7zxBkpKSqQu7+fnh7Vr1+KDDz7Ay5cvhZ4Nbt26hbi4OJFlnJ2d0draKnPmtazZeIF9GYeEEFRVVck12K7KjFtFpampCRMTGxAS0wdvp4OQchByXQywfSUNjSQQQqCrGw1r6/+ChsZBEJIKQiYr1A9p4JbxqR5cKTMJ5ymXC72+csntHA6u5+ZiCYslMgnHWuA8GUjSPMtVAfG7u7tRXl4uVMJWWpZxfXAw3eYcV1fEe3khxNcXxYGBA2ZQTnF0FBqUlCeDUlW2D+rUSIV+qtZItljhZ1VZWVmJvX92dnYK3U+cnZ3h4+Oj0L2NX1pTFQBeFnDbH+BOnjIZFjEWMGGZwLPQE/7V/ojcFKkQwF25ciX8Iv1gHGoMQ5YhDIIMMN5zPAyCDGAUZgTTVFM45jgiZE6IUjC1f3nisrIyTOdOR8DMAMw5OGdUAVu+pk2bNmqfB5QFuOLArazrrlwbhYBo1YBbdVdaUHf7w0mSfGtlhZ6SwO2TJ0/ovycnJwu1OW/ePIn39cuXLwMA/vSnP9F/45/PT548wapVq2R+Xuzo6FDZ2HL/+Prrr/H222+jsbERRUVFqKioQHV1Nerq6rBy5UqsW7cOra2teP3119HR0YF9+/bhyJEj6Orqwvnz5/Huu+/ixo0buHfvHng8Hj744AN8/PHH+D//5//gq6++wjfffIMffvgBv/32m8i77EDBgFsmxnIw4JYJJkZQMOCWESP1iF/aOKusCqzSpZhz/k8i0JYv66DeLAhDKztklVWisrISPT094PFeZe1mzpoDHYPeGZtEQwNRickSs3NlkarKKDLgVrqUKa/Z39NN1vKajEaOABYnlAAAIABJREFULl++jJKSEpSXl2P16tXYtWsXurq66PNfFnV1dWH+/Plwd3eX+NLu5uaGZcuW4cyZM0hMTBT53MnJCRs3bpSrVLY82XhZzs6voE5GBioqKmT25VYG3D5+/BgaGhoKA1tBaWhoQEMjAoSwQUgyCCkEIW+JBbaE3ISx8Z8QGPigb3ktuLldh5nZXhDCASGGIIQgPDxcJccR41M9+GppaVG47P0zisJ0F5deMGlnh6dcLpawWJifn4+Wlha6DVWBW2Uh/r1791BbW0tv76HU1AFLHrcKZO6vi4hAlY8P4gMDEREWhvkZGVIzKBMEskmqq6vl6quqbB/UqZEK/QZLI81i5dGjR3SGe2FhodjvnD17FosXL8aePXtoiKnovY1fWtPAwECuZwVxkgfc8hXdHA2HWQ4wSzHD5JLJ8KA84E15ywVw79+/jyVLlkBfXx9aJlowZBli0uxJME0zhQnHBBOSJ8A42BiTvCfBNcwV8dPiUVxSrDBM7V+euH/p5NEEbPny8/NDWlqa2vsxmFIU4EoDtwOtO2rKZJWBW3VXWpDW/sOHD7Fjxw66bRMTE2hpacHQ0BAeHh7gcrkyTcIczpUe+is1NVXkWWvTpk0yjblKArdbt26l/97Y2Ei3dfXqVWj1TegTJ0tLS8THxyMkJIT+27Jly8Dj9b476uvry/y8uH79epWOL798+RKtra0qebeS9z3M1tYW165dk6mfDLhlYiwHA26ZYGIEBQNuGTFSj/iljUNLapHadkgitKXuPUNEde/gjaa2DljcKhRR5fTM1/3792Mul4txxhPoc9kuPA6B2XOQk5uLdevWqdULkQ9uWTkshM8JV1qsHNaoArc8Hg8dHR0oLylBTUQE2jkcmTz/BPVlWRnaORzURESgvKQEHR0dat8mRsNT3d3dWLRoET04P5AcHBywfv16uSeAyJuNJwh15np6ojI7W+ZyqMqAW0GoExsbi9bWVmzevBltbW3YsmULtm3bhvb2dmzfvh07d+7Erl270NHRgc7OTuzZswcbNmwQKrVMyKtyyYTMASEbaVCro3MPFhYfQlf3Pv03D4+vYG6eA0IIjIyyYGm5GoSEQ0ent4Syra2tSvY741M9+GpubsaCvDwsYbHwt+JiucHthb6yx1oaGuiZMQNLWCwsyMtDc3OzSvupCoivyD2rOzOTPk/+kJCAdg4Hi8PCkD5lCqZPny41gzIpKUnhc1xVtg/q0kiGfox6tWPHDnpfyJMtrug+FBzwX7VqlVJ9VwTcJrQnwG+9H1zWucB3oy+cy53hTDkLAdzEg4nwq/MTC3DT0tLoY54QQoNbqxIr2CyygX2DPewL7WGXYQfnqc7wjfYd0MNW0e0ejcCWx+u9DxgYGKCqqkrtfRkKyQtwZQG3ktYdGOYG33Dlwa26Ky1Ia/+9997r9+wrXjo6Oli6dKlC7Q9H7d69W2QbGxoaZBpzlQRuMwWejU6ePCl0XDkKVBsZSHp6evQ9+9y5cyKTUseNGwcvLy+kpaWhqqoKxcXF9GdsNhudnZ24f/8+nj9/Lrb/H330Eerq6lBaWory8nJQFIWysjKUlpaipKQExcXFKCoqQmFhIcLDw4cc2gqqpKRE7nFwBtwyMdaCAbdMMDGCggG3jBgNvfiljZNLqxFWuRLFN/4mFdxyLz2lyyU7J0xDcmlvmbjjx4+jsrISUWnT5X6oHSovxPr6eswqmoX0Oekq06yiWaivr1f7flSV7t+/L5S9dDAlRWZ4+2VZGQ6mpNDZWbW1tUNaHvDMmTPYuHGjykozMxo6vfPOO6irq0NwcDBdSpQvW1tbrF27VqHMJUWy8QShTqW/v1zHszLgVhVQ5/z583B1de1bjyEEyyVrai6EhcWH8PD4CizWc7BYz+Hq+iUEYW5Q0F+goaENQnRgYTEThDjT/lSamppKDxIzPtVDI2Uzbp9RFNL6SpvnubmJzbhVhZSF+IpWifi8pATj+mDSfH9/oSoRVVVV6OrqkphBKVjyT95zXFW2D+rSSIZ+jHo1bdo0ENI7EUqe5ZS5twX3lSYPCwtTqu/KgFv3Le6Ivx+PyNORcK5wxmRqMlwoF3hT3ojeEo18Xj7SL6bTANcqyQoGzgYi7ys0uC21gk+TD8I7wpG4JxFJW5MQWhmK4NnBSChLUClg7V86ebQAWx6vF8gFBgbCwMAAp06dUnt/hlKyAlx5wG3/dfv5+cHMzAxlVAna2toU7qu6Ky1Ia/+dd96h23F3dwdFUdi+fTuOHj2Kzs5OcLlcoezfFStWyN3+cFRLS4vQtSkhIQHffPONTGOu4sDtixcvYGpqSv9dV1cX+vr6MDExgZmZGUxNTWFsbAw7O7sBx3X6/3YdHR2ora3Fli1b8Pbbb4vsw3379klcl7OzM6ZPn441a9bg1KlT+PjjjxEWFqZSuPr6669j9+7daG9vR1tbGzZs2IC1a9dixYoVqK+vR01NDSorK0FRFIqKijB79mzk5eVh+vTpSEtLg4WFhdj1uri44OnTp3KPgzPglomxFgy4ZYKJERQMuGXEaGj1+PFjNDQ0oKBsPlglS5B94IpUaMuXS3IvnJ3kGwxWyRIUlM1HVlYWCssoeEydoVJwq0ovxK6uLvoBXFWqr69HV1eX2velKtXd3Y2KigqhDMUPBxgQ/3DePLRzOFjCYsmVoagqvfXWWygvLwe3hIvy8nK89dZbav8dGSmmq1evYuXKlcjLy8OaNWuUKjWpSDaeINSp8POTK4NcmcFtVUGd27dv0+Xe9PQ4sLCYDheXSlhZLYOv74c0tOXLxOS/aHhra/spbG03wdg4F+bmKSDECF5eXiqDTYxP9dBIGY9bvm7l5UFbQwM6mpqgfH1FPG6VlSogvjK+7JF9pZ4jrKzwjKKwJzFRJl92Zc5xVdk+qEsjGfox6pWNjQ0IIXKXpVVmHxYVFYGQ3iy2O3fuKNx3ZTNufTb4iM24nXZpGvJ5+cjn5SPjVgZ8dvpgEncSTOJMYBRpBF07XSFwa8WxQuaeTEzdMxVpe9KQtT8L5RfLserxKtpbV5UetP1LJ6v7GFKVbt26hYCAABgYGODgwYNq74+6NBDA3X9xsdzglq/s7Gw4Ojpi69atCvu2qrvSwkDtX7p0CeHh4Thw4IDEdR48eJCGt4aGhrh165bM7av7+JCkmpoaobGUkJAQbNu2DZs2bcJPP/0kdcxVHLj98ccfVQJB/f395b5OPXz4EBERESqFsfL0V9LEwXv37uHEiRM4e/Ys3nnnHVy7dg13797FkydP8OTJE2zfvl1s1Sg3NzccOnQIv/32m0Lj4Ay4ZWKsBQNumWBiBAUDbhkxGlpdu3YNFEUhoXQRQhesQNmd/ysTuM3aewGEEGhoacF/bhUiZxaCxWKBw50vNmu3+MbfEFa5ks7OPX/+vEz9Y7wQ1SdxnqB7EhNxvc8T9NOiIjzlcnE9Nxd7EhNRFxyMmogIzM/PR0VFhVzZOMqKD22zudkIzglGNjebgbeMlPJsFoQ68ng2Dxeoc//+fZSWlmLKlIXw9aUQFFQLW9tGuLicEQG3vr5fQ0PjlgC8vQEnp02YPHkOCCGIj48XmpWu7v3KaGApAzQFtT0uDhmTJ2Omr++AQFNeqQLiKwOom/oGCcdpaeHjwkJcz83FEhZLBFC3traiqamJVlZfGWlCCLKysoQ+27Fjh8S+qtL2QV0aydCPkXBmmrznnTL7sK2tjV529+7dCvdf1R63CfsSMOPBDOTz8pF1NwshJ0PgtseN1uRNk4UArp6FHkwdTGETb4PCrkIUnilExTsVWPV4lUi7gwFw1aUHDx7A3t4ehBDaGkdZ9fT0wN/fHwYGBlizZg0IITA2NlYYLo4GSQK4s6hYpcCtl5eXUv1Sd6UFRdvvr7lz59Lr2bx5s8ztq/OYkOahzp/YLk47duyQOuYqqVRyR0cHoqOjERISgoCAAHh5ecHV1RUODg6wsrKCmZkZPS4jrW1Ft/fGjRvYu3cv6uvrkZ2dDV9fX4wfP35A+GpoaEjbb508eRJdXV3o6urCqVOncPr0aZw+fRpnzpzB2bNnce7cOXR3d6O7uxtnzpwR69fM4/WOkQlmIPeXrq6uyN+8vLxw7Ngx/P7770qNgzPglomxFgy4ZYKJERQMuGXEaGilaMYtde8ZnDi9kMHM3Q/B7GgExyYgqLgW2W9eFvv97Dcv09m5DQ0NMvlUMl6I6lV3dzdqa2tRXlKCqqws1LDZWMJiiaiGzUZVVhbKS0pQW1urlkzbbG42WDksRBVHgZXDYuAtI6XgVX+oIykbbzhDnebmZhQUzEdgYDX8/Mrh4lIPa+vlsLFpEpGR0RIQUgZCiqCllQ9b20Kw2YXQ0tJCQUEBvU0mJiZgsViYPn06Fi1ahK1bt+L06dMjahB6LEiZSQv9KynIOmlBHVKmJPRTLhd6fYOz7RwOnnK5YktCW/dN4pBFLBZLYl9VafugDo106MdIuLTmvn37hmwfXrx4kV524cKFCvdfHnBbd60OeZvyMHnKZFjEWMCEZQLPQk8RYJt9PxsRZyLgvtddCNoKymmVEyZNmQTTQFNM8J0AK44VktuTZQLHowHgLlq0CIT0lv0UBznOnTvX97xRAH9/f6GytOKOFT60NTQ0pDNt+VVChnt52qGQJICrKLhVtmKVuistKNp+f7W3t9P9WbRokcztq+MYuH//Pjo6OvqOAQrlxcWYn5+PBXl5mJ+fj+z0dKnPIgN53UoCt7IGfxJXSEgIdHR06HWVl5er/Ld4/Pgxuru70dbWhvLycsTHx9MTSfgKDQ1VebvNzc0yP/v5+vqiq6sLL168UGwQHAy4ZWJsBwNumWBiBAUDbhkxGnrJ63HLV87Bq9DQ1ISGpiZ8fH0RPHs+YhrbUHb3S7HfL7v7JWIaNyOqZDHKKAr79++X2i/GC3F4aKCXx/LiYlAUherqanR0dAypp21/aJtan4qyo2VIrU9l4C0jpbLx+kMdSdl4wxnqvPXWW6AoCuHhNfD3nw9//6Vwd68TKze3pdDWzgEhHBASBAeHKBQWLoCJiQkWLFgw4LZpamrCzs4ObDYbBQUFaGxsxO7du3Hx4kVm0o2apEiZcEF9WVYmV5lwdai5uRkL8vKwhMXC34qL5QbT011cQAhBnJ0dPi0qwhIWCwvy8tDc3Ey3oapzXJW2D+rQSId+Y0mSsrRmzHhlZSJv9rwy+/DevXv0stnZ2QpvlyzgtvqdanDqOAie0+s16xbmBjN7Mxh7GoOzk4MZD2Zg5pOZyLiVgajuKHi84SER2E7ePBlO5U6wzbCF/VR7WLlbwcrVCjbxNqC6KZnArSwA99KlS2o/ZiTp1q1bMDExASEEGzduFPlc8NlFnPofKz09PfD19YWhoSEOHTpE/33//v0gpDez/uLFi2rf7uGg/gBXEZ/a6dOnw8fHR6l+qLvSAv8eLG/7/bV582a6PzU1NTK3P9SVHoQmTWdmip00naKri0lSzrulS5dKHXNVFtzyM1EFAaqmpiaWL18+qM/8d+/eRWtrq1AWblVVFW7cuKHythYvXky3ERMTg5ycHEydOhVxcXEIDw+Hn58fEhIScPbsWaWALT8YcMvEWA4G3DLBxAgKBtwyYqQetba2oogqR2hJLVLbDskEblM2H4QjOxFW1jbwjIgBq3Qp5pz/k9RlZnf/EazSpcgqq0RlZaVU7xjGC3F4SVq5pjNnzgx5JpYkaEsdoxh4ywg8nnLZeP2hzmBn4w0G1Ll79y4qKiqQmroQfn4LMHlyGhwckiXKwiIahLiCEHPo6upi+/bt8PDwwOLFi9He3o6YmBg6K1ge6enpwc3NDYmJiSguLsbatWvx5ptv4tq1a2o/Rkaz7t+/j9raWvocOJiSIjO8/bKsDAdTUuhjvra2dkgn5cgqZc/xC30Z8loaGrjS5+ne/xxXhUaD7YOgn95IhH5jQQNNtAsU8OLbtGmTXOe0MvuQx+PRWZixsbEKb580cMvPsA2YGQC3qW7wjfZFaFgonJ2dYe9jD6spVog9G4vQrlB47vOUCGv5JZLtS+1hk24D+6n2cI92RxArCG5ubgiND0V0abTMpZr7q/J0JTgVHMRSsUilUlFKlWLLli1qP3Ykqbq6GoT0WjiIAzKdnZ1C4MbZ2Rk+Pj5ij5WbN2/C19cXRkZGYieo8b0imaxbYT148ABvvvmmQj61mZmZ8PX1Vbjt4VBpQdH2+2vWrFn0urZv3y5z+0NZ6UGcTdHepCTc6LMp+ltxMZ5yudjs6Agfgd8mk8MRqvhTU1MjdcxVGXD74sULaGpqghCCpKQkemIHX35+fjh27JjKfpNHjx6ho6MD06ZNg4GBgchxIe9kBkmqra2FhYUFCCFITk4W8q69ffu2EiPcsgUDbpkYy8GAWyaYGEHBgFtGjNSjnp4eVFZWIqusCqzSpZjd/UeZAGxoYipYYRFgFS6SC/iGltSiiCpXmVcSo7EladCWLwbeMlI2G08Q6vTMmCE2G08VGkyo89prr4HLrUBmZtWASk4uga6uCwjpncm+Y8cOxMTEYO7cuULPat999x2ePHmCY8eOoampCbNmzQKLxYKhoaHcUNfExAT+/v7IyMhAZWUlWltbcfz4cdy9e1ftx89oUHd3NyoqKlDZByXbORx8OEDZ5A/nzUM7h4MlLBYqs7NRUVExpOXv5ZEyWfV8pTk5gRCCjMmTxWbVq0IjxfZBVj+99957T671DgfoN9olS5aWn7k5vR/KiorksrZQdh/yB8SVKT0qDtzygS0/kzViSgR8WD5wDnVGQFQAJphOgI6JDgwCDeC81XlAYGtTZAPrqdZCwJbNZqOxsRGrVq2S22O3P1geSRm3jx49oidrFRYWiv3O2bNnsXjxYuzZswe3b9+WeKzcvHkT3t7eMDY2xpEjR8Suq66uDoQQGBgYSJ3Yy0h2TZs2DX5+fgovPxwqLSjavqAuX75MQz9TU1Pcu3dP5vaHqtJDd3c3ysvLhZ7XpNlcbOwrL04IwVxPT8yKi6P/X11dTT+z//jjj/j888/x8OFDvP3223jjjTeQk5NDf3fNmjVyjdd+++239LINDQ346quvhPyD+ZM4CgoKFD6Pnzx5gqNHj2Lu3Ln0vUPSO4QiE8ePHj2KKVOmYNy4cSgpKcHatWulvqt89tlnKhnrlhYMuGViLAcDbplgYgQFA24ZMVKf9v9/9q47LKoz/V6KgkgVUBBE6UiVoUrvCFKkDAgKwjCXJigqYg2ooKCiIjEEDCoqdlSMvUsQFWGT3Y27P03bTVazaZveEzm/P2Bu5jKFmWFo8b7Pc55Hh1u+27/vO+8577594JIkvDlLJbI8dmFnwJnFgltCmlQWy5m33oN7/jqEZvUqAs6dOzfix85g7EAS0pYhbxl0dw9ejcdP6rAtLYdMjTeUpM61a9dQVlaGkpISsQgMDISysjJtouLgwYMgSRI6Ojp49913B+zD9fT04OOPP8adO3ewd+9eFBcXIzo6GtbW1gLblgRTpkyBu7s72Gw2VqxYgd27d6O1tXXU1Vkd7RCm4GgIDsbNPgXHuxkZeDstDTcTEtAQHIxiFxcUeXoiNzkZOTk5OH78+IgfgygMpo41D21sNpQVFKCsoIAsFxeBOtaDxVgo+yBJSQQbGxua+kSa7Y8G0u/PDElVWvF9LhIEQSDfzY16xo8dOzbk11BTUxMEQcDLy0vm4+QnbpdeWCpAhMYnxMPKygq603ShzlKHOksdavZqGD9tPFSmq2BSzCQYrzSGxSsWAoStQboBpoRPgfEcYwHClne/S1NjVxLCdrTXuK2traWuuTTfgf73Cj9p29zcLHK9a9euQamvRMX69etH/Pj/DIiOjoajo6PM6w+308KlS5dQXV2N1tZWgT6hrN/lrq4u+Pr6UtuRRLk73E4PHR0dNIeUg+HhAzqktMbE/PE+d3REjo0NtPv+r6enBzMzM4kSKhUUFFBZWSmx3e+DBw9o4wRe3Lp1i9ZPIAgCysrKsLW1BZvNxoYNG3Dq1Cmx45yOjg7MHaB+Lw+xsbEyjwfc3d0lHosYGxvjl19+kXl+W9JgiFsmXuRgiFsmmBhDwRC3DBiMHDo7O1FSUoIUbi5YnOWI239FKPEat/8KnDOXwcXLBy5+QXDOXIa4A1clIm35t8HiLEcKNxclJSWjWoHCYPRAGtJWGHkbmxpLTR4Ohdr74MGDIAgCmpqaUtuZMZA/5KHG45E64xQVQdrby12NNxpIHV5tOX5MnjwZhw4dwpMnT2BlZQUbGxt89dVXMvfvfvvtN7z77ru4ePEidu3ahby8PAQFBcHY2FhqQldZWRkzZsyAn58f0tLSsHr1aqxfvx6rV69GcXExioqKUFBQgLy8PJAkiczMTKSnpyM1NRVJSUmIj49HbGws5s6di/DwcISEhCAgIAA+Pj6YPXs23Nzc4OzsDEdHR9ja2sLKygpmZmYwMTGBkZERZsyYgbS0NLS0tIz4PS4paGq82FiharzlLBaKvLywODYW2RyOVGq8kcKDBw9QWFiIxTExKHZxEatOEYdKb2/MNjREvK8vCgsL5ZocMNrKPnR0dGDBggWYMmUKNmzYgLNnzw6o1FzOYmEWny384sWLpbo3RgPp92eFNCqtlS4u1HUo9fCQSlU/mGv48OFDylozLCxM5mPlJ079SD/4ZfphdsRsWFpZ0iw0lbSUoM5Sx+TUydAO1YaGpwa0/LUwJWEKJkVNgm68LoxXGmPG5hmYvHAy9MP0xRK2wvY/EHE7lglbHqKjo0EQBExMTKRaj/9eWb9+Pezs7KClpSWWtOXBpe8eZZI05IOoqCg4OTmJXWa0OC3cv38fhYWFyCKzUFhYSDktyLp/HvLy8qhtuLq6SjznMJxOD3V1dcjmcFDk6Ykaf3+Jylr8i8OBal+iQ46DAza7usKDIKAoZZ+ah5CQEPz3v/8dsD//8ssvU+s8fvyY9rdffvkFmzdvhqqqqsj9TJw4EW5ubsjIyMD27dtpjgNJSUkSt9fd3R35+fnYv3+/1H02/ntiIDx69EjmsQ8vHj58CILoVXv/73//E7oMQ9wy8SIHQ9wywcQYCoa4ZcBgZHHu3DmQJInQrEKhKlqeWtZ/ARcsFguzU0m45a0Ft/0/UhG33Pb/wC1vLYKyloAkSabWIYMBIQtp25+8NbI3ogZO/evvPHjwALW1tUhJSYGjoyO0tLSgpKQEdXV1WFtbIy0tTaKJ6tl91lVMja6RhzzUeM9IErsDAhBlaooke3u5q/FGA6nT2tpKESPCYGdnB1VVVbi5ueGnn36Se9/v+++/x1//+lecPHkSFRUVSE9Ph6enJ3R0dGSafBpOODs7Y+PGjWPC2lkSVSVJkigsLERdXd2orGkrDLJMePLjKZeLGn9/FHl6IpvDQV1d3Ygf01BCmCWgraEh8pydRSo1byUkINbMjFp+QVSUxErN7u7RQfr9GSGtSqvKx4e6Dlfj4qSqYz2Ya3jr1i1q3fT0dJmPt7y8HPPJ+bCPsYe+pT4IBeHvZSUtJeh66WLOy3PgvdUbNqttMGXhFOjP14desh505upAzUENahZq0HPXg6WXpVjCln///MTtqo5VSG9JR87FHKx/uP5PQ9jyMHXqVBAEgcjISKnW60/camtrIzExUaJ1MzIyQBAExo0bh/b29hE/B2Mdc+fOFUncjjanhcbGRnBJLsLJcHBJLpXUyIMsCVXl5eVQUFAAQRAwMjLClStXJF53uJweBpOANrsvocrTwABvL1yICFVVGPWdLw0NDcyYMQMsFgshISFISkpCbm4u1q5di+TkZKHvzsmTJ+PKlSv45ZdfRCpw09LSQBC9CR2i4oMPPkB2djZsbW2p8y8O+vr6COCzepYWEyZMgKenJxYvXowDBw6IJecHskXmQUNDg6r/++677+Lo0aMoKiqCl5cXJkyYQC0naY3g8PBwEATdxpo/GOKWiRc5GOKWCSbGUDDELQMGI4+qqipkkNlw4ywTqFvLq0+7iEsiNjb2D3Uuo7hlMIQYDGnLQ/pr6Rg3YRwIgoCbrxvNNvn69evQ0tIacBA3btw4rFixQmxbeerFcePG4cKFCyN+7l5kyEuN94/0dBS7uGBxbKzc1XijBVeuXMGaNWvg7+8PNTU1kc+AtrY2/v3vfw9Ln7Cnpweff/45Ojo6cODAAaxZswYJCQlwcHAQm80vTygpKUFFRQXq6urQ0dGBvr6+UNtndXV1sNlsNDc3o729XS73yI0bN9Dc3Iyuri65Pxei1DWnT58ec/f3vXv3aORVU1iYxOTtUy5XKvLqz4AzZ87Q7t0pBAE/gsA8gsAqgsAtPz/8OyNDLOm30MZGqvrHo4H0+zNC2qQFfmvNV4OCpEpaGMw1bGpqotbdsGGDzMe7fft2uHm6iZy4j4iIwMKFC5GWn4a5y+ei6u0qOK53hNFyI8zYMgMWDRYw4BpAJ1gHOgE60LXXhYGhAaZPn44FCxYM6JTSn7hNb0lHREMEIhsiMadmDkLWhMCP9BvzhG13dzcuXrxInVtpE8v63ysZGRlQV1eXiIjdvn07te4rr7wy4udhrCMyMhKzZs0S+F2SmtjD6bTAU9uySTb8SD+wSbaA4ratrU2qY6+pqaH6a7q6ulI7iAyX08NgkkzLPD1BEARUlZTwZNEi1AcHI9/NDVlZWbQk06qqKpSVlVGIjY2lzquXl5dYS2VlZWWoqKhATU0NGhoaFBGrpqYGIyMjmJiYwMbGBnV1dUL78t988w1u3bqFyspKxMXFwcjISKb+uI+PD+rq6rBw4cIBtxEaGiryfAcGBg64r2PHjqGnpwcAcOfOHbHLSkrc8uy3x48fj48++kjg7wxxy8SLHAxxywQTYygY4pYBg5HHnTt3kJ+fj1juYrCyViC19S8gO54htfUvYGWtQCw3H/n5+Th27JhYdS5T45aBPCAP0pY8QsJ9fm9OOl57AAAgAElEQVQ9G1VNVTjHOdNq3vJPUFlZWYEkSezevRvNzc2or69HWloabQJh7dq1Ytvs4OAAgmBUt6MBw6HGO3fuHFasWIGqqiocP34cHR0dI37cg8H9+/dRX1+PRYsWwcrKSmCSwszMDL/99tuI9hefP3+Of//737h27Rpee+01NDY2oqmpCUeOHMHJkydx5swZnD9/HleuXMGNGzfQ1taGe/fu4eHDh3jrrbfw6NEjPH78GO+//z4++ugjfPzxx/j888/x9ddf44cffhCrNvjss8+wY8cOzJw5c0DSd8KECdDS0oK+vj6MjIxgZmYGGxsbODo6wtXVFV5eXggMDERYWBiio6ORlJSEAwcOoLKyksroDw4Ollrp8qKhtbUVOTk5NLvYfwyQqPGP9HTU+PtLZRf7Z0Frayt0dXWh3UfaphAESgkCZXw4ZGaGrrlzqXdm/3p60pDdo4H0+7NBlsQkfmvNXEdHqRKTBnMNV65cSa07GIv5jRs30t6xDg4OKC4uxvXr1yk3iObmZixevRiObEeY5JvAMNsQRst6iVvTLaawqLKAzRobmCaZYmrgVNjF2CEuM04ikrU/cZt6PBX+O/xhnWMN0yhTWEVYwcnfCVHRUVi8ePGYJGx5qKyspM5zY2OjVOv2v1def/11KCgoYN26dQOue+HCBWrdgoKCET8PYx0RERFgsVi03yStiT2cTgs8tW0wGQz/HH8EcYMElJrnz5+X+Ljr6+upcZumpqbEbeZhOJ0eJCnr8i8OBzP6iOSG4GDq97fT0qDS906v8ffHzYQELGexBMq6GPIR8EOFSZMmSdyHf/r0Kc6ePYs1a9YgODhYrOsPQRDgcDi0cUdPTw/ee+89vPbaa/DhSyrjb4uo833ixAlMmTJF7P5IkqT2dfv2bep3RUVF2NnZ0WrkSkrcAoBnH9EuTHXLELdMvMjBELdMMDGGgiFuGTAYHdi3bx+4JAlvzlL4rtoObvt/4LtqG7w5S8ElSezbtw/d3eLVuaLAU+1mkNlDUmeUwZ8H8iJtsw5nYaJub/0zxyhHquYtj7zds2cPPDw8cODAAZFtaWpqoiYB1NXVxWZ+FxcXgyB66/jcuXMH3d29ZNi0adNAEEx93eHEUKvxGhoaoKGhQRvwKyoqwtjYGD4+Pli4cCHWr1+PxsbGMWsJf/nyZZSVldEmfhYuXEjrvz1//hxffPEF/vGPf+D27ds4fvw4du/ejXXr1oHL5SImJgaenp4wNTXFrFmz0NnZOUI9TflFT08POjo6kJGRQbNNGwpYWFgwSU4DQNhkdENwMG72TUa/m5GBt9PScDMhAQ3BwSh2cUGRpydyk5ORk5OD48ePj/gxDBd4CS1L3d2xbMYMAdKWHxXKymidNQt/TUig1dOTxl56NJB+fzbIqtLit9bk/dYQHIwiLy+xpQAGcw0jIyNBEAQMDAxkPt7Dhw/TEug2btyI58+f47PPPsPf//53XL16FU1NTUhKSoKOiQ7UWeow4BjAMNsQxsuNYV5pDrsKOziXOcOt3A2JhxKx9PJSsLdJbmvMT9wuvbAUPst8YBZlBqMII0zzmYYZrBlwcHdAVHQU8vPzxzRxW1RURJ1ractDCLtXZs6ciZSUlAHX5anSCIJAXFzciJ+HsY7+xK00NbGHy2mBX23rn+2P/JZ8eC3yEugH9S9xIwpNTU2Uc4yamhqampqkPm/D6fRQWVlJjVHeTksTeh3W9xGFNjo6AmOYeebmIAgCMydNwkIbG0ydOBHKfd9q3rmXhrgdN24cZs2aBUdHR9jZ2cHGxgZWVlYDqnIrKipk7k8/f/4c//d//4eDBw9i8eLFcHNzw7hxvS5ZJSUllPqVPz755BMUFBQItGXixIkSq/Xv379PWWJbW1tT29i8eTO1n3feeQfbt2/HnTt38N133wEADhw4IBNxW1tbC4LotWH+5ptvaH9jiFsmXuRgiFsmmBhDwRC3DBiMDnR2dqKkpISyQg4oraVZG3d2duL+/fuUVY1bcDhNnSsK/VW7PFJLGBgi6sWGvEhb8giJOSVzqG9LQmUCVfOWn7zl2SaLw8KFC6ntbNu2TeRy165dg1LfoHn9+vXo7u7GkiVLQBAEzM3NhVqfnj17FhUVFVSNXf4JSkknSZn6usIxVGq8zZs3UxMLkkJLSwtOTk6IjY3F0qVLsWvXLpw9e1Yu9rRbt25FcHAwampqhuQ8HjhwgFIgEAQBNzc3ODk5wdDQUKh98Pjx4zFt2jS4uroiMjISmZmZWLVqFdzd3aGsrIwtW7bg999/H+mup1zi66+/Rn19PWJjYxEcHAxvb2+4uLjAzs4OFhYWMDY2hp6eHtTV1aW+Z3hQUVFBbW3tmLMyHu5nnbJ/jI0Vaf9Y5OWFxbGxyOZwsGzZshdGadvdLVqpeT88HOVKSiIJ3DKCgGXfvetpYCCVhfxIk35/Rkii0pLEWvMZSQpVaYmz1oyNjaX9rba2VqB9N2/eRHV1NRobGzF58mQQBCERcScMFy9eFFBkGRkZCf3uEERvjVt1ljoMsgxgt9oOjqWONMJ2zf01KO0upVB8o1giApefuPUj/eAU5wRrH2uYsEzgneGNwPxA+Gb5jimrZFHW+bx6jARB4Pr161JtU9jzbmVlBTabLdH6vP6vn5/fiJ+fsY45c+bAxcUF3d3S18QeLqcFfrUtexsbpd2lCFocJPBcV1ZWDni8x44do94VKioqNNWpNBhOp4eKigrksdlYzmLhvcxMgWvwZNEi6PQ9E3VBQQJ/3+LtLbbvKOk3V1ipn46ODlRUVMDFxUXots3NzVFVVYX//ve/cu9X//zzz/jss8+E/m3Pnj0ij1eYNbgo8IhUgiCQkJBA/fvMmTNi2yYrcfvpp59S8wONjY20vzHELRMvcjDELRNMjKFgiFsGDEYPzp07B5IkEZJVCBZnuYC1MY+IMjIyQhaX+4c69+5TkB3PkHTiLgI3vAL7JC6mOLhCSeWPmoR+/v6UalccGCLqxcTp06dlJm2T6pIQtCkISXVJ1G9W/r12r5oGmtRvwsjbgVQFNTU11D28ZMkSscvyBrnu7u5oa2ujauhu2bJFYNmGhoYhG3Qz6IU81XhdXV0oLCykXaPw8HBUVFRg4cKFcHV1FZuZLgzjxo2DmZkZgoKCwOFwUF1djc7OTomP7/XXX6cRghEREUOi8M3Pz6f2MWHCBGRmZmLDhg2oq6tDS0sL2tvb8eTJE3z99ddCM+QB4Ndff8XatWuhoKCAgICAF3KC4vfff8cPP/yA//3vf3j27JnUJO6lS5ckvmY3btzA3bt3R/wZHC7cu3cPdXV1KCzs7bNkZ2YiNzkZeWw2cpOTkZ2ZCZIkUVhYiLq6uj99Tdv+GEip+dd587Bv2jShxG0YL4lAURFPFi0SqdQcLOnHQ1dXF2VpKCvp92eFJCotYehvrcn7jUfI8MgRaRRa/a1Yu7t7a5VySA7mRs2lltu/f7/Ux/nGG2/AwsJCqvejkpYSDAMMkfN6DopuFSHi1QiwD7MFCNv+EEfgXrp0iSJueX8LCAyAk7sTnKKdUHK7RCoSeKQx0HvShq9MwssvvyzVe1IYYTdjxgykpqZKtD5PAefu7j7i52msIzw8HK6urujulq10CL+9+lA4LfRX2xbfKO4lbgv+IG55RFdaWprY/Z0+fRq6urogiF4F6GCSGIfT6WGgd/m6PrWtkbo6/iPkmp2aO5f2/tNVVcXkSZOkHkN2d/9R6iciIgKpqanU2LU/kpKScPPmTZElRYYyPv/8c7HvfwUFBYnfV6II6ba2NrFtkJW4BYCAgAAQRG8ZFP5giFsmXuRgiFsmmBhDwRC3DBiMLvCskD05RTRrY34iqqKigqbOjdt/BVF7WsR2qiMiIiQiJRgi6sXEli1bkMZJg0u8C7wzvSUmbeNr48FawYLjMkewVrAQXxsP8ggJdf1eEs3Cx4K2PLeZC+9Mb7jEuyCNkzZgNve2bduoe7ioqEjsshkZGdS9m5ubC4LoVQw9fPhQYNn6+npqu4qKijAzM4Odnd2gBt1MsoMg5KHG6+zsBJvNpr3PuFyuQM3Xnp4ePH36FDdu3MCePXtQUFCAkJAQGBsbSzz5bG9vjxMnTkh0bHP7TdwQBAEdHR1UVlYKVXjLis7OTtpER1xcnEiCdqC4ffs2jIyMoKOjg/Pnz8ujGyk0vvrqK9y/fx9ff/31oLfV09ODx48f46233pJDy3rjxo0bUhO3BNFba3j+/PnYsWOHUPeKtrY2JCYmgiAITJ48Ge3t7SP+DA4nRCnJ6uvrcfr06RdWuSyJUvOd1FShxO1KgoBS3/2309dXLvX0hJF+PPAnNR06dGjEz91owkAqLXHgWWsGGBvjGUni3YwMLGexkMdmo6KiQi7XkEdyTrWZCoIgoK+vLzV52dnZCV9fX4H9KSoqQldXF1ZWVvDy8kJ0dDQyMzNRXFyM5ORkzEmcQ9WhFUfUikJ+Sz78c/zhR/ohnAxHFpmF6upqiozmEbFcLhdJnCSh+xrNBC6tLxQTI7Qv5NxHnhIEgYy0NKmcCYQRdkZGRsjIyJBofZ5i0svLa8Sfs7GOsLAwuLm5yVQTW5i9urydFoSpbUu7S+EY6QiCIKCqrgoDQ4MBvxUXLlygknyUlJQGXZJmOJ0exH2TP8rKwtSJvaV+Fjs5Cb0+7UlJyHN0hBJBQFlBAaS9Pfz5LK6lGUPySv2Iw9GjR+XW/5Ulfv31V/j7+1PtMTY2RkJCAmxsbKjfkpKSUFpaii1btmDnzp2oq6vD/v37cfToUZw5cwaXL1/GlStXRB6jkZGRWEegwRC3q1evBkH0uhJ9//331O8MccvEixwMccsEE2MoGOKWAYPRhTt37iA/Px8ZZDbN2pinNuMRUTx1bmhWIdzz12HOzmbqWVZQVIT2DEtMnDyV+m0gtSI/GCLqxYMsilseaWuzxAaGeYawWWID1goW5mz8wyZ5dvrsQSlu58+fT21r9+7dYpfdvn07tay2tjYIgsCiRYuELnvmzBksXboUDQ0NeOONN9DdLbu1pLD6ugz+gCiVSU5CAjLnzUNKYiLi4+MRHx+P3NxclJWVYfXq1SgoKEBmZiZcXV1pg/uKigqpictvv/0W3d3daG5uxvr165GYmAh7e3uMHz9eYPJAWVkZOTk5Yid5jx8/DgUFBRBEr7U8737jn4AwMzODlZUVbG1t4ejoCGdnZ7i5ucHT0xM+Pj4ICAhAcHAwwsPDERkZiZiYGMTFxYHNZiMlJQVpaWnIzMwEl8tFfHw8bfuvvvqqzP2+jz/+GGpqamCxWAMu+8svv+DBgwf48ccfxS73ww8/4Nq1a1i9ejXc3Nwoe2dHR0f8+uuvUrXvm2++wfXr17Fp0yZERERAR0eHOu7Vq1dLvJ3z58/Dw8MDUVFR+Oqrr2h/E2f5JimUlJRgb2+PzD4CraamBgYGBrRlJK35xeDPDUmVmmednISSt/Z999MsdXWhSs3ubvkRt3FxcSAIAra2tiN+3kYbZFXcPiNJnO9TQCspKKBz/nyR13EwKC8vR+KiRCiN71XLmc82R0JWglTkZWpqqsD9smvXLrFkEb+dsbTEbfGNYrC3ilbc3rx5Ezt27MD+/ftx//59ifY12ghcYe4je0NCcKvPfeS9zEy8nZaGTFtb6pxznJ0p95Fjx44NuA9h/dcpU6aAJMkB13348CH1zQ4LCxvx52ysIzQ0FO7u7jLXxBZmry4vpwVRatuXul6C5pRe8t7I3ghOnk4U0dXW1iZwjDdu3ICJiQm1r/T0dBw/flwsxLmW8Ds9REVFoaKiYkjLKYi7Ns1z/hjD3uhH6v4zKQmn7OxwPzwcz0gSuwMCEGVqiiR7exqxKc0Y8tq1a9R4QhgUFBTg6OiIzMxM7N27l0Y8Dnf89NNPtP+vX79+0H1pHmbMmCFWTTwY4vbMmTPUutevX6d+Z4hbJl7kYIhbJpgYQ8EQtwwYjD60trbSBi2dnZ3UgIafiOKpc904y+BTshUei19C1J4WZFx/B2HbmmDqG8YQUQwkhjQ1bvlJW4M8A0wrmgaDPAPYLLGBaZQpdd9Fl0aLJG0HqnF75coVTOzLetbR0UFHR4fY5S9cuCAwEOS32x0IshK3wurrvkjo6upCU1MTtmzZgnXr1mHp0qXgcrmYP38+oqOjERgYCHd3d8ycOROGhobQ1NQUWSdPHJSVlXHo0CG59oF+//13vPfee2hpaYG1tTVtf+bm5mhqahJ6zH5+ftRy27Ztw8cff0wRHsMBDQ0N/PLLL1Ifb09PDzIzM6GiooLOzk6xy/74449w77OLMzQ0RF1dHUXC/vrrr7h79y42bdoEf39/oQQ4D5cuXRqwXffu3QNJkrC3txc7gUUQBBoaGsRu69NPP6UlfBAEgfz8fNoy3377LZYvX47t27fTJoOEwcLCAsuWLYOHhwet3rAk4ClQHj58iFu3buHs2bNoampCbW0tysvLUVxcjOzsbCQnJyMiIgKhoaEi7zkGYxfSKDXfjInBTk1NGnGbxZvAJQgc8/YWUGrKC21tbdDQ0ABBENi8efOInzdhuH//PqZNm0Z7vuSJgwcPgiB6E3Ju3rxJ+5usNW55iJwxAwRBYKGNjUjl9GBQXl4OR7de1ZzaZDU4ZzvDOsYa7vPdJSJweaokfvD6NLz6ufv27RNYVxbiVhxhK45clWZfo4HAbW1tRXZ2NvLj4rCcxUKNv79I5WUVn2Kv2MUFy1ks5MfFIScnZ0ASS1j/ddKkScjLyxuwjbdu3aLWTU9PH/FnfKyDR9wO5n3R315dXk4LotS26Q3p1HLBhcHwS/OjxjXC6s3yuxZJiqioKJHnjN/pITExERkZWbTkdXlDnBo6uc+y3FRTU+C6NM2YQX2XD5ub09TQISEhAs+gpHBy6iXK1dTUqPMuCg4ODqOGZHzzzTexbds2WtkYWdHe3i52X4Mhbj/88ENav5wXDHHLxIscDHHLBBNjKBjilgGD0Y/a2lrqOeUnonjq3FjuYrCyViC19S8gO54htfUvYGWtgLPfH/VqhoKIGskJNAZDA0nI2/6krflaczjvdob5WnMY5Blgss9k6r5jV7NlIm27urpodn3FxcUDtr2jo4M2CDQxMZHq2GUlbru76fV1R/oadnf3TkqUl5fj1VdfHdL93L9/H0FBQWIH4/LApEmTaFnSQxE//fQT1q1bR5s0UVRUxIIFC2j1Snl28gRBYOrUqZQataenBydPnoStrS20tLSgpqaG8ePHD0hEygJDQ0OBzHdJgvctOXjwoNjlenp6sGjRIoH9mpmZISIigkqoENc+3r8XLFggcj9ffvklSJIUuy0dHR2aVbSSkhKuXr0qtM2HDx+m6q3xQ1FREX/5y19EtsPIyEhgHV9fX3R0dNDU3V999RVaW1tRWFgIWz51FD94SVYE0av819LSkorw1dDQwNmzZ0f8HcJAfpBWqfmfrCxc9vBAuZISNUk8s+/+cCIIBCkqYoaWFmxsbMBms7F06VJUVVXh4MGDuHbtmsxW7YsXL6aec2ElBkYDlixZAoLoTayR9DgfPnxIOcnwIG752bNngyAEXWcGo6B7RpJoY7OhrKCA8YqKqPL2FqqgGwxeeuklqKiqgCAIOOY6wqvBC747fMHKYQ1I4ApzIeBwONS2+1sW868rNZkqA2HLg8wk8QgQuB0dHVi2bBn17B8MDxdb47Q1JoY6968GBaEpLIxSZS9btkxsDUlh/Vd1dXUsXbp0wHY2NTVR6woj6RhIh+DgYHh4eAxKof+MpNury8NpwdnZWajatrS7FKw4Vm+f1nYqim8Uwz/bH9PMe8f3Hh4eAscob+KWl/hobGyMjIwseHr2krdDMbfAg6j6w9PUe0v9JFhYCFyTk7a21De5lCCQa2CAIg8PZHM4SEtLE3gGJQV/qZ/r16+jqakJJSUliI6OhoWFhUAf0sjICH/7298k6PUPffT09OD06dM4fPgwGhoasGvXLmzatAm5ublISEhAcHAwvL294e7uTs0Z8foZ06dPh6WlJS5cuDDgfgZD3P7000/UutnZ2dTvDHHLxIscDHHLBBNjKBjilgGD0Y/o6GgQhHAiat++feCSJLw5S+G7aju47f+B76pt8OYshZ+Mtj3d3ZIRUeIm0GQhI4TtQ9QEGoOhgzjyVhRpy6plUeTtROc/SJ3IzZFSk7bd3d3Iy8ujtuHq6irxJLKKisof+46MlOq4B0Pc8g+6R7quZVdXF/XOUFRUxLlz5yRe786dOzhz5gxee+01VFVVYdu2bSInNe/duye0Fp4oKCoqQltbGyYmJrC3t4e3tzciIiIwf/58ZGdnY+XKlSgvL8fu3bvR1NSEM2fO4ObNm+jq6hrQqlee8dZbb8HZ2VlgkqS+vh5dXV20v+3du1eibT5//hw///wzvv/+e3z11Vf4/PPP8fHHH+PDDz/E+++/j8ePH+PRo0d466230NXVhXv37uGNN97AzZs3ceXKFVy4cAFnz57FqVOncPLkSXz66adSH9fNmzehpKSEZcuWDbgsv/pBEhgZGSEuLg6bN2/G1atXce/ePUq5N3HiRKHWbqdOnaKRnATRS8paW1uDzWZj06ZNaG1tpb4tCxYsoJbT1NTE22+/TW3rww8/REREBG1bWlpatKQCT09PkTZs/ArqmJgYfPbZZxKd02fPnuHw4cPIyMiAl5cXGhsbce7cOZm+f/wwMzOjLNwZjH3Iqrx6kpKC/SYmKCMILCYIKPbBkyCgLOb+UVFRwYwZM+Dl5YX4+HgUFBSgoqIC+/fvx+XLl4V+T9vb2ynL95qamhE/Z8LQ1tYGLS0tEASBLVu2SLzeypUrJepv8sBLzhk3bhwuXLhA/T6YmpU87A4IQL6jI1KsrSWqWSkKwhSwhYWFsGfZw9DJEEEvB8GjwQMeDR4DEribNm0SOD9z5syh9et5hKkw4rOsrEwy++JBELb92yGzLbMIAlecjausEEUMicK/OByo9iWO5To64imXixp/fxR5eiKbw0FdXZ3IfQnrv6qoqEiU9Mj/fLS0tIz4cz7WERQUBE9Pz0HVxH5G0u3V7yQmDtppQZTadlXbKqhqqIIgCMRvjkdpdynYW9lwjXWl+u7nz58fsvPF7/QQFBSEkJAUsFjxCA1NAUmSEo9hpMW9e/doiRVNYWF4mJJCPQvls2cLTaoqI3pJ2xSCgB9BwMHYGIWFhVi3bp3MY0j+Uj/CSmzcvXsX9fX1tCRDDQ0NXLt2TaK+6nDFzz//jBs3bmDr1q29Ft1r1qBsyRKULV6MsiVL4N03p8N71/z8888Sb1ta4vb58+e0Pv+ECROoPj4vGOKWiRc5GOKWCSbGUDDELQMGox9Tp04VSUR1dnaipKQEKdxcsDjLEVBaCxZnOVK4ubSJbHkTUQNNoEk7US1KHSlqAo3B0EIYeRu3O04kacuD825naM7S/IOAiDXDzIiZUpG25eXllErRyMgIV65ckbjd/Go7SSas+DEY4nagQfdwYvny5bRnS1ht4Dt37oAkSfj5+cHe3h6GhoY00psfmZmZAuvfvXuXSqogCAKqqqqoqKhAY2MjTp48iatXr+L+/fv45z//iadPn+K7776Tui7tSMZvv/2GqqoqgXPCf8xWVlb47bffRrqpEsUHH3yASZMmISQkRKI2z5w5c8B3tq+vL0pLS/H6668LvQ/nzZtHLXv06FHa9ru6umhKZDU1NRQXF4tNeujs7KTVEJs+fTqePXuGl19+Gep9CgkeQkNDqXtwRp89KUEQ2L9/v9DjPXbsGG7cuCGX6/nTTz9h9uzZUFBQgLa2NszNzeHm5oY5c+YgNTUVBQUFKCsrw+7du9Hc3IxLly7hwYMHePToEWxsbKi2BgUFyaycZDC6MFilZkdoKCqUlTGPIGBLELCRsn/VHwYGBgKq7pMnT4IkSam/m5Li0qVLqK6uHhRBVlhYSLVf0mSuS5cuYeLEidTzKAlx293dTSl0+ycNSkvG9Yc0ZJw48CtgSZLE4sWLweFwkJyVDPsEe4q4nXdnHoJPBcOzwVMogRu1MArjVehW905OTgLqTn7C1I/0oxGfYWFhCIkOgQ/HR4BMlRdhK6wd0hK3POS35MM/xx9+pB/CyXBkkVmorq6W6/0uK8k/u09B6WlggGckSbNiFUfy9++/VlVVgSAkc0OKjIyknquhePZfNAQGBmL27NmDVtw+I/+wV2dbWg6qJrao2ral3aUIWtyb4KZvpo+XHr5EPbf+2f4wmtFLFM6bN2/IzhfP6UFXVxfz5y8CixWPgIA8sFjxSEnJRElJCTo7O4dk362trcjJyaGszBfx9X3PRkcLvSYPExIwr4+0ndK3rJ2dHUpKSgTGkA8ePABJktDT00NSUpLIPh1/qZ+CggKR7b127Rrs7OyoZZWVlXHgwAH09PTgyy+/xKNHj3Dt2jWqfE1BQQHi4+Ph6ekJExMT+Pj44OnTp4Pu5wqL999/Hzt37kTZunUo43BQFhGBMn9/Glh8CvGX1qzBzp078f7770u0fUmI256eHty6dQsxMTFQVFREUFAQNfbkzaUFBwdTyzPELRMvcjDELRNMjKFgiFsGDEY3Ll68OCARde7cOZAkiZCsQrA4yxGaVQiSJClF7FAQUQNNoB0/fnxA8NsK5efni2yLqAk0BkMLfvJ2ZsRMmMeZw7rQWiRpy4O+nz51XSe5TIKNmw0SEhIkIm1ramqo+qe6uroD1vXqD15GLUEQaGxslGrdwRC3kg66hxovv/yygKVW/wnJq1evwqqvhpMkCA8Pp63f3t4ONzc3Gul269atke7ODEk8efJEpKr41KlTI908ieK7776Dg4MDzMzM8L///U+idTZt2jSgxbOCggLMzMwQHR2NNWvW4MiRI7RJZX4rPXNzc8TGxiIsLEzo+ZQ0Kae9vZ1GKqupqdG2o6+vjx07dtDWeeWVV6i/68d/TBIAACAASURBVOnp4csvv6QdK399PxUVFbz77rtyOe+i1L3i4vHjx9DU/CPxRdx3cajBlEKQH+Sh1Px3RgYO2toikCBgxHfPW1tbo7a2Flu2bEFOTg7Cw8NhY2MDVVVVsc+vr6/vsN5LhYWF4HB7CTtZrGk7Ozsphf6iRYskXi8gIAAE0auyYbFYEhO3xcXFIIhexwD+OovCVFqSkrdPuVyp7G/7g19lu2HDBkoB6z3XG7NYs2BmZgYrlhUs5logsDYQHg0eYD9gI7k7GfF34wUIXOdsZ0zynAQ1ezUo6/X2u9TV1VFTUyO2ju3SC0tpylXPOZ6wY9nB1N0UC19ZiHX318mdsBXWDpkUtyLaJG/FrazJGmWeniAIAqpKSniyaBGekSQagoMFbLWrqqp6FW19iO1TZxIEAX9/fygrK8POzg6lpaWora0V2c6uri7quUpJSRm2d8KfGYGBgfDy8hp0Texn5B/26uMUFUHa28tcE1uU2nZ1+2qoaff2o1JqUlB0qQjJ1ckoulQE9lY2PNmeUFBQgLKy8pDME/I7PYSHh8Pbmw1fXy643MPw9c2CtzcbXC6Jffv2yW2fDx48wOnTp1FfX4/KykoUFBQgJCQE0QEBcO0j9wiCQFNYGN5OS8O7GRl4Oy0NNxMS0BAcjGIXFyyysoJ2v2+qvv4fY9+ysjKcP38ejo6OtGVEWZHzl/qJi4sT2/67d+/SkhgJghjwe88PLy8v/Prrr3Lp5/Lib3/7GzZu3Nirrg0Lw6aAALSw2XiUl4cvVq7ED2vX4ouVK7GAr2TB6qAglC1Zgo0bN0pk+yyOuP35559x4MABqlYwP7755hsAgI6ODgii102CFwxxy8SLHAxxywQTYygY4pYBg9GNyspKiYioqqoqZJDZ8OQUIYPMpgb1Q0FEyTqB1h+8rFEFBQWxE/eiJtAYDD2OHj2KhIQE2LjZQNddFzqROjBbYyaStGXVsmAY+UdGrba1NmwcJSNu6+vrKYWjpqYmjh07JlVbHz58SCObpK0bN5jnRZpB91ChpaVFQHnYn3RpbW2FsbGxAAGnp6cHOzs7BAUFITU1FVFRUdTf+Z/xtrY2mlWwhoYG2tvbR7orM6Tx/Plz1NXV0c6ti4vLmFAQ9/T0ICEhAerq6nj06JFU637xxRe4dOkSSktLER4eTk16iIOqqipYLBbS0tIoxY8kkMb67/LlywIWy7znTtT3ITQ0lEaG8uL//u//BLbz9OlT/Pe//5X3pZA4zp8/T73HFBQURsy2dqBaomfPnkVFRQVSUlLg6OhIU6dL+v58kUohyEupSTo4YIqeHu2enTRpEvbt20d7J/X09CAxMVHsczdc7hC9pAEJv6QkcElS6qSq7u5uqj43QRA4fvy4ROts27attx+irY0bN25IRdxeu3aNqne+fv162t/6q7Rq/P3xjwHI+H+kp6PG3x/LWSzkx8UhJydH6sQ0fpVtWFgYQuJC4Mv1hX2CPcwjzKFrpQs9Cz3oeevBdq0tnGudkXg/EcndyRT4CVybLTYwyDGAdqg21F3UoWavhjnz50hcx5ZnPeyQ6ADzCHNM85kG9xR3OEQ4YFbMLARyAuVeT1bmGrdDQCKLg6yk3dtpaVDpu+9q/P3xjCRxMyEBy1ksGmknTW1TFoslsp38ZREOHTo0LO+DPzsCAgLg7e09aKcFHnYHBCDK1BRJ9vYy1cQWp7bNO5nXqzwvDse6++sQXBgMX9IXwYXBWHZ5Gfyz/eEe4A53d3c0NDTI/VydPHkSixYtgo+PD2Jj08BixSM1dQ9I8ghSU/eAxYpHbGwa8vPzBz3+v3fvHurq6lBY2Jvcnp2ZidzkZOSx2Vg4dy683dwwZfJk6nng2ttjOYtFQ5GXFxbHxiKbw6F9T/ojMTFR6HiMIAhcv35daPt4fSg/P78Bj6WzsxNJSUkSvwP6Y+rUqTh27BhOnDiBU6dO4fTp0zhw4AA6OjoEkg7feecdfP755yL7rO+//z42bNiAsuxslPn74+C8efhq1SqgrEwA5YGBVBt2hIX1KnGzs7Fx48YBlbfCiNtPPvkEGzZswGS+68aPyZMno6enB8+fP6eSmufPn09tkyFumXiRgyFumWBiDAVD3DJgMDrQPwO0oqIClZWVtIk3cYO1O3fuID8/HxlkNjXAGSoiSpYJtP5oaWmhtuHq6ip2WXETaAyGFhRx62gDXQdd6PjowCxbNHHrvNsZer5/TCobOxnDJshmQKvkpqYmSj2npqaGpqYmse0S9ryUlpZKNDgWhcE8L93d0g265Y3bt2/DxMSEaj//hAGPFDt27BjNSnratGl48803hdrDNjY2UsutXr0a3d297xj+7HEtLS08ePBgBHouQxfPnz/Hs2fP0N7ejqamJpSWlmLBggU0i2SCIMDlcoe17q6s8cEHH4Agei3H9+7dO6g29/T04MmTJzh06BDy8/Ph4uJCqeOlhTA1r6TWp7x7eeLEidR9PJAC5eLFi5QaX1FREX/5y1/w6aefirQHJwhColrAQxX8NSfV1dVx5syZYX2fDFQKYaAayJK+P1+kUgjyVGoWFRWhuLhYYGJ49uzZyM3NRUFBAYqKiuDZp94jCAIrV66Ei4sLbXlLS8shs6DkgUcazEtLAys+HvPS0mRS3fLqtosqq9Efd+7coRRQvPtRGuK2u7ubOl/u7u4Cfzt27BhycnJ6r4enJ4pdXNAQHIybCQkiVVpFnp7ITU5GTk6ORH3n/nVs+evMsnxYmG4zHSY+JvDf5A+HbAfozNKBpqMmtH20YbrCFJZbLOF5yhORtyOR1JVEI3C9T3vDdKsppm+YDpP1JjDIMYBthq3QGriXLl0SS5jG742HY44jjKKMYBRhhOk+0zGTNRNu7m5ISEhAfX293MhRaYjbkSBseRiMTe48c3MQBIEAY2OKzO1vkysv4jYuLg4EQcDW1nZI3wMvEvz9/eHj4yMXpwVe0ockdtmiIEpt2x8ZjRnwI/3gRDrBj/RDRmMG2FvZCCaDwSW5MiXcSIKqqipkZGTBzS0B4eHFIMkjFMLCVsDNLQEZGVmDcv5obW3FsmXLkM3hYHFMDIq8vARJ2VmzYMWXoOjh5obUuXORx2YjNzkZ2ZmZIEkShYWFqKurw9atW2Xq/4aEhAhtI+97Jex7IwxdXV0oLi6GgYEBzMzM4OHhgaioKGRmZmLlypXYtm0bqqurpW7fpk2bqL7oyy+/TP1uaGiI4uJiXLlyBT/88AOA3tIgO3fu7FXa+vvjQkoKekpLhZK2KCtD/dy51PbezM7G+ZSUXvJ2yRLs3LlTbM1bfuJ248aNyMzMxPjx4wXaz5+czFPXfvnll9RvJSUl1DYZ4paJFzkY4pYJJsZQMMQtAwYjC3EZoLnJyZjFZyuzdetWsbZqra2tqKiooLL4h4qIknYCTRgyMzOptomyDuKHuAk0BkMDfqtkmyAbmHuZwzraGgZzDGCeI7y+rXmOOSZ5TKKurdt8N4SvDAcrniWSvD127BhlD6qioiKWhBH3vMSFhNAGby+//LJUNoSDfV6kHXTLCw8ePKARi/b29rQJhQ0bNuC1116jTfLPnDlT5CD1+++/p9Unrampwa1bt2Bra0v9pqOjg+7u7mHusQxd/Pbbb0hOThY6CSAKBgYGqK6uxvfffz/SzRcb7e3tiIuLg4KCAvT19VFWVoZPP/1ULtv+8ccf0dHRgZ07dyI5ORnTp0+X6NxZWlrC0tKS9ps4O0dhuHjxInbu3Im7d+9KtDzP3p8gCHh4eMDd3V1sG52dneVyjmSJ58+f055BMzMztLW1Dds7ZaBSCPw22IqKijAzM6PVXZPm/fkilUKQt1LzypUrCA8Pl+iZW7NmDUWU82Ook+F4alvPxES4JCTAMzFRJtUtrz5dZGSkRMvzkh75SStpiduMjAwQRG9igbD62zQyIDZWKBnQX6W1bNkyiZW2/ArbwsJCcLlcJHGS4Ef6Yar9VGhN14K2lTaMQowwfeF0GMw1gGGIIXQCdGCy2gRmlWZwPOwI1jEWZp+ZTRG4oddCYdlgCcsGS1i8YgHTraaYtXsWvBq84LnRE5bRlrCOscbspNnIyMpAdXW1WMI09XgqQhtC4bbDDQ45DrCMsoTNXBsExQeBk8WRK1EqCXE7koQtDxUVFchjs7GcxcJ7mZlSEXXn+2yPlRQU0Dl/Pt7NyMByFgt5bLZId4quri6EhoZCVVUVzc3NErWxra0NGhoaIAgCmzdvHvJz8qLAz88PPj4+6O4e+ZrY4tS2/OCpbd1Jd9iRdnAn3WmqWzbJltnmXhx4pZ5CQ1Pg7j4fmZkHaMRtZuYBuLvPR2hoCkiSxLlz56Teh7Akm70hIbjVl2TzXmYm3k5Lw62EBAT1lYcgCALRvr4ICQlBQUEBKisrUV9fj9OnT+PBgwc4dOgQzZ5YmkQKgiCwZ88egXbyxsFeXl5yO7+XLl2SOsGSP2mRv9/Mj/HjxyMgIACZmZnIysjAS6GhODhvnljSFmVl6OBwqG2cSExET2kpDs6bh7KwMJStW4cbN26I7BcL67/w90NDQkKwf/9+Glm9du1aAMCDBw+o3w4ePEhtkyFumXiRgyFumWBiDAVD3DJgMHKQJAPUgc8Sj5uRIdWkj7yIKDMzM9o+pZ1A64+uri4YGBiAIAhMmDABb7zxxoDrDDSBxkC+4CdtWfEshK8MR9zm3n9bxwiStzzS1mCOAayirKCg2Kuoc5zrCG4zVyR5e/r0aUoFqqysLNYWdKDnJbCfBXBGWtqwPi9DMeiWBKmpqVS79fT08MEHH+C1116jfgsKCqIpC93d3WFqagqCEKzTeuHCBQHyrampiVYTV09PD3/9619F9isePnwIgugldyWtqTrS8eabbw44maGvry+0NrCuri42b96Mr7/+eqQPQ2y89957KCwshJqaGlRUVJCVlSW1fbIk8cknn+DcuXNYu3YtgoODqYnhgeDq6jqk/dD79+9jxowZIvdv3qdyor63XK7cz4008e2339Lq+QYGBgq1LJY3JCmFcObMGSxduhQNDQ3U91vW96c8SiGMpXq8Q6HU3LNnD3X8wqCkpES5WPR3D9DV1R2ypID+alv29u0yqW4vXrxItbe4uHjA5ffv30/VZTx58iT1u7TE7fbt26nlRdlKD5R82V+lJU0yGb/CNnZRLOwd7GFpZwnHKEfMDJoJTWtN6AToQDdUF9re2lCzVoP2bG3oRerBvMIc5tvMYXfCDvbH7WF/2B52TXawO2BHkbY8BF4KxNwLc+GwwgHGUcaYFjENVj5WcGY5w8vLC9u3b0dZWZlIwjS9JR0RDRGIbIhE7L5YpB9JR+LWxCEhTsURt6OBsOVhMIrbZySJyL5v1UIbG6GK2/7Izs4GQRDYtm2bxG1cvHgxNcaTxvGCgXj4+vpSNcRHsiZ2d7f0alsH0gH2OfZwIB2GXHXb2dmJkpISpKRkgMWKR1xcBY205SEurgIsVjxSUjJRUlIilUtEa2srsrOzaclS4pTPK/lcKbh2dkJt7VtbWzFp0iRa30waYpTX3+Rv58OHDykr37CwMLnejy0tLQgPD8ecOXOQlpZGS5zvj/T0dPz000/44IMPcOLECSxcuHDAYzEiCIQoKaHRwgKdERH4LD9fJIH7y/r1UO0jkotnzwbKyvBlSQk2BQSgLCsLW7duFXCB+u6771BbWyvUDlldXR1paWk4f/48dbwkSVJ/b2lpAUBXDj9+/JjaNkPcMvEiB0PcMsHEGAqGuGXAYGQgaQZoPN9kcr6bGzV5J0n9z8ESUbwJdyNjY8p+WdoJNGHgV+tISv5KMoH2okNek9fCSFtuMxfzNvUqwJTGKcFijgWNvOWRttYx1mDFs6Bn2ptwYGBjAPIIKZS8ra2tpQgCJSUlsW2W5HmJNjOjDeg4zs7D9rwM5aBbHPjtoZWVlXHnzh0AoIiG/ggPD0dFRQUIoleZy6uJ+OzZM4F6iIqKitDX16fZ2mpqakpE9vFUYIWFhUPah5FX/P777wIKzNzcXOzatQsnT56kqTqbm5sRFBQkcG61tbVRWlo66snqL7/8ElVVVVQCTnh4OK5evTpkNXt///13PHr0CPv27UN2djacnJyoZ6U/FBUV4evri5qamiGxcH3llVdo+1NRUaHeDRs3bqQs+QmCwIkTJ4bkfEgTT548oSyLCYJAXl7ekL9TZC2FIOv7Ux6lEMZaPd6hUGp2dnbi5MmTaG5uxsGDB3HgwAE0Njaivr6eplJqamoSeO6ysrKG5F7iV9uGFBWBPHIEIUuXSq26rayspNo60DoPHjyAWV9fIDMzk/Y3aYnbCxcuUMsXFBQMuF9h5U74VVrSnr81a9bAN9QXTjFOsE+wh7GfMfRt9aFppgk1fTWoTVeDTrAO9GL1oBujCzVHNajZqkHTVxMm601gvssctmdtMfPkTNgct4H1YWtYNtJJW9cmV3ht9YJdth0cSAewFrEwM2QmTN1N4RLtggROAlVTNzY1VihhuqpjFRadXoScizlY/3A9nUjdJl8iVWSt3VFC2PIga41bHtrYbCgrKGC8oiKOR0QI1Ljlx5YtW6T+PrS3t0NbWxsEQYxYHfU/K3x9fWlOVSNVE5tfbetH+mHphaVYc3eNAEpulyAwLxCuHFfYcm0RfjwctlxbuHJcEZgXiIKzBfAj/eSuut23bx+4XBLe3mz4+nLB5TYLJW653Gb4+mbB25sNLpfEvn37JNp+R0cHjTQ/GB4+IGle5eNDvfM3enoKkObXr1+nJUn5+vrCh2+d/jAwMMD8+fMFftfX16f1VW7dukUjT4fy/rx06RLGjRsnQICuWLECERER0OMTDAhDXFwczY7YlSDAJgiU8aFaXR1nHB3x13nz8O3y5TTy1r8vOdhv+nTqt1NsNsoiIlBWVoYnT54AAP71r39hxYoVtD4wD5MmTUJJSYnQxH9fX19quQ8++AAAkJaWBoLodYrjD4a4ZeJFDoa4ZYKJMRQMccuAwfBDmgxQ/uzPUg8PqQZxgyWieISN7rRpyMjqrS8jzQSaKPCslqUhYaWZQHtRIY/Ja1GkLXmEBHmEhLFj72BN31yfUt5OY0+jkbbxW+LhudCTInkXNS4SIG8jkyJpg7H09HQcP35cKHbv3o3ExESkz5kj8nl5yuXCsK/mJQ/FLi7D9rwM56Cbh3379tEG3w0NDdS3/ejRowID3dTUVHzxxReUwvn48eMAgL1790qsityyZYtEfQtejezx48fjo48+GpL+i7zjn//8J+1Y9+7dK/b8nzhxAhEREQIkpLq6OkpKSvDJJ58I3c9QEaTSxi+//ILm5mY4OzuDIHqJ/P3794utMSWv+P7779HW1oatW7cKPYe8Ca/c3FxcvnxZrs8NL1mEh7a2Nkp5xENsbCx+//33IT8PksSFCxeob7GCgsKQT7LLWgphMO/PwZRCGKv1eIdSqTkQvLy8aOdARUVF7jWG+6tt0+rrQR45grT6+gFVt5cuXUJ1dTUOHTqE6upqcLlcqq2nT58Wu9/c3FwQRG9d7/426tISt7zvGG+yWp7nRxKkpKTAztUOJiwT2MbaYmroVOj46kDbTxtK6koYP3U8tAK1YLrdFFMLp0LdVR0TnSdC008TRiVGmFE5AzNPz4T9ZXvYvW5HI3DNdpnBKM8IxsnGsEq3ghvXDX6kH4ILg5HRmIGcYznwz/GHH+mHcDIc/kH+8A31lai2rFDrYhEE7qVLl6Q6J/zE7dILS0cdYcvD6dOnQZIkiry8sDckRKbaprsDArCcxUKJiwuKvLxAkiTt/r9y5QrYbDaUlJQwZ84cqRwZTp48CZIkZU7AZSAaPj4+cHZ2pjlIDEdN7P7Yt28fpbb1I/1EwinaCSYsExhFGMEyxxIeDR6wzLGEUYQRTFgmcIrurXnLU93u379/0Ofozp07yM/PR2xsGliseCxYsEcoactDauoesFjxiI1NoxLJB9qHLDbVrTEx1Dv/1aAgmk31rl27aCUhbG1t8eWXX8LGxkZo30JPTw9nz55Fe3s7uFwu4uPjkZLSa/l84sQJWlv5E6okKR81WLz66qs0R5eBMHXqVISFhdHuw/LycgR4eWGetjaKxo2jEbf9sUdPD5fc3fF4/nxs7Ut8VVVWxrerVwNlZXg7Lw9l/v4oXbMGtbW1SEhIoCUN90dMTAzKysoo8Jda4bnFEUSvGnrBggWUQnrp0qW0/jVD3DLxIgdD3DLBxBgKhrhlwGB4IW0GKH/259W4OKlskwYzkXrkyBFq3SlWVgjtG2xw+OqTDDSBJgx3797FxD6CbcqUKRLbc430BNpohzwmr0+fPi2WtCWPkIgp6x3UKiopwn6OPaxjrGE4x5BG2pJHSKTVp0FpXK+Kyj/Xn1qfR95a+lqKbY8w2E6aJPJ5aYmKElj+1aCgYXtehnvQfeHCBZpV1+LFi2nf9paWFtq5WLJkCZ4/f07VvjUxMcHz58/R2dkpQDqKuwYHDhyQuH/h6dlL3o8F1e2PP/5IU9w6ODhIrJA6c+YMYmJiaGpNgiCgqqoKb29vzJo1CxYWFjAwMIC6ujqUlZUxZ86cUUNo9/T04Pbt24jqe4amTJmCTZs24bPPPhu2Nnz00UcoKyuDkZGRwD2npKSEgIAA1NbWyqzC7erqwt69e4Xe0x4eHrT/5+XljRrSlhc8lTzvGT1z5syQvVtkLYUwmPfnYEohjPV6vEOh1BwIwlS3ERERct2HMLUtD+JUtzzCd1FmJry8vJDB4VDEPkEQuH79ush9njlzhkpIE5bgIC1x293dTW2PX0HX1dVFOdAM1r785s2bqK6uxr59+wSIxsTERNh42cAowghWiVYwDDaEjp8OdMJ1oKihiPHG46EVrAWLegtY7bfC5EWToemvCS1/LRivNYbpVlPYHLXBzBMzYX/OHqwbLFg3W8NouRH0EvWgH6ePyeGTYRBgAPNoc0RVRWHpReFkqDjFraTIb8mnkcFZZBaqq6ulOl/8xK03xxvOCc5DUktXHs91YWEhFsfEoNjFRaw960DKy2IXFyyOjUVhYSEePHiA27dvg8PhQFVVFRoaGigoKJBrYgeDwYFnL6usrAw3NzcUFRWhpaUFZ8+eHdKa2P1RXV0NDslBCpkiEkmcJDi5O8HaxxpmUWbw3+GP0IZQ+O/wh1mUGax9rOHk7oQkThJSyBRwSA527NghdVtaW1tRUVFBHUtVVRUyMrLg5paA8PBisaQtD2FhK+DmloCMjKwBXaVkff7+xeFAta8vn+voSD1/edHRtFIbU6dOpfrw169fR3x8PO17qqamhlOnTkl8flauXEmt29LSMiz3aVdXF/bs2UP7LhJEr3uQV1+iSE1NjchvLs0OfuFC/D0+Hpc9PNBobIxyJSWRJO4qgoBy376qfXzw27p1+HT5cuTa2MBaiB2yJODVsr9y5YrY5VxcXLBjxw5K1csQt0y8yMEQt0wwMYaCIW4ZMBheSJsB2j/78ymXS8sAraurE7kvWSdSOzs7aXVNbIKCwIqPR0pmJm2SW9wEmijwT0BnZGRIta6wCTQGvZDH5PWWLVuQxkmDS7wLvDO9BUhbHiZb9A6szGebgxXPguM8Rxppy4P57F6bb2NHY9rv3GYu7OfYSz0wc5syReTzsqAv49lRT4826B6O56W7e3gH3e3t7bRaq0FBQfj1119p3/aPP/4YqqqqIAgC5eXl6Onpwe+//05ZfK1atQoA8M4779BUu9bW1khJSaFZZfH/Wxrilme5qqGhgW+++UaeXRe5Rk9PD1JSUqhjnDJlCq5evSr1dTl//jzYbLaABZko6Onp4dq1ayN9+LR4/PgxcnNzMWHCBKiqqiI7Oxv//Oc/h23/v/32G86dO4e5c+cKzbY3NDREXl4erly5ItE1efjwIaqrq4VarQlDZWXlqFFE80dPTw9tYtDU1HRI6pIOphTCYN6fspZCGIv1eEcLhNk7Hjx4UC7bFqW25UGc6pZH+Np6ecHUzAy2AQE0RZM4ItvV1ZX6Jgr7uyTEbVtbG1paWlBfX4/y8nIq0VBDQ4OWLMWPyMhIVFVV4fbt21Kfq+3bt4NDcoQqRSniNsoIpgtMYRhviEnhkzApfBKUNJUo4tZyvyWsm6xhmGcI/fn60InSgclGE5huM8XMkzNh22ILq0YrTFsxDfrz9aGfog+9eD3ozdGDXqQeTEgT2Cy3gVmyGSzmWsB9vjsSshJobRJX41Yixa0IZaysittgMhjec70xizULbu5uSEhIQH19/aggbXmQRfHX30mGv/9aU1ODwsJCaGpqQkVFBRkZGbh169aIHycDQZw7dw4lJSXw8vKixq5GRkZITExEQUEB8vPzh9xp4ebNm9i+fTvKy8tFgsvlIiAwAE5xTvBd7ovU46kUfJb5wCnOCQGBAeByuSgvL8f27dulrvPOU9dmZGQhPz8fx44dA0mSCA1Ngbv7fGRmHpCIuM3MPAB39/kIDe1NJOcvAdAfsiren3K5YPW95110dfGMJNEQHIwoPkJRU1MTf/vb36j+2U8//YSQkBDaNyE3N1eqcxQZGUmN4Ufifm1ubkZ1dTXOnTsncTJSRUUF8thsLGex8F5mJu08/icrC91RUTjn7Iy6yZOxUUGBRt7a950nc4JAhbIyKiZMgD9BQJfvHIoqqSIMPOJ29+7dEq9jZWVFq4fLELdMvGjBELdMMDGGgiFuGTAYPsiSAdo/+1NUBraw/ck6Oblv3z7M5rPSS9y2Db5ZWfBmsyWeQBMFXp04WQgunv2NLHaKf2bIa/JaEsUteYTE7PTeazhOdRzmVcxDUGEQ2NVsgeViN8aCIAgoKCpgfs18kbVuRSm3JX1enixaBK3x40EQBOqCgjDb0BAEQcDTwGBYnpfu7uEbdHd1dSE4OJhqp7m5Ob744guh3/dPPvmEqu8DAJcvX6bW+/vf/077fWI/m2keLCwssGPH8P8vXwAAIABJREFUDpmI208//ZRSoTY2NsrcTxnqKC8vp45vwoQJOHr06KCu0eXLl7FgwQKoqan1PifjxkFLSwsGBgYwMzODjo4OtT8FBQVs2rQJz58/H+nTQIsvvvgCFRUVMDAwoIiJmzdvDiup+eGHH+Kll16iFKD8UFJSQmBgIPbs2SM0UeX+/fsoKysTui4PvMQG3jU6fPjwsB2bLPHtt9/C1taWanNAQAB17Ddv3sRLL72E8vLyQSkAB1MKYTDvT1lLIYzFeryjBYcOHRJ4JmbNmjVoBWl3t3i1rTjVLY/wjUpOhsaUKdA0NITG9OmYwZeoJCph4aWXXqJIdWFk4BtvvEFLVisqKsLChQsRHh4OFouFCRMmSDzhKw7Tp09Hbm4uDh06JJGjDD8R2d/qNy4ujiJuvQ95w2yFGfQT9KGXqAdlPWWMMxoHrUAtWDdbw/qwNQzze4nbSTGTYFptCvOXzWHdbA3jlcbQT9aHXoIedCJ0oBWkBb15erDcaAmbLTYwyjSCbogudL11YTTLCM4sZ3h5eWH79u0UESqstuxgCFseQS1OcSwM/ER3WFgYQqJDEMgJHBKbZGnb1h/37t2jOSw1hYVJTN4+5XIpx5icpCSEhIRAT08PSkpKSEhIkDh5icHI4+7du9i1axcSExOpPpWKigpcXV2RmpqKVatWDYvTQn/w18D1z/ZH8Y1igefXP9tf5tq2ra2tWL58OebOnYv4eDY8PROxaBEHsbGxSEnJAIsVj7i4zRKRtjzExVWAxYpHSkomSkpKRL5jpa0x/a9Fi3B19mzs0tJCWN+7XJkg/p+9Nw+L6kzTuF/2nSoWodj3fT/FWgjFvslWLLIoexU7CgjuEQkoGBODRA1oXFCJGkNCOrbZgGCiiSg9X3rSuabTSSaT70tmeqb7ynT3dHdM2/H+/qiqQxVUQRWrxHqu674SqbPVOfWe95z3997Pgz4LCzzj6Aiu6N8aGhqYmJgAAFy/fh1nzpyBv7//nH4gKytLbirf2bp//z79Dl9UVLTmv1dFJeW4LSlZ8Px+lJSE6z4+6GMyUSV+ByIE2wlBOyHgEgImEU7Q7OzsXNSkBUkQSwhBYmIi3bfLm3ilAreqeFJDBW5VoYp1FCpwq5JKq6fFzgCdDaLEM0Bl1TyS1GIGJ8UzY22dnUEIgb6JCQTDwyg+cQJUTg6cJcCtso6ft99+mx709Pb2Vvr8GRsbgxACDoez5tfycdJyDl4vVONWMCzA1lNboaYudMNFCaJkunLFcgxxBCEEnnGeMqHtfJBM0fayOyQEhBC4M5n4//h8dIhS9OpqaODzsjK57aW3t1fqxTorK+uxf+muqamhj9HIyAifffaZwv19RUUFCCFwc3Ob89mvfvWrObU/PT098d133+H8+fOLArcAEBMTA0II4uPjlVpvteL69etSEFXZtI3zaWpqSuZA1/j4+By3W0pKilwAv5bx4MEDnD9/nh6YCggIwNDQEH788cdVO4aHDx/i9ddfR2pqqkwXro2NDRobG/HOO+/ggw8+QGtr65zfsqQaGxtp5zkhQvfE2NjYqn2fpcTvfvc7KfdwdnY2YmNjoampSf9Nkd+wvPS8eXl59HaULYWwFHC72FII660e7+Om6OjoOe3jyJEjS9rmQm7b+Vy3YuDrGBgIA3NzaHp4wMDWFkyJFOpvvvmmzP3a29sLn0miotDV1YWysjJQFAVzc3Pa8bYWSk1NRVdXl9wMNZJAVFxHUgwh/fz84BjoCOtN1ogZjUHQlSC4nnKFbbsttG21oe2kDUYcA+4X3OFxUeS4LdoAM54ZHLocwOKzYFlhCYsyCyG0TTaBaboprOqsYL3dGubZ5mBGM2Eeaw5WCAtMGybsAu0QmhGK8spyqXuJMuBWEWAr3u58jmNZGh8fx3PPPYdz585JuYBnn7vlALjKHpssjY6OoqamBvU8HlopCn1cLj5bYNLuZ6Wl6ONy0UJRyAwJoe/5KSkpi06bq9Ljofv37+Pq1atoamoCRVH0O7GbmxvKy8vx1ltvrdqxCO+3whq4+c/ky2zL+Ufy6dq2ykzmmpycBJ/Ph4+PP1gsazg5+SAgIANcbg4oikJERBZCQgrB519SCtzy+ZcQElKIuLhCCAQCjI2Nydy/olDxN3l5uOblhW5NTdoN2k4INMTPWLOg4rZt2/Djjz/C1dVVqX5A7AiVJclSRhcvXsTQ0BD9bKqsu3k1pSwcl9QXW7YgWpTNKUxTE/WEIIvBQGZqKgYGBhZ9TJLgNjExEfX19SCEwNnZGVNTU3j11Vexfft2qbanAreqeFJDBW5VoYp1FCpwq5JKq6fFPuTKAlHjublopShUV1TQD7mSIKqpqUmqLpiiIKq3txdllZXQEs1Q9E1JoQfaknbsgI2E40feAJo8bd++nV63vb1dqXXv3btHp81JSkpa82v5OGm5B68VgbdWXsLJBNY+1vOC2/yj+VDTUIO6pjq4tVyFoa2i7eWL8nKYipxzF5OT8Z1AgE9LSqAjeiHr43Llthcr0YSI5X7pXqnrLK5PK4aMN27cUKq/F9dnKikpkfn5119/TTvqfX198fvf/x4AlgRud+/eDUIItLW18de//lWpdVc6pqenpVxWyjj9lqp79+6hvr5eKhWYvb097t27t9anRWY8evQIY2NjSE1NBSHCGfGHDh1addj89ddfY9++fbRrRVIaGhrz1miuELV9SceztbW1VMq79RA3b96UCbDFysvLk/u7++ijj3Dq1Ck0NTXJTNMYKKrhKgZ4yjgelgJDp6cXVwphvdXjfdx0+fJlmb+hlJQUDAwMKOQYnS1F3LayXLcDAwNSbltDDw+o+/rCMCgIuhJOGXnpnJXpzxcjBoOB2NhY5Ofno6KiAk1NTWhra0NsbKzC23B1dQWfz8fZs2dpR50kEN1+Yzvyn5kBnq7+rtjgugHmMebw7feF22k3eFz0gPeINwxDDKHrpgtmPBMelz3gOewJqxormOebw4xnBpNNJmCmMGFRagGLUguwBCw49TrBsdcRFlsswIxjwijMCNrW2tDQ0YA+Ux+u4a7glfFkpjFWBNzKA7b19fWwEKUanV2bcj7H8UKQdL5ztxiAu23bNqnnvaUcm6SuXLmCmpoa1BYUoDk8HG1sNgbj4zGem4tPS0rwRXk5Pi0pwXhuLgbj49HGZkPg5wcnJhOECJ3wS80EotLjqYmJCRw+fBibNm2CoaEhoqOjHwu37VJdt729veBy42Bs7AN9fVswGDbw9k5CUBAPbHY42OxIBAXxVsxxu1Aa39sJCRi0spJZg/W8gwMSRJP/XAjBHiIEt5kcDoaGhpCfn690/6GhoQEPDw+UlJTMmXzB4/FAiPSEdnF2soKCgjX/jcrTYs0IYt3Kz4emmhq01dXRGxm5oBlBEU1OTqKkpASdnZ344IMPwBTdQ2XVvB8fH5cqc6QCt6p40kIFblWhinUUKnCrkkqrJ2XSykhKFoj6tKQErRSF2oIC9PT0YHp66SDqjTfegEAgAFsiFWt2Vxc9yFZx/jwcRTXECCF4/vnnlfr+bm5u9ICnvFmy8jQxMUHvt7S0dM2v5eOklRi8XgjeBmQEgBACdU11lJ8tnxfecmu5cOG4wJ3rrjC0VbS9vJ+Xh1aKwtMREVJ/z3YR1teNsbVdsfYilqyX7uXWyy+/LJXa9ciRI4vu6/v7++Uu9+DBA9y+fVvKUbkUcPvaa6/R67733ntKrbuS8d1338FGwsWVlpa2LClCldWpU6ekQKK2tjZOnTr1WNZZFcdnn32G6upq6OrqQk9PD3V1dfj8889X9Rj+8Y9/YGRkBElJSQq1Xzc3NwgEAinnnbe3N7755ptVPe7likOHDkl9PxaLRU8CcHd3l/lbGx0dRUtLC6orK9GQmYlmDgetFCUlP4l61vzycrS0tCjs8FoquFW2FMJ6q8f7uCoxMXHetsPn8/H6668rtC1Jt20Qj4eUri7EHDyI3BdeWNB1m5ubi4rKSjgGBoJhYwOdwEBoBQdDJyICBra29PHU1NTQ+7t37x7Onj2LwsJCperhyZKvry/4fKGrTAxOLly4QH9+8OBBud/77t27OHPmDEpLS6X66YWUmJgIHo+H7JJsKSDaNtaG/GfyYRtqC6YvE4xoBmz32sKhywGuJ1zhfd0bxhHG0PfTBzOZCa/rXvB6xQvWjdYw32wO03RTGAYbQsdJB2ZZZnA57gL3IXfY7LCBeb7oc7ah0LVrpw19F32Y2JnA2toabDYbu3btoktqiDUfuF3IYdvQ0ABChKUdZvez8hzHVfyqORN0Zp93WcfU+k4rKB4FY5YxtHS1oK6hDiMjI/j4+KCzs3Ne8PTBBx/Q7tZnnnlmXje0sgBX6v6blSXz/ttKUWjmcNCQlYUgPz+oqanh0KFDa36PUGl1VF9fD2Nj41XZlyJu28W6bt944w0UFhbCysofOjp+0NR0g56eNby9kxASshlsdhqCgiiEhKSuWI1bWe+PX27dijfZbBw1MJgDaw9paeFGcDD+u64O6OjA3aoqIXBVU8Nzrq6ocnFBTmwszMzM5tzHAwMDceHCBbz33ntSGVHkSUtLCzt27MD0tLCmupGREQghUm397Nmz9LI3btxY89+mLC2m/NdsHY+JQb2/P4o8PBYsZ6SsXnnlFQgEgnmfDyWfI1XgVhVPWqjArSpUsY5CBW5VUmn1NN8M0IU0G0R9UV6OVopCXX4+uru7MT29NBA1NTWFnTt3oqi8HOYiZ94GZ+c5A23R1dX0NjIzMzE1NbXg9x4dHaUHbggR1uZT9twpOoD2pGklB6/ng7cJzQkz0GtPmlxoq2x65OVqL2+K0h5rqKlhqrBQZntZDsl76V5Ovfvuu1IDmFu3blUa7F27do1e/8MPP1Rq3aWA22+++YZet7e3V6l1VzIkU07r6uriF7/4xZq14Zs3b86pkZWZmYnR0VH8/e9/X+tTJTf+53/+B52dnbCwsICamhoyMzMxOTm56tD5q6++wp49e2BpaQlNTU2EizJUzCcul4vvv/9+VY9zOePRo0c4duwYamtr8dZbb+Hhw4cICBBNplFXn1PGQJbj63RCAiZEjq8vKyrwaUkJckTPGYQQ1IeEoLagADU1Nbhy5cqS+5OFpGwphPVWj/dx1e3bt1FRUbFgjVcbGxvs27cPk5OTMrdx4cIFbNmyBW7u7lCzswPx8QGJiaHlXFWFQhlpkxO2b0dobi5CQkMRER8PI0tLGHl5QZuiwGxogBaHA0OKAhG5zIOCgnDhwgWUlJTIdN4rKmtra/B4PBw5cgQTExMyz42kG+fVV19V+JyOjo6ira1NKuvNfNJgaGBD5AYk9iWC/ws+9t/bjwPTB+CW6waDAAMw4hhwOOQAx8OOcDrkBJdjLjAMNYS+nz5MUkzg+7YvfN/2he0uW5hvNodRhBF0HHWg664L0wxTMLgMMBOYMMsxAzOFCeMoYzCTmDDbbCb8LJoJZhgTLB8WIhIiFHbcKpIS+datWzTMOHz48JxzJc81685xn3OeZkPS2cfUNtYGa2/5dc01NDQQFxc3L3CVTK3Z2dm5rI7ehTIeVFdUQCAQoKmpCS0tLfQz11rfI1RaHeXl5cHV1XXF96Oo23YxrtupqSm0tbUhMDAc+vq+0NLiQEMjELq6brCy8gObnYegIB5CQqJBUSGgqGwkJ7cpBG6TknYgJCQX5eVVc5z7syWZsel6TAwuu7qiU01tDrDtNzXF3ZQU/LBrF9DRIaUcLy8QQhBnaYkkbW1ozrqfBAcHY3BwkN6n5Pu4u7s7BAIBjh8/jsuXL2NgYAAlJSVSkwf37t1Lj404OzvPcQ/7iTKgPM6u21OnTqG6shLN4eHo43IVruEt1rd8Pvq4XDSHh6O6shKnTp1a1eNXgVtVPMmhAreqUMU6ChW4VUml1dNiHbeyQJQsB+H09IxrNqGoCFRODhKLFp6ZOj0tnN3JFwgQlp0NTW1t4ctKYyMKjh1DbEMDCo4dE7puL1yAusj96+fvj7Nnz867XXHNXG8fH/pes5g6kosdQPu5a6UHr+XB26LjRfS6IYUhyw5tl9pevhMIkCaagLDV01Nue1mq5nvpXg59/PHHCAwMpM91aGgofvjhB5n9+cOHD/H5559jYmIC165dw/DwMK5du4aJiQk6ZTEhRGl35FLA7Q8//ECvW11drdS6KxmzHYsGBgbYsWPHqqSok6W7d++iuLh4zkCzvr4+cnJycOnSpccWNP7www946aWX4CO6x1MUheHhYfzjH/9Y1eP45z//ib/97W8AgL/97W/4xS9+gerqajojgVgFBQV48ODBqh7bakRtbS39HSUHv0ZHR1FdXS1VY1GeM6JdAjQdCAtDK0WhnsdDTU3Ngs7bpcDQxZRCaG5upve3HurxPu6amprCiRMnFEr9y+Vy0draKntZQ0MQR0cQDkcK3Irl19SE0nPnpFy37klJ8AgOBtPaGgxra+gEBkI/PR2s3l7o5+ZCJyIC6iIn6+y6dIrKwMBAyg2lSIaFtLQ0ECJ0tC/2vN66dQtHjx5FZmbmvODWkDIEq5IFq2orWNVYwWePD5ixTBhHG8Ms2wyuJ13h1ucGl2MucDnmAgPKAHo+emAmM+H7li/83vOD16tecHjaAeZF5jCgDGDANgAzgSl037roCFMrJzBhu88WrFoWTJJNwIhjwCjQCAZ2BtC30Id7rDsSKxNRJaiSW+N2+43tCtewbWpqos+hrGckWUC45moNNHWEdbu1dLXo8zR7+5Lr7rq1C3aBM7XLPWM9UdxfjC0ntiAwKxBaeqLtqBEkpyTLBa6Tk5M0XCksLJQNq5cIcOXVGB8YGMDIyAju3r2LqakpmJiYqDIMLaM+/vhjur79QuBvMVpqbdKoqChERkau+HdWxm27kOt29nc+e/YsMjIyYGrqBx2dMGhrl0JPLw26umwYGbnCzS0aoaGFoKhMUBQbwcFxoKgcFBefmBfaFhefAEXlICurBPX19TInEEnq5ZdfRnR0NGIMDJA/C9YeJARXPDzw5dateHTgwBxgi44O/LhnD17mcKBOCNQJgf+se3Zqauqcfd68eRNhYWHzTra4cOECfX8xNDSk+yRZqXzb2trovmuh77tW+uijj9DS0kK/q19ISlIY3n7L5+NCUhL9bt7S0qJUeY7lkArcquJJDhW4VYUq1lGowK1KKq2eFlvjVhaIklWzU9I1S+XkIKauDlRODooqhLVg5LljxXA1q6QE1qLBd6aNDUoHBxG8eTMCeDwEb96MsjNnIBgehoWrKwghMLOwkPsCNTo6iu7ubuzcuROlFRXQEr2o6OvrLwqOLMcA2nrVfIM8ZWVlKz54LQvelp8rnxkgi/Ncdmi7HO1Fsn7O1dTUOe1lqfrwww/nrZ+zVN2/fx9ZogkbhAgdQv/5n/85px9/8OABxsbGcOTIEWEN6z170LFtGzoaGoT/3bMHkZGRi345XQq4BUA7uTIzM5Ved6Xip59+wunTp2EqUTuREGFKXWUnQCynent75aZa09TUREJCAk6ePIlvv/12rU/hnHj06BHeeustOn2xjY0Nent71xw4P3r0CL/61a/Q09ODl156CT/99NOaHs9KxcWLF+nfSm1tLaanhZBRclBtKDl53kG13o0b6W28w+MpNai2FBgqrxTCfH2fOEU9IcI07CvR98nTYurxridNTk5i//79sJVIUaywbGzmuG1nSysxEWG7d6Py4kVUXboE16wsmAUFQdvAAPouLtCmKJjv2gXz7m7oNzeDhISAiFJpKyp1dXX4+/tDIBDQ6Y8piqI/X+gc3L9/H5aiOodFRUXLcl7v3buHoaEhCAQCunSITHArkhjcWuRbgDPBQdDNIHic94BrvyuMwoyg7ytMlez9hjf83vGDz5s+8LjoActKSyG4pYTglhHHACOWAeNoYxhQBjCkDMFMYcKUZwqjMCPouevBMMAQRt5GsHaxRkhoCHJzc6UmfC4mbfDU1BR9DsvKymSeE1ng1iPGA4QQ+Kb4YoPzzHWfvb+Ojg563bTdafRywfnBc8BT1VAVNHWFMFjPWA+5Vblyj108IcHR0XH+9NBLBLgLKTs7G3Z2dmtSxuFx0LVr11BRUYGYmBhER0cvWU5OTiCEwMTEBNeuXVO4zfpJ1H5f6N6xlNqk7u7uyMnJWdZzKK7bLE5TLum2XcwEGFmuW/F3zsnJAZ/Ph4tLEPT0/KCjw4OBQTPMzfdAXz8GenpeMDf3REBAJtjsXISEJCAoiAKbnYGoKD74/MsyoS2ffxlRUVWIjNwMPl8w74TxN954AyUlJXQGDxtCEEMIdhGCI3p6eC8yEv+7fbtMWIuODjzYvRsfxMXhiJ4eOgjBJkLgQAjMCaHvZYQQXL16ddHXZOvWrfR2EhIS5GbLevfdd+mJSvv371/z9ihPo6OjqKmpkZoc+NkCaZM/Ky1FH5er1OTAlZAK3KriSQ4VuFWFKtZRqMCtSiqtnkZGRiAQCNDM4eB0QsKSQFRvZCSaORwIBAIa2Ilds5H5+Yji88G/dAlRVVWIzM8HXyD/Zae3txflVVWgsrKgJYIsye3tiN+2DQE8HmxSUxHA4yF+2zYIhocRLnrpUFNXx5aSkjkzl8UgOHfzZgQHB8NPYjDY29t7QffvbK3EANp6kCJp1cTpMRdzD1dm8FoWvNXQFr5QOlAOyw5tl6O9fCcQ1s9ppSjsZLPntJelSpH6OUuReLY1IcJ0vvfu3ZvTh3/11Vc4duwYOvbtQ0dlJTpSU9HB5c4RZTfjRDl69Ci++uorhZ8TlgpuxY7H+Ph4pddd6fjDH/4APp8/Z3AqPT0d77777pq0+zt37qCvrw9ZWVlS9W9nKywsDD09Pfjtb3+71qdxTnz66aeorKyEtrY2DAwM0NTUhC+//HKtD+tnHV9++aXU76Ourg4nT55UKo3dqIQr8MW4OKXS2C0Fhs4uhaBI3+fp6UmvM7se53L2fbKkbD3e9azR0VEIBALFBvZFblurvDxQO3YgobsbXvX1cgGuYXo6glpb4VdXB217e2gZG0PdywtaycnQbG8HaW4WKjkZZBY8kSUbGxvk5ubi6NGjeP/99+d8F2XA7eDgIL3sxYsXV+Tc3rx5E1lZWbDzspsX3FoXWyPy/Uiwx9nwf9cffm/5wTjKGPr++jBJNoHXdS+4v+QO52POcO5zBquGBf1AfRgEGsAk1QSORxzBqmHBJMkEjBgGDIIMoO+nD31ffZhlmcG2zRYWeRYw5ZjCjmuHuJw4VFZVSqVLFgNWZSBlf3//gqBjNrjNf0YIlPSZ+mgba4MD5UBvYzYkTUpKQkJGAjZWboSZo7D2pB5Dbw5kFSuuMW7mXSTBW+53eeaZZ2aeBQrSZYLb1QC4x48fXzIkWs9qb28HtTEMjtEBsEkOWpKs4v2hriV8Z3H0cUd7e7vCxzD7PjPf8kupTcpgMFBXV6f0eRJPlJ4NvmSlKZd02yoLbQ3MDGS6bsXfWUNDA2FhHBgb+0JHJwY6OgKYmR0Ei9ULJrMMurrhMDBwg4NDKEJDCxEUxAObHQ42OxJBQTzweN0ywS2P1w2KykFRkexJ6Pfu3cMLL7yAqKgoqIlS6oulTgiSjIzwdFAQ/rF3r1xgi44O/LawED06OrQz9wAhyCYEaaamyM3OpgG1vb39kn7XfX199PFt27Zt3mXF6fYf92cNWeU4BuPjMS4qx/FFeTk+LSnBeG4uBuPj0cZmozk8nC7HsVb3OBW4VcWTHCpwqwpVrKNQgVuVVFo93b17F01NTWjIzEQbmy03XeFCIKre3x9FHh5oyMpCU1MT7t69K+WapXJyUHziBATDwyg+cQJUTg6ySmSnFxKnVk4sKoJfaioCs7IQUVKCguefB5WTA6f0dLBSUuCUng4qJwcFzz+PkoEBaGgKZ677hIfPScXc29uL0ooKOAYGwouiYGBhQd9nktLT53X/ytJqDKA9bhodHUVLSwuqKyvRkJmJZg4HrRQ1R74SM4C3b9+u1IxVZQevZ8NbHUOh68jax3rZoe1ytRfxzN42Nluqvaz19V1IJ06coFOHEkIwPDw8p//+9a9/jc7OTqGrNikJT8fE4NX8fPymrg5/bG/H3/buxR/b2/GbujqkiVzyhBDsrq1FZ2cnfv3rXyv0nLBUcCuGjykpKUqvu1rx8ccfS02CIISAwWAoPclkuTU1NYUzZ86guLh4TspfSXl5eWHv3r24f//+qteYnS9+//vf48CBAzA3N4eamhp4PB5u3779WB3jzyUePXo0B/T7+PigPiND4fvn15WV0BU5PGr9/ZW6fy4FhkoOjp88eVKhvi/Qyopep6GhYUX7vtlSth7vz0H37t3D4OAgUlNT6XOnoaGBjIwMbN26FZmZmQjh8ZDQ3Dynjm3+yZNwKC+X78BNS4O6iQmIlRWIlxdIWdkMtG1uBhEIQIKDQUT15InoN2pgYIDY2Fjs3r1boeuvDLgVO7q9vb1X9LyKweXGqo0ouVqC+OPxcG11lQK3lpstpcBtwEQATJJNYEAZwCTFBE5HneD8vDOcjjjB8ZAjHLodYLrJFIxYBkw2mcCxxxFOzzjBdrewBi4ziQmTNBOYpJiAEcUAcyMTjlsdEdwejIjyCEQLopEsSJZKl3z06FFUCiqVgpIZGRkLgg5JcNv6TiuMNgivcWZHJg5MH5ACt7MhaXhKOHwoH9j6zTjD2blsueleW99upZfzjPWUC1zfeOMN2lXvx/abF9wuB8B9+eWXYWdnBz8/PyQmJqK0tBS7du3C0aNHoampierq6jVv/2uh5uZmeEVSME3zh1FZKIzrNi5aOuGOQpCnrw3PlHA0NzcvuP+bN2/CwMAAampqdHYdRe4di6lNevv2bYgnLilzjsTv/uXlVXPe8WenKZ9d27bsTBlqr9bOq9DiUPp7u6a5YmPVRpmuWw8PD9E92Qy6uoHQ1i6EkdFGGrITAAAgAElEQVROsFi9YLF6YWnZBUPDZOjq+oPJdIO3dxJCQjaDzU5DUBCFkJBUhIYWoqLivBS0rag4j9DQQiQmzi379P7772PHjh2wt7ef80ysra2N4uJibN++HQeamtDB5eLNoiK5qZHR0YF+U1OplMqtLBbqvL3pjCNWomeOtLQ0TE8LJ1c3NjbC3t4elpaWcHBwgIeHBwICAhAWFgYul4uUlBRkZ2ejsLAQ5eXlqK2tRXp6On2cmzZtQl9fHwYGBjA0NIRr167hjTfewDvvvINbt26htLSUngjw4YcfrnmbnE9S4xZZWXKf3Zo5HDRkZaG6shItLS1r4rQVSwVuVfEkhwrcqkIV6yhU4FYllVZXp06dUsoBI6smiCwHjNg1G5Kbi+S2NqlBs6QdOxCSm4vyqiopd+y9e/ekUivzDh2CYHgYVZcugVNWBp+sLLBSUuBQUgJWSgp8s7LAKStD1aVLcBHNPDW2sKBTMd+7d48GwcEJCWB5esIkKAhqIgClx2Qu6P6VpdUaQHtcJGvm6umEBEyIZq5+WVGBT0tKMJGbizgJJ2VlTg5qampw5coVhfazmMFrSXirIZq9butvu+zQdqXby+OskZERGIkHqAnBnj175vTdX331FQ4ePIiO6mp0cLkYys7G/+7aJXdAokuiFuH2sDB0VFejs7NTIeftUsDtTz/9RAPowsJCpdZdjfjuu+8wODiI9PR06IpqKErqwIEDa/57EOv+/fsYHh6ek2ZztmxtbdHY2Ijx8XE8fPhwrU8xAODvf/87BgcHaZdkaGgorl69+tgc388lzMzM5vwekk1NMRAXR98TPy8qwq3YWFz19MRxExO8aGmJL7dupT+PEA1OhrNY9N8G4+MXzFiwFBgqLoVgbm6ucN+X5exM729LevqK931iLaYe789R4vStYhiQLZo0WNTfj4rz52UqrbcXG3JyQKKipOXtDWJqCuLuDhIdDVJbC7J9uzS8TU4Wfi66bvEJCRgcHFyR73br1i26Dz506NCKnkdZqYIPTB9AzS9rwIwTglvzXHNwxjlS4JaZxIQBW+iodTrqBMdeIZx1PeUKp6NOwrTIAcJUyXYH7GB/wB6Ohx3hdtoNboNusNluA/Msc2zI2ACbFBs4RjrCKdQJ7Aw2citn0giLHbfj4+N47rnncO7cOYVdpOLJRmLQsdD3D8oOEoJeyp4+D5LgdjYk9cvzg0uqC0xcZyasRFdHY9/H++QCVjN74T2SwWLgwPQB1L9aD24Ndw6sFsM3c0tzhcDtUgDu5s2bYWJigk2bNoGiKNjY2EjVcg4PD1/z9r4WEoNb88wg2BzOBvWX44tS0P8+Dy1bIXjV87eFV2qEQuA2JiZGOIkgM1OpSR+LqU362muvgRCidCmX3t5elJdXITw8D+XlM+/4stKUL6a2rZmr6JlCjYDbHYvo1ug5rtupqSnExYnd7OrQ1k6Anl49LCy6aXDLYvXCzKwJenoboa/vDisrP7DZeQgK4iEkJBoUFQKKykZycpsUuE1K2oGQkFyp73b16lXk5OTIfGa3tbXFoUOH8N///d8AhO9KnZ2dUu9K3+/cOecd6Y+NjTSw7WEw0BMaKpXG96WXXpqZQNLWhqNHj8LGxkbuc/hKiMlkwt7eHu7u7vD390doaCiio6ORlJSErKwsFBQUoKysDDU1Ndi+fTt2796NgwcPore3l4bDFy5cwNWrVzE6OoqJiYllb7OKZEsRCARoamrCqVOnVr2m7WypwK0qnuRQgVtVqGIdhQrcqqTS6uqjjz6Sqjl3ISlJYRj1LZ8vs+acpGs2tLAQFefPS4HbivPnEVpYiMQi6RmrY2NjEAgEiCssREhhIfiXLkEwPIzMjg4E8XiwS0uDfWEhgvr6YF9YCLu0NATxeMjs6EBWZ6foZU4NERkZEAgEeOedd7Bz507kFRfD2tsbrNBQGAYHw4PPB2ffPhS98MK87l9ZWs0BtMdBo6OjqK6ulqoVM59Tql2URokQAr6Pj1K1YhY7eP3yyy8LUyeqCddlebJWBNquVHtZ62s8nyYnJ+HgMDNQmZmZOacm5w8//CBMj7xtGzq4XNxYYBY5OjowsGkTvc3jKSnCFMrbtuHYsWN48ODBvM8JSwG333//Pb3uzp07lVp3JeLRo0f45JNP8PTTTyMkJETuAImOjg7S09Nx69atNf9NzHevaG5uRkBAwJz0cGKZmpqirKwMr7/+Ov72t7+t9enHTz/9hF/+8pf0IJ+9vT2OHj2Kv/71r2t9aD+L6BT3yyJpEgIuIThgZobLrq541tBQylEi1kR0NH3f7AgPByEEuhoa+LysDN8JBBjPzZ1TI7y3t1dYU1skyXrcWVlZUp/19/fL/R1LlkLw9fVVuO+TrMe71dNzVfq+6Wn59XifVIlLdITn5YHKyVFITrGx0HZ3B3FwAHF0BNHXF7ptvb1BSktBampAGhtBmpuhvmMH9PbuhVFbG7QiIqApcr7Zu7jMcX0tlxoaGkAIgbOzM+7du6fQOuPj43j22Wdx9uxZpY5JHrjd/dFu2GTYwDjaGGY5ZqB+SYE9zobfTT/4vOEjBLeBBmAmMuHY4wiXky5w6HLAhuINYCYyoe+rD11PXRhzjWHfaQ+3027wuuIFr8te8DzvCb8hPwQOBsKjyQM26TawS7WD+0Z3BFFB4HA42LVrl9IpyCUlOSA+XzkJ8fcPzAwEUSNQ11RH3St184JbsXJO58C/xh+Gzob0MlQOhfimeDTfbJYJotyj3WkQxeviyQSsN2/eRGFhIQghUFNTw8aKjQqD24UAbmVlpdR4y9TUFMzMzFBcXCx1XqampvDLX/4SZ8+eVTrl7s9FywVuXUZqZ+BXTpBC4FacLpvJZGJsbEwpcLuY2qQvvvgiCCF4/fXXFT4/4nf/hIQiUFSOlCt1dppySbdttCAa229sx57be+bV1jMztVgNHRgI745DXE8cwsvCpVy3Z8+eRVJSEr2shkYEmMz9UtBW6LrtgbFxDnR12TAycoWbWzRCQwtBUZmgKDaCg+NAUTkoLj4BgWAYxcUnQFE5yMoqQW1tLQ4ePCh1HSQVFxeH1157TeZkQFnZia7n5+NTUXaiv+7Zg7djY1FHCPIJQYahITaZmcGRwUBwcDCuXLmCnp4eel9id7FY6urqsLKyotNSrxepq6ujsbFxRdru3bt3MTIygoGBAfT09KC7uxs9PT0YGBjAyMjIY5P5SgVuVfEkhwrcqkIV6yhU4FYllVZfo6OjqKmpkRqg/GyBNIaflZaij8uVmgE6OjqKqakpaddsd/ecNHWC4WHwuruFboiKmRoxtOO2ooJ23JadOYPgzZvhGBcHZkAA3FpaQPX3w7erC1apqfDIzETw5s0oO3MG1t7eIITA1cMDO3fuFM3mFcAjIgK2FAXrlBRsyMqCXX09glpbkXnsmFz3rzwtZgBtverOnTtSkHIoOXlBSCk5eN0ZHq4UpFzK4PXp06fpdS3dLRFZEbns0HYl2staX+P5NDU1BQ6HQ59XHx8f/OUvf5nTb4+NjQlr2iYlYSg7e0Foi44O3KmsnBnEyc3FUHY2OpKS0LFvH8bGxuZ9TlgKuL179y697tDQkFLrLlc8ePAA77zzDhoaGmSmVBPL3NwcPB4Pzz//PG7fvr3mvwdl9Pbbb2Pv3r3gcDjQFKWxny19fX3weDxcvHgR33///ZpcC8n45JNPUFZWBkII6uvr1/pwfhbx5z//GdnZ2SgpKcHOnTthrqEBLiFolwFrxTpICP6toIC+d35aUgId0aBzH5dL/03ct/T09GB6eppOG6iIKIqS+9uVLIWQk5iocN8nWY+33t9/1fq+2fV417rtr7WeffZZVPD5yC8rU0rc1FRYOjsL6+JqawvdtFFRIHV1UG9shF57OzYcOgRWby8t/dxcaAUGisCbGoqKiqRqLS6HPvzwQzotal9fn8LrLSaV8PS0EFxml2TDN9cXSceTEHYoDG473KRSJZvlmMHrmhe8X/WG11UveFz2gFmuGQxDDGGSZgKHTgdsKNwARgwDRhwjGIUbQcdBB3reejBNN4XHkIcUsA25EgLORQ7CBsPAGeQg6rkoUDUUPDI9EFoYityq3CXVaR0fH8fWrTPQZ75r1NXVhYKqAuib6IMQgsiKSCkAOh+4Lb5ajMTBRDB8Z4CJT4kPogRRKHi2QCZQDcwKpJcNzw+X64g9ePAgvVxgVqDS4FYssaM3ojwCjtGOIOpCyCT+/gMDAyCE4MKFC2velh83LRe4NdsaJgSKtkyY8zcuCG4nJyfpOubi/kEZcDs9rXxtUvHvTdFnT/rdv6gcFJWDmJg6qTqw4nS84jTlwgk2QrdttCBaIZm5z2TwYHpZgsV1hHOqK7yyvRDHjwNfwMfJkyfB5/Ph4hIEdXUDERC0g6Vlzxxwy2L1YsOGvdDXj4GenhfMzT0REJAJNjsXISEJCAqiwGZnICqKDz7/EqKiqhASkgU2my2VqlosQ0NDNDQ04LPPPlvw2eirr74STnjdtw8dVVXoSE0VTmAVKZvJBJcQBBMCG0KgJrGf0tJS1NTUyHy2iYmJwSeffAIAUrWxCSGIjY1FX18f3n//fdy9exfj4+MIDZ1JPZ2fn4+jR4+is7MTu3btQlNTEyorK1FYWIjMzEwkJCQgXDSRTvwMb2JiQqdxXw7N92z2JEgFblXxJIcK3KpCFesoVOBWJZXWRrLS4Q7Gx2NclBLwi/JyfFpSgvHcXAzGx6ONzUZzeDhqCwpQU1ODq1evYnp6xu0QmZ+PKD4f/MuXZYJb/uXLiKqqmpOqeLZbN7a+Hr7p6TBydweTzYZ1ejoCjhwB1d8Pl+pqWKemIoDHQ2x9PfzS0qCmpgZ1dXWcOHEC9fX1SMjOBsvTE/ZJSbDOzIR3dzdYdXXw2LYNwe3t2DI4KNP9K0uLHUBbr1pMWmDJwesX4+KUSgu8XIPXbA4b7Bz2ikDb5W4vj7MkBzrNzMxkpjF++PAhjhw5go7KSjwdEzNvemRJ/bh/P3RFQK8tIgLf79yJp2Ni0FFVhSNHjsybsnYp4PaFF16g1/3tb3+r1LpLiT/84Q8YGhpCXl4eDA0N5Q5auLu7g8/n4+LFiz+biSGTk5M4dOgQEhMToa+vL/N7a2pqIiEhASdOnMC33367atdFVtTU1MDDw2NNj+HnGMPDw6jJzUW8hgb2iiBtl4YGLjg64kVLSxrcXnJxmdOvZLu4CAclbW3xnUCAL8rL0UpRqMvPR3d3N6anlw/cikshbDA3V6rvk6zHW+Pnt2p9n2Q93ldffXXN2/taa3x8HEePHkVXV5fCOnjwIJKSkhAQFgZdIyNo2tlBzdcXenV1YOzdC+b+/bCYBW1Zvb0w37sXWhwOdJ2coM1ggJOQsOyu21deeQUCgWBel6gsiZ2jytQ3vXPnDuLi4qBtqg1DyhCsShasqq1oSYJb9wvucL/gDudjznDocoDJJhMYBBmAEcsAI44BwzBDaDtoQ8tSC8bRxmDGMcFMYsKcZw73QXeZwDZ+MB5pg2nIOpuF6hvVaH23VaZLVCAQoKGhAYODgwqd66NHjyI0bAZQdHd3y12vq6sLfmxhWmKmFXMOIFXEcatjMQMyNlZslOm4bRtrQ/6RfNgFzJQXyc7OlnuNJB2LnrGeMsHt7o92z++4PSJ0N3pt8oIuSxc6ujpwdXUFIQQnTpzA9PQ0cnJyYG1tTaceV2lGywVutR1MQQiBXqKHQuA2Ly9vTr+lLLgtLy8HIYrXJq2trQWTyVT43Jw9exZ8vgCRkfkIDt6CmJgOBAdvQWRkPvh8AczNzUHITJryZ599FpWCShQJihRSQnYCtLS1QAiBmpo6vEPjYeflB1tPD/hF+CGRl4hKQSVKS0vB5cbB2NgXGhriiZEasLB4Wia4ZbF6wWSWQVc3HAYGbnBwCEVoaCGCgnhgs8PBZkciKIiHoKBimJgEQU1tbjpkT09PvPDCC/jzn/+s1DPRgwcPMDY2JnyH6uhAx549QhduQwPsDA2hOWs/6uoz/y+ZupwQAicnJ4yMjODRo0f09gsKCuQ+A3l5eSFWomRNbGzsnGxK8kJPTw+ECDMwieOf//wn/u///g+///3vMTExgaeeegobN26ElpaWQs9kDAYDUVFRK/K+vp6kAreqeJJDBW5VoYp1FCpwq5JKa6fR0VG0tLSgurISDVlZaOZw0EpRc9TM4aAhKwvVlZVoaWmhnYOTk5Oor69Hlqi22JYTJ2RCW7GKT5yQmapYXB/XPyUFLhERsKAoGHh4wDAuDpYpKXCqqADV34/AZ5+FdWYmnNLT4RwRAf+UFERFRyM+Ph51dXUoraiAfWAg7DkcsFJS4NneDqq/H8579sC6rg4BLS2I7+qS6f6VdX4WO4C2HvTxxx/DTlSftre3F3fv3kVTUxMaMjPRxmbPmyJS3uB1rb8/PistRRubjbzoaBBCYGxsjPHxcZnHsFyD15s3b0ZJZcmKQdvlai+PsyTdHZqamnj//fdl9tmff/65cMAhNRWv5ucrBG3F4opSMEc7OAAdHbieny+cdd7Rgc8//1zuc8JSwG1JSQkIEc76X+n46aefMDg4iKioKLoGpSxgGRERgZ07dz4R6Qfv3LmDvr4+ZGdnw8TEROY5UVNTQ19f34pfH3kxPDwMQghdk2y147vvvsP58+cxNDSEV155BTdu3MDExAQ+/vhj/PrXv8YXX3yBb7/9Ft9//z0ePHggNVD3OMe1a9fQsW0bdoWFYSwpCf9vZSX+uX8/Hu7bJ5Uy+Td5eXP6lTdFaY811NQwVVgo03G7HJIshZDEZivV982uxyvu+xqystDU1DRvKr7lqMfLYrHWvH2vV4mzszgGBoJhYwOdwEDop6fPAbWypJ+bC52ICDDc3OAYGgq+QLBk1+1i0xxLSjLlcbQgel6Ae//+fRw7doyukajB0JgX3JpmmcKxxxEOnQ6wbbeFRb4F9Fz1oOuqC6NwI+h56kHdSB2aZpowYBvA/il7mGeZg8llwiLbAuwh9rzAdv+9/fOm+Y3cFIlAKhAhoSGoqKhY0IXb1dUFrwAvuo1t2bpFLiBtbm6moUj+0bl1N+XWuD0yU+NWhzEDbstOl0nVuBUvK/4uXkEzx7Vr1y6530NycqJzuLMUuOX/gg92JxtW1VbwaPdAQn8CKl6vwN67e6X2R+VRYDoyoaauhoCAAPT39+POnTsICwuDmZkZbt68CQaDQdcgVUlaywFuff9tpnwAozF6QXB77tw5qKmpQVNTE6+88gr9d2XB7dGjR+nlT548ueDyPB4PHh4eCm2bfvfPKkFAQBb8/esQENAi+m8WkpJy6H2L35+VmWCzb98+qe9rbu6M2Nh6RESUwdExGBQViYSEBLS2toLH48HBgQ1d3UBoas5kgDIxqQKDcRB6enthYtI5K2VyFwwNk6Gr6w8m0w3e3knw909HWFga7O3tYWDgAEIcQMiM41ddXR3Z2dkYGxtb8jPYw4cP8fnnn+P999/HtWvXMDw8jNraWnh4eCAtLQ2NjY0QCKpQWuon85m5u7sbP/zww5ztfv3113OAryw5OTnhv/7rvxQ+XnGt8Pj4ePzpT3/Ce++9h+7ubmRkZMDCwmJBSKulpQUfHx8UFBSgu7sbo6OjqokiIqnArSqe5FCBW1WoYh2FCtyqpNLa6qOPPsKpU6fQ1NQEgUCA6ooK1BYUoC4/H7UFBaiuqIBAIEBTUxNOnTollQJQDFxDcnOR3NY2L7QVS1aq4snJSdTW1sIvNBSmbm7Qd3KCUWQkDOLjwUxMBCslBT4dHaD6++HZ3g6LhARs8PGBX2goamtrceXKFQgEAoQkJMDaxwe2KSnC2rjHjwuB7/PPw7qxEc6NjaBaW1Hw4osy3b9PkrZt2wZCCFxcXHD//n2MjIxAIBCgmcPB6YQE3N68GSdjY8H39UWwpSUNZwkhOCZKXylr8Po7gQCD8fFo5nBga2sLQggKCgpkHsNyDV6PjIygp6cHIyMjj3V7eVx17tw5qVnSL774otw+e2JiQjhLnMvFb+rqlAK3x0Q1qHQ1NfGX3bvxaV2dME3Y3r1SoPj69es4f/48raqqKvrYqqqqpD5766235B7ro0eP6N/g9u3bl/7AskBcv35d7szyTZs2obe3V6G62j9XTU1N4cyZMyguLqYHgiSB9tdff73i10hWfPPNNyBEWNttLcLX11chh4LkAKKBgQE2bNgABwcHeHp6Ij09fc2dy7ND3r3i/qZNNLS94OgoF4qmOTqCEGH9WFk1bpdD4lIITCYT2yMicDohQWFoK6ser7jvEwgEUv3RStTjLSoqWvM2vR4lrrWYXlAAI0tLGHl5QZuiYL5rl0LgVuy6NQoOhrGDA9ILC5fsul1smmNJSYLb7Te2y3SuNjU14dChQ4iIiJC+/5powj3DHdVvVCP1xVQ4bXOCVbUVjDcaQ99PHwwuA3bNdrDKs4JJlAkYYQxommlC3VAdmqaa0LHXgZaVFvS89MCIYsCuyQ5Wm6xgk2QD22xbhLwQohCwlZfm1zfXF66JrnBkO4KTyFnwPHV1dcHF04X+frFVsXIhtpOTkxAOOZnLdLVKgtvZEDY8JRw+lA/0GHr0Mnvv7JUJbMX7lwRSly5dkns9X3vtNXo5B7YD9tzeg7KRMgQ8FQCraiv47vFF7lAuYp+PhVurGyxLLWGabArrWGt4p3vD1lf47GNra4vOzk6p8/T222/D1NSUBveXL19e83b5OGo5wK3ThfIZAHk8d15we/fuXTg7O4MQgoqKCqnPlAW3N27coJdXpI5obGwsnJ2dFXpn6e3tRXl5FUJCchEQsBUBAS2wsalHQEALAgK2wsUljN73Yia19Pb2wtXVjd5GWtoeCATDEAiGkZS0AyEhuSgrq0RmZibY7Ehs2BAGff1NYDBmzrWaWhQIaaalqdkGJvMgDW/NzJqgp7cR+vruYDKdYWBgD01NcXYcdRBiA0LUYWRkhD179uCbb75ZleemH3/8UeTI5aOjg4ucnJlUxWLJKmEDAO+88w4KCzcjLk72JEkh0DbBl19+qdCxPHz4EP/yL/9CZ84xMDCAmprags+otra2SElJQVtbGy5cuLAu3oNXWvfv38f+/fshEAjw5ptv0n9XgVtVPMmhAreqUMU6ChW4VUmlx0N3797FyMgIBgYG0NPTg+7ubvT09GBgYAAjIyNz3COzUxxXnD+vELitOH9eZqriPXv2IDAoCHp2dtBxc4NBfDwYBQUwiI/HhuRk2OXlIaivD4F9fTBNSACTzUYQRWHXrl3YuXMn8oqLYe3tDYfYWFilpsKvqwtUfz8tz85OsOrq4NvcDM6+fSh64QWZ7t8nQbdu3QKDIazJdfjwYUxPC+tcVVdUoJWi8LzILStPs8Ht7MFr8SB7pgiuamlp4caNGys6eD3bQbzc52xoaAiEzDiIlW0vj6tu3LgBM7OZWeV1dXXz9tliF10Hl4s/trcrBW7/2N5O164cys7GH9vbheB22zZcu3aN3oeDg8OCAwNicblcucc6OTlJL3f//v2lPaxIxL1797Bv3z78x3/8h9TfDx8+LDVwUVJSgjNnzqyb38Jq6v79+3j55ZeRnJxMnzOBQLBs10jZsLOzw44dO9Zk3wEBAUqBW3k6fPjwmhy/vJDnzj9lYUGD27fCwuRC0Vv5+dBUU4O2ujp6IyNlAtGlSLIUQkpCAlopChO5uUqB29n1eOUB5pWox3vx4sU1b8frUUtx266U61YMXbkVXGxM34iMzAw0NDQoBXAlwa0YQEo6V2OqYuAT6QN1DelsEF5eXsgrz4M3zxv2dfawqraCZaklmAlM6DjqwMjDCFYJVrCJs4FlpCVM/UxhamcKLT0taDI0YUQZwcjbCDpmOtBl6cKMY4bwp8Lhk+EDO44dbNNtEfNCjFLAVh4gdQp1Qlhx2ILpoLu6uuDu405/x+yns2VCbHE6WU0tTYQVhy0IbmdvIykpCQkZCTB3MqeXqR+plwlsxceZm5tLLztfqvMrV67Qy9mz7eHd5g2raisEHghExesVc85VaGkovDZ5wcrLCmrqajAyMkJ9fb1caHLixAnhtu3tVe43OVoOcGtzOJu+jhZDW+cFt7W1tSCEwMbGZk6tWWXB7Z07d+jleTzegssPDAxAW1sbXC533mfW2tpaMBgMuLpGICCAh8DAJjg5NYLFqoOzcyMCA5tgbT0zGW2hsgGz9cYbb6CiogIaGsLSKvr6JuDzL9HgtqLiPEJDC8Hl5sLf3x82NgEwMYmAhUUNTEy2S9zbfKXArVjq6jtgbNwBC4tD0NVNgJqaJwhhgBDplMhWVrbIy8tb9UwsH374ITo6nkJHRxI6O2PQ0ZGEhoY6qTTI4nePR48e4V//9V/xzDPPgMvlQl1dHVZWBFwugZWVMJtNcXGxVAagN998U+Z+Hz16hG+++QavvPIKduzYgY0bN9IpkueTsbExIiIiIBAI0NfXh7GxsTVvt4+jrl27Rp8zTU1N5Ofn46233lKBW1U80aECt6pQxToKFbhVSaX1p3v37mHnzp0oKi8HlZMD3qFDCkFbsWanKp6YmEBdXR2c/fygb2MDrZAQGGRkwPLwYRjn5MA4IQGslBS4NzfDs7MTG0pLYREeDr/ISPB4PJSWlcEjIgK2FAXr1FS41NRIQVuqvx9Bx4/DvqUFdvX1CGptReaxYzLdv0+CmpqaQIjQrSquq9nT04PaggK0UhTOJSbS92V1NTV4mJggaMMGueB29uC1ZFpLMUwtKChY0cHr2Q7i2eu8/vrr6O7uRlFREfz9/aGjM5PaTlG3r9ilIs9BvN50+/ZteHp60uchNjYW//jHP+bts4eHh9HR0IAOLhd/27tXKXCLjg4UidyFyS4u+KvIjdfR0IDh4WF6H8sFbqurq0EIQUhIyJKeUyRjdHQU2traIEQ42UAynnrqKfq4XnjhhcV7To0AACAASURBVDW/vutBExMTMDAwoAcz1sp1W1RUhPDw8DXZ97//+7/D29tb6nft4OCAwsJC8Hg8pKamIjY2FhwOBxRFwdvbG87OzrRbSqx33313TY5fXsirhz1oZUWD2w5CcNHZGV9s2SITjB6PiUG9vz+KPDwUSkGsjMSlENLT0+m+79OSEqXA7ex6vPJSOi93PV5vb+81b7vrUbPdtoaentAKCoJpezssursVlunOndCKiIAhmw2jZXDdiqGrf74/XNNd4Z7qjgBuANIz0hUGuLLArVh5L+WBlcGCIdsQ+r760DTXhJGxETIyMhAWFgZtM2GNW4tiCzATmDAKNoJDnAP8w/3hx/GD5yZP+Ef7wz/IH87OznD1coW5oznMXc3B4rBg5WEFKysruAW5IagwCFH8KPjE+sCD4wHXdFekv5i+KGA7G5BurNw4r5tYfJ4k69YSQrDtzW1z0i/nC/LpCYzmLHN4xHog62AWcg7l0Erflw4jCyN6O2FxYYiNi0V6ejpeeukldHR0oEhQBFs/W3oZdg57XrAcLZoYqaamNm/t0YGBAXqbrAAWrPhWELwpWPBcibO9KFLXtKOjA319fWveLh9XSYJbi85NsP1yP2y+2KeUDGs49HU0vFQIg2IKFqHuiI6ORnt7O50O+bXXXqPfS2RdE2XB7fT0NL296OhohZbv6+uDpqYm4uPjZfazU1NTMDY2BiE6IMQBtrY8+Po2g8Wqg4NDG1isOvj6NsPUdOZ5prGxUW45Ilnb37lzJyIiZiYPBwRk0NBWLB6vGxSVAzabAzs7Z5iYsKGllQxCikCIODuUI7S0dsLEpBNaWjtlQNxiEEKBECsQInwG1dDQQGlpKUZGRvDyyy8r7ExdrpB02x48yMW//VsDDh7koqODT/f9hBAcPXoUVVVVc54BCSEICyOIiSHYuFETkZEcqXddLS0t/POf/6T399NPP+HMmTPIysoCi8Va8NlETU0N3t7eyM/PR2dnJ0ZGRlSTPhSU5IR5sXR0dKSuqwrcquJJCxW4VYUq1lGowK1KKq0/jY2NQSAQIK6wECGFheBfuqQUuOVfuoSQwkLEFRZCIBDgqaeeQnFJCVgeHjDy9YVuZCT06+pg2dODDXv3wjAhAWZJSbBKSwOruhrOjY1wyc6GT3IyKDYbfhERYHl6wj4pCdaZmQh89tk54Jbq74fvkSNg1dXBY9s2BLe3Y8vgoEz3789ZU1NTtFtVsq5Vd3c36vLz0UpRGMvJwVNhYXg1PR2/Ky/HdwIBjnG5csHt7MHrL8rL0UpRqMvPx6ZNm0CIMMWSeL/LPXgty0EsKUnQK0uKgtuzZ8/SL7/rvT7p/fv3kSgB6J2dnfHHP/5xwT57KY5bdHTgrijtsYaaGv6f6mqZjtvliL/85S+0m+7KlSvLss1XXnkFmpqa9DkrKCiQ+rytrY3+7PTp02t+jdeLBAIBfd7WynV78uRJaGlp4e9///ua7P9Pf/oTkkSpxMWqqKigJ9bI0unTpyUGNwMey9q3Y2Nj6Ni3Dx1JSRjKzsajAwfwv9u3Y8jJSQreHtbWxnhUFL7l86X6lW/5fPRxuWgOD0d1ZaXS7h1FJNn3fVlRoTS4lazHO5mXR/d93d3dy3qckvV4Dx06tObtdj3q7NmztNvWwNwcGl5e0IiKglZxsdLS2LgRGt7eMLCxgZPIdXvu3LlFHZcYuvrm+iKqJwoeNR5wSndSCuDKArfbxrbRtVDFTlrTZFO4pLnALdkNOpbCQX01XTXouevBMMgQTvFOSCtOA1/AR1paGjZlbkJlVSUEAgEaGxtRW1uLssoyRHOj4erhisiNkaitrQWfz0dBVQENEWNiYxAUFQSqiMKuD3YtCtiKoacYkMpzE89eh8/ngx3Jpu+P1cPVMuvn6hrqzvtsKE/i+tLic+4ePePuDYsLmzeVs729vdQ25EmyRql5oDn8dvspdK6WkrJbJWlJglvGngRs+HwXTH+3UynpFMxk1NB9bQt0igNhHOIMr0gKhbXlaG9vx/T0NIKDg0EIQVxcnMxjWQy43SCacBsaGqrwOs8++yw0NDSQkpIiBVzfffdd1NXViVLlWoEQdxDChY1NHeztWxEUdBz29i0wNCwWfS481i1btipcjujs2bPg8wVgMmfeFR0dN8PFhY8tW87Q4JbPv4yoqCoEBKTCxMQUQsesBwjJBCFCl6i6uj1sbI7AweF52Nsfg4XFYejo7BZB20YQEglCXEGIMTQ19bFx40Z89dVXa/q8JOm2HRnZDKAD16/no6UlHGw2hYXuS66u+sjP34ArVyKxdasHdHS0pD738/OT2t9bb7017/ZsbGwQGhpK/3v//v3L0q5WO0PWWt9HxDp37pwUSJ8tFbhVxZMWKnCrClWso1CBW5VUWn+iHbcVFUo7bgtefBHBNTXw2bQJRRUVqK6uBp/Ph39kJKx8fcGMjgYzLw+GbW0weeopsHp7wSwrg2FCAhgbN8IkKQkBLS2IOXAArpGRcPDxAcPREdahoWClpMCzvV0mtBXLec8eWNfVIaClBfFdXXPcv/MNlP8c1N/fT99zr169Sv9d0nEry3W0ELiVHLx+h8ejXUf79u2DhsiNuxwvfbIGr2U5iCUl6VxQV1eHs7MzfHx8lAa309PT8PPzo6HdWl/Lpaivr4/+/oaGhvjNb36jUJ+9lBq3YuV4eYEQgnxvb5k1bpcjxGmLvb298dNPP8lc5scff4SrqysIIbh+/fq827t8+bJUujFCCM6ePSu1jLheJiEEQ0NDj+3gweOmx8F1+8knn4AQgsnJyVXftzgePnyI+vp6qd9YbGzsnJSJYsXFxdHLXbp0ac2Oe7548OABjh07Rk/2eLOoCI8OHMCjAwfwSXY2jujpSQHcc/b2NLz9ls/HhaQkui9paWlZkVppC/V9ikhcjzffzU2m43Y5JL6/ODs7/+yfU1ZKzz77LEorKuDg7AyGgwN0fXzAyMgAMy9PaTEyMqDr4wNjBwdssLZGyqZNeOaZZxZ1XJLgNu6FOIQNhoF6jlIK4EqC27b325B8MhnWtdY0tLWqtoLPHh+EHQoDq5wFZiKTduDq2OjAxNkEnkGeSM9IR319PV566SW8/fbbeO6553Du3Dl6f+Pj43juuefQ39+PZ555hv5sdp1eMciV5QBWFNiK9zmfm1gWwI2JjYFbwEyNzNyeXJn71jfRXxS4tbKykjquiPyZmsG+vr5yAerbb79NL5ecnDzvb6KxsZFe1jjQGNxurgrYrrIkwa3xngSY/m4nDL7cAaN/36mwtMpnJhBovVIIzS2B0I9whg3XD5satqC5uZnO1mJgYICbN2/KPJbFgFuhO5aAw+Eo9b17enqgrq6OhIQE5OXl0XV3CSEwM3MCIY4gJAKEJIGQbPj6HkFQ0HGYmm4HIdkgxJ5eXkPDBBwOB++99968+5ycnERpaSm8vEIl2poRCIkBITEIDGyWSJc8BD+/WqirO4uWUQMhtlBTi4Camo7oWdIZpqZPwd7+GBwcnqfFYvVCSysPhARATc0SDIY1cnNzcefOnTV9VpJ02+7bx8EHH6Tjtdf8cfCgPrhcAhZr7n1IR0cHHA4HhYWF2Lw5D83N4ThzJgEffJAPY2NhZiDJmrR+fn6oq6vD6OgoAOCDDz6QuE4aCA0NRWVlJY4dO4Z3330X09PTaG9vp5eZL7W7MpovQ9bdu3fR399PZ8diMBjQ0NCAoaEhPDw8UFJSgtHR0QX38bhmyOrr66PHRFTgVhVPeqjArSpUsY5CBW5VUml9ajE1bsvOnwfV3AyrjRvhEhaG0tJSVFdXIyM3FyxPT9jExsIqPR2s9naY7doFg7Y2bOjuhmVXFwySk6ETFgaz0FD4CQTI+f/Z++6wqM60/ReQpjTpvamA0ofee++9d2ZognQFFTRIBBtgCKKRaAym2UiixsQeRVBn90rM5tvNt4m7335Jtu9+5pdsmuH+/TGcwwxTGGAA0Xmu674ShzNnTnnPecv9PPe9Zw9sgoKgZmuLVSYmWO3rC8O4ODj39ookbp16emC4cSMsN24Eo74eGQMDPNW/T7s/S1xcHAjh+Fpxf87tcSvI528m4pZ78TrWwoLH58/FhbNwMZusb2GYvngtrIKYG2fPnsWmTZtw+PBhfPjhh2CzORJxcyFuqarKVatWLWtf5OzsbB6SUdwQ5ls5G/yuqgorZGWxQlYWdYGBaG9vx2effSaxccW3334LbW1telwhLPbs2UMvtIqqVhwaGuJZ/JgOKkomq4m5kyKe1MWDJw3cVbcsFktibUHcePz4MdTU1NDZ2bnovz09Dh48yJMksH79erz33nt818zDw4Pe5uLFi0t92ELjiy++wM6dO9E+WWH/SmIi/tXcDLS342F+PnbKyPCQt/+dnY1P8/PRGxCAegYDlUlJKCsrE2uxbi6Yqe8TB5Qfr7ysLJh2dnwet/MFtx+vVNp07rh69Sqqqqrg4+sLfVdXaEsAGnZ2MDYxhqurK5iTXrezJdEEEbeJNxIRcioELvtdxCJwOzo6kMnMhF2KHSw2WvAQtgYsA5hXm/MRuYbFhrDKtoJltOWc5JmnX1tukndGsnUWJKSofQkicG2DbGHlaQUZWU6/7ZDsIFSmObolGtZR1jCKNYJxrDEsoyxh52sHN3c3pKSkYN26KQJ4+jlzk9WrV6+mE7WEJdtwk7EzVZpRiTmKSopQYajAKcNJStguMgQRt6oPm6H/w26xodI+pWyz6q1sKLM8oR3vDNMwBk3cUlXYfn5+6OzsFAgLCwt6P9RnBw4cEHrs9+7do8cR4eHhsz735557DgoKCjA1NUVSUhIyMjKQlpYJN7cUmJhEg5AgcCpc02FouBVaWo0gpBCEpIOQKQsWTvWtLLS0tPjGMffu3cOJEyfAZDJhaGgIQmTBqZ6lvruWJm6trFgoKXkVvr7boKwcNfm5HQgxgYzMCmhoGEBX12uSxCVQVraFuvpm6Ot38hC3RkY7oKoaAmVlG6ioGMLd3Rt79+7lkRBeijhx4gQCA/0REaGO9HSC9vYppKVxJJCp66Kjo4MXXngBt2/fpuX/KysT0dDAwAcfJMPQcNUkaUvg7r5W4LylvLwc3333HV35Kicnh0uXLvG1g+joaBAys0KAuBClkHX58mU+OWFBkJeXR0NDg8jfeZIUst5//3309PRgaGgI586dQ3Nzs5S4lYY0ICVupSGNZRVS4lYKKZYvurq6UFhSAreUFEQ0Ns5I3IZ0dMAiIQFqLi6wd3ZGamoqSkpKYOXiAl17e7pi1ur556Hf0gK1piaotbRAv6sLqwoLoeDlBR0vL9glJcErPx+28fFY5eoKNQYDOl5e0A0Pn7HilnHwIGx27oR+RQXsamvhUFz8TFXccibHBNHR0TyfnzlzBkwmE7Xe3jgSGjon4pZavF4hI4MSFxcwmUycOXMGhYWF9ARKHN8tYRC0eC2sgngmzJW4/eCDDyRaQbxUcHBwoM9fHIlkKoT5Vs4Wh2JiEGhmhuLYWHR3d+Pnn3+W2Lji008/RXt7O/r6+oRu880330BLS4tuN8Li0KFDMy4iUMFNhlMk05O0ePAk4sMPP8S9e/f4qm7/+Mc/Sqw9iBsRERGIjIxc9N8VFBcvXqSVBQgh0NXVxfDwMM+1oxIPCOHIKz7J8fHHH3PI25oatIeH47nAQHQxGKgkBE2EoGXyv/ssLXE4JASNLi6o9fREeUYGysrKZvVuny1m6vvERV9gIGItLJBuZ0f3fZI6RsqPt7Gxccmf2eWOffv2oai0FGkFBRKBe2AgNjDs4BDuMGdSTRBxmzaehgx2BpJvJ4tF4JaXl0N/rT5UGCrQL9bnI265YbrRFNGD0Wi+3YzNo5uRcSwDYa1h8Gf685GDwioAxT0nPnljAYTtxo0bcfjw4VnJQIuSXXbPdIeJtwkUNDlVZ5rrNJEwlCDQZzepIwmeTE9sKNoAqxgrmLqYYq37WgTFBaGouIjHR3L6cXGT1a2trfR2aWlpfNuOjIzQfZyJicmMXt1UQqKWvhZW2a9CUlGSlLBdZEiCuFV7IZFuFyuHUgQSt7PxQOcGVfktCNeuXaO3y8/Pn9P5U1LJdKJ2WBYcHZPg5FQNQmJASBIIyZ8kbCkUQEXFj+s4jUAIZ6xdVVWF27dvo6enB0lJSbSU8xS0QIjC5P/Lwtq6hCZuV69Ogrp6Av1vDvxhZOQHH59EODk5wdjYmd6Xqqo3tLVboaHRAhOT/bRksqZmGlaudIOSkhHMzW1QXFyMhw8fLtnY6KOPPkJiYuLk/SQICCBoapoibXftWoG+PiPk55vA1ZUjya6goICbN2+CzWbj6NGjYDJLUVvriZ4ef1hYqNHXICLCDOHhwi2KbGxsEBsbS/+7traW5/7fv3+ffg9lZWVJ5JkSpZB14cIF+lisrKzAZDLR19eH4eFhDA4OIi8vj0dquLW1VeRvLYVC1sjICBwcHKCjo4OBgQHcuHGDXreYCVLiVhrPWkiJW2lIYxmFlLiVQorlixs3bqCyshIJeXlgJCcju79fKGmbOTgIOxYLGu7u0LK3x1oHB+Tn5yMhIQG2Tk5Qc3aGfkICnPv64NzXB+Pt26GzZQtWNTZCvbUVKxsaoBIZCQ1/f9hHR8MqIACGgYFQ8fTEusJCGPv5wSImRqTHLQXnvj4YbtwI0/JyGPr5ISAl5ZnwuOWeFE1fAB4fH0d1dTWq4uPR6OKC/8rPnzVx+xWTid0+PvAyMECynx+qq6sxPj7O49X14osvzvn4BS1eC6sgnglzJW7ZbLZEK4iXAmNjY1BQ4CyOrFu3btb9tiDfytmQthNtbXglMRHt4eFo37oVV65ckdiYQtzo7u6m240wKWVuOWlCCM8CrrKyMh9xS3kvE0J4FrufFnltSaO0tBSEEKirqyMoKAjW1tb09VuKqtuOjg6oq6sLbQ+LHZ988gnMJ1UMCCFQUlLCvn376Ot39+5dulKHEIL79+8v9SGLjC+++IIjm7x1K9pLSuCvrIwAQmhkGxqinsFArbc3qhISwCouRl1d3YJV2lKYqe8TF5/m56PRxQVVCQl037fUz5gU/Lh69Sr27t2Ljo4OiSA1NRW+ob7wyvMSSHyKQ7KJIm4pTCdwzaLNYBZkBhN7ExgZc/om2VWyWOW0Sihxa15jjtgjsdhyZ4tA0rPydCUCygLgz/RHBDMCJcwSnnfObMBNtm46v0lohe2+ffugq6sLLS0toclNO3fuxHr39dD00kT2yWyRxC1Fxrrmu0LTUZNzXeRlEdAXgOjD0XwEbvredPgx/Tj3rjoEWb1ZSHk+hT5WHQMdgf36dNy9exeOjlN+psHBwXjhhRdw/PhxNDU1QVNz8lhkZdHX1yfy2p09e5bej76hPrR1tKWE7RJAEsSt5vXyqT58R+iiEbfHjx+nt9uxY8ecrwFtjZRVCGfnJDg4lMDOrhZ6emUgJGsaaVuI9eu7YWU1VVmuoGADQsxAiCJ0dHTouQc/FKGsvIb+t7W1D5qaLkwjaqdgY1OBqqpTYLEOw98/HwEBETAxmRovaWvHwcSkHRoaW6Cjs2NSJrkeKioBUFJaAw0NY4SFRYhM3FzI+PWvf00TthQ8PAjS0wn6+lbj7FkH3L8fgz/9qRhffcXEkSOhKCtzoROHd+zYwVdt+/LLYUKurXiwsrLiufeHDx+m/3bixIl5P08zKWRdvHgRHh4eOHbsmMh2TZG3KioqNIEtCIutkDU2NsZ3Tc3MzMS+/lLiVhrPWkiJW2lIYxmFlLiVQorljaGhIZQymfBJS4NfaSlKh4f5SNvS4WF4tbbCMCQEas7OMHN1hVVAAFJzcuDm5oZ1Li5Y7e4OvaIiOPX0gHHwIGz37oV+Sws0mpuxqrERGs3N0Nm4ETphYbCKi4OJkxN0bW2h4eYGm9xc+DCZcExKgmFUFNaUlYlVcWsaHw9TX18UFBfPKFv2NGD37t30+/bo0aN8fx8YGACruBi1np7oDQigvQbFJW6/LC1Fb0AAaj09wSouxsDAANhsNs6fP09/d+PGjRI9J2EVxDNhPsStpCqIFxNjY2O0JBa3XF9ubu6s+21BvpV3J2WCVysp4Z+TMqjCSNt3s7I43rY1NThw4AB++OEHyQ4sZojHjx/T12Lz5s0Ct6GIXQoFBQU8i2sUGctN3EZGRtKfcXvaPi3y2pJEX1+fyAWMpai6vX79Oggh+Pjjjxf1d0XFX//6V1pumxCOX1l1dTXtC7Z161b6b+np6Ut9uDPGDz/8gCtXrqC7uxtRUVGQJwQahECLEKwmBE62tigqKkJ1dTUGBgYWxNNWEET1feJAWN8nxdMPPoJyz+x9SEVW3I4lI+paFIIuBsHrrBccjztizd41MG4yhnaqNlQ9VbHSbiVWaK+AjJIMFAwVoBmtCf2SKfLWstYSiS8nomVs9l6zkqi4FUVos1gs+h1WVVXFt5+7d+/CyckJcupyUHVRReJLiWIRt55MT1jnWUNWniMXK68qD0II7Fh2NIHbcLMBTVebkLE/A0UvF2Hr2FY+ElvdYEq6UxiJTfnZUz6Mwvo1BQUFsZRaqGuiqqoKNTU1REZGSgnbJYAkiFu9bzpAlFZw2mCmg0DiVpxjma3H7Vy8SbnnCdSc+MqVK2AymQgOzsT69TFwcqqDiUklTE3rYW6+g4e0XbOmAwEBx+DrewQyMismf98YhFiCkOnVtZxktLCwMMTExCA6uhAmJlPj6oyMDmzdepmPsDUxyUdx8Qm0t19He/t1tLVdRUgIC5GR+Twkmb5+LszM2qCvvw3q6ltgaNgJdfUYKCs7YuVKA2zY4ISGhgY8evRoUcdAv/rVrxAfH893LSwsFJGba4SxsWR89RWTD598koeGBgbWrTOeJHk9eKptX3opFKdOxcyLuCWE4LXXXqPbA5WMumHDBok8T3NVyJqO3Nxcej+ifOUXWyGLUlgShuDgYGRlZSE4OBh2dnbQ1dWVErfSeKZDStxKQxrLKKTErRRSLG/cvXuXk41bVARGcjKSdu3iI27jDxyAdU4O1FxdYejiAu/8fPgWFcE6KAiOzs4wYjBgkZAAw4oKrGltpQlWi507obdlC1SbmqC3ZQssdu7EGhYLhlFRMHJ2xmojI5i7uWFteDhyBgbgmp4Oq7g4GERFwa6jQ6THrWlhIQy8vBCanIzKysqnhlAZHx/HmTNnMDg4iN27d2PXrl3YvXs3BgcHUVBQQL9vBck43rlzB3V1dSjPyEA9g4Hj4eH0AvZMxO2XpaU4Hh6OegYD5RkZqKuroxfdR0dH6e8mJSVJ7FxFVRDPhPkQt5KqIF5M1NTUgBCCNWvWoKGhgT7+/v5+of3zL7/8Ak9PT56JJRWCfCuDJz24qt3dBZK2/2pu5lTaBgSgncXCzp078cUXXyz0MIMv3nvvPfp8Hjx4wPf35557juecmUwmD5GroKAAP78pKbgff/wRABDA9Yxwe9w9LfLaksIHH3xAy1RThLagRQ5RbXMh4rvvvsOKFSswMDCwqL87U3z//fc8MtyEEMTFxWFsbAyjo6P0tZSVlcXvfve7pT5cseLnn3/GZ599hkOHDvFUDRPCkYWeqSJN0hDV94lD2grr+6R4+iFUEngWBO5zzz2HhJwErIleA6cdTrDptoHjCUfYHLXBusPrBGLti2th0W0xReC6q2KV8yoo2yhjlfMqqLqrwpxpjpRXUtA63jprwna+1Z3UdZlpv+vXr6ef/dDQUJ593Lt3j1ZVkVOXgwpDBXbNdmITt7ZMW5iEmtD7VzZUhvugO3wP+yL6cDTyT+ejjd2Gjec2InlXMjyyPGC4wRBy8nL0d1TUVHjIhg8++ACXLl3CxYsXcf78ebzzzjsYGRmBk5MTCOH4iRYXF8Pa2hoqKiqQl5eHjo4O/P39sXPnThw5cgSDg4MYGBhAf38/Dh48iN7eXhw4cAD79u3Dnj17oK2tDUIIXcHb09Oz5O38WYQkiFv9H3ZD3o8zNpZzNFg04nYu3qTc8wQqOYyquE1NzYGOjjO0tb2wcqUDVq40g4yMPFff7QNNzQb4+7+MgIBjUFWlvKFVQVXcUuNnQghiYmLw7bff4pdffkF/fz9qapogL6/EeU6V1bBt22W0t1+HqWkBCAmEtnYqMjMH0dZ2jSZt29uvg8U6jICAAtTWbsbatRw/Vzk5RejpJcDSsgWmpu1YvboFKioZWLnSG0pKZtDVtUBqaipGR0cXbczDZk8pRHFDQ0MD3t6eqKlxx0svhQokbSkcORKKjAxberxXUFBAV9t+8kmeSMK3sjIR1dXV9Lv35s2biIiI4DuenJwc+u+UXUdnZ6dEnqe5KmRNB7caUk1NjchtF1Ih68aNGygpKQGDwUBAQADCwkRXPL/33nt87eKPf/yjlLiVxjMbUuJWGtJYRiElbqWQYvmD9r/JyoJ7ZiaKjh2jSduCY8fAqK2Fto8PNBwdYRcVhYyeHiR0dcHAywuGTk4wtLODY0UFrGtqON6z3d1gHDwIx54eGLS2Qm/LFhi0tsKxpwdO+/ZBLyoKGo6OMDQ1ha2DAxiJiYhobER8ezuck5JgEh0Nk7Q0KE4uflgUFdHErWVLCwzKy2EcGgrroCCUMpkYGhqa9TlTGfZqamo81XVLhTt37mBgYADV1dVgMplgFRWhPCMDFWlpKM/IAKuoiEfGTdj7dmRkBGVlZahMSkI9g4HegAB8mp8vkrj9ND8fvQEBqGcwUJmUhLKyMj55S0rayN/fX2LnPFMFsSjMh7hdyArihcDNmzehpsbxPWIwGFBXn6ogYbPZQvvnF154gW/iyR3TfStLnTn+UvKysvi4rAzftrTgH01N+KSiAqfS0vBcYCBHHrmmBjt37hRImi5GFBUVgRB+meiJiQmeCkZCOBVAN27coGUOCSEICwvjIWkZDAYmJibg7u5Of0YtelFY7vLakgR1/QnhZKA/fvwYv/rVUBOodgAAIABJREFUr7Bv3z7ExMRAVVUVmpqa+Oijjxa9bbi7uyM7O3vRf3emmJiYwM6dO3naJoPBwJUrV1BVVUV/JicnB39/f3R1deHBgweYmJhY6kOfMX766Sc8//zzPN5lhHBUFK5cubJo7VJY3zeTPPJMfZ8UTzdE+a/OROCeOnUKcXFxUFRUpIlJg0oDmLWbYd0hwYStMAJXr0QPar5qUA9Sh3aUNgyCDOC+0R2FZwtRdK4IhWcLUXCmAPmn85E2lAb/en/Yp9rDMckRnpGeCAgIQEhICAoKCrB582Zs2bIFzc3NaGxsRH19PWpra1FTU4ONGzeisrIS5eXlYLFYYDKZKC4uRlFREfLz85Gbm4vs7Gz4+vpig/0GrN+wHnZ2dvD390dsbCxiY2MRHR2NqKgonn6UEE4Fnp+fH7y9veHp6cnjgUldH4tqCzhsdYD9VnvYtdrBtsUWG7ZswPrN62HTZAPrJmvoR+tDK1ALOgk6MKmeIm41IzVh0mACowojGFUYwbjCGDoJ/JWATxLU1NSemsTS5QZu4lalOQgrf70RCh9VQfVh86yguDWIcz8V5CCXbo+VXpbQsDKCrZ8r8vLyxDqW2RC3c/EmvXnzJj03eP7553n+9vbbb/P8vmD4gJBC2Nh0ISDgGNasyZz8XAYKCoZYv349zp07h1u3boEQDoH7pz/9CQDw8OFDnuQ0F5d4mpjduvUyysvfwPbtV3kI2/b262htvYTQUBbS0yvR1tZGn7OurjH09X1haFgCc/Pt0NevhYKCJxQV10FFxRDu7t7Yu3cvHj9+vODjm3v37iEmhr8SVldXFw0NDaisrJyRfJ1OwlpactR/bGys6WrbmQjf2lpPMJmlPHPl+/fvo6WlhUe+WldXF2w2mx5XWlpa8nnRzhVzVciajj179tDHO1PigyQUsu7fv4+RkRFcuHCBJynP29tb7Pe4ubk5vvvuO772wb0OLiVupfGshZS4lYY0llFIiVsplgsESQhJEk8aEThbdHV1obCkBG4pKYhobKSJ25CODlgkJEDVxQUWXl4IqalB6fAwvLduhWl8PFRcXGAVFATXggI419fDpLISpvX1cO7royWTzXfsgO3evbQ/rX52NtRcXWHj5ARHR0fE5+aCkZyMzIMH4V1QALuEBKhOypUpGRjQ+7Lr7oZ+RQXMMjOh6+QEdx8fuLi4wMHBgWfRWFwij5KwXGrvypGREdTV1YFVXIyq+HjUenujnsHgg93kpJYQgk2bNgldYH799ddRVlaG8owM1Hp6otHFBQVcVRFdPj74JC8PV1NScDgkBI0uLqj19ER5RgbKysoESiBRC3BzIa6EVRGnpqbSxySoglgU5kPcLlQFsSQxNjaGwcFBFBUV8Sx+cmP16tX46aefBPbNX375JVRVVSEjI0NXfxDCP8Se7ltprKHBuc9GRpzKWgpRUWgvKUH71q04cODAklTaUkH5hubl5WFiYgJ//vOfcfXqVZSVlfFcH2pBgLudEUKwd+9e+Pj48Hz24YcfQl6eU32grq7Odz+Wo7z2QoG74ltDQwO//e1vee7PL7/8smSEY319PczMzJbkt8WJN954A0pKSvT1c3BwwLVr1+jEjOkwNjZGd3c3AOA///kPLl++jJaWFvj6+iIxMRH//ve/l/iMpuKzzz5DYGAgz/FraGhg165dfIkQCwVBfd/hkBBcTUnBJ3l5+H1h4az7PimebogiboURuDE5MbC2sYaMjAzd1udK3Frut4R+mT40gjWg6qWKlfYroeqjCjVfNejm6PJ43Orl60EjVAMqLiq0vLKg94aMjAzk5OQgLy8PRUVFKCsrY9WqVVBRUYG6ujpWr14NLS0t6OjoQE9PDwYGBjA0NISxsTFMTU1hYWEBMzMzGBgYwMTEBNbW1tiwYQPs7Ozg4OAAZ2dnMBgMgf5/Pj4+CAgIoBf5p18fp61OCDwQiKCeIAT3BiOkLwShB0MR9kIYwvvDEfFiBBwKHWAWbQb9WH3oRk7JUWq7aMOtww0hfSFIGEpA8vFkeNbwqooor1KmK82oMd7u3bvR3d2Nffv2Yf/+/ejt7UVfXx/6+/vx4osvYnBwEIcPH4alpSUI4VQOv/LKK3j11Vdx8uRJvP7663jzzTdx6tQpnD59GufOncPbb7+N8+fP4/z583jvvffw/vvv4/Lly3B1dQUhBPHx8bh165bUK3sJwU3cKtX7QfHXVVjxoApKn9fPCor3K0AUOFXcMl4mUPAwwypbI5j7OyIwMFCsY5kNcTsXb9Lq6moQwqnQnU7U8RO3MlBQ0IWyMrdaBoe4XbGiFF5eh+Ht/QJkZDjnbGBggbS0NDx8+BAAaCWf6upquv/nJsHCwyv5SFpByMp6HiEhRWhp2YYdO3bQ34+Li8Patf7Q0QmDmVkDNDVjoaDgACUlQ5ib26C4uJg+loWKu3fv0lXP3NDT08PmzZtx584dDA4O0mO38nJ7keQrNwmbm2sPGRkZyMrKgMWyE0r4XriQOLmupIDKSge+qlsKw8PDMDbmSDCbmJjg1q1b0Jicy/X29s7rGXrzzTfR1NSEkkk7HUIIAgMDUVtbi6amJrz11luz3mdmZia9r5nUWearkHXmzBlYWVnx3MNVq1bByMhIJFErJyeHjo4O9Pf3Y2xsTKglkJS4lcazHFLiVhrSWEYhJW6lWC4QJCHEjXPnzmHXrl3Iyspa9kTgXHDjxg1UVlYiIS8PjORkZPf3I3NwEHYsFla7u0Pb0RGMlBQUvPQS8oaGwKivh2l5OVS9vWEREwPnpCQwqqpgV1sL/YoK2OzcKdSfVq+8HHo+PrDy9UVcXBxy8/Joj92MAwfgGBcH2UkSxSw3lyZ8TevqYFRWBi0uf0pBEPd+UX4m8vLyOH/+/JJcd0ELzUdCQ3FtcqH586IifJKXh2spKQg2mao8KE5ORllZGV5//XWB++UhgxMSEDYpQUUIQYSZGU0G13p7oyohAaziYtTV1Qklg6nJqbe3t9jnNlMVsRPXfezu7p6VPOV8iFs2e2EqiCWFd955h09+lBsrV65EVFQUrl+/LrRvTkzkTPiLi4t5qmIEBbdvJeXzqiAvjy1MJqcat7UV7e3t6O7uxpUrVxbd0xbgVCz+7//+L4aHh+lzsbCwwOrVqwVeo+bmZrDZbLz88suQkZHhWWB/8OABncRDCIGioiKPRFZRURHfPVmO8toLhfHxcR7i28LCAn/7298WvU0IijNnzoAQQleCPIkxPj7O44119uxZvPnmm8jKyhL63K9du5anqoL7u09STExM4OjRozyqANRC32IRGNP7PmGJUOL2fVI83RCHuKVQ8XYF7IrsoOqqykecyq6SxSqnVTMSt7bHbOH6piu8hr3g1O4EqyIr2BTawDzEHPqO+tB00oRVjRUYfQx4vuiJ0BdCkXAoAfHPxcO7yBv+hf5IKEhAfkE+ysrK8OKLL+LGjRsYGxvD3bt3Fy1Jgs1mw9fXl++ddPjwYdpbcTpxq+Ghgfpr9SKvceOVRrhnusPE2wRGMUZQXD05F5MhkF0hi5p3a3hkot0y3LDWYy0CYwNRUFiA6upqHlWI2YwP5+tnf/z4cfr7ly5dWvK2/ayDIm41ox0gl24HmQInkEInyJQyZg2yZnKsqaeCFT5mUHQ1gVGEs9hziNkQt7P1Jr179y5drVpQUMDzN0oqOSIiFmpqutDTc4KcnDMISZ8ka6lkDz9QXrc6Ok3w9DyAlSs55JaSkioqKmrR39+PX375hfY6VVVVxaNHj/Do0SMoKyuDEAINDU0EBBSivv6USNK2vv4UAgIKUVJSh87OTjo50tXVFQcPHkRgYCSMjPygpRUBFRUPqKhYYvVqE4SFReCNN95YsDHM2NgYPQ+aTthu2bKFnqeOjY3R42BtbSU8eJDLR7zevp2OF18MQmmpHVxd9aCkNCXhrq2tjg0b1LB5s4tIojcwkEPIBgebCKy6pXDz5k10dXXh/PnzeOutt8BkMmdtQSQITU1NKM8sR7hzOH3sSV5JqIqpQnlmOZqamma1v0uXLtH2KqtXr8bo6KjI7YUpZI2OjmJ4eFhkf9fZ2YmVK1eKXC8ShIsXL+Lvf/+7WO1FStxK41kOKXErDWkso5ASt1IsB4iSEGKzebNblzsROB8MDQ2hlMmET1oafEtK4NXaCsOQEKg5O8M6KAjx7e1gnjxJV9za1dZCKzUVWoGBsEtIgEtmJpxra2G5cSMMN26EU0+PQH9ao/R06Ht6Ii4tDY2NjWhqauLx2F07ORmSU1KCJYtFE776FRUwjY+Hrp3d1GKZrCwsLS1ha2s7p4Ua+0nycCnI9pGREbBYLB5px/8SIe3YNCnXSghBqa3tjNKO3MQpN3kX5OZGyy8zmUxUV1djYGBAKHF67949yMrKghCO/5e45zZTFbE9VyVoaWHhrBbP50vczqeCeCFx7949oZJmRUVFuHr16ozEKUVeaWtr4x//+MeMxC0VP//8M+7cuUPfayaTiTfffBPXr1/HZ599hp9//lmSwwex49VXX+WROhYFWVlZ2od2fHycrqChPGoNDAzwhz/8gYfInb44I6iidrnJay80bt68yZPF7unpif/85z9L0j644y9/+QsIIXj99deX+lBERmdnJ33ttm/fznNtz507J1ZbNzY2xr/+9a+lPhWB8fXXX/NVum/dunXR2qc41gPi9H1SPP0Qq+L2w0aEHgyFUYXRVOVrGG/lq4ySDBQMFaCVpAXTbaY0cWt33A6eZzwR9kEYku4kIfFKIry7vWHLsoU90x7uTHf4M/1hHWQNE08TGEYbwuMFD4QcDkHo/lC4VbjBq8hL4h62gjAbZaJbt24JTCYRVMmkrKwMBx8H2MdyxttKakpoutok1K/XNsgW1t7WMHA3oPcRWBEIf6Y/svqyZvT1nev4cL5+9r29vWAymdi/f/+St2spOKQTw9cD5v6OUHQxgaybEYiXCRTi1s8aK3zNOW1KhkA5eB2UfC1nRdyKi7l4k1JEKiGETzXiypUrYDKZCA7OhI1NKBwdE0CIHQjx5iFuqYpbDgpgaJgKE5PAyb/JIDIyF+3t7fj73/+Ov/71r/RzcvToUbrfHx0dRVtbG6KjSxEX18jnZ0uhre0aYmMbEBPDRFtbGz744AO6QvT111/Hw4cPUVNTgw0bAqCt7Q0tLQZ0dMzh6uqGhoYGPHr0SOJjltHRUYSHh/O9u/T19dHS0sI3Rujv76cTgFksOz7C9fTpWJHjN1tbVWRl6ePKlXCRxO3ISPzkupIsmEw7oVW3C4Xa2lpUxVQhwGhqHlnlUIUGRgOqYqrE9nhmszmSxX5+fvR+xCGWhSlkUdZRwcHBuHv3Lt93po8/rayskJSUBF9fX1hZWQlM+q2oqMC33347q3YjJW6l8SyHlLiVhjSWUUiJWymWA0RJCLHZbAwODj4VROB8cffuXTQ3NyOrsBBW4eEwi4yEmqsrDF1c4F1QgJJXX6UllDMHB8Gor4dFVRXUg4JgHBkJ56QkuDCZcKyrg2FFBda0tvIQt5YtLTBgMmHg6wv74GAwmUy8/fbbPB67bunpWDk5oF69di0MoqJgu2MHDDduhGlhIQy8vOAdHg4vLy/09vbiww8/BJs9dyJvvhn2c8Xo6Cjq6upQnpGBegYDr0RE4MvSUpF+fF1c1Q07PT1Rz2CgPCMDdXV1Iheex8fHeXwUk5OTsXv3bgwODuLMmTMzVkJdu3aN/m5+fv6M5yZuFXHymjX0fisnyWRRVcTcmC9xO5cK4sVAfX09fV6mpqbw9/cHIfx+rtwxMTGB3/3udzh06BCSkpJo4rWlpQUAxCZuqaDkTkNCQiQyTphvrOFqJ4KIVk9PT2RlZWHr1q04e/YsfS3Ly8tBCIGWlha9fUFBAXJycoTur7u7W+jzKmjx4FnGhQsXeGS809LS8Msvvyx1c8G6deuwcePGpT4MkUH5xBHCkQXkvq63b9+ekbTV0NDAb37zm6U+Db6YmJjg8QE7efIkfcwODg70OR4+fBg5OTk4efLkgrZRYTL94vZ9Ujz9EEXcNt1qQtgLYTxyxXzSxZME7irnVVC2UYaahxp0onTgc8IHSXeSkMHOQAY7Qyhh68/0R1BFEKwDrGHmbQaLWAsE7Q6CW4UbXLJdEFwavOCELQVRykTj4+M4ePAgrUrEXclEVdsJQ3Z2Nn2NLdwtQAiBe4Y7H2FLEbGBQYFw9nOGlgWn79Y01RS4nbBrMp/xodTP/unBW2+9haKiIgQGBkJTUxOKOmqQM9eEWrTdnLBCjzNvUHY0wqoMxqyJW3ESI+biTRoXF0ePhwnhtWyiKm6zsorg7JwEB4dYELIGhDiCECchxG0cVFR84eGRAy0tTsWnvb0TXXELCJ4nPH78GP39/ait3YyAgAKwWIcFErcs1mEEBBSgtnYz+vv7sWvXLhDCqTCm9n/q1CkkJqbAwsIf5ubOCAuLwKZNm/D5559LdMxy+/ZtHsUdCgYGBti6davAd+3Y2BgtDa2qqoCPP+avtj11asoXV1ZWBtbWq+HsPDVedndXQmurIS5edMf//m+JSPKWwdCdJClFV91KApQ0cm1tLWpra+Hv74+o9VFwVHOkj/1B7gO0ebTNmritqKig9+Hq6ip2+56ukDU2NsZzr3JycuhtR0ZGYD1ptUUhLy9PICH7008/4c9//jM+/vhjfPXVV3NqP1LiVhrPckiJW2lIYxmFlLiVQhCeJD9ZURJCFM6ePYtNmzbh8OHDy5YIlBTefvttFBQUYI2nJ7Tc3aHh6Aj7qChk9PTQpC23/61jXR308vOx2s8P1vHxcE5JgXNNDaxraqBfUQG77m4ef1qjuDgYeXkhOy+Pp21QHrtWXBKcNsHBMImOhnZUFAzKy2EcGgrroCCUMpkYGhriOe6lyrCfKwYGBsAqLkatpyd6AwJmJG2/YjIxEh9Pn+Oh4GD0BgSg1tMTrOJiDAwMiPy9+SxkUfJvhBDs2LFD5LazqSLmriBu8/BAPYMxYxWxJM5nLhXEi4HTp0/zSLRfv36dx891ety8eRNZWVkwMDDgmaRSUFJSwrvvvjtr4nbLli0ghEBBQWHW2ceSjomJCR7vWe6EGqqNjI2NYWhoCPv27aP7g7Nnz9LXMjg4mP4Otz/rdHh6eoqU3XqS5bWXCidPnuRZtN+8efOSthcAKCoqgpOT01Ifhsj44Ycf6PZkZGTEd12zsrJgbm4OJycnbN++nacSRFFRER9++OFSnwIdjx49wpkzZ1BSUkL7WlJJIxMTE7DjUsh46aWXEBUVRf/b0tJyyduwFM82BBG3zbebsaZujVDClhuWtZawrrCGYaghdMJ1YJJqAsNYQ3jv8RaLsPUr8UMIMwTuQe6w97aHdbw1GFmMRSVs2WzRykSXL1/mkz8XBVlZWR4fQ1tbW/oa5x3KAyEEcvJyiGmJEUjElpaWIqMkA4oqnHekGcNMLMKWwnzGh1I/+6cT/v7+MIpwhlqFLxjf9M0JG37VCrJCFjIKclDJc5s1cTtTYsS+ffvoccGqVasgJycHFRUVWFtbIy8vT+i8iOp3o6OjBVo20cnRYVlwdIwFIWYgZP3kf6cTt7lYscILFhax8PXNgbNzNGRkZCEnJ4fR0VG63xc2T3j48CHa29uRnl6J0FAWWlsv8ZC2ra2XEBrKQnp6Jdrb2/Gb3/wG2pPqSxcuXOAZV2zfvh3+/kEICAjE9u3bJVpp++GHHyIkJITv3WVoaIht27aJfNceOXKElvuNjDQTSLbeupWO7ds9cPp0LP77vwvx1VdM7N07VW0aEKCMN97QxzvvOONXv4oTSdx2dHhNtgl5bNzouKBVt5Q0clVMFapiquCz3gcRRhGwUbKhj/1/Sv5n1sRtR0cHrXRkZGQ0Kyl5KkHU1dUVR48e5Ukmp7BlyxZ0d3fT94WaAx89ehQTExMSazfTQ0rcSuNZDilxKw1pLKOQErdSCMKT5CcrSkJIFJYbEShJ5OTkwN7ZGWoMBiy8vBBSU8NH2jJPnkTBsWNwbWqCdU0NNKKioBcaCsekJLgWFMC5vh4mlZUwra+n/WkNCwqg7+UFv+hoVFZW8hDblMeu6WR1naqODrwLCmAdGYlVrq7QDw+Hgbc3UnNy0NzczCeNs5wy7MfHx1FdXY2q+Hg0uriIlEfmxh+Ki6E02bbKHRzwaX4+Gl1cUJWQgOrqapHVQ/O5Pk1NTfR3T58+LXS72VYRc1cQv5+UhOPh4WJXEc/nfGZbQbxYbYKblNy0aRNP/3rw4EGevvfQoUM0+SwKcnJysLGZmnCLE2fPnqW3v3z58kIMHcSOv//97/SxeHl58Xjn3bp1C0ePHuXIoZaWorSkGHv37gWbzYarqytN2k73YxV0nVasWIEzZ86IvEeSktd+khKbJIHe3l6etnjkyJElbTNHjx6FrKzsgsjpSSJ+/PFHrOXyHCeE46kl7PpSyWCEEMjIyODMmTMi93/v3j0QwvEP++c//7kg5/DPf/4Te/fuRVBQEFasWCHwmXr33XcBAPv37xf5jrp+/fqSv38XCk/bs/40gpu4rb9Wj6CeIJFErXmNOby7vJF6IhXMM0ykdafBPtUea6LWQNdNF+ZR5jBJNkHYcJhYhC1FRIaHhyM0KXTRCVsKopSJLly4QD+vVlZWKC0tpeVcFRUVUVdXx2M/UFxcjJ9++on28paTk0NyfjL8mf7YdH4TNE051gfGtsYCz7WjowMJWQlTv+llNatrMp/xodTP/umEJIhbxjd9MDucC/0tkViZ5DAr4lYSiRHy8vJoaGjg+S73s9nY2CjUsqmrqwuFhSVwc0sBIaYgxAKEGHPtnyJuQyAj4wQzsyB4eWUgJKQIsbHxSEtL4yFuRc0TTp06hZaWbQgJKUJW1vM8xG1W1vMICSlCS8s2nDp1Cp9++ina29vR19fHN874/PPP0dPTg56eHolV2t68eZMnmZOCkZERtm/fPqMKx9jYGOK5kqhfey0Kn39eJBbKyx3o7xUWauLSJX2cP289Y9Xtxx/nQk5OZnLOun5Bq24paeQGRgPaPNoQZhqGeO142MlPJeB9VvDZrIjb3t5eepyopaUlMAHh9u3bfOs6FCiFLEremEpU4MZ0+xsrKyt8/PHHEmkzokJK3ErjWQ4pcSsNaSyjkBK3UkzHk+YnS0kImZqazuo8lhMRKElQFbdrHRxgYGcHRkoKCl56SSBxyzx5EvEHDsC5vh5GLBY0/PxgERMD56QkMKqqYFdbC/2KCpg1NkKvvByGISGw9PVFSUkJX8UsdU9VVFRACIHu2rXI2L8fps7O0HJygr6nJ9yiomh5ZUner8XOsD9z5gyYTCZqvb1xJDRULNKWgtdkdaWnvj6+YjJxOCQEtd7eYDKZIomn+Vyf6OhoekFP1HazrSKeXkH8ZWmp2FXEi1VBvFjglpCysrLCd999hzfffJOHpAQ4FWxbt27leWcqKyvD09OT9oHNy8tDRESEwPerOPE///M/9PZdXV0LOYSYMT7++GP6WOLi4niqeMrKysAsLUVhZipyooNRlJOJjo4ObN++HYRwKhYuXrwIFos144JYUVHRjPdIUvLaT1Jik6TQ3NxMH6Oqqiq+//77JWszv/vd70AIwaVLl5bsGETFnj17QAjhkZnm9rLjvv9mZmY87ZS78v7//b//h48++ghffPEF329Qz391dfWCnIOzs7PA54ibxNXR0cFf/vIX/PWvfxVK7hLCIfqX+v27UHgan/WnDR0dHUgtTMW62HXQL9YXSNYaVxojpC8EGz/YKFDe1zPSE7YMW+jZ6cGhzAFrS9diQ+kGsQhbiojcvXs3ipnFi07YstkzKxNdvHgRHh4eOHbsGNhs3jFUQkICAOCVV16hk1bV1dXxzTff8ChcuAa50tfBysuKHnOXlZXxnWtHRwd8gqcSrmLjYmd1TeYzPpT62T+dkBRxS0GtwndWxO1sEiOYTCb6+vowPDyMwcFB5OXl8fQNra2t9Hd3795Nf04ReYIsm6jk6ISEPHCIWxMQokd/V0UlEoSkgyOfbAVCTLB6tRNKSurQ2dnJlwgnap7w6NEjdHZ2oqSkDgEBhaivP4X29uuorz+FgIBCoftcyLh+/Tot78wNY2NjtLe3i22bMDQ0BCsrzvtLQ0MR9fUMsbBpkxOsrDTo32UyVfH223oYGTHEqVOOuHMnRiTp6+GhD0II3Nz0UF/PWLCqW4q4bfNow1fMr9Dm0YamdU1wV3Snj/1u5l2xidv+/n7aC11NTU2gFVJNTQ1kZWWhpKQEe3t7pKWlYdu2bRgeHsbt27dFJikL+ltmZia++eabRWlXUuJWGs9ySIlbaUhjGYWUuJViOp40P1luCaHZnMdyIgIlBdoLp7AQtuHhcE1PR8aBA0JJW+bJkygdHob31q2wq62FVmoqtAIDYZeQAJfMTDjX1cFi40aORHJ6OvQ9PRGXliawYpbNZuOdd96Zmkw5OiKwogIWHh5Y7+QEc19fFBQXC61aWU4Z9oODg2AVFaGewcC1lJRZEbftnp4ghEBJTg6fFRTgakoK6hkMsIqKMDg4SP9GV1cX2tvbaSQkTFUvJCQk8Pzt4MGDQo/1/v379IJeVlaW0O3mUkU8vYL4KyZT7CrixaggXiycPHmSJjZkZWUxPj4OgLdS7bPPPsNPP/2EvLw8nglqfn4+xsfHaT9XIyMj3L59G/fu3UN6ejrfhFac+P777+ntWSzWQg4hZoxLly7Rx1JQUIDExET636lxUciJDkZ2uB+yw/1o4tbU1BSEEPj5+aGzsxNtbW10QoggqKuro729HQcOHBD5bpSEvPaTltgkSTAYDPo4//KXvyxZm5mYmIC2tja2b9++ZMcgLL755hvac7mlpYW+XmlpaWLdf29vb3h7e9PvZAoXL17k+R3Kk1lBQQF/+tOfJHoOExMTPFX8cnJySE9PR19fH27fvg0/vyki1ECCAAAgAElEQVQ5wPDwcFy6dInHp7qgoID2tCOEUyW01O/ghcDT/Kw/Lbh37x4iIyOhpK0EFYYKH3FrVG6EuJfisO3eNqF+rHS1bFwoNiRtgGWsJYyijOBa7CoWYUstvF+9ehX79+/Hyy+/vGiELYXZKhMVFRXR2w8NDdHvBm6i9syZM7hy5Qr9bysXK/r8c3Jz6AqpzZs38/lQ5+bmwmbD1Dtm165ds7om8xkfPi1+9gtd7X/hwgXIy8uLpVbyJGApidvZJkYIwtGjR2kCTElJCdu3b8fu3buRmprK88yx2cItm4aGhlBaysTKlWvBIW61pubcxhlQUgoBIXbgSCibYNUqK7S1tfFU2lIx0zxhdHQUbW1tiI4uRVxcI9rariI2tgHR0aVC9ynpmJiYwLVr13jsYiiYmJhgx44ds/a537dvH1RVOfMJKyszVFSkiYWkpCCYm0/Z2nh4qCArSxtZWdrIzNRDcbGlSOLXzU1vcrwlg+pqR7rq9uWXX573s8Hta+vv7w+f9T4IMw1Dm0cbGhgNaFrXBH8lf/rY309+nyZuWSwW7YfLjaamJlpOmxqfxMbGCpRI9uVS35oOKhlIGEJCQmglJgUFBRw6dGhBpZGnh5S4lcazHFLiVhrSWEYhJW6l4MaT5ic7XUJoNueynIhASeHKlStgMpkIzsyEW2YmSl99VSRpSyFzcBCM+npYVFVB1csLZlFRYCQnw2/LFjjW1cGQxYKBry/sg4OFVsyy2byZw66hoWAkJyMoNRWurq5ISU/nk1eW1P1a7Az73bt303LCn+TlzYq4/SQvD4qTE5negAB8kpdHywvv3r2b/g1hvqeCwGAwhB4r9+LyiRMnhG431yri6RXE4lYRL0YF8WLgzp07PLKpra2tdP/KPen97LPP4OHhQf97hQyHgGezef1ce3t76X3fv3+fZ4GVEPGH2JRvaXx8/EIMHcSK77//nuc+BwYGwpdL9jjKi4HWwlQc317NQ9zOpu1zw8DAQOh9kpS89pOW2CRJcFdhLmXFLQAkJCQgKChoSY9BUHR3d4MQjgLI//3f/9HJAGvXruW7/7NBd3c33295Tib5LETV7Z07d3gqgDZt2kS3gw8++ICu/hcEBQUFaGhMVZ7ExcUtKMEgKVDVs6L6y2flWX8acPv2bYSFhXEWh9Xl+Ihb1+dcUXe9TiRhS5Gv7e3tyGJmwTHJEda+1jBlmMKn0EcswnYpMDIygl27dtGSlbNVJqLGLDIyMjxJOtxj6T179vAQwp4+njzn7+TkBEI4FW9MJhOsoiKUZ2SgIi0NhYmJsOBSG+ju7hZpnTEd8xkfstlPh5+9qGr/d999F1u3bkViYiI2bNgAfX19KCoqQlFREXp6evDz88POnTtnJLWSk5NBCCdJbqnPdyYsJXE7V8smNpszRxgYGEB1dTX9nieEIMLLC+UZGXDi+ox6ToRZNt29exfNzc2IjEyAtrYr9PQ2cPXN1iDEEYSsASEmUFZej5ycEvT39+Px48cCxwGi5gmPHz9Gf38/Nm3ajICAAiQltSIgoAC1tZtF7lMSMTExgStXrvAkkU0H91xpNnjjjTfofcTExKCjo0MsZGdnY/16K/q7Dg4WiI52R3S0O+LjvVBSEi+S+I2I8OYaM/mjoiINLFYR9u/fP+9ng9vXNmp9FCKMIhCvHY+mdU1oWteEZrNmpK6aShA4FHwIu7x3YVPAJtoLlwIrnIWqmCqkRaYJVVqZbuvQ398v9ljXzc0Nubm59L/z8vLw+PFjXLx4EX/84x8XrE0JCylxK41nOaTErTSksYxCStxKwY0nzU9WkITQQh8Tm718pbboituiIjCSk5HU2SkWccs8eRIhHR1Yl50NFVdXmHp7w7ugAPlDQ3BtaoJFQgKMvLyQnZeHrq4ujI+P82XYT88cTkpNhWdqKgpLStDU1MSzyCTp+7XYGfa7du1CRVoa6hkMfF5UNCvi9ismE4mT1UuBxsb4fWEh6hkMVKSlYdeuXfRvSIq4pTJZN2zYIPKc5lpFPL2C+CsmU2AV8WJXEC8WuIlVBwcH/PDDD3T/yi3xSykHGCgQeGnIIM7fEx0dHWCzef1cp++fyWTy3Gtxg/q9kJCQhRg6CIyJiQk8ePAA+/btQ0REBJSUlHiOPSLAB+FeLvS/a9JjcOHANpzt2rzgxK0k5LWftMQmSWPdunUghON5uNSxd+9erFy5Ej/99NNSHwodjx8/pgnKzZs3AwBtq0AtZlH3fyZ5b21tbVq6mxCC9957j+/3qPGYoqIi4uPjcefOHYmez2uvvUb/voyMDPbt20e3hd7eXj7PMWEwNub47AkiGMbHx3Hw4EFaSlhdXR1ycnJQUVGBtbU18vLyRI4LKBw+fBhVVVUIDAyEpaUlNDU1sWLFCqxatQpr1qxBSkoKXn31VZH7+PDDD+kK2j179jzTz/pyx6VLl3hIcm7i1qzaDPmn88UibCnyde/evShmFiMwKBCO7o5wjHOEb7HvE0nYbt++HTk5OWCxCulkyNkoE3Er43h4ePC8E86cOUP/bf/+/cjKyqL/XVdXR1cTj4yMwM3NDYRwkhaqPDxQz2DwwF5bm/5uaWEh6urqxHrW2ez5E7eS8rNfKsxU7V9cXCzWu3nt2rVCE23ZbA4BTJEzx48fX/LzFoXFIG6nJ0RQmKtl08jICOrq6sAqLkZVfDwSuJQu/IyMhD4nNTU1sLCwENiG3377bTCZTISFZUFfn5u4NQEh6yEjYwFzc3+kpVWgvb0dDx8+FDoGmGme8PDhQ7S3tyM9vRIBAQVIT6+ccZ/zjatXr8KHK8FTGNasWTOndjTXdaWrV6/yqCAlJSWJTfp2dHTwqBmEhYWho6MDe/fulYi3PSWPzLJiIVE5ETkqOahQq8DzRs/jeaPnsdd4L47oHIGCDKfiu9yhHNdTr2OX9y60ebTRSFVNRTgJR6JBIpTklYReewaDwZeIk5+fT/9dUVERO3fuRG5uLvT19enP5eXlMTo6iomJCZw4cQJMJlNi3sdzDSlxK41nOaTErTSksYxCStxKwY2l9JO1t7cXSQTOVsppORGBkgQ9qcvKgntmJoqOHROLuM05fBhG/v4wdHGBvo0N4nfs4Hjg7t4N88BAhCYno6ysDPv370d1dTVfhv30zOGIiAjkFRaKrLKV1P1isxc3w34+FbdfMZl4d5K0lJORwftJSQIrbiWBmzdvQlVVFYTwejBK8pymVxBTn00/p8WuIF4MnD59mq64k5eXx0cffUT3rT/++CPP+0tPnsBDjSBYWxZMj3WoyE4T6OfKvf8bN27wSQT/+OOPGB0dxcjICP75z38K7dtXr14NQggiIyMXYyiB7u5ungk6NzSUVsBaVw0ZId7YnJcM+RWc9pIc6CmQuBXn2nNXh4qzvSTktZ+0xCZJg3pGdXV1F6XNiIqxsTEQQnDv3r2lPhQ63nvvPfo+PnjwAABQV1dHf8Yt1T06OoqkpCR4enrykLvl5eW0/YKjoyP9+T/+8Q+e3/r666+xceNGnudIS0sL//rXvyR6Tjt27KD3r6SkhOHhYfocXn75ZTQ2NqK0tBSpqakICwuDm5sb1q1bB11dXSgoKEBBQYGu2plOMFy+fJkmH0RBXl4eDQ0NItumrq7ujPuRkZFBRkaGwOpYCpWVlSCEwNLSUuR2T/uzvpzx2muv0f0bBYq49X7eG63jrWITthQomWMmk4n04vQnjrBls6c8LsPDA+HmxkBFhStYrEIeyXZxlIm4+8LOzk6e9wFV5UkIR76d8uhWUlKiqzdff/11lJWVIYKLXKl1dsa1lBR8kpeHz4uK8EleHpK55NUr3dxQnpGBsrIygR6J0zHf+YCk/OyXCjNV+5eWlsLKyor2kuzt7cWJEycwODiIbdu2wcHBgb5+RkZGIi1/wsPDQciTX3W70MQt9XwVlpQgJycH27ZtowncuVg2Uc9JeUYGaj090ejignKu+9Li5ibwOYmbJjsryLLpueeeg62tAwjhVsYwhpaWG9zcUhASUoSWlm04deqUyP5fnHnCqVOn0NKyDeHhxWLtcy4xMTGBd999V6A9jDCwWKw5taPa2lp6H8tpXenGjRvo7e3FG2+8wSONTMkjR62PQpxCHNpJO3pID95UeBN/2/A3fMP4Bt8wvsE1o2uwV+as0dip2uE9j/d4cMb+DNpJO2pJLZSIcNKWgr29PXx8fGBvbw9TU1OeRERCOCouAGh7IH19ffzhD3+QeNuZb0iJW2k8yyElbqUhjWUUUuJWCm4stp/snTt36EmjrKwsinJzhRKBUqkt8dHV1YXCkhK4paQgorFRLOI2vKEB6yMi4MhgwNrLC36lpSh99VX4lZTAJy0N6RkZyMjIoDOHa729RWbYpycnIyoqCocOHVqU+7WYGfbz8bilEG1uDkIIYi0sBHrcSgJVVVViLVKz2fOrIuauIP6KyRRYRbzYFcSLgZycHPqYd+zYAYBD2N66dQvd3d1w4fIM9VAjyDdTxOXyaNSHMGjidrqfKzdCQ0P5rk1WVhZSkpKQmZaGs2fPCuzXf/nlF5pQzszMXPBxxJ///GeB99FgtSo8rU0R5WaH5twEvPZcPS4c2Ab7NZxztrM0nTNxy+3HKs72kpDXXsrEpsV4r1FJAuvWrVvwNjNT/Pjjj1BSUkJPT89SHwodVHU99/U5e/YsfW/z8vLEvv/j4+P0GGPNmjX0/n7/+9+DxWLRXnjTUVtbK9FzmpiYQHZ2Nr1/XV1d3L59W6z2cv/+fZpcFkQwcFtdWFlZgclkoq+vD8PDwxgcHEReXh6PXHNra6vQ3zI1NYWXlxdYLBZ27dqFwcFBvPrqq+jt7QWTyaR9hwkRXiHLZnMWP6nfFFV1+yQ/6wvtffnKK6+AEAI1NTWJVANJEj09PQKfi5W6K+GS7YJN5zfNirCdDqry9kkibCl0dXUhKysFqalG8PIyQ2ysBaqrwxAcHExfB3EqyLgro9555x36XfD111/TiX46Ojr44osv+MZkIyMjYLFYqExKQqmd3dSz6+bGNy5s4kpYaZusyK1MSkJZWdmMlbfzeY4k5We/VBCn2l8cX0/uamlRhP6BAwfoObi4FdFLAYq4VWV5wfBqFTTeLYbeBxUwulY9J6iyvHiIW3renJQEhpsbAoODUVlZibfeekus68gN7ueknsFAb0AA/is/HyVcKgEvennh46QkvuckTUcHetPebzU1NWCzOX3u3r176fku4SLYDA0d4eOTBR+fbJSU1KGzsxOPHj0S2veLO0949OgROjs70dKybcZ9ziU++ugjkR6pgpCXl8en7jH9+RCkCjY4OEjPIQkhuHz58qza4GKvK126dAktLS3w9vamK+MVFRVRXl5OSyNXxVTBZ70PIowikKWchR7Sg0PkEIbJMG7K3MTvjX6PR86PcNP4JgpWFoAQAnkijyOaR3DO7BwurLuAC+suYEhnCE2kCZpEuE3GbBAUFISJiQlakYUicp+0kBK30niWQ0rcSkMayyikxK0UFBbbT5aSEArjWnRIWbtWKrUlAVCZwwl5eWAkJyO7v18kaZvd3w9GcjLic3Ph5+eH1OxsMJKTEVhRAUZyMqISE+Hj4wNWWhqdOXwkNPSZzbCfqx8sN26mpWGFjAxWyMigxMVFpB/sXHDr1i3ah1AcL6D5VBFzVxDfzcwU6ts7X8ymgnihcefOHbqaTFFREV9//TVN2LZv346iuHBYrpySGq2yUsF/b8vG5x1FPMTtXGWB1VVVMTw8LLBf/9e//kVv19zcvODjiAcPHtC/p6amBn83BpKDvJAT4YfWwlSasKVQmsDxJVRYsQKnnm9acOJWUvLai53YxGazUVhYyFloEVB1IUncu3ePlsZ1c3Nb8DYjTvj7+yMlJWWpD4MO88lkm7y8PPqzv/3tb/S9tbOzE/v+nzx5kv4sMzMTbDYbaWlp9EIqhen/XrFiBX77299K9Ly+//57Hs9acSrSL168iD179tDjJEEEw8WLF+Hh4YFjx44J3c/x48fpxUwVFRXcvHlT4HYzERVXrlyBkZERpx+Sk8OVK1eEbhsUFARCRCcIPcnPuijvSzabjXPnzmHXrl20PDU3OS7uMXl5eYGQJ8dz9/79+zzV7dxwcnJCZmkm/Jn+8Gf6z6talqq8pSSBl/q8Kbz99tsoLS1FYqI1srJ0EB+vgchIM5SU2MLLa0p9Qpwx5K5du+jt29raAHASOKhkBUIIDh48iNOnT9P/LioqwujoKOrq6uhx4ktciWU5NjZ848IuLjLm/aQkHA8Pp8eFdXV1IhNx5/McScrPfqkwHz9Vbly6dIneT0hIiNDtxsfH6bFsSUnJkp+/MAQGBsI83AXapb5QezkdpCcCMn1RMDtXhnUXqmcN7VJfmIe7IDAwkFaqCs3KgkVQEMzd3GC0fj1S0tN5EpvESYyY/py8EhGBL0tL8eucHKjIy4MQgtUKCthKCNoJQcbKlTzPSdXq1fAnBGrT3nMFBQV8EsLcdgYuLrEICipBdHQp2traMDo6KrLfn8084fPPP8drr70mUVnbf//736iuruYb44iCpqamyPEEt5+wIFUwVlERbLjkqimLA3GxGOtKFy5cwKZNm+Dg4CDUriI/Px9VMVVoYDSgzaMNYaZhiNeOR7laOV6TfQ3DZBjnyXlcJ9dxnVzHXeW7+K3lb/Gy/MuQJ5w2yCIsnCAn8PqK13Fa5TQGFAZQQArmNh9VV4elpSVcXV0RERGB4uJi/OY3v8GNGzfobe7fvy+xtiPJkBK30niWQ0rcSkMayyikxK0UFBbTT5ZbQqiYS/KSaWf3TBKBC4GhoSGUMpnwSUvjVM8ODwskbUuHhzlVtenpKGUy0dXVRU9gGcnJ8ElIAIPBQO7koguVOSyIwHtWMuzHx8dRXV2Nqvh4NLq4CL0eM2G3jw+8DAyQ7OeH6upqsbLoxcVbb70FJpMpdhLGfKuIqQriXBsbgR63ksBsKogXGp2dnXR7DQ0NpQnb9qpSlHhvQKAmQfDqqYntC2kB+KqLuSjE7fj4OL3dK6+8smDjB6q6mPJu0lBaAU9rU+RE+AskbCm83lFPyyXXZ8UvOHErCXntxU5sorB37176uy+++OKCtWfuBZbQ0NAFazOzidbWVujp6WFiYmKpD4VnrHzw4EGev61fvx6EcAhDQYSboPu/detW+rPpsq+EcKTT8/PzaSl1boSHh+Pbb7+V2Lm9//779L5tbGxEVrKw2ZyKz+rqakRGRNLfmw/BkJubS+9nJu9ZUeCWlhaVrLRnzx56O0Hjkif5WZ/J+5L7XScI4h7T0NAQCOGQyOfPn1+w9444GB8fR2RkJN+5rFy5EkNDQ+jo6EAWM+uJlDeWBO7evYvm5makpIQiM1MfTU2aKC5WQ329LRIT18DFxYi+JuJUkL377rv09pS3JTeZGxQUhF9++YXHk/HAgQMYGBgAq7gYtZ6e6A0IwJelpVCalPcONzPjGxOOxMfT3z8UHIwvS0vRGxCAWk9PsIqLMTAwsCDPkST87JcSc632n45bt27R12EmGWTqN01MTJb8/IUhPz8ftjE+MGUGQaM3EaQ9AKQ9AEpdkXA93wiP9zbPCqbMINjG+CA3NxfNzc3IKiyEbUwMzCIjoeHmBh1bW9i4uMDd3Z2+juIkRgwMDKC4oADlTk70c/JlaSnCJtV1CCEoNzVFO+EQt8Vc77R6ExN0yssjkRD4TFZYCkN4eDj+P3tfHhbFla5/aFY3XEBBUBGQRXaaHcRGlkYU2bdm35p9R1AUaUU0uO8RE1HMaKIxKkZFTdw3UJjJzDi5E29iMncmZGbuTJIbM/dO/Jn4/v7orqIaeqUbFO3ved4noa2qrq5zTtWp837v+0WLkmYJIWCzI8HhZKGqagX27t2Ln3/+WeZzf7TeEwbHL7/8go6ODoXKHzDh6emJjz76SOp1H1xPWJIrWA2bDTfGO1dpaalSKvORXle6ePEixjOIfEkwMjJCZWUlSpeWosmnCf38fjT5NKHOpg4NMxvQZNSEYlIshgpSgQ7SgVusWwgmQrGEE3FCBalAMSkGj/AQTaLhSTyVahNCxBMZB0dBQQEIeXmSQSWFhrjVxOscGuJWE5oYQ6Ehbl8vyLKPycoayLQbybofgy2EtgQG0vsOztp+XYjAkQC12MPLyQE7Lg6xLS0SidvYlhaw4+LAy8lBfX097t+/T1tGecfFwcvXF2GiFyAqc1gaefc6ZdhLWsRShuhUZhFrNKCqiphSEOuxWGgNCECVv79aVcTKKohHGkziMCszE4LSfDQlcpHtPhdJJgR1FgSNlgS6LGHGdNFCF4nE7eDjdnd3Y9++fTAwEFqgmekTzJo2UDvoz9urIIjhQFBVIpW43bNnD739Z599NiJzh6+//hqbNm1C05o1yE9PgdXUcbA3noAY7/lSCVsmOO5Cyzi2ndWIE7fqsNcezcQmJs6fP0/vW1ZWNmL9mfk9CQkJI9JnlA2KQPv8889f9KngxIkT9PW5ffs2/fnf/vY32raWECJWI1ZW+8fExEhdlCsrK8P169eHtAuz3rWenh64XC527dqlsgqGw+HQx920aZPcvnLw4EHw+XzMtxQS1iYmJir1vZ07d9LfT1lCDgf19fUK/Y579+7RKtSioqIxNdbl1b5sa2ujj8FisWBlZQVHhj2nMufkLCpVMlqqW0kW0NevX5dYJzkwMJBOklDU3vhltoCWhfb2dmRlZSI+fg4qKkxw8aIJtmwxw4oVs1FQ4ARr64HrI0tpTqG3t5cmTSZMmIAjR47Qyi5LS0v89a9/BQD4+/sPzOcvX5aYrGgqIhkWmJkNmRN+lZtLE7tFLi7o5/PxaWYmlnt4oDQ6WmayoirjSB317F8khqv2H4zGxkYxckXWtsw6yadPn37h10ASqqqqsLQ0DT5NabB9t4AmbomAgzmHMpH/9VHw+48pDJ+mNCwtTUOSKGnZPyEB1kuWwCI/HxMWLMA0X1+Y2ttjrpUVfW3kJUbcuXMHQUFBsNbTQxAheFfU7+s9Bwgx/5kzcc7TkyZuGwmBjujf/ESf1ROC+KlToSMaP0yYm5vj5MmTeP78uVgSkp1dAJKSSiAQCPDll1/Kfe6PxnvC4Pjkk0/E7iuECB2LSkpK4OXlJZUczMzMlJnYLKmesCRXsGvx8YhmtGdaZKTCYoC+vpFZV3rzzTfR3t6Ovr4+HD9+XOx3Ozg4YPXq1WJzpIiICFRVVYkRty3+Lah1rEWdTR3qbOqQPjEd0SSaRjJJRgWpwHVyHfvIPhBCoEW0EK8Xj2gSDT/iB0fiCAtigXC7cJQvK0dTRRP27Nkj1n7/7//9Pzx79kyhtn7y5An9zv7ee++NRHdSS2iIW028zqEhbjWhiTEUGuL29YAi9jGurq7D7guKTmalWQhJy9p+nYjAkQBl/xTG48E7JQU5hw+LkbY5hw/DOyUFYTwe+Hw+zp49i76+AatlbkQEvDw8UOzpqRA5+Tpl2N+7d0+sL3dwuQqTt1/n5yvVl0cD6lAR7woKQomLC3h2dnIX5pSFsgrikUJ3d7eY2nb2eG3URPhBEL0QK/0sUWdBILAS4oMoJ/hamoIQAl9LU5nEbXd3Nw4ePIjy8nL4+nhjpp6wLm6S3Qw4mk+nv+//3l4ll7jNyMgAIULFxkhFZ2cn1jQ2oiwjCWmLObA3noAQq2lYGbtQLml7YXsjtlXmiMgFLbStKFKauFUU6rLXrqqqottgJBObBuPu3bv0vrGxsSPWr5kLRnl5eSPWb5SJ77//HlpaWjh8+PCofeezZ8/w6NEjXLt2DSdOnMCxY8dw4sQJFBcX09fn0aNHAIAff/yRrktKiLD2raT7naT2ZyYeUIuxDQ0NuHv3rtT29/HxkWqdZ2tri+rqanz88cd4+vSpwr/3zp079DEsLCzkOhlQatvijGIYjjcULRjbqaRsZC4+V1VVDesYDx48ELumJ06ckLk9RUq6uLiMmbGuSO3L06dPo7KyEgcOHKBtIId7TsuXL6fJvRs3bozYvYfCYAvoM2fOSOzrs2fPxuTJk6GtrY2JEydi3rx5CAoKQmtrq9x++LJZQMsDNRePifEEj2eCY8dM8NvfWuPRIyc0NMzE8uV2YsTtunXrFDpuWFgYvQ9VO9HExASdnZ3o6uoSszCfM2eO1MS+KaJtFs2aJXFO6CdSt/mamtKfHQgJkZvYp8o4Ukc9+xcFVdT+fX3Cd9ejR48iNTWVblddXV25ic5Hjx6lv7exsXHIv3d2dqKlpeWF1sBlErdunVVixC0RcMD+sEZp4pbLT4K/vz+iMzJgFx4OCx4PJDISZMkSTOZwYOLpiYkMRwxp7zO9vb3YvHkz7aDjSQgSCUGLjg52BAZCS7S/sbY2fuXmhlPOzjRxeyMoCI4TJgifwaLPBISg0dYWk0Tjy9HREVFRUVi9ejWePHlCP78PHz5Mn5ujYyAaGhpx8uRJhZ79o/GeQMV3330nNodiYsqUKUhPTxdzzKBgaGgoN5lMWj1hRRLM0+3tFRYDqHpfYlqXx8fHo69vIBGLEILm5mb09vaKWTlfu3YNAMSSMNauXTuEuL2ecB0t/i1o8mlCk08TVnmswhLtJeASLjiEgxSDFJSQEto6OZAIBRMeRh5o8G3AgukLYDHJAiYmJli/fj22bduGPXv24NNPPx12m2/cuBGECMnnX375RV1dSe2hIW418TqHhrjVhCbGUGiI21cfitrHOIkWhAghqKysHBH7GGkqRWlZ268TEThSoNSzXvHxCF++XIy45dbWwis+Htl5ebTCgcIHH3yA8PBwpIeEKEzkvW4Z9p2dnSgsLBR7YfxUznX6NDMTOzkcpdTjo4VXTUWsTty6dQsrV67E0qVLERoSQhOrnKkESSYE6xwn0IStwIrgIs8H/W/wIVjqC0IIDHS08Whd1hDilknY8vPzUZiwDIHGOvRx/2NdNtGxUdYAACAASURBVDj2FgoTt8+fP8esWbPo+/hIBVNxm5uaRCtuY30cZCpuOzc3YEt5FhpzE+HtYANCCLg+biNG3Cprry3NlSI8PJxuA0XsKJlQ1V6NWkBfuHDhiPXvt99+mz7H2traEes3yoazszPy8/NH/Ht++uknXLlyRWh5LhBA0NAAQUUFBKWlEFRUIEBE+FDPmB9//FHMvtXExARdXV0Ktz9Vr9POzg4bN26UmeDCbP+DBw8iLi6OJvAkYeLEiYiNjcXbb7+N/v5+mb976dKlSvVNSm2bszSH3s/Pz09pZSoTKSkp9LF27dql8H73799HV1cXduzYIUbayqofN/g7tbW1sWfPnjEx1odb+3K45/TRRx9BWzSfk0TmqBODLaCZttGKQldXF7W1tTK/52WygFYEra2t4PHikZRkhrVrTXH1qhm+/dYNT56wceKENVauNIOv78C9ICUlhU7AlAWKlGcSJBNE5NFgREZGSiyl8Zf8fLBEiSTR1tYS54QCX9H8R1sbj7Ky0M/nSyyl0draKrzvisC0gI2Ojhb7t927d0v9XeqqZz8cdHV1YevWrVKfA4pgOGr/yMhIqWPCwMBAIfv5np4emuilSCUKVPJAdl42SkpKRiWJQxKYxK3vpZVDiFsi4CD5j/uVIm7Z4YHw9PHBvOBgmISGYnp6OkhMDEh6OkhICIyDgzGOQdxKa9u4uDh6Gx1CwCEExYSARwh0RGNkIiEoJwPELIXPUlKwncsFIQR6LBa2TJuGHZMn41ZKCgxEbeLt7Q0AOHnyJA4fPkwjLy+P/l5XVzfEx8fjzTffxOHDh3Hx4kWpz/3Rek/45ZdfcOjQIfo5IgsnT55EYmIiwsLCUFVVhYMHD+LOnTsy+4Q0MYCiCeYlLi5KJVCr8nwPZdQEJ4TA3d1dLBFPX18fv/rVr8Rs65csWQIAYnbdFy9eRElJCVJ8U5BlkYUVbitowpZCi38LjngfgYAIwCVcxGvHo2F6A07qncQ75B1sY20Di7DAIiyEWYZhLWctBFkCbNu2TS3t/q9//QvGxsYgRLi2/DKHhrjVxOscGuJWE5oYQ6Ehbl9tKGMfE8yw+8uNi1O7fYwsRZ+0rO3XjQgcCVAv3dEZGWDHxSF1717wjx1D6t69YMfFITojQ+LL+HCtc0c6w16SnZ46M+yVtdOTNMYOhITgqmiMfZ6djYcZGbgaH48DIhK8yteXrtesSm1AdeNVUxGrA93d3diyZQv8/f3BdneDj4MNlrraINF2OlJmaokpbAVWBOvmaeFm/iL0t/LR38rHwzUZ0BfVc92ZyKGJ24LkeOTn59OEbUlyDKrCfZHhMou2Wj4ROR84IlCKuGXWKu3t7R3R+cPTp09x584dWik1xUAH/vZzhTVus+LFCNzOzQ3YXJaJnMhg8LiB4IUFoCg2HNosFnS0tRGz0FvtxK0y9tryXCnsbW3p67pnzx6l+raqZM706dMVJqSGix07dtDn2NzcPKL9RpkoLi6Gvb39iH7H48ePsX37dghWr4YgNxeCiAgIOBwxsBl10RobGsQW0iZNmiRT4Smt/RV1I5DU/r29vTh+/DjKysrg7u4uc2HU3d0dq1evxr1798Tq3n3yySf0NqampnLPh6m2jfCJoPeNCY9BeXn5sFS3ly5dogmjqVOnDlEcS4KsxV97e3tcvHhR7ljPzMwcOP/IyDEx1odb+1KVc6IU5SN57+nrE7eAjoiIkNq+tra24PP52LVrF44ePYq2tjZkZGTQhDchBKtWrZL5XaNtAT1cnD17Fvn5+YiJsUN2tgnOnjXB55/b48kTNp48YePvf3dDc7MZuFwj+rcnJCymS57IOva6desGiCYdHbE+Mhi7d+/GG2+8Qc8LH2Zk0O9iTAJE0rzwYUYG9EX3pp0cDv0ZNU9844030NfXRysVFQGbzZb6u9RRz14ZUGTt2bNnUV5ejoLcgmHfC/v6hqf2l0bccrlcpZITjIyE/cjX11fsc2HybzZ8E3yRnZc9JMl3tMAkbhfdXKcycetaHg0bL2fM9fQEsbICWbgQJCoKJCkJJDsbJD0dev7+mMCoTbtixQqJ58ZMenCYOROFdnZIJgMWyAaEoIgMJW0FREjc/rOujh4nR2JiAIEA/718Oa3U9ff3BwBYWFgoPE44HI7UOc9ovCf8+te/hq8ocUMevL29FUqsHIzhJBsz15UKnZ2VSjYe7rP0xIkTUt1SmDAxMcHFixdhampKf3bnzh16X21tbcydOxeEEEwmk2FBLGBBLBA4OxBFi4tQurQUpUtLUcmpRIt/Cw7OOggu4SKaRCNPPw/XbK/hnPU5fOz4MYKnBMNuqh287b0hyBJAUCkYYo083Pj0008hEAiwa9cutRxvJEND3GridQ4NcasJTYyh0BC3ry6UtY9h1pPNd3RUu32MNCJQXta2xmpLdbS3tyOfz0dAYiIC8/OR/6tfITAvDwGJicjn8+n6KkxIyrBXBCOdYT/YTm9whv2ZM2fQ0tICHo8HFxcXsQU9RfuBsnZ6Yqr26GipqvYqf3+URkejIDcX1dXVL43SdvBveZVUxMMFUwnLDQtFsLMtkqynIMTSGEsc5+JmTSK+XJeJjzMCsNfHGAIrgg32unhQvoQmbSnEuFqDEIIg21n4D0Emkj1s4evmjEVBQTRhWxvKxgFeMATzx9Ek8F83FypN3BYUFIAQAi8vr1GbR/T09AwsWs2fj+yUBKQtCUZa+EKsSI9FU14yTdgmB3kh0c8JKYt8sDwtGrWpUUgKCUCYt6vaiVtF7bUVcaVwnz5gV52dkaHU+FWVzDE0NKQX70aqvzc3N9Pn+DIttlAWjv/4xz9G5Pi/+93vsG7dOqG6lstFc1AQPkhMxB+Ki/HPujr876pV+GddHdJEZA8hBIlz52IKg/R46623Xnj7X7t2DRs3bsSSJUvoZAVJMDIyQlpaGo4dOyZWZ7eurk7ueVBq2/LEcsQvjKf3TV+cDj6fr7Tqtre3F4GBgfRxFLUGlfS7DAwMsHLlSrkkKzXWI0QKJ0IIlsydOybG+nBrX6pyTtnZ2SBEqFClasqqG3fu3MF4kesOpfpjor6+Hj4+Pjh8+LDUYzCtfSdOnIibN29K3Xa0LaCHe02ocRwQMAV79pjg7t05+OEHd5q4ffKEjVu37JGePo2+VosX24LPz5c4p6fw3nvviRFNU6dOxY8//kgTAhSR0traSieutrS0oDgxETVsNr7IyUE/n49zjDk7RcpKQoy1aP4jSsz9PDsbNWw2ihMT0dLSgr4+9RG36qhnryioRJaC3ALEx8cjLycPlQsrwc9X7l7IVOpS440QxdX+XV1dOH78OI4fP4729nasXLmStlt1c3NTuGYts/0pcpYqtxPKCwU7jo0wXphYWR1lcOHCBejq6kJHR0dpC/q+PnHidsmDzUNI22m746SStPlfH8X8E8WYsGUpDFoXQ2d9KHScTTHN3hIsKysQDw+QiAiQ2FiQzEwhcZudDbJsGfRF/ZcQgpiYGKxfvx4ZGRn0b2BaultaWqKppAT57u7QF61r6BGCPEKwXlsbv4mKwkf+/tg0bhwEhGAtIfi2vBwQCMBzcgIhBOHW1oBAgL8wSPzIyEgA6iNuR/o9oa2tTSpRSSkxB+5Zi4eV5KtKeR/mupKiYoC+vuE9S3t7e+Hj4yM2V7G0tKT/TkhIEKv76+7uDhcXF7E+pUh7GxsbIzs7GwUFBbSN8ifRn9DELY/wcMn+Eq5zruMe9x7KbcuR4JmAqKgotVgjj9XQELeaeJ1DQ9xqQhNjKDTE7auJ4djHMOt+rPP1Vbt9jDQiUF7W9utktTVSuH//Purr68HLzgY7Lg5BxcVgx8WBl5MjNTtfUoa9IhjJDPvBdnp9feIZ9qtWrZJ5HEVftIZjp6dIHWk+n4/y8nK8+eabL7Ua9VVSESuLwdbFJckxKFnERqqjGVLmmyJoviUWO89DbSgbb6WF4uGaDPS38vHZ6hR8uS5zCGnb38rHuRLhvYilpYXCQGf4WZoixMES6R7C47ydLjzOx5kBNGn7XoQdcEQwBLKI2ydPntCLve+9996ozSN6e3vpMRYcHIzy8nLk5uQgIiQIbnbWcLaegyBnG8R6zUeCjxAUcXtheyNOt64YMavk4fR1Sa4UOQ4O9G/MdXen+7oirhSqECcPHjwAi8UCIUIFzUhdh/r6evocjxw5Mmp9R1786U9/AiEEnZ2daj/248ePsXbtWggKCiDgcHAkJgbfr1gBCARDsH7RIvr6cAnBQkJgSghCQ0Plknqj3f73799HR0cH+Hw+5s+fL/f5Om3aNLmWhN3d3cjJyUF0aDSKlxUjKzyL3p8fyUdxRrHSSjNmzTtPT0+FFTcUSfHuu+9i7969yM7OxqRJkzBu3DjweDypC6/MsZ4iWiQnhKDYxeWlH+uq1L4c7jmdP39eTJm8b98+td93Tp8+TTuoSIIyisH09HR6P1n2sKNpAT1cJCYmghACQ0NdlJfPwKVLJvjmG2easP3kEwe0t89FScl0zJ2rK3bNgoPdpVranjp1ilZWMvHVV1/h6tWr9N/jxo0Tu69Jeh9oYZANNxMTpb4TUASvtpYW7qekSHwfUAfUVc+egiR3HyYOHjwIfj4fZQvK4O3ljeTAZNSwa1ASU6LQvZBy99HX10dmWibKy8vF3lsVdWSQhPv379P2vYaGhnj33Xfl7kOp/HR0dNDb28t4b+TBcbEjbDm2MJprhGnG02BoaAh9fX3o6+vDxMQEgYGBWLdundxzps4pMDBQ6d9UUVGBhZnLMDebA+M0HxCulRhm5XHg05QmEa71ceLbe5uBWEwGsZoNYmsLEhwMEh0NwuMNkLbZ2SBZWSCMZ4WzuzsMDAzov3fv3i1GRE6fPh1Fqam0xbEOIcgiBK0GBvhzbi49n3i2ejX+MzUV3xQU0J/1iGyPtbW08KfKSlxOSxtYGykpUdu8Z6TfE3p6eiQ6gMybNw8OjGcrIQR8Ph+9vb3D6uPDdQWTtK4kTQygjnWl7du3i/3m0tJS/PLLL7hx4wbef/99PHv2DN988w2dmDUYbm5uYn/r6elJfV5OnDgRUVFRKFpchLxZeWjRaREjbs/PO4973HuAANjG3aZWe+SxGhriVhOvc2iIW01oYgyFhrh9NTEc+5jB9WTVbR8jjQiUl7X9qlttjRYGMqd5YMfFIYzHk5k5LSnDXlGMVIY9006PWuRlZti3tbXR+7BYLFhZWcHR0XFYi5bDtdOTViOzra0Np06dUmkxZjTxKqmIFYEkwpZSwr6dHor7dcko8LHFIvZQpSyTwJWEvoZU2JkI62Q5mxgi2XISUu2mY32IE73fXzbkYYvLQJ3c/la+0sTtxo0b6bHwyy+/jNo84v79+/QYS0xMRFtbG+Lj4+Ht5QVfV0cEOszFQjtzJHhYo3GZD2I87V4K4lYZVwpmYtNyDw+l1OWqkDnXrl2j983MzByxa1FSUkJ/z0iQpMMNqhZbXV2dWo/773//W2iPXFEBAYeD8zwenjc1SSRtIRCgjVELtoAIa9elzZqlUHLbi27/S5cuoampCcHBwRLrWJaVlck9RltbG7y9vRHjG4O6mDokL0oeWLyu2I3yxHKlVLfr16+nFTnm5ua4dOmSSv33/PnzMDc3ByEEPj4+Q5LRBo/11V5e9PnXeXi89GN9OLUvVTmn3t5eVFVVIZnHU6qfKIre3l4IBAIxEoQJFoslN5lgMHbu3EnvX1FRIXPb0bKAHg66urro6+LvPxnHjpngt7+1pknbri4bmfPl4GALFBQMtbQ9f/48nZSqra0NT09Peh/KZYGZTOHh4UHPsyUl3sbPmyccvxMnyn0nWCJSc6bb20tMvFUHlK1nLw+D3X2Y/9bd3Y2MjAyEeYbBdootJhpMhLbWAFnFWchRaJxS7yeuZq7g5/MREhJCH0OWalwRdHd30+3t4uIic9ubN2/SZNv06dPR10c5NeUjIDEAs92kJ1cwMW/ePJlq3HPnztGq+o6ODonnTJHlGzduxJo1axAZGQlbW1thUstkfSHhKgGcrGgsLU0bgvDCZDgs8RduZyp6/mkREJOpIFaWIH5+IJGRIPHxQqKWSdxmZws/Fz2rJg1Siw6Gnp4e/YzVYbGw0ckJJ+bPxz9KS6XOLZiIEyVaFXp4oIHxHFJnMt1Ivid89913QxS1wvuYP6wZymUdHR2sW7dOpf49XFcwSetK0u5Jqq4r9fb2DlFJd3d3S7x2PT09YqSsoaEhmpqa8PTpU5w6dQoHDhxAX18fnj59KlbbeMuWLbTCnoKtni24hEvXuI1jxSF9fDqKzYpRbluObdxtaq9rO1ZDQ9xq4nUODXGrCU2ModAQt68ehmsfM7ierLrtY6QRgYpkbb+qVlujDWGtojz4JiQgOy9PZq2i4SpuRyrD/v79+/QiRFZWFvr6hmbYnz59GpWVlThw4ABu3bqlcN+UhLFgpzfSeJVUxNIgj7CliFWqNm1hiuTatLII3EMZYcj2sQdLi0BbiyBuznjsD7bGzbyBWrhXswNp0vZo+DyJpK0s4vZf//oXvWBy4cKFUZ1HdHd302PM1dUV/Px8ZKckIDUiCNEBbKQGeWBFXDDWJgRh5VIvLLQxA8fZBiXxESoRt93d3Whvb8fWrVsVqkfNhLKuFIMTm5Sp56wKmdPR0UHvu3bt2hEbBxkZGfT33LhxY1T7j7xITk6Gn5+fWo955coVYU1bLhdHYmJkkrYQCHCGUUcwgRB84OSkcHLby9T+3d3ddF3Q+fPnIzQ0VCG1bXx8PIK8gpDsnYy3i99GYmDiQH/ZeQOV8ZUKq2537txJL94bGRmpLdln165d9Dkx65xKGusfieZ5hBCs8vJ66cf6cGpfqnJO58+fB5/PR3hREb1vbGysWtrpxo0bCA8PHzIvZ1pr6urqKk1cbd68md6/qqpK5rajYQE9XFA1fseP10ZTkwmuXjXDt9+60cTthQsDxC2LRTB/vgGMjQdIQzc3Y5SXi1vaXrlyBXMYtTozMzPFHGpsbGzw8OFD9PT0iL1LUcrVweq2r/PzMVNEUOU5Ocl9J7iZmAgdLS3osVhoDQiQW+pGWShTz14RSHL3YaKurk7mO2awe7Dce2F3dzcSEhJE70rayOBmiNUEPXfunMq/I5Zxn+vq6pK6HZUUSwiBk5MTbty4gZKSEkRnRIMdx4bTYidMmzMNNgttMMd9DnwW+SAhIQE7duxAY2OjmLWrubm5zDHFFdnUS1LdMsly5j1PEYSFhaGqqopGZWUlvLy8pCsUJ04EcXaGztKlmJaXB5KeLkbYTq2pgWFlpfBvUd/SHT8eDoyyUtKgpaWFWj8/hchaJj4rLYUOiwU9bW34iBKRJk+ejEePHqll3jOS7wnPnz8fog4lhCAuLo5+d6d+j7zyEopAlTWKwetK0tYoVF1XunPnzhD7/zlz5uCNN96QWP7j/PnzWLRoERobG/Htt99Kvdbffvst2tra8NlnnwEQqqjj4wfKV1gQC3AJF+u01qFoThFWsVchYWYCoq2jkeCZIKxpq+a6tmM1NMStJl7n0BC3mtDEGAoNcfvqQRX7mMH1ZBWpJdvXp5riVpGs7bFqtfWygXoZz87Lk2qlRkGVbNaRyLDfvXs33ccoK15FMuyHu5A6Fuz0RguvioqYCUUJWwoUcVucmoj169fL3H8wgdvXkIrVEd5Y7GAB31nTEDJzPFLtpqM52BEP12TgLxvzsM1tEk3c/mVDHnBEgKftjbjbmIvOymR8u69eJnH76aefQiAQjHp90qdPn+LNN9+kx5inkz1d33ZVdgLeba7Bua0NOFSfj41ZkViTFAbOfAuwbebA39kOq7Li0bGmXCnidvC1z8/LxZYtW5Rqf2VdKQYnNn2dnz8qxB1zgZiqNzgSYC7wfvLJJ6Pah+TFnj17oKuri//7v/9Ty/GePXuGTZs2QZCbi+agIKn2yBT+WVaGDQYG0BFdn4jJk/F1fr7CyW1jof1lgVLbxnrHoj68HicrT4IXOKDEvLXrFvZV7VNIddvW1kbXIjU0NFTIflhR3L9/nz62j4+PzLF+kqGgbl2w4KUY67W1tfS+NTU1Ys9Z5vhUtPalKue0Z88eZBcUwKOmhp4HLVy4cNht09PTg6NHj2L58uW0Jas06OvrD2ten5KSQh9j165dMrfdsmULve1IWEAPF6dPn6YVe05O43H2rAm++MJerK7tb37jgJYWc3R12eCbb1zx5AkbGzcO2GxaW09GXp4jiop4qK+vx4MHD8TcaJQBRYAPTgg+wqgR3RUTo9A7wa6gIJS4uIBnZ6dQQrAyULSevaKQ5O5Dobu7W2w8ahEtGLIMYaY70AZhVmFya91SVsumE4Xjwc3UDQsCBlSWx44dU/l35OTk0Mc7dOiQxG2YSbEUASpM8s2GV7wXwpeHI++dPPCP8cE/xge3lguveC9k54mrunkMdb6sdqCsY1kslljSzmCyvLGxUawvzpo1S2ZfHXxv27Nnj/w+7u2NmcXFcGpuxsJDh8DevRsee/Zg4aFDWHjoEHz274d2fr6wBi4hIFpaMLW1hZsc8tbf2Rmlnp64m5uLh8XFEvF1dbXE+cY7MTGo8/PDBF2hBXpAQACePXumlrnPSL4nMMcEhby8PIwbN47+e/bs2QrXXJYHVVzBBq8r3UhIGCIGUBeam5ul1vsNDQ3F3//+d7Vc/+fPn2PLli3Q0tKCBbFAqlEq/rvkv/FpyafYE7EHUbZR4Hpy6Zq2r3NdW2ZoiFtNvM6hIW41oYkxFBri9tWDKoTb4Lof0gi34dT9kHReymRtj0WrrZcRnZ2daGlpkatyUSUBYCQy7JctWwZChNmqfX2KZ9irspD6MtvpaTA8KEvYSiNuFTkek8D9qiUXnUXLUM/1HFLjdm2wA+oshKTtO2FWeNreiNurc7ApKRSC6IUQRC3A6fIkuVbJoxlPnz7F7du3sWnTJmRnZWGKgQ6spo4Dx9GKJmwvbG8Uw7mtDWirzkawqw283ZwR6OuNtCXBSOUGKkTcDr7W2SkJSFsSrLRSd7iuFIMTm0aDuFuyZAm9gDyS4yIsLIw+x6+++uqF9al5okSukydP0p//5je/ERKEt26pdPwHDx6AEKHio76+HoKICHyQmCiTtP2xthY7p0yBgBBYiK6Pj6j9FU1uGwvtL2vM0Wpbr2QcyT2CU6WnkB+aT/+mcxvPobetV67qtqOjA+PHjwchBOPHj5dolakqpk+fLjZPkDbWD4aG0uf/q8WLX+hYp5wt7OzsQAjBxAkThjhbMK0QKTcRRaHsOfX29qK6uhoxJSVg19TAQDRH9/LyUvg7b9++jf3796OwsBA+Pj50u8uDubm5QvU4B+PSpUs04Tl16lTcvXtX5vbnz5+nv1OdFtCq4MGDB7QCkxCChgZjXLlihh9+cBcjbiVh//4BO04jI31wuXNQXr4IfD4fV65cGRZxq6OjI+ZkwUyAoMaH2/TpCr8TKJMA8SIhyd2HiYMHDyIpMQkBswOw0HwhKmwqUDClAEWGA+r0cItwmbVuu7u7UV5ejpKYEiyaJayfrsfSwzK/ZfQx1JGUHMlwiqASXgeDmRRLCAFPVEYnjBcGl6Uu4BRykLw9mSZucw7nwDvFG2E8cVX3pUuX6GOEhIRIPaeenh6aoM3Ly6M/H0yW9/T0iNVoZyZmsFgsMUKQEIIVK1aIfQ9VQ5giDGlnGH19EJEKV9/ODpa1tVjw9tvgHD4sEQ6bN4OkpICI6o8bzJgBHdH5q4IsV1eJc47nTU1iNsn79u1Tad4zGvH9998P+X15eXlihKW7uzuuXLlC939Z9aMVgSzF7YWYGBBCMEVfH3+Qocal1pUSbWzULga4evUq7t69S68rSUN0dLRa22LVqlUoX1aOtZy12MbdRkNjjSw5NMStJl7n0BC3mtDEGAoNcfvqQRX7mMF1P9RpHyOJCPyA8VIpL2t7rFltjXUMl9wYqQx7MzNhNvuSJUvQ16d4hr0qi+Yvs52eBsphuIStPOJWkeMzCdz/EGQi2cMWvm7CWrnFSdEIMtEHZypB/HSCQ2mhA4Qt1x2CACsIFnviaGHsS0HcMgnbpjVrUFtaCO95s2BvPAHe5oZoSAgdQtgycbp1BXhhC7AsPBRcLlchAlYaYaso4TsYw01KGZzYJI24G05ikyT09vbSC8g8Hm/ExsalS5do0ogQgu+++27U+xUA2urUyckJz58/pz//+eefMWnSJNTW1uLdd99FVVUV/P39xRZuDx8+rNB3UBat3h4eEHA4+ENxsVTS9mlDAw7MnAkBIRAQghjR9zHbX1IS2Vhrf1kYrLb9w8Y/4HTJabQkttC/aXfFbjx+97FM1e17770HQ0ND4WK5vr5aE+6Y9wldkUrJ3t5e5lhfxahx+4DHe2Fjnaolz8/JwURRXVP36dOH1JJ3Y8y5S0tLlbKXVnYO1NXVBT6fD05FBdg1NdARqZg9PT2l7nP58mVs3rwZqampcHBwoFW6ysDNzU1py3tqnAQGBtLHUUR1effuXXp7dVlAq4orV67A1tYWhBAYGurg7FlHXLpkOkRxK4+4FZIk05GVFUcrbqV9Z1JSktj1T01Npf8uLCwU2/bevXuorq5Gblwc/Z64b9EihUlbZSzHXyQkuftQYBKuybbJKHYuxgrzFThkcQi1hgOK+az5WajyrZKquqXUtlW+Vdi2cBtdHzfYMpgeOxkZGSr9jtu3b2PatGn0PZeyxB+cvEslxVJITEwEL5sH12WucAh1gGusKzyTPJH1dhZN3sa2xIIdxwYvR6jqvn//Pm7fvk0fQ5INMhPUd86ePRt9fdLJ8uPHj9P3dC0tLdTW1uLGjRv47LPPhtw/DAwMUF5eTv9O5vNTV1cXn3/+uTAxYvp0ECMj4TH19ODa0iKVtKUwc9UqEEtL4XeNHw8yeTKInh4MDAxw9OhRVFdXK32/Vu9EaQAAIABJREFUk0TcPm9qwjkeD2zR/X727Nn46aef1DzTUn/87W9/o90uqPkK87dGRESIjXdZ9aP7+vpw5swZtLS0gMfjwcXFRezY1DNMnkghSKTQznV0lLuupMtige/kpDYxwO7du2mLZKr/SkNZWZla22LPnj0QVAoG7JCZ0FgjDwkNcauJ1zk0xK0mNDGGQkPcvnpQ1T6GWfdDUi3Zvr7hEbeSiMA0kYpA0aztsWS19SpAWTvRkcqwv3DhglKLckyoQtyq005PHRnGskBllxsaGg5r8fNVhaqEraLErSLf91ZaKB6s5KEmhI2CZGGtXGqh30iHwG7qOATZzUGmuyUafOdC4GshxEtA3A4mbOvKi1GcEoMgJ2t4mxsiwsYYyW5zcKK5Ui5xS5Gta9eulWl5LI2wpWyYlbVYpjBcV4rBiU3SiDt11Vs/cOAAvd0777yj1nHR09ODnTt3IigoSIxk0dHRwc8//zxq/YqKJ0+ewEi0mHr8+PEh/+7p6SnzOipK3FKEjTaLhSofH/yzrk4iaftzYyOOzptHk7ZbJkzA/fj4Ie0vKbltLLS/ovdOptr2w8oP0b+nHzcbbuJ40XHo6ggXJPOX5uPxu4+lqm5PnTpFt62Ojs6IJca1trbS1ysyMlLmWF8iWoQ3GT/+hY319957D4WFhShKTkaCgwO93f7gYDzMyMAXOTl4mJGBa/HxiLayov89LTIShYWFCttMKzsH2rdvH3JENskLNm0CEammPDw80NcnJEROnTqFNWvWYNmyZWK1U2WBufhOJFhHXrp0aVjtXlxcTB/D09NTYbcc6nxUsYBWJx48eEArEe3sJmPHDnt0dVkNqXGrCHE7c+YU5Ofn02pIadiwYQO9D0ukKCRE6EogqZRKZ2cnvL29hXMWAwNsX7gQn8pJ6vw0MxM7ORzUsNkoiY1FYWGh2upajwQGu/swQRGu5d7liJ8Xj+V2y9EwswFfuXwFgfHAOKtzrEMtu1ai6pZJ/taya/Ew4yH8ZvoJv3PSHJgZCZNU3dzcJJ7flStXsGnTJpm/4e7du2IuGlTC60C5nGy6XA6VFEuRTNk52QhIDIB9iD1cY1xhHmEO11hXhFSE0MRt/tF8BOYFIiAxAPn8fLS3t4tZG8sjnRsaGuhtT58+LZUs7+npgSVFmJIBJ46dO3dKvc8YGxujoaEBPT09YokIhw8fxt69e1FQUYFZfn70PcgmO1sucbvg4EHoBQcPfM+UKTB2cEBVVZXEWqWPHz/GunXrICgogIDDwZGYGHxXXy/T3eO7+nociYnByoAAGIgUwTt37hzGbOrFxB/+8Ad0dXXh1KlTYu1RUFAgRs7Kqx/NnPdIAvUMk5eASdWq12OxJCZnMdeVIi0tkeTkpDYxgDyVbVBQENra2nDnzh2xJEV1xKeffoo9e/bQdshMaKyRh4aGuNXE6xwa4lYTmhhDoSFuXz2oorjt54vX/bgcG6tW+xgmEdgaEIDJopeTN4ODR5UI1EAxUBn2VH/q4HIVJm/VmWH/xhtv0PcpWTWjJEEV4laddnrqyDCWBz8/4eJPcnLyC+87LwO6urpUJmyVJW4pSCNwa0LY9HEEAgFKSkrodnYxM0KakzmybadiHXs6riyzwSqvWS+cuP3666+HELZFCUuQw/VHhI0xYubPQLzTTByqz5dJ2g4mbqnr2N3djUOHDmHbtm24evWqXMKWsmGWdCxFoMozkpnYNNLEHVUzzMHBQW1j4sMPP0ReXh5mzJgh8Xzq6+tHpU8Njk2bNtGL5b/88suQf2fW6mOxWHB0dKQJBGpRVtGg7Ji9zc3xv6tWSVS9dLq50aTtBl1dPBSRfoPbX1Jy28vc/spgsNr2i61foH9PP77Y+gVOl5yGg7mQbPSy98Ljdx+LqW5TU1NRWlqKjo4OWvWkra09rKSlffv24cyZMzK3ef/992lymBCC/fv3yxzrZiJb3QQbmxcy1js7O1FQUIAS0RxbnvVsK8M6M93eXikCbPAc6MGDB2htbUV5eblEFBYWIrakBOzaWiQyVHQzZ86ElZXVEItSSZg/fz4WLlyICRMmYMKECXBzcxPfxtIS48ePhwODsB5OEub69etpO05zc3OlyF/KVvtlKYXBTFBcuNAORUXzcPKkMy5dMsNvf2stk7jdtWu22PVlsVhoaGiQ+53MOS4TlZWVEre/ffs2Jk2aBEIIIgIDUeXri+UeHjgQEoKr8fF4mJGBz7Oz8TAjA1fj43EgJATLPTxQ5euLouRkFBYWSrXsfVkw2N2HgjS17VHLo3jCfoJds3bR16/ashoHgg9IVN0y1bZvh76Nfn4/ylzLQAiBjpYOAmYHgBAhiXrz5s0h5/fhhx+CEKEaMysrC5s3b0ZHRweOHTuGffv2oaSkBObm5vS5zJgxgx4XVO1a3wRfZOdlixGohBBYWloiOiMajuGOcI5whmWkJUwXm8Iy0hLsODaSdwxYJqfuTYVLpAs4SzlwdXUVUxjKuy8dPXqU/s7GxkapZDkzKWP+/Pn497//DQDIzc2Vew+aPXu2mPJz2bJl+PLLL9HU1AQ2lwt9kcPWJBsb+cTtgQMwj46Glsg1YqKJCSrr67F3716J8xUA+N3vfickbysqIOBy0RwUhJOJiXhYXIx/1tXhXw0N+GddHR4WF+NkYiKag4Ig4HIRLHqPs7a2lnrslzmYCm5J9yBZ9aP7+vrEbN1ZLBasrKzg6Og45H1YEVcwtmieK0t1q2gZBGVw5coVuf3zypUrL7qpNAENcauJ1zs0xK0mNDGGQkPcvnpQpcYtrUYQ1f2ItLRUay1ZJhG4QPRybDtlCv6iABk4lqy2XiV0dnaisLCQXmDcyeGMeoZ9VVUVfZ9SNhtWFeJWXXZ66sowlof29nZ64eT8+fMvvO+8aGzduhUFebmoXLoQNSFsLA/1wM2aRKUI2+EStxQkEbjlYd6ICV0ELpeL7KwszBrHgo8hQeh0HbSEOqMzxQ/Xk91xKWIusuZNRjrbGvuzlr4w4razsxNrGhtRlpGEwvglKEpcio35iYiZP0MEE+wtS5VL2sojWxUlbBU5liyo4krBTGy6n5Ii1ZVCVdy8eZNeIN+wYYPKx/vwww/h5+cnVnOMgpmZGVavXo3Hjx+PSn8aHD///DPtRrBixQqJ21COAocOHcKPP/4IADh8+DD9G5QhbikLfD1tbXxVUTGEuL3O4dCkbTOLhb7ISKntL62cxMvW/spCmtqWws2Gm8gOEF1HHT38rv13tOq2LLYMvmxfsN3Z9HOPEILMzEwcP35cJrq6uoacC5/Ph7a2Nnx9fVFVVYV9+/bh6NGjOHLkCFpbWxEbGyuW6BQVFSVzrN9m2MO2h4WN+li/e/euWEJcW0iI3CRGSj1ECEGJi4tS8+DBc6ArV66Az+cjpagIEWVlQxBWVASHrCzMqaiA0cqVA/cKY2OhXeggsKZNw+zZs1FWVoYPP/wQN27coJPIJKlxx02ejNnp6cjIywOHw6E/l0RSycLOnTtpssjIyEjpOSZl3e3v7z/q40sSmAmKUVERqKhgQyCYhwsX7HD5sim++cZJKnFbXDyd3tfc3Bienp7Yu3evQt9rbGws1j7Gxsa03exgUM5E+fn5qK6uRkFuLkqjo1Hl7z/E3ruGzUaVvz9Ko6NRkJuL6urql1pp29cn291Hltr2CfsJ9lvsHyC+51TiCvfKENWtJLVtP78fB0MPDhCMlsugzRKq/desWTPkHCniVhG4uLjQ1/zs2bPg8/kI5YWCHcdGGC8MwUwVKSEICg6CZ5wn5ofMh2O0I0wXm8IiwwKmi03hFO0E/yx/2Cywkfp9BgYG2Lx5s9zr3NPTQ4/d+Ph4iWT5e++9R2+jra2NBw8e0M/wa9euwdbWViwhZP369WJW9YOhp6eHH374ASdPnkRxWRkmi+YcRFsbfnv3yiRunSorYRkTA5clS0C0tMBisVBdXY0vv/xS5lzj8ePH2L59OwSrV0OQlwdBRAQEHM5QRERAkJeHhro6ulb3hQsXFJ7TvCzxt7/9jXZwmTFjBu7fvy/W7vLqR/f19eH06dOorKzEgQMH6Hru0t7j5bmCrRc9hybq6uIzUcmD0RIDHD9+XO74/OMf//iim+y1Dw1xq4nXOTTErSY0MYZCQ9y+ehhu/T4mqLofOlpayPPwUGst2c7OTuTm5tJWQAVOTq+c1darBqal30hl2Pf09ODUqVNoa2vDG2+8gZaWFrzxxhtoa2ujlUeEEHz88cdKnbsqxG1fn3rs9NSVYawInJ2dQYhGddvXJ11xy6w5O9LELYXu7m60tbUhPj4e3l5e8HBzRWygN6rCfRFtORlJJgR1FgRfrcvCf7Xk4E5BKC6lByDL0RQR9rMQ52GPD8oS8eftVS9ccZsUFoj50yfCS2SR3JodpRBpK0txqwxhqypxq6orBZXYlG5vP2LEHWW1ZmVlpbD1pywsXrxYbMFIW1sb0dHROHfuHJ49ezYq/UhaXLx4kT6v3//+9xK3+de//gVtbW3s37+f/my4xO2pU6doAntdUJAYadsXGUmTtgJCcEsCkcZsf0n2uS9j+ysLaWpbCl9s/QJHco9AV1tol7ypcBOtuq1OrIa3gzd85/sqTDBQoCyOmeDz+Qrtq62tjYyMDLHFYkljvZbNBiEEU/T18VVu7qiP9cGLzStFNuCykhi/ys2FgWhBvNDZWeZi82BHj8FzoN7eXrS2toLP5yO6tBRuFRWwzMnBjNRUjI+PB1m8GGTZMpCaGpCIiIFrvGAByOLF0A4Px7S4OFhmZ2NpYSFWr16N999/H//zP/+DqqoqsFgsmhRlwsjICEFBQVhWVAR2TQ1iSkrg7+9P//u5c+eU6p/U3MzQ0FBh22gKDx48oK2BuVzuqI4taXPdhIQE+loIFevRKCy0w+HDTrh4cTbu3p2DH35wH0LaPnrkhKVLB653QIA/2tvbFTqXy5cvi1tYE4KVK1cqtO+9e/fw5ptvCp/bfD4KcnJQlJyM4sREFCUnoyAnB3w+H+Xl5XjzzTfHRKKtNHcfeWrbwcRtlWkVury7hqhuJalt+/n9eMB7QO8bNy8OdkbCmvOOjo4S++7BgweRn58PPz8/zJ07F4aGhtDW1sakSZNgY2ODqKgo7N69m74X3L9/H/X19eBl88COYyOoOAjsODbcvdzFSNeQ5BDMD50P1yhXzF4yG3NS5sB9pzvmpMzB7CWz4R7rjtmus4eMbUKEClFlHJEohwS26H5MyABZ3tPTQ9d7JoRg1apVEp/lkuYA3d3dCAoKkniOx44dww8//IANGzbAmeHYMTcrSypp67t9Oyyio+GekgIXLhf2fn5YEBiIlpYWheYbP/30E21vLRAIIGhoEKpwS0uF/121CgKBAJs2bUJ7eztWr16NXbt2KTyfeZli27Zt9DXNyckZ0uay6kfLgrT3eHmuYL9LT4e2aK63NTBwVMUAPT09dAITBRsb8aSHtWvXvugme+1DQ9xq4nUODXGrCU2ModAQt68eFLGPUQRvBATAb+ZMxAUGqrWWbF+fsHaoh4cHAtzdX0mrrVcRnZ2dI5Jhr8jij72oFjIhhM7AVRSqEreq2umpO8NYHpYvXw5CCCZMmCCxRtnrBnk1Z9Vd41beOeTl5iAlbCGyvG1RGeSKt9ND0ZnqD4EVgcCK4FKaL3BEgJ8PNeKRIAM5bEtE+HkgNjQIgkSukLR9QTVu79y5g8rKSujp6mKKgQ6spo7DQgdLrMqKl0quUujc3IAt5VlYmRGH+EW+yElLgUAgGBZhqypxq6orBZXYpMdi4XhEhNqJu9u3b2OKyMZPHfVA79+/TxMp48ePx8aNG/HNN9+MWt+RF5QNso2NjcztPD09kZ6eTv89XOL20aNHmCsi5JxnzKBJ20c8HtZpadGk7SVfX7nt3xoQgCp/f7Umt6m7/Ydzz5SltmWqbhfYCC18fex88Pjdx/jjO39EeWw5Qp1DwZnPEVukHC5xe+PGDWzYsAFxcXFwdnbGzJkzoa+vDz09PRgZGcFDlFwoaa4haaxbiVTAxS4uoz7WB8/P+3g8TDMwACEE74SHyzwXyk7Z19SUtnfM5XIRLbJ4jIyMhL29PQwMDODs7EwrWCXNJXp7e7FlyxY4OTlBe/JkEC8vkOBgkMJCkKYmEIFACBcXEEKga2yMJQ8eIPHqVSxqaUGEQIBagQDNzc3o7u7G8ePHMWPGDLF62UzCtra2FmfOnAGfzwenogLsmhpwKiqwgGEBfezYMYWuYUdHB8aPH0/fzzo6OpRuh2vXrtHfm5mZOSrjSt5c102UdEcIQXFxMXJzc1BZ6Y/qamt8+KEjLl0yxeef24uRtj/84I7du+dg0aIB4jYiImKI0k0amDVAKfKOWY9V0T4tLeny1KlTan13HGlIc/eRp7YdTNzWTKnBh+4fiqluS0tLUVJSMkRt28/vx+Ocx/S+CTYJSLUTtouWlhZOnz6t8u9qb29HPj8fAYkBCMwPRP6vhDVqze0GLJUdnR3huswVDmEOsF1mi5kRM+G03gns3Ww4rXfCzIiZsIuyg0ukC6LWRiG+NR5Rgii4Rblh3BShffqsWbPwwQcfKHROVO1aU1PTIWR5QUEB/ZmTkxN++uknic9yaXOA58+f4/Lly/Dw8BDr32VlZQCEte6ZNsxTAgLgu2/fENJ24aFDsM3Ohk1cHHwTEuC2ZAnyqquxYcMG/PDDDwrPOQDg2bNnePToEa5fv44TJ07g2LFjOHHiBK5fv45Hjx698AQ6VeP58+dwcnKSOH4oyKofLQuy3ofluYJRz80FZmajJga4d++emJqdxWLh9OnT+OWXX/DBBx9g3rx58PLy0tSbfQlCQ9xq4nUODXGrCU2ModAQt68m5NnHyMNo1JIdKSJQg5GDujPsxfpAVJTUPuDGqCNXWlqqVB9QlbhV1U5P3RnG8vDRRx/Ri6eNjY0vvM+8LFCVwB0OcSvrO5l1dr9cm4l187QgsCLYwZ6M50eaaFvkNVGBKEiORUpKCgRr1kBQmi8kcEeZuAWA//qv/xJbZJs71wJZyfEDZKsEArdzcwM2l2UiJzIYPG4gkoL9EOBsjyVhIeByucMibFUlbtXhSrErKAg1bDbqPTzUTtxRdpSDrRqHC+biZkJCwqj2GUWCIlEzMjJkbldVVQVLS0v67+ESt8+ePaMVOdpaWvi6uhpf5+ejRUeHJm0/cHKS2/4lLi7g2dmptTbaSLS/spCntmWqblvjW4ULk1osXN95HSeaTqAirgIZARlI9k5GjG8Mli1bpnRtelno6urC1q1bJdoqyxvrZ0QLx3osFh7weKM+1gefz/WEBNSw2Wj285N5Dn/KzkaNyIVDV0sLO2fMQKqODjxlkOD5+fkoLS3F1KlT6c+io6NRWFgIJycncdt0FgvE1haEw8HkwkJ4nj+PuN//HhNFtTJ9KiqQdPo0OAIBkgUCNAoE2LNnD+7evYuAgACJ329kZITq6mradnffvn3IKSiAR00NArdsgUdNDZYwLKAVUTG/99579JxMX19/2AR6R0cH/b1r164d8TGlyFzXmWFZnJuZiUWLFiE9fRlKSx2xY4c9urqscPWqGb791o0mbm/dskd9vQkcHAaI24qKCoXO6eLFi9ATOR9RsLS0fCH3nNGEsu4+iqhtBxO3tYa1OG93Xkx1GxUZhWWRy4aobSkYaAsTOLgWXLwV+hbmTRPWYudwOCr93hs3bqCkpATRGdFgx7GRujcVuUdyMXH6RLG294/yh3WANVxjXGEWYQbrQmuwd7NpWBdYwyzCDK6xrgipCKFr3eb/Kh+eSZ4wsxbaHU+aNAnr168HIUI1/NWrVyWel4soKYRpp3/q1CkcPXqUfofR1tbGr3/9a6nPcnlzgOfPn+PkyZNwdHSEgYEBzp07B0BYnmHHjh30vhPmzYPtqlVYeOiQGHHLFghgER0Nn9RUOAUHY0leHpqamnD37l2F5xuvS/T19dHX08XFRWKbS6sfLQ/y3odluYLlUc9NFgvno6NHXAxw+/ZtMaWtrq4uTp48+aKbRxNSQkPcauJ1Dg1xqwlNjKHQELevJuTZx8gjbUerluyraLX1OkAdGfaSXrTeCg3FNZHq+oucHDzMyMC1+HhEW1nR96m0yEgUFhYqbI2nCnGrDju9kcgwlgcqy3y4KuFXGcMlcJUhbhUlbCn8umoZTdyutSZ41r56SD3bjo4O3LlzR2i3tmYNBKtX4fTp06M2V/j+++/F7LsdHR0H7t2DydeseLzTVClG2CYHeSHRzwmRvq6YY2oMNydHhAb4DouwVZW4VZcrBaV6Uzdxp24w1SsHDx4ctT6jSDDnoLt375a57QcffABCCL7++msAwyduAWDt2rX0vuXu7mg1MKBJ23esrOTOl0Yjue1F3R8ptW2SVxJOlp7EF9u+kIqPln8EL0sv4WKs1xLUJNWgLLIMZWFl2M3bjSSfJIT4hqC0tFRpJZ+08xPec/h03UhlxnqAKAksY/78FzLW5an9/5KXh99EReEDJydsmTBBzLa7jhBoi/psDCEoJgQcQqAjg7xVBAYGBoiIiEBaWhqyV64ERyBA5Z/+hKwbN+htUj78EByBAAUCAQQCAd5//30UFhbS8yMmxo0bhwULFqC4uBjl5eU0CgsLEVtSAnZtLdJ/9zuwa2sRXVhIkzTu7u5i25eXl2PTpk20VfipU6doe1UdHR2V1Oh1dXX0+SqqEBwuFJ3rxllb0+dU4uWF1KVL4eHhgexsXxQVzcPJk864dMkMv/2tNZ48YePvf3dDc7MZMjNNYGU1Ren5YmJi4pC28/Pze+H3IGXuBVRt9NbWVrnbK+vuc+DAARAiVHVnpGfIVNsOJm4FxgJcNL9Iq25r3GsQ5hAGP0c/VLlVialtKZiOFybFLTBbgIcZD5HjkAOWFgssFgtnz54d9nVqbW1Fdl42vOK9EL48HPxjfHjzRDbBWgNt7+bjBlN7U5gvModZlBnctrqJEbeum12hO1VXrL/wj/ER2xILdhwbSZlJdF12FxcXmryiyrYMfm+cKboXUzVdCSHo6urCvHnz6L+bmppkPseVmQM8f/5c7O8vv/ySrqFrYGyM2aWlYG/dSpO2Cw4cgGViIhwSE8GOjIR3XByqVqzA3r178fPPPys133gdoqysjG6L1atXD+mHsupHy4Mi78PSxADLGOsH8fPmqU0McO3aNfj5+cHJyQklJSW4desWrl+/DldXV7Fn4cWLF19002hCRmiIW028zqEhbjWhiTEUGuL21YU8+xhpi1Mvopbsq2S1pYF8dHZ2oqCgQKxvyiJPWhl2eun29kr1TVUIUHXY6Y1UhrEsZGdn05m+t2/ffuHt/TJCWQJXUeJWWl1dSYRtfysfn61OQaujAW2V3MXzBo4IhhC3lLr26dOnuHfvHs6ePYtvv/12VOYJP/30ExYtWkT3x9mzZ4upUZjXMSMxDmG+bLjZWmKBiz1iA9yR6OeEBJ/5SPCZD3/HeZg9wwgLHK2x2NMRaeEL0baiSCnCVlXitq9vbLhSqAvODAtOZRcmnj59Si+kjoRqYMOGDWJzUFnx17/+FYQQnDhxAoBqxO1//ud/0vva6OiARwiaCEGbqSn+LKfu6Wgmt402Dhw4QKttkzyTUB5WjpqIGqkoDyvHYqfF0NLSgpaWFtys3RDnEYf68HqcLjmN5YuXI8Y3BlFRUWpR3R48eBB8Ph9lyWXg8/kKHZMa68mixJOJurr4JC3thYz1wTV3L/r4iCUNyIOTqM9ai4hcDiGYogJpa2FhgX/84x8AgL1796JYIABHIMCK778HW5TwYeblhRXffw+OQIBigQC5ubmYOHHikGMZGhrC29sbCfn5iCgrk4iAqipwtm8Hv78fnO3bEVBVhWmiOdJUMzOxbVOKisDn83HlyhWcP3+eLjmhra2tEFEnC0uWLAEhQpvWkRxPysx16xi2rk0+PqhhsxHu7Q1vbzcUFjpCIJiHCxfscPmyKb75xgknTlijutoECxaYwMnJUqn54vnz52nSionRrverCioqKoRjwdp6SF3nvr4+nDlzBi0tLeDxeLC3txf7vWHz5ink7kORMM5WzjLVtoOJ212zduGy6WVadbuJvQkJ5gnwNffFCs8VQ0jbfn4/pugLyfdFsxahn9+Pt0LfQrh1ONjubIXrDg/G2bNnwefzEcYLg3eKN3IO5yDrYBb0JwrrGk82G1C7zpw5EzMdZmKi10TY1tiKkbbs3WzMSpg1pL9ktWfBO8UbYbww8Pl8cLlc+t+2bt1Kv4e0tLQMIcwniezODURW8YQQhIeH0//v6uqKp0+fynyOqzIHAEC7ERhMmYLZcXGwrK3FgrffBufwYThVVsIyJgZ+qalwDg1FUkkJBAIBvvzyS6W/51WPn376CdOmTQMhQicESWV6pNWPVgSKvg9LSs5Ii4yk9/UWlVVQhxiA6t8UDAwMYG4+YD1uaGiI27dvv+im0YSc0BC3mnidQ0PcakITYyg0xO2rDVn2MZpashq8CNy9e1dMDX4kPFwuadLJsNMrcXFRasFcFQJUVTu9kc4wloYtW7bQ++7bt++Ft/nLDEUJXEWJ261bt6IgLxeVSxeiJoSN5aEeuFmTKFHF+6fmbOzynEqTtkdCLfHL4TUyidvRjufPnyMtLY3uT1OmTMGZM2eG/O5bt25hxYoV8Pf3B9vdHd4ONlhga46FtmbICnDAjgwuEnzmS1fcKlAnV53E7VhxpVAVV65coVVxjo6OSrf/5s2bQYiwztxgxQoAfP7553j33XdRVVUFf39/jBs3TqmF1G3bttHby7NKBgBra2uUl5cDUG3R9t///je97zhCsJAQpI4fj9+mpLyUyW2jhdLSUniyPRHkHIRY31hURlfKRaxvLOzM7TB50mQ4zXVCkm8S2gvbcbLqJNoL25Hol4iY0BiFFLLy7tXl5eUozihGRVwFijP4NhRGAAAgAElEQVSKFTomNdYjAgPha2qKSje3FzbWW1paUJyYiBo2G++7uipM2FLIE/VZLUJQIiJujYZB2O7duxf/+7//S4+H7777DgKBAAkCASIPHEB1fz90RcSKV0kJVj55gpAdO2AWFjbkWJMnT0ZZWRlu3ryJ1tZW8Pl8RJeWwqO6GuyaGng1NMCvuRl+zc0I3LIFab/5Dfj9/Uj99a8RuGULLBYvFv4mHR24lpXBo7oa0aWl4PP5aG1txccff4w5c+bQ35eZmYnjx4/LhCwb7d7eXpoE5vF4IzaWlJ3rMhMUL8fGooPLRamrK7ydnREe7oiCAlscPuyEixdno7PTDA0NpoiNNYGf3xwEBPgrNV9kWgIzMVr1flXFzZs3aYvdjRs3Dvl3Si0rDdkODgq5+1A1mFlaLERYREhV2w4mbvdb7EefZR8uml/EWbezeNvmbaQapSLcKBzV7Gp8lfuVGGn7l/y/gKUlfE5HW0ejn9+PhxkP6fq4w7l33r9/H/X19eBl88COYyO2JVaotk0Rqm0nGk1EQM6AzfmMmTMw2WEyJnMmw6rBiiZs3Xe5w6LOAix9FogWEf6XIsJSvOEV74XsvGy0trbS9eoJITh06BDs7OyEcw8HhyEW4XqieckUfX16H21GG7W1tcl9jqtK3FK15KfNmIE5HA5m5+fDqbkZvtu3wyI6Gu4pKXDhcsFJS0NDY6PG8lZKUG4ohBAsXrxYYn+UVj9aESj7PswUAzQ3N9P7BgYGqk0MwEzsHgxjY2OZFt+aeHlCQ9xq4nUODXGrCU2ModAQt68+1FFLVllLKmVx5MgROkNRWj0cDV4NDEfp9lVuLgxEdnqFzs5KqV9UIUBVtdMbjQxjSTh//jy9b1lZ2Qtv87EAeQTug5U8lRS3g1W8X7+Rj0OL5tCk7W6vafi/A/U0afuyELeNjY10X9LX18fhw4dlXrfMpHhEBXoixNUWKYFuqFvmjzVRPlgZ4QGuowWi/d3g42grvcatEgSuKsRtX9/YcqUYLjZu3Ei3X21trVJt/+TJE9qa9Pjx40P+/QbDSlUSmAupz549w6NHj3Dt2jWcOHECx44dw4kTJ8Dj8ejt9fT08Oc//1nmOWVlZYHNZgNQfdGWsmglhMBs3DiUuLu/1slt3d3d4PP5COeEI9wrHM05zdhesl0umnOa4W3vDavZVgh3DUdjciMuNV+i0ZTahKKYIoUVstJAqW3LE8tRlVCF8sRyhY/5sox1puL2gLW1TJK2zdQU7zs4DPl8vqjPBk+bBr6NjdKK2/379w8ZC3fv3kWjQIBggQDRhw/DWkSmTpk+HaFNTQhqacH41FToBgfDxd2dPtbUqVPF1FW9vb3o6OhAUVER0goL4V9VBc8VKxB3+TLyv/4a/P7+IUh/+BAsXaEF6zwuF2mFhSgqKkJHRwd6e3vR1tam1O8jhCAyMlJqGzBJvXfeeWfExpOyc11mguL+4GBa6Z3k6AgPdzdkZTmiutoaZ886orLSEJmZ0+DnZ4qYmFBEREQoPF/s7OwUr2/MwGjU+1UHysvLQYhQMU1ZaTPB7DNaWlqYNmkSTEWJCIQQbOdw5JLnqba28HN0hKGBsH6ws5GzmNr2n27/hJW+kOh9x/KdIcTt313+jsuml3Fyzkm8ZfYWVk1dhbxpeahxr0Hnsk4x4vbTzE/pfUtcStDP78eFGGHip762PjLSM5S+d7a3tyOfn4+AxAAE5gci/2g+/j97Xx7W1LW1vwMCoogIoiA4gKIggxImRUmAAMpMGGQM82GeRZAxolhBFHEsWrFoHeqAouKMU51A6L3t9Wt77ae9nfx97dPhtvf2VnttfX9/JDkmkEACWFSynud9lORM2XuffdbZ71rvSnonCWP1BNLE8/znIYD/fMyNmzoOWtZamBI9BQbpBrCqtQJzCxM6+Tog0wTb6C3Qw5gZz9txytwp8An3QUZGBq5duwY/sezG2tpaWi5ZlRCkWljQEuFXQ0Pp7ax0nst8zyeSCgL9lXYYjA/wxx9/0EFtFhYWmO3qiqne3piWmwuTqCjMCg7GgtBQzPfxQVJ+PtauXYuff/5ZoXOMFIuNjaX7YfPmzVIV1MSzqUWKPfJiMO/D3d3d0BAGB7BYrCGZf65du4Z3332XVrcSh5GRET7++OPh7hKlyWlK4lZpI9mUxK3SlPYKmZK4HRkYbC1ZRSSpbGxsaCdZESe7Zz0cJV4/DKa25EKhhNkCAwOF6s0N5oVvsHJ6f2aEsThu3bpF78vlcoe9319mtLa2orq6ml6Ql0XgFnCYQ1LjVkTgnuDOo0nbdXM18F19pgRp+zIQt//5z39ocovBYKCurk7mb5QgX+NDsb8qF3uKkvFGnB9WRy1FGdcFrNlGYM40xkLrOUiIjgCfz5d9DDkI3MESt93dr6cqRVtbG1avXo2goCBMnDhRYrFMEautrQUhgvrcf/zxB/35Tz/9hHfeeQeLFi3qtWilpva8Bt6bb76JJ0+eoL29XVCbmc8Hv6QE/Jwc8DMzwc/JAXP+fIn9MzIy+rymt956CyoqKvjXv/41aOJWtGjLYDDA4/EGFdz2OkCcGN2RtwMPDz6UC5/s+wRBi4PAseEgdGEozqw+I/F9V2MXckNy5c6QlTWnirJtc0NycbHuosLH/LPv9a6uLly6dAlvvfUWysvLkZeXh1WrVtE1bs8HBKDN3h67jY1x2cUFD2Jievk9D3k8rFZRAZ8QrFFVxQEzMxxlszGKwYCaigq4BgYK1bgtLS2VuJfF76sMoUzy4pISqAtJrqioKJRUVsLA0xOqHA4ci4qQVl5O16ckhCAvLw/79u1DdXU10tLSaL9JRUUFxtOng5ORAWZBATx27+5F3iZ//TU8du/GBGFmnpGxMVasWIHz58/T7TjUxK0o23Tu3Lkv7F4aiK8rHqCYZmNDBw8UMJlgWVuDxZqHjIy5yM+fjqgoHbi66oPNNkdSUhL9jiaPvyhOrhFC6HIehLz4er9Dgc7OTjpjOi4uTuo2x48fR2ZmJsLCwpAUHIwCJhPJVlb9Erfi5HnQzJlYaGCIeVqC/dRV1JE/KR8fW32Mb+d/i8oplSCEwHy0Ob6Z9w02T938/PjG9ThkegjLxi2DmYoZxjLGQoWoQIOhgUkak7DAYAGuh16nidvTgafpfRvYDfTni6YInrHWptYKzZ3Xrl1DRkYGAnmBYAYzEb0tGtQBCkuLltLnCVkXgsS9iVBRFTwH1SarQd9TH4ZRhjBKN8K0gmmYWjEVxE04VjQIrNZaQWvWc5l0I0sjcDgcNDU14caNG7Rcrrq6OhITE8EWqxkcNnYsHbzQLCap7Cg2FoO0tcEiBJOFfyckJPT5DB+MD/Djjz/S+3p4eGAZj4dpbDYmL10K3cWL4RQVBSt3d3gnJqKyshK3bt1S6PgjyZKTk+m2XLZsmdR1JvPZs+lttm7dqpByxWCJW319fcFYc3Qc1NxTUFBAZ/rLwj//+c/h7g6lKWBK4lZpI9mUxK3SlPYKmZK4HVkYSC3ZwUpSyetkNzU10Qu/bW1tw95WSgw9WlpaQFEU8pydscvDQ27S9hFFgb9gAQghGK2qivtxcdjJ4SDP2RkURUmQojU1NQKCQIjAwEB6LAYGBkp8t2XLFpnXqoicnqz76nWKMH4dIVrcSqAS6IwB0XeyyFd5iFtZx4jz80SM3SzEWBkhbBLBiukEVbMYeMCP6UXavgzE7R9//AFjY0FdM1VVVbS3t/dL2PYkW09vKMGeomRURXvD1Wom7C1nw3neXAmytc9j9kHgDgVx2909NKoUw4m2tjZUVVUhICBAosaWOMaNG4fHjx/L3fe///47rbJRXFyMH374AXv27IGPj48EOdsXVFRUYG5ujuz0dPATE8H39gafzZaAY4/r1dDQwAcffCDzuj755BMQQnDx4sVBE7eirDMNDY1BB7e96uhJjHY1dslN3B6uPAzKl0KIXQgKfQvRUtyCT/d/Sn//t7f+Bn4UHykBKQPOupVGKm/P265Q1u2Lutc7Ojpw7NgxbNiwAVlZWfD394eNjQ20tbWl3hfTp09HopWV3D7Q/4SG4raXFz6Pj6c/2+zqCj8TE9iJSZP3BVVVVbz11ltS74Off/4ZfD4fy/h8uPH5CM7IAJvNRmxsLL777jssW7YMhBB4JiTATbidtEwjWQgICIB3YiKYBQWI6OyUIG4jOjvBLCgAOySEnjOOHz/+wsb59evXMW7cOBBCsHbt2hd2noH6uuIBiqLPdnI4SGAywWQykZTkjIQEE/j4zICTkxEiIkJon1cef/HcuXN0wIoIojquL7re71Bhy5Yt9LX3FUzRM+O5nsXql7gVJ8+dDAwQYsAEW9MBDCJ4VizVXoqiyUXI1c+FJkNw7/mP90fR5CJ4az/PelZj9P+MHKUyClULq/CIeoRq52r68+thzwnd1oBWwf3LUEVkRKTc81xNTQ3ik+LhEOKAJYVLQB2gQB2gMJstIM+0DbRBHaAQvikcWhMFROyo8aNgQBnAKMYIUxOmYmLyRJAwAqIpvGYXAuYWpgRxO9V+KpydnXHgwAGJYA4LCwskh4TAXVUVk4SfmRCC8wsW4BFFIVeYtT+KEMSKtckyBgORRFC6YJaeHqqqqvDkyROZz/DB+AAdHR30vhs2bEBFRQVsvbxg5OICfXt7mC9eDMfgYOQVF2Pbtm34/fffFTr+SLKVK1cK5m9CEGBrK/W5aiskTwkhiOfxFPKhB/s+LHoWOzs7D2ruEQUmyMKqVauGuyuUpqApiVuljWRTErdKU9orZEriVon+oIgklYqKCkxNTWFpaTkgJ9va2hqEKLNuX1c0NjbS2SZXQkIUIm7v8XjQEC6oNLDZuBwSggImEykJCWhsbKTPIb540B+YTKbMa5VHTq+/xf7XIcL4dUZNTQ0SqARwKA4SqASpMvA9ScWUxASJzFN5cOfOHWzduhULFy7E7NmzMEWDwEmbgD2BYN1SW3y3bcVLSdwCQFFRET0Oo6Oj5SZse+LYukIEONvC2W4+3FxdkZyU2KsdFSVwh4q4ledeftmIuzNnzoDL5cokaukFZDU1LF68GGfOnFGo38+dO0cfY+HChRg1apTU4+vp6SEsLAz5+flwdnbutZ0OIXDT1ESliwuOhYXhf9LT8f2KFfhPaSm+X7EC2Y6O9LYMMaLnww8/lHpdz549g56eHiorKwctkyjaV1NTk27XgQS3vQ4YTLZtUWQRcgNykbA4AW8nvo3Dyw/jVv0tPDz4EJ/u/xQtxS14K/0thC8KR2p0KrKzs3Hy5Els2LChz1qk4vOCNFJ5oJm8A73X29vb0dTUhIqKCsTGxoLFYmHatGkSktvywogQ+I0di3NylouQJuNcaGcHS7HsHw0NDbi4uCA6OhpjxGRhtbS0cP78eZn3QkdHByr4fPjz+VjO52PNmjXo7OzEs2fPcOnSJTAYDCQmJmLNmjVYLtyugs+Hr6+v/L9ZXx+Tli1D7Mcfg3r0CAkPH4J69AixH38MZkEBQtPTMVvoLwUHB7+wcZ6ZmQlCCExNTaW+zwwVBurr9gxQfERRtK/r4eYGf/8lyM52gJmZCebOnQN3d3cUFxfLHaC4f//+Xn2jpSUg4l5kvd+hhL+/PwgRKEHI2kZaxnM9m03/ZlnErTh5bqSlheWGwWCPtsdYFYG88AS1CeBM5GDWmFmCflIZDXc9d3AmcmChZdGrbccwxsBY1RhzVObAdpwtOJM4sNO1gyrj+ZxR7VyNoJlBIIRgytgpeJDwQAJWeoKMX3mzbk+ePAmKouAZ6QnHCEckvJ1AE7da+oK+nrV4FpLfSYZznDMmWwkCVBmjGDBIMcDUlKmYHDEZowJGgZiI/R5tgskek6Ex+bmi1gSLCTC3MpeYbzQ0NBATEYEwY2MEEYJFws9VCUGFigr+FhwMU6GfMIcQlBNCqwYsJASVhCBJVxel7u7gl5Whvb1d5tw1GB9g69at9L5///vfcfToUaRnZcGUzYa5gwPmstlYlpEBPp+Pzz77TKFjjyT78MMPERUVBR1C4EQIogwNaUls8RrSCXPn0u2daGtLK1kcOnSo33t+MO/Dd+/epYNVvLy8BjX3hIeHS9zfRUVFaGpqQnt7Oz7//PPh7gqlDcCUxK3SRrIpiVulKe0VMiVxq0RfkFeSKjc3Fzt37sR7772H7u6BO9mFhYUghGDs2LES2W9KvB4Qr+92j8dTeLEyaOZMEELgamyMezweCphMpIWHY926dfQ5hoq47U9OTyJzJyDgtY0wfl0hWtzyo/zAoljwp/xBURROnjwpdfs7d+5gz5492Lhx44DqcNfU1CAkPARjzcaCqAj6lTPPHJVhXlgVxMaxrLBeBO7LQNy+//779DicPGmSwoRtT5I1LlIgo9ZXO8pL4A4lcSvCq0Lcubi4SJ3T1NXVwWKxUFlZicuXL+M///mPQv39//7f/8P27dthYGAgc96cNGkSIiMF2T+dnZ0S11VaWvqc1B01CixCEEQI9ltZAXx+LzSKkT8zhLXuTIyMUFVVhYcPH0q9xoCAAHA4nCGTSdTS0hr2/hxOiBOjOcE5uLH1Bj5q/kgu7Cvdh4zADOQuzcUW3hYczziOo7lH6azbW/W3cHj5YbRktaDAvwBxS+KQlJiEkJAQUMmUXEREX6TyQLJu+7rXq6ursXr1aqxcuRLZ2dkIDAzE/PnzoSNWh1FeTJ06FR4eHsjKysLWrVvxxhtv0IEWKsJF7iBCsEFLCxednfFFQkKf/s9XSUn4R1wcPo2KQo2TE1LnzcOy4GAEBgaivr4eN2/exK5duyQyfY2MjPrMYAeA06dPo4zPRzmfj23btuGbb74BAHzxxRfQ09ODl5cXfv/9d/zf//0ftm7dinI+H2V8Pg4dOoTIyEi4uroiOTm5b9/LwgLjY2IQd/8+XDdvBrOgAK5btiDu/n0srqkBJzsbYWFhUFVVhZqa2gt5H71x4wbdjw0NDS/0npLm6/4jMREzhH2zk8ORK0BR9FkBk4nE4GB4eXkhJSUeY8eOHZCf29HRITMT/EXW+x1KiKSdfXx8ZG4jLeNZXuJWRJ6rMhjIme2MAEMr6GsI2ozBYIDNZENDXUBe6o3Xg4WJBSxMLDBF/7nktIaaBgz1DGGgY4Apo6dg2uhpMNM2A1OfCe8Z3lg8ZTFGMQTkpYaqBsaOEvSnrb4tCpgFEnAzdhM821XVERcbhz179sj83Xfv3kVRUREi4yPBDGaCu5ZLk7aRW57Xk18YuxC8Rh6YwUxM9ZxK+6SGXEMYpBtgbMBYEKZwbDAUm/eMjY1BeXuDo6KCYkIQIfYdjxDkiv0dRgR1u6cL/55OCA7Ono1v8/Ox2tUV/KQk1NbW4unTp1LnrsH4ADweD4QIAgAAgfLA2rVrERQSArarK9xjYlBSXo6jR48qdNyRZA8fPsSqVauQu2wZ7evtmDZN6n0lXj+60M5Oodrxg3kfvnLlCr1vbGzsgOactrY2FBUVwc7OTmKsb9u2bbi7QGmDNCVxq7SRbEriVmlKe4VMSdwq0RfklaTqiYE62RcvXqSzF8rLy4f99ysxtKiurkZ6WBgKmEw86GeRUhpOC7MKVBkMXAsNRQGTifSwMFRXVw/pdfYnpyetVt7rGmH8OqKzsxNFRUWIoWLAolgIWh0EFsVCDBWDoqKiXmTUYHHy5EnEx8djovVEaDG1oD5dHQYGBigsLAS/ogL8zGTwpRC4w03cfv3116itrcXkSZOgM3oUTCdoIsTVSSHCdjDZsf0RuM0V2UNO3L4KEH9OqqmpwdXVFXw+H1evXsWvv/6qcD9/9dVX2Lx5M1xcXGj54J4wNDRETEwM3n777T4z1cSJW/cpU8BTUUGlcHH242XLehG3txIT6e0DhXUuVRkMlKSno76+XqpM4vr16zF27Fjs3r17wIu24jKJOjo6w96nw4mmpiaaGM0JzpGJRO9E+C7wRaJ3InKCc5AZlIlFVovAseYg3CEczQnNeJd6F7tjd2N/zn7c3HgTLcUtOJp7FMczjqMppQnhi8IR6h0KR0dHpIem90u49ifhPNCs26tXr+Ltt9/GqlWrEB8fDzc3N5iYmMjMLJcFTU1NzJs3D+Hh4aisrMTBgwfxl7/8Bb/88ovUcffbb79h9+7dMDQ0hA4RSIJGEkGW2ToNDTQaGGDbxIlo0NHBxnHjUKupibVqaqhiMMAXbieSEtURjt3r16+ju7sbe/bs6SVjrq+vj+nTp9N/R0dH49tvv5W4pm+//RbNzc24cOEC/vvf/wIAnjx5AkdHR0yfPh3ff/+9xPVfuHABzc3NvY4TFxcnvZ0YDJDFi+FQXQ3HsjI45eUhMCMDTnl5cCwrA7u+Hvb5+UiiKCQlJYGiKDQ1NQ35OD9y5AgoikJhYaHU71taWlBXVydRemOgkObrlgvVBcwnTOiVZf15UhL2L12KZCsr6ArLXDAIgba6Oubq6sJu0iREe3sjPz8f1dXVtKKKosRtd3e31EzpF1nvdyhx5syZ5+SPjH7s7pae8SwvcXuPx4O60H+OsbBAiYODRBCmh4eHQnMEIQQ643SwxHkJEgITkB6WjvSwdMybPa/XdiGcEPp7EeL84+jnMmsRCxs3bpT5u9vb20FRFNwj3OEQ4YDkd5Jp4tY9250+j3+lP51xaxVohdGGo0EIwTjzcdBJ0AFZQkDGCK/LjIB4EagwVcAwYoCoil2zCoH2eG2JeVNbWxtcIyOalH1L7D2IQwjchf8fRwTZtnxC4CX8TJ3BwE9FRQCfj6NhYYLyCnw+7t+/DwA4evQo3n77bRpJSUn0sZOSkiS+O3funMzn/7Nnz+gyILm5ufTnDx48QFNTEwoKClBSXo61a9fi559/Vsi3GCn2+PFj1NfXg5+TgwoWC9HC59MWXV2p95V4/eg33d3R7OVFB1/n5+f3qWIzmPfh5uZmet9Vq1bJvd+pU6eQlJREK0FIw7vvvjvc3aC0QZqSuFXaSDYlcas0pb1CpiRulegL8khSScNgnGxRRKNS4vX1w2Azbh9RFHxmzAAhBGFmZlIzbocCfcnptba2IiUlBRlcLgqYTDSw2fg4Nva1izB+ndHU1IRkKhmelCf8yv1QcbcCfmV+8KQ8kUwlD+misYgknmExA1pMLYx3G4+JiyYiY3kGGhoacP36ddTW1kolcL+szxtW4ra1tRUV5eVYupCJORPHwHziWOT4uyhE2A6FrLEsAjfKy2VEErcrVqyg7++VK1cOuH+fPn2K2NjYPhecnZyc8M4776Crq0uuaxNlsRBCEDlnDi67uIAvXJytGT0aP+fnSxC3v5WXY7Rw0TdQbIGMZ2cnUybx1q1bIISgsrJywMStuEzipEmThr1PhxMbNmxASnIK0uLSZIKKoeBk5wSHeQ5wsnMCFUMhcGkg7OfZg+vIRaFfIQ7nHsaWqC3YHLEZW6K34OiKo4Js28wWHE45jN2xu5GzNAe+dr6wt7FHKDu0X8JVHglnWVm3nZ2daG1tRUNDA/Ly8sDlcsFkMqGnp6cw8TJlyhS4u7sjPT0dmzdvxvnz5/H555/jjz/+GNC99+DBA/B4PNgZGdGZSkXC+0QWioTbsQjBZLFru3jxIrq7uxEVFSXXb6mtre33+tLS0qCuro6uri65f9OhQ4d6nUtdXR22np6wzc8Hs6AAbjk5SEgR1DpOSEmBW04OmAUFYBYUICw9fVgCNjs6OrBp0yZQFIV4Kh4URaGhoWFQ6go9fd37cXGYICRkd7i7S/iJf4uJob/rCyoqKvDz8+vzvE1NTSBEENDT1tYmdZu6urpex36R9X6HEuvWraOvua+AD2nvGvISt+LqPo6TJ6POxQVhZmb0vhYWAklkRSTSZ8yYgTVr1kggJiZGYhsjI6Ne24hgYmICQghmzZqFpqYmrFixAnl5eb2Qm5sLNzc3zF8wH0aLjGAVbwWnlU5wWumEae7T6HPZpNjAaaUT5qXNg9EiI2jPE2ZhMwiIJwExFV7XaALiTUBCCEic8F9dsd+mRzBT2Fb0PU8I3BgMpBOC1Soq+D/h+xQhBLaEQI88J3FFc9sKQqAmJKf3BgUBfD7upaeDz2aDX1qKq1evAoBEEEp/YLPZMueqa9eu0dtJm+MePHiAgwcP4sGDB3LPfyPN2tvbwS8rA9/LC3uDgrB5wgTwCcEaVVWp8v/i9aPTbGzwdXIyGths5C1YgJTEROzYsUPm/TyY92Fxf/nYsWNy7XPr1i06eLsnpk6dioyMDFy7dm24u0BpQ2BK4lZpI9mUxK3SlPYKmZK4VaIvyCNJJQ2DcbLj4+PphYcbN24MexsoMXQYTI1bEa6HhWEUgwE1FRVQVla9atwOFn3J6d26dQv5+fn0gtDeJUv6rE/3qkUYjwRcu3YNGRkZCKVCwU5hI/9cPiq7K5F/Lh/sFDZCqVD6pXwoztfU1ISo6ChoWmhiPGs8pmdNR2BlIEILQ1FZWYlbt27ht99+w82bN3sRuPwg9kuRcZuXl0tn3M4z1pVab/ZFErciyCJwRxpxK6oFTwjBvXv3Bty/X3zxhdSFKTc3N7kWx3uio6NDIhtprbMzHlEUmmfMoBdo95qY4FllpQR5yxYuxjqK1ev1NDWVKZP45MkTaGhoIDLyufTjQGUSRQvmw92nw4nLly+jrq5OJmmwZs0aJCcnw83VDWGuYXBzdUNCQgK8vLzg5+qHGLcYHC4+jMPLD+PNhDexN2EvGhMb0ZTaJJBNThcQt1vDtmK1/2ostV4Kd2t3LLZejIyQDJlZt/1l24pwe+ttJC9Nhq+rL+zt7eHq6oqZM2dCXV1d7kV+QgS1Ga2trREaGory8nLs378fXV1dLyzj6sMPP0RVVRUyIiPBNTSEO4OBMEKQTgjKRo3CmtGjsUZLCyXjx4PS0UGQtjY4Y8ZAR+yao6Oj0d3dja6uLtTU1PT7G9XU1PDXv/61z+sS+Q9vvfWWXAmvkyIAACAASURBVL/jq6++QkREhMR5GAwG/Pz8wOPx4JGdDbv8fARmCPq6uroa7e3tqK6uBkVRCMzIgF1+PjyENYf/zDIpFy9eRHFxMZKoJARQAWBRLARQAUiiklBcXEyT4oqip69bJsy2NdLSwlc9fMYusXnMUk8PBUwm7CdNAiEEHlOnYtns2VAVU0IoLS2V6/kQHh4u9fubN29CowdRfOvWrWGfh+RBXl4efc19ZUZLy3hWhLgVqfswCEG8hSWcxEoHiOq5Kvpe3BPr16+X6ANvb2+pZGxeXh7s7e1BiIAsdnFxwXwHB1gwmVJhZm2NaWZmMGROg56zAWamW8Is2xoT7J5nDZskW8As2xpm2dYw8J4GPSd9jNITZs0aElo6mVgTEA4BCSQgocJ/dcTmFJXec4wOIWALydg2e3uAz4emMDhr7oQJIIRAi8FACXlO3N728kKklaCW75KZMwE+H9+vWCEgbnNycPjwYQBDR9ympKSAEAIHBwe552ulPbenT58K3lcSE7Ha1RX/LC7Gwdmz6f68Hxkp9b4S1Y9eYGCAR9TzWu2ZgYHIzs6WGSwzmPdhHx8fEEJgYGDQ77YdHR04cuQITp48KTGWHB0dsWbNGnzwwQd49uzZcDe/0obQlMSt0kayKYlbpSntFTIlcauELMgrSSUNg3GyxaPBt2/fPuztoMTQQVrdqYFgs6sr/ExMsMzKChRFDYm0nQh9yent2LEDKYmJyFuwAA1sdp+k7asWYTxSUFNTgwQqAW6UGyIaIlDZXUkjYlME3Cg3JFAJqKmpGfS5RCSxb4wvtOy0MCl6ElzrXVHzfg38lvshrSRNQopNJoE7jDVuRdckyqrQGT0KgSzHXvVm/wziVoSeBG5yUiLq6uqGfWz9GWhtbaXvbWtr60H17X//+99eWXpmZmYIDQ2Va3G8J1paWsCWsjj+kMfD+jFjJBZpxYnbei8vAXEmlsHkYWrap0yimZkZZgjVFwgZuEyikrjtHz1r4Kbz0hESEoKkxCQ6E/bT/Z/SssgHkg5gY8hGbFi2AccyjqE1sxXHM45jf+x+1AXWgefEg6+1L2I8YhDGDpOZdSuebbs9bzs+2PkBrtVeQ2tpK5ozmrE5ejOqfKtQ7FaMIMsg2Bvby7Wgb2BgADabjdTUVGzatAlnz57FZ599ht9//31Q99NA7OHDhwK5ybIylMfHo3zJElSyWALCQhze3uAnJWGG2LglhMDPzw8RERF07VxpMDQ0RGpqKs6cOYPHjx/3eT1//etfMXr0aCQmJsp1/du2betVb3Xu3Llobm5Gc3MzkikKLrm5iE5NRVpaGpqbm+ns/a6uLjQ3NyMtLQ3Rqalwyc1FMkWhubn5hY/prq4u7N27F2lpaYilYuFJecIt3Q2RDZFwS3eDJ+WJWCoWaWlp2Ldvn9yKA+JzocjXbeRwMEXYRpnz5vXyE7ujosAyMsKpgIBeAYrqKiqoWbQI4dbWdIanlpYWLY8tDYWFhSCEYOzYsTJJ8J410l82P1FWrfklS5bQ13zp0iWZ+w824/ZicDDMhAGcNnpG8JpqBpUeZQQUfS/uCfFgh9FjxsAnKgq+0dFSYcdi0dtOs7CAka0tdG1sMNHWthcmz5sHPRMTqAoDV7SYE2GUbY0xlrr0MaZkWsEo2xpG2daYlGQGvQWToWHaI+t7IgFxFcKHgHAJtCO0QbT7nl/1hMRthYoK/lVQAPD5mCLMXhwrlHLf7uODfy9fjnshIfgyMRHg89EhlD1WZTDweW4ufikpEcx9mZk4cODAUEy3AIB//etfdHDuoUOHhuy4I8nu378PPp8Pvrc3joWFAXw+LixcSPt4nd7eUt+PRfWj1RgMdAjnu50cDvKcnSXe5WtqagTHFyJQGEhBCEFgYKDEd1u2bOlznp88eTIIIYiMjJS5XVRUFIyMjOgSQ+LyyK6ursPd3Ep7gaYkbpU2kk1J3CpNaa+QKYlbJWRBXkkqaRgM6dTW1kbvm5WVNeztoMTQoaOjA9nZ2cgMCEChnZ1MieH+IG+U7stw7S97hPFIwsmTJ0FRFPwpf3CyOSi5WSJB3JbcLAEnmwN/yh8UReHkyZODOl9RURHYHDYWxCzAhKUTYJhiCMdqRzQ+akRGcwYClgegtKIUR48elXgu9yJwy0px/PjxYfISBLZr1y56PFrOndur3mx/BO5QErci3LlzB3v27MHGjRtx+fLlYR9ffwbS0tLofqipqRlQXz558gTt7e2ora1FVlYWxqipQUe44LrE0RHzxTJ6a2tr+1QGEEdjYyPYYvLw4ovjd3186EW91Soq+CYtjSZuv1+xgiZt1YX/us6Y8afIJMoibu/cuYOpU6fS7TzU/bh3714QIqgH+LKPXXECNS80DxkhGXB0dMQyn2V0Juyt+ls4vPwwjqYfRX1QPWr8alC5pBJ7YvegJb0Fx9OO42jCUWwN3opKr0oEzgtEtn82ghYH9cq6bWtrw6pVq+Dg4AA7czt4WHggj5WHYrdimchelI1FMxbBQEuQGaempoa5c+ciODgYpaWl2Lt3Lzo7O/HTTz8N6J55kSZ+P/L5fPBLSsDPyQE/M1Pwb2kp+Hw+amtrMWvWLLnGv42NDcrLy9HV1SW3nPOPP/4IU1NTMJnMfgleAPjoo48kzjl+/HiUl5fT5SU2bdqExJQUJFEUioqKcOHCBanj6/z581ixYgWSKAqJKSnYtGnTCx3PN2/exNq1a0FRFMKoMLhSrvBZ6YPll5ajsrsSyy8th89KH7hSrgijwkBRFN544w3cvHlT7nOI+4shYn3WroDSzGZXV2TY2CByzhxkBgbC1taWPs769etlnlu8Bros6emMjAyJvquvrx/2eaa7uxu3b9/Gjh07BEFZFIWUhASkhYcjPSwMaeHhMBcjVLZu3Srz2TSYGrcXg4OxnMlE4tz5UCEMqDJUwDWxhXqP+tF9vRcfPnxYppxxXl4eKIqSqEetO20apjGZMjFFmI1KCIHOzJmYuHgxtBcvhlFQkAQMvb1h5u8PIxsbwfN03FgYLDWH1Rpv6LOfSxrPKXLHjDgH6LNnQnWSRu/MWRUCspBgjO8YAXHrRqCboIvRPqNBNPuee0QZt0eF2bbg8zFhtKCG7swJE7DW3R2/V1T0qncPPh/BQhnqVDs7qRm3Q2FvvPEGCBEEmAxU6n6k25UrVwTPKTYb/5OeDvD5eN/fX0Lav3rUKFxzdZW4t/4SHo5RwnESrq6Or5KScDkkBAVMpoR6lqHwvVke9KzhLY6dO3fS2+3bt0/iu66uLpw8eRJnz57t8/iWlpbD3dxKe4GmJG6VNpJNSdwqTWmvkCmJWyVkQV5JKmkYDOkkql9HCAGXyx32dlBiaKFo1mpPKJK1OpQYaLawKMJ4tKoq7sfFvTQRxiMFra2tqK6uRktLC4qKihBDxYBFsUDtpyRIWxGo/RTYFBsxVAyKiorQ2dk5oPMeOnQI9vb2MHc3h0WIBYxTjWGYYgirEis0PmrElgdbwC3jIrY4Fnw+H5999lmv5/Nvv/2G27dv4+TJk/jhhx+GwUN4bj/99BMtrzhu3DhkZmZKyBX3R+C+COJ2pKGrq0siy/SLL75QuB/FM/zK4uLgrqUFtnChlTthAgqYTFhPnEifIzk+Hvn5+f3W5O7uFgR7uQolQaUtjrdYW9OLetv19fG0rIxesBXJJIoIXNa0aS9cJnGUUL5RGnGbk5MjWGieOVNqtt2JEydQXV2NyMhI2NjYSEiPyuvzLFy4ULCAKUPS9GVAT7nii3UXEcoOhb2NPYKdg7E1d6tEtu3umN1oXNaInaE7sXrpatQE1OBY+jGcoE7gSPwR7I3cizr/OqSz0pHETgLlS9FZt4mJiQgKCpKoHWlvbI8gqyCZhO1qv9XYHrcdh5cfBj+Kj5SAFGRnZb+S9eeePn2K+/fv4+rVqzh8+DAOHDiAw4cP4+rVq7h//z6ePn2Kb775BpWVlWCz2RJS0KqqqnB3d8fmzZulPkv6sz/++AO+vr7Q1dXFP/7xD7n2+eqrr8AQZiFqamqivb1dYuxcvHgRq1atwrZt2/oNrrtz5w62bduGVatWDVieWB6cPn0aeXl5SKQS4UP5gEWxENkQifKOcgk/oLyjHJENkWBRLPhQPkikEpGXl4fTp0/LfS6RrztXXyBRa6KtPShfNz09ne7vnJycPs9tZ2cHQgQSn9K+v3z5ssR8mZeXN+xzTWtrK/Lz85GSmIjMgADkOTujgMmUgK3+c7nfeB5P5rNJmr8uD3ErIm0LmQuxkumJLBsWqLmLkWTlCnXVURJt1td78YoVKxARHy81e9YnKgqTxDLkR48fj4m2tjDz95eJmcJgTEIIJs2fD7PsbBhlZ8OiuhrGubkwEv6tvXgxdG1soCKcQydMnYrx9lOg426EcU6T5H5+kvEExIJA004TxELwfy0nLUywmwCiJn0fUZmEUYTAXUUFd+PjAT4ff1RW0tnKEVZWUglbEf6emYlRKipQV1XFJR6vV/DWYO2XX37BRKF/c+bMmSE55ki0w4cPC4KK2Gx8v2IFwOfj8/j4XnXZd02ZInF/XVi4EFbC8TKTEFxhsXCPx6NLCK1btw7d3UNH3HK5XJqk7/mdyMfT1NTs8/iTJk0a7uZW2gs0JXGrtJFsSuJWaUp7hUxJ3I5syJKjamxspB1eQvqWpJKGwRC33d3d9CIoi8Ua9jZSYmhx+/ZtiTqxzV5ecpO3XycnK1Qndigx0Pq893g8moxoEC4WDVeE8VBDRIrKQ+oMB0RSxQlUArhcLmLjBJKIfuV+qOiqkErcVnRVwK/MD56UJ5KpZDQ1NSl83s7OTgQGBsJ6gTWM/YzhXOYM01xTGKYYwiTXBI2PGtH4qBGl50vhV+CHgvICbNu2bVikOhWxxWLZlI2NjVLrzYoTuK3rSzBloqCmWWF04JATt69S1uJQYP/+/XT7u7i4KNx/opqa/Jwc8L28EGVoSNfUrB43Dp/ExOAej4fgmc8zczIcHJAWHo7U1FQcOnSoz+urrq6Gm4ODzMXxLxMTsUVXl17UO79gAb1gK5JJFMHT1LRPmcQff/wRhBDs3btXoTYQl0kcJ5Rv7EncXr9+HePHjwchBG+88Uav3yk+x0qDvD5PU1MTCBFkh7a1tb2QMXP27Fls2LABZ8+eHdD+4tm2O/J24JN9nyBocRA4NhxwHbloTGvEmaozeCfnHeyn9qMhuAFvhb2F3aG7sd5vPUo4JdgdvRsHYw/iZu5N7Ivch4agBqzxXYNwh3Bk+2fDb6Ef/Oz9MKoHMWKgZYBFMxYh1yUXdWF1eDv9bZwqP4XbDbfx6Tuf4odzP+DXa7/S+LL1S5TFl6GioAK1tbX47bffFL5HXiX79ddfcfXqVZw6dQo//vjjoI61evVqMBiMPiXGpZmnpyfdX2+++eawz5GycPfuXYEPl5KCaCoaHIoDThYHGccypPoBImQcywAniwMOxUEMFYOUlBQ0NjbSWcV9QeTrjhPKJDsbGg7K1xVlCspDtMbHx9Nzy40bN6RuM1qYBUkIga2t7bD2z6FDh5Camoq08HDkLViAQjs77PLwwJWQENzj8fAgIQH3eDwkzJ1LX3Oira3MZ5M0hZz+iNuepO1R7yR8m1iDCwHLcSqqEgwiKZUs8t2lIS8vD77R0WAGB8MpOloCxvPm0cfQ0NGB3qJFUrNne2bSMoQyrjqzZtHErXFuLvRTU6GbkgLdlBRoLlgAdWHg5ihNTUy0tMR4cxOMZupi9PwJ0p9ZYxggGnISun3g7NmztMQsb84cWkL3x6IiepsiZ+c+iVvw+dgXFAQ+m41qN7de5RIGax999BH4fD42b948JMcbqXbgwAGBIgSbjf+UlgJ8Pv69fHkv4pZPCP43Opqe0+q1tZEkHAsMQlA2dizux8aigMlEelgYqqurh2xOuXTpEi19LC2I2UHMV+0L48ePH+7mVtoLNCVxq7SRbEriVmlKe4VMSdyOTPQnR5WSkABzc3N6bLz33nsKHX+wxK2+MKpaVrS4Eq82WltbkZqaigwuFwVMJhrYbHzUj/TwR7GxaGCzUcBkIoPLRWpq6p9KGEqrmSUvgoREiKuxMU3mDkeE8VBCnBTNyMiQWUttOCGqZ8uOY4Npz4SzrzPYKWzkn8/vc7E2/1w+2ClshFKhA/ptNTU1sGXaYsaSGTDhmYDVyMKs/FkwTDGEYYohtn+1HY2PGvHm128ien00QgtDUVlZiVu3bg23SyDTxGuea2pq4vz58+ju7l1vVpzAdbcTZFFON9BHy7qiXsTtSMlaHCpER0dLLBorYg8fPsSqVavAT0kRLIra2aFYuLC2RlUV98SCUVYIs7UIIah0cpJ7zu0v4/YRReF/QkOxWkWFPu9/hYt+4PPBFfM5uObm/cokWlpagqIohdpBXCZRT09PKnGbnZ0tIA4NDKQSNI2NjfR1qqiowNTUFJaWlgPyeayFstQvYvyKsmWpZEpqDVl59xdl23Y1duHIqiOgfCkEM4PhbeWNpdZL4W3jjVDHUPhb+8Pf0h8h1iEIsQ6Bn4Uf2KZseJt7g2fPQw4rBzw7HoKtg+Ft4Y3AeYGIcIjAwhkLYW1gTcsca2pqYvHixaD8KexasQv/vvxvCYK2LxysOoiypDJUVlbi5s2bCo2NkWrnzp0Dg8FAVVWVwvseOXKEHvdeXl7DPkdKw927d1FVVYVkKhlcigs2xUYAPwDF14r79ANEKL5WjAB+ANgUG1yKi2QqGVVVVXKRt7t376bbx83YeFC+rnhN1M2bN/d53rq6Onrb7du3S92GoigJv3K4+qe1tRUpKSkS7wOySpHUiAWPFdrZ9fls6qnuUy9WJ7bns0kaafsTVYc7oSU4F1SEg7FVvfzw5ORkHDx4UOpvEhG3TtHRoA4coOGWkQEizD4dp68P26wsmoRlbtkiE0ZBQVAVEu3a06fT+xhlZ0M3JQVayckYl5YG9QULwBBKMGuZmWGypyfGzZkDDZspYMwZ9/z6Z2iCcPRAuJNBbMaCTNTo9fsUxY8//oh///vfWLFiBfiJiVjt6op/FhdLBGXtDQrql7gVkb2rXV3BT0pCbW0tnj59OoQzntIGa9Iybp9VVmKrnl4v4naDlhY+i43FnSVL6M8shOPBjhCcXLSo1/vwQNAziDsgIIAedxoaGjhy5Aj9PGhuboapqanMsTxq1Ci88cYbmDVr1oBLkijt1TAlcau0kWxK4lZpSnuFTEncjjzII0dVwGRivhiRlJmZqRBJNljiVltbG4QQODs7D3t7KfFiIC3CfieHg8vCCPv/jY/HPR4Pl0NCsJPDQaGdHfIWLKAj7N99990/9Xqrq6uRHhaGAiYTDxISFCJuTwtlj1UZDHRGROB/4+NfSITx9evX6SyytWvXvtD2EJGiHIqDBCrhhdSBHAxE9Wz9KD9YcCxgZm+G2T6zEfhGoFyLtRGbIuBGuSn82y5fvgwXFxeYu5jDyM8IC3cshNNOJ8wpmUMTt3X36+is25r3a+C33A9pJWlYu3Ytfv755+F2C3rZd999R8tvE0JQWlra63f3JHCjQwKhIVxADGI5orkiW4K4fZWyFl8GdHZ20hJ/ampq+P777+Xuv8ePHwvkkYULbQd8fLBGVZVeRLvaYxFbfHH8Apcrt8pBXzVuxXFozhyJbAzRYm2n2ALvMkvLfmUSU1NTMXfuXLnboadMouj/4sRtZ2cnPdbj4uKk/s7jx48jNzcXO3fupIPaBurzFBYWghCCsWPHDnnwiyhbNis8S6KGrKL7i7JtHx58iMaCRuRwc+Bi4QLTSaawNLKEqaEp7Gfaw8rICg7THLDYZDF4djwwjZgwm2gGUz1ThDPDkbYoDSnOKXAzc4O1oTVM9UxhNdkKi2YsgtNUJzhOc4STkxPi4+NRUVCBsvgyfNn6pdyk7UjMuh2s/eMf/4Curi58fHwGVO/xyZMnEvNST7nklwGXLl2ifQF2Khtxu+JQcVe64oYsVNytQNyuOLBT2fCj/EBRlFxKROvWraPnhUB39wH7uufPn8dYYebuhAkTcOvWrT7P29bWRp83Kyur322Gi7i9deuWhALP3iVL+sxKbhUjY950d+/z2dRT3SdJLLhG/Nkki7T9a3gFzvsvx+n4tWgILehN3C7jISUlRSp5K424XVJYSEsYa+roILy+Hk4rV8pN3KoI/anxpqa9iNtxaWkwqKmBplgWocXKlbCsq4OWvz/IfGsQh8kgKsKsYTt9jClzxphIKxC7iSCTnpdHmDZzJnRn6ILMICALCSZwJ4AsJCAzCDyCPWBiYkJv++2339LS9rt37wYAtLe3g19WBr6XF/YGBWHL0qX09n/PzOyXtH1WWYm9QUHge3mBX1aG9vb2IZrtlDZUJq3GLfh8/JCdjTZ7+17kbdPUqdg1ZQr991vz5kGFEKgSgvQxY5BvayuhQKUoNmzYAHV1dcyePRt79+7FjRs3MGbMGIn71dTUFDdu3KAD86TB1dUVFhYWKC8vH+4mVtqfZEriVmkj2ZTErdKU9gqZkrgdWZBXjupKSAgCxaIRo/385JJKFGEwxO3du3dpeZuXNYJfiaGBRBBBYKDMIII8Z2dkBgYiJTFR7nqLQ43BZNw+oij4CGtTxpibS824HQpkZmbSL6jyZIMMFOKkKItiwZ/yB0VROHny5LCPqe5uAfkiqmfrEO6AOa5zYOxuDLNgMwS9FSRTJlkcJTdLwMnmKPzb0tPTMd9+Pqb6TIXlckuEd4WDtZ8FizcsaOK26i9VNHHb+KgRGc0ZCFgegNKKUhw9enS43QIJe/bsGYKDg+n5fPHixVJrfoogInCdnZ0FhNSYMYjydkOUl4sEcfuqZC2+LHj33XfptlFVVUVCQgI++eQTufpQfCG1ztkZm8aPpxfQDs6e3e/iuLx1xVtaWsCWo47gDQ6nX7nkEAuLfmUS9+3bB0KI3PWfe8okSiNut2zZQl+DIsFBA/V5Ll68SC98l5eXD9l4Ec+WzQnOQTovXaGsW2nZtg8PPsT7u95HfWY9zIzMoK+tD0NtQ0zTnwZDXUNYG1vDxdQFUcwoVC2tgtccL9gY2mDGhBnwneuL1T6rsZG7EdHMaDhOdYSRthGMxxuDZcpCQ0IDCiMLERceBw+OB0oSSnBw9UGFSFtl1q1i9vjxY9jZ2cHExGRQNdQLCp6TWgUFBcM+V/ZER0cHMjMzwaW4cM9yR3lnuUKkLV33trMc7lnuCKaCkZmZ2W/d3u5uAYEnapv4+PgB+bpdXV1wcXGhj1NYWNjveW/dukVvz+VyZW4nTmoMR9/0zIrtT0r6H4mJGC2cL9NsbPp9Nomr+ywRq5EuejbJkke+E1qC8/7L0cZbjdNpG1EelNKbuHUPQUZ0klTytidx61tWBlUh8aoxdiyC160DdeCA3MTtFGHwJyEEehYWMonbUcbGAh9h7FiYrl4NEh8PEhUFwmSC2M0CGSe4BnUTXRit8oIaayqI9XQQscA8awcHzJw1E8SQgMwmIGzhv4YEgUGBsLW1pbcFAFdXVxBCwOFwAAiCOcQDxdyE7z7Txo+Xi7Q9HRlJq23U19fjyZMng5volDbkdv/+ffD5fPC9vWlJbDpbOidHqmSyCA06OvijogJJurpgEwI3QhAzezZ4PB4yMzMHtBYZFBQk4R+HhITAxsam1z3r7e1NK61IQ1tb23A3rdL+ZFMSt0obyaYkbpWmtFfIlMTtyIEiclQ9s25izM0VkqcdDHF75coVet/Y2NhhbzclXizkke2mKIHU444dO/60mrY9MdAatyJcDwvDKAYD6ioqeNfbu1eN28Hixo0bdO3GhoaGF9YO4qQoi2IhaHUQWBQLMVQMioqK0NnZOexjqqmpCclUMjySPWC11AoLkxdiGnca5pXNg89OH6SeSZVroZbaT4FNsenf1h8Z3tDQABMTE8xgzcC04GkIuBSA8O5wcN/jwnKDJYzyjWCYYoj8q/kSxO2WB1vALeMitjgWfD4fn3322XC7BrSJ6sgSIqj1JJJI7m+MiLIWmUymhISyiLh9VbIWXxa0t7dj0qRJEotMDAYDXC4XHR0dMvvv6dOnqK2tRV5oKEL19Gh5ZD4h2DxhAr6Qoh7Qc3FcJN9ZaGeHzMBAZGdnSyUtOjo64OHhQV/fWmdnqXPhZ7GxWCW8hm0TJ9ILflu9vel9cxwd+5VJ/Oyzz0AIwalTpwY0tqURt/7+/oJF5mnTFOqfwfg8dkJpakVLQ/RVv1Y8WzYvNA/ZYdkKZd1Ky7YVoSq+Ck7mTvAy98Is/Vlwmu4EY11jeFl4IdkpGXdy7qCNasPeyL3gWnHBteLC18IXJ+JP4IP8D3A17SooRwqLZizCvKnzUBxZjJ8u/YR9Ffvg7uAOH5YPsoKy8OmRT/HDhR8UxqdHPkVpXKky67YfS05OxujRo/GXv/xlUMf5+OOPJQjAvgJ7hgvr169HLBULFsVC1omsARG3mcczwaJYiKVisX79epnnamlpQV1dHVpaWuhas6J37IH4uunp6fQx7O3t5Q7KE5UeYLFYMrdpa2tDWloaLSP6Z0JaHVp5fOmFQjWoBQYGcj2bRAHL4jL+cRYW2MXhIMPGBnnznbB8PgdN7jx0hZXiQsBynAsqwun4tTidthH3ao4jZIGglrPOmOdyw2sislHgFyeVvBUnbgNXr4aaUOZYbfRoBFZV0Vm48hK3hj4+9HkNnZxkErcMTU0QQqA5dSr0CgsFxG18PBh+fhjHcsHoOQI5esYoFUzgWmGM62wQ8zkgYlm0zh4ecHJyEtS9nU5AzAX/ms83x6ZNm8ASk5wGgJUrVwrIYHV1/PLLLwAEpRmqqqpQSVHQFo7DVDu7fuWR9wrr2/JTUlBVVYWHDx8Oam5S2osxkV8pLokt3pc3PTzQOn8+/hoYSPt6Itz28gL4fDyIiUERIXAlBBbjxmG6MLBizpw5Cs8lWVlZvUhYCSQwaAAAIABJREFUBuN5TWpRcJws6OnpYdOmTXj27NlwN63S/mRTErdKG8mmJG6VprRXyJTE7ciAonJUPbNuMmxs5JJKFGEwi5jNzc30vqtWrRr2tlPiz0FHRwdaWlrQ2NiIdevWobq6GuvWrUNjYyNaWlrkym54kWhpaQFFUchzdsYuDw+FidtHFIXNrq4oYDJRZGeHPGdnUBSFlpaWIbm+I0eOgKIoubIxBgMRKepJecKv3A8VdyvgV+YHT8oTyVQympqaBn2O1tZWVFdXDyizWlR7N5QKhXOsMxZEL4AtZQvLVEs4vekE953u8H/LHytvr5RLHpGTxYEv5QuKovqUgbxy5QosLCwwyXQS9D314bDeAeHd4TTsdtthWuU0GKYZgvs2V4K4bXzUiNLzpfAr8ENBeQG2bds2INnKobbPP/+clq0nhPS5WC0O8azFd955R0JCOTkpEXV1dVL3e9myFl82XLx4EQkJCdDS0uq18OTq6orz58/3Wnh6//334ezsDEdCECa2eLZdXx9/j4iQe3H8EUVhJ4fT77zF4/Hoa4qcM0emn7Fj0iT6Wn7KywP4fPCEGRJ6mppyySQ+e/YMU6ZMQXFx8YDGt4i4NTY2pq9/ypQpIITAx8dHob4ZjM8jInfU1NRw48YNufbpq35tz2zZi3UXkRuSK3fWraxs24cHH+LDPR+CPY8NjiUHQdZB8LXwxQzdGZg1cRZ8LXxR51+HzrxOnEw6iZOJJ1HpWYl4+3gsnbMURa5FeD/vfXyQ/wG2BG9BnFMcFpsvBs+bh8tbL+N4zXG4zHPBssXLwHPnoSS2BKVxpQOGKOv29u3bAxofw22//fYbZs2aBULIkCsxiNdenTBhwqAybgFg0aJF9PH27Nkz7HNlTxw9ehQURcGD8kD4xvABEbfhG8PhQXmAoigcO3as1zk6OjqwadMmUBSFeCoeFEXRNdgJIbQPq4ivu2bNGpqAMDIykitwSgR9ff0BBYT8WRioT81fsACEEIxWVcX9uDiZz6aamhpBViCfj+zsbFhZWdF9MVNXFzPHj4el7mQsmGwK3mxnnPMrwDluMc7EVOEUVYfzWVvwyYZT+HrnFRhOELSln50rfYw3qUrsy14nlbwVEbfWPj7QEEpcq6qpwbesTKLmrbzErb4YWWrq6yuVuNUvKXkeZGdtDZOqKpq41c3Px6yYGBgsYdNyyZpWBjDy94SumxuMxeSMF3l6Yvny5QLfbyKBvoM+lsYspYMKxVU1AOD48eP035cuXaLnhA8//BAJCQn0d6lMJo6GheFeejq+X7ECv5SU4PsVK3AvPR1Hw8IENW29vMDPyUFVVRX+9re/DWpOUtqLtZ6S2M8qK6US8u+5u9O+3lo1NTwWkrx/VFQgQUcHToRApYc/e+7cOYXmku3bt/dJzIpKqohDfG5uamoa3sZU2rCZkrhV2kg2JXGrNKW9QqYkbkcGFJWj6pl1k2ptLZdUogiDWcRcsWIFva+0xZFXBXfu3MHUqVNBCHkh9T9FmXDa2tq4fPnysP/e1x0DzQ7oCXky115WiJOi7BQ28s/lo7K7Evnn8sFOYSOUCkVGRsagsh5F50igEgZ0LFHtXTfKDeH14fAu8oYz5QxLyhKOGxyxcOdCeO/0RsyRmCHNuM3KysJkg8mYsGACJvtNBucsR4K4tdpjhelV02FcZAy/XX5Y99E6CeJ2x1c7wC3lIqYoBnw+H999991wuwcIEAve8fX1lbsPpGUt3rlzB3v27MHGjRtlzlfDkbX4KuLatWvIzc2liUdxzJ8/H4cOHcJvv/2G3bt3Q0dHB6MIAZsQpBOC9WPG4Jqra78+gLTF8cshIb2UAsQXx/l8Pt33hBBY6ekhydIS9SwW6tls7F+6lD7+KSaTXsx7398fzyorYSwMEnAyMpJbJnHZsmVwdnYe0PgWSeaJiNszZ87Q165oAMxgxm5dXR297/bt2+Xap6/6tdKyZbfnbZc761aebNtA60BEMaOQ4JCAaTrTYGNog0DLQJxMPIk2qg2tCa04EX8CndmdSF2QimU2y+Bn4YcLqRfwTc03eFD9AMs9l2Op1VK4zXPDquRVOFB1ACGuIfCy88IS1hIkxySjorBCIaTFpWGZ/zIa3EAu8vPzsX//fuzfvx8HDhzAgQMHcPDgQRw6dAiHDh3Cu+++i3fffReHDx/G4cOHceTIERw9ehRHjx7FsWPHcOzYMbS0tOD48eM4fvw4Tpw4gRMnTqC1tRUnT57EqVOncOrUKZw+fZpGW1sbzpw5g7Nnz+Ls2bM4d+4czp07h/Pnz+PChQu4cOECLl68iIsXL+LSpUtob29He3s7Ll++jMuXL+PKlStISRHIs5qYmODatWu4fv06rl+/jvfeew9XrlzBhg0bsGzZMlhZWWH8+PFQVVWFlpYWZs+ejejoaLS0tKCzs5PG3bt30dXVhVOnTkFDQwOpqalYsmQJCCHIzs4e0D0kMvGAy4CAgGGfI3uio6MD6enpCKKCwMnmDKjGLSebgyAqCBkZGb38tosXL6K4uBhJVBICqACwKBYCqADMtZxLt8v169cVuuaGhgaMGjWKzghTNJBNFHTl7Ow87O0vDQNVsbnH40FD+G7aIJQ8lvZsMhQGH8kDq8kzcIpaj1OpG3A2owF3+Qfw5ZvteLTrKo4t30Rvd7J4G0arqYMQgjSvcHy984pU8jYvLw9sf38601ZFVRVLVqyQIG0VIW7Hi8m+2lCUVOJ2fFQUvc1EFxfYbt6MURRFk7fz1qzB9MBAaBjqCgKFJmpjemAgpiYnY6pYRu8iT09s3LgRBw4cQH5hPrwSvVBSXkIHj/Qkbr/44gv675qaGol5ISIiAoQQTDE0BD8pSVD+gM3uDW9vwfdlZaivr1dm2r4C1lMS+3RkpFTy9lllJU7a2mK1igo6li6VkMTOtLKCjpT7sba2VqG55PLly/S+U6ZMkSi7YmRkBABITU2lPzM2Nsbvv/+Oq1evYt++ffjvf/87nE2ptGE0JXGrtJFsSuJWaUp7hUxJ3L7+GAzhJJ51owjhNJhFTB/hC6SBgcGwt91gkJOTI4jsnjlTqnTciRMnUF1djcjISNjY2NCyZoq0mShi9HWu7fgyYSABEOKQt1bkywpxUjSiIUJiYTNiUwTcKDckUAmDClQQnYNDcRQ+lqj2rj/lD042ByU3S5B9MhssigUmxYR1pjWc3nQCeycbvjt9kX81f0hq3B4/fhwLFy7ExBkToW2tDQOuAZgNTHBvcxHeHY4l7UtgttMMMzfNxJx1c8Ddz0ViayJ2fL3jpc64NTc3p+ckRbKoXpWsxVcdt2/fRnl5OaZNm9Zr4WusMMuHEAIdIpCje8faGp/Hxw94cVxabW5FFscXGhrSx/9LQABN3B6ZOxenhQu8hBBQXK7cMombN2+Guro6Hj9+rPD47kncrlu3jr4GeSWFh2LstrW10ftmZWX1u31f9WtlZct2NXbJlXUrb7Yt14aLQ7GHEMOMwcLpCzF38lxkLcrCvqh9OBp7FMdjj+O9jPfwf5X/h21B25BgnwC/uX6o8q3C9/Xf458N/8TehL1IcE6gs25P1JzArpW7EOgSiCDvIERERKC5uZkmXWWhvr4eoaGhCo3FkQ4HBwc8efKEroWqrq6OL7/8ciCPCQDAL7/8QhOFo0ePfikl69etWwcexQOLYiH7ZLZCxG12q8CP4FE8CZ+kq6sLe/fuRVpaGmKpWHhSnnBLd0NkQyTc0t0w024m3eb19fVyy0g3NjbS7wTa2to4dOiQQr/17t27UFFRASEEXl5ew972svpDpAJ1j8dTyJcOmiloV1dj4yF5Ns2fOgddqw7i4/Wt+KrxMh7tukoj2sVPsM0MczzadRULZ88DIQQLzGzwaNdVqeRtUFAQRo8ZA0IIGCoq4OTk9CJtFSFuNYVBwOpjxkjsI07cjvP1pX/PJA8PgcRyaSlN3BpXVGBuRgYmuTgLtmMwMIvHg2lhoVTi9ueff8batWtRUl6CtWvX4ueff5Z67z9+/JjeNyUlhf78X//6F12+paysTCCty+eDX1IiIPsyMwX/lpaCz+ejtrYW7e3typq2r5CJJLH5KSngs9nYGxSEH4uKZNYv7imJXZmSAgMDg173Y0xMTL/zxzvvvINly5Zh48aN6OrqgpGREQghGDNmDH755ReUlZXBwsICzc3NAATj1MPDAwwGA3v37h3GVlPay2RK4lZpI9mUxK3SlPYKmZK4ff0xGInXnlk3sqQSe2bdBAYG0uMqMDBQ4rstW7bIvNauri66NmJkZOSwt91Acf36dYwfPx6EELzxxhu9vt+5c2efiwjyLvyK5H/U1NTQ1tY27L/7dcft27clJMebvbzkJm+/Tk5Gs5eXQpLjLxOkkaIDJTr7O4cf5QcWxVLoWD1r71L7KfraQmtCsZhaDCvKCvZV9liwcwG8dnohZG8IKrqkZ97IS0R3dnYiOjoa1kxrGLgYQJepC8MQQ0yPnw52Kxvh3eGwPWALs51mMNtphkXNi+De7I7wA+Eo6yx7qWvcbty4kZ6TPD095erDVylr8XVBZ2cnamtrMXfuXKnPk3lGRsi0tMSDhAT8IzERM4QEy04OR6HF8f+Nj0cBk4n0sDBUV1eju1uxxfHZOjq4HBKCezwe7sfGolxNDemEIFpNDXbC40yZPFkhmcTu7m4QQnDjxg25x/XTp09x//59mmjS1dXFunXrEBoaSl+rohL2gxm7IvKMEAIul9vv9n3Vr+0rW1aerFt5s21Xclaiu6Abeaw8BFkGwcbABsWuxdgcuBlvL3sbJ+JO4OHKh/iG/w0+WvER0hamIXx+OLg2XHSXdOOfDf+UmnX706WfcLDqIC1zfPPmTal9+P3332PHjh1wdhaQEGPHjgWPx8P58+fx66+/4rfffsOTJ0/w5MkTPH78/9n78rimzrz7yyK44IIggoAgyr4HCCFAAoRF9p2wh0Bu2ATCrrKEKkVxad1KwWqr1rovWNe6W3fgfduOtdUZO920M22nnXc6nXb669Tz+yPkmpCFAI5ozfl8zh+auyQPz32ee+95zvn+jJ9++gn/+te/KP7444/48ccf8c9//hM//PAD/vGPf1D8v//7P/z973/H999/j++//x7fffcdxb/97W/49ttv8c033+Cbb77B119/jb/+9a/4y1/+QvGrr77CV199hQcPHuD+/fv48ssvKX7xxRf44osv8Pnnn+Ozzz7Dp59+SvHPf/4zPvnkE9y7dw8NDQ2S62HOHNy5cwd//OMfcffuXdy5cwcXL16k+ouTkxPKysrQ3d2Nffv24fXXXwefz5dbCNjS0oL3338f77//Pt577z387//+r5w4whi8zx+t6/Yf//gHLl26BF9fX+qcS5cuHfdxcSj37NkDkiTBITkKC8+GY+a6THBIDkiSxJ49ezAwMIArV67gxRdfBEmSSCfTEUKGIGZxDGrP1KJ1oBW1Z2rhFvUonjclJQUdHR24cuWK2u+5bds2TB4U/SZPnoxt27aN+LeeP3+eOm9+fv64t70ytre3ozQ9HTU0Gu4pqbWujkcHnzH1dHRwMzNT6dw0lLt27YJQKERZThFq4njYUbEC93vOy4m0Q3mquQeTDCSu2S5BCx5svgBxepnkuXiCAe5uOK4g3ham5WDioNOWIAh4xMUhdeVKpXQvKsLc7GyY8/kqRVvv9euhN1i71tzREfTGRtiUlMBUKMRMgQBTeDxMLCrCxOBg6pzm0dHwXr8ezp2dlHCrJxCAsXEjbFNTMclCIpbNDgpSKdwCwL1797Br1y7cu3dP7RgwafD7JSQkUP/X0dEBgiDg4uKC3377jZp3L1y4gL179+Ktt97C3r17ceHCBdy9e1dlLXstnm588MEHEvG2shLiyEgsCwkZUSS27HMGdc14eChcv0eOHMGWLVuoxS8ODg7U9s7OzrC1taX+fevWLaXf9eHDh6Na5KfF7xda4VaL5xla4VYLLZ4haIXb3z9HG0elzHWjLI5qYGBkL29pNJrK7yoraO7YsWPc2260rKiokDw8m5srjVft7u6mfqeuri7s7Ozkon1G8uLX3d0dBKF13T4p9vb2ori4GGXJyaih0bCOzcbtYVzst/PzsY7NRg2NhrLkZBQXF4+qfut4UZ0oqi5a+ObNm6M+R9KyJLBIlsbHUqi9KyPINl5sRGhZKOgkHa5CV/hv9EdgTyBiemJQfLxY4XeMJPp506ZN8PX1hU2wDWxSbOC71BdzU+ZiTuYcuLa6IuxkGCXaeu30Qu7/5IK1jYW4N+OQszcH6/+8HmXbypBQm4ClLUsfey3DseBf//oXzMzMJK4RHR3s27dv2L/js+Ja/D2yv78fr776Kvz9/SVCqYMDSJKUczU10+kSwcfYWGHRyWdFRdi5cCEEbm7wMTPDVAMDqk0djY1R4OKCQldXOVeTMkqTIGJjY1FdXQ1hYSHKExMhYjJRQ6NRTJoxA2yCgDdBwGDCBBAEgby8vBHFJH744YcgCM1qgP773//G2bNnKefPtIkTMYMgYDNlCkq4XHgNzqUEIYnqG8nCmrH03YGBAUpoY7FYardTV7+2rKwM5eXlSt2ymrhu1bltT689DVdbVwQ6BCLZIxkni0/ilPAUetJ6wPXkItk1GVleWdiQuAGbkjbhYulFfN32Nb5p+wbfLfsOr6a+Cr4fH3Gu6l235zaewxe9X6CpoAktNS3o7OzEL7/8AgD46aefsHfvXsTHx0NfXx96enqIiYnBW2+9hR9//HHU49zThv/85z9UmQ1l9Zvv37+PiIgIXL9+XeUxbty4QYkp06dPxw8//KByW2lN8qlTp6p01Unx7bff4tSpU+jo6EB6ejrmz3/kKJVlWFiY0v67d+9e1NfXQyQSPTbW19drNDddu3YNJSUlSCKTECGKULloSyEmub8F4VXhSCKTUFJSgmvXruHo0aMQiUQoJAsRQ8aARbKQtS4LzTea5fblbeZRbeId5o1CshAikQhHjx5V+h13795NLSgxNDSUe84aCWWjq9va2sZ9blLGsThuH5AkYgaFmlwnJ6WOW1kePHhwxKLt6ZbXEOREA0EQMDGagVPNPXiw+QJuvdQLQ33JfLWOv5jaXirepjOiNH4elnKyk5NK4dZ+8HmSIAjYBAXBOj8fM7OzMZXHw9S8PEzMyYFBQQH0vb0fHdPPjxJsZem0ciXonZ2w43Kho6sLHX19zC0uVincagppygqHwwEgceBLSzkcP358RMfS4tnDJ598IolNbmoacST2b7/9RpU6kdLAwIC6P3nrrbcopyxBSMwA/f39mDp1qsrrSeqy1UKL4aAVbrV4nqEVbrXQ4hmCVrj9/XOsD8eyrhtVD8ePS7hNTk6mVuiOd7uNljdv3qRcwzweT+k2hw4dQlVVFXp6evDuu+9iYGD0L37r6upAEBLHydMYT/d75O7du1FcXIwSLhciBgN1Pj7o4XAoN9mfCgpwKy8P51JT0cPhoM7HByIGAyVcLoqLiynHxrNCdaLo0BeccU1xiCAjICAF2Lp16+jP0af5sRRq755SjEDmb+WDRbLgQXrAu8Eb/t3+COsJQ/xr8Vh8bbHCb4gkIzU6b1RUFJx8nWAZY4mAzgDEno7FvNx5sEiygFW2FZzWOVHCbdylOAjuCBB/Ih7sbWykv5WOwj2FiKuNQ8mSErVxdOMFWSdrVFQUBgYk8fsHDx5Ed3c3VqxYgfb2dqxYsQLd3d3g8R69qH6aXYu/d166dAn9/f1yC7eOJSTAeFAg7AoLk5vn/5CbS32mjno6Ogig09UKCrJJEIcPH0ZXVxcqKiROTyGfjxIuF6Xp6Yj084O+zLFtbGzw008/jah/ZmZmwtraeth4RbkXi4WFEEdHI1xfH2yCQKSBAWpoNLjL1AwWFBSgurpa4wU2mvRddXXvZ82aBYIYvkazuvq1wYOOK8MJhlhdslpOtNXEdavKbfvxjo8R4RMBa1NruJi7oD60HgM1A9iduxv78vahPqQelYGVyPTMxNKwpdiYtBE3Km7g67av8e0L3+K7Zd/hTsMdynWb5J6EG4038O3ab3HnhTuo5lQjyi1Kqeu2pbkFL7/8MgoKCqgXtf7+/ti4cSO+/vrrsQxtTy1OnjxJ9SVNnefKUFtbKzcWK8OHH36Ijo4OKlZXGj05lEuXLgWNRtPoHl9fXx/V1dVK+299fT1KMktQHlv+2FiSWYL6+nqNrtP29nZqcVjVsSqNhNuqY1XUIrLly5dLxlShEDlkDjgkB5xFHJQdKFO6b9P1JugbSurUzvWeCw7JQS6ZC6FQiO7ubrmFnQcPHqTi2/X19bFu3bpRj//19fXU3+PAgQPjPh8p41gWFT8gSVxKT4e+jg4MdHWxJzpa6aJiKTs6OlDMF6AmnoeObJFGom1ldA4mTZDMiSm0MNTGF+B0y2t4sPkCkuhhkudiVz+5/e73nIeAk/pYhVvTwVQBfSMjWLJYsE5Ph2lKCqZnZmJ6ZiYmZWbCIC8PE2TFLxpNqXDr0NEB9htvgP3GG3AiSdgkJmJOVtaYhVtjY2MQBIGFCxcCAG7fvg2xWIz169ePevzS4tnC0IVxI4nE/vvf/45t27YhIiKC6ocNDQ0ICgpSer3w+XwYyCwsHMqx1mzX4vmBVrjV4nmGVrjVQotnCFrh9vfPscRRDY2kupiWNmwc1Wh56dIl6sXciy++OO7tNlpK3QsEQYxIoButaHH69GnoDbqim5ubx/33Py/s7e1V6yaTUsRkojwxEcLCwhEJAU8LNRFFR+tWVXmOk9UjOpa62rtSNt9sRnRDNJgkE66kK+ir6QjoCUB0TzRy9+WOyjXc0NAAL5oXrMOssSBvAZIvJYN9jA3PVZ4wjzeHeZo5zPLMsKB7Ady2uaHo4yII7gjA/5CP0J2hiNweCT+BH2LLY9Ha2oqrV6+O9y2BAmSdEwRBoLW1VakIV8LlQsjnw9PTc9T3FE/Ktfg8UbZUQsqCBSAIApZGRvhyiNu2PyuLantXExPU0Gh4c+FCvBYeDl2CgC5BQH9Q3CEIAsXFxWrPOzQJQpnY39jYKPeybaTOnFu3bkFHRwc9PT1qt1MW5XcgPR3VhoaoJwisnDoVt/LykCLjHizz86MW2mhSX1KTvquu7r303sfCwgIeHh6YPn069PT0YGRkBEdHR+Tl5eHAgQMq69cuSl4EBo2BmdNnSto9lKtUuFXlulXltr266SoqUyphNcsKofahcDJzwprENTglPIXdubtxMP8gjvKPooZVA5JOguvJxWtpr+EI/wg+b/ocX7V+RXFj0kYU+BYgyjEKFcEV6C3uxdslb2Nx5GKk09IR6BiI7IhsnHzpJK5sugJuEBd2ZnZUm4nFYvzpT38ay3D2TIDP54MgCNjb24/pOLIpBKtWrVK6zcaNGyGuEsPWXOJenGcxD2KemGJDRgOiHKNgS9jChrBRoJ2uHTyne4I1l4V493jkBOaATCdVCqkikQjlseWopdWi1b91zKyl1aI8thwikUij8XDXrl0gSRJhZBiyN2RrJNxmb8hGGBkGgUCA0tJSCEgBkslksEk2EsQJaLzYqHZ/G5oNCIKAtac1EsQJYJNsJJPJEJACvPDCC+jr68OxY8eoBZ96enpqyzNowphBIc7c3Hzc5yBN5qaRlvGRcn1ICGpoNDT4+Cgt4yN7Lk0dt6dbXkNtfAEKAuMRaOOOJJdgLA7JRV1UHiXeHl38iuRvpauLmyt2K8QlR9BZsHd3h0d8vNLatprWuPVctQq6g875KQsWYC6NBpuEBFilpcEiLw9W+fkwyc3F1IICTGGxqOvdwMMDk4RCTCwtxczaWlg2NcH+xRcRvHUrJdxKqS4qWRP89ttv1MKPzMzMMY1ZWjz7GEskdldXl0ox1tTUlHLdypJOp+PgwYNwc3sUS19XV/cEf7EWzzK0wq0WzzO0wq0WWjxD0Aq3v3+O1XErG0mVbm+vNo5qLCwvLwdBELCzs1MaL/ysMD4+XrK6fu7cEe03FtFCGjM0nFtHy8fLa9euqXSTSYUskiRRUVGBrq6uZ6qmrZSaiKKjrQ+ryTmGO9ZwtXdlWXGkAiySBRpJg3u5O/xf9Qe7h43YnlhUX6geUZ3ew4cPg8lkYgFjAawSrBC+PRyRZyIRfDQYvr2+sBPawSTKBCZJJrBusgbnFAeCOwKK6e+mw1vsDadkJ3DiONi4cSP+85//jPctgVKsXLmSGpsc7OxQnpCgcqGC2+DLZ4IgUFVVNaKFCmMVbjV1LT5PvHHjhkSQi4/H1ME44nJPT4U5fiA7GyxLS7ydkKD05XiZhwci5s6F/uAiISMjI1y6dEnleTVNgrC0tARBSKK4v//++xH1y9TUVMybNw//7//9P5XbfPLJJ2hra4NYKISYzcb2pCT8vbEREIuxcuJEiAkCL02bhgckiXoZx1Krv/+Iou2H67vq6t6/8847Grmy9PX1ERAQoLT+bHV6NegudAS7Sly3BvoGuLzxssauW2Vu2493fAxhvBCzjWfDztQOCa4JlOj6Ztab2J+3H4fyD+GzpZ/hleRXUBFYgUyvTLQvbMeB/APoq+zDl81fUnyv5j0IGUKkuach3CEca5LXoCerB2tT1iLOLQ40GxosjC3gbuWOQNtAhNiHIIWZgqKiose6qOX+/fvo7e3F/fv3H9sxHyfmzp1LudekMdGjwcGDB6m+o0qIWbt2LcQ8MYKsgwYXaOqhI6wDK0NXomReCaJ1oxFJRFKM0YsBz5yHsvllqPeoRwu9ZURCqlS4bfVvxQPywZjZ6t86IuH2ypUrKC4uRgKZALaQjbDysGHJFrKRSCaCx+OBz+cjjowDu5gN3mYeWvqGj1uOrI6UXL+G+mi40ADeZh7YxWzEkXGU0Cj9mxOEpCbtnj171PLEiRMqf2N/fz8lAmdlZY37HDTc3FSekIA6Hx98NEzJEXWlSOp8fFCemIhH1kyyAAAgAElEQVSKigrcuHFD6fk0qXErFW3rovKwOCQX+3OW4x9tp7A/Z7mCeBvjLRlrc1nxcqJtWU4RGAwGgmNi4J+TMybh1iw6GgRBQHfyZJh4esLR1xfM7Gy4ZGfDhseDDY8H07w8TOfzMWNwW4IgMNHVFXOrqmCzZAls2tpA7+pSEGwfl3D7/fffy7kktdBitHj//fcV7nusrKywYcMG/PTTT9i4caPC5yEhIQAkCwgOHz6MVatW4Z///Oc4/xItnhVohVstnmdohVsttHiGoBVuf/8caxyVbCTVBF1dkG5uKuOoRsvLly9jxowZIAhiTPFgTwOltX5iYmJGtN9YRIuCggIQhCSa8vLly+PeBs8b1UXHHjx4UOWLpKedIxFFZalOAO3t7UV7ezslhAx3DnXH6uvr06j2rizTVqYhiAyCG+kG3xd8wehhILInEqnbU8F9iauR4Hzz5k0sWrQI7jR3WHGs4FTohKQrSWAdZcH/qD98j/rCc7MnjKOMYRxrDNN0U4QfD0fRnSJKuOW9x4Md1w4OCx3AZrMxMDAw3rcDKnH9+nVMmjQJMwgCDIJAhasrNoeH4/xgNPg9Ph+38vJwPjUVYYNRsARBoDAlRWPH4sDA2IVbaW1AJpM57tfO08Suri5ER0ZSbXsmJWVE8/99gQDr2GyIGAx4yLgaVq1apfKcmiZBZMk4fUdS3/m9994DQRB4/fXXVW7z888/S+KRKyshZrNxLCsLD1tbAbFYqXC7UiaW753kZGyLjKQWqlVXV6tdeDNc31VX937v3r3UvsbGxiBJEuvXr8fOnTvR3d2NvLw8uVjAMO8wufqzH+/4GBXJFQh3D0eGfwbmm0ucw/lR+Rq5bt99913KbVuZUonLGy/j9rbbeL3xdTjNdcIUgykInheMRNdECBlC5NBy0BbZhgP5B/Bu6bv4svlL9Ff2oyqoCmUBZcj3ycfunN3o5ffi06ZP8UXLFxTXJ60Hz5eHCIcIFAcX43XydbwufB3ZPtnwt/bHRP2JcJzniPyMfDTVNKGlrgWtza04cuTIYxjJgF9++QWdnZ1obWmVq5/7tED2mWxh1EJ0dnbi8uXLo/qeUoc3QRA4ceKE0m2kwm2BZwG17TraOqycuBJiQkyxXb8db9Pexqe8T8ckpI63cDswMIBly5aBR/KQRqZpTB7JQ1tbG8rLy5FMJiNsURiabzZrdD9Ud7YOegaSsTCxLRHNN5sRtigMKWQKysvL8corr2i0cEOWcXFxKn9fT08Ptd2OHTvGff4Zbm4SFhZCxGBgHZutUHddk7lpTXAwZkycCIIgIBAI1J5PnXirSrS9IJSkKE0xmISqwHRKvN1auhz6unow0J+AdfzFlGgrFAqRk5OD2JycMQm37p2d0J08GQRBYJKzM6x9fcFis8HKyVEq3JrKlKmYPH8+nGprYVNVBZumJtgtW6bUbfs4hNsbN25Q+27fvn3E45QWWkjxn//8By4uLiAIAgsWLMCWLVsU5r7m5ma5sTA6Onqcvq0WvwdohVstnmdohVsttHiGoBVuf/98HHFUUtdN3Lx5yHBzUxlHNVru27cPJEmirq5u3NtrLDx+/Dh1PY30t4xFtJCtQ/nKK6+Mezto+exzNKKoLIdGDvf19VGRyHySj7KyMpw7d06jc6iKLz579ixIkkQMGQPOIo5G7pfGi40ILQsFnaTDVegK3zW+YPWwwOnkILAwUKOI561bt6JIUAQnphPmh82HC+kCv41+YPQy4HXIC/RTdHgc8IB5iTmmc6ZjdtpseC3zQkZ/BiXcBq4MhE28DehsOoqKivDbb7+N9+2AUkgdi/F+fmARBJIIApvt7FTOE7KuRYGrq8aOxYGBsY2BfX19VFyfVAjXUsJr167B1dVV8gJYXx+ZDg5o9feXYzuTiQtpaUpfjMsKmImDpRMIgkBlZaXa82qSBCFbWkAgEGjcLxMSEmBvb682du/s2bOSmraRkdielCQn2ioTbnsTEqjv8mpYmJxgLSwsRFdX16j67nB1719++WVq37a2NqXHX7p0KSWETzKYhA+2fkAJsXtb96IypRJ5gXmoX1iPglCJCGc0yQjvb3l/WNft4sWLKbdtZUolKlMqUZ5UDldbV0wxmAJ7U3vEOMVgdexqLApcBK4nF1xPLnZm7cSt2lv4qP4j3Gm4g41JGyEKFiGXlou2iDa8kfkGTpAn0Cfqo/iO8B0U0guR5pGGaLdo7G3ci4trLqIuog7sBWykx6QjMzMT27Ztw86dO7Fz504cOnQI33333dgHMwCXL19Ga2srmoqb0NraiitXrjyW4z4uyIr4/IAEiIW1EA+KzCMRcL/66isqfnvWrFn4+eeflW4nFW6bgpqo83IIDiXYvqDzAva77se93HuPRUh9GoTb06dPQywWo6GhQWOKxWKcPn0aq1atQj6ZDxbJwqLDizS+H3KLkix4mR8wH+WHysEiWcgn87Fq1Sp0d3c/VuE2OTkZBEHAxcVl3OceTeam6upqKhVqW2SkxuKtdG4KHkxtMDExwdWrVxXOcfjwYbS3tyMrKwseHh5yi2CiPAOxo2IFTjcrF21/eOEd/PDCO+AskMxl0Y4MOedtQ0IhkugcZDKjKdF2165dEIlEYxZu51ZWYkpgIKazWDAJDoYzkwm2CuF2akEBjEUiEIP3QIbm5mAsWQLHujrYVFfDprUVHi+99F8RbmVdkHfu3NF4Py20UIZ//vOf6OvrU3lv9/DhQwgEAqrP5eTkPOFvqMXvCVrhVovnGVrhVgstniFohdvfP590HNXzzBUrVlDXkzSCUFOORbSQrWW2aNGicW8HLZ99jkYUlWVLXws4iziIJWNBkiTOnj1LRSJzSA74JJ+qFxdBRiCuOQ4t/crP0dLfgrimOESQERCQAmzduhUDA6MXl/lb+WCRLDhmOcIuzw4Rr0aAxqcpHF8ZZevx0jPpYOQw4JLnAlueLdx3usPriBf8L/jDZZ8LFmxegJnxM2GRZAGbXBuwdrPAv80H9zwXtim2cA53RlhYGD744IPxvhVQClnHYlNQEAomTEArQeAFHR18zOUqnSdkXYsvMBgaOxYHBsY2BsrGzdJoNKp2p5YSmpmZUY5Omocbgn28wWUFIS+UjbxQNooDGGhnMhXm/HVstlxksGxd2uHEEk2SIK5cuUK9SLe2tsbDhw+H7Zd9fX0gCAJvvvmmym1+/fVXdHZ2QlxYiGUhIVQ8sjrh9tPCQkwcFEdLPDxGdN+jru8OV/e+vr6e+vzAgQMKn0vrz3q6PKofLRtn3JDVgKqEKlRGVmIbfxu2kFugqyN5gV+bUos/vPYHta7b2NhYFPGLUMIroRgfGQ8TYxNMNZwKzgIOSgNKcaLoBDqiO5Dvk49kt2SsjVuLj+s/xu362/hj4x9xo+IGKgIrIKALkO6RjpcTX8ZLiS9hR84OvJn7JsXyoHJEO0XDfrY92K5spIWmoWBhAQJtA5HDyUFrayuuXbv22MYxKaRu25aaFizlLUWzqBnLli3DF198gT//+c/48MMP0dfXhwsXLuD48ePYv38/tm/fjq6uLqxZswYdHR04cuQI/v73vw97ru+++w69vb24evXqiNyya9eufXQvF5AGcXgRxLHFIxJwHz58SJXsIAgCGzZsULntmjVrwGPzED/x0fY0goY2og1v2b+FO5l3HquQ+jQIt2Ph/v37QZIkwslwcNdyNb4fKtxWCIIgoKOng7imOIST4SBJUun1PhZeunSJEuxffPHFcZ93NGFvby+Ki4tRlpyMGhoN69hs3B7mOVU6Ny3y9MTEwflD2WJZWfexMoYxgpHHikcynaNStP3hhXdwpuglEAQBA70JeDWpjhJvk+kc5LHi5URbaT8fi3DrvX495jQ1YU5tLawWLYJVaChchgi3Vrm5mJGUBMOkJOhnZMCwpATEYOqI7pQpsCsshG1hIYyzszGDx8NMgQB2dXUKtBGJxiTc5uXlgSAk5YG00OJJ4Ndff0VdXR3odDr6+/vH++to8QxDK9xq8TxDK9xqocUzBK1w+3zwccRRaeo8+b1TXSwuTyaqaqSO5LGIFlevXqX2TU5OHvc20vLZ5+N23B4+fBgkSSKOjAOLZGEhfyF8fX0RzY0GW8hG9alqtcerPlkNtpCt4IgdTZxz881mRFZHwibQBjZxNvDke4LBYyg4egcGFKOdh9bjTWpPgn2CPcxTzWGz2AbeZ7xBO02Da68rnHY5wf4Fe1gmWcIq0wpOIickvJsAj0oP2MbaIogVhPb29vG+DVCJoY7FiyEhEBMExASBXQ4OSueKoa7FkcwbYxkDly5dSu3LZrNHvHDm90zZJIg59gvgHB8Nr/hoeMdGITApFuy4hchgBWGJnx9u5eXhXGoqejgc1Pn4QMRgoITLRXFxMfbs2YPMzEzqWOvXr1d7Xk2TIPz9/antPvroo2H75cKFC+Hs7Ky2JvTdu3chFoshjo7GgfR0BdFWmXD7gCQRYGEBgiDAMDen/q+Hw4GIyVSbNKKu7w5X9z5m8KW5ubm50s+l9WfjguKoczRmNcq5batjqvFa0Wu4tOQSDpYfhIuVJG7Qba4bDjYexB93/lGl6zY/Lx9lZWVYvnw5li9fDrFYDB8fHxhNNoKDqQMSXRPxesbrOFdyDvvz96PIrwhZXlmoDKzEe9Xv4cP6D3G7/jZu19/GywkvoySgBMnuyahl16IjrgPrUtdhc/ZmiquTVyPKKQquVq4wNTZFsH8wOCwOWH4smE0zQ+WiylFHI//222/44IMPsH79enC5XERERIDJZMLLywvW1taYNm0aGLYMBNsFw9fKd8ROR4IgoKurC19fX9TX1+PkyZNK6+kdOnQI4qXNI3bLLl68mDpPHSsbXyw5goN5K9AWLtBYwG1vb6eOERoaqjLN4cyZM7CysoINYYNIIhL6hD4IgoDXJC/cSr31XxFSn3Xh9saNGygtLUUSmQROxcgWtDmFOoEgCFi6WSKJTEJZWdljXwBbXl4OgpDUhWxvb3+syUj/Te7evRvFxcUo4XIhYjBQ5+ODHg4H5wbLMfypoEDp3OTv4QGCIGBqaqoQQT8wMCDnZtbV1YWdnR2VPkEQBLy9vWFoYAiCIBAx3xf7s5cpiLZS+lk5gyAIFNMTsD97GYr9EhDp5A8/d2+kpqZSoq20n8fm5MB14UKJA3bKFOT19KgUbs1LS2E5KOBaVlRgdmkppvJ4mJaVBdOcHBj7+mK2oyPs7Oww38cHc7y8YOzmBgN7e+g7OUHX3R0GdDr0Bt3HhI4O3LKz4cnjwYbLxez0dMzm8eAoEsGzsRE2iYmwjomhOMvz0aIge1dXcLlcvPHGG3jjjTdw8uRJlePVw4cPYWVlBYIgUFVVNez4poUWWmjxNEEr3GrxPEMr3GqhxTMErXD75Hn9+nVYD9YBVFdHcbTcvn07CILAtGnTcO7cOQwMPJ44qpE4p36PvHbtGrq6ulBRIYkXFPL5KOFyUZqejhIuF0I+H54yD78jvZ7GWt/R0FDy8oHFYo17W2n5++DjqnF7+PBhORE4aVkS3NPc4c5whz3THhkvZWh03MyXMxVq0Pb29iIzMxOp3FRKTNXkWHHNcbCl2cIpzAnuae5Ka+gOjXbevXu3QntkbMvAvNh5MIk2gVmWGVz3uML9lDtcj7rCeb8zfHt9YV9qjzmJc2CdYw2naidYxVvBK8QL8fHx+P7778f7NkAplDkWf25sxApDQ4gHXbd3MjMV5ouhrsWRJDWMdgy8fv06WCwWtW9WBgcVFRVa1+0gZZMg/KMi4JWXiZTtPUh/9WVw174Ir9go0DzcwLa0RA2NhhoaDSImE+WJiRAWFqK6uhq9vb04deoUpkyZQjl3lcVSylLTJAiRSERt9/LLL6vtl9JFSnv37lW73fnz5yFesgRiNhsflpYqiLa/NjWhw8BAQbgVMxggCAIT9fRwl8fDA5LEudRU1NBoEPL56O7uxsCAZAGHWCymKBshnZiYKPfZzJkzQRDK69739/dTMcpZWVlK+7a0/mwsI5Y6x9KcpXJu29roWtxacQv31tzDobJDiPOSiLz6uvrYXrkdV1+6OmytW+n10t3dDUcHR0yfNB3h9uGoZdficvllXCq7hJOCk1getRyFfoVIdU/FsoXLsCdvD/bkSrg5bTPSPNIQPC8YzrOdEekUiQinCCR4JCDBU54MOwZMTU0RS49FcnIyGhsbYWJiAk9PT/ztb3/TaJx6+PAhPvzwQ2zcuBEpKSkwMTFRK7qaG5kj0DYQAroAgbaBMDcyH5V4K0t9fX0wmUw0Nzfj3Llz+Omnn7Bz506IFzWM2C0rFAqp47aE8fFT+0Wg8wa+bT2lkYC7c+dO6OjogCAIzJs3D3/5y18UztHX1wcOh0OdRyrcTtedDoIgEDQn6L8mpD7rwq10PM0j88AiWag4UqGxcFt2oAy6errQ0dVBSlbKY3/+u3z5MmbMmAGCILBw4UIU8oVyLtCnnb29vaiuroawsBDliYkQMZnUfCRL6dwkKCig3MXKIugHBgZw6NAhVFVVoaenB++++y4GBuTvMywHhc7pE43wAqsA75VukRNu36t8HVvTFqOMkQybGfJjRbJjELK8IhBKY6oUbv1zcmA1KC5Pc3bGXB5PjsbJyZiakgKLwkLYV1RQtBQIMDMrC6bJyZiXlga9wee7uSYmYNrZwdrYGBbTp2Pq9OmYOGsWDKysYOLhATNPTxCD178bi4XIoiIE5OXBLjkZdnw+fOvqENnRgYmD/UQTstlslePVxYsXqe3S0tJAEATy8/M1Gru10EILLcYbWuFWi+cZWuFWCy2eIWiF2yfPyspKEASB+fPno7+/X+HzofV4pILcSF5mBwQEgCAIcLlcuYfi0cZRyUYlalKr8PdGuRcKCQkqXyi4Db6Ala4+HklbjVW4nTVrFghCfT1BLbUcKYc6TEcjsG7dulUuEll0TgT3XHfYRtnClm6LvFfzRiUI7969G2VlZcjl5cLf3x+JvESJe/ekZu5dBocBH7oPQgpD5MTgob+dQ3JQIChAYmKinAO5+kI1YrpjYEvaYmb4TJjlmMG61hpup9zgdswNXie9wDjFgO8bvrBOs8actDkwjzWHRbAFWCwW9u/fP963ACqhyrF4gc2mXLe7HR2VzhtDXYuaOBYHBkY/Bm7ZsgULFiwAQRCYamQAUTEDJCl4Jly3T2ohl5SRmRmIqhOh7MxRZOx6HSk7NsM9Mw0eQUwwPT2pRUgkSaKiogJdXV24du0a+vv7ERwcTB1HkxrumiZB7Nmzh9pu4cKFavslh8OBu7v7sDWh9+7dC3FlJcRsNv5WXy8n2n5WUICNJiZUP15vbEz13Vt5eTAcXHiwjs2m/k+6cG3FihUYGBiAxWAfHwmHi/LcsWOH0r4trT8b4hVCbbu1YauC2/bBxgd4sPEBLi6+iIqQikcCYHLLsK5bkiSxZcsWXL9+HcnJyTCeZgyHWQ5IdkvGsaJjuNN4B1cXXcUpwSnsy9uHQr9CZHpnIssnCztyd2AXbxdFUYgICe4JsDOzg/McZ7jNcwPTk4koZhTFCEYEHGwc4G3vjSxWFlpqWtDZ2YkjR46AIAhs27ZN6d/14cOH+Oijj/DKK68gPT2duu8Zjnp6ejA0MATTjolsejZWpa0CL5AHjisHNnNt4Ofnh8TERHC5XPB4PBQXF0MkEmHx4sVoa2vDypUrsWLFCmRlZcHe3l7tuQwNDeHs7IwY/1CI/NLRElaosYArfT4gCAKLQ/Io4VbKoQJuq8wxOzs7MWHCBIlAbW6Oe/fuyR37448/RmpqqsL3dZ/qjkrHSswwlIg5oVahWuFWDffs2QOSJMEhORrfE0npn+OPebR5SEhIUBqbPhbu27cPKSkpYDKZyMspQXJcBfJySp4p8VaTBbLSuUnqLiYI5RH0qih7nzFBX+IyT/UKxVH+KpzK7sT7ZVvxj7ZTOMFfrfY6rwrKQGu0ACWcdJVRybSUFLhERkr20dHBDBd3mHj5UJzh7oWJLq4wdHWFsZ8fZvj6YoavLyZ7eGCiiwsmOjpi0uBzpaGBAdwmTEAkQVB0JAjMnTED5ubmmDt3LiXcS5mYmIj6pUvB5vHAbmxE2qZNEF+4gOkyz6qaUBWkC038/Pzw+eefw8DAADo6OhgYGFA7P2uhhRZaPA3QCrdaPM/QCrdaaPEMQSvcPlleunQJ06dLVrV3dHQofD5cPR5NX2Zv3bpV8lA6YQKOHTtG/f9o46hkoxLHuw2fNJW12ebwcJwfbLN7fD5u5eXhfGoqwgZfwBMEgcKUFBQXF2P37t0anWeswu20wdpGTCZz3NtMy98PZWu6jkQUlUYaHz9+XG5/0QkRUrengtXJgmWcJdzS3RBaForGi40jjmBOTExEgaAAHJKD2MRYcDgcjevlRpKRyOflIyUlhXLUSuOXBwYeuY2l0c5RBVGg0WgI4YaAs4iD5pvNSN2eCv9V/ljQvgCzc2bDLMsMswtmY0HXAridcgP9Ah3B7wbD/4Q/XJa6wCTYBKZhprBaYIWcnBy1Ua/jDVWOxZ8bGymn4gs6OriblaUg3A51LQ51LMqKlenp6Rq5Fjds2KC0f16/fh2LFi3ClCmTQBAE0uLskZPqSAkop06dGvdrSB3VLeS6ceMGNmzYQC3imj59OvT09GBkZARHR0fk5eXJLQ7au3cv6uvrIRKJ5CidGwiCQBwvD9ENNXjxo//F8g8H0HDtPAJLisBMiEN0dDQV+3/w4EE5d3RpaSl1DF9fX6WxlMqoSRJEf38/VYN30qRJ+Pnnn5X2Sam759ChQ8P237feegvi8nKI2Wz8a+lSqu++TaNRgq20D59nseT6b9L8+SAIAiFWVnhAkvhTQQFqaDSUpqejvb0dAwOjE26VLSRITk4GQRBwcXFR2relbltBjABTJkrczjOnzcT7W96n3LY10TXoW9aHe2vv4d7ae7jZchMrE1ZS582kZ+LNyjdxfuV53N52W46XN15GZUol5brdtGmTnNu2jl2Hz1s+x1/a/oKblTdxoeQCTgpOYtnCZRAyhcimZ2N12mocrzxOcRe5Czn+OYhwj4CduR38Pf3BYDAgFApRWloqiZpNSoKvry/Sg9NRl1mHpqImtLa24sqVK8jJyYGxsTH++te/4uHDh7hz5w66u7vB5XIpd7IqTp06FWw2G7W1tdi1axcuXryIy5cvU+1YlVqF/u5+tY5jTXjmzBmsXLkSaWlpsLW1VfpdTHSmgK2/AHVTI1A5NxqFDpEQBWWihaxRKeAuX76c2r+SmYFvFp/A/cpDuM17A9eT1+NU2DLs9anF2nm5yJ8WgJAJ9gid6gz3OfbQ1dWl2mBg4JFw8sUXX6CoqIj6XEpLS0tER0ejPLYcLfQWqi5y4vxEjUTTD9M+xGnmaZz0P0mRnEsi2jkaLBZLYRwSiURgsVgIdA5ExNwItPq3KrCd2Y4LaReeauH22rVrKCkpQRKZhAhRhMp7DWX3HuFV4Ugik1BSUvLYk4t27doFoVBIiba87GXPpHgrnftUlaSRzk3DRdCrYnFxsfx1OnUG3mvfh7eL1+JY4WpKvD3G66S20dXRhfMsG0yZMPGRcBvCxQcdB7CjYgVq4nhy4m19fT0yCwoQm5OD2Jwc6E+U7DdtqjEc5rtRtLN1xhxbexhZWcHGzQNmdgswa958TLeai6nmczDVZBZ0Bq9Lp+nTES0zd+12dATfzU3teOjg4ABOeDjsfH1hFxIC96QkRJaWKnCOo+OIhdsffviBEop3794NACBJEgRBIDo6egR3m1pooYUW4wOtcKvF8wytcKuFFs8QtMLtk2VFhcQFYW5uPqp6PCMR9Nzd3UEQ8q7bgYGRx1EV8XjUw9mTinZ+Wtjb2wuhUCjnUv5IjUu53seH+lsJXF1H5FIei3Db19dHvZSLjIwc93Z73ByPeHEtH3GoY1YTUVRACrB161YFx27DlQbE9sQiuCcYThVOcCPdEEQGIW1lmmYvP/tawFnEQSg3FDQaDVEFUWCRLMQJ4sBkMpHETVJbk3do7d2DBw/K1bAdGBjAzZs3FaKdWSQLdDYdfkw/BBcFI3VDKqJeiYJDuwMcXnKA/Sv2MM83hxnPDOZCc7gddYP/u/4IvBwI5hkmPF71gJGjEWbOnwkHBwe899574z39q4U6x+J5Fot6efiGjQ2O+vjgBR0drJo8GSfodAXX4lDHolSs1B90u2hCb29vak6TcmBA4kiMi3sUIXtiVxI2rw2HjZVkgVRYWNi4Xz+qqG4h15kzZ6jP1HHChAmora3FwMAA6uvrkSskkVoilKOFzVxq+6jsTEq4lTK6oQapJUKV4sfy5cup+FVLS8sRieGaJkFIX8ITBIHTp08r9MeHDx+CxWLB29sbDx8+HHH//SgjA2uMjORE21dmzcKt1FSFefzo4AICPR0d3MzMVOq41ZSyMdBD3eaXLl2ioj5ffPFFhX2lbttFaYvgbveo77fyWrGvbR/ltq2JrqFYvbAawmAh0rzSqO1tZ9oi3T8dGYEZWJS8CJUplQqsSK9AUWERWCwWjKc/ctu+Xfg2vhJ/hQetD/CHmj/gSvkVnBKcwt7cveD78ZHhlYFM30zsFu7G0aqjOCY6hmOiY1gSuwQZ9AwEewYjPy4fra2tuHbtGgDgl19+QWdnJ1pqWtBU0IT3tr+HpoImtNS0YOXKlbhy5QqMjIwwd+7cYQVyIyMjBAcHQyQSYefOnXL1yYe2Y0V6BbpEXWodx6O9lk+ePInly5cjMTGRil+VCrdLJ0VCPDka9ZM4yDDwBmeiE+It/JASEIUifiGKiorQ0NCApUuXgjG46IUgCPjqz6X2VcX6SRxw9B2gR0iuTx2CgA6hgzlz5iApKQmlpaVyqT0EQcDExASLFy/G9evXKQdsvU899XmZR5lGoulp5mkcdT2K4/bHKQpMBYiyjEKgcyDKY6LWTJAAACAASURBVMsVGO0cjSjLKCSYJqDevl6Bta61aGe2P9XC7cDAANrb26n7g6pjVRrdu1QdqwKLZCGXzKUWgDwuDhVtaxdtwY7ue6hdtOWZFW+H45w5c0AQyiPo1bUTm82Wux7KojLxYPMF/GHFQTnx9kh2B5ZHCHCCvxoPlhzG+2Vb4TfnkcDZnCTEg80XcL/nvIJ4u2rVKrlFVNIIdz0dXbRyCtARJURHlBBMK1c4Wthi5syZmGdlg/mzrOBqPg+OptawN7bETEMjyb2Sjg6cCQJlBIHlenr4lMcDxGJU0unU99EhCMyYPBmmg3MKQRCYPX06uIGB8HR0hCeDAVZCAnhVVQqc7+xM7WNgYIAFCxbA3PxRNLQydHR0gCAki46kCRh37tyRuz/TQgsttHiaoRVutXieoRVutdDiGYJWuH1yvHnzJuUWGG09npEIenV1dSAIAlOmTJFzkg0MjCyOSuoIeRyOIFVUFu083rx69apcXeDtUVHD1gVeGRRE/a1eYDBGVBd4LMLt+fPnqX3z8/PHve0eN8crXlxLCYcKmZqKoocOHVKoCdvS34LU7amI7ImE30Y/OBU5gUbSNK4XR+4kwSpiwY/pBzqbLiesJmUlgclkIq4oTmlN3qFRy7L1bGWpIFT3SQTp4LxgeNO84R/jD+dUZ7i3ucO+wx4ub7nA64QX5i2bB7M8M5gVmMFuhR1oF2hgXmYi8GIgrEgrzAyYCVMzUyxevHi8p/5hocyxKOVPDQ2U61YZPysokHMtyjoWW1paKEFyaKyfOiqrXSl1JLo4SRxvbk4mePABiVsX85CZ7ADpAqinNd5f3UKu48ePU7/TwcEBJEli/fr12LlzJ7q7u5GXlyc3zi1duhQikQgRGWlwCA6EUyib4nSLRy9g57k4qxRuhUKhgkMuMTGRWhRkYmIy4rYcmgRx7tw5rFmzBlu3bpVzOEpfAhMEgdraWoX+eObMGRAEgaNHj2rUf6WO8cUMBlbZ2sr1z3Z9fbwTEKB2Po8ZdFHmOjnhXGoqSj08EBEWBj6fj+XLl2tM2XjpxYsXy30WHR0NgiBgZ2en8PeXddsGuAZQx2C4MPCnnX9Cd003KpMrUZVYJUcygkQWMwvpPumUg3LG5Blgu7ER7BuMtNg0lPBKlDI+Nh6WlpaYMXkG5ba9s/gOPm/5HJ+3fI67jXdxuewyzgjP4EjBESwOXYwMjwwE2wYjn5aP5vBmrExciU05m7CRtxGZgZmIZkaDw+KgaUkTjhw5AgC4fPkyWltb0VTUhF0v7MKDww/QzmtHvF88pk2dpnCdy3LKlCkIDAxEVVUV3nzzTdy8eRMnTpzAmjVrcOLECYX+J9uOsm7b4er8jpU1NTVY6BeCZDM6XjRJVhBbMwy8wZ6wAP56trDQUf6bnXVnqxRu2ybHYJVpGhrNYjGJkMQj6xE68NSbo/KYRkZGKC8vx+XLl6nvKRVuC10Lqe3WsddpJJqe9D+J4/bH8Y75OzhveR7nLc+jdFopEkwTVDpqybkkBKYClE4rRYdlhxyXWCxBvX290hjlTws/he00yTXZw+l57MLtSBfv7dq1CyRJIowMQ/aGbI2E2+wN2Qgjw0CS5GMVUFWJtm/2fDIq8fbgwYPo6OhQW9ZgvCk7P2oS2y/bTmGMYLnr4mzrVjzYfEGpeCuNTX6/bCtOZXcizplJ7VcSwaX2UybeyrYzg8GAzuB+mxKqqRq6pb4JiPJgws7ODoHedCS4BWNJSB5aQ3ioZ2Rgir5kjrc2NELk4Px1MSSEuhc7kZ2NJEdHlPn6oiMsDGsjI8GVWeytQxAo9vFBpJ0dIjkclJaWYu3atQrMzc0Fl8tFfX091q9fj9u3b8sJ3EPx448/wtTUlHp3JAsajUa959BCCy20eJqhFW61eJ6hFW610OIZgla4fXLcsGED1dajrcczEkHv9OnT0Bt0PTU3NyvdZrg4qnPnzj1WR5Aqqop2Hk92dXVBWFgIEYOBdWz2sKLtA5JEb0IC9btfDQvDOjYbIgYDwsJCdHV1/Vf+zgMDA9i2bRu1b1tb27i33ePkeMeLaymhNDpYVoRVJ4oePnxYpdhbfaEasT2xYPew4dHqAZciFzBJJqIbotF8s3nYGreBCYHwpnkjOC9YTliNICPA4XAQkxCjtCbv0Nq7yn6nqmhoaQQ0M4aJeQvmYW7oXMzJmwOnLie4H3KH/3V/uB53hXmROczyzTCnaA7c9rmBfokO11dcMSt6FkzcTODi6oLt27eP99Q/LNQ5boe6bmW5c8ECBdfiO4OJBSVcLhYuXKhSrFTG69evg8/nU7UbZcXeLVu2gMfLh6GBZJ7rWhmGBx+QePABic1rw2FuJnGrPI2u2+EWcp04cQL+/v544403VB5j27ZtlHhrZGSEsrIyeAYxMT+UhYByIUXjBXZUm+lN0EdUXZWccBvX1IDYUqGCU5cVHwfdwXuIiRMnahz7L6WyJIjVq1dDyBeAFEgWhknrqp49e5Zy9bq5ucn1xYcPH4LBYIBOp2vktgUk9TxjYmLA0NNDukz/3GptrTTeeygvpadDX0cHBrq6WBkYiHgnJ3jR/BCTmgtuQanGtHNwodo+Pb+Y+v/UHAEmDsZnrlu3TqHtpC7RSHokdAbdlNazrHGj6wY+2fUJ/mfz/6Crugsvlb1EcU3pGlTFVaEyqhJV4VWYZCCJDzc2MgbdiQ5OIAeRkZFoa2tTEJjb2tpAp9NhYmwCJzMnpLinYFvWNhziH5LjW9lvYWvGVrya8ipWxqxEjFMMPC08YWNsgwCbAATaBsox2D4Y8+fPR3Z2Nu7cuYNffvkFjY2N4MZykcpIRVN0ExpDG1ERWIFA20CYG5nLzd+GhoZgMpmoqKjAtm3b5OK7peNDRUUF1Z+GCq/q3LaP23Ury+XLl6M0owA1/lzcK9+NjwrewNnIDuxwW4SVM1M0EnBtJ5jiVfsi7PWpxTFWKy7GrMJARhfuFG7HlxUH8G7+JsyaLBkP9XX10O6Vj263YvCNgxEywZ46pr6eHmg0mtLnDqlwu9BmIXXeS+mXRiTcnrc8jx9oP+AH2g/osOxQKb6q2keTfZvpzSAIAk7GTrgvuK+RcNvX16c0pUEVR7J478qVKyguLkYCmQC2kI2w8rBhyRaykUgmoqSkBFevXn0s/UydaCvlSMRb6fEK+cKn2qG7YsUKufuA4bY/ePCgJD0ppwhRnoHUvrOmGVPiqyrx9l3+BpzK7sSxwtXgMx4lQ8T5sOX2UybeSsVvFosF4ymS6zvEzkutcNsRJcQ3S95GWzCPOpeF/iQ4EASSJk3CqvBwbIyOxu2yMoX7MojFeEO25ISjI9pDQyGOjoZYLMbdu3c1vgdUJ9zevn0bYrEY69evV/hs7dq1IAgCkydPxg8//KDx+bTQQgstnjS0wq0WzzO0wq0WWjxD0Aq3T46jrcczFkHPZzC6d7iYQlV83I4gdedSFe08Hrxx4wYqKipQnpCAOh8ftfHIsvy0sBATB190l3h44HZ+Pup8fFCemIiKigqFl46P6+9cX/8o5u7AgQPj3n6Pk09DvLiWEg6NPVYnig4Xr5y7LxfRPdFgdDPgXOoMD9IDLJIF/la+SuE28+VMBPOCQfOlgRnLVCqsJhUkwd/fH4m8RKWfS2vvDk0h0PQ3+uf4w8LaAkbWRpgZPhMO3Q6gnaWBOcCE50VPzN80H7PzZ8Oi0AI2DTbwOOoB8yxzzOLMgqmNKcIzwiEWi/HnP/95vKd/tVBV41bK31pasMLQUE60vRYZqdS1GDdvHmpoNAh4PBgbG6sUK5Vxy5YtsLGxoeYZBwcH6tquqKiAv59EGJtvOx1fvieghNtbF/MQGmRFLcY4e/bsuF8/shztQq6hzM3NffQiOS4O7gEM2EWFw7uyBPQlNaAvqYEZw09OvOAsKpUTbqvePoC4pgZEN9RQDMjLgt6gWK4/YcKoxkTZJAgul4s1a9aAJEkUp+VDFJSJshSenIDrLBPXeP/+faovSu813nnnHY367u3bt8FkSpxRlgSBEIKA2NAQ74aFaTSPS7k+JARlHh7IcnRESnAw/Oh0BHOrEJBRozHN7b2p30RPXkT9v290HrxpNGRlZSm0m1SMjAmNoVyzptNNcXLVSYUatbI8v/I83qx8E7uKd+FM3RlMmyQRCmzMbJAUlISy1DKV4mR3dzecnZ0xe/pshC0IQ11YHXoFvQo8UHgAm1I24aXEl7A6eTVKQksQ5R4FC1MLmM0ww8xJMxWor/soEl3qwPa18kWSWxIaQxspJrkmgT6XDitLK/j6+oIgiGHdj1ScNHeRwm8bzm3733Tdygu3e/Cg6rAMD+FW3la8w1mOPbQa7PATQeyZDYFzNIS0BMwwkrSRmeF0XE1djy8rDgzZ/zD6+Jsxx8h0cHGMLnpi6uU+P5v1EoSusSiwj0BJYCqEhQKsWbNG4XtKhVsPUw/J9WJkqXFM8ZMSbu/y7sLYUDJvdIV1aRyVLHtfrIlwO9LFe8uWLQOP5CGNTNOYPJKH5cuXP5Y5RBPRdiTi7dDjPQ3xyqoWF6elPYqC18QZ3NHRgWK+ADXxPKQyIqh9fee7Kgi3CuJtjkS0fbt4LVqTS6h9GQ6eCvvd7zmPjmwRauJ5KOYLqGh9FouFebMkEeoGehPwl6YjaoXbf7SdgqeZJLVkkp4BfI3nIsDIDNUe/hAHRUAcHIaN0dHDCreboqOxLCQE4qIidHZ24tdff9X4HlCdcKsOn332GbXfm2++OaJ9tdBCCy2eJLTCrRbPM7TCrRZaPEPQCrdPjqOpxzMwMDZBr6CggHoRIRuPpgn/G46gS5cuqdxWXbTzk+bBgwdBkiRETCY2h4eP6GVvwGBNNoa5OR6QJHo4HIiYTJAkqfYFw1j+zjExMZS4OZ7t9rj5NMWLazm8G1Uqih4/flx+u1PVCiLs4muLEf9aPMJ6wkDrpMGJ7wQ6SUdoWSgaLzYqbC89B4PDgA/dB6xClkrxODYxFhwORyHqOIKMoGrvKvt9w7mKF19eDLcMN8ymzcaE6RMwI2QGLMstwehjgDnABO0yDe7n3DGncg7MC8xhUWQBiyILmCw0gamnKVwXuiJWFIua5hps2rSJqgv2NOLu3bsQi8UQR0fjQHq60heE35SVUaLt2qlTFVIJpK5FfR0dFPn4UG5bTcXK69evU3GykybqozA/hqofSRAECgp4mDRRIgrt2BRFibZSrmljQUeHGJFQ/KQ42oVcQ7lu3TqqPYKCgijhlr6kBoV/eg+Ff3oPvu3NcuLFfAZdTrgdyorDezBpUGDT1dcDKz5uVFGkskkQXC4XQr4AoSGhCPUIgNA1FtX0dDkB18/vkcD8+uuvA5C4bX18fBAUFDSs2/bf//432traKHc2QRDQJQjEz5qFNYGBGqVmyPK+QEClZhTxeEhKSkIqrwwBGTUQ9vShate9YRmQXk19F/76SxD29CEgowapvDKVIuHWrVsRGxsLPV3JIjDDCYbI5mQrrU0r5aLkRcgIzJDUsvXNwKLwRZRT19HCEWQsiYyQDKXi5PXr15GcnAxLc0vQbehI80pDb3EvLoouKuUu3i6sT16PFYkr8GLqi8gNyUVcSBwiIyNRU1OD9PR00Ol0au4eSnMjcwTaBqIisAJLw5diQ+4G7K/fj+PLjqMiRSK0+vr6YtasWcOOD1JhtjKlUuG3aeK2/W+5btULt8p5S7gdr8U2wNlEslBFj9DFDj8RToS04X+4r1IC7i3hdsyb8aj2b5lPMs7lrMO5nHU4lPYixMF88NwXItd7IbicBKSmpILP5yuNkhaJRCiLKcM0A8n1XuRW9NQJt030JkpU/lLwpUbC7YkTJzBlyhTo6OjIpTQM93cbyeK906dPQywWo6GhQWOKxWKcPn16VH1KNsJ4JKKtJuLt0OPxspcNK95ev34d1tbWIAhCZYLJaHnt2jU0NDRIxj9DQ+RnZ8uV8/GScVJ3dnYOW4pG1nHLdval9k32D1cq3MqKt0fJNXi7eC3+sOIgXipopPZ1tV4gt/2VJW+gJpiLBOdAeNu5wMbGBr6+vmCxWPDx8YGXzaP6uEfyV8gJt1ZWVjCeNgOzp86E0ywbxDgyoD84/s+aOA2ptv7g2fljLTsNbQFxEAdFYG1k5LDCrcDbG+LISIibmnD27NkR3QOOVrgFQNXHzc7OHvG+WmihhRZPClrhVovnGVrhVgstniFohdsnw9HU45FyLILe6tWrqX1feeUVhc+PHTuG1atXK11d/t9wBK1atUrldppEOz8pdnd3Q8jno4ZGw/nU1BG97BUzGCAIAhP19HCXx8O51FTU0GgQ8vno7u6mzrFy5UqJMDLIRNl4q8REuc82bNig8rv29/dTL0iVuXeeZT6N8eLPO1XVf5UVRdW5VmVZfLwYMT0xCOwJhGutK9xINwSRQUhbmSa3XUu/5BxB3CBJRHJ6sNq45jhBHJhMJpK4SXI1cKW1d2/evKnwuzSp49twpQEBjQGYyZ6JidYTMdl5Mix4FvDY6QHmABN+1/3gcdEDTrudYMG3wKz0WZgZMxPTA6ZjlscsxL0ch/iGeOQ25EIsFuPbb78d71sAlfj111/R2dkJcWEhloWE4O+NjUpfEu6ws1PpuH1AklgRGIgACwukBAdTjkplYqWyOpUbN27E5MmTQRAEFobaQFTMgIVMvdbM9DAE+JpjcYWvgmgrdd1az5HEJVtZWT22+pWPg6NdyDWUq1atotqDxWIpFW7Ddm2FroyYqTdhAsQDV5WKttUnDsNosJ6wnr4+fFKTkFoiHJVwK+t4q6ysRGlGARY6MBAy3weZ1sHYzqjG6kAhaugZEAVlgsuOo7YPCwvDL7/8gt7eXhAEgfPnz6vtr1euXJFz7BIEAUtLS6SlpVF16rdFRmos3t4XCLAtMlKuTv2rr74KAUmCnSlCQv1rqDv4YFhGFK+kvk/+mneQULcZ7EwRBGoEwsrKSkp8nqA/AckxySrr0kqZFpuGYN9ghLiHIJmRjOLoYuq8Pgt8UJlcieL4YqXipNRta2dmh0S3RHRndePrVV+r5Gftn2E3bze6M7uxIXcDlucvVyl6nj9/Hi+//DLy8/Mxf/58TJw4EWEuYahNqMWVl67gj2/+UamAajfPDk5OTmr7l6wwK0oTyX0HTd22/y3X7WiEWymbg3jQHRTdq2ZH4hhtCd4ObMaJkDb8UbAT+1OXKxXE1VHVOCMSiZDESKK2O5F04qkSbr8o+gJzpkjGynLPcoXjqRJuQ0JCQBAEEhISqJqbmgi3T+viPdkI49TUVKSmpo5ItJUVb0v468EOzEVyYi6EQiFWrFihVAQezqFbWVkpWQg0fz76+/vVfv9t27YhLS0Ntra2mDJlCiZNmgRLS0sEBgZCJBLhzJkz1La9vb2orq6GsLAQc2fNAkEQ8Jo1CzU0GkX3wfqqxP9n772j2rjzvf+huBuMqRK99yqBEKJIIJpAdEQXIJBEB1HdwQXbuMYltnHHPbZjh9hO4jh2HMexHRucvbneZDfFyTb/dvPs3d892bvPlmd3837+EBokkEAC3B7P55z3ORwxMxqNRtNe3/f7QxCQVlaitbV10v7rqm0Y4OVLztuYWqIT3D45cBNfbh7E7SWH8eXmQTw5cFMD3HrRXDSctm2xhcjwikKEoy887JwQ5RWClGAOqUTPUWDcwS7EN/UnUBMihMCThSiXQDBpXoiw80asQyASXUaTGhbPXoA9HBn6eTLcKVyJptAk5HuHItPbW2tk8tio5J7mZmzfvh1///vfDboGnA64zRxpG+Tg4GDwvFRRRRVVz6oocEvVq1wUuKWKqpeoKHD7bGRoPx51TQfcXrlyZfQGtbFR439DQ0NQKBSolkrR2to67sb7aTiCmpubJ5x2utHOM/l9qR72PhKLDQK3j8RizBmBfzu4XDwSi8mHv6rYrOHhYdDpo46JycRgMHSuq3qP1+PHjz/3fX0m9TLGi/+/rrGAcywUvXjx4oSu1bFANu9YHpL3JyNidwR8q33BkDEQJ4tD09tN5HSykzLEVcchghMBFpelE6yqpuXKuMguzgaHw0F6dTriZHFk7923335b6+eaLNpZtb6sXhZsUmxgHm2Oua5zYZdpB5cmF0R+EomooSiEfBSC4I+C4bLKBeYscyxOWQwzPzO4FrkisTcRLDHrpXDcAsD169fRs2IFepKTcSw7Gz91d48Dt18VF5Pg9oC9vU7HoryqClYjQHAsRFBBFrmsioQm9+7dI91PjvSFuDUoQnsdA/Z0K/K3rahh4+C2RK3QVqXUBGVcs7GxsdbBS89D0xnIdfbsWXR2dkKhUEChUCA0NJRcVmpqqlZwm3j+GCx9vTXOKdwVnSh8YwCFbwyg5NxxdNy5gc7r72DRiFPG2MQExa9thqCrbcrgVj0JQgWyBB6R4NNCUGrFwYXQDlyKXokznE5siZajNUKE6DkeoBuZY97cediwYQM8PDzA5XJ17qM//vgj6urqND6biYkJKisr8cknn2BwcBA1NTWoH+mzvIPLxReTtD74orwcO7hctDEYqM/JQU1NDQYHB8n9NK+iHpzCdtQffTQpuC1eP0iuV3LdFnAK2yd02545cwZmZmYgCAKmpqaoqqoa149WW3/a5ORk8KP5SIlIwVrJWrTktZDvGxsciw2yDbi+7fo4OKnuto1yi4KELcGXPV9OCG5/2PwDbiluYaBkADuLdmK3ZDfplNX1uQyNLfay90JgYKBOgDp2ede2XNP4bP39/Xq7bZ+G63Y64HZ3igK+FkonY9g8F1z16sR7/l24xFmBO1mvTQncCoVCreupUCjg7+w/AsdC9Ya2zwrcnkw9SX6G63nX9QK3qsEsFhYWuH79ukHg9kUcvKfuhk3hSxHO4CE4KBwJcUUGQdsT+x9jx4YHaJGfRWbKUkQy8sGNSwWTyUSmsHgcBJ4I3t66dQuLFi0CQRDYsGGDznW/e/cusrOzyf7luqSK8T5z5gxqampQW1gIBZuNYh+lS3WWsTE+yM3FtxIJHonFyPXwIOetj4hAbWEhampqNPqwa4tZbm5uJgdNEQQBUVQKfrf/wwnh7ZMDN/Hzvou41vw62vil5LyulnS817gL7zftxl7JSmT6RSPC0RfBtu4Q+XNRF56pIWmwgJw31zMan5W+jmPJ7aj2T0a5Lx/lPnxU+CZC6p+CFGcmOa3NXHMc4DVid6wM/bxaFHlFI4ruCW9LGyS7eSLf318D3r4uGH2fLC4Xa9aswePHjw2+/psOuF2zZg057x/+8AeD56eKKqqoehZFgVuqXuWiwC1VVL1ERYHbmdVM9eNR13Qg1J07d8h5c3JyNP535coVyGQypJWWQiaTjXPdPg1H0GQPf6cT7TyT6u3tRZ1IhDYGA99KJAaB2ycyGbJHHirwHB3xTWUl2hgM1IlE6O3tJd9jpsBtTk4OCIKAv7//c9//Z1ovW7z4qyJVpLBQJtSAom+99dakrtVxEcg3W5G+Px3c/VwEdwfDv9ofHBkHgi4BVj1YRbpoozOjlW5bcaxOsKruzk2SJYHP5yMtMw18GZ/svavt84yLgNYS7dw93I3Ga40IWRUCpzonWCRYwCzMDBYMCzhUOMB3hy8Zlxz8UTCcu51hHm4OsxAzWHOtEbg+EF4iLzDSGWhubn7he9wCyujZ7du3o6e5GT1cLi4XF4+Dtz91d2OXpSUJbx+NJBSMdSxKpVKdsFLpnJOipSYOMpkUhw4dwrJly0aAqxHWdLLx5HMZDmxLhAPNjFxOex0Djz4STwhud6wbffiYlZX1QrhupzOQq7OzE2VyGfJq5UgTl8F0xJk5Z+5cZEur4Mdhw0OQpNHj1ruiBDaMEI1zindhLgQnD0Jw8iB4G1cjpKQA8xePRoq6scIRIykHq0iExIJ8lJWV4Y033tCQtuhVlcYmQaiD21p/IeR28bjkocB7Pp2ko/AMpxM1dgngzvJEpIkrslh8EASB2tpa3L59G//4xz/IffPHH3/EmTNnNKKzVefBsc6wsTCgg8nEfj4fN/Ly8EgsxjeVlXgkFuNGXh728/noYDKhYLNJGKCe9nDo0CGDXLetb3wP09lzQRAEPMKTJ3TbXrhwgRzcYGpqih07dui1T2iLBO6pGD0HipPE6Cruwi+O/2IcnDTUbTsV162uddSl5aLlCHcMh7GRMTw8PCAWi7F582ZcvXp1wuWpPltVVRXy8vL0dts+DdftdMDtxvgaxNOVv1djwghHAuo1HLequOQDaV1ojyzS2i9a33Wvr6/HHFNlO5Ox/WNfBHBb6F2oPB6Zu2ld3lhw+9FHH8FmxKWpuvYzBNwOD79Yg/fGQtv4GCkiQvMR6JuAKFYmeldeNgjaKmrOoVFyHrLiNxEXWQUHuj/8fTmIZORDXvHaOAisC942NTWRg3IePHigdd3v3btH9honCAIRERFYtWoVDh8+jJMnT+K1116DRCKBs7Mztm7disHBQWWcsdogmy/Ly8GwtQVBEKgKCCDvsTqZo2CzOzJSY5DN+fPnsXfvXjQ1KY9HcolEI2aZphbhzvYIwkDD+knh7bXm13FZugUt0aLRc6i1E65UbkZPShXKIgUIc/eHh50TRP5c/HnN++P0Tf0JzDVRnq95DsH4z+K9GnpUshdfiw/iN5Jj6ONUke9Dm7cYZ1KW4HhSB47zW1HiFYdomi/8FttD6BaMNA9f9PH5eFRXh/MiEXJ8RiOZs7Oz8Z//+Z9Tuv6bDrjdt28fOe/du3en9P5UUUUVVU+7KHBL1atcFLiliqqXqChwOzO6e/fuhDeKhvbjUdd0INTw8DDZYzYuLk7j9d27d6OyuhrM3FxUVldj9+7d5P+m4wgaq6KiInJZO3funHDayaKdn5Wm47h9IpPh8khUlYmREd4feQgx1nE7E7p16xbpzlm/fv1z215PQy9qvDglpVRxyOpQ9Pr168rBILI08Bv53P7B4AAAIABJREFUWPVAO1wdq7JzZRDsF4C9jw3PMk+EycIQJ4tDx/UOFL1WhNiKWDDCGeCkcyYEq2P74WZXZiMyMhKlFaWor6/XGX2oT7TzqqFV4G3nIWRtCNx73GFfaQ+rVCss9F0Ia741nOROCH8vHBH3IuD3ph/sKu1glWoFM38zePV4wbfTF/RUOlhcFqqrq194t62qHj9+jDVr1qBHLkcPl4tj2dn4/7u6NODtp6mpJLg94+Oj1bGoiqAcCytVzrl6eTbaahmol2ejtrYWlpaWyofnYXYknH30kRg2VvPI5RzYyp8Q2j75XIYHV4s1HhzPRP/K6UqhUEx5IJdCoUBerRzx9XLYeriTy/Hjx0PQ1YaA5ESElxYiqkFOKqy8BK58Lgg115NDIg+J54+Bd+og/MuL4c5m6T2QSCVdLr7h4fFJEOrgVhGcg6WuWfhV1G48DOnF+16dJMA94lODznl8FMwOQ+J8P6TbMdEjb0erohUlJSXIzc1FcHAwjI2NNdZl7ty5aG1t1RqDPjysGb/ZkJUFBYejEb2pkoLDQUNWFuRVVVrjN6fiunUMiAJBEDC3cdTptr1y5QoJuk1MTPTuGanLyZodo4y/NZtnhtb0VjTnNuNsz1kNONnQ0ICsrCzSbVsZWYnPln+GX63/lV661ngNBwoOYEv+FmwTb0NjTqPOHrqGxBbvKN+BaNdo0BbSxu1z9vb2SEpKgkAgQK24VmN5qs+WnZINFouFhrwGvd22M+26nWqP2wNpXUjzYCPBPhSOc5QQX0Bnkj1uZwrYqqQCazbzbMb1j30RwK3TQqXzOM8zTy9wqxokqz7Y0VBw+6IM3hsLbbMES9FQeQ6p3OXghEsgTG5BjrAFvSuvGARt5SUXUJS1F4zAAvh7pSDAKwsp3Ha0yM9ix4YHk/bGlUql5ACTiXrHqwZrGRkZYenSpRN+1lu3bqG1tZW87zqWkkLG2q+LUh4/F86ahV9WVOCJTIa+mBjyO30/J4ccJFaSng4ul4vqigo0ZGZqPc47LlxIzuvj5IZSVir6q7snhLfvNe7CO5ItaAgfjSFm2ftiHU+C4pBEJLHi4OLigiivENSFZ+oEtzbzlC5lDs0P31ccxWPxYQ19V34E/yV9A4rg0fdxX0TD3ZId+DBvE27kbkRtYBoyXCPAsvVCngcbUXR3JLu7o4fLRY9AgKzYWI3nDVOt6YDbs2fPkvNevHhxyutAFVVUUfU0iwK3VL3KRYFbqqh6iYoCt9OXxgNBHTeKU+nHo9J0wa1q9Ln66PGhoSG0trYiWywGIzcX2WIx2trayLjk6TiC1HX16lUsWLAABEFg8eLFuHPnzoTTTxTt/Cw1nR63KqW5KiM6hW5uWnvczoQaGhqUN/bu7jpHvb+sehHjxSmNSuVSlcgkJBR98OCBwY7b7uFuLL27FBkHMxCxIgIOQgeEl4VD0CWA4h0FuHIu2Hw2mCwm4qriJuyZq66i14oQL4tHflE+ioqKdB5vVe7hyaKd66/Wg9HDgF+fH3y2+SDw9UDY5drBgmMB8yBz0Avp8FjpAfZ9Nhw6HGBdZI2FIQvhkO0A+wJ7OBQ4wI5tB/9IfyxduvSF7m87tj7//HMlvG1uRk9yMtbyeDgvEuFRXR3+q7MTf2prw8pZs1BHECg0NoYiJGScY1EXrFS5bRU1bHTUMaGoYcN3xDFibjYHe/riSQj7/XAVrC3nksu5fi55UnD7+IGEnN7f13VG+leq68aNG9i6dSsOHz6s93JVYIAgCI3efvpIBW69YqNHH+xGhmPdz4ex/svP0HLpTQhXdEHQ1TZOdl6e5DzOfC4Zo+xbIoIncxRuzAS4HZsEoQ3c/hB3AH+OH8APMftJgHvFsw1b52ejZ74AnfP4qKMnImVhICJNXEE3Mte6HhwOB5cuXZp02002wE4ukShdnE1N2Lt3r84Bdoa6bnmVyvORsYkJyisqxp3Prl+/DmdnZ/LzlJeXj3M363I7a3OefnvqW9AsldAz1D0UbYI2tGS2jHPdCtOFcHFxId22LfEt6Ejs0Fst8S3IC8lDekA6UoNSIUmSkNDzyJEjY37jk7ttf3H8F3CxcwFBEIh0iUS4Y/iE+19FSsW45e1s2glOEAe8CB6qU6o1IPFb694CQRBYtGARHh54+FRdt4aA27EwNjE8FnEBERDaR8DEyBizjU3xQclrMwpsh4eHcfv2bcybpxwIU+xTbBC0nS64fZ/2Pj50+FBDdeZ1yLTORJJzEroju6EIHT1npLqkojuye5zaGe0kuD1y5AiMjIxgamqKc+fOkZ/TUHD7Igze0wVt5SUX0FX7CaQlx5HCbUNGihLeLlGcwequa9i9+eGk0FYiGkAKtx3RTDkiQ2RIju1BkXAA0pITUNScmxTeJsSnkdtHPY1AXYODgzA1NQVBEBCJRJN+3r1790JeVQUFm40dXK5GL/LPy8pgMjLoaGtsLJ7IZBgc6aFKEAT2JSTgd1IpuphMsB0dEePnB4mfHzqYTBxITMSHI8kKqphl5oiDlyAIuFpYICEwHEXMZOypWK4T3qrAbVlwEjkv34OJ8uBk8IPYYLPZYDAYSAnmTAhuzWfPB0EQ4DoE4a91g/iv6jfwnfgwHpeN6pvSgyj0GIWv/lbOwPLr+Gn5B/hr2xX0RleiPSIfJX7xYNh5wcWSBm83NyTz+UhOTkZY2Gh/3KNHj075um864PbatWvkvCdOnJjyOlBFFVVUPc2iwC1Vr3JR4JYqql6iosDt9KQtgk/bjaI+/Xh0abrg1tzcnHy4qXrt3XffhUwmA7ewEIzcXHALC1FcXIyVK1fiypUr03IEqTQ0NIRYtZG/+rgmJ4p2fpa6cOECZDIZFBwODiQmTgnc3hKJYGpkBFMjI1QzmZDJZFPeltp0+/ZtWFgooy31jVR8mTSdffBpxYtT0tTg4CB6e3s1oKi+IHSsqi9WwyfXB84JzvCK9ULjW40QrhAipjBGGZEsijVoeaqI5Yl62+oLmlW9eJnrmPBZ64OA1wPAPMWE5wpPWKdbY2HAQlhyLOEgdYDXWi/QJDSYx5hjYcRCOEmdYBVrBYtwC1j5WoHJYWL37t0vjeNWVY8fP1bGJq9YgZ7qavQIBEqHx4hKHRzAJQiEEwSS/f0hr6qCTCbDsmXL8O6772qFlepu2/Y6Bm4NiiAp8oOxsfIhbVaqu0YU8ltHM2Bvt4BczrvHWfjtz6onhbdz5yp7Frq7LCajmGfqN7BlyxbIpXIS+OkDUVRQkyAIfPrppwa9n0KhQERCPDn/YkcHLL11Deu//GxSRZWNuo9tGSEa4DYsiT+lPrbapC0JYiJwq5IK4J6wqMDBBcUaALdgdhgZoWxvtAhWllYIDg5Gc3OzQQkmw8O6W1r09/fjwoULk34nhrpuq3bfhpGxch9MTEwct3/09/dPCZrrcrKeXnWanK6YU4yOtA60pmm6bptymxAVFAVLC0v40/2RFZqF1uRWg5UVmoUIlwj4OvkiIjACcrEccqkc27Zt09hW+rhtlxQvAUEQ8HbyxgebPkCcR5yG65bJZGLuXOXADdpCGorjinF/732EeYZpbJtIv0jksHLQmd2Jr09+rfEescHKa9LylPKn6rrVB9zqcs8mJydDlCBEK0uE1XFVEHpyUOSfOGPAVqVz584hMjISMf4xaGe0awWjE0nmLIPUWoo68zpscNiADQ4bsIy+bEJwe41zDZcDLuMdr3fGSWotRYpDCqL9otGQ3oDksOTRa7GoHDSkN2hVbVEt2tra4O6uTCCQSCQan9NQcPu8B++pQ1tBolwD2i6pu4PtPU+wred3JLxN4taCzRShOGfzOPCqC9omxrYhPqoDIsEBtFQMo7rgMoozjpHwVhsAVsFbZyc/5QCIRYvGxdKrVFFRoRysYmw8YaS+6njc1NSEhsxMdDCZ+FJLD/KokdYyMfb2eCKT4fuqKswd6UVcGxyMu4WFaAgJQbK1NYqtrNDu7o6fl5VpvTcTjAyqJQgCPAcHRNHp4PuHoYiZrNN5qwK3iW6j+xLXLRTpAdGICAxDaWkp4uLikOAbgUJfLqqCUsbLPwVGhPLaJsMtEn+tewvnU5ahxl+AKt8kVPjwYT5LOZDCcb4V+T5+I+BWpV3JjVgRUwp5SBr4LmGIdApAQggbNfliKMQ1yEwZBevq4PbBgwfKa4bFi/GnP/1p0mu+6YDbt99+WwPuU0UVVVS9iEWBW6pe5aLALVVUvURFgdupS1c/Hm03ihP145nMeTsdCPXgwQMyUjA5OZl8fc+ePZBIpWDm5iJWKgUjNxcRkZFIFQjQ2tpK3nSrP2Q3VHV1deQywsPD9XaE6op2fpbS50GCPtoYHY0oOh25sbFoamoy+CH9RDp37hxkMtm0o6yft3Q9RE9JSZnyPvi04sUp6Sd9oofHqnB7Ifwz/REYHgg/vh+y12YjVhqLCE4EWFyWQQ5elWQnZeDKuCiTlaGrq2vcMUjfaOeuT7qQvj8d7F1s+K3xA6OfgZBDIQg9HApaDg2LuYux0HchHMQOcJQ5wjbfFvMD58NaZA27EjtYJVhhLm0urDysyH3qZay///3vuH79OjZt2oSenh70LFumdOE2NKClvBymI7+53Nxc7Ny5E/X19ZDLqtDU1ISsrNHoP9VxUN1te3BbIp58LoOHixL4WVrMxZLGcA237QoFC4700ajkS0fC8PD9jEnBLc1G6XJxdjBDvTx7yk46be7adevWobaiFk0iJZzSB+Cqtw+4deuWQeuQlZUFo5Fz+kJra7RdfVsvaLv+y88g6Goj511At5syuJ3MZawtCUIfcKvSsOsqnDOrwtGFpTi4oBjbFuZiq00BtrmVYWVgIVqYeeMg1mRwYKZliOs2s+MAbJ2VLvKAgIBxy5oquNXlZC2ILwBBELCzsEO7oB23VtxCu6Bdw3W7rmId+AF8uFi7IMg+CNXR1WiIbzBY1dHViHSLRIBTANzd3VFdXY0tW7bgxo0bar/xyd22nx/+HIsXLgZBENjZtBOPTz9GX3UfWM6jEd5cLpc8t4c7hqMju0Ojl69KeVF5KIgowB7ZHnzY9yG+GPiC1MkVJ0EQBGaZzsL1bdc1/qfS7d230ZzbPC3X7UTgdrK449WrV5PztkUWzjiwVVdnZydqi2p1QtGJJPATIMUhBZnWmej06iTVHtCOXk6vBrD9ef7PcY1zDReDL+Koy1EccT4yToUWhWDZsuDu7o64uDgSxKruIeLi4jTE4/FQXl6Ozs5OFBYqe+E6ODjgk08+0fiMhoLb5zl4Tx3a5gibUJLXi6bqs5CXXECT5Cq29zzB9tVKbev5HcrzDoHDlIEVWgpmUCGKsraQ8HYyaCvOOYV1bX/AstqvoKh8CHH2WRRnHIOs7BhWL7mGE/sfY/fmhxpO3uP938LcTJkg5e7mTfa8Hfs5VL3HVYkLw8PKwbxXr17F4OCgRgS1PgNlG0OUPZ9nGxvjm8pKDZjLsrNDD5uN9oAAyCwssMbKCm+HheHLggKty8r38iK/33YGA2ujohBFpyMhMBylrFStPW9V4DbAxoWcNzWQA65/OApTs6BQKMDn8xHo4oUo50BwnALGKc4xkJxX6p+CP1afgdw/FSlODHDs/OBqpnQCzzedA6cFoyldLJoPflNzitT1gk1YG12BFZHFqApIhvX8RRrHvyy+QCu4BUDeVzU1NU16vTcdcHv06FFy3qtXrxo8P1VUUUXVsygK3FL1KhcFbqmi6iUqCtxOTXfu3NHZj0ebdPXjqS0sRGtr64SOkalAqAcPHqCvrw8ymYycl8FgoKmpCU1NTaipqUFOeTkYubko27sXgUIhfMPD4RUcDBaLBW9vb3K+hoYGNDU1YdOmTXrD13Xr1sFoJNrKwcEBV69e1Xvbaot2fh6aKLpLH/1OKsUOLhcKNhvyqirs3bv3ue+3L5Imi630VdsHd+/e/Uz7Qr8o++DLKlWMcr4sX9mT9j39etKmlaYhPDwcKRUpiJPFIVmcDAaDgYSyBIN65pJO2QerwG/kI12WDplMhuvXr2usp6GO2+T9yQjqC0LYa2EI2R8Cv14/2KbbwpJtCTN/MzhXOsOhygGLIhfBnGcOW7EtaBIaLJMtMc9xHhxcHCCRSF46t+3Y+uc//4mvvvoKN2/exNmzZ3Hq1CmNnmZz5swhoWxLTRxkMin4fL4GrBzrtn30kRhbepRuOFNTI3DZFmitYeD74SrSbdtWGwYn+9nkcq4c8dHLdWthrhyIEeBrBUUNe8quW23u2p6eHtRW1KI5txnNuc16Adza2lryM1y+fFnv9+/v74fJiMvIdM4cRFeKx8UhC1d0oeXSmxrAtvnt8xCu6IIPL270Aa+REWL6XwPv1EGDwe2WLVsgl0i1giRdSRCGgNuv/Tbho0Ut+E/vXtzxWYWrnh1kD9xL0SuxP6IBNYFKR2JLQgnkVVJs3br1mR7j9HXd1h99BE5hO+LT8kAQyv61hnznk73/WCfr54c/x4K5Sld6WmgaDlYfxJPdT3Cg+oCG6/Zo01GkBqaC7c5GkFMQ8iLyIIoUTVk5rBwww5hoamqadB21qau4CwRBwN7aHt+c/IaMLZYJZHCwcCD3WxMTE9AW0hDtGo2NpRuxcN5CGBkZwdLMkpymMbkRBeEFEEWKUBBdgMacRvL32ZzbTMZIh3iEaLw+Vtpin/WVNnCrb39a1bxPE9iqdO7cOXR2dkKhUBisuLg4RPtFk9HGKvVyenEz/6beTltdjluGxyhwrUqs0uq07ezsxMWLF8nBdtrSZwwFt8PDz2fw3lho2954CLs2DWvAV5XjdvvqJ1jf9S065EPISdmByBA5IkMrSXhbIx5AjXhgUmjb2/4D1rX9gJri6yhIOw5R+j4UZuzAuuU3SPDbLD1HwuCdfZ+Q2zI4IA7i0tpx8PaDDz4gp8nIyMC9e/cgl8vJvrgEoXTiBgcHY/PmzXq1pjmUmEjOeyYtDU9kMvSw2cpBGMbGaAwKwhIHB2yl0/GenR0uhYZiKD0dT2Qy7OfzsZ3LJZWoFksfTadje1wcBC4ucF+8GH7OHsgPiccaYQ3ebdiJ9xp34b3GXTiStwwnMpdiruno9UdKaDTkSSI0FFdBoVBg+/bt8PT0hKuDE9ztnOBt70rK0YoGX0snct6N7Ep8UbwPYu94hFt7wnaeBUyNlIOq/Bc7wc9idNqO8Hy8m9eLKzlrx0kWPApp9QG3qkEJs2fPxm9+85sJr/OmA263b99Ozvvll18aPD9VVFFF1bMoCtxS9SoXBW6pouolKgrcTk2GQj1t/Xj0hXpTgVAqJ1lSevroTXZUFASlpaSiRSJw5XLITp1CkEgEh8hIWAYHwz08HLZqN7ZJBQUoqqzUCj60aceOHWRvIysrK717+aqkLdr5eeju3bsacH4gOVlvePs7qdQgOP+qSZ++0GEj8JQgCFSKxc+0L/SLsg++zDp8+DCkMimSZEkQrhRi1ZB26LpqaBWEK4RIliVDKpOirq4OEpkEfBkfldJKZGVlGdwzdzLHrXrEs77Rzq03W5G+Px0xe2Pgv9YfoTtDQculgS6gw5phDYdcB9DSaLAWWMMszAy2pbagSWlw2+4GqzQrLGYthqubK44dO/a8T/tPrWxHesfZ2dmRULatloF6eTbYIw9ZVbBSm9vWxVEJnDxdZ4HHXoC0RFe01zKwaz0P2QIPCBPpsFpsMuqWkS6GotoZm1Yy8e19iVZ9fa+SjF5O5jmT6zMVJ502d21ycjKyUrPQkN2A27tvY69iL1ryWiYEuMuWLSM/w6lTp/R674GBAcyfr3QOm86ahficbOTVyscpvU4O4YouDXArXNGF9Do5/CNGe4ZaeHmA3b0EgpMH4V8iAjMlSW9wOxFYOn36tNYkCEPA7WdOqzDssGJchPI59wassM9ECT0G+S4xSAqMQklxiYbj9t69e3ByUj707uvrm/Hj2p49e0AQBObNm4eysjLw4uPhy04FI70aaS27x4mRVg1fdip48fFwHYnojIiIwLp160ipO1T1lS4na6uoFQRBwNLMEm2pbXi08RGe7H6CRxsfabhuL3dfRk1CDVKDU+Hp4gl2GBsCnmBaSk5Mxrp16yZdx7H6+uTXoFsp3XM1GTXjYosrUythamJK7rvhjuHIDswGYyS2VMQTIdIvkvx/S1YLctg54AXxEBsei/z0fNRW1JKKZin7Q8+aNQtVxVUa/xsr9dhnQ48VKnD7oOqgQf1pJxoY8SJJoVCgIb1BZyyyvr1tdfW4ZdiOAteVrJU6e9uGhyuPawkJCVrXcyrg9lkP3tMGbY/3f6s17nhJ3R30dn2DzpphtEuH0VI5DJHgAOKjOhDNlCPELweJMV0ozNgHiejsxNC2/Qe0SD5FZd5bKMk8hpyUXaguPjYO/DZKzkNRcw4VRevJbVmYuwQ5wqZx8Hb//v3kNCKRCEFBQePgoroiIyPJ+6xHYrHWe6oHxaMx/8sjIvBEJsMjsRhzRgYyCWg0rKDT8XVAAK7SaLgcEIDbfD6eyGRwXLhwwvdXl6mxMbxtnJHhFYUWVh4OCTtwOKMT+wWtKPDhakzbkVmJblEdGoqrIJfLRwczhLGQFMJBt6gOvUXNuLn6KLztXeGyyI6c9+2MHgwX7kKpNw8Maw+Yz1Ke263nmuN94Vq8k7mGnHZpZCHO53bjrKhHQ/uErZhnOhtGhBEs5pvpBW4BkNdik7lupwNuVYPT5syZg//zf/6PwfNTRRVVVD2LosAtVa9yUeCWKqpeoqLAreGaSozu2H48T2QyfFFejg4mEw1ZWRPG6E4FQg0NDaGvrw8cDoec1z8pCRGFhYgSixElFiNWKkXp669DduoUGA0NsEtIgFl0NGzj4mCu1gMoKScHMpkMfX19GBoamvB9+/v7yZHq5ubmevXwVZeuaOfnpcHBQdTU1GjEYX8xyff9RXk5dnC5BsVhv0rSty+0xN+f3AerwsKeWV/oF20ffFl1//59vdysY+HqjRs3UF9fD4lMgvr6epw5c2ZKPXN19bhVuYFVy//oo4/0jnYuO1cGwX4BGNsYcK10hV2aHWgxNDilOMFb5g27LDtYcCxgW2ALO7EdXHpd4LLGBQ71DrCPtwdbwMb69evx448/Pu9T/4zXTz/9RLpBnZ2dSSjbUceEooaNmJho8jd57NixcW7b3/6sGrbWo24WQ7Rgnglaa8LQVssYp3pJ8CjwCbVDWy2DdN0a6qRTgVt1R56QJ0R4SDiiA6NxfPlx/OL4LzDUPzQhwFV/sL1x40a9jpmqwSSzZs1CYWGhVgecXK6Et4KutnERyXm1cgQEBJDv68yJRKi4CKHiIgSJcpBSWmwwuDUkylVfcPsj7yg+XtyKr3z7yNe+j96NEwENUDgKUGTFRopdGCJdA8EKj0BDQ4PGezU3N4MgCHh4eGi9XnnrrbfQ29uL4uJiBAcHk9cr+p4rtm7dCgdHR+UAA99AhLDj4cngwT4kEcEZjWDkdZAKzmiEfUgiPBk8hLDjkZpVCCMjYxgbGyNDJEZhZR0KK+tQZSAcVHeyNuc24/bu2/hi4AsM7R+C2TzlA/xMZib6Jf349Y5fk9on2YeW1BbUZ9XjcOdhnO46jVJeKYQ8IZKTk9HT06MBlA2VOoDWtY7a1N82GhX91rq3NP738e6PIUmSwNtBmcBht8AO0a7REPgKSEA9vH9YA9xur9+OtZK1SIlIAT+aj+TkZKxevZpczyVLlpDn+OzsbL0/k6HHiqnGHd+4cQPbtm3DkSNHXkhgq9JUwO2HDh/iz4w/a9UGhw0a/XGrA6rJ7/Sriq80ltcd2Y2G9AYkJSUpzwELFuiMS58KuH2Wg/cmgrbaetVKRGchK7qMdukwFJKHWFb7Fda1/QHinFOIi2hGiF8B/DyFSIlbh9yUXUiIbp4Q2kryBiEtvAh5yUU0Vr4LiegsCjP2IT9tJ8rzTqBJcpWEt3FR5eS23LTmA7Q3HhoHb7ds2UJOozq+BgQEoL+/H5988glu3ryJ3t5eEo4TBIHo0FC0MRj4ViLRel/1WCIhpy319SVfTxwZpOM2Zw5OuLnhTyEhuEqj4Yq/P27FxxsMbueamMJxkS0i6D7I9YxGZ7gIpwRL0MHMh6s5TWPa7ZVL0FvUjJbcSjQUV6GhuAoCFg8pwRxkBsaiM1mMdkE5eoua4W3vCpuRSGP7hVb4pv4EPivfizLveIRZe8BkxG2b7hyBaxm9+IP8DOaaKK+Hcj2jcVbUg5sdB3B3+QCpOG/lfp0RGgeOT6je4HbXrl0gCAJmZmYTXotOB9wyR9pDsdlsg+eliiqqqHpWRYFbql7losAtVVS9REWBW8OlTz8ebVL142HTaORr+/l8KDgcyGQyXLhwQev7TRVCDQ0NkeB2/oIF4IhECC8oQO769ZCePAnZqVOQnTqFkgMHwGhrg0tDA+xqa0EvKMAiDw/yPfPz8zEwMDAptFV3BM2fPx8DAwMGb9sPP/yQfN/y8vLn/l0PD2sHjfv5fNwYAY3fVFbikViMG3l52M/no4PJhILNJkHjG2+88dw/w4siQ/pCq8eLdzCZz6wv9Iu4D76smszNqguuqhyx+/btQ29vLzo7Ow3umVv0WhHiZfGQyCQazjsVpOXL+OT/9I12Xnp3KTIOZiC6Lxo2CTagR9FhG24LxhIGfKp8YMm1xKLoRaBV0eCocIT7Vnc4djnCuc0ZgdWBSGtOw/JVy3H+/Pnnfeqf8frv//7vUSjo7ExC2VuDIrTXMZCTGUv+v6amZpzb9uH7GbC1mhq4nTNnFkS5PNTJReOUm51ATpfAiyBfl8skBjvp1MGtyl1bFl+GHFYO+EF81GfVo6u4C2e7z04IcOvr6zFr1iwQBAGxWDzhe164cIGMmDQ1NdUaBaqSQqGYENx6enqS2yK5qEDDqVsml6Gzs1Pv7aDuJjyYrn/862Tg9vesPbi5qBn/X8TrJLDtdBbwXCMEAAAgAElEQVSiisZDil0Y2E4BiApkIkOYgfr6eg1Yc+vWLSxapHw4vmHDhnHrrQ7MtUmfc8Xhw4eRMZKgYmRsAp/4ErjEFME2qhT2PDk8MpeSsufJYBtVCpeYIgSlyRFV0AZPVioc/dkITChCVEEbuEUKSA2M4z18+DDpZFWP9i1OKIaTjRO86d4ojCjEgGQAF+svkhqQDKAwohD8ID6iA6PRkN0w7UjgO3fu4OLFi9i3b58yNry2FtnZ2QgMDMRii8XguHOQ5J+EtJA0ZIVnIT8qH8VxxShPKEd1SjVqhbXwc/YDQRCwWGgxOigitwniBDGS/JMQ7RqNcEelq9LXxhfpfulYOFsJYzbVbMLj0481wK26W1f12cZGo6vAwtNyVD7LuOPnpacNbjuZneR3er/ovlZwu3ixsi9ybGws1q9fr1Vubm7kclSvbd++XefnepaD9/SBturwtkY8gMKMfSgSHoMk7wqW1n6F3vYf0Nv+A1Y0fIesxF1ghcgR4lcCX3chgn3zwGHWghvZOim07Wn9HL1d30BWdBlFwmPIS+1HSdYR9LT+B5bU3YG85AIYQdnkttyz9QGO9387Dt6qBs+o5OHhMa7v8PDwMC5evIh585Q96+fMno2m0FCdjtsnMhk5+DnZxYV8bf3IPa4RQWDQ0xM/BAePc9xqkypmea6JCb6qqMATmQy1QUGItHVFgksoGDQvZHpzwHMMRooLE0wbTxgTRhqfK8WfjXJ2OhJ8IiAIjkZJbDpk0dmQRghRF56JZTwxmrmFkMfkwMnCDrOMlakBFcEp+Kb+BH5ZO4ByXz681aLg05yZqA1MQy+nAq7mSoeuxyI6Dgvacbp0De4uH8CZmo0ojRUqByzMnYe1pS3woI1GK08Gbn/44QdykN2hQ4d0XtNNFdz+/e9/J69vuru7DbySpIoqqqh6dkWBW6pe5aLALVVUvURFgVvDpU8/Hn1vFG/k5aGNwYBcIkF/fz+Gh5Vgoaenh1RWVtboDVlWlsb/du3apXM9h4aGYGenvPFjMpmolkqRVFwMRm4uEhUKEt6mbd6M0LY20GprYZ2RgYXh4aD5+pLvuXz58km3ibojaM6cOeRnMVQDAwPk+65evfq5f9cqaUT7ZmVpjfZtYzCg4HDQkJUFeVWVQdG+r4IM7Qs9Nl78afeFftH3wZdVE7lZdcHV4WGlM7a0tBRcPhcFBQWQSqUG98zNl+WTrtrh4VGQLJQJESeL0wDG+kY7y6/IEVgWCAe+AyydLeGd6Y2ghiC4FLnALNAMi3iLYFtkC4/XPOC80hkO7Q6gy+mQvClBzooclC8pR09PD7777rvnffqf0frmm2/I342np4cGlD2wLRFNUhb5sDAsLGyc2/bd4yxcOeKD9wdo+GEoGN/fDsayejo6an3QVstA/+YE7N4QD083C/J9Nq6IRhrfFYnxzHGuOpXS1doFNDc3T8tJpw5uvxj4Ao9PP8bZJWfRIexAYUQhWlJb0JLZgubc5kkBLn1kIJe3t7dOkHPlyhXyHG5iYjJp9O9k4Nbd3Z102ox163Z2duLcuXN6bwdt/TsnArirV6/WC9x+7bcJby+qwfFJgK02ANbU1ASCIECj0chYdHX19486O42NjeHu7q7hQtbnXKFyklraKL+XAF4BEpa9BVbbBfg1XwJv56+Q1P8DeDt/Bb/mS2C1XUDCsrfQdPJrtJz+lpR8/wNEFbQhr6Le4NjurVu3Qi6Vj4v1zUrNQnhIOHJYOegQduC84vw4tae3I4eVg/CQcGQJsiaMBL5//z7effddHD16FBs3boRCoUBRURHi4+Ph5+dHQjNdMjU2heU8y0llPOI2WzhvIfzd/MHwZ8DF1mXcdIvmLEK4WziCaMroVXcbdxLSagO3Q/1DaMlrQZ24btw2rqysBEEoHey3b9+e8fPeyxJ3PB09bXDbF9NHfqfv576vFdyamZlNuA/qEp1O1/m5ntXgPUOgrTq4zU/bqYSqmWfQIvkU69p/wMrG76GQfIbm8ofITNiFqLBGeLulwpnORkSQFMkxa9Hd9LsJoe36rm/J+GVJ3hWUZJ5BNfl/Jbz19Uwit822dXdxYv9jHO//FhUla5EjbEKVRI6SkhKNbb1lyxad20AsFo/e37q7T3hPTRsZGBxjb0++ti8hAV4j+0CJpSW+8/PDVRpNo8etNqnHLO/gcvFEJkMHk4lIW1cU+/GwO6kRy3hiLJqzQO99Kso7BO817sI7ki34sGI7NqTIIYvIQHWkELYLR4+VF7K78bXsKL6WHUW5Lx9Wc5TrP9vYFDH0AGS6s9HOzAPPUZkWYmJkjNfjG3A8dzlu1r+OmuhczJs9l4S0otRMWFmM9vgOCwoh/66ursbRo0dJvffeewAAHo8HgiDA5/MBAL///e81pjt69Ch8fHw0ALC6vvnmG53XgteuXSPn+9nPfvZMrj+poooqqqZSFLil6lUuCtxSRdVLVBS4NVwbN26ctB+PvjeKj8RiEkapIhNVD3T1EYPB0Lme6u6Suro6pKeng8ViISAyEvYcDkJqasDq6gKzvR2+LS2wKSuDbWIirAID4RMYSI44DwsLQ1NTk4Y2bdpEPhg1xBE0mTo7R0fYv/nmm8/9u1bX3bt3sXfvXjQ1KR0ccokEtYWFqBOJUFtYCLlEQsZh7t27l+ppO0aG9oUeGy/+tPtCvwz74MsoXW5WXXBVpdWrV4PJYsJL4AUmi4nq6uop9cw9fPgwhofHRzdnr81GnCyOjGi+e/euXtHO0hNS+GX7IYAdADtvO4TkhMBL7AUbrg3MmGawTLOEywoXuG9Wum3p9XTQ5XSIz4ux/OpyCNuEaFvZhtdffx3/+te/nvclwIzVvXv3yN9NDNudhLJPPpfh0UditNcxYE+3GgFrduPctpeOhOG9ow54eMkNf/45A3/+OQMnXnPDkjoHtNWGYXAgA08+lyEqfPT8qILCqujjsa664eFhpKWlkTBvuvuyNnB7de1VnFecx4BkAP2SfrQL2tGa1jopwI0JiSGBbE1NzTiwc/36dTir9ZovLy/HG2+8MaGkUqlOcJtbI8PCkcjI4uLiaW+HseBWJV0ANzk5GaIEIVLdWTrB7ffRu7HZMg9SsxiDgK3q962C3BUVFVrX++LFi2hpacH+/fvx8ccfY3h4aueKQ4cOISoqSnnNM3suCrbeAm/5JQR3vIeItQ+ReuTPiFg7jOCO98Bbfgllex6i48ITDWV2HCDdttr224l048YNbNmyRWOAQk9PD5KTkyHkCVEWX4azS87i6tqr43R2yVmUxZchnZeO+Ph41NTUoKysDDk5OSguLkZqairCwsJAp9PJgRZT1axZs2Bubg4jI6NpLcfGxgbz589HgH0Aukq7QBAEjI2M0RLfMiG4nch1qx7numfPnhk/770sccfT0dMGt4OZg+R3tC9h3zMDt89i8N5UoK0qKrk87wRKso6guvAiJHmDqC+7BUXlQ7RUfIZm8c/QUf01ijNOIyKoGs70SLg78RARJIVIcAjdTb+dFNoqJA+xtPYrLdP9B5hBInLb1EuO4bX198c5bleuXElOY2RkhFu3buncDqqe4QRBgOXoOGGKlcVI7HK8oyP52uvx8ajy8IAxQWC2kRHecXLCe46OuMRg4MuCggnvMbJHkqV4I8tbFhGhBLe+PFwRrcedur0Ggdsge09cqtmmAW6lEUJII4RYOEvpLDafPR+x9gHIcY9ChS8fue4czB5x4s41mYUgW3ekubPQHVWK2pB0MkK52j8Fp7NW4KZkBwLslA5yFxcXbNu2bdIBNOricrkAgKVLl4IgCMyePRt/+ctfcPPmTYN+P9qcvKpSDYoJCAh4NhefVFFFFVVTLArcUvUqFwVuqaLqJSoK3Bqu3t5e1IlEE/bj0fdG8ZvKSrQxGKgTidDb24vh4ZkDtzk5OSAIAj4+PpDJZCiqrIR/eDicQkOxmMWCm1wOz6YmuNfVwam+Hk4NDaClpoIeHg73sDBY2tqCIAgstrWFoLSUVFFlJWQyGa5fv26wI2gyzeRD9qelTz/9FBcuXEB/fz82btyI3t5ebNy4Ef39/bhw4YLOXsWvsqbSF1pbvPjT7Av9Mu2DL5vGuVkfKOFqkixJA66q9Pbbb4PP58M3wReOQkf4JvgiISEBcrnc4J659+/f13sd9I125pfxwWAwEJcbB7dIN9Bj6TALNIOlwBK0Mhq8XveC83JnOHY4gt6gBLeBywKx73f7ULq5FPkd+eju7sadO3ee9yXAjNXly5fJ31y+0JGEsiod2JaImEgliDQxNkZTdYhOt60K3Kq7blcoWPh+uGocuFVB4Xp5NpqamvDxxx/DaaTv3caNG8nz03Rh5fCwEljmpucqH8AuMMfDAw9JcHux/iJ+vePXeLTxEQ5WH5wU4G6u2QwTYyUYS+AkaPTAvXfvnoY7VF/5+fnpBLdxmUJyuuPHj097O+gCt7oAbmJ4LOICIhBl5Qu5RyqWuoyCW1UkcoeTENmzgxFn5qM3sFVJ1bePIAiD2hNM5Vxx7949VFdXk0CSV9mDpO53wV5yBQHt74O741cIaH8f7CVXkNT9LtrO/1YD2tYffQROYfuU3La6dOjQITI+ea9irwa8fHz6MR4deoRTLaewW7wbpaxSsFxYUwJeKhkbG8PR0REcDgeFhYXo7OzErl27MDg4iIcPH+KPf/wjfvrpJwDAv/71L/z+97/HZ599hnfeeQeHDh3CunXrUF9fj4iICHKZpqamGu8RExMDuVwOOp0OujkdDTkN8HZW9rplO7PRI+iZFNzqct1euXKFnL6xsfG5nyNfRj1tcPt91feYa6J0FtYG12oFt/r05Ta0x+3THrx34cKFKUNbeckFLKm7g57W/4C85CLEOadRkHYcktwraBJ/hk7pN+hu+iO6G/8XSjJOgxlYQcJbVrAMgriNEGe/OSG0XTYSv6zNmRvPaSC3jTh/D7IES5HCl2r0uD137hw5jbm5+YTb4s033ySnDXBx0Xl/8FupFMYjx9ssDw8Nx217QACEixahwdoa262s8I6PD95lsfDb6uoJ7y8uq6VZEQSBDHd30nH7jmg9/rzmfTxsOoz1KTKku7NQ5s/HceESfNtwEl/JlY7Zt7NW40T6EhzO6MQ7ki14R7IF74k341blTmxIkSPLL0bjPazmmsNtkRWczWwRSfNFqNVojDfNzBJZ3tFoYmThbukONDGy4LlIeb0TYuOOu/K92J/VAYJQAvHOzk4AgIuLi8Hg9uLFi+RrH3zwwYyB27/97W9k+taePXuexaUnVVRRRdWUiwK3VL3KRYFbqqh6iYoCt4Zrqo5b9RtFEyMj3C8q0uq4nQndunWLHIm+fv169PX1oby8HD7BwbAIDYU5lwuaTIbFSUkwY7FglZoK/7Vr4VRYCKfkZDiHhcEpRBm3ZGRigpCMDDBzc5ElFkMmk6Gvrw8ffPCBwY4g9X50Y6Ue7TwTD9kpvTiaal9obfHi2vpCP414cWofnDlN5nZVwVXVtHK5HMHsYDgLneEh8YCL0AUh7BAUFxejurra4J65hrh+9Y12Li0thUQmgXuMOxY6LMSiyEWwzrSG1xYvuK5xhdMSJzi2OsKxyxEOCmVc8prP1qDvYR+E7ULULqvF+vXr8eOPPz7vy4AZqYMHD4IgCNBtCJTnOZFuW5UefSRGdpoHCbskRf4Tum11uW7Hgtuxrtv8/HwQhLKvnjr8VMHKt956C729vSguLkZwcDDmjLh49AF3Ksets63yvFeeUj4O3D7Z/QRPdj/RC+CmRKSAIAi42Llo9MBtampCX1+fzoemk4HbhIYaCLraSCU01MDNT9n+wN/ff9Lf640bN7B161YcPnxYK1TUB9yOBbhpHmwk2IciapE3SmmxaLROxFDwOo1I5ATLQDgaWSDE3U9vYKtSRkYGCELZX9mQY9NUB/kcOnSIHGRn7eyHsj0PSddtQPv7T81tq02q+OY6cR1a8low1D9EgstvT3+L99a8h1Upq7AkfgmWxC9BU3QTol2jQVtI07kvWVlZITQ0FJmZmWhoaMCmTZtw+vRpfPLJJ/j1r3+Nf/7znzNy3Ni2bRv5nr/85S/xww8/YN++fUhLS8Ps2bNhYmICXx9f1OXUQZSgdPtZzLNAW1wbliYsxbenv50Q3Opy3d65c4ecPicn57mfI19GqcBtO6Md3ZHdE0rmLIPUWoo68zpscNigVcvoyzTA7RPZE0TRlc52No39zMDt0x68t2HDBlRJ5MgRNqGiZK3B0HZ7zxNsX/0EnbW3kZOyC7kp/RClHoe04EN0N/4RPU1KdTf+L6TxNoMZWAEnOguuDrEI9MoHl9WByvw3JoS2Ko2FtzERNeS25DCrERGaj3AGD3l5eTh9+jSGh5UDNVWDMBYsWDDhtlCHvP5+fjoTeb4oLyenqw8OJl8/l56OtpAQLKXRcIpOx3sODrgUGooHaWk67ys+zMtDL4eD7shI2Iz02J1rYgK2nR3CbV2Q4x0NWWga1iVJUckQINolELbzLTDHZBaMjYywYNZcuC+iIceDg5bgLIg8Y5HjyUF1qAB14Zmoj8jGCp4Yy3hiSCOEMB9x7RoTRrBbaAa+31zQzMxhb24N23mLyM9lv8gGWf4xqAxORh0jExyHALBoyvO2sZERzhauhtti5TnHx9kD27ZtI4+jhvaj/fWvf01O39fXNyPHcgA4ceIEef74n//5nxlbLlVUUUXV0ygK3FL1KhcFbqmi6iUqCtwarqn2uFUpzdUVBEGgzNdXa4/bmVBDg3JUtLu7Ox48eIChoSGsWLECDCYTdpGRWJyQALOoKNjyePDOyICDQAD7zEy4lJaCLhAgLCcHKR0dMB65+faMiECpRILa2loMDAxgaGhoSo4goVCoc53Vo52n6wii9GJpqr8ZbfHi2n4zTyNenNoHZ1YT9ZdVn+7gwYPgcDjwTPGEm9gN3FNcuJW5wTPFExwOBzU1NQb3zDWkz66+kPedd95BWVkZHH0dMY8+D4v5i+HY4Aj/g/5w6XaB8zJnOC93httmNzivdga9jo60/jTs/d1e1A/UI7M9E8tXLcf58+ef92XAjFR9fT0IgkBkCIHeriANaPvkcxm+H65CbronaDZKUBoeYqXhtr16lIbffRqIP/1HqIa+vhmIJbU0tMq80NUYjohQO/I3+u19Cb69L8GD94vRVsuAtDIdc+cqHVobNmwgUydUsFL9961N+oJbEVcJkGabzsaJ9hNawa0+ALe3qlf5UNbYGFWCKjTnNqOxsBEyqQxbt241+DfW2dmJMrkMebVyDWVWVWL27NnkQK7JljNZf05DwK1KG+NrIHKNQfQCL4gtOGi0SEDtYh6KF0UiwTIQkY4B8LR1gqmJCWpraw3uCWpvbw+CIJCWlmbQNpsquL137x6YTKZycJuxCaR776m5bq++EG7bR4ceYU/FHhLYqrQiaQXEbDFSQlIQFhoGiUSCw4cP49q1a/jlL3+Jv/zlLwb//v/0pz9hcHAQd+7cwT/+8Q+951NFdhIEAYVCAUdHR/I329fXh5UrV2JV2yrU5tRitqlyH84OzEZbXBvWZa3DFwNf4IuBLxDhM+rcVb2m0u3dt9Gc2zzOdasatBEXF/fcz48vozo7O1FbVIuG9IZJJfATIMUhBZnWmej06tSp9oB29HJ6SUDbw+4ZAWtz8VXFV08d3D6LwXv6Om4ngrbbVz9Bu/wmxLknkMXfjbyUwyjPHkRj2X10N446brmsTvAiO+DlmgC6TRBcHWIQ4JWN9IT1WNn8aEJoqw5va4qvQZI3iMzEDeS29HbnIdA3AcFB4Rrgduw2v379us5tsX37dnI6JpNJDooeSE7WgLfq7ljVvcATmQwfi0RoDQtDtZUVVlpY4HJAAK6y2fhNVZXO+4peDgftDBZaQiLJ+wsjgkCgJQ0h1k6IcQlGsjcL82bN0XqdoC5jIyP4LHZElGMAsoO46EwWa6iEkYzZJqbktI2xLKwQBGF5UhyW8srQHJlHLst6rjnSQmKRH8ZHfhgfwQ5eiHMJgbOZjXJglo3SWWs2Zz5y4lKmBW7/9re/kdPL5XKDj/fa6t///jf8/PxmHAZTRRVVVD2tosAtVa9yUeCWKqpeoqLA7dRuuqfiHlTplkgEUyMjzDY2Rl909Dj34HR1+/ZtWFhYKG9w1frNrly5EsLCQjjGxIDGZsOGwYCdnx/cIiMRkp0N1/R00FJTQUtNhV9mJvwSE7F45CGag6MjOjs7cfXqVXJ5Mw1uxz5kp/T/jqbjUh8bL/40+0JT++DTlQqg8mX8cXB1eFjpjM3NzUVgbCCchE6I3B2JwqFCRO6OhJPQCYGxgcjIyIBUKtW7Z66+8cfqIFmfWOX79+8jKysLtjRbLApfBKskK/jt8oPndk+49rrCeYkzvPu94X/eH26b3ODY5YigFUFYencpdn27CzkrclC+pBw9PT347rvvnvelwLTqH//4B3g8Hug2BLgRBD54I2kcuH3raAbqKoKQGD1/BFYSuHwsgXTbXj1K06mVDRYoFJohKpyGwixvtNUytEoVxWxlZYWbN29qpE4MD2ues4yNjeHu7o6AgACDwW1zbjNCPJSJFJmRmROC24kArixdBrqV8tgV6B6o4bidKJ1Cl86dO4fOzk4oFAoNcTgcEAQBR0dHsjf9RK5aFZhV71GrDnCnAm53pyjQEZKPNMtQVFhGo2R+BOLmecF/oRPcbZ3g5+sHOzs7BAcHGwwz33nnHfI77OjoMGje6cTqqwYrEASBKFEr6boNfc5uW20u2yXxS3Cy+SR+uPQD/vfN/43fDP4GKypXYFXbKmzatMkg2KqtLl68iJ4Vy9GzSrm827dvT7rMv/zlL+DxeOQ2NDMzg1wux/379/HTTz/hzp076O7uxvKq5bBdpGzdYTXfCtGu0Uj0S0SNsAbNuc1ozm2Gg7UDuRzVa2Olct0eOXIEw8PDsLFRAhEWi/Xcz40vo3Qdb7QpLi4O0X7RSHJOmtCZ28vpxc38mySgfSR+hDkmc0aA3Y6nDm6f1eC9yXrcTgZtt69+grUdX0BechFl2SeRxd+NwrQTKM8eREPppygWjkLbYN9cRASXIzJUDCf7MAT6ZCEypBpp3I1orrg7KbRVd9xWFbwBE+NZIAgC7i4MRLEykRBXpBGVPDw8jI6ODnI7rly5Uud2SE1NJadLSkqCRCJBfU4O2hgM7OBy8cVIbHLvyDmMIAjcEonI+4PPy8qQ4eaGVEtLlFpb40xICH5RWDjhPUV3ZCQ6GdGId/ACQRCYbzoLXLon4h18EeXoC45bEMpiR1sL0Cys4WXrhDA7L2S5R2FrjBQFnrFkb1qCIGBnZomkEA66RXUaKmQmI82HDbPZSmdviIM5tucFopnnjipmHMLpPuQyImw8Uc8VoTOnGjlRSQhw8kSMazAyPKNgTIz2CU/zi0J+fNq0wC0AzBtxG2dmZk75uK9eb7zxBghCmXrx17/+dUaWSRVVVFH1NIsCt1S9ykWBW6qoeomKAreGa6r9OtW1k8dDfXAwin18Ju3XaajOnTsHmUym8QDzo48+gkwmQ2JxMRg5OWAlJoLBYCA8NhbB6emIEovByM2FT2Ym6AIBnBITQfP1RXRSEvmQ++LFi09tm46Ndn7e3zGlmdV0+kKPjRfX1hd6JkTtg09fKjerRCbRgKsqrV69GkwWE25pbvBp9EHOxznIvpMN3ts8eNZ5wi3NDUwWE9XV1Xr1zB0b0axvX9y7d+9OGu188OBBsKPYsPayhjXfGi5NLvDa6AX3Pnc4L3OG6xpXMG4wEHIrBJ77lDDXe6k3uNu42PndTiy/uhzCNiHaVrbh9ddfx7///e/nfTkw5bp9+zbCwkIRGUKgIJXAo5t549y2KxQsdNT6QF5sAVaI8kG8IN4Gl46E4soR/wl1aqc3SrJswI9zA5sVBHl1HurkIg3VSPOxcIHyQWR8fPy41Inh4WFcvHgRLS0t2L9/Pz7++GMMDxsG7tTB7fLS5cqHvnPm41jdsUnBrUq3VtxCS3ILKmMqkfV/2XvvuKjufP//0C1Y6CggVXodGDoMMBTpvSkDDMxQFJQi2JDB3rsxmmjUxJKmMTGWGONaYjRKsjc3m929u3uTvXuT/W426+5jc/dx783vZvP8/TFyZKQIlhiTeT0er3+Y0+fMOYfz/LzfL0kuge6BGBgYYGhoiFKpHHWl6b081ECu4apq+4PZtojSAQBXpVJRV6gYMbj9pOo5Zk+bQeHEMNLG+RE11p2w8a54mk/Fz8qVKLdAMtMzMDIyorW1ddT7uGbNGvE7HC0MfRBw+9prr4nzTguMo3HfR6R0nyZh8RukdJ+m+cintL/6+fdabTtYle3yrOV8uPtD/vvif+v4yLIjLKldQnd3N+++++4DXQMOHTqEpmU2muJUNHNUQwLcPiCrUqkwNzfXGVT1pz/9SWeZJ06cYH7bfBxtHcVpJo+ZjMRHgqpCRUNVg+gpdncGb/X/+92uU9WxadMment7xSzG6Ojox35v/LF7NHm4dzvPPe/24L2ERw5uv8/Be0PB25FA2z5rWj/Sgbcl6c+TFNmFNEClA22T49pIS2hHUfQ0kSFVBHmXEupfzYy4tbTVfjQiaKsuP8bMvJ1YTNL+Hq0sHVjZdZL2pr3kZzXrwNvLly9jaWmJIAjY2Nhw5syZAfu/Z88eDA0NEQSBsRMnUlVTQ0tLC/X19TSUltISGcn80FD2yOWk3I7lmTp+PB8rFLxTWMgeuZz5oaEU+Pgg9fGhyNGRVWFhA9osDwZu20OimWSq7c7REpTItaJFHM9sZW9eJy9VruCF6uWEOHmxuaiVM03bqYnKoTYkg8UR5dxqfIW/1L/EubxVGN/OqTc0MCDRP2IAuK0ITyfDJwp/O22WrZmxIb2LEliR60NjnDcellPFczPZIZjlERWsrWhDU9NCakwC6UGxFG8hxscAACAASURBVHjHieB36kRrqiMyKZFnPzC47etSIZfLH+ja36fDhw+j0Wi4dOnSQ1meXnrppdejlh7c6vVTlh7c6qXXEyQ9uL0/79q1i7qamiHzeO7lz1UqtspktERGUldTw65dux7p9h44cACVWk1cSYnY8lihUFBwG9gq9uwhd/lyQvLzCcjLwzEtDXtvbxIzMvD09EQQBAoKCh7Z9g32kl3vH48fpOL27vbijyoXWn8Ofj8+ceIEK1eu5MSJEzp/f/3115HL5XgneTOtYBqJRxMper8I2Zsy4k7GEbIrBKd8J7yTvElKSqKuru6embkDKmdvLh0U3C69ORD8Dtfa+eLFiyiVSnwkPkyRTcEh14GgnUG4drvivNiZaQun4XvEl8gbkQRdDML/lD9uG9xw63HDZ6EPqjdU7PrPXeQvzqeiswKNRsNXX331uB8H7kvffPMN69atI0o6DZlUoKNG4LfXZg2otm1rCGFBowPPrXNm7xprjIwEjI0NOPZsDJeOJd7Ty+f7UVHoQWJiAiqVihUrVui4sl8G3s6dOweFlYP5fsHt5e2XMbr90rYhuWFEFbc7K3eijFVSGFqIPFBOWGAY4eHhxMXFkZ2dzebNm4fNlr0fDzaQq29fhqqq7ezsZEZMEmW+cq5WPc2zmZ20R5SJ0yYmJBIZGEqpbxK/bDg0JLD9lfIgh4Pm0TM+g3zTQNJNfMg3CcTb0A57gwlMH2tPviydGmWNCEz6t9scqVtaWsTvcLSdSx4E3PbPSbVz8yNOtZ6ERa/jWfU0DkUbmDRDw+T0ZTgWb8Kn5hncM1pwjy1ClpDAggULePPNN3XyvUfr/tW2cwvn8mLni4NW2d46fWsAtP3vi//9UKtuRXCbJ9P6LoD72muvsWrVKry8vMSqrO7ubtra2sRj+Pvf/15nmefPn8fKykoH7oaEhFBcXDzAfdWzgiCIf5s1a9aA68SGDRt45513uHHjhgiNUlNTH/t98cfuBwG3J3NP3h68Z8T7Ze+PGtyO1N/H4L1r167h5OSEIGjbyd4NbxuU25hX99KIoO3d8HZW7gv4Ty+4PdjWGPdpMh1o295wjlWdv6Oq6DAhfjMJ9CojzL+W3OTtLG36/YigbZqsDV+vOARBwNjYlGe2fcTzu383KLxdvXq1mGlvY2NDR0cHBw8eZO/evdTU1Ijt+w0MDPCUyUgpL0etVrNnzx5aW1upq6lhTm4u86KiMDfRVvmG2NjQJpHQJpHQEh3NnNxcaquqkMlkVGRmDtpmeTBwW+TuK14vXk6r42x2O/uy29mft5A3q9bzSvlynsvpZF92B/uyOyjxTWCmdyLtIYX8W+Vevqg9xC31S4TbeorLcZpsS45/HHkBMupj85mbVIrU2RdnS2u87W0wuD2dItqa+kRbMoMm4zj5zuCVpKmBaMJmMjMkFUVGIZaWlkwyHYeVmfacNBAMiA8Mp0SeTVNtPTt27BCvlfcDbi0sLBAEgRkzZtz3dV8vvfTS60mWHtzq9VOWHtzqpdcTJD24vT+/9957tLa2DpnHcy9oeyA1VYRPra2tvPfee490e7ds2UKNSkWtSkVnZyevvvoqarUaeVkZsbW1VO3dS0JDAwEZGXjExhKYnY1jcDBBcXEUFxdjZGSEiYnJIzlHhqoI0vvH4wfNhe7fXvzF9PSHngt9r3Pw2LFjrF69+qG1M/+h+nHt5/vvv09dXR2BkYE4ZzkT2B1I8fViUt9OJe5kHNKTUmJOxOC1wAvnTGeCIoMoLy+ntrZ2yMzcAVm1Z1sHhbZ9HqzV8lCtndeuXUu1qprp0dPxyfTBpcgFn0U+eKzzwKXLBY8tHkivSIm6GUXgxUACLwbi84IPbuvcmL54OtIVUppeafpRVNxeuXIFTfdSZsgmUTJDQDNH4A8f1gxabbuw0Z5fvu3Pu684M085meJMO3avixKzaodzX47t7Lq8QasVs7OzRSA0FKwczPcLbj858AkRvhEIgkCAU8CwGbdDAdvCwkJ2794t7su9smUfpoerqg0KCsLXeToRU3zojJrJa0Wr+LB2nwhwK7yTkbuHETXVT/z8s6aXdaDthRlrWTY+E824dDTj0sk1DSDAcAouhpY4GVhgJWhbZtfW1rJ3716USiWTJk0adtDM9evXOXbsGLt372bNmjWsXLmSNWvWkJaWJn6Hb7/99qiOw/2A26tXr3LgwAE6OjpE+CcYj8HMQ8aEpA4mzdAM8ISkDsw8ZBhO1G3rb2xsjKOjI+Hh4eTm5tLQ0MDy5cvZu3cvp06dGhbs9lXb1ufWo05Qj6jK9lFV3fYHt3/Y3MKx5hK6c+NpkAUTOX0ahgYCRkZGJCcnc/r0afF61799+c9//nNxefv27RMzaO/XU6ZMGfLYXbhwQZyusrLye73f/VB9N1Qcapp9+/axceNG3nnnnREvu6WlhaqkKowMjDAxNOFy8eVRwdsMl4zbg/cqHhm4/T4G782dOxdBEHB3d+fmzZv09upW3oZLcpEE5uDvlckUW19MjMeI52lZ7uYh4W13y78wQ7aEAK98zEy1MNDWymsAtO3LtJ2Vc5Rgn3IkfgoiguooSt/NirY/3RPaZqfNIyO1DmMjLUitr97AC3v+fUh429nZiclt6DqYjY2NcYuMJKGxEUlBAeVKJZ2dnVy5coVdu3ZRWVlJcHCwOH2hXE5DaSl1SqUYK7Br1y5eeeUV6uvrB22zPBi49bfStl53MrfgbHY7byqWsze/kxOzVvPWrPW8kL2Q5zM6OZKxkCMZC5nlnUSlt5yFocX8qmIP/6Z4lr/Uv0SZ5x1g6jTJFpU0C3VoFrOleeT7xuM7xYmMoAlIXMyxmag9DvYWpsyS2RLrNY7p9qbi/CnOEjRhM0l1DMHZ3HbQ42Vubk55eTnV1dVs2LCBo0ePcvToUTFbVhAE8W9vvPHGkNfrf/7zn+K9q6ys7L6v+3rppZdeT7L04Favn7L04FYvvZ4g6cHt/fvEiRMj/kexz59UVrJVJqNNImF2fj719fUDKs8ehc+dO0dPTw87d+7k+vXr7Nu3j1qVirDCQmR1dYSXlRFRVESuQoG0oAAvmQyvhASCMjOpVamora1FrVaLLUgfpkfzkl3vJ9MPmgvd1168TSKhMzT0oedCD3cO9r1Uq62u0snw+rG5bz/rK2u/9/189tlniY6OxiPNA1eFKxlnMsh/L5/4k/FEnIwg7GQYkScjkb4gxXmmMx5pHkRHR1NfXz9kZm4fdE1UJ1K2tWxYaNvnsi1lJKoTxWUN1tq5f2ZudGU0scpYgpRB2GXZ4bbcDfcN7gS9GUT0zWgib0SK4FZyWYLnDk/cVroxvW06fsV+KDoVT3TGbV+1rWaxinTZWDpqBFa1muhU2544mCNW2y5stGdhoz3z1bZU5I6nPMeKmXlTaa0PGTK39m631EeiVqvEnMo+97X9y8jIGNW59yDgtiGnQfvy2ciYI+ojOuB2NMC2//KHy5Z9mL+5/uD2Rs2zOlW1IW6++Fg6M8PcnwrXROaFFbEkplIEuCsklcycGkupVSStfvm0hZeIn3/W9DL/MecVVkzIRjMunY6xcmaZRzDLPZHCoCRyY9PwcHPXqY6+efMmgYGBJCUlDbqt7733Hrt27aK5WZtRWqdU0lBaSmNxMQ2lpXh73ql62rFjx6gGwo30+z9//jwVFRV4eXlhZGQ06Et1U+cIxgWXMGmGBquslfjWPotn1dPY5q5mXHAxps4Ro4aPQ4Hd3bt3o1QqUZWrSPRMpDGqkbb4Ntri21iStoSbu27y59N/5tZbt4b1b17+DYurFj9w1W1/cPv71WrOzopE4zOWEjuBrGnm1ET6sFBdOaCFcv+q5Zdeeon//d//pb6+XucYDAd+7hfcHjhwQJyup6fnsd13f0geDCr2+fjx41RWVuLr64uNjQ3jzc0xMTHBzMwMOzs74uLiWLZs2ZCRL30Vt6G2oVpINS1lVOD2UvEljA2MMTU05Wb5zYcObr+PAaSXLl1i0qRJCILA6tWrdT47cuQIWVlZw57PQ4HbTZrPUc18HllkPf7ecuxs3BAEAQMDQ+Ij1LQ3nGP1wn8XoW1L9QfUl58nR74ZiV8pYQEVxIe3oMg/zPK2Pw0LbfOz5rGy602ipNqBUgG+cWIu72Dw9tixY7z00ksUFRXh5OSEmZkZ48aNw9HRkcDAQKRZWcSpVKheeIG42lpiiotR3f5f8+LFizQ0NODiqm0zPHXqVHGwzu7duzl27JjO+Xb06NFB2yy/U1jIxwoFv62u5mOFgoaAAMYba4Gpx2Q7aqXp1EblUB2eiUqaRXN4Ps/ldnKudC3ni9ZyuWwT5d4JpDuHUeuTyuuZ3ZzIXMr5/DWkOt1pwx3h4s8b9Zs4pdzA4YIlRE3zI3b6JArDx5ARPAZvR+1gJUMDAXXqBLIjzHG1vZOT25I8857gdjR2dnYe8nr917/+VZyus7PzPp8A9dJLL72ebOnBrV4/ZenBrV56PUHSg9sH80j/Ueyfx9MSGUlDaSn19fW8+OKLj2W7u7q6KK6qQlJQgKSggMSyMpQqFWq1GqVKRWJZmfhZcVUVXV1dj/1Y6/3k+mHkQvcNfJgfGvrQc6GHch/MVJYXMzMtHmV58Y8S3vbt5+zCKtoiS5ld+P1B6osXL1JQUIB/nD9OWU5E7Iig5GYJSWeSiDkZo4W25yIJOxlGzBsx+K/RTucf5092djYqlWpAZm5/uCpvlrPo3UUjAreL3l2EvFmuU73bv7XzjRs3BmTmFq0tImRmCHbZdjjUO+B7xJeIaxFE90YT8X6ECG6l16SEng7FfYM79qX22EbbUlFVwSuvvPK4HwPuW33VtprOVBS5pmjmCGxaNEEH3D63NYW2hmDmN/jouCjTkaQYO+JjfCguSBiQWTuc69RKMaeyt7eXU6dOic8xox0A9CDgdlfrrjvzZmv4j63/cV/Atv/yh8uWfZgAt/+6+nJqP647yLOZncTb+RNh7k7+uGBmWkQx0zqaKje5CHB3RM3mYEATXVNyWeCcwwK3POYHFIkAd3fcXNrGJFJsGkKBXQSLU2vQ1LWjWdrNunXrmD9/vnjcSktLCQwMHBKgnThx4k7bzJwcWqKjxVaZfQ7p1ya3WqGgtbV1xAPi7vX937x5k56eHhG4DGUzMzP8IuQEZtTT/PwnbLz6TzZfg83XYPmZr5BXd1FUPYfKyko2bNjAvHnzyM3NJSgoSMxavR+HOYYR4xIzpDOCMiiPL6chu4HOWZ0srlo8qPuqbt977737uhbs2bOHwuR4sqaZs9hFYH3AOM7OjORPGxr4amcHx5pL6BmkhfKFCxcYM0ZbVVhfX09kZKTO/hUXF4/onB9Njmlvby8dHR3i9K+++ur3er/9IXooqHjt2jX27t1LWFjYiM5HDw8PsetFf/eB27nBczEx1IL4N3PfHBW83ZawjTZJGydyTjx0cPt9DCBtbm5GEATs7e0Hrejt6urSOZYTxltjY+UxLLjtg7Z9YDUpfiZJ8TOZOMFa+324RLNJ8zlL5/6C+XVaaKsqOUt14WuoSo9TmL4JWWQjyXFtJEa1k5O8meqC14aFti/s+Xc0C49pIaShEVtWX9aBt1Uzl5Of1UyNsm7QOJO+AXG5t6N6Zu7cifrwYWbu3ImkoIBchYLZs2fT09PDLIUCo9sDN8rLy+95jHXuF7m5g94vouztxWPq5ehKengCypwy0sMTSAuMpiQgiebwfM6VaqHt/84/Ta5HNNlukRR5xDLLK5FZ3knUBWfibekkLqsyPoczTdt5o2odTeH5BDtMIVcylnkzzFAnjiXSc/yd71JmQd0MSyI8J4h/yw9LYmlo2fcCbq9fvy5Od/Dgwft8AtRLL730erKlB7d6/ZSlB7d66fUESQ9uH9wj+Uexfx5PXU3NqF4sPmxfvHgRtVpNcnk5oYWF5CoUqNVqVq5cyfnz51m5ciVqtZpchYLQwkKSb+cO9UERvfW+Hz9pudC60DaO2YXpzEyL+9HBWx1oG1HK6sR62iK+P3jb09NDaHgorhmueDV5kX85n6xLWcSdjCP8ZDgRZyNI7k0m4mwE4SfDiXolCvd6d1wzXAkND2XevHk6mbmDwdWRQNs+qw+pkall5JXnkZWVxfHjx8VtPX/+PGq1mgx1BvImOUtvLKX17VZcM1yxS7fDtsQW/5f9ie6NJro3Gul1qQhuI96PIO7DONxXu2ORZMEk90mEhIQ8sf8o9q+21XTE01GrbZO8s8daB9z+4rKCvZuT2bE6UcdrlsSQIXchOTGU1NRUenp6BuRRDuW+nMq+72XNmjXic8zevXtHdf49CLi9sv3KHcAUWsw2xbb7Arb9lz9UFezDBriDgdsv5r3GL+qfJ2daJOHj3SgcE8whu1qW2uRQYRktAlyFu5xqh0Q2Opbzi8iNHPJvYpFLHgvc8mj2ySFy0nRcDa3wNbRHkVIgAtt3332Xb775hp/97Gc6L5j9/PzYvn37gCq/wQbGPZOczIXbA+N+p1TysUKB0vdOXmFNSIg4MO7o0aMP9P2/9tprhIeH62yrgYEBfn5+VFdXs2PHDrHdpFwuZ2m3huw6DdVrjonQdvM1qFr9Ktl1GpZ2a4ZsR/y3v/2Nn//85xw/fpzNmzczd+5ccnJyCAwMFHM377axoTGWYy1HbbuJdsSFxVGnqGPp/KWiu7u6ef3110d8DfjnP//J+fPnmTlzJiYmJlibCBS4W/JhewHfPtcFBzU6HgrgTps2DUEQdCqZzczMRlUJO1pwm5GRIUK07/N++0P13VCxD9g2NzejUqvxCgljnKU1Nj5BTItJITY1g4aGBnbv3k1XV5c4+EIQBBwcHLhy5YrO8vtn3Oa65yIIo6+67e9H0Sr5Ufr999/Hzs4OQRCoqqoadJrjx48zc+ZMsrKyyJhRRISkiCDfzCHB7d3Qtg+srux6k0A/2e3flCmVxXtYteB3dNTfpLbkJCUZzzMz5yB1M4+jaf2I9oZzpMraCA0oI8inlLS4JcNC2z6HhWhb1CfFlw9bcXv3fq5du5bq2lqkhYWkzZ+P+vBh0ant7UgLCyksKUEul+N++7waP3EiKpVq0EEBd/teHRoipVLxmMpkMpqbm2lpaSE+Ph6pfwg5/nE0huXcBW6jSHaREDnFh4ipPkRN8yPVKwLj2zn3psYmvLXkGc40bWdDxhxmeEhJ9jWnMtaY19rGs7JkIjOC7rRFLoiZTHPmBEqiJ2FooP2b43hrarxTBoBba2trqqqqOHbsGP/1X/816LV4tBm3O3bsEKf/9a9/PeJrvl566aXXj0l6cKvXT1l6cKuXXk+Q9OD24fhe/yjencfzqDNth/OBAwdQqdXElZQwS6mkoaGBAwcOiC9Nb968yYEDB2hoaGCWUklcSQkqtZoDBw489uOs95PrJykX+m5o26Mq481NS+hRlf2o4O3d0Pb5nC4+n3uc53O6vhd4+/rrryOXy/FO8mZawTQSjyZS9H4RsjdlRJ2MIuxkGInXEknuTSbxWiJhJ8OIOhlFyK4QnPKd8E7yRi6X67zMGwyujgbcLr2xlITGBHxTfAmWBKNUKsVBK4NB4bIjZXjWemKdYo1tqS1ui92IuhlFdG80Ye+FieA28kYk0rekTKmYwqSYSYyzHUdwaPATW+3Qv9r22U3JaOZowe3etY464HY4P7MpWWx9PBLgOlTGaVFRkfgcM9r26Q8Cbn954JfivG42bhSEFtwXsO2//KGqYB82wB1sXb+of545oQWEWLgRMNaJSFNXdttUcMZ+Lq/aNYgAt2hSGHkWoZRbRKJxLeKtkMX8i3Qd653LUVhGk27qi7uBNYYGBqSmpvLUU0+JL5x//etfs3jxYvG4eXp6DgC2vb3aAXF1dXU6URRDdWpYGxsrLm9+aOiooigG+/6vX7/OnDlzBmSslpaW8sc//lH8DfRvN9ne3s66deuob9eQpuph+ZmvxGrbNFUP9e2a+25F/N133/HXv/6VDz/8UAS7dXV1SKVSnJycxIrV+3FBQQGHDh3i0KFDHD9+nFu3bums+9atW5w4cYKrV6+K2/7ZZ5/R09ODs7OztmrNy4uysjLmq6vR5Mn472cXD4C2gwHc+SlhFHhPYZKx7jbZ2dlx6NChUZ3PowG3N2/eFCHaSKr4fuzuDxUVCoUOsM1TzSaypoUQZSvJq56l/PgNJDVtFKsaWbFihc5yysvL7/wO76pc7Q9u96fu11ZrGhjyXul7Pwlwu337dvHY3KvTUt9zWU5WOW7OdyqdMxIXs1kzPLTtg6oLWw9hYGCgHRjjmYJq5vPMq3mH8uyDFGc+TX7adpqqT7NZo11WfvpK3J2j8PWUI/EvISNpybDQ9oU9/876ZW9jZGiMsbEpW9dcGTTj9u596+uGklJeTnhZGYXbtpG4bBmlTz+N+vBhlPv3Iy0pwTs0FJ/gYIxMtbDTPTpazL8dLve7v0f7vNDS0kJMSDgZPtGU+yZyJGMhb+Ys41PVQdQBGcQ4+DHdypEEz1CSA6PwnOIsLifWO4Tu4kaqIjIJmTqdIIcJpAcas7bMiFfnjedE22QKI+60RZ6ZaMnifFMqYwyxGKf9niaYGuMxcQox9r4EOkwnMTGRd999l2+//fae94jRgluFQoEgCEybNm00tyK99NJLrx+V9OBWr5+y9OBWL72eIOnB7cP1UP8oDpbH87i8ZcsWalQqalUqOjs7eeuttwad7uzZs3R0dFCrUlGjUrFly5bHvu16P9l+EnKhh4K2pzZ3/ajg7VDQ9ot5r30v8PbGjRvU1dURGBmIc5Yzgd2BFF8vJvXtVOJOxiE9KSX6nWiSe5NFR78TjfSklJgTMXgt8MI505mgyCDq6urE1oMPo+I2sCiQgMgAPKM9qVZV62Tn9m/DHFsXS8SKCPxX+WNXaIeDwgFHtSOBhwKJ7o0m9GroHXB7PRJ3jTu2WbZYhlgy2XcywenBFBcXP3EZt/2rbZe0xvD81mAWNwosrhfYu9aF372vHJFvvFVOW4OE2XV5NDc3Dwkh7zUwKjggQHyOWbdu3SPJOO3t1QW3V3Zc4amWpzC6XXFjPdH6voFt/+UPVgV7L4C7e/duHB0dEQRB51wd7br2Zi4g0y0Sj7H2+JtMJcx4Gu0WqfRY57LfTikC3IWT0ykZH0rh2BAqrWKotZFRaxXPBqdynvVUU2IagszEgzSrILpUrWiWdtPT04OPj49Y1Wdubo4gaPNL/fz8iImJITMzk1mzZlFXV0dKSgrKvDzaJBIOpqUNO8jnRE6O+B0+nZQ0qkE+d3//+/fvx939TgZv38vtU6dODfgd3N1u8sqVKwOqbkdSbfugGgzs9lXsWlpaDgtuw8PDh1328ePH0SxZzOJFiygrKyM0VJtRam5ujkql4urVq3z33Xc6GbfDgdvvDnbzO00Fz6e40eEsUGInED1JwOD29tjb26NWq0c9KGE04HbPnj3itM8///xjvxc/bveHiuXl5TrAVlLbTvKqZ1Gc+hj11S9QXvjdkOD27Nmz4nLkcrnOZ/3B7e9rf4+FmQWCIDAvZN5PAtxmZ2eL15KRTN/3fBYcdCcXWxYxhwWNV9nUPTy07bOrs/a+aG3pRHSYkhmyxdSWP09p9lZqyw9SN/MYnQ3visuKj5qJt2cECTFV91x2n+uVG8nLbKascOE9oe37779PZ2cn5dXVSAoKyNJoCOvoIKi1lbCODqr270d9+DDxdXXYe3tjHRCAhYcHkRUVA/JvR3v8T58+zcaNGzl9+jTV1dXiMX377bfFaTo6OogKC9e2S/ZN4IXMBbye28Nv1PtZGFGGKiidaCd/OlIVJPrf6cTgaGPP7DIlc8prCPbwxcHCgiRfY2YnG3KsxYhjLeM50DCGJfkmGBlq5wlxH8eJdiNq4gUCHQ1uD2QQ8HVxIVOWgqZjMTt27BjxPWA04Pa7774TnxfmzZs34nXopZdeev3YpAe3ev2UpQe3eun1BEkPbn96PnfuHD09PezcufOeIPnatWvs3LmTnp4ezp0799i3Xe8n3z/kXOjhoG2ffwzwdjho2+dHDW/PnTtHdHQ0nnJPnPKdyDidQf57+cSfjCfyZCTSU1LkN+Q64FZ+Q470lFT7+fNSHHId8JR7Eh0drXN9epCM29i6WHySfJgumY60VKqTd9u3/LVr11KtqsYzwxPXWa54b/TGZ4sPripXpqmn4dzsTMS7EUiuSERwG3Q0CLsCO+yS7XBJdSGgLQD3PHei5dH09PTwz3/+83E/DoxYV69eFattZ1f7UpJtS2KCAbJwgZzkibQ1SEblvqrb5557bsB5MpKM0wBra/E5RlVd/VAzTvu7P7idWzCX5uJmxphpqx0nTpx438C2//KHArd3A9x5YYVU+qZRJstCGqZt/ejg4DAopHzttddYuXIl5eXlBAYG6lSSpriGievakdZC/rRoMscGEGviRoDRVBLNPKmcEEWzRRLZ5sFEjHHDycgCM8EYQ8GAMYIxdoYTCB47jYKpURRahaM0i6DBLAa1bwbd8loqQzIwHzseU1NTjIyMMDAwEAHgUDYUBGRmZiNqq/9ZTQ1jbrfZbQgMHFVb/f7fv6mpqe42GBrS1tY2ZHvKu9tN9g1o6Ku6XXD0Vw9cbfsw9N1333Hr1i0++OADDh48SGamtv1qVFQUN27cGHa+5cuXIwv2I9bSiCmmAi7O0ygpKeHcuXM6+3MvcPvtc138S1seu6Js0bgJOl4y3QQfK23+o7PVJGaX5qFWqWhubub06dMj+u2MBtzm5+cjCAK+vr6P/V78uH3t2jViYmLEa9hQwLbPw4HbK1futI6Pi4vT+aw/uP1C/QUlniUIgoDLRJefBLidOnWqtmo2I2PE8xw5ckQHyAX5ZqIuf5WijA2kylrvCVazZjQgCAIGBob4esqQBheRm74QTedbtNS/zJzql5khW0x0mJKsVO2y5qi3k581j9yM2Ze/hQAAIABJREFUufeEtkO1Rx7qOXHfvn2o1GpiiouJU6lIWr6coNZWHGbPJqi1FfmKFVQ9+yxhxcXYhYUxUSrFv66OnM2bB+Tfjia659q1azQ3N1OjqqG5uZnc3FzxmLa3t9PS0kJLSwuVlZW4u7sT7h5AsX8ih3IX80bBcn47+wUWRJVRG5JBtKMfmQEx4vxjTc2Q+gcTGRmJVCpl4sSJBDqbkBViwF61wBvthhxsMGZ3jTGvzDNivNnt/FlbUy6vmcrqUoGScAGD2+2SwwOdSE1NRaPR8Mknn4z4Gj8acHvx4kVx2ps3bw453TfffIOHhzZj+ZVXXhnxtoxUN27cQBAELCwsBnR60EsvvfT6PqQHt3r9lKUHt3rp9QRJD2711lvv79s/xFzokUDbHwO8HQm0/T7gbR+4dY90xzHbkZRDKSSdSSLmZAxhJ8OIvxyvA237HH85nrCTYQRtCcJ2hi3uEe4DwG1vrxauKtVKEtWJlG0tGxG4Ld1cim+OL/5h/vjIfchbnke8Op4KdYVOi76LFy+iVCpx8HfANtkW9x534i7FEbA2AFe1K05qJ7y3ehN8KZjAi4H4n/bHqckJ20xbpkRNQbZWRtHFIlyLXAnIDCA9PZ0vv/zycT8OjFgnTpxA072Y1uYK0lPDCI5wYMp0Y2ynGeLjaUPlrHQa64pH5Tq1kk2bNul8hyPNOC3oVyE5Wyp9aBmnd7sP3DYXN9OoaEStVosQ1M/P75Hlzg7mUzNWsNCrkCKHaEwNtS0YE2UJA1oo968uHMyelo68mN/DZ00vi+A2f2wwxaYhqMyimDVWiqexjVgROZzNDc2IHeuBr6E9roZW5HjG4GupbScZGhpKb28varUaQRCIjIxEIpFgaWkptvTsbwdBIEEQeD8/f0Tt9KOmTNEu195e7NQwPzSUObm5NDc3DzlIrf/3398SiYTe3t5hfweDtZvsX3Wbplr2yKttH4X+/Oc/s3nzZvz9/bWQYfI4FEFOdKaF62TTrlu3jitXrvDNN98MCW7/Z88CrtTJ2RhkPgDYbgqewFsVUfx+RTUnZ+fehkwCqmg/5mXGU1dbw8aNGx/q/e/SpUtiZvCqVase+/34cbl/hm1f9bu1u8+QwHYk4Larq0v8/SgUCp3P+sBtu6Sd7ohuMl3uZLfOCdIC3dG4XdL+xIDbU6dOift6dwvpe7m+vl6c1805DFmUCol/CVHSYvKz5g4LVufW7xLndXX1JEySQJpcRXvTXrasep/c9IVIg4vw904iKjyHlV0ntS2Ql5+nSb2d9cvPPzRoe/HiRWbPnk2uQqEFsOvWIWlrw7WpCfvGRtyampC0tRGjVhOUn49dcjKTMzLwmjtXrMbty7+trq0dcWeJ3t5e9u7di0qtIr4kHpVahVwuF49LzUwFc8prRMeEaCtuVdIszijWc6l6G18ve4tF0TOpDcnA19oZQwNtrvl407HIp4eRFhjNDKmMuNBInO0mkhJgyJJ8I15vN+L8YhOeURnywmxDXmszZMIY7Xpd7IxZkDeGU/MF6pIEnCxvd3ewn4hmUQs7d+4c1WC+0YDburo6BEFAKpUOO9369esRBAF/f3++++67AZ//9re/5ciRI7S0tBAdHc3YsWPFbdi/f/+ItjstTZuT3NzcPKLp9dJLL70epvTgVq+fsvTgVi+9niDpwa3eeuv9OPxDyoUeCbQ9sX4RU6217f0WVRU+dHh76tQpTExMMDY2HnVO52j3cyTQ9lHD275WyQGSAByTHHGvdCf61WjCT4YTcTZiUGjbZ+nrUqaUTcE6yhp3L3edVsl97ntRWKQuQlYno/VM67DQtvVMK6GzQvGP88cjzIO0jjSW3lhK1pIsUtQpqNQqnRZ9W7ZswdHJEetoa+yK7Yg+E03CxQTcZ7vjrHbGQeWA7zFfgi4H4bbRDessa+xl9niXeFPZW0nuq7m45LvgJ/N74sDtrVu3ePXVV6mqqiI9Nx2bQBvG+ozFzMUMD18PMjMzWbZsGStWrBixN2zYwDvvvCMe39FknHb0q97sjoh44IzTobxhwwbqVHXidemZZ57B0FD7Ejc1NfWBfxOjAbeXMjfwZtgiZlpGIQgC44zMKHaNo1SWRa2yRgS4Tz31lE4FqZubm9gmURAE/CdOozmskCUxlbSEF5M7LYr8scE8bV7KtvFFLDVPJ85EW3VjIAjYGJoTbupCydhQKsdFoBgXQYiJ052qVcEImZE7nsa2CILA5MmT6ezs1Mm47V8ZCfDtt9/y1Vdf8atf/YrDhw/j7+9PmCBQLAhcS0sbEbjVREYiCAJjjIz4t6oqvlCr2SOX0xIdjVqtFq+pa9euRaPRiO5ffWVjY4NUKqW0tJS9e/dy5syZIX8DQ7Wb7F91m1qreezVtiPV//3f/3Hy5Eny8/MxNjbG1NSU4uJiOjo6WDq3EU2ejD9sbuFYcwk9ebIBAHfp0qV0NdeL4PZv2+ZxpjyCVd4mA4DtU5E2XKmT8/lqFV+sVfPxUgXPzEpmus1kbSWsu8uoK25H6jlz5mghmJvbgHvGT8H9ga1KrSatvPLOII6ssiGB7VDg9sKFCxw6dIiZM2dibKwdQGJiYjLgutvR0UFDWQNzMucwJ3MOJbEl4noTAxLFv4/GDWUNdHR0PPZjei+vWbNG3NeRZLn3d//7U3BQBBGSIoIDE/D2DEdRpuH53b8bEqqqq9bduc77+1NYWIhiVgP5Wc1UzVxOmlxFmCSBwIAwkuLLaG/aO+TyHgTa9vbe7lJSW4u0sJDU9nailyzBv6UF+8ZGnOfPx76xEU+lEse4OFwzM5mak4PL/PlMbWwUq3GV+/cTXlZGSnn5gC4ow53vzc3N5CnykBRIyFPkEXn7XiEIAoqcEtqzq+kubqS7uJGUoGhy/OOoCkpjtjSPJQkKVqfVMVeaT4ZHBEa3oe1YYzOaowtpDMtBJc0iJyCOMDc/4n3GUBplyJEmQy5qTLmw1IwX5hjyaosBVzRGGN6urJ1uJ1AVJ7CjSmBPjUCWxEC8xzZXzUCj0fDVV1899Ov8119/zeTJ2uvs0aNHh53OysoKQdBmMt+t/lW7g3mk4Pbq1ava5wZTU/7whz/c727ppZdeet2X9OBWr5+y9OBWL72eIOnBrd566/04/bhzoUdaaVuTpR2l72xvMyDzNjdeSrQ0FG9vb9zc3LC3t8fMzAwzMzPs7OyIi4tj2bJl99yXgoICBGFgm8GHuZ+jgbaPGt6+/vrryOVy3CRu2KbY4tXlRdjJMBKvJQ4Lbv3X+WOVYoWFuwVubm5DVlZqW/OpSFGnkNWVxdKbSweFtktvLmXGghn4zPDBR+KDX7ofebvyaLnQQuuZVmR1MorURTot+vpaTNq62mIlt8JjsQdJ15MI2xfGtJpp2Ffb49jpiO9xX2zKbbBKsWJKzBSSn0sm83wmPiofXFNdiYyLfOJaJYP2hVt3dzeyKhmT4idhr7bHKtGKhOqEAZB7tL569Sqtra00lJaOKON0bWys+BzzVn7+A2WcDrdd77zzDps2beK5557j2rVrXLhwQZy3srLygX8PowW3r4cuwMZYWz2YM1nCYtcCyp3iKXGLFwGuQqGgtraWPXv2cPnyZXp777SKFQSByPEedLjmMD+giHS3CKSTPcgZE8ihCVX8yqKLP9qupmpMBDEmbswdl4BibDhxph7EmriTaeZP2Tgps8wjkJq5iMt0MbQk0dSTWV5yumq1Gbfr1q3j888/BxDb2lZVVQ04ry5cuEB+VhYyQaBREDgbGTkicPuxQoHZ7XbJW2UyvlCreaewkDaJhDqlkt27d9Pb28uU25W5I7FMJhvy/B+u3WRf1W1h4w+/2vZXv/oVnZ2d2Nvba+FQcDDbt2/nL3/5CzB4C+SvdnYMALgFeXkkx0ZREjqdAzO86XHXhbU97gIH5C580JLNF2vUOsC2PVlCS1ok5elyDAwMMDQ0ZP369Q9cwX63r1y5IkKLrVu3PvR77A/ZdwPbvpbIrolZ4nmcveu1YaFtH7i19PAd8jczZswY1q9fP2D9L7/8Mh0dHWJb2rlz54qDXgICAsS/j8YdHR28/PLLj/3Y3sstLS3i8RntoLz+9yeZTEZeXjGhoaFkZhSRn9U8KGztg6o56Y3ivElJSeIzYB+8VcxqoLCwUAfojgTejhba9kVXpJSXE15WRubatYS0teE0ezbT2toI2bYNp3nzmBwXh01UFJZJSXh3dBC8ZQtTm5rEatyy3bvJX7kSSUEB5UqlTheUodxXbRtZFEloYSiRRZHExN5pdVwyI5fu4ka+eOZnfPHMz1hZNpf29Eo6UhU6zvGJwfh2nr256VjeUWsrcS9UbeaVWSuoiswiPXg6aUFmrK8w41ibCTfXTuDtpeN5a7EJZxcacWOlsbjeUFcBdaJAfbIRv9zlyu55HnhM1Vasek13G3XF7Ui1evVq7eAYX99hl79unRb6T5s2bdDpfvazn+kMCPPz8yM8/E7u70jBLSCCdH3VrV566fV9Sw9u9fopSw9u9dLrCZIe3Oqtt94/VY8U2r6yuoOJ47UvVRYo8ge0TY4LHvpFZn97eHgMWyVw8uRJsWrlwIEDD30/7wfaPmp429PTg6uHK1YSK2xzbAl7KWxYaBt3Jg6HUgcswy2Z7DCZOFnckG3z3n//fTo7O6lQVxCvjkd9SD0ouFUfUhNYFEhAZAAekR5I50hJ35NO9rPZLHxvIWVbykhUJ6JUK3XW9cwzz+Dq6op1iDXWmdaEHQkj8XoiTk1O2Cvssa2yxU5ph0W6BZNDJ+Ne6U7ymWQCNAHYpdnhF+1HcXExn3766eN+FBiV/v73v7Nq1Spq59diHW2N7SxbptRNIWdnzqCQe7TetWsXdTU1tERGjijj9EROjvgbezop6b4zTu8Fbu/2gQMHxHl7enoe+LcwWnC7bPqdqrUXPZt4a3oHz7jUMGtKHGVOcRR4xJGTmc26det01tMf3KqtEjjgO5tFLnlk2YQSau5KhpkfB8wr+IXFYr6x284/7Xfwpe0aXp5cy+LxabSMTaTILASp8TSkJs4kjfEi2dQbU0H7YttMMOZU4RqWpajRJNeiyZ+NZslSTpw4AcCmTZsQBIFx48bx9ddf65xbL730Esq8PGSCQIcg8KK394jA7RdqNXm3W2YnODqKMLcP4K9Zs4be3ocHbodrN9lXdbtk6eOttr116xYnTpzg6tWr/P3vf+cXv/gFx48f17aRVyrFnGELCwuampr48MMPByxjuOzaPoCryZNRGuiMv+VYXMwEEi0ElFMFulwFVnga8VKWD79cVMIXawcHtv0zbWtra6mtrX2ggR9D+eWXX0atVo+6Xe2T7tOnTw8Atn0tkUNV88Xzvfjo5QcCt6mpqbz55psj3q6+ir7IyMjHfowe1MMNQOx/vX377bdHtdz+96c5c+awZs0aNm3apANg+8PWu6Gq0e3BLPHx8fT23nkWrFHWic9wdwPd4eDtaKHtjRs36OzspLy6GklBAVk9PYR1dOA1dy72jY34r1uHZPt23BobGR8WxrjoaCZlZBC4eTOS7dvxXrZMO11LC9FLllD7wgvE1dYSU1yMSq0e9jpxd7Vt8YZiJAUS4tLi7pyzMQk64PZnPftZWTZXrMDtLm6kPqUEM2MTBEHAxNCYU9Xr+XrZWyK4XZSooCI8hXypJXNmTOBQkylvLx3HifmmvN01hvNLjPjtFmNennvnt1KbKLAwfyzdsxx5pcuX378gpTB6AgYGAgYGBpw7d+6h3w/+8Y9/YG1tLb7vGUrffvstTk7aLhoLFiwYdJrf/OY3bNiwgYsXL4rdNPbv339f4Hb79u0IgsCECRP4+9//Pqp90ksvvfR6EOnBrV4/ZenBrV56PUHSg1u9f6i+du2a+M/jaPKMRuqDBw8iCAITJ07UadGp90/Do8m0VWYlIQgCNhYTOblx4DRlKbHYWU5mutMUYsJDmTFjBitXrmT37t10dXURGBgoXmcdHBy4cuXKkNuVmprKw6y6fRjQ9lHC26NHj+Lt7Y3FNAssEyyZPn868pvyQaGt/KYczw5PbNNsmRI8BQc/B2ZUzRi2bV5ftUe2Oht5s5xF7y7SgbaL3l1EbF0sPkk+eEo88c31JXVHKtF7oknfk07FyxUsencR8mY52ersAesqLi7G3skeK5kVTvVOhJ0Jw/egL3YKOyyzLLHIsGBS3CQsYy0JeToE6X4pdrl22ITZ4Ovvy8GDBx/3Y8Co9corr7B46WK8s72xmGHBlLophC4Lpbu3e0jIPVJfv36d5uZm5uTkMD80dMj2yP39WU0NY26/oG4IDLzvjNPRgtuOjg5x3ldfffWBf6ujBbfJVtrrivtYOz6L2cE+73rq7ZIotYokdUoIUu8gwqXhKJVKndzb/iBhrk0Kt2T7+CxmB42OKYSNdSHTVAtuP5q8kFvW6/iH7Wb+y2YTf7Vez28sNTw3oYL2cXKaxsaTZxpIsJEDwUYOWAnjxOWWBybTla5CU9c+oOL297//vTjdCy+8oHNurV27Fufx45EJAosFgSOeniMGtydvtz02MjDg/bIyfltdTZtEQmNxMStXrtQ51itXrtSBTrt27Rrx+T+SdpOff/45J06cEPf5+9C3337Lp59+ytmzZ9m+fTvp6el4urkyedIknX2dOHEiYWFhzJo1i5deeon/+Z//GXKZw4Hb/2/fYnrnZrEmxIISO4FkS4F0K4EMK4FkGyOqAx14SZnGZytr7gls+5+fej9cb9y4kRp1HfG185DUtBFaO5/iI5dQX/2CoIom8byoePNfRUBbe/k/yTn+ISmHr1J54VMdcOtfqia1oISmpib27dvHwoUL8fb2Fiu2jx8/PqLtcnV1RRAEpk+f/tiP0f16JJEffcdGEASx68FIPdT9aSjYejdUtbDQxnuEh4eL8x47dow1a9boVP/eC97uf+pX2Nlo88rDJekjgra9vb2cP38etVpNUlkZ0rIykpYtI6i1lamNjbgvXoxk+3aC1q3Duq9rhrExlioVrsuWIdm+nZBt25ja1ITL7apbxb59zNy5U5uTq1AMO0Csf7VtcksyNQdrGDtprFglKggCwd7+OuC2d93LPDd7Bb3rXuaLZ37G5RXPYzNRewyNDY1YkaDkQtVm0QdzFzIzOIXKKF/kftr733gzgVfmT+B4mwlnFhry4SqBW3sEuvLuXINfbxdYq5iEptwGTYUz51d7srrSjpgAK3x9vFi5cuVDvz988sknaDQatm3bNux0Z86cEbfzX//1X0e8/PsFt19++aU4wGDv3r0jnk8vvfTS60GlB7d6/ZSlB7d66fUESQ9u9f6heu7cudqX0u7u3Lx5U+ez69evs337dsrLywkMDGTSpEkYGRlhbm6Ol5cXCoXintmGvb29REVp8wFLS0sf+/7q/f15MGi7Z2EDCxT5PLOwUQfKvrFxMTaTJyIIAkVJ0YOC3Tc2LL5n5m15ebl4rR2u4mfz5s3ii6WRnMMj2c+HAW0fBbztq8ZIzU7FwskCK4kV9vn2SA9JB8+2PSRlSv4U7CLt8Ij2ILsrG5laRoW6gs7OziEzC9euXYtSrSRRnUjZ1jIdcFu6uRTfHF/8w/yZLptO7JJY4vfEE7EnAtkeGZl7Mmn9WSvqQ2qddfW16Dt16hS+vr5Y+1hjmWyJ22o3At8KxKHFgfGS8UxOnYx5iDku81wIORqCY60jlgmWWLtZExoaykcfffS4HwNGpU8//RSNRkOWKosJEROwr7HHcbYjLRdaRBA+FOQeiY8dO4ZaraYlOppnkpNHDO2ibldSRtrbi38bLOP0bj8IuM3IyEAQBOzt7R/KdWm04NbOVAvkoid5ssgljwVuecwPKKJRkkuht4wyXznN0cXMLqhCrVKLgKx/rmsfuP068QDP+tSRO1lCjmkAB80r+NfJi/iT1Wr+aLWKP1qt4v9Zr+aP1qv4o/VqPrZczNPjS2gZk0CDWSyZJn6YC2bicsO8goiLjaWiooLDhw/z8ccf88knn/DRRx/xwQcfiNV2ycnJvPPOO7z11lscPHiQsWPHMlkQkAkCy83N+XVZ2YjPgS/UajJctC2bK7y9dSpuu7u7WbRoES0tLWzatEnsbCAIAt3d3aP6DYy03eSj0HfffceXX37J5cuX2bdvHwsWLCA/Px9fX19MTU3FfTI1NcXBwQGplyvlQS6UJsehrK6iq6uLy5cvj7gKeDBw+4+n5/OzGhnrA8bptEPudhOY62xIs/dEOkOnMj/WizZ5CK1yCR0pYbQkBeuB7ffka9eusW/fPjZu3MiLL744eMXtymeYPqPoThXgpf+g9vJ/kn3sA8J3nSZk+xsEb3+DlMNXh8y47Vvf+++/L0Y9TJw4cUTPBH0D2hwdHR/78bofnzhxgtbWVupqapiTk0NLdDRtEskAB/er8p8zZ86onuuGuz/dDVurZi4fUAk7caL22TU6Ovqe6xoO3pYWLNB+txOsqJhZP+C577XXXmPlypXi/2RmZnfuBenp6ZQrlfhlZuJdUYFbUxNTm5oI3rIFyfbtuCqV2M2YgZGlpfbaJZFg09GBQ1cXbl1dOhW3qkOHUB8+TGp7O9LCQqprawcdIHZ3ta1it4Lwcm0r3zETx2Blq73/TLGxEzNuG9NK8XPyYKqlLZPGmWN0uzWyIGirYBfKFezKa6chIg+VNIvasEyip/kT5epCTsh4lhVNJthZO096iAlvdJhwbpEhX+4S+NszAoXh2mVNmSzw0RqByysmsrRkAgtL7JmbY8np1YE05LmzeE4+Go3msXViUSqV4oCK0eh+wS1AQkICgiAgl8tHNZ9eeuml14NID271+ilLD2710usJkh7c6v1D9KVLl5h0u0pk9erVOp+9/fbb4mfD2cTEhPb29mHXs2/fPnHa0bR40/vJ9WDQdnu7illp8ZQnRzMrLZ4d7WoRyi5T3wGuT82vGxTc9m+bPBS8PXv2rLgcuVw+5PZdv35dPL9ra2sfeD8fJrR92PC2rxojvTYdV6krjiGO2CbZ4lzrTOK7ujm3ie8m4lzrjG2SLY4SR2R1MpZcW4K8SU6mOhO1Ws358+cHXc/FixeZPXs2ReoiZHUyWs+00t3bTeuZVkJnheIf5497mDtBs4JI2Z1CxJ4IEo4mELEngtQ9qRQeLKTrRhdZS7JIUacMyHBdsGABDk4OTJROxLrAGu8XvZnaPBVziTnjAsdhlW6F3wE/PNZ4YDnDkkkBk7B2saZEUcLOnTv59ttvH/ejwIj07bffsnPnTloWtWAXb4d1gbW2RfLenAGtpweD3CPx7t27qVMqaZNIuFBYOGJgp7mdkzbGyIh/q6oaMuN07dq1aDQa0f0hZm5urs5n27dvH3I7b968iZ2dnba6tLz8oVybRgNu98W13rmeWPozP6CItvASlsRUcqJ4NZ81vczHdQd5NrOT9ogyWmLLRIDr5+c3JLgttgynwCyYQ+aVWnBruZovrVbzheVK/mC1gj9Yr+Azix7RNyZ1sGVcAWqzKMwELQw1FAxwMrDQqcAdjY0FgfSxYzmdlTUqaPuFWs2l4mKMDQwwNTTk6IwZqDw88HR11QG1/V1XV8d333034t/ASNtNPqi+/vprPvjgA44ePcqyZcuYNWsWUqlU59nHwMAAFxcXUlJSaGpqYtu2bZw9e5ZPP/2Ub7/9Vge6avrl0WqWLmXdunVcuXLlngC3/zL+c20DJ0tCWeFppANsNW4CWySTOCp34myyPb+Z5c+hFFc6gu2o8bYkzdWKSDcHogL9yM7KYvbs2Xpg+4h8d5atUl3Hhg0bhsy4tfENuQPYDl0Wga3Xtjdx2HoG321vknjw0j3Bbd+6+66JgYGB99xWLy8vBEHAxcXlsR+30fro0aPU19fTUFpKS2Qk80NDeSY5mQuFhXysUPA7pZKPFQouFBaS6+YmHuNZWVnU19dz9OjREa3nXgOLBsut7Xseu3HjhlhZOm6c9lp8ry4Yg8HbPVv/hTFjzBEEgbiY5AHPe4sWLRr2ej537lxUKhVesbHYxcZip1bjfbui1k+jwX7GDCanpDCmX0aqSUIC5k1NTKiqwmX2bDHjVn34MOrDh1Hu3094WRkp5eWDDhC7u9q2am8VJmO17Y6NTIxw9HMUB0iqixTkydOH3Yc4Lwl7Zi2mJDQFuX8ksf5hRHgH4WQzhVA3c5L8xvBU7Tg2KLTH2dhI4ECjMb/aZMJfnjHk1h6BqRa3K9tjBX6+SuCX6wU6swRqEwRKY8dxbEUEp7bmoGmQoVnU8shybu8ll9uDnxQKxajmexBwu3DhQnHA0T/+8Y9RzauXXnrpdb/Sg1u9fsrSg1u99HqCpAe3ev8Q3dzcLFYy3V1Fd+rUKfGc9fT0RK1Ws23bNg4dOsTu3btRKBQ6o70XL1487LoCAgIQBH3V7U/Bx44dGxLaliZIKYrwpTRBqgNvU8KDEASBqTaWw0Lb4eDtsWPHuHLlyp2XQPdog5ydnY0gCDg5OT3Qfj4KaDscvB2qqnEo91XcVqgrkJZKcQ13xT7MHrssOwI3BeqA28CNgdhl2WEfZo+P3Ifm15sHAMKhKm57e7WDNFRqFSnqFLK6slh6YykzFszAe4Y3PhIfvFK9SFqfRMyeGOIPxVN6s5T4Q/HE7IkhY08G9afqaT3TOmiG63vvvYeXlxcmFiZMSpiEbYU229Yy35LJKZOZvms6fof8sCmyYWLURKx8rPBO8KawrZDu7m6uXr36uB8FRqSrV6/S3d1NSH4Ik+InYa+2x3+RP103unTA7dKbS4eE3PfymjVraCgtpU0i4WOFYsTA7mOFArPb7fa2ymQPJeNUIpEMuZ179uwRp3v++ecfyvVpJOD247qDPJPRSYJ9gLj+Qi+ZDrAdbJ7+ANfXxfMOuLSQ8ee4Z/k68QBPedaQMSGQPNNADplX8snkJfzNaj1/sVrLl1Zr+KPlKv5gsZzPLHprtf2IAAAgAElEQVT4nYWGX0xezM8nL+CDSZ00msWKy/QwtCbUyAkXA0umGEzEYJTg1tHRkeaIiFFVXPf3ushIyqdMIc3UlLBh1pObm8v//d//jeo3MNJ2kyPRN998w69//WveeOMNNmzYgFqtRiaTDThHbWxsiImJQalUsnr1ao4dO8bHH388bItj0IWuf9jcwrHmEnpGCXBfeOEF1CX5FHpYscRVF9Yu8zDg+RQ3/qU9j0u1ibyZ68vZZHs+r/SnN9eVl+Nt6Qq0ZKanFUW+DqSE+JKTlcWcOXM4ffr0Y38e+DF5KDB7N2C9ezpvifTO766kEfdVh3HYegb7rWex33p2VOC2t1e3Dfu9vuO+8zwgIOCxH7/R+MSJE9rnq/x82iQStspkw7b0Xxt759pY4e3N7Px86uvrR1R5O5KOEIPl1vb29nLhwgWd68hg3Yt6ewdWy/av3JcEJRManIIgCIwfZ45arR4wSG/37t0663Fzc9MZHKTRaGhsbCRIImFSWBg2eXmEbNtGyNatOBUVYZOWxni5nHExMXcGpQQEYKxQMLasDGelEvmKFSK0VR8+TO7y5biGh2M2YQLGJiaYmJjg4OBATEyMCIp1qm3LwkVoKwgCVi5WItROTk7WOW8FQcDYdPCBPsM51N2I3k12eDlo580NM+SrZ8dy61kT3pxvIE73ylyBj9cJHJkjMDtZoChcIFsisKLUmHe2xrN8djyaeYVoNBq++uqrB77PjEb93wlt3/7/s/fmcU3d+f7/Cfu+E0LYISwhAUIIENYAYd8hrMoOBxBkVUHZ4oIranGpyrhUW6laq0Nbq920VYtVS+fbTu/0V2e63Nupc+c+5rb3drY7vba+fn+EHBIIEJaOentej8frD8j5fE7Oycn5nHyen/f7vX9BbZcCbi9evEi1ffPNNxfUlhYtWrQWKxrc0vo5iwa3tGg9QaLBLe3HzXfu3KFW7VdWVs54/fLlywgPD8czzzwzax8nT56k4K2ZmRmuX78+67Zr165VTEqYms5aK4n2/w1v27YNtVWVWJESiyZZ2jRoy0VdfDDyQryRLvSFTBKGA2tIONgoIpwSRAFagVslvG2SpWFFSixqqyqxfft29PX1Uffa8vLyOd+nagSDtvXiph9nQ0UtOsXF2BbfsOzQVhXebotvQKe4GA0VtRQcW4hVa9ByE7lwFbqCGcOEU7ETYq7EIHEiETFXYuBU7ARmDBNuIjfkbMxZcEreO3fuUJA4loxF7uZcBBQEIEAcAI6Yg9DmUCSMJEA8IkbejTwUTxQj70YexCNiJIwkIOtoFtbfWq+xhuvVq1fh5+cHHX0dGPsbwyrRCjbZNmBWMOF70hf+L/jDpcsFVolWMOOagR3GRubOTCSsSkByUTI6Ozvx3XffPerHgTn13XffYevWrShtKoVFqAWYZUywG9hYdWWVGrRVejbIPTY2hsHBwVknrQcHB7GqsBCdQiE+q65eELDL9fICQRCIc3bGfZLUWON0ucCtcqLX399/yfelq1evYvfu3SBJEg0FFRrBrRLYUvDVhUO9z6eSWjQC29kAbqD9VARYubkYr3qtwRveXVjnkI4kU3/kGAbiObMK/Ma6F3+234O/OTyF/7Ybwn/YbMPvrbfgnlU/PrRajw8su/Ce9Vqcs6qBGUMx3hoSesgw4iPPWIA4Uz/YWdqAzWZDKpUiOzsbeXl5KCwshEgkot5DRoYiYr6xsRFbtmxBc3Pzgmoc3ydJfFVTg5tSKY46OWEjQaCLIBBHEHCa3IeRkZHaZxsdHY2///3vP/n35scff8RXX32Ft956C4cOHUJ7ezvS09PB4XCoun7K5w+BQIDi4mL09/fjueeew507d/Dtt98uet+a0hz/6eA6rQDugwcP8MILL8DT0xO2+gQkVgR63BXAdtBXDy/m8HGvtxT3d5C4v4NUA7evJbJwJckJl7J88XJBMEbSA9Ag9kVHQjDaMmJRX1uD3bt3P/Lngf8Lng3YCms65wSsN27cQHd3NzxVokHNxMkwSy0Hs2UX/M78elHgVplmlSAInDhxYs73bmpqCoIgkJSU9MjPo7YeHx9HR0cHtbjoVEoKvq6rm/PeNJadTZ2TpsBAajFRR0cHbt26Nef+tE3lr6lu7cmTJ9XuedOzF01MqC9A0mRxuATGk9G2QUFBGjOrXLx4EYWFhSCIqexFqu+7u7sbdXV14AoEsA0IADMxEfwtWxC4bRtYqamwTEqCaWIiGCYqGRr09UHk5sIgJweskhLIDhwAOTqKmpMn4RsXB4LBmPN9JyYlUtG2tc/VwtRWca1xohTjJkOXAWtHRe1aHo+HrVu3Iiw8DP4SfwhyBGDymQsGt1wXA/zx+SC0ZSnqn5sYELi7zQj/ecwQlbEKSCx0J/Cv+wj8aiuBtlQCKyMJpAURaE0hIM8nUB9PIN6fgYKcpEcScXvu3DnqeG7evLmgtksBt//2b/9Gtd2xY8eC2tKiRYvWYkWDW1o/Z9HglhatJ0g0uKX9uHn//v3UNXn27NlF91NWVkb1s2vXrlm3e+ONN6gJ1L6+vkd+/LR/OqtG3KZFBCNOyKeg7frsKDxDpqE+hosUf2dI+R5IDQukrqGGvJQFR9yukOUgPz8fmZmZVKpOfX39eSMtTp8+Te13MdfkXBG3n1Q9gxuZu/FJ1TOPPOJWaWUN2pjKGHhGeIItZIOZwoRPlw+kd6XwWecDZgoTbCEbwjwhut/p1ghQ57MSEmeSmRBXisFN4MJH6AP/HH8kH0hGxEgEEi8moniimHLixUREjEQgbSQNZS+UaQTGDQ0NcHJ1ghHbCLpWurCIsYAJ3wTOa53Be4kH7xFv2GTawFxkDnM/c3BJLgqeLYCoWQReLg9x0jicOnXqUT8OzKnz589jQ/8GOMc5wzrVGo71jkg+mKwR2io9/TNSpqyuJqvVYK6qFxtxe58k8cpk2mNdBgN3Sko0Rtwuh69fvw5zc3MQBIGtW7cuub+hoSHUV9chPi4e8YERqOdl4LerRjUCW2W6Yw8PD+oecafmFwv67hb4xVFt602j8Zx9DY6yKlFnK0GCpQLcnjavwCe2ffgL6yn8w+kAvrHbiS+tN+ITq158bLUB71uuwx2bdXiX1QVvfQeqvwhTDgrZkYjnhiEsNAwymUzjoort27dTbYaGhtReO3ToEOpratAuFmNYIpkTjHwsk+E8j4fthoaQEwTkBIEBgkAuQUBMEPD29ER/fz+++uorapy3t7dfEhDVpIcPH+Lu3bs4deoUenp6UFBQgMDAQBgbG1PHqaenBx8fH2RmZqKzsxMjIyO4du0avv766wWla9ZWmsCt0rMB3M2bN6O1tZVKl0kQBAVut/KMcbk0DF9uqqSA7XRwqwpsz+QFY1dGCDoTgmfUtqUjbpfmWYFt7Rokbj2K0ot3NQLW6e2i06dSxdvzQsBZ2QKnqm6wKrthVd0Hn62jGsGtrLoeNpM1SVXH38zMTK2e319//fWpZ6uGhhmvv/rqq9DX14eent6inyt+Ci/k3qT0lzU1MJq89zQEBGBYIkG7WIz6mhocOnRozv0tpQb7unXrqLZ2dnYaM5KoRsvq6OjMiJZVZiSa/jlrsmr2ItX3XVBQgKraWvjFxcEzIgIu6elwLSmB4KmnqIhbfc4kUJ0cVwmCACESQS89HczSUkT29qL65Em4BAVNXa+ennAVCpGYno6Kigrs2bMHFRUVsLKyQpgkjIq2Te1KpdrItsvA5CigrJWTArAyGAyUl5dTEbqFQ4VwinaCo8vUuLa3qhv3f/E2BgpXobm0Bu3t7dTzZJokEHFCR6wrdMQLPV74fwd9ocNQtFuToYff7TOGpYni72MkgW9GCByuIVCfQCArRBct2UwcbnJAXx6BRD4BX0fFZ/FTpuJ/8OAB7t27h2vXruHcuXMYHR3FuXPnsGrVKuqY7927t6A+lwJu/+d//mfqmaS+fkFtadGiRWuxosEtrZ+zaHBLi9YTJBrc0n7crEwT6+rquqR+hoeHqWu7tbV1zm1DQkJAEATCwsIe+fHT/mn9/PPPQyaTQcD3RwjHGSkB7lifHYlnyDTsK4rEU/mhqBN7IoXLBt/Ffgr+r67QCtoGeU9NeE+3kZHRnIsIlL59+zYFemUy2aKPczq8/WjlUbwc3YdXxL14OboPvy479khr3CqtWoM2KCsIbiI3MMVMsPJY8N/kD1YeC0wxE5xIDiqPVs4azamNd+zYgaq6KvCyeOCL+PCWeCO6NxqSEQkij0ei8HahGrgtvF2IyOORkIxIkDGSgY63O9RSNFdXV8PX1xd2QXawlljD2MMYhk6GMOIYgdXAAvc8F6w6FiwlljDhmsAh0QEhwyGI3h+NsM1hcM9zh6GJIlrx4MGDj/qRQKO++OILJCYmKqCouS5YNSz4rPFBz+2eOcHtdMjd1dWFarIaUlI6K3BfbI1bpdMngVOZn5/GGrfL4ebmZhCEIiXkXOm5tbUyRXKqjxhxXiEocYnBKXEHdkWS6AwrUgO2LS0tOHbsGIRCIXVf+XQS8mrrlfykKWhiGoMX7Rtwhl2PWmYcEq0DkG8qxKhlFT61G8Bfnffh31k78P9Z9eETq1782mqDIj2yVRdu23VBqO9K9eVuaK8GbI8cOTJrHdODBw9S7TZv3qz22q1bt9Si2k4mJ6sBki8rK/FmVBQO2tlRsFYV2taZmKDS3R2d1dXYu3cv/vGPfwAAzp49i66uLvzxj39ctu/GgwcPMDo6qgY4nJyckJCQgMbGRuzZsweXLl3Cb3/72znTMn/zzTcYGxvD+Pj4vHVntdVc4HY6wN2QHoFSgQfczfVnjFtedpaoDHbDbzfOBLZKjzck4WWZYF5gS9e2XZrnA7blr36sMTJ2tnaCqnbo6Ck+c6/EXIQ19SK4uhPeFR0wTyqGfeoK8FZvntFvYJiiprhq+t2bN29SMFdPTw9ZWVnw9/cHi8WCoaEhDA0N4eDggJiYGKxYsYK6vg4cOKDxWPPz80EQ85eW+Gf59u3baGlpWXA2gPskiYjJTA9iFgu/qajA2pAQNOfkoKWlBbdv3551n0sBt2lpU3VbNWUvmphQRMu2tbVhZGQEN27cmLFPLpcLgiDg6Og47/5Usxcpa5YSBAGJRIKk0lKEFhVBXFYGfk4OWKmp8Fu3Djy5HA4pKWBMZkTQCw8Hw1lRf5bBZEI/JwfmBQXgNTfDJ2ly3GIwEFFRobHGrbK2bVh+GBLbE0GOkvCRKEoDWLAsQI6SiKiIUDzLGOjCylEBb13dXKkIXXKUhHeuN2zcrWYFt21tbejq6kJjbSmai4JQleWPtaU+2FDsiHvH+AjhKI4n2EMHzSmKZ3lfRwJ/eUYfnwwRWJNOoCKGgXyxEZ5ucsYXL1Xg8PoYZIltoK+r2GdwcDD+93//d1nGAqX+8Y9/4K233sLOnTshl8sh37AB8tZWyJubIW9tRVREBHXML774IjV2aqOlgFsA1CKn7OzsBbelRYsWrcWIBre0fs6iwS0tWk+QaHBL+3Ezm80GQRBIT09fUj+7du2iru329vY5t62qqgJBKKIhb968+cjPAe2fzkpwKxbwIfF3R0koBztkkdhXGIlhWRj25giwL0+IOrEnfJkW1DXUX12oVaStB1tzirXk5GRcunRJ6/dpa2urmOgTi5d0rEp42xiYhQH/ErwiXI/XvNfhUsiGRcHb5Ya2Sitr0CbWJsIn1gfOQmcwE5hwlDmCmcCEs9AZknoJem/3IrM3E8lk8oLrp05MKCBxTU0NBCIBfEQ+4OZxkXQ4CeEj4ch4LUMN2iqd8VoGxCNiJI8kQ3ZKhtY3WyEoFSB+ZTw4HA6YzkzYSm3hscYDfpv9YOxlDNMAU1inWYPdxoZ1qjVMgkxgGmQK703eEJ0QIXBvIIIGg2AfrVgcYGJqArlcjh9++IEan99+++1ZFwFMt1wun3e8f/DgAQ4fPozo6GjY2dnByMgInp6eqK+vx7/8y79obPPjjz/i4MGDqG2uBUNPkZ7QKskKNWM1c0JbpZWQO7c4F5GRkcisy0QsGTtriusLFy6AJEm0R0Yuqsbp9cJC6DEYMNDRwY6oKLRHRoIkyWWL2rp58yasrBQTusPDw8vSpxLcpnmFQ8oKwkrbSJSyolHgFo0kfgSyM7PQ3NysBr3EYjH12X9ILix6XjXilrSIwQnXWjgYKI5JZMOBzFSI561rcM9+Iz5nbsbv7DdSwPZXVt24Y7kGo2aV4OqxqH4sDc0QFBikEdieOnVKMXFuYYGrV69iYmICe/bsodpqSuE5NjaGhoYGtTqSV5OTcZrDwRZd3RnAdouuLk5yuRiKjMSARAJ5fT02bdqEzz//fLkel9X0t7/9DQcPHqQiU1NTU/Hmm2/iL3/5y6L6u3jxIuS9PVrVndVW2oDb/xhahV/mB6Hbk4EiBwISawLhFgQcDQi4ODsjJCQEuYlxaIsX4LMt1bOC2y82VuByZRyGMkU0sP0JrC2wnREZW9OAusnPYLZ2jsEKWMMSiFHzzpfIOjwGUX0XWMER8IiUwiOlAB4JWUgc/AVKL95FUPlqGBgaqX13x8fHkZSUpPV4pbSBgQHeffddjcf8yiuvUAvYTp48+cg/g6WMTfLJ+7WRri7uVVZiRCrVODbt2LFDAdQmnZMzFRGdk5Oj9tr+/ftnfa/vv/8+NU4RxMKyF6mCW2Uf2vweU81epFyASxAEwqOiIMzPR97WrSh+6ikI8/PhkZkJdnY2BLt3w0HlutFLTgbB5yv+1tGBUUkJTAoLYZudDcZkTVr/pCQkr1mDUJkMVbW11AKw9957Dy0tLWq1bclREmb2ilTPnGgOyFESZYfKwNBRPMuw/BRjGIPBAC+VR7URtgph5TH1/D9UvlYN3DY0NIAkSbRWJKCnJhS/3J2FzpXB6C52wYFVrmjNVjzX6ekQsDCe/Axa9fBfx/VxuNYA67J0URyhA3mRKZ7f4INbJ2RYUyZEY0UWrK2tqf1u2rRpSWOAqj7//HPs3bsX8t5eyGtqIE9Lg1wiUbNQpZRE/4YN2Lt3r9Zj6FLBrfK3v1QqXXBbWrRo0VqMaHBL6+csGtzSovUEiQa3tB8nv/rqq9T1uHbt2iX1VVJSQvW1b9++ObcdGhqitn366acf+Xmg/dNYCTKrSwuRFyNCeVwIurPEaJf4oT8lAHuzg3CkMBynqyQ4XBCGIPbUxFd6eBAOrCHnTY9clJOJgoIC7Ny5E8ePH8f69evh5+cHgiAgEAi0rlmrTIXq7e295GOWyWSI9w9DqWMUNrNluM7tWxS8/amg7cSEeg3a0OJQeIR5gCVigZnGBEvEAlfKRctLLWrRrl1dXbhz586C93Xx4kVkZmYiJikGnEwOgnqDEHs6ViO0VTr2dCyiRqKQcigFok4ROBkcePh7wMbGBrbhtmDmMhF+ORyR1yPBrmLD2NsY5hHmsE63hnmkOYx5xrArtIP/KX8EjwaDu5sL703e0DVRTHQ6hzgjLS0NN27coMbn5QS3f/rTnxAaGjpre0NDQxw9elRjO7lcDq9YLxg4Gyggs4MJ+u/2awVu++/2I6EpAbxIHgLFgYisjkTu5lzEkrEaP8OlRDUpvS8uDk2BgSj19dUqqmkhfuGFF0CS5JLHJ1WrgttG/0zUsuKQ4hAMsQsPEfwQZGVmoampSQ1+SaVS6rO7Xn5Aq++vMu2yao3bOmcpajwV0dSOZrbIdYmYArfMjfjMcQt+Y9+vBmzbjeLgrmMz4xqaK8I2YjKSp7i4GBMT6nBgtoi7M2fOoKysDDEBAZAYGiKOIFBIEFhFEFhHENhAENjNZOL56GiM5uRgc1wc5MnJkLe2YtOmTfj1r3+93I/M+Oabb7BlyxbY2dlBR0cHpaWl+PDDD5fcLwVZ56g7u+g+p4Hbh6cG8Lm8HM8leUHuSai5y4NAu8ARTVFctKeIkRUZAhGfixgOG2fr0vHlYM0MaPtxfzl+sTIRaxKFNLBdZi8U2Cpd+eZv4VNUj4DoeMTFx8/ZTtyi+C7qGhih8o17IMfvo+L1T+CTUYyAUDHCldDRwgoOAaGw9lJEYZqZmeHgwYNoamqCk5MT9X02MTGBp6cnCgsL0dfXh+HhYTz77LM4cuQI+vr6EBg4VYLCyMhozsWSycnJIIjHI+p2KdkgPi4vh+Ek1ByWSGbNBrFcNdhVa9c6ODgs6DhV780L/T2mzF6kmsqfGxaG0JIS1D33HMjRUUSSJFwlEjCTkuDV0ADryXrnDCMjMEQiMFSiPo3S02FSXg59X1/F/xgM5A4OQpifj5zycrWMK8poW9XI2dL9pVRfERURIEdJkKMkHLmK82zONIc12xrmTubwS/OjXg9fHw57vi3VNsovGAOFq7Amq2pGxG3nSiEu78/F1qZIrFnBx/oiFgYrpr4PiQF6aE3Tw5+OGeNanx66s3XRINVFbYI+TrSx8NqQGDtbo9FWHgWSrEN/fz90JiE1QShK/SxVH330ETZt2qSIrk1ORsNkxg4LQ0P8bvVq/K2nB/+5bh1WqmSOWJ+QQI2lH3300bz7WCq4VQLr1NTURRwhLVq0aC1cNLil9XMWDW5p0XqCRINb2o+TVeveHTt2bNH9vPbaazA1NQVBELC2tsb4+Pic21+6dIna7+rVqx/5eZjLV69exdDQELZs2bIky+VyKq1deXk5FQm1XH7capSpQtsVKTHYWFeC/c0lWJUQhOZYLlqjvLAlNQDPVUpwuioOp6skiPaYSpUcz3NHXoxoBrxVhbbVpYUaYeadO3eotH8WFhZawU7l5Kazs/OSj1smkyGUG4RkBwEaWFKcD+jA/wvatiB4+1NCW6WVNcOyyCxwE7lwFbqCKWLCTeSGnI05GuvLLnZfZ86cgUgkAieBA9d8V2S/mT0nuM27kQfxiBgh20LATmTDSeIEMwszmNmbwTbJFn5Dfoh7Lw7h74TD/7g/jNyNYORlBMt4S5gEmsAixgLeT3uDe5oL3rM8+I/4wzZdMTGoZ64HVgoLQXFBqK+vx3fffQdAHdyeOHECH3/88az+j//4j1nH+R9++AHR0dFUX/n5+bhy5Qru3LmD/fv3g8lURInr6Ojg8uXLam1//PFHNDQ0QMdUB6ZBpiAm0/gV7irUOuJWkC1AgDAA/Ew+Mnsz0X+3H5m9mUgikzRGTS+mjqCqv66rW1AdwUdtJbjN8o5Ca4gMnWFF6AgrQnfECrSHFmpMlaxaS/Lloh1aAVtlnVx/dx+q7RpBIayNFHUFqwLTkOcaiQKzEDxvXYNP2ZvwO6ctmLDppoBtjkEAnBlTC1pUPdcxHj9+HAShyGpx6dIldHR0UO3Onz8/Y/u9e/ciKioKDIYiMkqHIOBEEBARBKS6uljBZqNTKJyKFkpLg7y2FvLe3gVFCS3kWbmzsxOmpqYwMjJCU1PTsu5DFbLKp9WdXSzAnQ5ufzjRhw/X5OJwpMMMYLuNa4CxfAF+17+SgrFHyxJRHeyOQl8HpHjYoiUuCL1pYZjYsOKJAbbvvfceXFxcQBDz1+hcjDVFky/X+14MsK298XtkXfgAouFfgpVaAg9xHDiS1DnblV/+GLoGinT9kr7hGbVsi4uLtYaJgYGB8z7vvfzyy1pDwb1791Jj09jY2CO9lpZSf/0+SSLXywsEQSDO2XnW+uvLBW7z8vKo7RaavUgTuNX295gye5Ey8pYgCIRHR1MRt5XPPIPg1lawoqJgGxUFh5QU6FlaKj5jW1sweDzoToJcgiCgHxoKu/p66JgpomZNHBwQunIlooqKUFtXhz179mBsbAzXrl3TGG2b0JJA9ZU1kEWB2aAsRa1chg4DNjzF4rvg1cGofa4W5CiJyJ5IuEicqbZeLu5oLKpEc2kNGitrsW7dOup5taUyCb21YXj7FwXoXClEV4kHOvOnMu/USE3xRp8JfrXDCAMyXXSk66I4Uhd7q81xfoCHCzuS0blSiMbaUmohm+oiu8DAwDnv/Xfu3MGqVavg5+cHc3NzmJqawtPTE+np6dizZw/u3r2LjRs3Ql5fD7lEglO5ufiv7m6kTF6PLWFhgFwOyOXYEh9P7XdPcrJibNUye8VSwO2PP/5IweqSkpIFtaVFixatxYoGt7R+zqLBLS1aT5BocEv7cXJ7ezt1PS4W9r3//vuIiYlZ0Erx8fFxavu8vLxHfh7m8u7du1FfXYdVRVVLsjhQMTliY2kFsqoWe/bsofbxyiuvoLe3F7m5ubPWKNu0adO8UWyPS40yTdD2VE8jtqxMQ3eWGPWR3uiI80dPIg+7c0NwehLeJnOnVs1LfViQ8j3U4K020Fbp9957Dw4ODtREzHzv2XcywsDd3X3Jx90kq0Q5Pxl5vrFYGyDDevfcBcHbfwa0VXrHjh2oJqsRUxkDnzgf+Mb7QrxSjO53ulHyVAniyfhZ66MudD/x0ni4idzgWeiJmOGYOcFt8UQx4s7FwbXaFXYxdrBwtYCJkwmMXYxhl2qH6HeiEXEjAmHvhMFjowesYq1gwDaAsb8xTAWmcO52Bu8lHrjnuPA96Qu/Z/ygZ6VIA2kdYw2nCiewpWxES6Jx6tQpAOrg9u233170OK+EZgRBoKmpacbrv/vd72BhoUgLyOFw1Gpxfvfdd2CxFOkEDd0NYemsmGR1E7rNC203vLsBwlIhbNxs4BniCXGVGB1XOjAwMTBnneL5apzOB21PJidTk+IdHR24devWI73/zGcluF0Vkosj6WvxUtF2fLn6BQq6Hs2Ygq5KgBsWFkZ9pvuS27QCtsq2PB6PapvmFQ6CIOBkbo99yW3Ic43ECksxXrAl8Wv2AC7aNlDANlbPC2aEodqEvuXkpPt84HZiYoKqA1tcXAyZTAaCUKRKnT6OdHZ2agQVHA4H+fn56F23Tq0un7ynB3K5HDt37sRbb721oLp88+mTTz5BdXU19PX1YWVlhd7e3jkXSSxWqpD1q73tuNBShI1LBLjKPnszo+1nb8MAACAASURBVHC1Jh57BOYzgO0egTleL4vAv26p0pgC+VlZGFb62WOlhynWhrqgM0GAfUVxjz2wVbq1tVUBXlRqsar6l7/8JQYHB1FaWorAwEAYGk5d39rWFJ0eTb4ULxbYkuP3seKN3yLs0GUE738Z3kMXYJ6yEnbiRPAKa+dsR47fh1dSrmKhWHjcjBq5mzZtwpEjR5CZmQl7+6nFbDo6OjA3N4e3tzeys7Oxf/9+jed4upU1wqlnK6l01m1v375N3WNqa2sf6bU0ODiIVYWF6BQK8Vl19YLB7SuTaY91GQy8U1CATqEQqwoLMTg4uKzv8/r169TCVW1/A6laE7jV9veYavYipZU1bsNKShA3MICgjg7Y5eWBKRbDSiXlP4PJhJ6nJ/SCgqj/Gfj5gTkJgwmCgLmnJ5wjI8EPClI7RgaDARtbGzgFOSGgJADxm+Ih3SIFN5NLbVO4u5ACt4ntiVN9+pvDJsUG3FVc8FfzEb4+HIFtgbCNmoq4tbGxQVBQEGJjYxEXF4eKigq0t7cjIyMDkWIRSqUu2FTtg54yDsqSHNGQYk61TQ02whsDVhgs1kdnhj6qJLrozDTEs2vd8NZwHHprw9BSmUQtRrx+/brauKq8F03XP/7xD9TV1VGLm2ZzdXW1YpyUSHCptBQPBwYAuRzjNTWKc6yri6/a2wG5HEcyMqh2v6qvxyulpQp429qqVi9ek5YCbr/99luqbVdX14La0qJFi9ZiRYNbWj9n0eCWFq0nSDS4pf2offnyZezevRuXL1+mVmsTBIE333xzUf2tWrWK6kMkEuHu3btatVNO2MXGxj7yczKXjx8/DrKORHt0CTrDixfl1aJ8GOkp0p6m+UaCrCNx4sQJah81kz/o5zOHw5kz6vFxqFE2F7TdWBiH/kwRBvMi0J8pQm+aQA3eFgS7U8daHOyCFC6bgrf719RpDW2VVo2CuHz58pzbKiMvAgIClnTcTbJKdIYX49nsPrxRugdrwkuwNqBAa3j7z4S2ExOKGrRNTU0oIAsQVhKGtO40rB5bPSfoW6iVkRKplanwEntBVCMCr56H7CtzR91GnIqAfYo9LAMtYcw0hnmwOYzdjWEpskTw8WCEvxMO/hk+HKsc4bDSAaYBprCIsoBdoR34r/MR8GYA/F/0h99pPzg2TUXWuK91h89eHzhkOMArxguFhYX44osvlg3ccrlTqS0//vhjjduoZjt44YUXqP+rTrKzXdngJ/Kpv1ePrZ4T3OZuz4UV1wqmNqawi7BD3o48tdeng/ixsTEMDg5ibGxMY43T38yTNvk3FRUYlkjQKRSiKS8PDQ0NjzxKSxsrwW1neDE+az47K4RVBbgJwijoTE7Ylnon4PctL84LbJVgTbVuoqWhIpKpOSQPB1LakekchgKzEIxYrcBas0QUmAgRq+cFR4bFjPt/amoqhJMpF7UBt2vXrgVBEDA1NYWPj4/G+9u7776rNmnt4uKCgYEBfPnll3jw4AHu3buHt99+G+fOncPo6CjOnTuHt99+G/fu3VNbcLBU3b59G3l5eWAwGGCz2RgaGsKf//znZet/ujSlNf7TwXVLArh79+6FVBSIBFsd9LirA9unxfa4WS/F77fVagS2ymha1Yjbuige8gUc1EfzH3tgOzExoQZANNVRVk0nq8nagtvp0eSLfb+XL19eFLBVOml0HIL9L8N13xU47HoJZqll8CqoQ/zAgXnb5vziFQUA09VFyYU7FLhNKylHQUEBdR/NmAQ7dnZ2i4owvnv3LlxdXdXO83wL+5T1Ul1cXB7p9bTUiNv7JIn0yZrYhd7eGiNul8PTwfhc0bK3b9/GhQsXcOTIEWzfvh2Dg4MoKCiY8V3Q9veYavYipQsKClBVW4vAzEx45ebCY/VqODQ0wDY2FiaeU2n7dX19YeLlBWOBAMRk9KWhuztYpVPpjg0cHGCoAmw12dbPCqImf4Q08+Agmop8lQ5IUfNsDchREkV7i6j/m3HMwKxiglnOhFOxE0LqQhBKhsJDMpXu2ZHtiAi/CDSmNaI5o5kymUwi3DccSYFcrIxmY4TkoyLWCTVxdtDTUbSN9NXHaKcdymP1USDWR2m0Po402uClwWAc609AR1ko6uuqqMWILS0tiuOwtaWiUPX09PCrX/2Kurd///33SEtLo95fQkICjh8/jvHxcXzwwQd45ZVXsGHDBlhaWoJBEAgnCFSYm+N6fDy+qKjAt62t+KGvD2JnRVSxMup2XOW337mCAjwcGMCp3FxFCYLeXrz11luzjjdLAbe3b9+m2ioXLtKiRYvWTy0a3NL6OYsGt7RoPUGiwS3tR+n33nsPLS0tqK+pR0tLi9qE8mJqEm7ZsoVafezk5ITXXntN67bKSIKwsLBHfl60OWdN+Qogd7fmKD5rPrsgd0WsAEEQMDcwwaq8CrS0tKhNutbV1cHHx0erGmVOTk6PbY0ybaDt8IoEnGuTYaQmFf2ZoWrwtlrsTR1nTyIPdWJPBbzluSOC5420iGCtoe3ExASqq6up/lRBuSYrowmSkpJm3ebChQvYtm3bjGiI559/HrW1tbA0Vaz6Xy2S4evWi7jf9ku8sWKv1vB2Lmj7U6WInJhQTITXkXVIIpOQ2Td/at2F+O7du1Qt3VgyFtkD2YglYxFIBkLUJ0LR+0UaoW3GOxngrObAIcsBpt6msBZZwyzIDJaRlrASWMEhxwHCK0K4tLmAXcsGq5IF963ucOt3A+9FHgTvChB0Iwj8V/nwO+MHM6ECmOnZ6IF7kouA5wPgWOkIS74leCE8bNy4EVevXl0yuL137x7VR3BIMLZu3UqlYlbVv//7v1PblZaWAgBu3bpF3U8NDQ1RVlaGvJo86OgqJhPjGuNmwNr2a+1YcXYF6l6og2ucK0zsTGDGNwMrkQXpXumMiFxl6uvKykqUlZWhmqymwPyZM2fQ0NCAxuJitIvFWBsSghGpFFdlMnxcXo7fVVXh4/JyXJXJMCKVYm1ICNrFYjQWF6OhoQFnz5595PdrbawNuJ0OcNO9xLAyUNwjuOYuuBy3EW/lDmEkbe2swFZ5j1ddQKL0hYJB1AZlIMTSEzkmAhSYCJFuGQQfc6cZ2xKEIhVmZ2cnBAKBVuD2/fffx+joqFrtPoIgQJKk2nbr16+nXisqKsIPP/ywlEfcBenhw4e4cuUK4uLiQBAEfHx8cPTo0WWN4J1Ns9WjXQjAffjwISYmJtDf30+N0bb6BCRWBHrcCWz0IvBMghs+aM/C/e0zYa2m9MeqNW6LQ3zQkhT22ANbpZUAhMViaVzAd+TIEepa09HRgaenp1o0urbgdmJCPZp8se939+7dqCHrEVvbBmFNJ0Jq16Lw+evzQtd5I24L5o+4Jcfvw12SDoIg4JdThuprnyGosg28qDhIJPHUPZnNZoMgFp5+V+nBwUEQhKIOrvI8l5eXz9lmw4YN1LYXL158ZNfTUmrcKn29sBB6DAb0dXRA8vkzatwqrU2Kb03QddOmTTCbTCtM3ds1RMseO3aMGtfLy8tRX12NxuJirCosRJxKNgelb9y4odU5Us1epHR3dzdWrVqFgKgoMMVi2FdUwG3tWtiVlEB/MpsHQRAwFYthJRDAWiwGoa+vALXOznBXWdBLTD6PWFpaore3Fy0tLUhLSoIHiwVdvanIUzehOcSlLDC9jKeef9qCIF4vRvHhYqT3pFP/N/c1h0e3ByzKLeCY7wiejIfYlbHwEU+VFLBn2yPGKQZV/lUYCB9Qc7V/NSROsSgN5mBNgjf2FwShIswVpgaK9xPuY4CObEsURZlA4K6P7jwznB/wx+vDyVhTJkRTdQ71/bpz5w6VmaeiogJGRkZT0NrAgLrX9/f3gyAUkcaHDx/WOKb84Q9/AEEQYBME4ggC3QQB+TTnGxtP/hY0wHfr1+P7vj4YTS62XRsRAcjl+LarS1E/vrYWO3funHWB1FLA7YEDB6i2n3766YLa0qJFi9ZiRYNbWj9n0eCWFq0nSDS4pf0oPTQ0hKSkJNSG14KsIyGVSqnr8fr16wvqa3h4mIrutLW1XXCklTJVaGRk5CM/L/P52LFjVNTt0YyuOSf6p/urlhfBNrMDQRAQOXNB1pEzVuRrA81LVVbBP441yhYCbV9oK8ALbQUz4O3qGF/qGFdLuDhcEIa6cA/EeDLBdbSBn7cXZDKZ1hGoqnUp54JKr7/+OrVdQ0PDnMfXUFGrBlSV/4/gh4AgCDib2+P3LRfUroEhaZNGGKPJYiferJG2y5kiUtV37txRg6u5m3MRS8aijCyjaoAttu+33noLJEkinUyHdLUUve/1Iq0rDZFkJHgkD0mnk2ZA24I7BRAOC+Fc4gzHLEdYCi1hn20Pa4k17FPtYRluCfNgc7itcwO7hg1WFQvsejaCrgUheDwYwgkhBO8JIBgXIPBaIDiHOdCzVtyrzILM4HvEF/zTfNjn2MPU1xSWrpZITEzEhQsXlgxuVdMkh2aEoqe/B+fPn9e4rTIK0tXVFd9//70axGhvb6eAuiVTEcXmHOisBmLX31qPrKNZSD2SCu8Cb5i7mcOYbQzreGu4r3aHUC4E+Qo5owauhJQgNiUW4kgxEmoT1FJhj42NoaOjA/U1NWjOyUF7ZCQ6hcIZbo+MRHNODupratDR0fFERNoqvRBwq/T2+AYEWSsigvQZuuh0y0SpSyyKPGNRLMlEbXUNBda2bt0KuVxOOSQkRO07bmFgghTPMPAdPOFl7YRk6wAEMTnw9+PCyUkzuFVaNU3jmTNncPbsWRw9ehT79u3DunXrkJ+fj6CgoBkwQWnV9KfTo/E++OCDJTzdaq8HDx7g+eefR9Bkis7Q0FBcuHDhnwqN5wK3cwHc3p4e1NbWIjc3l4JqqrbVJxBvw8Bzqb74ZH2RRlg7V73a5ORk5CbFP1HAVjmGKAFIZWWlxm0uXryItrY2jIyMUGBKNU3sQsCtajT5YrNBzBpxO/gLrcDrvDVu5+mn8PnrYOjqQUffAEXnbsIjrxpccSxChcmora1XA6gLTb87MTGBq1evwnkywk+5gENfX3/ee/Xp06ep/fb19T2ya+rChQsgSRLtkZH4RWLiosDtfZLEvrg4ZHp4oIjPB0mSGsHqXCm+b926hY0bNyIlJQV8Ph8OTCb0VGrKurm4qN0Lpv+2V46pzpP3dgGLpTaWpri5zbiPNDc3az2mqqYbV36PNmzYgGChEFZCIWySkiAYHoZtdTV0Vd6nfUICXFeuhGVAABVxa+zuDrfycrX+9AwNkZKWhqSkJJAFBYh2dUWAuy3cuOYUvDU01EU16Q8f3lQ9dqGMheAGLoKag8DL4IGho9jW3M8c/B18mJebw67QDh7ZHmjraENKSgrV1svLCytEK9Ab1osva77EffI+5a9qv8LWyK1YE1qH9QlivN1Yit1ZCTDQVfTv66SH5kwbhHGtEOxphKYcR7w2FIGdrdFoK48CqbIYcf/+/VOgOTh4xucQERGBzz//HPqTYLu5uXnWMeXTTz+Fn58fRASBQg3QVk4QWEso6scTBIFjWVmAXA7J5Ocf6+ZG1b49X1ioqCMvl+PevXsa97cUcFs++Rm7urouqB0tWrRoLUU0uKX1cxYNbmnReoJEg1vaj8o3btxAZGQkwnzCEMOOQUN2A8Qq9Y5eeeUVrfs6cuQINVlgYWGBM2fOLOi93L17l5pISk5OfuTnZj6rRt2uCS/Bx/WntAa3p3P6qXNcLM2eEW2rrV977TWqn8etRtlioK0meNudwIXe5OROOs8Fz1VKsDmFj2wuCyJXO3g5syCVSrUCtzdv3oSNjc3kpJIh3n333Vm3feqpp6hze+DAgVmPr0lWiU7xVDTs9u3bUV9fj7rsFVQq7EOpnTOugfOyLVqDWxE3aNaI4uVKEanJynTGmWQmYslYZJFZVA2wpfQ7PeKWPE2i5aUWxJKxEJJCBLYEQvauTA3cSi9J4V7lDnYBG45SR9in2sM+0R7MPCbc1rrBOtkapgGmsJJYwbneGQ4rHOBQ6QCfoz4IeT8EwveFCL4TDMG4ALxXeHDZ4DIFVnJs4XPAB66drrCMtoQx1xhG9kbw9vZWm8SLjIyEq6srDAwMYGVlBYFAgPb29lkn0ZSqq6uj+ogui0ZFdwXkcjm++OILte0+++wzCugxGAz09fVR7bhcLm7fvk0BdV+eYkEDQ5eBnvEeCsKWvVCGtJE0BGwIgAXfAoaWhrAIswC7nA3vIW8Ebg5E5I5I9N7ppdr0v9+PxDWJ8E3xhbfQG0HZQTM+61u3buHQoUNoaWkBSZJq0UGNxcWor64GSSoiSw8dOvTY17Sd7sWA2wMp7WjmZUGXUIxbYWZeSHYMRqhfEMJCwyCTyajzp0y7ro3NTc0QJgpFfn4+KisrtW63FCshkOp9Ly4u7qd89AUA/P3vf8fTTz8NDw8Pauy/du0aHj58+JPve7q0AbdKf7VnNfZkh6HQxx5RNrpwNNB8Xp2cnBAv5KNVEojPtlQvCNgq4ez27dtRX1P9xABbpVXvnQuJvF8suH3jjTegOwnPlgIX56xxuwCAW/nmb+FTVA+fsChwuf5IKq3Uqp+4/n0Q1nQibsdJsFJLwBHGQSRIRklhExISEqhzM1f6XVWrLlabbiMjI+zatWvePm7fvk0typTJZLOet/kiVJdiZYYRQ0ND1KamYm1ICD6ZJ3X/XCn914aEoDknBy0tLTMWSs6V4ntsbAyFhYVz3k9T3NzAn1y0QBAE2traKOiqmsWiaHJhlh6DgbNpafi4vByfVVdjS2TkjD5XZmaioaFBq99WqnWQCUIRcdvY2IiAsDDY83iwT0yE5+rVsK+rg85k6miCIOCQmgrv1lZYq0T8mri6qkfcEgQc/P3hGRYGkZ8fMj08kOzmiqgwR4jFLDg6TkVy+/hYwdl5asGQK9ccTnxT2PpawNTZFAx9xbO9gZMBWKtYMC83h0WJBVyzXFHSUKIGboOCgiAJl6Bd2I6xrDE1cHufvI/3it9Dp7ATXdFZ2JwSg9ut5WBMtvVm66Gz0A1ezpYI5TuiJIGFXavF6FwpRGNtqdpiRGVacOX1rsnKGvA6Ojr4+uuvZx1Trl27BvmGDegKC8OpsDA8bW+vEd66T/Yr9fAA5HLsncySZKSnhz+vXw/I5fh41SpFrdueHmoR4fnz5/HMM89Qrq2tpd5jbW2t2mtXrlyZ9X0+fPiQWtDR1ta2fIMqLVq0aM0jGtzS+jmLBre0aD1BosEt7Ufl7u5uCAVC5FvlI5IViSJeEaKjoqnrcXR0VKt+Tp48SaVdMzExWVQt1WvXrlH7raioeOTnRhsvNuq22F8x+WZlZK4x2lZb37x5kzpnj1ONsgsXLiwa2mqCt65WimvLz8ESu3ND0JPIQ7uEi1QuG1Hezgjh+0EsFmuMmlB6fHwcSUlJ1PmaL82gErZpArzTa9dui29AZ3gxVkpzERISgiJpFmJcFGkynczt8PvWC3OC2xTPMFR6J6GWnYA93uU479OKZvtEpNkJEOrJR0ZGxpxgejlSRM7mHTt2oJqshpSUqkVhLtVKKJxFZkHaIsWGdzegYEcBoslo8Ek+YoZjKGibdysPvH4enEqcwM5kgxnHhEueC2wltvDq8QJnDwfMUiYsoi1gFmgGpowJZomiXhq7mQ3BuwIE3w1G8N1gBN0KgtcBL9iXTE1sOlQ7wGvQC9aJ1jDyMIIRxwgGTAMwXZjIzc2dF3rp6OhALpdrhE0//PCDWg3S0m2lyOjMQGdfJw4ePEhFFH733XfYunUrQkRTkZjKiA5dXV2cPn1a7dxJJJKp++VIBQYmBtDxdgcyRjIQdSAK9lJ7GNgZwMjDCHapdoi+Eg3eER78dvkhWB6MwucK1cBt+nA6vDK94BLjAq6Ui8jKSI3R1ZpSQ27fvh1HjhzBhQsXFpVe/3HwYsHt2qACcE0VE55sMzvEugah2D8Bq+OKUV9Th927d2NiYmHg1tPTEydOnMDmzZtnpDVeil1cXJCWlkaNBdO9evVqiEQi6u+XX375J3vu/fbbbzE4OAgmkwkdHR0UFxer1Q+crm+++QYXL17E6dOnl80XL17EN998Q+1jPnD7X/va8F5TCk5K3bGJw4Dck8A6NwJFDgQk1gTCLQg4GzPg6uKM+Ph4DA0NYePGjVi1ohCdUuEMcDsfsFXC2atXr2LPnj04ceLEEwFslVZeZ66urgtqt1hwOzExQS18WY5yG0sFuMpUx/6REggEQkRERKCislKrfupufo3wg6/AIaUUHoEJSIhdgbzMVoSKIqhzM9fzjqpnA7fJyckLWuxla2sLgiAgFos1vj5XhOpsvnv3LvX8ovRc2yszjPD8/dEuFmNYIsHXdXULgrZf19VhWCJBu1iM+poaHDp0aMZ+ZkvxrYSuWfHx1PtlEATcLSwQMHl+CIJAV0gIElymFofV5OejoaEBw8PDimdHlbrxQXaK7Ds1PB71HveqjO9Kl/n5aV03Xpm9SGmqxm1qKrwiIuCRkQHLqCjY1dZC18+P2o5VVwd2djZcJsEhQRAw9fAAUyUTE0EQ4JaWwjE0FMEuLohzdsbq4CBUirioFHGR5DOVsSHQ0RZit6lUzFlcD8T5OMHRygRWbuYgdCf34WYK/zZ/MMuYsC+wh0u2C3Jqc9TAbXx8PCIiImaNur1P3seIdASdIauxPj4aJ4qmUjEHexogL84d8aGuEAYHoSg1AJ0rhWipTJqxGFFT1oTpVi40EolE1Pjx8OFD/OEPf8Dnn3+Ov/71rwCAc+fOQd7aCrlEgv9ct46Knv2hrw/DVlYUuI2a7NdAVxd/3bAB/7luHQwnF6Gcys0F5HL857p1CnDb2opz584BANw0RGbPZolEMuv4+s4771Dbvf/++0sY2WnRokVrYaLBLa2fs2hwS4vWEyQa3NJ+FFZG20rdpCgzLUO9Rz1i2DHIiZ6qcbt9+/Z5+zlz5gw1SWBoaKixVpQ2PnnyJLXfjRs3PvLzo40XG3XrZK6YqPFx9Vx0tO3ExIRaRN7jVKNs27ZtqK2qxIqUWDTJ0hYMbafD20Q/xUSKng4Da+L80JsmQH+mCFtyxUjjuyKco0g3Z2lpicrKSuzatQsnT57E6Ogonn76aTQ1NamlG2UymfPWXlbWJ5RIJGr/nw5tn83uw9etF/F0fCtKXGMg9RRBzPaHpaGi9mVzSJ7Ga0AV3A5Jm9Rq3u7xrkADS4pkBwFCuUHzpoJejhSRs/mdd95BU1OTWt3T5epbCYXjyXiUDJeg+51uxDfFI4wMA6+eh+wr2SieKEbU6Si4rHABO48NxwRHuMhc4JLlAteVrvAf8gdnmAP3ze6wybCBWZAZzEPM4VDuAIeVDnAkHeG114sCt9zzXHjs8oBV4lT6PlY9C3Z5djDxMYGRjxGskqxg5GUEM1czeHG8YG1tDZIkUVxcjKqaKjQ1NeHo0aMICQlRA2sbNmyYMb6Pj4+Dw+FQ2+z73T6s3LUSBWsLMDAwgPHxcQCKyIme/h54h07VdFZa00IW1VrNEeUR6H+/H7JTMiSPJMOrwQsm3ibQs9KDRZQFOHIOEicSEX01Gr67fcHbyoNoswhrrq/BwMQAGl5tQPpIOrjNXLjluiG6LhrCfOGy1DN+UrwYcHssoxudoUXI942ZnMBnoFKYrlbX9vLlyxr3NzQ0BGncVPRcd3e32jiwe/duKnqQIAg0NTVRk8U5OTlq11h0dLTa9WJra4u4uDi0tLRgZGQE4+Pj+O///m9q++lRtZomeb29vfHjjz8u+/Pu/fv3sXbtWpiZmcHQ0BCNjY347LPP5m03NjaGvr4BrO3sXzb39Q3gpZdeovYxHdw+PDWA+9tJXKuKxaEIJuSehEZv9zfEkXhPbE0KRHu8YEaa46q8DDVwqy2wfdK92FqsSwG3VZORgfr6+rh58+ayHMdiAW71tc/UUh1XVdWisbFRq36yL/4Kgt3nYSddAW5oJhqqd6OmbCt8vacWAb355ptavf/Lly/j7NmzOHv2LI4fP47169fDbxLWCQQCrZ8Hlfcfb2/vGa/NFaE6l9etWzfj3jPX9soMI7q6uijLykKnUIiTyclaw9uv6+pwMjkZnUIhGouL0dHRMSM7xGwpvsfGxijoWu3vj2xPT5xKTsZvq6pmwNa9EgnWqaTDr+Px0JCTowCPGRnoFApxKiUFX9fVYcskjDbT18enlZWzgtumwMA537fSqtmLVKFdUmkpwkpKEN/UBF56OsxCQmCSkgIDlcU6FmlpYCYlgaOyfzuBAHYqY4yekRGC29vhEhyMQH9/rAoIwLBEggPx8TgQH4++8HBq2yg2Gx0qC9eqeTy0CQTg29nChjNVO5bJZyJ+Uzy86rzgUeIB/3x/rGpdpQZuU1JSkJySjBBeCEqdSrHbfzeuhF9R84shL6LSuRI1vsko4nlRbQPcDSDgWCAhwg8+Pj4IDw1GsdQVkWIRsrOz8cILL2BiYgKvvvoq1SYhIQF2k1B9NldXV+P777/Hxo0bwVKpFayjo4OIiAi0t7dD3twMuUSCv/X0UOAWcjluJCRQ4LZIpc83y8sBuRylfL7iuL28ALkcf92wQQFum5sxOjoKYPnAbX19PQhCUaKAFi1atP6ZosEtrZ+zaHBLi9YTJBrc0n4UVkbbFlsWo8GqAd1O3cjyyIKMK6MmjOeDgRcuXKBW4evp6WF4eHjR70d1AufFF1985OdHWy806vb9mqNTwCUiYsHRtteuXcPp06exYsUKKpXX41ajTDXiNi9GhPK4EMgLJAuCtqrwdk1yMHQn0yVnBbqiPzMUR6pTsD47EikB7uCrrOifz4GBgfOeq5dffpmqG6kaYTobtP112TG8FNULOacQK20iIGFORZC8tXJ4XnB7XrYFb6zYqwZv1wbIkOcbi3J+8qz1bZVerhSRs3lsbAyDg4PLXrNUCYULyAJI6iXouNKB6uPViCVjEUgGQtQnhP2dRwAAIABJREFUQsbbGeCs5sCpyAnsNDY8sj3gXeANTg4H3EEufLf5grOHA85+Dlh1LFjGWMLYzxjWSdZg17LBqmOBRbLAf5WPoBtB8NzrCbdBN5hHmFPn377UHqaBpjB0N4RlrCXsC+1hFW8FIzcj2LraQiaT4eDBg+jp70Hemjz09Pegs7MTPf09kKyQUCniGQwGPvzwQ2psV0bROrlNLRo49PtD2PHBDmSuyUTjhkZs3boVH330EeRyOSq6KuAV7qV2vTo5OWlM6X348GFqGzeRG8qeLUP6SDpEO0WwFlvD0M4QJjwT2OXbIfT1UMS+F4vEiUQInhPAd8gXgo0CJB9MpmriJowkIOxAGHiNPAhJIcQrxQgrCUMBWbDswP5x9GLA7bsVT6MpJA+l/onwslF8xn5+frMCuKtXr2L37t04fvw4XnvtNWRnZ1OfoWr03L59+9TSNJIkic2bN4MgCBgbG4PD4eDBgwfUdaYaff3gwYM50wz/+OOP8PWdqhuuTO8+/T556NChZX3O/fTTT1FbWwsDAwNYWFhg/fr1+OMf/6i2zVxRtQMDA8jLy0NqYjVSEuq0dlpiPUoLulBe2qPm6vJeDAwM4NatW9T+T58+jb6WBrTEBuBCvhB7BOazwto9AnO8mMPHRGsmfr+tloqivd5ZiLWJIeiUCtGWEYt4iQTZkkh0SoW4u770ZwFsJybUAchCa7EuBdwODQ1RbZ9++ullPaaFAtyClz6ckeqYJEm8+OKLc/ZTPPYBRAcvgbf9AmwTViI6tQGNNXuxf+ctuLvyp54t3npr0cdy584d5OfnK2CdhYVWpSaUi9mcnZ1nvDZbhOpcvnz5MkxNTcFgMGBlNbWQar52yghdPp+vFrn6m3nSJv+mogLDEgk6hcI5I1c1pfgeHx9HR0cHGouL1aCrav/Twe0OFdi5SSxGnbc3orlcxLq5YXdMDNX+o7Iy6E4+b+6OicGXNTWwMzaeAqWTrzVMAtK5IoUnJtSzFykdHhUFYX4+8gYHkdHTo/i/jg6MAgKgHxpKbWckEIAZEwNXldquvomJYKekUM/EugYG8M/PhzOfj3KBAFsjI/F7lXPxdkEB1bbK3x9f1tTAaPL5lOTz0RsWBpmQAzbXdAqsZgSAHCURvj4coWQoYlfGorOzcwa4LSgsAN+fjxSnFFTbVmOMM4ZXvV9V85DzEFbYlCLacSryN8TDGClBbIR6i5AVmoVw33CIfYUI9w1HjawG69atw8TEhNpYeOzYMdy+fRvDw8OQSqUaUyeXl5erlRfSZFFAwIyIW8jl+MuaNdjEYEBOEGhX2X6HVArI5bg9mfZYl8HAv7a1aYy4XQ79+c9/pr5/Z86cWbZ+adGiRUsb0eCW1s9ZNLilResJEg1uaf+zrRptW25Wjnd93sUGxw1o4bQghh0DR1tFWkeBQDBrH5cuXaJWpevq6i45hWp6ejo18fOoz89CvNCo2yFpE/V9l8lkWk3W/rNqlC2nn3/+eRQXF0Ms4EPi746SUA6eKo1fELRVhbc8tqI2rZe9xSS0jUJBOBfFcaGQBPMQzvNGEI8LZ2dnODk5wcLCArq6ujA3N4e3tzeys7Oxf/9+rVL4NTc3K4CevT2V+nU6tN2ZsAqHUjvxcvYgXo7uw6WQDbjCWYsDnpUIMFNMGFkbmeONFXu1Arf3235Jwds1IYVYE16CN0r34NnsPnSGF88Lb5czReQ/08ePH0cdWYckMgmZfZnovd2LtK40RJAR4NZx4bfGD86lzmBns+EkdUJgbSDCK8MhWC1AwPYAcLZx4LPbBz5P+8B90B026TYwFZrCTGAGx0ZHsGpZYNWx4NLjAu8T3vDY6QGXHheYi6fArYXUAgbOBjDxN4F9oT1cu1zBXMGEaYApTFxM4OLhgsTERJR3lSOjMwN5DXmQSCTIb85HRmcGojOnJmjr6uqosV0ZRcv0YFKvH/j8AI7cP4Kmk03IXpON9b3rUVtbi87eTkRURcDMy0zt+62pvvLEhPpCDDuOHQLKAhB/OB7OMmcYuxnDkG0IqwQr+B72Reg7oRC/I0bC+wmIvxUPv2E/cLdzIZQLkTGSgbSRNESMRCDxYiKSTieBR/IQSUYiRBaCuLq4ZU2R/bh6IeD24/pT+EV6F9aEl6A9ugQ1mSWIjIwEg8GAnp7erDWgh4aGUFtbT0XjpqWlUZ+hMnru0KFD1EIA5cTwp59+CiMjRXSSEio888wz1HWmCm7n09mzZ6lFBgRBIDs7GwAwPDxM9WFjY0OlelyqlICIwWDA0dERO3fuxHfffadx27miajvaehAbI0VkeBqiQldgVeVJdDZenNddLb/EU9vfw6svfoNXX/wGz5/4LcpLe9DR1o+dO3fi+++/x7fffovTp08jLCwMjiZ6kFgR6HGfCWufFtvjUrEI/9JVgPvbtatTqxpx2yn9vw9slZ4OQBbSding9tKlS1Tb1atX/yTHpg3AnS3VcVVlA5V+frZ+PPJq4FG9Hl5dp+CcXg9pTjsaa/biuZHPERw4lbJ206ZNSz4O5TN8YGDgvNsrF3y4u7ur/X+2CNX5rIz2z87OVisnMF87ZYYRY2NjVE/WWm8Xi7E2JAQjUimuymT4uLwcv6uqwsfl5bgqk2FEKsXakBC0i8VoLC5GQ0PDrHWXNaX4PnToEOprauZMzzwd3I6pLMx5Oi4Oazw9UWhvjygWC8eTktTaRkym0o9ms9GnUl+WIAh4TUYyi1ksfFhWBhmHgyBPT7BYLFhaWkJXVxdmZmbw9fVFeXk5du3aNeN3Aic0FDF1dag7fRqVR4/C1EbxPK1jZQWDSSBPEAT0vb3hIBbDfvKzNrWxgaioCP8/e+8dHsV9rv2PJNR7771rVVfSrnovqGvVC0J1JSSQAAGiCYENBmEwxmCDZEIx1cYGU1ywDQaDC0WpjlNs53VOjknek3Ocwu8ksd8k/vz+WO1IQgUJMMTxPtd1X8a7M7Oz313NzM7ne99PmEKByai+uU6hoURJJHRLpXxQWTnmvewfFbO8Ijqaz5qaxNhfFxMTFkkjSJY7EyC1FJeTzZVNC9zW1taSIE8g0iuSOtM6dtjsYJftLgRBwFTLlFOOp3jL6S3mmczDXVc1psZ6WmQF6eFnYY+7oTsycxlhpmF4G3kjMZEQYBeAl5cXSUlJeHl5jQDXqCiSkpJEJSQkIJfLx0wy0NPTE6+73377bf7617/yxz/+kaNHj46JXJ7t7c1P29vHgFvWruX5gADWCgKrR31WrVKp+HxJYCCCINAWGTlhj9v7URs3bkQQBIKCgr6RlA1NaUpTmpqqNOBWU9/l0oBbTWnqW1QacKvRg9Zot+0Wuy3ckt7ikOch0XUbZh+m+hGvq8s777wzbv3z58/j5jYym3nu3LliFNtkmiwycmhoiBs3bog3fqqrqx/6+ExHFy5cYMuWLaxfv56WlhZSU1KZE5DBeulc3snbMqmynUfi08rLy1m/fr2oLVu2cOHChXGv9aB6lN1vdXZ2EhEeRqSPC6kBrqwojOOFrpmD2+MLy1hdGKe60aSlRXtGpAhta7OT2LGkhY7SHGqyk2huqJ9WxPdkun79uvjdVt/4vR3abkhW0i2vZEFwIRVOcWxyq+QVz8X8KHwTf0rej62uKjo8yMJNBWAngLcTgdubC1/m8tyn2Z2zlMtzn+bmwpf5vOvkOHg7UW+7byIi8kHo2rVr9PT0MEc5hyRlEsrDSjpPd5KkTMKvxg+3ajecypxwynTCt9KXOGUcmUsyie+PJ2RdCH5b/AjcFoj/dn+8HvfCqdMJiwwLTCJMsEizwLFNBW9ta21xXuiM2zo33Na4YVVgJY6/YYChym2bZo7zAmeirkbhttQN63xrDDwMMLIyws3HjazOLOq31yNJkxCVFkV4ZTj1T9WTsygHPX3VDTxfX18ALl68SElJCYpWBc5BI47brR9uZeDmADs+3YFitYLZtbORyWW4JbphnmSOUZCRuKxEIpk0pnjhwoXicha2FrhkuODd4I1lrCV6lnqYRJjgWOdI1JUoIi9FIr8kJ/7deDKGMpCdkuG31Q/JWgmBywNJ2p1E3N44yq+WU3G9gtAFoUQoI0hoTCCxJZECZcG4PnD/bpoOuL0d2KojkXNzc8nPLyIpKQmZTMaKFSsmhHHr169nbt08Sos6qattF+NKBUHgypUr7NmzRwS0giBQUVHB3//+d1KH+ymWlpYCUFZWhru7O19++SUwM3B75MgR1q5dK0ZApqeni88dO3aMrKwsXn/99Xu6pv3666954403xP329fXl2WefFfd3snrvvffo6+ujsW71OIdsXfUqsjPqCA1OJCqsgpzUVSxoeGVKdTW9Qm/3axzY9THnz/6V82f/St+KozTWraarayFdXV2kpqaOiaS21hVEcPuorzZ7U1w5X5/AJ2tqx4Da6fapVfe4/a4AW7UWLVokjul0e7GqdS/g9r333hPXVSgU3+h7nArgRi3bQvAje8dFHZcVL0CpVI45ro/eTkVVFf7xqTiklmObPge/sqVjwG1xXqf4/qqqqu75mKxQKMTtTXWNPjQ00qc7JCRkzOMTOVTvJDVctLCw4Pz58zMCt6MTRubPn8/ixYtpbWpiflERi+Li6JZKx2lRXBzzi4pobWpi8eLFU6aH3B7xffXqVTo7O5lfWMjSyEh+Nomz93ZwO9pp2ujvz9HQUOrMzKh0cmK1TMZ/NDeL6y4IG/7NpaWF5aiJO4IgUDQME/W1tbG47bmJpJ6UM1rW7u7EzJlDcmsrgRkZOAaPOLd1/fwQhqOVZzk4YJuUhK6JagJZ8OzZVG7bRur8+UQUF4vrWDo6UhMUxGB6+rhxqPDzE5drCQ4mY1SvX21BINTDGrcQUxwlI9c6tnJb7KX2zDKdhaA1st+2o2Cxp6cnYWFhhEpCcbF3IcMug0edHuV/wv+HdDPVhIY22zZuSW9xzP4YhoLKtexlqUeciyURehFUGFfQbNosKkMvgzjDOKLNosl2zsbTxFN8vVSHVLKds0UluCdgoG8wbmyDg4P5y1/+Mu589vHHH2NkpHqPhrq6HFEoxoHbT2prxbhkHfXnoa3NFz09sHYtv5g/n1na2ujp6DCQl8fanBzWrl3LL3/5y3s6R6vrf//3f8VrgVdfffW+bFNTmtKUpmZSGnCrqe9yacCtpjT1LSoNuNXoQep2t+3Pgn7GLektPgv9THTdxjjEoKOtuuGwZs2acdsYGBi4482D25Wfnz/pPg0ODorLHTx48KGP0XS0detWWhtbaK9ooLW0jpjQSNK9o6hxSuBI2EJeiVo5TkfCFhJk4iK+17r8ctorGkS1NrbwxBNPjHutB9Gj7JvQiRMnKC0tJTw4iEgfF7JDPO4J3sq8VTfUvOwsxkDbdS1V1GQn0lhdPinYnK42bNgg3lC8fPnypNB2aUgZC2wyqDCLpsI4kh121fxf+S5+HrtN/HwzrEJYGlI2IbwdDW6jHANwNrVFT2cW5vrGSGw9aQkvGANvN6a20R1TSdvc5gnB9DcZEflN6/Tp0yiVSgqUBaR3prPy3ZXkrcvDp8AHl0oXnPKdcMt2Q6qUkqRMovjpYrJ2ZRG4LpDgJ4KR7JDgvc4bz42eePR7YFtli3mKOcbhxtjW2mLfaI9ZshmWsy1xXuqM77O+OLSMxGvrOutiHGGMdZE1/t/zR/59OSGnQ7Cvtcc43Bg9Gz3MXM3IW5rHkpeXEJwRjFeeF1EtUaz6YBW1j9diaa9yjxgYGPCHP/yBgoICZEky/OP9iSwcmayx+o3VDNwcYODmAIuOL8JOYoeesx4mkSbY1dqh7z5yY7a4oXjCmOLTp0+Tl5cnLmdkZoStzBabVBvMw8zRs9HDNMIUF6ULoYdDiXwnkqhLUcgvyUm9lkr6UDqS3RJ8Nvrgs8QHyQYJeefyqByqHOO4zenJoeVgC8nKZOYo54hOsYf9ffkmNBW4nQzYjoZzo4Hs6OdGwzk1uFXkd6HI78LbK2wMZBoNbYuKivh//+//iT0dTU1N+fzzzwH42c9+xqxZs/Dy8mL37t0kJiZOG9yqy9JS9X2dPXv2fbuW/fvf/86xY8eIGI7ZjIqK4sUXX+Qf//jHtNb/6quv2Lx5M4sXrqGuehVH930sOmVffekLTh37HY1z1lJa2ENexnK29H3M7s1fjNP2Rz9nQcMr9Mx/lUdWvMUbp/4/zp/5C888cZ3EmFrcXIImvU5xMtalxNuKC02p/Hp9w4SwdiZ9ards2UJrU+O/LbC9evUqJ06cYGBggE2bNrFhwwY2bdo0xik33V6sat0LuB0aGhId60lJSQ9kDG4HuHn1rbhml2OXWT0u6liRv5A5Ne0THtffffddampqiIyU4+8nJzKjgeCyZWPAbWPtyHVDQUHpPR+TR/dK37dv35TLGhurom3j4+PHtE6YyKE6lS5duiQCOfXnOxNwOzQ0NmHk/fffZ9euXXR2dqJUKmkdduG2l5czr7KS1sZGlErVMXnXrl2T9oYdGpo44vvEiRMolUoWxcXxbEbGpFHMt4Pb0U7aCCsrzoSHs9rCggX29nRLpVwuLxfX/V5Gxpjj0Gh4uz4uTnSsikDT0BBpeDgLFizg8OHDDAwMiJ/PdGRgZcUsU1XqiI6ZGVrD6+qYmmIxal+K169HeeQIyiNHaNi7F91hEDlLR4cmiUTsyavWS/n5YuyzvZERC/xlGGrrIgiqHvCCIGDjYIxLgAWGZroz/h05WhZGFix3WM5bfm/xlt9bCIKAnpYePwv+GU/ajPRxT3Qxx3eWO4pZClbprxqjZp1mamfVUq1fTbtZO0G6I+eGNtM22s3aaTdrp960ngBD1W8u/dvg+cmTJwH45JNPOHr0KIsWLSIuLg7DUXHXgiBQExzMH5cvHwNuv+7r40lzc9YKAqajlu2UycRlDhYX0xMXR0tEBGubm9m8efOYVgn3Uh999BFr167lqaeeui/b05SmNKWpmZYG3Grqu1wacKspTX2LSgNuNXqQmshtq9Zo162bucp1KJFIxm3jfoNb9az/oKCghz4+09XevXvF3rbd8koqg9KIdZJQaR1Dr2MR53yXjVOvQyFe+iOxqYtk5XTLK+mWV7IooQpli/KON8/Uut89yr4pHT169L7A2xe6SlGmRaClpXLdKpLlE0Lb6YzDZLpx44YYlbZ8+fIpoe0S5zx6bQpQmiRQbRhFhXEkexzqGfRpFj/fR70rhvvVjoe3o8HtZNLW0maxrILnClbf0XH7ICIiv0n19/fTqGwkVZlK1ZNVFA4U4lPkg1OBKiI5sD6QBGUCeevyyBvMI3kwGel2KbLdMkKfCcVzlSceaz3w2uKFx0YPrAqsMIk2wTTWFIvZFhj4G2Aab4rtHFtC3w7FacFIjJ2eux6WOZa4LHUh6FgQUR9EIbshw22VG5azLdF318fY1Zio2igKewqJa43DvdidjB0Z1L5Qy6MfPIq5gyrOUFdXl97eXhJSEvAs8CQ4K5ikuiTxtZp3NTNwc4DuS904Fzmj76mPaZwplrMt8ej0wNRRdTPVyNKIVGXquJhitUM5KWNkm6ZOppj5mGEuM8fE0wRTiSnOFc64Kd1w73Qn+mI00ktSZJdkxF6OJWMoA/k5Od6bvfFc44n3cm+KLxVT+m4poZ2hIiDvPN3JmhtryF+dT6YykxZly6QO4G+7JgK3dwK2agB3O5CdDOCOXm77pivERBeIn6GZqaP4b7lczq1btwDwG3Yv5efnc+zYMVGbNm0Se+uNdoyqnz9z5syk15z//Oc/0R52WFVVVd3zNezf/vY3du/ejbe3qj9zZmYm58+fn7TX7lS9bNesWSP2sm2s6efJx66NUadykKzUFtLiF1Bd/DQbej5hQ88nbFrxf9jV/wV7nvgzvQuv09X0CqsWvcL6lRfonvcieakbCPQuxskuatxx1tnZmZqaGpqammirKqU7Xcqn6xvvCdiqdeHCBZ544gn27dv3bwVs7wTLAka57nbu3DklLLtd9wpu1VDwQbcNUAPcnJwcwiMicZdm4p7dPAa8ds/fQ0lhJ83NrePi5/fu3YtSqaSksJ387DYqFT0U53dRkN/Fwnm7ODT4K9b0HB85TkRnj3PvzlSj01ymcsu+8cYb4nKhoaE0KFtF+Hy7Q/VOKhvugSqVSsXHZgpuJ0oYmWwSwcDAACdOnBDbXkyliSK+BwYGaG1spFsq5e3S0hmB27XDx2g9bW1eCAhgwNqapXZ2dIeH82Jenrjupvj4McekQKuRRJBqf38ihr/TRrNmsSwykm6plHmVlWMm8akd0dORrqUlluretlpaaA+7LgVtbQyHY5KN7O2pGhgQwW3L4cM4jvqcLPX12RAXx6vFxbxcUEBXeLjoMJ6lpUVDUBBJ1r4qyKpjjLuuKlXJXNcYmY0/etrje8bORPZ69ixxWsLzXs9zS3qLaGPV+2mzbSPfSPW9NhaMideNJlsvm9/b/Z4vHb4co8uml3nT6k3edn6bW9JbzLOdJ27/ZthN8bfxWse16GmpUlXUE2DV+tOf/sSlS5fuuL+JXl48V1zM1319IrT9fUcHBzw8WCsIGIxaVk9Hh98sWiQu91xxMWuzsli7ejXnz5+/53O2pjSlKU39q5QG3Grqu1wacKspTX2LSgNuNXpQmsxtq9Zo122o9UjfI/XM8/upV199FV1dXXR0dMSZ4o899thDH6PpanRv2255Je/V76YntobFEgXL3Qv5OG47XyTvFfVx3HaWuxcSbuUtjuuPlPu53rRHBeVK6uns7JzRzd371aPsm9a9wtsXukrFnrbyAE9CvN1YVFVwX6Ht0NAQr7/+Okqlko6ODg4fPjwltB10rucXXo+x27KGNqMReFtuOgIGvi/bxIuhiyeEty+Wrsfe2JKG0Bx2ze7mlcrNnKveyt78FVRLMtAddVNL5hR4xx63DzIi8pvQpUuX6OjooExZRnxTPOmb04naEIVnrSe+Vb7IlDJSO1IpHCgkazAL+aCc3NdzSXwukeiBaHwe8cGz1xOPDR54b/fGrs4O8xRzjIKNMEs2Q89NDwMfA2xKbQg6EYRjx8hNTsMAQ2yqbPA/4E/Q80FEnI9A+raUgEMB2FTYYBpniqGXIQ5hDkhLpEQuiES2TkbygWTKj5Sz4I0F6BmqbuqZmZkRHBxMUE4QbkVuyFplJDeO3NCVV8hJfiIZ2ypbTKQmmCWbYZFhQdCaINI3j/QvDMoIIr0zfVxMsbonsE+0j7isU7IT+rb6GNgbYORrhPcSb0L6Q/BUeuKqdCVgewBRl0cikxPfSyTmUgyBewPx6vfCr8+PqKejSHwykWBlMAnKBMr6y+gb6qNvqI/Fry8muTWZMmXZhE6xfweNBrfXm/ZMC9iOXnc0kO1q24Uif+E4gNvS0sKc2lYU+V3s3fnRGPecg20YTnZR+PlEsHLlKjZv3syVK1dwd3e/q5va7u7uk15z/uEPfxCX6+npuetr1z/96U9s2rQJe3t7tLS0KC8v58aNG3dc7/ZetvPbl1JUUE5uTjGzswvx95cQ6C8nIriIGsUOmqr2i6ov30NUWDmRIZXIw5tRVr1GV8P7LGp8nxXtP6C360fUFB6kKGMbKfJVJEYtJzFqOTFhnbg5xWNipHLaBwYG0tHRwQsvvCD2PV+/fj3tNeUTgtuZAtt/Z506dWoknrawcMJ42ohREacNdXV3jKcdrXsFt2ZmqlYFcXFxD3xsTp8+TVNTE+mpCkKDkynI6RgDXvfu/IjKkh6qyjvGHNfV5785Ne0o8hey8/EP2P/Mz+nreZHFHYPs3vZ9Dg3+iv3P/BxdXZXjz8dLOql7dzq6cuUKVsOAUF9fn3fffXfSZdV9MAVBwMfXj6g57TQoW1m5cuWMfifs27dP7AV+/Phx8fGZgtt7TRiZDPKqobIgjER8b9q0iXmVlXRLpXxYVzcjcPthXZ3oll3s5MRxOzt67O1ZIpGwOy1NXNd5Bm7ZMBsbuqVS2svL2bBhw5j3NTq9SBAEPOVyFI89hvLIEQrXriVCocA1Nxe3qiqC169HGHbH6g27bwVBQEvdjzYnh7jVq2k5fBjlkSMoNmzAMzUVJycntKbYP2NdXfZlZtIrk2E6S5Uisdi+lJd9HkEQBLQFLVptRxJDIozDmOsxl62JW1F4Kwg1G/nt2WDdwB6PPezx2MMqy1U06jZSKVQyT5jHKmEVR7yO8OvQX3NLeovHXVTx2yZaJhhrqcYzVoglVzuXHuOecdB2InDb69grvvZPJT8VfxvPNputGqdZemILALUkEgmrV68W/19bWxuJRILstl7FkcHB9CUlsTc9nXMxMTxlaSnGJPcJgjimxsOTqjplMr7u6+NsdbWqt21XF9u2bbtjywFNaUpTmvo2lQbcauq7XBpwqylNfYtKA241elCaym17u+s20DJQ/F7eHjl39uxZVq9eTXFxMUFBQTg4OKCvr4++vj729vYkJibyyCOP3HGGu9oxKggCXl5eXL9+/aGP0Uz0ve99T3Td7snr4eWyx+iWVbDcq5jDwQu4lXpA1CHJfJZ7FRPnPNJb6lrjIM/m9ohuW/UM/5nofvQoexC6W3g7GtpOFY98r9D29n2dDrT9xGUDv/XYyvOOrbQbJ1FtGEWA7kgE7/+J38GfU/ZPCG8/6TjGrxe8OGEvzZsLX+ZsxWaMZo1EspWWlt7xPT7oiMj7LTWUzFRmIm2Ukrk7E885nvhX+5OkTKJoSxG5g7nED8aTdDiJyqFKCt4sQN9O9b7tSuzw6PPAqcsJq0IrzNPM0ffUxzzdHD1XPQx8DbCrs8OhzQHrSmuxl5qBjwEej3sQcDSA4JeDCTkdQvCJYIKOBuHYPgx4tQUMbA1wSHIgclEkdUN1pB5OJftgNjEdMeLnZGZjhou/Cy55LkQsiyBifgSZizIxtVXdGNXW18a+wR6zeDNMY0xxKHEgYmMEsYOx+ClGXGrfdaHLAAAgAElEQVRl/WUoDyvHxBRfuHBBhNvW7qp+1bpGurjmuGLoYoixvzFWmVYkXUwi5VIK3h3euCvdcW11JfLVSKSXpERfiibyfCSyizIi3orAZ5sPvpt88e72xrvGWwTkyy8tF8Ft31AfVU9WTegAfhD64IMPcB3uk/dNvPZzzz2nghd6erRHFosJCLcD23PnzrF161b27t07aQTy3p0fcWjwV+x64sY4gJuakoo8OoXMlCaefeonLO7YJ37evu6zSZS1MKdyBY11q1m8cA19fX1ipPFMZWJiwqeffjrhNefVq1fF5Z577rkZX7P+9re/paenBzMzM/T09GhtbeXjjz+e9vq397JNSSwjNDiJ8JBMwkMy8fGKwt7OiwDvbGKlbZTO3k1B+jby054gP+0J4qTz8fXIIiyglvTYdTSXXaCp9E0aS85RmvUceck7RGCrVpB3Mb4eSfj5+VNdXT1hP/mJwK0G2I7VsWPHaGtrY15lJYtiYlgaGcmzGRm8XVrKh3V1fNrYyId1dTQGjUSONkVEMK+ykra2No4dO3bH17gXcHv9+nXRTZ6VlfVAx0adhtBQ34Yiv4u1K14aB14PDf6K9atPo8jvpKG+TYw67u/vp7m5lZLCTpYs+J647EQK8JMjCALOTn4TunfPnz/P5s2bp9zX9957j8zMTHGc7+SWTUtLGz4PauMaIcMzNZ/M5s6RxwXhjtevV69eFRNNGhsbxzw3U3B7twkjd3KKh4eEiNvdvHkz77//Phs2bKC9vJxuqZRPGxtnBG5vKpUUDycRSE1MOGVnx1I7O5YGBfF0aqq4jMtwT9npyNbQcELH7dDQ2N8DgiDgEhZGy6FD1O/ZQ1RFBX4FBTjm5BC8fj3SHTswHnaP6hoboz9qH2ZZWuI+fz7S7m7q9u6lcf9+ZFVVRGZnIw0Pp8Tbm0IvLzzMzDDQ0cFYV5dAKys6QkP5QW0tN5VKaoYnigqCwAeBO7glPUOhRSyCIOBvoGoZ46frzpnwUzyf9Dwb4jaQ6ZaJv8nIeqUWpWx03shG5420m7VTbVhNnpBHtVBNu9DOcpPl4vOrHFahLWiL61oKlpQL5XTP6maz6eZpgdvtrtvF9V9xeIUbxjf4tdevMddWJaroC/rI5fKJ+whbW7N06VK++OILAPbv3z/meRsbG9z19UkSBIoFgZ5haLt2+N/q5TzV53A9PVVf2+Rk1ra28sgjj/CrX/1qxudrTWlKU5r6Vy4NuNXUd7k04FZTmvoWlQbcavQgdCe37WjXbbd9NwbaqpnSWoIW2traojNgaGiIpqamad1g8PHxGbPe7XrxxRfFZRcvXvzQx2imGu26XSKv4gfNe1kdP5elIWWs9Cjms/id3Eo9wGfxO1k5DO5yvEcgz4slj7JEXnVXblu17qZHWWZm5kMZr5nC2391aPs7zyf4MnCQvwUOiPDWW8dG/Dw+l6k+/8ng7WTQ9vOukxws7GW2t1zcVmpq6h33/WFFRN4vqW98z1HOIaY+hrDGMNzz3fGI9yCtK438wXzSBtOIGYxBcVlB5VAlYV2qPqGGTob4bfTDdakrFhkWmCaYYhpjip6nHroOuuhY6TDLehaCzqhjlK7qv7qOugSdCkJyVoLktITAFwIJOBiA/7P+uK11Q99NBYZ1THWwSbMhdmssLb9oofxyOeFrwtE1Gu7VpiVg4WGBXYIdrqWu1P+onoRHE5A0SjDxGbkpqu+hj6XcEp9aH6J6oyj7oAzpJik6Biqni4WzBb1Xe8fFFLe3t4tx0nrGKoevuY85NuE2WEgtsMqxwn+rP/HvxpMxlEHU3ijRdevd603Uu1FIL0qJeCMC6VtSIt+JJPzlcLy3eGNfaI9doh2JzYk07m0cA237hvpY+e7KCR3AD0JdXV0IgoC3t7fojryTrl+/Tsiom/B3AgI+PioHc7ij76QO2y1bttDc3DplBLIa3Ko1GuBGS7MID01CLi2jveE50uN60dZSOesDvNN49aU/cuLwb1i78ihza1aPAbhqB+5XX3017hoyeRQw+OMf/8jGjRuxs7NDW1ubyspKfvCDH4xZfufOneLyv/jFL6Z9rfrxxx+jVCrR09PDzMyM5cuX89vf/vaO690ejXzgwAGqqqqYnV1MfGwhisIFxMryiY+eS3xUI7HSubg7R+HtlkSIfym5yVvJT91OYdrTFKY9TX7KdgJ9ipH4lBIR2EBN3kkaSy4wt/h1itKfJTthC8nRq0mPfRRF9nYqCrYTHV5GRFgqUqmc2holzc2t4/rJjwa311dUa4DtbTp16pTq3KhQ0C2Vsj05mZ/NnTshxOpPSBC/Y0uHo107FAra2tru6Ly9F3D79ttvi+vOnTv3gY6POuq4rHgBzXUbOTjw6YTg9eDApzTNeYyy4gUolUr6+/tRKpVUlXdQWdIz7hhyu2rKVe4+XV19SgoWjnPvnjlzBkEQcHV1pb6+nscff5wDBw5w5MgRnnnmGTo6OnB2dhbHyc7OjnPnzk36vk6fPo2dnarFh56dMxbJhbgnzUZS3kyEPFbczkQtHEZr3jxVDK2zs/M4d+9Mwe3dJIxMxykeYjNy/dbS0MDixYtZtmzZXTtubyqVnC0qQhAEtAWBZ6yt6bKxGee4valUir1hbQ0NJ9z+O+XlzNLSQldbG2VwMK2NjQwMDIjv75133sF0lHNWEAScQ0JQPPYY6V1dhCkUOOXk4N3WhnTHDqQ7dmCv7merpYXtqHhzw5AQghctEh23WUuWEF1aiqKsjPT09Dv2+72pVBI+fD1qrWPGLekZbknP8P2gXeiMgqvLrVo5Iz3D6ojVLJEsodCmkFCDEcdtvnE+q6xWscpqFa2GrczRm0OZUMYcYQ5tQhttQhsrLVeyxHgJnbqdOAojSSrJQjLxWvEzArfqXrmCINAn9HFRuMhW7a3iY2aCGQEBAWIf94nk4uLCU089JcZ53y4LQUAuCKQKAkoLCwZCQ9mTNNL6IkFQtYMRBIGCoCDWdnXxyCOP8JOf/GTa52pNaUpTmvq2lAbcauq7XBpwqylNfYtKA241ehCajttWrUrLStWPdx1DZE4ypBFSVqxYIW6rpaUFPz8/ysvL6e3tZfv27Rw8eJCBgQF6e3vFXqrqmzTqHlS36/jx4+IM/MTExIc+Rnej6bhu1W7bblkF/alt4ti0RhTek9t2aOjuepS1tbU9tPGaLrz9tkDbL4NUUsPbkFkjvVN32tXwf+W7ZgRv1dC2W17JPEUduroqKOjm5nbH/X+YEZH3S6dPn0apVJKvzCekLISAtAA8pB7I58nJGcwhdjCWjJMZVA5VUvJOCXrmKoDp2+pLxNMR2JbZYhprir6XPkbBRlNOLNGxVIFSLV0tAl4IIPz9cCSnJAQcCcB/vz/eO1ROmVlWI7HVZtFmhK4OJfHxRPzK/NCaNeK8sPK1wj7BHptMG4LXBZN2Mo2IZyOwyrfCNMEUHZORXqQWHha457iT+FQi0mVS9Cz0RPgb3x3PmhtrxsQU51TmEBUVxezG2UQUj9w0dEp2wibcBut0a2yKbYi8oIpDTr2WSvq1dPx7/PFQeuCidCHkUAgRb0cQ/lY4YW+EEf1eNLE3YnFd4opluiXmnuYktiTSe613HLjtG+ob5wB+EAkJ77zzDubmKrfLxo0bp73esmXLxn3eUy0/f/581c11bW0aGhqmjESeKAK5tkY5IbgdDXCz0hqQ+KcSGVKBIusJEqOWY26ichI72Prx7Paf8taZv3D+7F9nBHBHg1t1/fWvf2XXrl1iP77s7GwuXrzI119/TV1dnXhMmU7duHGDsrIytLS0sLe3Z9OmTfzpT3+a9jXu7dHIS7vXUFvdQlJCNtLQLBJiygkLTiUsaDZRodXUleyjIGM90uByZGEtpMetoSL3OaryXqA67zhVeS+QKl9LkHcJ0qAmMuM30VZ5leq8ExSn7yE7YTPFmc/QUv0SrTUnyUhYRoSkhABfOUlxZZQWdU7YT37lypUUJsfSEOFBQ4QHcyJ9KIiLJDUlhaysLFpaWli7di3r16+ftiZy9n4b9d5777F48WIRYD2Xnc3nLS2TQptThYXid3J3WhoHsrJEl+DixYun7Hl7L+D2wIED4rrr1q17YOMzUdTxVPB1x+b3UeQvpLZ6HomJidRUN6LI72L96jNTrqc6lgyhO0t1vigpWDjGvXv9+nUR3E5HoaGhU4L0a9eu0dY2cs1qkliIWUETkoZuvDOLcQ6JFJ976623Jt3OyZMnxUSQ7du3j3t+puB2aGhmCSPTdYqXeI+0MumIjmZeZSUFBQWUFhVN2uP27dJSNsTFUTj8W0YQBAq9vOiTy9kQF8fFsjIyh0F5oqEhSguLcT1ub1RXi+v6WlhM+nf1VEoK+Z6eVAQHo1Qqx8By9TlMfR0oCAIRycmE5ecTXlSEZ34+ToWFhG/dKoJbr+bmkesXiQQdPdX3Ss/WluDWVqoGBqh5+mmkJSUU1dUxb9482tramF9YyNLIyEknbtxUKrEY/nwiDL1FcHtLeoZiC1U/X3sda876HeE12Wuska1hme8y6k3rSdYdOZ+VG5Sz2XQz/Sb9LNdezkJhIfOF+SwRlrBaWM1qYTW9Qq/473AhXHVNJ2hRLVQTI8TMCNz+T/j/YKClmrRcKVRyUbjIbEEVk2wgGGApWBIdHc3SpUvFfZwzZw7R6n7Bd5C+vj4+Pj6kJiXRMnu2OHkg1cVFXCZaEHAdvubx9PBg27ZtGqetpjSlqX/b0oBbTX2XSwNuNaWpb1FpwK1G37Sm67a9Jb3FHyP+iJOuCj5JLaQkOiXSVtg2xhF6pwjkoaEhqkfdiJiq99W2bdvEG+bT7YH2r6Q7uW6HZBtFt+3q+Ln8sv0oBjqqmyNRjgH35LadSY+yJ598cgQo7tz5UMfsTvD2YUDbEydO3DW0HQ1vK0xGetzmGQazx6F+Snh7ee7TE0JbdU9b9cQGAwODKff/YUZE3m/19/fTqGwkpSmFSFkkEYkR+Ob7ErM5hri9cZRfLadyqJLQTtUEESMHI2afnU3oY6FYplli4GWAroMuxhGj+sZpCeg66KJtPOL2MJQYig5c15WuhF0KI/DFQPwO+OF/0B/vp72nvAknSlvANMgUU5kpVvlW2M21w+MxD9wfccdnlw+O8x2xzLXELt4OI8vJYbLWLC1863zJG8yj590eEZhWPFGBb5wvITEhBJcG4xqmgn06+jqkfS8N1wxXbGJssM61xnerL7JLMmIvx5IxlEH86Xg8lZ64Kd1w63RTQdvzYYS9GUbk5UhCXwjFOs8ai0gLbDxtmH9y/oTQtm+ojzXX15C+IJ08ZR5KpZLz589/49+Fzs5OFdh0cJg2KH7ttdcwNjZGS0sLCwuLaQGBCxcuiP1ky8vLJ1xmtLNWkd8lAtyUFJWTMzGujMEnfzgpcJnXtI3Z6W3ERjZQVbCP3OSn8HXPUZ3/tGYRG7GI/LTHWN39Ki8evDltgDsRuFXX3//+d44ePSpOpoqOjhZBeHp6OgcPHuT48eOcOXOGN998k8uXL3Pt2jV+/OMf89prr5Geruq7bG9vT2NjI/v27ROds9NVX18fCoWCpPgi4mMLiY8tJCm+hHhZBXHRNUSHVyOXVuLnlUB4UDnp8StpLDtJdGgDkcH1yMPaUGQOUpl7lKrcF5hf80M6qn9AXMQiZCEdxEYspL3mKjX5L1KZe4iawoP0LfqQLWv+g3VLfkhm0mJyMxZQMHseRbnzqattn/CcW1NTQ2JoECUBLiRLAggLkSKVypmdXURtjZK5dfPuqMqKBlKSs0mITyMhPo3k5FRqampmBHv/FeHvrl27aG1qYlFMDNuTk6eEtjeVSj5rasJguFfmvNBQPm9pYXtyMotiYmhtamLXrl2Tvta9gNvREzZeeumlB3rOmm7UsVrd8/dQmNOOVBpNXEw2lYoentv9ybTWjY0uQBAEQoISqVT0UFk2XzwmX79+ne9973u0tLQQGxuLh4cHZmZm6OjoYGpqiq+vL4WFhezYseOOCQZ79+4lYhiqahsaY7f1LE5dW3BtWE5wZSvmbiPnyKnOB1FRquuitLS0CZ+/G3A73YSRmTjFl0WOgOg+uZxuqZS6zEwiIyNplEondJluiIujOT6SaInnCHyTeFKeGU1zfCQb4uK4VFqKjpYWOoJAvokJHaGhXC4vF7exa1TkdIKT06R/Vx/NncvSyEjmFxXR2dkp/ha7cuWKeK5TA21jY2Nq6+pwCw/HLS4Oh9mzCVi2TIS20h07CF63bgTK+/lh7es7fL2khXdWFi2HDpHY3Ex8eTktSiV79+6d1rFgNIjON48Roe3vwo5jPUsFlh+x7uJM+Cmu516nT97HMt9ltJu1s9R4BIo+a/YsXzp8yR/M/sCPhB/xgfABV4Qr/Ej4EZ8Jn43TgDAgrpshZEwJbv9q91cuGl0cA27/W/LfIvwNFUK5KFzEQVC1P7ERbFTxy+XlXL58WfztZWtry+uvv87+/ftJTEyc8NrOwMCAJ598kvfee2/CuG6/4WsPLUFgliAQFqZKktHV1RWjlzWlKU1p6t+xNOBWU9/l0oBbTWnqW1QacKvRN62ZuG1PeJ8Qv49Ndk0UeBZQIamYsSv03Llz4nbS09MnXe7q1avijeTm5uaHPlZ3o6lct6s8FKLb9lT5Rm4ufJlYZwmCIOBsZjvhuH4TPcpaWlqmBXgflKaCtw8a2g4NDbFx40ba5jbTHVNJZ3TZjKGtWjsdasTPZLZ+EBXGkePg7Ta/uazwKGZJZDm7c5ZOCm2PHj1K0HCvwDuB24cZEXm/pXYvNSobUSgUyGQyfLJ98KzzJPf1XCqHKim/Vo6RvQqCBtQHUH6tHNcaV6ySrdC100XXXhc9Dz303fSxrbLFrc8Nl2UuGHgaiONkKjPFLF51E9E0xlTltj0cgN8+PwKeDyDwpUBsSmwwCjQa45YVtAW0jbQx8DLAMscSh3kOmCWZYZ5ujk2pDZ5PeOK52RP3de549nsSOBiIb4svwXOCcY1wxTHSESNHI/TM9dDR18HY2RjXHFdC14aSNZhF6XOlouO2b6iPut11eMg88Mj2ILA8EAMz1XuwjbCl4noFqc+mYiu1xSbNBhuFDeGvhiO/JCfpgyQyhjII6Q8RI5N9t/oSfiGcsLfCCD8XjqPSEctUS8xczEhuS54U2j4Mx+21a9ewt7dHEATq6+unvV5KSgqCIFBYWDgjIKB20RgbG3Pp0qVxz48Gt9s3XREjkJPjq4gISyXAV05ZUTe9y15g/zM/nxDcFsxeSFZyN+uX/ZSuxrdQZO1EW1vl6PbzyBvTl7WubDfbNlzl9ZN/nhLgxsSMxO9PVl9//TWvvfYa4eHh05uMMCypVMrSpUtZtWrNGMfsTLR40WrSUvOJkWUTHpJJUW4XVWU9tDdvZ3nny3TMPcHS9gsU5/SSnbKU9Pgeejt/QVvtWdLilpEiX0Zu8hYqc1+gIucY9cVv0FX3EWXZh4mNmE9i1BKyEx6jOu8FqvKfo2POGzyx9nO2rbtJfcWzzE5dTHFeF2VF3aLbdqJrmfnz5xMdHk6QXzSSgHiS4sooyp0vgvrpSB6VR4BfLBL/FIIDU4iMSCQvt2xa0HcyTRTr/CB19epVOjs7p+WyG61YR1VsaYyDw5TQaWhobB/rsrKyuwa3ubm54kSP0Y+r+1ibmZnddwiuTomYbtSxWnt3fkSloof4mALCwiLJSqufluP20OCvWLvixPCED22y0+rHOG7v1/u6dOkS7e3t6BurYv5NMirxPvIjgk/8EsfGlfg3LsXcfQTcPvLIIxNuZ82aNeJx9bXXXptwmbsBt9NJGJmpU3x0xPcbCgUHsrJYHBFBcmgo8RIJiyIixn3/++RyyjOj8ZaPjIV/oj+x1bGUZ0bTJ5dzU6lkuUSCj6EhboaGBFlZ0SuT0SeX0yeXkzLKcVnj7z/hvk01+eH48eO0tLTgPcox3NXVhUKhwC80FLOICJxKS4l46qkx4Db8iSfE5Y08PDAND8fUwgJLGxt8EhNJaW9HWlJCdWOj2I/5/fffHzOmB7Kyxo3p7lEgutUmVwS31wJ20mZRzDzTCs5KXuRczDl+0/SbO4LbW1a3xoDbn8362Tho+xvt3/Cp3acj5y5BOim4/Zv93/iN9m94RXiFl/Vf5m3nt/lj2B/5QP8DOoQO1W8lQZ/XbV4Xt+cheGApWDJ//nyGhlS/GdS9bm1tbSkpKaG2thaZTDbuPOrl5UV6ejoJCQlER0cTGhqKn58fzs7OWFpajuuZq56wJggqJ7umNKUpTf27lgbcauq7XBpwqylNfYtKA241+iY1E7ftLekt5ljPUf1I1fNgpeNKOn06J3Td3klXrlwRv9d3ikEuKFC5B1xdXR/6eN2NpnLdrvAoEt22ny04zs2FL7MsRjUbXUdbh7a2tnFjer97lA0NDYmOq+Tk5Ic+XmpNBG+bU8MfOLQdGhpx3FakFxDrLKHaI3nG0PbLoEEuevSIn0umfiDVhlEivP2d7JkJHbeTQdurV69iYmIyrb+NhxUR+U3p1KlTbNiwgf379xMXF4d3jDcuBS5kHsqkcqiSpB0jPcGyn88m7UAaLqUumIeYY+xvjKGPIYZ+hpgnmeOxwQPPTZ64rnRFz1lPXM+qyArPxz1FGOvztA/++/0JOBxA0EtB+O33w7bWFru5dtjOtUXQVq1nmWOJ63JXfAZ88Nntg22lLRYZFlgXWePe607QoSB8tvoQuD2Q8KfCKbhQQOahTNyK3XCOccYhzoHMg6r3UTlUSfnVcuL2xpE8mEzeYB6LLy4WYenyS8tJ7UgluDwYl3wXwuapnBha2lr4VvuSdTiLyqFK/Gr9sImywTrHGrelbkRfiibmUgxpN9JIuZSCd4c37kp3nJudkTwvIfzNcLwf98Yq0wqLQAtcw1xZfmn5pND2YfS43bFjh/hZTRUDP1qPP/44giBgYWHB+fPnZwQE3nzzTXSGXYK9vb3jnr+9l+3ubd+nrXErqYn1RIWVEiEpITdjAcV5XVSW9IwDuKPBbf/qT9m27ib9qz4lwHvY1WodREbs+jHwNjFqORlxa1jU+gIHdn3Mvl0/oL6ml7rqVSibVrOmtw+JRHJHcKuu1tZWBEHlvP3666/56quv+POf/8x//dd/8R//8R/88pe/5Mc//jHXrl3jhz/8IV9//TXvvfcefX19NNatpq561V2pMHc+iTE1yMKrSYppoq5qFU/2n+eRFW/RM/9VFjS+wiLlafIzl5OZuJy6koNsXP5fzE7uI17aRUx4F0Vpg5RlH6Ri9jEWzPkRS5p+Rqq8h/jIBYT4VaLIHKC26DDrun/OtnU3eXTZh2SnLCE/ayHFeZ0U5S6Y1G07NKSabJaXl8fsLAVFufPZvukKe3d+NCOtXHyY7LRGIiQlRIeXExtVQVHeghnB39GaLNb5QerEiRMolcpp9bUcrbXDEwoMdHT4ZX09N5VKBof7Y46Oee3v7ydjuNemra0tRcM9QQVBoKioiLVr19LZ2UlJSQnJycmEhoaKrsLRcPfGjRviRI/q6upx7yM2VtWPtbKy8r6NzfXr1+np6aGhvm3aUcejtX71aXIz24iUxhEZkUiFYtm0wa80TDVm3l5B9+WYrD7nqpNv+vv7kQ2PmZaBEQ5PvEL4218gfecW3ptewKlhBfbhI5NGqqqqJtwHNzc38XfAY489NqHUke6CIIiPbdu2bcpxn07CyEyd4rdHfKthaWNgIFFhYZQEBo7bjhrc+if6j1yTLMwmuSlZBLeft7SwLTERqaUldp6OuAW7EB8bSFlGFOWZ0bg7WovrboiNnRDa3iluvL29XdxGVFQUb7/9NiUlJfhFRWEWHY1za+s4cCvdsQOt4XYcBu7umEVH4xkSQkBAACnl5UhLSsisrh73/Tp16hRtbW1jXMwfjQLafXK5uC/ddqXckp7h96En+cB9P+ccBngl4HnORp7l55U/56by5h3B7ZcOX/JTnZ+K4PZjg4/5p+s/+U+d/xTB7S2rW/zN7W/iur6C76Tg9pbVLT4TPuMV4RWOCcc4Y3aG75t+n4vCRU4Jp9ATVNeJHY4d4vYkggQHPQcWLVokjsPSpUvFa4b7qVOnTon/7u/v/+ZvRGlKU5rS1EMqDbjV1He5NOBWU5r6FpUG3Gr0TWombttb0lu466kim6qsqjjkeYjlzsvvynXb29srfq/r6uqmXHblypXisidPnnzoY3Y3msx12+OrGOO2vbnwZbZldKKjpbrp1NTUNG5b97NHmXp76hnd/f39D32sRmsiePugoa1amzZtIjIyknSvKKot5Gy0LeUXnhumDW2/DBrkVuAzGGipboTlG4fSbpykgrdGkXRaprPEOW9Mj9vJoO3QkAoUjb6BPdW+P6yIyG9a169fp7W1lRBpCC5pLgQ0B1D6bimeBaobvSZuJpS+W0poZyjeFd7YSe2wTbXFItYCk0ATLNItcGhywPNRT9yWumHobyiOk025DZIzEsxTVI5/81Rz/A/4E3g8kNDXQnHqcMJ2ji129Xb4DvpiJFE5fA28DPDd4EvcS3FEbovEp94Ht7luuC9wJ/KFSKTPSwk7HEbQU0FED0aT+FwiissKPOd44pDtgF20HWnfSxPBbcbJDGIHY8kZzGHO8TljgGlZfxkJygSClcEEdAVgGWSpgnz+9kiVUkI7Qyl9t5SCVwuwl9tjnWiNdZ41kkMS5JfkxL8bT8ZQBlF7o/Bo8cBxriNu3W6EvBiCTYkN5jHmWDhbULGlYkq3bdWTVaQqU2lUNj6wY4h6Qs90+jsPDakcYur4TDXMmamTK3I4KnOi+M3bwe3CebsozusiKbaW6PAyokJrSE/oYnbq4mFYOBbgTgRut627ycKWsyo4oqVNRf4uqgv3kRm/dgy8jQnrJNC7mACfTFISamhTLhEdt59//vm468qbN28yODjI8ePH+e7Fln4AACAASURBVMtf/gLArVu3xDjNY8eOTfsa9auvvmLz5s0sXriGuupVHN33Ma++9MUYvXT4c7Y99j6b170zofr7LlJXvp1wSRE+HnLiYwrpWfQsyvotFOUsIyt5CQVZfUSHlxIZUo48vIn6klMUZ+whOqQNeegCkqNXUZK5j4qcozSXnWdF26c0lJ5A4ptPkHcx8ZGdd+22VUt9Hi8t6qSrbdeMINyhwV+x/5mfEy8vJiQwHbm0jNXdJ2cMf/fu/Ijtm66gyO+aEjQ/KA0MDNDa2Dhpj8/J9GFdHfrDUGN7cjI3lUoulJbSLZXS2tjIwMAAQ0NDODg43BPkUP+tDw4Oio8dPHhw3PvYu3cvgqCKH33llVfuy9icP38epVJJZdn8SaOOn9nyQ9Yue4NntoyPUX9u9ydUKnpITSojIkJKXnbLtKOWG2rWo6Wljba2NitXrryn96FOuWhQttLR0cGxY8dobm5Gz9gUQRAwLW4j4OQnSN+5hfSdW4S/+V84tT2KdWyWOOazFWWiK3P0th2HndczlaOj46T7O52Ekbtxit8e8a12ii+RSsmWSJCHhrIoImKMy3Q64FYNXaWBgdhE+eBYGol7WTj+VVHENSRgYmMirnvhtr+xj+bOZXtyMt1SKR0KBW1tbeOu+devXy9e4zs7O3Pu3Dn6+/upb2rCLSEB96IiHNrbCXjkkXHgVnc48UjP2Rm3wkLcEhJITk0lJT2dmLIyGpqbJzznHzt2DKVSSW1uLk2BgTR7efGIRMJzcjlVHh7i+1loU86Q53O84TjI6857OCt5kbORZ/mw9ENuKm9OG9x+avSpCG5/LPyYf7j8g7/Z/43/1PlPfm/0e752+xrcwVBQXeO5CC7ECrETgtsvTL8YA24PCge5KFzkonCRKzpXqLCqQBAE/A1HPtNwIRxPc08WLVrEBx98QG9v75gJtDOVrq4uZmZmGBqq9tfAwICIiAh6enr4y1/+Ii7X2tp6n+42aUpTmtLUv15pwK2mvsulAbea0tS3qDTgVqNvSqPdtnNM5vCTgJ/wRfgXk+onQT8Rv4ubnDfxcfDHLHdYTodXx7Rct2+//TaHDx+mpqaGWbNmiT9O7wQWDx8+LL7uRE6nb4Mmc912R1eMcdt+2PocS+RV+LqowJNcLh+3rfvZo2xoSBUBKQgqN8t0+hM/aI2Gt2HerqRIgx84tD169Citra3UphdT6hjDYttsXrRt5ZLdEn7nuXVa0FatRCM/BEEgwciX5x1bmWecSJZ+IEG6jiSa+dMUlM2W9I4poe2BAwcwNTUdBjpaHDp0aMr9nywi8t9Bp0+fJj09Hd8oX1zzXUl4IgFjJ1X/WvdcdxKfTCRYGYysXkZoQygeRR7YZdhh5m+GaaQpFikWuHe7E/hkIOYx5uKxxiLDAv9D/vjs8kHQUfWY9d7hjeSEhJCTITjMdcChwQGndici3ojAJt9G9XnoaBH3bBwlF0sI6QjBT+mHV6sXYQfDkJ2WIT0qRX5Kjv+T/oQ9E4Z8UE7JlRJk22U45Tthm2iLT7kPJZdKUFxWEDMYQ9pgGgV7Cljx/goRlnae7iRJmYRUKSWgOYCgJarY7FkGs8hbnScC3cTtiVQOVRK5MhIbqQ3W2dY41DsQ+XYk8ktyUq+lkn4tHc9OTxxrHHGa64R9nT0WaRYY2Bngl+RH77XeSaHt4tcXk9yaTJmyjI6OjgljhO+HTpw4wcaNG0UnnpOTqtf6nWLg1VJHrEqlUvGxmYLbhoYG8bx15cqVMc/dDm7VIDZR3oY8ohZpcAUZiQvJSe0hM2nROIBblLeA/KwF4xy3S9vewcNV5VyT+GeyqPUFlnacYP3KC9SVPkWwXyluTvE42UVhYuQgHhPi4uJ44YUX+Oqrr8Tryc8++4z29nb09Eac5aampjQ0NNDc3IwgCAQFBfHPf/5zRtepV65cEV23a1ce5fzZv47RM1t+yOrFr7F8wauTanZKNxL/bBzsvAkLTqeqZCWVihUkxzUSFzUXWfhcZOGVeLrFEuhdRGx4FzUFLxMbvpCIwHqiQ5QUZ+6mPOcgNQXHWdr8Ectaf4S7cxyeLgmE+JewrP39u3LbqqU+j9fVtqPIX8iuJ27MCNzueuIGiXFlhIZEERtVwoLWnTOGv4cGf0VX2zPTAs0PQps2bRJjUT+sq5s2uL2pVFI8HN2a4uIiwly1a3DTpk0MDQ2J57npysvLa4zLXA1uFQqF+P2e7L2EhIQgCPfPdXsnx+3enT+ne95LLFQep3veS+zdOTZCff3q0yjyO6mtaSIxMZHa6nko8heyY/P7U34/dmx+H0X+QuJi04iKiuLpp5+e9j7f7qwdGlK5axuUrcQ0LaK+WUlRURGJ2bkYe0swScjHdfAyEe/8WQS30nduEbDnMla5c8TPwS95ttgHdfTrfRPgdjoJI3frFL894lvtFJ8nlRIZGUlNRsYYl+lU4LYoTUqRl5cIXWNjY4kuz8SlOZnIF+cj31NL7GA1eqYjLRx+WFvLh3V1XCgtZTA9naWRkSyKiWFeZSVtbW3j0ie2b98u/t6ytrbm1KlTYnx3ZnU1YQoF4Z2deC1YgNOCBYQ/+eQYcKtjpJqQZujmRnhnJ2EKBallZURFRVFaUTHhOV/dp3Xu3LnExMQQFRpKhqcnpQ4OVNva4m04MkGuwaCQ11y+x6v+xzgTfopzMedEp+2dwO1Kg5VcNr3MZdPLvKL3Cs8Lz3NEOMJLwktcMr7E+xbvj5O1oHIvWwqWRGlFTQhuf6f/uwnB7SXhEp+5f8Zr7q+pzrPCSIRxlBBFgH0AaWlpE042SUlJ4cCBA5w8eZLXXnuN5cuXi8/19/fzm9/8hv/+7//mf//3f/nHP/4BTD2ZSg10CwsL7/1Gk6Y0pSlN/YuWBtxq6rtcGnCrKU19i0oDbjX6prRixQrRbdtr0cs5h3Pj9Krtq5yyOMWrtq+yynyV+F3carWVcw7n6LXopdK0kliHWNF1Ozq2Lz8/f9IbLwYGBjz++ON33M+rV6+KNx5KS0sf+rjNVBcuXGDLli20tLSQmpLKbL8YmsPzWJ/cgjK8gPXJLezMXsTO7EU0h+Ux2y9GBAra2tosWbKE9evXj9GWLVvuSy+269evi1F1CxYseOhjNZmOHj1KRUUFKfEx5CdE0lGa88ChbUdpPfNCC1jho2DQtYGDto2ctZ3PRx6P8mXgwLTB7eP25arvv5Yuv/d9kqesqyjVDydE1xk7PTNm20cgCAKuZnbEOEvIiU2luLiYxx57jK1bt1JUVITucHydINzZsX6niMh/B61btw5plBS3RDfcCtzEsQmeF4ykVYJMKSO1I5WKAxUkbUjCp9kH+3R7THxNMJeZY19qT+L5RKwSrcR1jYKN8Oj3IOBwAI7tjlgXWuO+1p3gl4IJORuC20I3nBqccGpywnebL46NIzegY7fGEtcfR5AyCC+lF5LNEqLORhF/Np74U/HIDsnw3+pP0KYgEp5LoPJGJUUXi/Cb74dDrgN2MXbI18tJOpxE/GA8uYO5tL3aJsLSNdfXkNOTQ6wylqDmIEL7QgleEIxvvi+FGwrFCGWZUoakVULh64WUvV+Ga4YrNjE2WOda47PFB9klGbGXY0n5IIWQPSG4VLtgl2+HVYYVZsFmGFsYkzIvZUxP3dFac2MN+avzyVJm0aJsGXdT/n7/DTYrVRMYdu7cKY710qVL77j+vn370NLSYtasWRw/flx8fKbgdsuWLeLyzzzzzJjnJgW3snZipUrkYS2kxy8mK7mbzKTF4wBuZHgWIUEZJMqUPLLkJyxte4fWmpO01Z6gtmQ72lo66GjPYnX3y+zccpWutmdQ5C9Ekd9BUmIuDg4TAxAbGxsWL15MY2OjeB6dSu3t7TO+Th3tup1bs5oTh38zBtzu3/VLertfo6vpFRY0jFdz1RGiw2rw9UzE3SWcyNAKctKWUJC1gsykxSRGzyM2oo3okBZcHOR4OKcQ5K2gOu8EFbkHCAusRBbaQqp8JRW5z1FT8DzttZeozHuWIO98nOyDiAyppr7i2bt226p1L67brrZnUBR0IIuWkTu74q7hryJ/4b+E23ZoaIgNGzbQXl5Ot1TKp42NMwK3Z4djj3W0tLhWVcUnDQ10S6W0l5ezYcOGafWxPnnyJAsXLvz/2Xvv6CjuNP23JHIOyjnHllrqbmUktXLOOUstdbdyBCHAgABjECZYgAEBZgCbjMEEg7FJBmOiZj07Hu+MZzzXkzz3zp797d31zD1n72/v7Of+0ahQoyw8O2bd7znPOYiq6q7q7qrq/n6+z/Oyf/9+7t69S39/P93d3Xrg9s6dOyIAfu2110Y8lrH6WE9Go/W4Xd91nVbNGWpLz9GqOcP6ruv6PW5zllOU34BGo6GnpweNRkNeVhM15Zt4u++rYT8fb/d9RXXZa+RnN6EZBpSOpuedtR9//LG4/3E1zcirOwjMLUfq54d1eBIWRS1Y9F7D99of9aCt/M63yD7+d+zad2A0RXfNWeTsSaa6YVKTeyZ6nR5PwshkneLDRXwPOMXzMjNJT0+nrrCQVDc3khwcCLCwQOJui7mbhbhPrtGeWAc7Ye1ghruJCSmRkdTW1lJeXk5qYyn+XbmEXFuB/EIbASe0GE01FrdVSyR0yOV0yOW0hYXRmJmJtrqa9vZ2EbZ/8MEHbN++nQ0bNoix4fPnz+fkyZPiZILiqiq8U1IIaWoifM0a/Nrbsa6vx2XVKhHaynp7EZ46dRd6eBD76qtkb9yIPCeHtNxc0tLShqQgXbhwgfb2drTV1TRmZNAUEkKeqysR1taEWFqyxMIC20HgNmtOBgdtDnJeep7HKY/5XfXv9KDtYHDbsKCBpfOWPrv3z1nGR4s/4qPFH3Fi1gn2CHvYJeziLeEtbprd5LbFbT3dMr/FHEE3qW+BsABPwZNmo2a2z92uB25/Z/w7Edy+O/VdEdx+vvinfG39S762/iVJMxP07pshQgiLhcVD7qfx8fHcvXt3yD3z8OHD4jqHDx8e9r66adMmcbLJ85OpBiauxcbGTvh+bShDGcpQL0sZwK2hfshlALeGMtRLVAZwa9DfQg8ePCA1NZUYtxiKTYs57HaYc57n9OVxjgNmB+gz6eOg2UEqzSrFz+Ju592c8zzHYbfDFJsWE+sUS4hvCDUVNWzfvl18npHAbUJCwoTi6ExMdLOkQ0JC/u6v3US1bds2tCo1tXkVREtDiXJREGfpT5Mkg2V+eaKaJBnEWfoT5aIgWhqKk40OQHk7u1NfUKUnrUqt9zpPVhs3btQNyixcKA56fl81AG9UxfmUJEb+t0Dbgd62A9B2rXcRl+UrOO/QxCm7Oj50XMp1q/YJwdtv3Lczw0g3mLnJNIePLNtYY5JG0iwJfjPtcJ89PgfKlClT0Gq1Y7qqx4qI/J+gjz/+mOzsbLzkXiz2ezZ45lHhgVQjJVITieqQihX3V5B+MJ0lW5ZgmWTJAqcFzHOeh3maOd7d3phEPuslN8tjFuYV5jjvcMbjHQ+8jnshOSFBckqCzzkf/I77Yaeyw7LIEvNccxyWO4jbelZ4ItFIcNO44drkiuK8gpDLIURejiTjTgZ+O/3w2eyDZ7cncefixFhk5TEldjl2mMeYYxVlhf9r/iTsTyD3aK4ePF12YxmRmkhkGhmuZa6E7AsZEqWsOqQiUhOJVCMlYHUABU8KiD4QjZncDNMYU0yzTJFdkRF8O5igD4IIuhyEe7s787znYaI0Yf6i+UjlutdOc0wzLLjVHNOg1Cgp05QNG4P5XZ73VZoCijVKqjQFxMbGiq/1WLDt4cOHODs7IwgCKpVKb9lEgcD7778vrv/8RJfRwK2m+H3SorcSHbqMmLClxEV0DAG4Uq8kPFwikbinkxW/g/KcIzRUnREdtkU5a0iOryE/cynZaa3kZuqcnxq1hubmZt566y3OnDlDdXW1CLsmqz/96U8T/q46muv2wwt/Zn3XdVpqzlGRc4LO2oesbv4pa9t+xvql/0RRxi5iw5tQLikjN3UN6uKTLK29Re+rf2Dnxm9orrxNeeZlClPO4uGUgYWpH14uWeQl99FQdpsA3woUPqUE+taQk9hHScZxitLeJlRWh8KnGEc7f6KXqEmMWkpX451JuW0HNFnX7WDgmpubS3V1zaTh7/fFbdvf/2KO2280GlKexqaWeXoOcdxOpo91f/9QcDuQKuLs7Mzjx49H3G6sPtaTVU9PDzU1WnIymsWo4z3bPqNNe5r6infRlpynvuJd2rSn2bNNF5nc0XiQnIxmamq09PT08OjRo+fcuxeH/XwMuHSrKmsnfE0e7Kyt0mjZtGmTDvKp65BXdxC+agdWycWYe8uY563AvPsdXI7/ZAi0HZDPuS+Zbqn7HjtzkSnyMh0Unmic/kSv0+NJGJns53a4iO/30tOJtrUl1N+fqKgoIiMj9VINxtKCBQtQqVRERkbitUSOfbyckA3lLDnWxjSTuXrr5sfHU1dYiFalQqPRXfv37t0r9rS9fPky9fX1ZKZmiBP8Zs+ezZEjR+jvfxbfHZiainVEBLLWNmTt7UhbWnBuaGCRSoX7hg3Id+3Ca9B5ZBkUROXhw6jfeQffrCx8Y2MpLS3lxo0b5OfrJiNGRERQW1tLXWEhbSEhLFMoOBAXx63cXD4rLeV6Tg4/io8nytZWfNzsWYmcdT3GJfklvXjk4cDtK+avsGLRCnHb5QuXc8vmFrdsbnF4zmF6hB42Chvpm9rHfef7Q3TH/o7okl0oLMRJcGKFsILrwnX+bPJn/sPyP/izyZ/FvrhXja5yafYlzs84w5dz+/l6wWeibsx9T89xGyQEsUhYJP6dkpLCgwcPRrxfjgVu//KXv2BqaiqO/TxfixbpnispKWnC92pDGcpQhnpZygBuDfVDLgO4NZShXqIygFuDxqsHDx5gZ2eHIIzdq/TQoUNUlFVQ4V5BlWPVsCqyLCJldgqp8zPIXJCJ02ynZz+2rbP11i1zLSM6KprGxkY9J+jVq1c5deoUp06d4tChQ6xYsQJPT08EQcDf33/cPWudnHTP7ebm9kLHPRkdPXpUnLE+GZfroUOHxP62WkkqRXYRlJqEobWIZoVjpiiNeTSlJmEU2UWglaRSJU3G2MiIKUbGaPzT6QgupCO4kLbwoiHO5snoyZMnItDo6ur6u39+xyPReVdV+TeHtv39/WzatInaihoa/DOpc0nmsnwF19w6+Yn/Zr4K6uVDt85JwduC+YEIgkDADAc+dFzKNddldFmnkzNfgecsazxmW2O32BJTU1PMzMyYM2cOU6dOZeHChfj5+VFdXc2lS5fGdQzjiYj8n6CDBw8SFhbGIodng2eu+a6EacJIXp4sxv1q39fiU+aDfaI9pi6mmLubYx5jjk2BDRbKZ8BruvV05ofPx3a5LW573ZC+J0V6WorkmATfd32RX5Hjvsod03hTFscuxqbsWT8zUz9TPDWeOGmckPZJCbwcSMTlCBKuJxB3Po7APYHI1smQ98gJOxRG/sN8CvsLybufh+9qX6xSrVjguwDHTEdS9qXQfrtd3+n61HEbUBaATZoNga8EDolSXv1oNcnLkwnThCHRSIg/Fk9hfyHupe4s8lvE4oTFOCxzIPCjQNEN7FznzHz3+ZjbmePl5UVlZSXpmnRim2NZeW+l3j6svLeS2OZY0jXpaDQaLl68+Dc73wegbd2KFIo1SgKD/cTXeiA6eSTV1dUhCLrefvfu3dNbNlEg8Omnnz67B2Zn6y0bDdy2qO7RpvoHuup/RnHGj4gJ7dQDuLHhTbg7RWFnFYi3ayY5STspSOulJPtNNqy8oeewHQ7YPg8cHz16xO7du4mOjp4UuJ0/fz6PHz+e0HfV4Vy31977lv1vfM6yhnOkRG8kIqCLFOVOcuIPU5ZxibKMS+QlHkPqUYyrfSKONlEskS8jNvRV0qLfpDj1nLheWcYlYkLW4e9VgaNNMMH+5SiD2yhOf5vUmNfw9cgk2E9NQsRqKnNPERW8DF+PfAL984mL0JCZ0kRSdDuJUcvG7bYdSMt4PvFiID0jUJ5AQkwVddU7xlRCTCWB8gTi4uLYtm3bC8Pf74Pbtr9/8s7FAd3Jz2eqkRHTjY05lZys1+N2on2sBzQY3K5cuVKMG+3t7R1z29H6WE9WA07WshLd+93bc48VLZdorjmDtuQ87eqbaEvO01xzhhUtl+jtuUd2WitlJfV6DtXR3LvDuXQnck1+3lkbX9NMRkYGhUVFLKluJaJrKzFH72CZV8uMJenMkSsx7diF/63/NSK4ld/5FpPUCgRBwGjKFJxj04mvaZ7wvk3kOj3ehJEXcYo/H/G9NjgYmZsd7ko//LOiSK4vZvrsmeO+3i62Nie1sRSv5FBsEmWYZsiQLM3EIVExZN3Cp5Ma+vr6ePPNN9mwYQPFxcVIpVI9WDzVWAeXp0yZwqpVq8Tjfvz4MZWVlfgEBDDf0XnC9wZLiQSrkBB8ZHIiIiK4ePEi77//vpjmkBcVJUZFj9Q3uCc8XHy8hNk6B/Nc4zmc8DsxJCZ5MLjdZLOJfQ77xG33OezjW/m3fCv/lvfmvMcbwhv0CD1cM7sGSoboN76/Ebe1FWwJF8L5ifATvha+5jfCb/hm2jcitP1a+Jprxh9wedo53p95ln82/Rl/sfqS/237Ff+f3a/537ZfkTnjmes2WJBjKizC3Nx8XD3ixwK3X3zxBd3d3ezcuXPIsr/+9a8YG+tc2EVFRRO6TxvKUIYy1MtUBnBrqB9yGcCtoQz1EpUB3Bo0XrW0tCAIAi4uLsO68N577z02btxIcXExjo6OorNAEASiA6Opz69/prx6Ap0CcTPxwNleRohbKI6WjuL6Pi4++uvn16NVacflAn306BE5OTniAPF44JtUKtX92La1faHjlkqlYnSYIDzrfzaWQkNDxUGTib4vg/vbtgflczSknXP+y7jk0sZvQnfzp8gD/CZ0N5dc2jjnv4z3Il7hl/XH+arxFFvjGmgOzOVMznoeVx/U9TvNqfxOBm0/+OADNBoNDQ0NfxOn3N9K586dY/PmzWMCm+/qubRaLRnBsRTZhrPBOpc7Xqv596gjfBt9ZHLw1quPk1YaBEHAWDDiqIOGt9y1rHDMosYtAaeFVgSYu6Pwk9HS0vJC+z/eiMiXTQ8fPuTcuXP09fWxefNmNm7cyGuvvUZaWhqLTJ+BW98yXyI1kTRfbBaBo/odNV5ZXkhCJDgFO+Ec4ox1gDXmyeZYhDwDt1MXT2WO3xwWpyzGaYsT8vfk+J3xQ3pCiv9pf2TnZHj3erPAfwELZAuwSrbCeLpuMG2ewzxcNa44NzijuKgg9HIoyveVZNzOEHvWhr8eTsLeBEL3hxJ3/pnrNulyEpbJliwKXYSZ1Izcg7nDul2bLjThFuGGQ4wDHjke1JyvGbLO4D640mYpufdySb2UygLvBSwMXIhpsik++30IuRxCwP4ArFOtcQhwwMXFhbfeeouenh5UGhXRmmiKeov0HrvojSKiNdGoNKq/yYSZ56Ht2t5iLj5Zw9reYrz87MT3qa+vb8THOH/+vHi9Hw7aTBTc9vf3i48XGRmp9//jAbcbOv5PNi79Eyvr/4nijB8RFbKUJYp6AnzLcbQNxsrcGye7CHKT+1DlH0dTdoCi7O5xA9v+fh24WL58+aSA7fNKS0vjpz/96bi/r37yySe0trYRH1VBbEQDMaGriQjo0tPzUDYyYAUSt3zsrZYg9SgV1xsO8CokVSh8SgmWlRAX0UqgtJLo0OVU5h5HJikg2L+UJQothel78HHPwtE2jGB5Lq+uuk5hznLSElpJUHaM2227bds2amq0VJTX6amsVItCtgRHB29srLyQSmKQSRNHlFQSg42VF/Z2Hjg7u1JUVIRarSYqKhrlkiLyM1eztvMaG1be4OCuL14at21//+R7hQ7WzqewZ7lCQVtYGBqNhnPnzk24j/WABoPbhgYdxBxPpHp//+h9rF9Ehw4dEqOO8zK7aNWcorbsHK3VH7G9+w+0VH+o+1tziryMrhGjjodz7w7oeZfuePdtwM074KyNWrsLv7JGpAFB+MYkI6/uIPP4HWQ7L7Jo2R6mxRYxM6UK09IO/K7+YVRw6/PuzxGexiVbyUKR5NdQrK5j+fLlo7qfJ3udHm/CyIs4xZ+P+F6mUOAtd8aqIBC3xkSC15YSvLaUoDUl+C3PQdKZRfDbTUTfWU/wB11IzjbisasMh/o47DXRomyqlZiqw5lXGYRLazJTZz0DsUZPQZ1CoaCtrU3s2T6ajI2MSAyLQavVcuzYMfr7+zl27BhFRUXIPKWYWthN6H4gCALzHB1x8lMgs/WiMD2XkpIS2traxFQko0Hr7njqSH5eFzIyxHWKFkURNkvXWzptcTLXQq4NiUseC9z+u+zfOW58XAS3nzh+Miy4vep4VdzWXXAnXAjnc+PP9WDtgH4nfM0N4w+4Ov08nyy4DA5fD1Hf4tcGgVt/PGfZkBASwvr16/n1r3896r1yPFHJI9W//uu/itsuX758QtsaylCGMtTLVAZwa6gfchnAraEM9RKVAdwaNB7duXOHBQsWIAgCmzZtGrJ88GDGcMrOztZzlCxduhQXFxfm29qwSOKFrYc7Dg7PokCNjY1ZtmzZpPuuPnjwQJwVL5VKx1zfw8MDQRBwdHT8To97vOD20KFD4mDeRCKeBzTQF68tvIitS7RcWrKaDzw6+bHfRr6NPkK/dCMfeHRyaclqfly4j29a3xuiAynLRbft92XQ9oegEydOUFhYSLR3EMVWS9hgnctnfpsmB2+9+vjCcQPXrdpZMtsNQRBQLvBihWMWy3xzyfaIJNMtnIRgJQUFBS8Mp8cbEfmy6P79++zdu5fmZp1rR6tSUVdYSH1+PnWFhRTl5YmgWhAEgiuCyevJG+ISjS2LRS6XE1sYi3+mP/Zye8wDzFnosVDcdrrpdKaZunUdcQAAIABJREFUTGN+6HxsGm3w3OOJ/D05QeeCUJxS4HvQF8cOR0xDTTFxMcEhzYFpc6eJ4NZT44lNqQ2SXgkRlyNI/ThVr2dt9YVq0g+mE7M/hpD9IWTfzaawv5CoA1GYRpti4mqCuY85lYcqR4wp9o71xifAB+8Mb4reKBp2vbyePMI14fhofIjojSDufBzOpc4scl/E4qjFWJVYseTCEhzKHLBPtEcml7Fy5Ur6+585xfI0eSi1Sto/0Dl/2z9oR6lVkqfJm1TPwvGcc1qtluz8ZMJivGhclcrFJ2u41L+Wi0/WIA91Ed8ntVo94uSfgIAABEEgJiZm2OWTAbdmZmYIwlBH3kTA7fq2b+iq/Tm1xTdJi95KsH8Nns5JWJlLsTD1Qu6bRWhAISGKPNKTteMCtgM6derUdwJtBys/P5+f/exnw35H/c///E/u3bvHypUr8fHxQRAE5s62xN56CSF+zSKIVQauIDvxdYozd1ORe5y6squ0q+8QHlhHWEA54UEl1Fcepbb8CNlJW8lO6CUv6S00hR/SWH6HrISthMprUPgWkJm4CT/vdKzMfXCwCSZQWo5ckoeLYxBebnG4OSuxMJWwcL4Vbs6haFXbyExtQuGfgNQ7CYV/AkHyZALlCURHRaNWq4f9/jKQlpGb2Ux2Woue/HxisbXywd46CCe7MNydY0aUk10Y9tZBONoG4OUpJzUlj9ISDXJ5MDK/aIJkBdSUHKJVc4ZXV918ady2/f26STTNzc00ZmSwTKEY0WU3lr6oqGCZQkFjZibNzc1cunRJ/PyNF7oO6Pmo5IlsO1of6xfRABwtLakmRJFPQfoWtCXn2bTil+xY9w2bVvwSbcl5CtK3EBKQT2lJ9bBRx8+7d3dtuc87+3/Nri33h3XpjkeHDh1CrdGIzlr1J7/HM7MMG3kY1okFBK3qJezAR3juuMCcV88ys2k703ObMa9cgdP6t0cFt/I73zI/KE53XbB2wD4igehq3f37xo0b49q/4a7TIyXtjDdhZCyn+JWsLARBYOGMGfysvJwfl5RwOCGBTwoKhkR81/n64i13xkYVSdTH3STcf43SXx1A883xIQr7aBWSy624XWkeVg4fNLKgIQKTSC/xmGeazWeBje6+M+DODcmKe3aNNtLFIS9e+GzSmpGREarAbNQhuahzKtBqtbq2LVot6pwKYt2CUbqF4OYbzGK/AMwjE7GKTGLhkhjmxiYyKyWVqU8nTgyWha8/fnbepHopSfVWjnrfGAncfl1dzdSnvXMj5vrwkVsPgiAwVZjKIe+DPE55PCFw+0f3P/K28DZvCG/wxvQ3uO98f1hwu37xenFbhaAgeko0v134W/559j+LwPa3Rr/l/5r+R/51+h/5eNpH3Jp9ifsL3x8W3H5q8e6z75ozpAQtciHB2ZnulhZ27NjBf/zHf4w4tvMi4Pbhw4fitkePHp3QtoYylKEM9TKVAdwa6odcBnBrKEO9RGUAtwaNR83NzQiCrqfTcICmr69PD7o6OzsjkUhGHNx69dVX8fbxwSw0EOukWJyjIvD19dX7UT4Z9+lgDQywCILA1atXR13XykrX99PX1/dvetyjaeD4X9R12xFUwMmwTt6Xr+RDt05+E7KbD910f1+NWsfvm98dAm0/1x5laXDRd+a2NWhiOnHiBLm5uS8GbwdB2w8dl3LQvpopghFTBGNqPZPJ9oik3CeBhtzvJgb6k08+mVBE5PddFy5coL29HW11NY0ZGbSFhdEhlw+R/dOJHIIgYBNsQ/3l+mFdoqWlpag0KqJqovBJ9MEt2g2LoGeO2zlmc5g9ZzZzveeyOGYxzq86E3A2gIhLEYSdDcNzsyemiaZYhlviHOyMvFjOlBm6FAMzuRlupW5Y51njUOWA8oKSlGsphOwP0etZW3ullpT9KSzZv4TIY5HkfpKLU5ETNhE2WFpaEpgSOGpMcVJlEgEBAaSUpuiB1cHq+riL6IZogjRBeKo8kW+RE7UnCgupBfNd52Mab4qDygHrVGskIRLi4uLEfnn9/QOD+mriNfGkrU5jzeM1pL2SRrwmHrVGPcQR9l2ca1qtloycBHzkDiiTvSnWRrLzhJZL/Wu51L+WtMIg8X0qrcwe9nxZs2aN7n2cM2fE+8tkwO38+fMRBIGwsDC9/x8PuO1u/T1dtT+nTfUPtKt+TGvVp9QUXCAncQ+h/hq83VLwdk3F2T4MZ0c//P2CSU9Lp6GhYUxgO6CPP/5YdCqOJYVCgVKpZM6cOWOua2RkRHFxMb/4xS/4l3/5F44dO0ZxcTGLFy8edn1r8wD8vQpQlxxifdd1Du3+OUf2/ZJlDedoUp1FW3Ke0pw3xdjiNZ2nRUi5df2ntGlPU1t6jmW1d9nQ+TkJyg7CAsoICygjLnwZLg5hWJp5Y2cVgIt9FIF+Rbg4hOLpFoWTbRhmi90xXeyIm1MYSbG1pCU04esdh7dHlE7uSvylkQQHRlFWqqWmZmhiiH4/2xZ6N3/Cod1fcGj3F3S1vU2wPIdgfxVBfmoig9qICukYosigNgJ8VUjcsvBxTyU0IJ/M1Cay01qICMvD0y0YmSSH+IhO2rSn2bbh/kvjth3Q3r170VZX0xYSQq9SyR/U6glB2z+o1fQqlbSFhKCtrmbv3r1s3rxZ/CxN9HhfBNyO1sf6RXXx4kViY2MJkCUR5F9Oh+YWO9Z9I6pdc5Mg/3ICZEnExsaOGCc82L1bU76Jo/t+RXXZa+RlDe/SHet60dDQQKa6EXnNUkou/JjCsw/wKdSyUJmJaUYV0tdP4/fGezj2XmV+z0VMj/6EacWdzCteimXVCiSnfjoquHXfc+MpYDTCzFtGTlnlhBy3w2m4pJ3BCSPjVbCt7YhO8YFerAVubiwPCKDdT85SuZwPs7P1Ir5THB3xCnTDvDwUydlG5O+1E/D+Moq/7BsCboM/6MLtSjOWH9Zhc6t5iGzvtGK2MpGpc59FLS/ZrMIxWTcJyWjqFAK6CvBrTMc+ToZTTiiuMQrkvjJmTXuWJhTq6M/x0tfpilGTI40jJzad3NxccmLTyZHG0R5ZQbZPLJ6uflj6KHCJzcUvrRr/bA1WqfnMyS3E6GmP3AFNnzcfdxdfUr2UfFR7kKrALL3lU4yM9P4eCdx+o9Hg8PR9cpxuybfySyhmuyMIAukLE7kadJXf1/x+THC7ftZ67hrf5bZwWwS3fQv7uO1we9get7EzYhEEgVnCLEKMQwiaEsTVmVf5dOGn3Jl7h1uzbnFjxg1uTvmQ21M/5PaMD7g95/KI4Pb/tf+SmUa619x9mgPxVhKKfXzoTkig+5VXuHHjxohjOy8Cbnfv3i1u+4tf/OIFRpgMZShDGer7XQZwa6gfchnAraEM9RKVAdwaNJYePXokulcrKyuHXef8+fO0trayf/9+7t69S3//yINbT548IScnB3sPdyziorAvK8AuPhovH4nej/I5c+a8kNNKpVKJjzVWv9aBgeX4+Pi/2XGPpWXLlr3QcY/kuv3QrdPgtn0J9ELw9jloe811GW+5a0kzlRNq7kWkvd93Cm37+/s5c+bMhCIiv886efIktbW11BUW0hYSwjKFggNxcdzKzeXz8nK+Uqn4vLycW7m5ohNGEARsg6yIez2Opo+ahrhEr1y5IrpJg4qCCCkNwUH5LFXA0s4SBwcHLGwtWBS0CJsqG/z2+JHwUQJhR8Kwr7LHLNwMSx9LEjoSiFBHIBg9fd4YW9zr3bFPt8ehyIHgLcGEHQpDuV9J6v5UsWftmidryD2aS8L+BIL3B+PT6YNNig0+AT4EBgZSpa4aM6a4vr5eH6w+WTME3qoOqYjQROCY7ohLuQvJ+5KRZktZaLkQsyAzLJMtcYpxQi6Xc+DAAb3XfsApVqYpI1ITSdaGLCI1kZRpyoZ1hL3oOTYY2kane5KjkVCgCaJYqxThbWldlPg+ZRQFU6UpGHLe2NvbIwgCERERvPbaa8NqoHe6IAji/+3YsWPE/Xv8+LHYWy4hIUFv2XjA7fPAtiTjbaryTtBYdYaKvH3kJG4lOrSNQP98guRZBAfGkp6eTmNj47jBbX9/P/fu3aO3t5fq6mr8/f3F/oMD96/8/HzOnDkjrv/w4UMOHz5MXV2dHsweTsbGxuJrMJy8vLwICgoiLaWI7LSWIf1bB6BsRe5hwhQq0hJaKcxZzuE9PxfXGQnwximrKchYT1LUKmws/XBzjMPDKQmJaxYhMhUh8ir8vfPwds3AwzkeT5d45D75hCqqSFB2ELOkiTCFiiD/MhS+BQTL84iPqhaB6HDfQwbu27mZzbTU7hX38fCen5MS30CIvJQQfy31pbfpbvnNEHXUfEZZ5hnyUvZTVbCPTatvifB3/xufkZ5Uh49nLEH+BTSoDnNk3y9fGrftgO7fv097e7sYPXskIWHc8PYPajVHEhLokMupKyykvb2d+/fv09bWJn6mJpo88SLgdrQ+1i+qAXDr4x2MwreA6qIf6YFbVeGPUPgW4OMdPCq4HbgmV1XWkp3WQp1qO9lpLVRV1k74mtzT00OVRktgdTuJW49Sc/d3hHW8hkS1lIXZtZgu3Y3fzkt4bD6Jz87LmG2/gsmBB8zd/B7T81owrejCrm0bslv/94jg1vPgXWbY68DcQgsr1Gr1C/VEHylpZyBhZGCi53gU6O4+olN8INJ3ipERNe5SGuxDafEKFOHtzqgoGqRSZGZmOAR7MD9fhuxkM7K36pG/2zosvB0Atza3mpF/u3NYmVSFivsnbUxD881xyj/vY8oMHUhV9tZR+qsDJNx/DcfaONxiA/CymHi/WruFVvhbemLr4oe7IpaU3OXEZy/FPaMC09CoIesvtnYg0SOcA/nredR2ilMV24lyCiDI3JswSwckT+OSxwNuE57en6cKU/jG7xSv22p1UNVoJqf8TvFPBf/EN5pv2B+7nwznDJLMk8iYk0H29GcTflOEFLqELrqELjSCBq2g5YjtEW773R6iW9JbmE3TuZbdproRND0I+VQ5p+ee5rbFbW6Z3+LynMtcnnmBy9POcXP2JW7PuczteRd5tOjqsOAWh69RzghGEARMjReRYC3h1ehoNkRF0V1Tw5YtW/jP//zPYcd2XgTclpeXIwi63t+GMpShDPU/uQzg1lA/5DKAW0MZ6iUqA7g1aCzt2rVL/IycOnVqXNs8fvxYr0dSXFwczc3NNDc3o1KpkMvlmPt4Y5kUi8/r67FJjMXFTzrkh3xMTIy43ZYtWyY0gz4tLW1c+/3hhx+K69XW1r7Qcff3T35Q76OPPhL7Aq9evXrC79NIrttrBrftS6PJwtvhoO3geOTvGtr+T9KFCxfQarU0ZGfTIZfTq1SOGsfZEx4unt/OviZICz1I7UsltiN2iEt0sJtUnivHLdJND0B1d3cTFRWFlbcVFtEWeKz1IPJ4JLItMmzibbD2scZJ4URuTy4Za5/1bTMPMSewNxD3THc8izxxLnRGsUVB8v5kys6U6UHV9tvtpO5PJXhLMDZpNrhEuBAQEMChQ4fGFVN88+ZNPbCqOaYZAm5XP1pNWGUY9iH2OKc5E6gNJFITiaePJzaONtgm2SINkFJaWjrse3Dx4kU0Gg1pmjQiNZGka9LRaDQvNPg+3Lk1HLRVrVAMgbcNK1PF11q7LIlijXIIvJ3I4P1gWVlZjbiPt27dEterqKjQWzYWuB0J2LZpT7Os4Rwdde/Soj5Fm/Y0DarDVBS+RlZq85DetmOlUwyne/fusW/fPrZt28adO3fGXP/u3bv09vbS3d3NjRs3aG1tFd37z2vOnDnExcWxbt06PvzwQ/r7R4adg6FsUvRSZJJcUuI1em7bwYC3ruIQUSFNuDlG4u+bSHBAKkkxTfh6JrFwvi2mix2xMPVB5l1CRGAzBelbCfavRi4pIdC/GGVINTFL6lEGN5KX2kNh5naKM3spzTxIXfkxtOX7yUwdvc+tvuu2VQ9Er1p6gtCAAkJkNaRFb2V92zdsXPonUevbvqGp/AFFaW9TnNHH0vp3h4DZvIx2vDyCCJJnUVH42kvnth18na6trdW7Tn8xRmzyFxUVvBEZSYNEQn54OHFxcXR0dLB582YSExPFz9j169cntC8vAm77+0fuY/0iGoCtJcUqvD1CiQqrIDFqKd0dP2bHum/o7vgxiVFLiQqrwNsjhJJi1agQduCaXJTfQHZaC0X5DRO+Jg88RnxNM0ENr6C69RUZfReQqTqwq+rCbmkvVrtv4LzzKpKtZ5FsPYvzzqss2noZs2M/Y4Z6I7MK27GsXIH7nuvDQlv/j/6Ede0GTKIyEQQjjI2NxSj+yWq4pJ3BCSMDAFcQBNauXcupU6eG1erVqykvLh7RKf6oqAjrp5NGfeda0uUUrQdvr2Vl0atUIrO0ZLHMCZNMGTb5YdgXhmNTEIZNZQS2NVEo1hSSd3uLHrg1P1SC7dZcbDZlDdFMX11iwvRFc/Wgr0uWDuhahnsT8P4yvE/Vs7BAgXWYN15O7hO+17ma2BNqIsHfXIKXJJIlMRWkFK8gqqSDhTaOeusaGRsT7hnKsigV91tO8KjtFI/aTvFu3lbyHKNIW+RDjrPrsOD254WFHHN15cPQUPE1XiaXM8VINwGoz6GNr3yOMkXQ/d1oU8+T1Cf8vub3WM0a/33c3didU56nuJ9wf4j2BOwR10tamETgrEB8pvtQPLOY0lmllMwsoWBqAQXGeRQZ51E6tYDSqQWUTy1AO6OC5pk1wyp8qg7cGgvGxFh6sj0hgbP5+XQnJ9Pd3c2XX34JwNmzZzl8+LCompoacX9qamr0ln3wwQcjjgn913/9F7ZPneCtra3/XUNRhjKUoQz1dykDuDXUD7kM4NZQhnqJygBuDRpL6enp4uzb8W5z48YNlMpn/YkUUUpy6rTk1GmJzMvGIzIc84hQHCqK8Nu/A6eyApyiIzF+Ci5nPR3MMLOxIadOS5lWM6GeVZ988okYsThjxgzu3bs34rpvvPGGuJ+7d+9+oePu73+xQT2FQoEgDO1vOF4N67r1Xm5w275Emii8vW+7wgBtJ6lPP/1Uz8l1NDFxTCfXgEtGEAT8bMzwVFriXy7BM9OT4upivcHwwW7SsMowrLyeDRLGx8fz6NEjDh06RGpaKrbhtriUuBC0Lwj3Mnfc4t3w9fUlKiMKpVZJ7qZccdtF/otYsmUJS7qWEFAUgG2iLZ7lnqQdSGPF/RVDwGrp6VJ8ynywS7TDT+5HfX09/f3jjykeGIBP16SPGK0cVhGGu9wdrxgvQipDSNekU1xcjL+/P9IAKcHBwaN+x+jp6UGlURGriUWlUen1FfwuzqnhoG1nbwTHnhTQ2RuhB2/b1j17jzs35bC2t3gIvP1bgNsjR46I661bt05v2UjgNjK4gaaKWyMC263rP+XIvl9ycNcXvLrqJts23Bfh3pb1H5GT3kZ2Wgv5OU2o1Rq2bdv2dzkX7969S1NTEw4ODjg7O1NeXk5fXx8PHz4csu5osPOd/b9m3fIrhCjy8PWKZUlwlp7bdjDgzUruwtVxCXZWgXi6RhARUowytAJHu0AsTD1ZtMAeKzM/nO0ikEmKUYY0IpcU4++dS7CsiJgINSHyYgKkpYQp1MRFdBCqqCJRuYI27WnKCzeOCkRv3rzJ1q1bUavVREVFo1xSRH7matZ2XmNt5zVe6bjMkqASZJI8gqRq6oo/5pWG34hqV/0jZZnnyU06QEFaL63a02xYeYODu74QnbSZKU3I/UMIDowlK7V5yGv1fXfbDtZwyQj7Y2O5+TQZ4VdVVXxeXs7N3Fz2RUdT6+ZGgZ0d4RIJCpmM/MREsV+5p7u73ve+wfHtY+lFwe1IfaxfRIPjjdMSa8lKbSYpup2C9K1sW/t78tNffxob3kxqonZcscc9PT3U1GjJzWympkY7oWvywL2vWF2HvLqD7B9do/KjXxCg7cJdtQwr1Up8z/8Sz/O/wrL3Gj47L+Ox+STSnRexfOMqi3bfZtHeT5iW18LC0k6s1Wvxu/oHvD78E7bvfoXN2V9hc/ZXLF6xn7lZWuZ6yFhkbYetrS3Z2dm0tbWNW52dnWJCwEhJO4MTRga3SOnr6xvxNRjNKf6oqIjlAQFEWen66M4wnsqnwU3sl+Q9hbcBZLm4kOHsjL2lJTYujrgqpARGhJOclI5fWDCuAVLcohQ4ZoWgWFOoB24XNEfisDwFt850PTm2JWE8VzdxYLabBdn/uFMEt5mXn/ZoNTbC5Y1iLLfnMS/LnwV+Dnh4eBCpCBOPuy2klL0RnexRtLPHvYm9QR28Gb4Mm/nmCIJAh7ISTUgeBR5xeM+xx9VOiodfFIklneTXbcDYeIrefXHxIgtqgnN5T7VLhLYPW0+yIriKVOsgos2cyHUdHtwesLamWxDoFgT2WVjw88JC1gYH4z5bd545GJnRICRiJeh69JoKi8mfn0/KlBRmCjNHvFc/L8kMCfcT7kM3Q6SV6xy9gdaBtHq2EmERgcRcQqZLJpkumcRbxROxYAkRMwNImhdK5qKIcSl5QQjGgi4iWmpixe7kZD6vr6dbqaR71Spu374NgIODw7iPQ6lUjjgm9PHHH4vrPXny5G86/mQoQxnKUH/vMoBbQ/2QywBuDWWol6gM4NagsTTQzy4lJWVc6z9+/JjNmzfj4+MjfrasFf5452TgW5SLX1kRLnlZ2OVl4r/7dRRv78Onpxvn3ExmmZkiCALTZs8SZ2FLlRHExcWxadMmrl+/zpYtW0Z9/k8//ZT4+Hjxucfab7VaPSzgnehxD+hFBvWqqqp0xz9tGp988smE36vhXLeXwl4xuG1fMk0U3hqg7eQ0md6JX1dXM/PpBBOFuTkhgbZ4RFnhHe1JSkrKEEfSYDepU9Cz6NyWlhb6+58NcEcmRuKa5oqbyg3XNFciEyMpLS2luqaaeE08ksRnUfJW4Vb4lvuivqDGJ9EHxxBHXNNcydmZMwTaru1fS9XhKtzT3fEN8SUiIoKbN2/qPfd4YooHwOpo0crRsdFEx0frwdd9+/aRn5/Pvn37Rn0vBnohqjQqGhoaJh2Tf+7cOTZt2iTGn44FbY/3Fw6BtwU1EUybpnuPs8tDufhkzbDwdqx9mWiP287OTnH9d999V2/ZcOA2KbaWEHkFJZlHqMo/OSywHc5huXf7E1pq95Cd1vqdOG7/HnrrrbcoLysnJDCFhJgq6qp3iIqLrsDVKQA7Wyc83IKoKtmgt3xAytBiFi+wwdkuCg/nRIJl5fh75yFxy8DLNRF3pwQ8nZPwckknUFpNsL+WEH8tYQoNUaFNJCjbWaLQEirTEOyvJTKoFblPAbmpG2lQHSYrtXlUILpt2zZqarSUlmiQy4OR+UUTJCugpuQQTdVnaao+S3bKerzdk5FLKkiM2Eyn+ku6tL+mU/0l2sI75Ca8RXrsDvLTdtGoOk2r5gyvrrqp56RNT0snPT19WIfyy+C2HSy9XuSZmcP2Im+USMh3dCTWzY1gNzciHR2plkj01pE9haeCIFBVXk57ezsXLlwY1z68KLgdqY/1ZDVw7Swr0U1k2Nlzj4qidWQkt5Kg7KAkexcJyg4ykluoKFpH7+ZPyE5rpaykftRr7cDj1tRoJ3xN1k0K0rCkupWIrq2o7/2B2I378VN1YF21ApeeM8jvfIvszr9jf/Aedr0fIH3jPTx7TuGx8womWy9jdvQzZnXuZ0Z+K+aVK3Ba/za2736FxYlfYP7Ol5jsusuc7CZmB8Qz39EbbzcZiZFZlGfXTUiqUi2dnZ30948vaWcscPvgwQPs7HRAdvny5dTW1lKZlESmszOvBAZyOy+P5QEBtPkEUGUTIIK5Da6J3AtoYrV9ItmLpUSbORHg6YncxZdAGwlZPrHUBOUQ7qS7r0w1norU2gO3KAW2NVGU/uqACG7nqIOZl+SNVbg39vFy7OPl2MRImS9/5nQ1zwpAfqmD2HMrCNtYiWxFHrMcn/4Gc1jMonR/Fsf5YurjhIWFhd5vulibAN6Ut7HHvYmDXu30OtWSaKrrk+u0yIaHrSc5WryJJM9wPBbY4zzfDksXCZ6ySCxsnn0PEqGolRubUtv0oO3OrJXkuEUT4SIl1MqKixkZzB3UF3djQAB3Y2JEaDugjVOnkj51KsGCbgKwkSAQL9jgIswX/7YT7HAQHHAQHFgkLMJH8KFoZhEXHC9w0/emGIF8xe0Ku6fs5uCcg9wMvMmj5EdDoO23K75l4UydG/tk7knWh60n3TcdHx8fMjIyyMjIQKFQ4O7khPvixSS6uJDh7j5u2Tzt1+u8cCFfNDTwL52dOnDb0sLp06eB7w7carVPAXRg4N96+MlQhjKUof7uZQC3hvohlwHcGspQL1EZwK1Bo+nKlSvi52O8vSxv3LiBWq3GzctL3HaemRlWkUuwTYpD0taAbMs6FHu2EnLyLaLuvI///h0o3tiEbdrT+Dojo2czsU1M8Pb2Zs2aNVy4cAFBELCzs6OyspLXX3+dI0eOcPz4cfbs2UNDQwM2NjbPBibMzbl27dqo+yuVSsUfsy9y3AN6kUG9rVu3itvu2bNnUu/ZYNft7thWPs18g1+qjxncti+Zxg1vXZYZoO0k9PDhQ5qbm2nMyBixB91ICn3qtnRbuBCtzBfvJZYovNxJTk4e1iE4AD29lF7DXhsuXrxIZWUlkjgJrmmuSOIkVFZW8t5774lg1dxV52SZOn0q3iHeeGV5kbk+k8DCQHzlvvgl+Y3oho1tjiW2LJbo6Gj279+vt2/jjSkeGMQfLVpZrVajVqsnDV8vXLjAxo0bxw1QhjtntFotNRrd537z5s1jQtsBPQ9vza10PQ4lcnsu9a+dFLydKLhNSUlBEHQRnc8vGwxut716i9mzng7m2odSV37shYHt4B63R48eRRAE5s+fL0L+75sePHhAamoqUt8gJB7RJMXWkp7USlJsLRKPaDzdg3C090LiqSRYkU16UusQBfhnsGi3AOeZAAAgAElEQVSBLRamnng4JZGb9CYZcdvJTdlBXuo2ijP3k5O8hZzEvVRkn6Gp/D4tVffoUH9Kz6pf0fPKV6xp/UdqSy8T4q8lwLecYP9ymmuOj+m27e9/6pJ8GvkcEZaHp1swMkkO8RHL0ZacR1tynprC08gkBfi45xDgo0adf5tO9f9Bc/lnlKS9S1ZcH2kx2yjLPkpt6TnatKfZtuG+npO2oaGBxsbGIQ7ll8ltO1j3799n7969NDc3o9Fo0KpU1BUWUp+fT1FiIoH+/igkEsLt7cl3c2NPTMyQfuUqb2/x3KyWyagrLKS2tpaTJ0+O+fwv8h1vtD7Wk9WAMzYno5mlTW/xzv5fs/21j8lOayElro0EZQcpcTpn/fbXPuad/b+mo/EgORljO2knc00euFdkqhuR1yyl9OI/UHj2AfLqDpxUy7Gu3YD/R38S4459Pvgjljs/xGPn+3j2nEL6xnvY9n7Aoh3XMD36E6YVdzKvuAPLqhVYvHlLB20Pfcm8qteYHVfJbAcp9vYKgjziKYvtpCKua9zKj2iiPLuOtrY2+vvHl7QzFrhtaWlBEARcXFx48uQJu3btIjAwkEAvH0JsbQmytERuao73HAusZ8zHSHj2eyd/oYJ1ZpmULQoj0UJBjFswpdIUdmat5D3VLurCCqkJzMF2gc4VbD3fHNcAKTZVkSTcf42wj1bhcraWWcUy5oU4Y+ZuR0x1DjHVObgnBGEqcxGfy215FrJTLdhqo/Epi8M9IQhL2dN2DkYCju7uuHh542Bhj6OprTiZVRAEpAucabPN5qxsLe96vMLqebnMEqYjCAJqzwxu1hykL6+bLN9Y/Nx9sFhgOipMjHIJ5Gb9j3jUdooHLSfYktROkU8Swa7+OFpYELtwIbtsbHAZ1E9dOQywHfh3gyCQLAiYP13XVhCQPPecU6dOxc/Pj4CAAHLkOTS7Nw8bgzygR8mP+OeGfx4CbjfFbEIQBLzNvPnr2r+yPWE73ZXdbN++XRxrOX78ON2NjXQrlfw/q1ZBd/e49fBp7PEUIyN+09rKX1au1IHbxkaOHz/+nY0Hffvtt2Ic+MmTJ7+zxzWUoQxlqO9rGcCtoX7IZQC3hjLUS1QGcGvQaNq8ebP4+Rgv2Hvy5Alr1qzRmwE8x9Kcha7OmC0JxjI5HmdtJUFv7yPy/VOk/+IxQScP4r9vO/blBQhPB7UGZOpgT2RyEhqNhmPHjo17VrFUKh1zsOnSpUsYPYXEgwevJnPcA3qRQb33339f3LapqWlS79lg1+3S4CI+1x4dFtoa3Lbff40Fb38TspvHvhs47FFngLYT1Llz59BoNLSFhXEgLm7c0PYbjYbukBAEQWDGlCm0yWQkuzoSZm9PZWWl6PTs79cNqHd3d9PV1UVMTAxuHs963GZmZtLd3S1KpVKRV5SHX7YfeUV54vXo4sWLqNVqZs7RRfrZudkhl8uJLYsVQWtsbCz5RfmjumFHix8eb0zxeKKVXxS+vsi5otVqqdIUUKxRkl2QgEKhQBkTOia0HQ7e+oXYIwgC06ZN4dSdrknB24mA2ydPnogRncXFxUOWDwa3Eq8lCILAzJmzCZLl0qo9oQdst716k4aaN0iMVeHmImfatBnifihkcSMC28EKDdX1OywsLPy7n6sjacWKFchlcmQ+OYQqqkhQ6qKKFb4FBMlzUUgzCfTPR+5TQGx4MwnKDlGx4c3IfQpwdYzAbLErns6phMmayEncRU3JIWrLj9CiPkVJ9puoCo9SnH6U5or7dNY+YcOyL9mx7ht2rPuG7d1/ICvhdUJkNTq3bcqr43Lb9vfrRz5npjSSnlRHSlwT8ZHtrFv6GVvX/Jata35LXcVpFL6FBEnVJCu3srLut9SXPKAg+W3ykvZTU3gGTfG7NKnOsqzhHEf2/XKIk3a4vsAvm9v2eT18+JBz587R19fH5s2baW9vJzY2lszwcFTe3myPjBxxQs7gXuXLFAo65HIasrOpra0d89r1It/xRutjPRkN7kVbmLOcQ7u/ECdqNGvfJCulRReRnNJCs/ZNcdmh3V9QmLN8Ur1rx1JPTw9VGi2B1e0kbj2K+pPfE9bxGhLVUiyrVuB58JMhvWqdj32Gde81/HZewmPzSXx2XsZs+xVMDjxg7ub3mJ7XgmlFFwtqujE7+nMWrbuISV4XJn4JOHlFkxtez5uN1znzys8npIq4Lj1wO56kndHA7Z07d1iwQDfpZ9OmTVy+fJn6+nqK0/NIcwrH195j1N8t6XNlbDEvY619CVV2iVT7Z9GX1/0M2sqyqXFKJc05AkEQMBKMcAjywaZaSfqPtyM934JlXxHzc2WYShyxt9F9X5DL5ch9/DGxfRbxH/q6FtnBeixLwlgsd8bZ3hGbBRZYzjIR+8EmmgeiXCwlfIEPzub24rae8+ypsIrnqE0bexbUkDlT57ZdYDybLd61vO5fT5l3CpnyeIKCgvSg73CKNpex2qWUdoss0mYp8J/qiKmRbnLSlKeQtl4QkA7axmoQtN0yaxb/1tbGJbmcdYJAz8yZnPL05ExEBFONjZlmZETOoG1jYmL485//DMD27U9Ba8L2YWOQR9NfVv4F09k6KH2l5Ap0Myy4PX36NN0tLXQrlfxLZ+eEwC3d3eQ8nQhdq1AM67j9LmrTpqcA2tubv/71r9/Z4xrKUIYy1Pe1DODWUD/kMoBbQxnqJSoDuDXo+cGvjRs3snnzZvr6+qisrBQ/H4OBxFh6/PgxMTEx4rYmMinmoUGYK2TYJMZgV5BF4Fs7Sf3pp2T9+jNSf3qPwLd2YpObwQxTE70f9DbOTmg0Gnp6enj06BFvvfUWarWa0NBQHB0dmT9/PlOmTGHevHm4ubmRkZHBrl27ePLkyZj72djYiCAImJmZ6Tnl2traJnXc/f0vNqj36aefittmZ2dP+j0d7Lo9mLrc4LZ9iTUavP33qMOclbYboO0k1NfXh1alokMu51Zu7oTA7efl5cx4Gpe8OiiIV4KCqJZI0KpUegO5E+mD6ufnN2JU8EB8nSAIpGelU1paqgda161bN6YbdjyRmGM5ZScSrfzffY4MhrblTUqUaW5IAxwxt1pAYKTjmND2eXibWu6B8RTdpJ7Suigu9a+dMLydCLjdv3+/uO7bb789ZPkAuM1IqWXGDB3Ed3X2Jj6qmgM7fyoCmVVLT4z6OVNGKkcFtgM6dOjQU3A9jffff//vfr4Op7t37xIWFoZMGo3cp4AO7XWqC05SV36MVu0JNq66QVP1O9QUnqC15jo9r3wlqrXmI2oKT1Bb8SP8fVJxsgvFyzWNzITNdNS9y55tn/HqyptsWHmDFs0pSjKOUFNwga66H7O9+w8iuN3Q+TnRYc2EyEsJlo/fbTugwUA1L6ODrFQdaKsqOCg+x+urvyZmSTMy70L8PIvJSzpKTsJbpEfvJDthF0XpBylKP0BF3j5atadZ1ngaZVgZUZFpJCQkiJNDEhISiIpMQxlWRkP1QZRhZcRGZ6LRaF76iVsT7Vc+uFf5vpgYjiQk0CGXU1dYSHt7+6g9b1/kO95ofawnqsePH7N8+XKqKmvJTmvh1Vcu6TnsD/T+hPzMpWSltJCfuZQDvT/RW/7qKxfJTmumqrKW5cuX8/jx4xd+HwZAcnxNM0ENr6C69RXlVz5HXt2BY9VyrGvXI7v9b0PArf+t/4X1mzdx3nkVydazSLaexXnnVRZtvYzZO58zvXgZcwpamZffjEnvx8wpWI5JbBVmbqHEB5bTkdM7YWj7PLgdb9LOYHArlUqxtLRk2rRpzJs3D1NTHcQzNTXl4sWL1NfXoymuQh2aR2tEGVEOAXrX49nTZzLLeLr4d8QcCTts1Oxw0PBmYDt9kV2cKOjRg7atrrnkW0Yyb9psBEFgrrUJHi0peJ2ux3JfEXZvlmCZG4xXkJwAWwlh0kACpDL8bTwxsbQUnyuut5XYd7owzw7ETOqMzQJzoqzlBC7yRBAEnOdYcz96D58od9HimI3rrGfw1WG6GfLpzjhPMWeq8GyyresUS16Zm4NmdiwpM2R6AFYQBGZNn8v0hUPdt+HTPKmZHUPN7BiCp7nhaGymtzxAEMgXBAIH/d8UQeBSaCj9aWn8W1ubCDn/Y8UK/rpmjfj321lZrI2MpDPg2WtfWFgojoMMgNt1ynVsT9g+IXWGdZLgnECWR5b4f+uU64aA21u3btH91Cn7s/r6CYPbXzQ2MtXYmOlTpnC9vHxIj9sXrb/85S/iZ/fKlSvfyWMaylCGMtT3vQzg1lA/5DKAW0MZ6iUqA7j94Wq0uLm6wkK0KhV+fn6T/nysXbtW3NbO2RmXtCRMZFLss1LxaNaS8tldsn79Gen/9JCsX39G1O3LOFSVYBYaqPeD3dHRkSNHjowLxE5Ejx8/xt5eN4M8KytLD1onJiaKz3/9+vUJPe6L9j+bMUPnjoqMjJz0sY3luv2hu20H9yAbLSZwsvquo0ZHgrdnfV8OaPt9fL03b94sDvJ/Xl4+IXD7jUZDlosucjDK1pbPy8vFQf/NmzeLzzERcCuXy0d0qw7EN5qamdLQ0MCVK1eGgNbxuGFHez3G65Qdb7Tyf5eeh7ZLN2XQ3ZdCjsYLf6UJnnJTvORmVHbKxoS2z8NbWxedc8rSdhE7T2hHhbfDTfCZCLjNzs4W3S7DLd+6dSs1NVqCAoN0g/Vz51JaohF73orgtuP4oM+VEfPnLcbExFz8P5VKNe7rva+vrzjI/fd4b8ejrq4u0XUbH7FcjAsecCAvazhHk+os2pLz9Kz6ih3rvqFn1VdoS86LDtWEaDXWlp64O8USG9HA1vWfiq/nwGPUlp+kIucEry77uQhUd6z7hsqCAyRGtREaUEB+xvpxu20HpO+6bSIrtZm0hFYSo5ayofNz8Xkaq97FxSECT+c0Qv2bSYvaRWrUDnIS95KTuJf81L0UZ+yjUXWGpJil/z977xkc1Zm3eR9lgiRASKAcUc7dyqkVWznn0MrdyhGJDAIjg7AMJhgM2BhwwtjGxjb2OIBtzGBjS7PPPuPx+4x37JqZ3WHfL1v71rqe2pqqqZnf+6Hpo5yQAGOdq+qq8aBzn+5zn9Onpft3rv+fkKB8AgJCSEvNpVrVTLWqmdTUXAICQggJyicsuISQoHyCg+X3Xd3jl+SF9isf36u8OSCAvzU2clShoDsiAk19PadOnZrxtRbzO95sfawX6uvXr6NWqyktaqM0fwsXn/vTlPLoTw9+RmvDMzw9+NmUn1187k+U5m+htKgNtVrN9evXF/V+dCC5vLEZWX0v+ec/Rn37rpi49ZslcSu7+TNeb/8J66Mf4XfsfTwPXiLw2HtYP/MhZlvOsLKwnVUZtZhVb8e85xSrMppY7x2Ln38GZfHdXOgbWTS4nW+lnfHgdjaHhITQWFZDY2QR+9Laud35KjuTmwhz9CMxJJaoqCgt+DUfg5RhZp7cjj/BKwHbOOnRzv7ARnKcY6n2zaTBJZO93jVcDt5Nm102PubOCIKAnoE+64rlWJ8sxWG4hE1PV+JQEEViQgox9kGkO0QSYeOHvflGLCzHXivtuS1kvrgD11IFdj7uuK21R7lOxkp97d8g+33r+TrxFF8nnuKcrB/HFRvmPOY4Ix86VqfTsCqR+pUJpJoE4mFgwyrBmHXCajbqrWHlCvMp42KNvWlYlUj7+kxU1skkW8uJ84sgKSmJtLQ0mrOy2BkZSVvoxL8PX8jOnhf4/N9btvBEfDyG9z7z2dnZ4jrIiRMnGOgaYKBmCd01wIkTJ8TX+OGHH7QP0KSn81Zx8YLBrQ5ADygUDCYkMJCezsDAAD/88MOSrAV9//33DAwMcOzYsSXZnyRJkiQ9DpLAraTlLAncSpL0GEkCt8vTV69epaenB019PW05OXRHRdErk02x373SjYIg0NXVtaDyl+MXt2QyGf6Bgax3dcYyPhr3dg2Z//5bZE/vx7OziaChvUR/9CauDSo2KqJZaWoqjg0KClry4//qq6+oq6tDEARWrFhBXVXVBGjt5eEhvv6JEydmTV/Mdtz3A26trLQLK2FhYYs6xtlSt8s9bTu5B9nkn7/zzjsMDg5SXl5OQECACNMXck6XutToZHjbbpVMk3XSLx7azjXfd+7c4fjx4+Jcr1mzBgMDA0xNTfH09ESlUs3rvrPQ+R4cHKSluJhemYwf6+oWDG7fz83Vpj709PiiqIhemYyW4mIGBweXdO5u3ryJmZk2sVJSUiLOxWTQ+jDTsPMtrbxUvnLlCgcOHJgCRydD2z1Hy3nm9Qr6n1FQv8eTjFoHojI3EJttT4HGlwOvKecFbnXwtrJb++CSnp5ATnn4FHjbvC2DcrWCBnXNBGC/mHP85JNPTrvNjRs3GB4exsLCQrvQHRsrlk7WgdtTh0eoLhvAzzuGuOgCykoaUTeqSU5Ovq/vpL6+PgRBYPXq1QvuV/ywPD51K/cvpaH8nFgu+OUzPzG87zbdmss0VV6hr+lLjuy9S1/TTRHw7t3yATnprTjYb8LFyZ/IkBJODN+ZALgm72Nox0/0N39Js+odImQ1hAbnERKURkHmFhJiKwiVKUmIT6CxsZH9+/fP6cbGRpKTk8lOV8+aupX7F+JsF4WPWx6Z8ccoSj1PacZLlGa8RHn2RWqLXqe64AJy/1L8vJLw9YomN6ON/KxO8rM6yc1ow9crGj+vJGR+Jfh7JxEWGsbZs2cf+XlcjO+3X7muV3mEtTV31Wq+r66mTy6nLTeXjo6OafuVj44u7ne82fpYL9RzJW7n8lInbnUgObGhk9CWHTTe+h+ob99FffvurD1udQ7+4v9g++x1nI99SOAz7xB09Cruw2+zKqMW84xqzFMrMe04wur8dlbJUrHxiCEnUs3+mtcmwNgzLbcZyH2T3dmX53SKj4qogBTi4uKIi4sTz2tNTQ3d3d2i+/v7eeONNxgd1YJbS0tLiouLefLJJ7lw4QKvvPIKjY2NU4BkoJ2nCG2/6X6dO12XOJa3ncaIQhoLqsnPz8fR2l7c3t3Ujq8TT/FVwrOc8G4je30E2daRlFjGsdujirfkA5z0aOdZWTf1XlniOBN/W9ZmBWKVKcMhJ4JNWdGEh0VT6ZtOrWcmKVZyrE0sWLF2LP2qfKqLjLPb8C5NIjAsjAALN2IstQ/rrDc042XHzbywoY0nbVQkWQSxacXEB9H0BD3sjSxZazT291q+ZTQDHtUc9NfwpF8jLS65BK1xI3ClE3GrvYk09cTUcOWUeRpIa+PH/Z/y3w/d5K9DX/By/TA9ybVs1/RSXV2NpqGBAaWSZFfXCeOSXFzmBJ7/2rOHi3l5DCiVmN372zIpKUlcB/n+++85ceIEhw8fXjKfOHGC77//XnyNf/zjHxw6dIiB+nqeiI/n/9u69b7grQ5ADzQ0cOjQIf7xj3888HUiSZIkSfq1SgK3kpazJHArSdJjJAncLj9funSJpqYmmktL6Y6IoE8u52xyMp8VFvKdSsWPdXV8p1LxWWEhifdScoIgUF9QQFNTE5cuXZrX64xf3Nq1axdxcXFY2dqyMSUeV00Nnl3NeHVo8OtowrNdjXNDFU7VZdgrE/H29RXHyuXyJT3+q1ev0t3dzbq1axEEgQQXlynAOthq7Kn0WpWKnp6eeUPrxYJbc3Pt0+hRUVGLOs6ZUrfLPW07uQfZ5J+PL1k6ned7Th9EqdHJ8Fa5MYgkZ/kvGtrONt+ffvqp+LPZbGRkxObNm5d0vhebuL2rVpPhrE28FLu7T5u4XQrryrm7urrOubD+sNKw8y2tvFTXvEajoUE98fqeDtq+O7KbE1dq0OyV0TToR+uwO+V9ruSqXchTe94XvHUP0Jbud/Wyolyj4Nhrmnknbpf6HB8/flz8TLS1tYng9ujBW3Q2nSQ/q4vC3I4pPWx37dp1X99Jn3zyCQa6kuC7dj2wc7xY61K3Mv8CslJ6p03M6lK3+/r+MCFt26Y+QWFuB8nJyYSGhJKdrhF7wM60j57GG6jL3yYpup8gn0I83MKJDi8mLakJX88EggLiCA+Np6pSI6ZdZ3NVpYaw0AjiFWmzpm6bq1/HZoMfbo7JhAe20lJxi87qb+mp/4b+pm95atdfUBU9h1LRRXZaK9t6Xubcie8neFv3S6Qm1hHkk0uAfwiFhYWP/e8A99uvXNerfIWBAT/U1HBXreZMUhLdUVGo1WrxM63rVa5z7r2HdgRhaq/y48ePz/g+5+pjfT+ercftbH4QPW5nStzqnDR4hsC6Xmxrt+E29Masiduos5+QfeV3uGp2Y64sY21QNPY1WzDJa2ZFfDGrnAKIDC6iPnUXr2//wwRwO5D7Jv2Jr7A59tU5rXCpRO6WiNwvEl+PYPG8FmfUoMpvFl1XqaG/v5/R0VFu3bo1LdTXVcZYs2YNxkZj5Y8vlB/gm+7XRU+At6nl+Gwcg5FWJmvFlOshfw056yMoMY+mziqFD4L387x3Dyf9uzgV08955R7WGGtBpPGqFTh4uhMSFI4iOI5w/3Di3SMocUviTPx2lOvluJpYY7JuDLKm7m8n43g/XsWJRIRFU+CswMxAC1UjjTw4aF7B7tWFhBq5EWzojKfBWKnkFJMArvjv5rvsi5gbrhL/Pd0xkucTd/By6l72B1aRv1FO0To5OaYyGs3j2W2Zi5FgMOV3vB3KJv77oZuix8PbLQ1dKBQKrExM2DhpnLGBAf+5ffus0Pb98nKxJ+zKldrjS0tLe+jrLdevX2dg504GlEou5uXxrz17FgRtxwPogZ07uX79+kM/BkmSJEn6NUkCt5KWsyRwK0nSYyQJ3C4vX716FY1GQ2t+Pr0yGUcVilnTCf1yuXh9NPr60pqfT1NT07wg5niAuWXLFmJjY9no44V1ejJ2BVk4q0pxKszBrSQf/9ZGnKtKsM5UYqdMJDguVhy72OTpeOugtSonh3A7O2JsbTmdlDQFWtf5+IwB6+BgmktL5w2tFwNuv/32W/T1tf2ilErloo93utTtck/bdnR0iImX6SDJ+DJ4+vr6uLq64jvuQYKFnNMHUWpUB28jAkMI9Q5E5f/LhbZzzff4nnIeHh6o1WqOHTvGK6+8wunTp1GpVBPSzjt27Fiy+V5Mj1udbxYXY6inh5G+Pmo/vyk9bhfrW7dusfbeAyZHjx6d15iHlYadb2nlxV7r4+GsDpIePHhwWmh7/uM29p7JpP9YNO1P+7L9hSCG3pXTfMD7vuHtU2+moa+vh76+HlnlQZRr4tD0p82rx+1Sn2MdGHB0dBR73urSlNMBWx2QW8x3kvze7wBL+T281NalbuXB8USFls6amNVUvDMhbZuf1YWqsoXW1lba2tpQVbaQn9XFqcMjM+6jufIqqoILBPmU4eWWgrtLLMmxXUTKa5H7lxAuKyIlvl48N3O5MLeD7OxscrJz5ux1u8k5mo2WPvhsyqUs8xV66n5Hf9MIT/T9wBP935Eav5ksZRelBVs4f/I/pgC78yf/g+jwPLw9wwkLDVvS+9Wj8v3ey8f3Kj+qUHBXreZGYSG9MtmEe/lCS97P9D7n6mN9vx4aGqKhQUNBTgeb21+YF7jtbXuegpwOGho0S/odMV2PWx24rfnkj4RotuJR14dN3Xb8rvwwbY9b2fH3KPvoj5S/M4pDtgrX6CQ2BIbjUNrKivgCVnqFYuEYQGFMC8+2fTql/PHu7Mtsjn2VLvkl+sLfmtXxjjWEOKYR4p6Au91Ya5iqxH6qk7dSnbyV4th2sZzybMdua6sFmwqFgoSEBHFfkU6B3Om6NAXeni4aoEKWSaCtp7ittYkFH8kO8EXUEU74tJOxPoxcqyhKLGN5ylvD2/J9nPRo52nvZvrtiwhZox2rJ+iRYxNNh1sBnW4F1NgpKbaKY6e3inbfIlKs5FgZr8Vkw9iDcr6pMfjkJeCSEobXJh88DMau8/KVMexYnU+ysT+eBrbEGXnjaziWDN7hUckfcl7i5dAdE67/AItN9AeU8pR7MQVWwag2RNBoGccJpyou2KvZaZU97ecmwMqdb3suT4G3R/O2EWnmLfbJNZ5m7Kcq1Yzp1Iv3ygsPaDQMDAyIf1+VlZU99PWWv//97xw5coSBzk4GFAreLy+fN7ydDKCPHDnC3//+94d+DJIkSZL0a5IEbiUtZ0ngVpKkx0gSuF0+vn37Nj09PWLK7GJq6px9wIZiYsTrY19EhJgq6+npmbN88PjF4qqqKgICArAMDcY6I4UNimgcs9NxTFLgkKnETpmAa2EuVnGR2KYm4RIRLo6trq5ekuNfCLQef9x9cjm9Mtm8ofViFsk/++yzJT3uyanbm6oTyzpt+80334iJl5qammm3efvtt+nq6uLMmTN8+eWXizqnD6rU6JUrV+js7KSkpISm6oZfLLSda74//PBDwsPDOX/+/Iz7uHDhgghvTU1NuXnz5pLM9/2mtCb7WHw8WS4ulPj5TUhpLYXfeOMN1Go1fX198x7zMNOwD9KToa2uLHF+iRK5XE5OgXJaaLv7TBLbz0Tw5OtxPP1eLMPvRzH03uLgbfO+MKJSHVHkuJCQ7YWfzImcAuWSfO4Wco51YCAjI0MEt7MBW50X851UW1uLIGiT7Ldu3Xrk18VMHh4eJiVFOa/E7OS0re4hJt2DToW5HbPuQ11+heSYPgJ9CnF1iqS25Hn29/+B+pJLNKteoUvzGmeP/X5K2nWyjx68RX5WJ6rKFtra2mhtbZ211+0T/d8REljMegtHPFyURMk66Kq9zdbm33F44G/UlJwlLaGHvMxOdvdfnhbYnTo8QlpSA/FxaQvqd/xL9mKqJ4zvVa6DuZOrJywVuJ2rj/X9WnfPr6rQPnRw/NBXs0Lb44e+Ij+ri6qKlgfyHTE0NEStWkNofQ+pwxcnpG5zTl8luK4Xh9qtOPafIPiL/4Ps5s+4vvJv2B79iMDj75H08i0af/s3Yrc+hbyiiWCZjJCsIlzy61gXHI2pkzceTqH0FtSAYBIAACAASURBVBydtm+tDtz2hb/FmYIfZ3WR/3byZO1UJ28lPVQlnseLfaPT9sGd6ZjHP4TW19fHxYsXMTIyQhAEzFeYcixv+xR4+1LFQdQRRcTajyV9HY038LbHLs44t3PUuYk+91KSNsgodUmiwTmDZwLaeNlnC4NWlWy1LCBrdYg4dqdbBTdiDmsTuwkneTN4D2122WRsCCN6YwAuFnbY2tqJ29tZOxDmHkLgpkBCLX3ZoKet9rNGfxU7XSrodMon1TKEIEt3fFY74TMO3A4Gqfku+yJZGyInXP++ti7kWQZRbhNCm3McrRsT6LdJ47JzKy/Y16Nc6zPt58bMcCVbQqv5r1vf4S8HP+fjmufoty+ibmU84UbuBBo6YSjoTzu2OyKC/9Xfz39u387/6u/nu5YW3iwu1pYUVioZ6Oxk3759/Pa3vxXHbNmy5ZGsufz000/s27dPC5IVCi7m5fG/t2yZszzyeAC9b98+fvrpp0fy/iVJkiTp1yQJ3EpazpLArSRJj5EkcLt8fOrUKTT19XRHRHBUoZgT2t5Vq7makyNeH88lJnJUoaA7IgJNfT2nTp2a9fXGLxbHxMTg4umJVXQ46wJ82RASjEtyPF5Z6fgpYnHJTsc2JQHLkGDW+/uyMShAHLt3795FH/tCofXk476gVM4bWi9mkfzChQtLetyjoxNTt30RZcs6bTu+1Ojrr78+73H3e04fdKnRK1eucPDgwSWFhb+E+Z7sqqoqcT9PPfXUksz3/fZFnOz59kV8mH4YadgH6ZnKIHfvz0SR5U5ojAd+Mic0/Wm8O7Kbl290TYC2T7+dwqujpbxwK4fD78ctCbx9ZaSEhp1BxGTaERrjgVwu5/Dhww9tTiaDgeHhYRoaNLMCW50X8500PDwsjj158uQjvzZmsu4hpbkSs82qqWlb3UNMX3/9NWq1mqSEXBRRVfS1XWZP/0eiuzSXqS56jnzlYfw8snF2CMHBNoiMxF3UFr9GWfZZqoueo0szcdwT26/z/PGpJWw7m07OCI6nS93WlJxFqejE2dEfe5sAfN3zqMx9ad5p2+le81Gft6XwYvqVj+9V/k1ZGX+qrX0g/crn08d6MT537hxqtZqivHYaVAd46fSP057/l07/SH3VkxTnt6NWqzl37tySvxcdSM5tbEPWsJmKq78TwW3Dl/+dqN4n8avbjHXtNrye/xK/3/xPrI99jOexa4Q8e42az/9M/osfIavvpbyxmdzcXKobGgmt6cDOyQV7+00Eu8VxoW9kScFtqaJz7F7Xfn1B4PbgwYPiWN3nysXFBUEQMDQwpDGicAK81UHbhoBcYiz8xbHuJrac2KBm9/pitm4sotc6nw7XfDIdo6j0SKXaLoXd9uWcsmlm/9oymsxTxLFZ68J5zrOTT6OH+SrhJM8EtFFqE0+8rYwUtwjqPbLwMXEUt7fUMyPDJJhkY3/iTXwwvVcmOco2gAuxOym1jqfcXUldVCHpPrFE2weJY/tdSzjs10KQudsEiOq0Zg2Vm4JodI6kyDaIdicFRWtDabRQ8LxbNeYGK2Z86CHTPpwGt0y6NuTQsCqRupXxKIx9CDR0wlTQjpuutYbMxkYLNcc7PZ2BhgYGdu7kyJEj/PTTT9y5c2cMzF+8+MjWXf793/9dC287OxlQKnkiPp43i4v5rqVlXgD697///SN775IkSZL0a5IEbiUtZ0ngVpKkx0gSuF0evl9I8ef6elbcAyHNAQELghTjF4t9fX3Z6OLMGidHLAP92JSWQmh+DpXVKhISEggOCcEjLRn7jBQsA/wwW7dWHPvWW28t+vgXCq0nH/ffGhvnDa0Xs0je39+/pMc9OjoxddsbXrps07ajoxNLjS5k3K+91Ogvbb4n++jRo+L8d3Z2TvjZ119/jcO9XtxDQ0MLmu/53Bc+yMtDEATWmpjwh0lproXcF35tnjzvS7VfHbTNyktGEARWrDLmlet9nP+4jYHTGZS1BxKTaUdCthflmjiOvabh6OVK9pxJY/uZCPa9FDsBuC4VvH367RS2nQ4nvcITRaY7BUXZS97PeDZPBgM3btzg8OHDvPjii3Peyxdz/7p27Zo4tr29/ZFfd7N5PonZLs3ladO2un20tbURHCwnJCif9MQ+2uvfFN1W9wblOc8RKVPj4ZKCxTp7nB1CCPIpJithmOLMU5TnPEdb3RsTxnWp32D/jhtTkq/TgWMdfJ6cut3adlMEs9Hh+Viud8DLTUlsSAcHtv9p3mnbya85n3m9ceMGw8PD7N+/f8k8PDzMjRs3luyzsZh+5bpe5VVeXtMmbpdiDpKTtfczKysr9u3bt+Rz8M0337BlyxZqa5rIz+pk/853p70G9u98l/ysDmprmtiyZQvffPPNA/ksnjt3jka1muj6LmK3DtP427+J8Lb0za+R1ffiUrcF26Z92J+8gcPR3xB8/D1y3v4v1H32I2GtO0lp6ECtVnPp0iVaW1upVWuQyWREBCvIj9JMC20XA27V6XvHHhBreHtB4La7u1scq3uQzudeyxVDQ0MaC6ppjCjkdNEAb9Y8I0LbBucM8q2jxbE+xg5sXZNPl1km2StDiFvpS+PaFHpcilDahJJpFU7JuhgGLEo5alHHTtOCMYBp7MozThqe8+zksF8LDc4ZFNjHEWXmTe6KUHJXhBJs5IK5nhbQ2uiv5ckNVRzxbeGIokfcT6Wrkhf8ejnoq6bOMY0S50RSnSLxtnAWt1GY+1G+IR5P8zEQLAgCnuvX0ySTsV2uoMEpggRLd2LXbiLXIpAMCz9xO71pwK2T3iqCDZ1JNQmcAm2VSiV/+MMfxAfzBEEQ/9vT3V0LQdvatP+7YwcDAwMcOnSI69eviyWFT5w4IY794x//+EjXXn766Sdt2eSdO7WAOT19KnyeAUBLkiRJkqSlkQRuJS1nSeBWkqTHSBK4XR5eTFnQyHtl4iKsrbmrVnMmKYnuqKg5y4KOXywODQ1lg7MTDrIgvHIySCkpQq1WMzg4yKeffkpzczNyuRxfRSwuORmstlgnLnIt9tjvF1pPPu75QuvFLJJnZGQgCNp+oEt5/nUL2l2JFb+qpM1CPb7U6ELGLYdSo7+k+Z7sp556Spz/yYunnZ3alIybmxsjIyNT5vudd95hcHCQ8vJyAgICJvTM3blz54Qk/gWlclp4G2+vLRFY7+s7AdouJIn/a/PkeZ/889nmfabP0OSkrZuXNYIgkJzrLyZqt50Op2FnEAVqX0rUYZRrFAyerZg2cbtU8FYHbcvaA1FkuZNfoi2T/CCS7nfu3OHKlSucPn2agwcPMjg4yMGDBykqKpoCBubrxdy/bt++LY7Nz89/5NfdbJ4rdXv6yO/Zv/0GTz9xc0aAeebMGcJCw/D3TkLuX0p1wQU0FW+LLss+i59HHs72UWy09MTFMRyfTTlEyzooz75IbdHrE7bX9dN9+omv5pV8nSl1mxrfJ4LZguwuXJz9cHbwI8inkLqSlx9o2vbpp5+moUFDtap5ydzQoFmyxPpi+5XrepUb6+vzenr6lB63i52D8rIGTEy0icHExPQHMgejo2P9ZcuKWykt2MK5ExNT3udOfE9pwRbKiltRq9W8++67D+yzqAPJ5Y3NyOp7yX/xowklk5MGzxBY14tlSTtr1fvwO/Y+UWc/ofHW31A+dYHQ+h5q1WP9d998803Wr1+PIAjEhaVQnbx1ScFtRmj1BIjYnX9kCrjt7Oyc9t58+vRpsQy2IAh8+umn3LlzB1NTU22y1dIStVpNY2o53XHVDGf30RBaQINLJu0ueRRajLVmCTJyZvvaAipWxRBp5IGvoT0KE19q1iRQvC6GWHM/skxDUJnH86pVNwfMKzAUtABzk4E1+9eV84yThkLLGFLMgwk2dCbJ2F+EttHGnvivcNL+jqRnwHORfbyc8QTbYuvF97DVpZS3Q59gh3M5+eujCF/tQchqF+yMxx6odTWyImSVM+uNTCfMm8LWhSaZjCa5XAtvnSNQ2DuT4rAJt9WW4nYbV04cJwgC6wQBRz0zggydxfLI4b4ytm3bxl/+8hc++eSTCdvresPLZDIuX77Mq6++yuXLl/n888/54Ycf+Mc//jFhvUOlUokPEv4S9Pe//53r169z6NAhBgYGGNi+fV4AWpIkSZIkLY0kcCtpOUsCt5IkPUaSwO3y8GIWtgYiIrTJJwMDfqip4UZh4bQLW0NDQ9o/Pu85914JOt0fyo5OTjgEBxIaFUVGRgYXLlwQF/xHRkY4duwYMTExBISFYbhCu8ifkpKy6GO/X2g9+bhngtazHXdubu6Enx0/fnzG9zkyMiL2Ay0vL1/S869b0NbUNy7btO3kUqMLGbscSo0uha9du8bw8DDXrl1b1HxPdllZmbivY8eOif9+8+ZNsXTegQMHpsz3+BTMdB4YGODq1as0NTVN6H39/aSHO3Sl04319fm2vJzvq6s5qlAsqPf1r8nTzft4nzlzZs55nzxmuvLIQy9oIbyBoT6dB6NFKPvKSAn9R2MnwNt9p0ofCLydCdoudU/pr776ilOnTtHRoU2ZaerqaC4tpaW4mObSUoL8x8ppHjp0aEEPCSzm/jU6OipC97i4uEd+7c3l2VK38wGYX3/9NYWFhQT4hxDsW0BF3nGGd/9VtKrwOSJl9cgD8klX7CYxugO5XwURwWraqj/hqV1/YXj3X3ly6x8n9NO98Nx/m1fydabUrVLRS5ayi4wUNaGydHx9grGwWI+vZxqB3oVEhzQQF1lJbfnhCWWade5ru4wiqor4uCyUSiUDAwPzTr+eO3dOnNP8rM5FWzf3L7744pKc86XoV34sPp5emYwtcvm0DyYuZg6SFJV4uYcR4Bv3wOZA56GhIRoaNBTkdLC5/YUJ131v2/MU5HTQ0KBZ0ioJM1kHklMaOghr3UndZz+K4Lbmkz8ia+jFMjaTdWmV+O0/T9lHf6Ti6u+QNWwmt7F1Qv9d3YNC69evpyqvaQK4fW3b79lRdpaMsGo87IJYaWSGvp4BJgarcFjjQ4p7I4Opn82ZuA1wiRLvk9kR9eL+qxL7SYstIiYmZtp7s6auDi8vL3Hsl19+yf79+8X/7+npOSFxe63xFM1RpdT4ZVFiGYfnirHesUkr/KlYGUOCsS/+ho7Y6VsQYOREmLE7AcZOJK3wJ2dlCDvXFHF4TTWD5mWY6mkfCnAx2MCgeRn715ZRuzqeWCNvwgzd8DS0Rb7GnTLXZDRu2fS7lWKop4W9Zc5JnEveRb6TQnwPx33b+SBgPxuMppYlnsvBqx1o8JBR6++POiCAzcEhNPv7U+vtjYGenhbQGpngY2w8ZaydIGAraEs4R6/1pbGshrKyMoaHhzl//jwxMTETtje+tw9/f3/Onz/Pb37zmxnXOv71r39hf+8BvK6uroe4yjK3/vGPf/DDDz/w+eefzwtAS5IkSZKkpZEEbiUtZ0ngVpKkx0gSuF0eXkwpue9UKkzulaQ6qlDMWErO5l5CdT4OCAiY9n1eu3aN+Ph4cbuenp5FH/v9QuvJx31XrZ4WWi/kuGUy2YzvczzseOmll5b8Gvjwww95+umn+fDDDx/59fioPgO6+V1o4ni5lBpdjEdGRuju7kbd2EBPTw8HDhy47/ke748++ojVq1drF/zWreP27dvizzo6OhAEbUL922+/nTLf41Mw+vr6uLq64uvrO+VcXrp0iaamJppLS+mOiKBPLudMUhI3Cgv5TqXiT7W1BFhq0yIJ9vb0yeV0R0TQXFpKU1PTovr3Po6ebt7H+/Tp0/Oad51n6ml7/uM27F20qRp5gvUEGPsw4O3DgrZXr16lp6cHTX09bTk5dEdF0SuTTbC/5VhaqbG2lp6ennk/LLBYcGtlZYUgPB7l3mdL3T535Hdoap8iJCiV6KgklEole/funVLWtq6uDldXV1wc5QT5FNKseoce9Wc0q94hQlZDoG8GHq5RxEe0ExJQSaB3LpGyBspyTnBk712O7L1LX9NNMW07vO/2gpKv06Vu0xO1aduosBy8PSMIDozG0cEVR3s/fN1z8d6kJCqkipaa1yaUadY5LXEzIUH5BASEkJaau6D068Q57eTowVucO/H9gn304C3yszoXXKp5Lj/IfuW6Esl79+5FqVQSHZVESJCSqpLdqKsPLdhVJbsJl2dSUlT3QB6i++KLL2hqasLMVAvd6ioHefnMTxw/9BX5WV1UVbRMAKL344sXLyIIAubm5nOWeh4aGqJWrSG0vofU4YsTUrdhrTuxCYrALjkfr4YtNN76H8RufYro+i4a1WP9d8c/KJSeno4qv1kEty9038Zs5VgSdCYb6htRErBrVnC7v+Y1cftNtgHa/Xd8Q4qPinDveKJ9fWkOC6PY3X3K/Tlo3N8BRUVF4u8sgiCQl5Ap9rj9rPEF3sgb4uXiA5R5K8m2jcJCfyx9GmXsQbKxP6nGgYQYuRFr7I2ToRVW+ub4GtqTYhzAZtNsnjZXcdC8ggPmFawQjBAEAQ8DG/aYFbHdNJ/dqwspXxFNrLEXYeu9CbPzI8c6ikG3Wo46qAlc5YogCHiZ2nMksIkAM5ex39dcurjmuYsNBuYLBreBBhtRGDoRIeiTKQiUCQK9gkDSuG1cBIFqYWq5ZGdBINzQEC8PD6rLqxgcHMTOzm7er61QKGZc6/jiiy/E7UZGRh7eIoskSZIkSfrFSgK3kpazJHArSdJjJAncLg8PDg7SUlxMr0zGj3V1C17QynNzQxAE4u3t+VNtLb0yGS3FxQwODoqvsVQAU5dYtbW15ZNPPln0sS8GWo8/bh3MnQytl+q4dZDJx8fnkV8vj6tnKjN6+vRpampqxPMglRpder/44oukpKTQkJGAWq2moaHhvudb55GREWJjY8X9jE/ufvPNN2JCvaamZtr5TklJoaurizNnzvDll1/Oei4nwLPc3CnwLOFeWsPYwAB1Rgaa+voFwbNfi2ea9/F+++235z3vM0Hbl290sfdMJqmlHgiCgMlKA57/omACWH0Q8PbpKxkPFdpO99DA2eRkPrv30MCPdXV8p1JRcO+7SBAEWkNDxYcGLl26NOdrLBbcmptrF/CjoqIe+fU3H8+Uuu1uOU2YPBM/73jkwbFkpBdNW9q2qlKDj1cQGzc44eGiJCFyM41lb5MU3U+QTyHubuH4eaYQFlRBkE8RXpsURIVUoVT08kT/dwzt+PG+0rY6T5e6zcvsJC+zg9hIbRo4MqSAqPA8rNY7sskpAZsNvqQpdk4o06xzdcEF5P6l+Hkl4esVTW5G24KTn/NJMs/l+y3VPB/Pp1/5bJ6pX/n4EskZ6UXIg2Px844nXJ5PdlrXgh0uz8fbMwJlivKBtawoLi6+B1YtqK96kovP/Yn6qicpymtHrVZz4MCBBZexn+zIyEgEQaC0tHTW7b744gtaW1vJbWxD1rCZiqu/Q337LhVXf0dwXQ/+UbEERMYSWNNF/J7jyOp7KW9sntB/d/yDQl1dXSK4Pax5j9K4TvG9rzPdQIBLNMEOichs0wncoMTDMhx9PcOx38Ht0ijy3y46wDoJP7toQtwTqE7eyuoVWkCsr2fA0fpP2Jb2CkluJUTZBBFvb8+BaG0/Wo9162gPCuJ4fDynEhJQjAOM+vr64n/7u/uK0PZ6/VlOx23lVFQfp2L7eVa5lWS7UAyEse19De1JMwlCaRLIMfNaWkxTcTKwwl7fgkgjDypXxvKkWTkHzSs4aF7BsLkKfUGbZA0wdKLfNIf+1TlsNs1mj1kRNeuTSDQPJGK1JzLTTexdW8Sza6poWZ2IIAjoCXpUrA/D1nAMfjeaJ/HmhlY+c93CR+ubeNG8gqHVeWQae6EwdMJdWEm4/gb6TQKpNfKY8DeOn/56fIUVbBIEOgWBgXHuvQdy2+/9f7tJfx/5m5mxMzqa9upq+vv7uXv3Lk5OTksCbjUaDYKgbdsjSZIkSZIkgQRuJS1vSeBWkqTHSBK4XR5eDLy8q1bz/j2YaqCnx8f3SopOTtwuhW/evImZmRmCIPDkk08uyT4XA63HH/c3ZWUzQutf4nEvJ89VZlRTV0dgYOB93+uWU6nR+/HIyAh5eXmEBgVQ6W+Ppq6WlJQUcc4+/fTT+9pvS0uLuI+QkJAJ6c7jx4+LP5uceJ1tvmc7l7NdRzW5uejdK/WXmJjIqVOnllVP2/nM+2yebt5ngrbvje7h6OVK9pxJo3NYjr6+dpx6V+iUUsZLAW9LulzJVbuQr/am42DkQ03aajSaCWW6Z0oL9svl4vztCQ9fUJnuxdy/vv32WxFEKJXKR379zcczpW43t7+Al3s4IYH5RIaUkJvZPnN527gaHGz9cbaPwt+jkLyUZwnyLsPLLQV3l1jiwluIlDUgDyghIaaRZEU9aQk91JY8v6i0rc7jQWl91QG6W05TWbyTMHkarq6uyIMVxESU4e+diKOdP872YeQph9jR9m9TXJA2TEyompjwMlQlQ2zvfpeuppeJi6okKSEXtVo9Z/Jzrv7Bc3k+wHox/uqrr+bVr3wmaDtTv/LxJZJzM9uJDCkhNKgYmV8JSTEdKBW983ZSTAfBvlrwXlRU9EBaVoxPpyriksjP6qS57jD5WZ3U1jRNaDswned7fzh37hyCoO0lf+3atTm3bVSria7vInbr8IRkbWlpKTk5OSQ3dCCr7yWloWNC/93JDwp1d3eL4LZeuYv04BqszByI8ywiT9ZOnqwdhUsl0XblxNhUkeHWSZRdiQhvDfWNUbo0k+HWSYZbJ0FW6QRsTCbEMY08WTs+9hHiXCh96tgRe4YUmyyU9nK2hIRwZ475G29HKzuqAjMnQtuwXk56tPOMfxtq1yw81zhOGONtYEe8iS/9pjkMm6vINQklwNCJaCNPCldEsHV1Lk+YlfKEWQlH1tbwusVYOwhfQ3v2rC5kn1kJfabZ9K7NYffGUuoskkkxDSTM2I1QQyeOrC7grHkFfga2CIKAjZ4pG/XH4H2ckQftpolc39gmQtsSkwDijZwJ0V+Fm74+yUZrKVqxCdUKzwnv30ffGLmhIalmZmyzteU1Dw8ue3vzlp8fbwcEcNnbWwS5sZPmK8XVlQGFgoG2Nl599VVxneKf//wn3t7eCILA0NAQAHfu3BHHXbx4cdZ1jp9//lnsh3vp0qUHuqYiSZIkSZIeH0ngVtJylgRuJUl6jCSB2+XhxfS41TnD2RlBEMhycZm2x+1SuK2tDUEQcHV1nbYE5/14sdBad9xVXl4zlon+JR73cvF8yoz2ymT43Vv8EwRtj6uFJCWXU6nR+/H7779PREQEyZ72lHlbU5etxH9cT847d+4seJ/79+8XQamdnR0fffTRhJ9nZ2drF0cdHRc03/M5lzMltz08PESI/Kjn/FF5tnmfzZPnfTZo+97oHjFxu/tMEo4e2sSnb9jGafvQ3i+8ffq9WOoHvEkus0VZ7kyBxpetz0Y9FGh7+/btCaDpYmrqrKBpaFx/v4/z82cETfOZ+4W8z88++0wcW11d/civv/l6uoRoW+Mx/HyiCAmOJyW+ftaSv2eP/Z6inD3IA/IJC6hHEd5LfEQPSTEd1JY8j1LRQ1RIFdFhFXQ2vkJJfj9Zyi6SYzupLrhw32lbnSeD0kP7PiE8JIsA/zB8vILw95cTEpSPIlKNl5uCYN98ImUaWlTX2aweFd2iuk6kTEN4cOWEUsq60snBwfJ5l/BfTOr2QaZtdZ5Pv/LpyiPP1q98cpnonb1v017/Mg2lr9HV8ClDO3+cl3f3fEukvBZ/7yTCQsOW/HdnnXXpVCsrKxobGykrbiU/q5Oy4lbUajWDg4Pi53k+Zexns+47fq7U7TfffMOWLVsob2xGVt87JVl74MABatUaIuq7qVVP7L87+UGh8eC2OnkrebJ2srw7J6Ro05w7SLFvQ2nbSZ7rTvJcd7JpTbi4n7CNheK/x26sIcaminjHGrK8O0n3rxe3s1xly56Apyhwykfjk8Ce8HD+XF/PmaQkNP7+hG3ciKOZGaZGRhje+11FEATczM2RWW4gwy6MUvcUflN9cgK0PbGplYp1CuLM/VhrPFYmWRAE7A0sqF2p4IB5OWUro/E1sEdpHEiOSQhPmJWyzTSPHaYF7DQr4FWLLtpWp4ljPQ1sqF6pYL9ZKXvNSuhanUGfaQ5H1lSRtSKIZBMfAgxsyDP25V3zOmpXhKEnaEsWm417D66COUojL1pXxorQNt3cm6pNvmwJCeGl1FQ2y2R0eodSbRkoJn4FQSDN3Jx2Kyv6PDzYGRbGXxsaJnze/ltFBfv09BgQBHIngds8T08tuO3s5PLly+I6xeuvvy7+zvF//+//BeDEiRPiuD/+8Y+zrnPo2nb4+Pjwz3/+84GuqUiSJEmSpMdHEriVtJwlgVtJkh4jSeB2efjKlSuo1Wq6o6I4m5x8X+D2ZnExhnp6GOrp0SCXo1ar77sE6nS+deuW+FT00aNHl2y/i4XWuuM21tfn9fT0JYfWD+q4l4PnW2b0s8JCEh0cxHtdfUHBvMuMjo4uv1KjC/X+/fuRBQVS4LKGMu+NqKL8JywG37x5c0H7O3r0KIaG2oTM+vXrp4XstrbatEhGRsaC5nsx57K2tlZMGd26deuRz/uj8GzzPpvHz3tTU9Os0Fbn8x+3sfdMJlFp2nKJBoZ6nLtVuCTw9pWREjqfCielzJH4fCdisuxpGQx+KNB2dHThpV2v5uSI8/dcYuKMpV3nmvuFXvMXLlwQx+7du/eRX3/z9XTgMz+ri9SUPMJCwyjIbpsTPh7c/QUxYRWEBlQRLW8jObaXrOSdVBWeIi2hh0xlM42qY5w+8nt29V8mL7OTSLmKlNj+RaVtdR4PSguyu4mPLUIWLCNZUYWvVzR+XknI/UtJjduBzK+E8MBGshKG6a77L6IzE4YJD2xE5ldCTsqTE0on6yDi2bNnGR0dFfu5Tu75q/PAwABKpZL4uCwUUVX0tV1mT/9Hs/qJlOA6twAAIABJREFU7dc5cuC3DzRtO97z6Vf+nUrFjcJCziQlzatf+fjz0K45QV/rFdrr3kRT8TZDO34U+xrP5sqCZ8W0bWFh4QOZg8np1KGhIRoaNBTmdtDQoAWiCyljP5f7+voQBIHVq1fP2TP33XffRa1WT5us1ZVTrlVrqKioYM+ePVy5coXLly/j5+eHIAisXbsWlUqFm5sbzjYeeGyU47FRjo9lHJEby2jyOS+61u00NS6nqXE+g3rTBdSbLpBqM5ZMjdxQSZfvFbp8r6ByPYHG50X6wt8S+92uWTXWT3yH/x4aPStEcDvT/fnP9fWsMDBAEARUXl5kODsTa+OM0jaUMsckToR2c9Kjnee9umm3yyHJLJCAFc7iw2kiNDXYgGpVHM2rlMQYeeFuYI3M0IUckxB2mhbywtoWnjQv57B5Nc2rlPgbjiV2PQxstD1wzbI5YFbOfrNStq/OJdMkiGQjb4L0N+Crb0GusS/qFeHUmkfgb7wRK/0VbBAMxP3YCgJhemtJNfIiy9iLBCNnKt182BISwjdlZdxVq/k4P5/NMhmNTr6Y6xuLYwdtbXnJxYWt9vb0ymR8WVw8Za6+zcjgWUvLKeA20MCA/tBQBnbs4PPPPxfXKV599VUGBga4efOm+G8qlUqEubPpP//zP7G81x/+gw8+eFBLKZIkSZIk6TGUBG4lLWdJ4FaSpMdIErhdHr5z5w4dHR205eTQJ5fPWI5xLh+MjibSxoaC2Fg6OjruK0k3k9944w3UavWEPpZL4aWA1sfi4+mVydgil9MdFbWk0PpBHfev3QspM3pXPbHUaKOv77zLjI6OLr9SowvxyMgIBQUFhPu4U+liSkfARir97QmRBYtz9v777897f6dPnxZLHZubm08L1z/44ANx35M/N3PN92LO5fDwsDj25MmTj3zuH7Znm/e5PH7eFQrFnNB2PLwtbR777GoGZNOC24XA2/Hb5agCic9yR70r7KFB2/v5Ph4PBpoDAsS0YJ9cTltu7qzfx4u55vv7+8Wxb7311iO/BhfiyeCzMLeD+rp6CgsL51Xy98Jz/42y/EFCg4oJC6wnKaaDhvKXSI3fTJayi9KCLZw/+R+8fOYnzp/8D/IyO/DzSiYsqITWuvP3nbbVeXLas6JMQ1RUFJXlTcRGFZGaWIdS0UVlwbNkJG0nKbqHhMg+trb8gSd6/1+2tvyBhMg+kqJ7yEjazsEdf2J4918pzztGsG/BFIg4vp/rTE5NzSUgIISQoHzSE/tor39zVnep36CsYOCBp23He65+5Tp3R0XRlps7Z7/yyQ8B7N3yAd2ayzRVXqGv6cs5oe0T/d8RJa974GnbyelUHRBtaNDQ2to6I1y93/vDJ598gsG9e9KuXbvm3H5oaGjGZO3Vq1dpa2ujrKwMVaP2wZ6amhpMV2tbiLg6eBAaEIOjlQduFiF4rYvF2TwYjzWxhK0vod7tnOga57PUOJ2lxvEsdc4vUuf8IglWbWOJW4syWj1fp9XzdSqdj1PldlQEt7myNpzXjz10lmgTi3oe4PauWk2kjQ2CIBBhbc2nBQWEbtzIJgsb4tb5U2OdwhmvLtrtckhfF0K0uQ8bjLUPbOrrjfW4dTK0ItrYE39DR+KMvFEaBxBo6ESCsS+VK2PZZVrIJYtuWlcpSTUOZK3eKu3DZIIB3oZ2JBj5km0ip3+1ttRy0YpwIo3ccNRbQ6C+BekG9hQabaLcJIhGqwhaHCKptQ0hZd1Yr9o8IyPkenqE6pmTZOiE0sySZg8PEdrq/HF+Pm2+vjiarBDHPuPgwB1vb7ZZW9MbFMSbmZni9meSkjiiUIhOWrduAri1FgQiNm4kNzeX559/fsZ1i3/961/Y29sjCNrqObPp+++/Z2BggGPHji318okkSZIkSXrMJYFbSctZEriVJOkxkgRul48XmvCZ7IUkfH5JXipoPd9FcskP3gstM3pXPbHU6L6IiHmXGR0dXZ6lRsf722+/ZWhoiI6Ojimuq6tDLpeTvMmaKldTXkuwp9zHhqjAscXPsrKyKeMOHTo0pSz4hQsXWLVKuxC5atUqLly4MO37OXjwoLjvySBgrvlezLm8du2aOHa+5UV/TZ5t3ufy+HmPVoTOC9rq/PTL1eLY+HyHKWWP54K3B89VivB22+lwGnYGTYG7A6czKG+XP3BoOzp6/w8TjQcD4xfD53qYaDHXfEZGhnZR3dr6kV9/C/Vk8KmDpqdPn553yV9d6lbuX0JceLOYts3L7GR3/+UJ2xbl9ODtGUaYLI/q0ifvO207Pvna2NhIQnwCYSEpJMQnkJWVRXx8ArGRxfj7JBIXUUdceCul2c8SG9ZCbGgnhamn2dn6FwpTnyM2tJPYsBZqS17mqV1/nRUiju/nOlPv39yMtglp3+qCC2gq3p7WTZVXaKp+HmVCw5zAeq6070I9MDCARqNBrVbP2PderVbT0dExr37li0ndPoy07ejo9GXsr169yuDg4KwPqC3m/iC/90DcfNpAjE/WTgbJutL5+Y2tyOt7yW9sJTh47OGvUI9kQtwT2GQRQqBFBmHrS3BcFYS7aQyh60qodTonusbxBdG1jueodTyHt2mSuK/kDd00uFyg1vkFKp1OUOl2RAS3GX4a/GxjxW31BX3KXfPmBW4HIrT9cVcYGPBDTQ0qLy8czNfgZ+aCcq2MIqtY0teF4LnSHudV1hjqaaG3iZ6R+Hqmeiuw0DNlvZ4pvgb2yAxdSDMJws/QgXCjTVSsiKF9dRqFK8IJMXDFQNBC300G1tSuUBBu5I7SOICCFeFUrIgmwdgHPxNb7FaYErnans3rw6hY5UnVGj9aHCLpdIyh1TGSLHs39O+9B7WlJe+4uZFnbk7uSlNUlpacDwzkf0wqe3xXrebLoiLS7rWmEASBqnXr+HNAANusrdns68tziYnitvamE8tCz+a4uLgZ1y2++OILcbuRkZGHuGIiSZIkSZJ+TZLAraTlLAncSpL0GEkCt8vHX3311QTYdUGpnDe8/Vtj44J66v3SvFyh9a/V93M+J5caXcj5XI6lRsf7+vXrqNVqmlVltBemT3CZIpRUP1eKXczZEWDBR8k2dMkdSPdzEY87NTxowphmVRlqtZrr16+Lr3Hp0iWxxLGJicmsqaTu7rGyh5Nh1VzzvZhzefv2bXFsfn7+Iz8vD8Iz9fc9ffo0NTU1M877XB4/7+EKT5q3ZcwL2r43uoe3bu8Qx8pibaftWTsZ3tZtk1Og9qVUHc2Wg4Wc/7iNgdMZlLUHEpNpR0K2F+WaOI69puHdkd1sPpBDapE/ReXpDxTajo7ef/n+yWDgrlrNjcLCKeX7h4aGGBgYEJ2bmyvOX25u7oSfHT9+fMb3OTIyIpZeLS8vf+TX5v1YB9yKC9pFaDo5QTlX6rap+iwZiVsoSn+G5NjOKWlbXaI2N6MdWVAE4aFJ5GV2iPtdaNp2fPK1qlJDeGg88uBYwkPjKS9rQCYLJzgwAW/3BIL9cogIbiAr8QCxYR1EylqIlnfRWPIJ0fIuImUtxIZ10NvwNXu6v58VIk4G3TP1AN7W/RLZaa0oFV1UF51mePdfJ/jJrX9EU/E27XVvkpPaR0F225zAej5p34W6qqqa6upqurq6qKuro6SkhKKiIkpKSqirq6Orq4u9e/fOGwQrlUqSEnLJTm+bd+r2YaVtR0eXpoz9g24fMB1IHg9tZfW9RPcdQFbfi4O3v/i+nqh+herkrYQ6ZRBjW0lHwCVibKqI3FBBsnU7O/1+K3qr1xds8fycLR5fsMP7Np2b3sVYX/tA2EqDNXS7f8BOv9/S4HqeKpcTVG46wpaIdyjy347Su54ol7HfFYMsfMlxTJkXuP1OpcLkXgL5qELBRaUSmZUVdhYbcV61kUSzQKLNfTDWHwO1c3mlYEySsT8FJuEEGzqL8LZ6RRxeBnZjMNrYnz2mRdSvTCDK2JNEYz9SjP3wNrLBZ40lMisrqt38aXWM5JBHJse8cul3jqfVMZJuvxCyXFywWaFNzkasXs3PMhkvu2h/h1utp8erAQH8PyUl0x73noAA8X24GhnxP++B224PD/YFBPBBaCgXXVxYN6ks9GxWKBQzrltoNBotzA8NfXiLJZIkSZIk6VcnCdxKWs6SwK0kSY+RJHC7vHz16lWampomlJf9fo4E6vfV1RxVKOiVyRZUXvaX5OUMrX9tvt8E9eRSowtJUC/XUqOjo9q07cGDB0lLSyMsNBRlsA/lfnZU+NpSG2CPOsgBjd8Gur3N+fcSLz5Otuai0o2WYEcM7i3U+VqaUuFrS7mfHcpgH5KTkzlw4AAjIyOMjmoTiOvXr0cQBAwNDcVezzNBxNTUVHFOP/300wXN92L7FevKOMfFxfH111/jcK938viyj0vlixcvIgjaktE3btx4oOf5q6++4tSpU3R0dMyYUAsMDLzv3xcWk7h9b3QPxibanseegRun7Vk7W+L2uSttvDuym+79mSiy3AmN8cBP5oSmP413R3az52g55Wpt+eYHDW1HR7XJZd130Xcq1bzB7WQwoPs33XfTwYMHGR0dxeZeMnc+lslkM77PM2fOiNu99NJLD3ROHpR1MLKxUT0Bmo5PUM6Vuh3ed5tuzWVSYvuIlKumTdvqErXZWdlkZ2dP2O9Ce9tOTr5mKptJiKkmU9lMflYnsVFFeLmHE+idh7uzghB/FRFBTeQkHyU8SENkcAfRsm4igzsID9JQknGO/qYRtrXemRMizmdezp/8D0oLtpCl7CI1fjNP9H83AVb2Nd0U07Yp8XOnbac75sW6MLeDlBQlWVm5SwaCU1NzCQ6WkxhbOe/U7cNK2y5VGfuFfpfNt33ABx98gJGREYaGhhMe+pkMbVOHX6Lxt38jdfglzL1l4r77i5+lOnkrKb7VJDjV0hf+FvGONcTYVKG07WQg6GvR23y+YKvXF2z1vMlOn69wNxurtpKwoYU+748ZCPoa9aYL1Gw6Sa3XCYbTvqXIfztJ7jXEuxSK24esjyDdNpt4myBSHB3ZEx7OYFQUnxcVTXuPznNzQxAE4u3t+U6losrLCycbGyzN1uG50h4fU0dWGZjM+/5sKpiQahxI9UoFxSYRBBs6Izd0oXBFOA762t+ZjAQD9pmWMGhWxl7zEqpXKnA3sMZGbw22K83ws7DA1dwcw3HgNMPSS4S2W0JCGIyMJP7eQzomenrcDQzkZ5mMuNWrEQSBLEtLRu6VPZ5c8rjMY6zMsp4gUGloSIwg4CcIxAgCAzP4tLU11itXah/msrNjoLOTI0eO8Pe//33GNYuff/6ZtWu1JaYvXbr0EFdLJEmSJEnSr00SuJW0nCWBW0mSHiNJ4Hb5+dKlSzQ1NdFcWkp3RAR9cjlnkpK4UVjIdyoVf6qt5TuVihuFhZxJSqJPLqc7IoLm0lKampp4/fXXH/kx3I+XK7T+tXkxPYsnlxqdT5nR0dHlW2p0dHQsbdtUVUpRQiThPu7EeDlT5GFJtacFx2Mc+DDFnq+ynPhZI+OrLCd+o3Tgg8xN+FloExwbVxpS5GFJjJczoYF+5ObmisD12rVrYqrPwMCAoaGhOSGi17iFwhMnTkx4kGKu+V4suLW6VxYwLCyMzs5OBEHAzc1NhNA637lzh+PHj1NeXk5AQABr1qzBwMAAU1NTPD09UalU87qXREZGIggCpaWlD+wcT+gJmZMzY09Iv3vnSRC0veUWci+83x63OltYaXsd+gTZT+lZOxu01SVqdXA2v0SJXC4np0BJuVpB87aMhwptR0dHGRwcpKW4mF6ZjB/r6hZ0DxsPBu6q1fyptpZemYyW4mIGBwcZHV06cJufn6+dcx+fR34fWow//PBDnn76aT788EPx3xaaum2tO09YUAl+XsnkZXZMSdvqErWtra20tbWJ+z2075NF97adnHw988y/UZTbS0ZyOyGBJSgimkiI7KU48zQpsbtQhG8mLrSPuLBeYkI66a77mq3Nv6Mi/8ScEHG+87Kr/zJ5mZ2kJfRQW/K8CCqHdvy44LTtfI55vj568JZYFruoqEjb03iJYHB+dithoWFkpJXMq9ftw0zbLlUZ+w0bNkz5Lnv//ffZuXMneXl5+Pj4YG1tjYmJCSYmJlhaWopjW1paZn2dgoICLQwNCeHAgQMcPnx4Wmirvn2Xxt/+DQvZGHDNCW8gK7yOPFk7Rf7bOVPwo7a0sVsnea47ORb3Z9EHZN8xGPB7Bv3/QLptn7gPp9Vydvh+yUDQ1xyL+zNdvlfoCLhEX/hb4v6S3KtJci3GQE/7oJCrqT+xG/IJsggl0NKDYvcUGnyjGYyKmvb+/P696gYGenp8UVREr0xGalQUDg4OuFk64GyykcS1gdRbpbDbpozfOOzhwPoqCldFEGjsjJWBOe4GNmKP22Rjf1pWKTlqXkv7qjRKVkSSYOxLhvFYGelYI28OmVex36yUQbMyKlfFscnAetb7fqKFmwhtvykr443MTFp8fTG49/PTTk78LJNx7d73jaGeHm9FR3NXrcb2XjuL+XjjOFA7aGjIC/b2fBAayo9VVbxXViZup87PZ9++ffz000+zrlkcOHBA/E765z//+RBWSSRJkiRJ0q9VEriVtJwlgVtJkh4jSeB2eXrCQn1u7owL9d1RUbTl5qKpr6enp+exh5bLFVr/mny/ZUanKzU6XZnR0VGp1OjkYxgaGkKtVtNWkosmNoAED3ti3Wwo3LSeGjczDsgtuVvtx88aGf+zxo/bmY58nmpHup12gU9fTyDMaQOxwf5UVlYyNDTEyMgI169fx9HRUZzb6upqjh07hkqloig/n7L4eKoCA6n29hat9vMjeFxPtVqVSrw3zWe+FwtudeWcw8PDWbNmDYIgcODAgQnbfPrpp+LPZrORkRGbN2+e9fXOnTsnbnvt2rUlP7/T3RPPJifz2b174o91dXynUvFZYSGJ99LFgiBQX1BAU1MTly5dmtfrjJ/3pqam/5+9Nw+K6z7Ttg87CJodsTT73jRbdwPN3uw7YocGxE43IBaBBEjWhmTJlmTJsiTLshRbFt5ky44cKV7iPVYcxxvJTOLxzDgzmUnmi6q+eStv6htX6n1TlZq5vj8aDrsEAluWde6qu4Sas3T/zuk+ze869/NgNBpXBW8dHE03AahTQ7j4Vv8ieLsSaDsDZw8fPjxv/98mtJ2auv3E7UIw8Klev2Tidj18/fp1ZDITLH/ggQfuyGfPN+3VpG5bGg6RpK5EEZFEbcX2m/avnbvd6vLhVaVtV/rcZsBpgW4ITWwNeRnbyEkZY3Pls2Qnj6JLGiVN0y+mbcd6PyIhtpmwoDSCg4Pp6OhYtixwd3c3WVnZ6NL01FXsYd/Ym4u8e9ur5GcbKM4bmJe6vZ207e0cj+U891icO3du3WFwTU0NnZ1dK+p1+02kbZerQlFbWyt+vq62jP3OnTvFdWtqahb9vrOzc0WQztHRkWvXri27n1dffRWL6YoBadm5aDQacqrqF0HbGXukF4vbzs4eIC44jexI/YrBba3vEcwEU8rU1dqP4fDX2B3981uA2zZyQ+rZYGH67PO2U6B1ayTSKYtgxyRSvBupC8tfsmzyL5uauFhQgE5uKmFcFxYmfjZXVFTg4+NDuJM/Olslmx11/DhgD2/77edF9xF6HArIsY5GaeFLjIUfRdbx6G1T2edQwynHdk47dfCIYxtD9sW0btDhZW5KnVoI5jznspWTTu085LiZrg055NhEE2g5+x3J3MyMCBeXed+bCvwCRGh7w2DgZ9M3EimmE7C5jo78l0rFjchIwqePWYa1NQ9aW+O0QmgrCALeNjb8MDeXf+7s5OsdO/jT2Bhf9PXxcl0dCdM3GPl4enLgwAF+85vf3HS+4i9/+Yt4o8Drr7/+LcyQSJIkSZKk77MkcCvpXpYEbiVJuoskgdt71yspjWkwmMoLnj179ntTHvhehdbfF68FeiwsNboc9JBKjc73559/zuTkJL29vfS0NjNYkEy1KpTNSZGMpkewU+3FPzQq+dqoFv2FXkl3pAvmZqbXH62IwGAwMDk5KSZ6zp07t+JxnvGm4GA6oqJmAaJKJd5YsXfv3luO91rA7WeffYa5uTmCIBAWFoYgmJK9n3322bzl5patDA8Px2AwcOrUKZ577jnOnTtHS0uLWHJZEAR27dp10/3GxJh6/a136vbq1asYjcZ5VQhuVnp8TKMRn3O3UrmqKgQLx32mROZK4O3Vz/Zibm6agM8oUPLjqX3z4O3Oc1q6dsevCNrOwNmZ/XcZ2r5VaDtz3t/uzSc3DAZKAgMRBIHNkZHL3nyyVvf39yMIAsHBwYvO7++LV5ouPfvw51SWDqJNzEUdn0xFycBN+9cuTI+uBl4ufG71tR1oNaW0N91Pb+cJ0ca2h9AmlBIfU0iwvxZFaC5RYSVo47uIiagkMqSY8KACCjMmKMjYR6yiBm+PWOw3OOPs5EJiQhrpaTmLrE3KICJcibvbRjw9AvH1jicxronUhA7RaYld5Gb0k6SqQRGeTqyiiAxtFw2bHiY7ZSv5mUOoY0pIUOWRnZXNli1bVlTqfTUp6OWO08Jj8c3C4OVTt+udtr3V9/X4mNl+sEePHl3V9/W8vDxx3X379i36fXd3N+Hh4dTV1bFnzx5OnjzJM888w7lz59izZw9mc0rwyuXyZXvdXrp0iZDpBKeNhw8Bqbl4q1JIGTm0CNoaPrqBZ/bsDXMRxUOExRQR6Z1EXmjnLcFtS+AZMTUrs/Lgvujr7FF+fEtwW6DoJCe8ERtz041Cvnax5HtvJc2zFZ28E528c0lw+6lez3hCAiNxajqiorAwM8PK3BxDdDTGjg76+vpITUwmxVFBlp2ScccKDnu08JzXCI+4dXDEsZlWu0wKreMot9ZQZ5vMMccWPnDbz9POAzwg03NIpue4rIU22yxxXBSWvlzfeD+X3LZyyqWDctsEkqxD8bZ0YaOFjFy5P4/n5HDDYOCETieu16VU8sumptlWIh0djERHU+nqaoK9gsBlQeBtQaB5eh1rQWCnsLjk8VE7O54JDuadtDTGlUriHB1JDQ0lLzGRvYWFTOh0i7wzPx9ba2sEQaClpeWWSVuAL7/8komJCU6dOvUNz4xIkiRJkqR7QRK4lXQvSwK3kiTdRZLAreTl7uA/d+4cV65cuWnvz7vV9yq0/j54LWVGF5YaXarM6NSUVGp0Ob/55puMjY1h7OpisDKfnHA/6pVydqq9+I+2WL42qvlfnfH8l0HFByX+NAfZ4ykzJTgCAwN58803523vdsBtXVgYR9JnSyiOajRiKXOFQnHL8V4LuH3//ffFdTdMlwtsa2tbtNwbb7yBVqvl4sWLy25rcnJShLcODg5cv3592WVHR03lHu3t7fnggw/W5Vh+9NFH8/p+P11YeMu+33PH/UBy8qr6fi817iuFt5fen+1bXN2aKj5+8a1+Js6VoB+II71UTnZ5JI3GzFtC2xlfuXKFw4cPrzqhtlavpdz7DYOB63V1WJqZYW1uzpG0tBWVe1+NP/zwQ7GP4Ey/6e+rVwL2xP615eWUl62sf+3MduuqB1aUtn3vvfc4duzYouRrdHQ0Pt6hhAQmoIotnOeI0BTk3gq8PBS4uQTj6RGFp5uSYD8dck8NwX5ZaJSbSYhpxc9Li4dLJDIHb1wcffCTR6OMyFpkP59oNroHs9E9HFenQLw94giUZxAdViVaGVZJnKIWraqByFAdirBsIoJzSIzbTEJsMwlxNYQHpxMfm4k2MYuOji4efvjhdTseKwGsM+P9TcPg5VK365m2XUkp+5g5JYu729tXfLPhp59+KlaRWO6aeKu/ATzmJDkFYekeuzOf9TGpM/DQjA0Zm5CXNKLu3Eb15NuLwK1veau4TU3HKTyzNhMQnkfUxnT25Ly6LLjtDnsKSzPTtdXOwpGB0CscivkHdkRcZzTinUU9btsiT4k9c+N98gl2jxf362btj87TcFNwOwNth6MT2OKfwpAikeKAADJ8fKiPjsZgMDA+Po5CoSDUUU6qTQTtDlnsc65jr2sdR1w2c8SxmSOyJnY6VNJsl8H9Dg1ccxnnist2Dsr07HOo5aBDA/0bClFbBonPb6esktfc7+Onngc452pkq1MpGTYKwiy9cbWyI8nTUwS0c8HtAZWKd9PTeTEykjPu7txvbk6LIJAlCPhNL1MuCLwmCJyaBrmCIFBnY8PzYWG8n5nJPzU08P8ND/M/+/bBxAT/s28fT1dWsjcvj9amJgwGg6kyzX33MTE0xER/v+nfXbvIyclBEAQCAgL4P//n/9zhmRBJkiRJknQvSgK3ku5lSeBWkqS7SBK4lXwv+16E1ne715K4XVhq9K3ppOF6lxmdmvr+lhr9+OOPefjhh2ltbSVBGUlFkDNHtN7caI/jfFYAO9VenEqT80rWRvpjPUkNNkFwc3NzXn311SW3uVqIeHXTJvG69XhODpMFBQzExWFtZWWalDxwYNnnvxZwOzk5uQgkr6V8+ubNm8XtPPTQQ8su9/bbb4slJvfs2bMux/Hs2bMYOzsZTk7mpE53S2i71Lif1OkYTk7G2NnJ2bNnb7q/5cZ9JfD22ORsqc7h/RXi49c+38vwwVJ0ZWEkpocTrQ7AOFa0Imh7J/3JJ58wODhI/6ZNjGo0N005L+dTWVlsiY2lMSKC/ooKBgcH1+169dJLL2EwGJYEMN833wrszQV3/f39bNmyZUX9a2e2291tWFHa9vjx43R1GWlt6RW9udlItDIRX59I/LwTCQvKIjw4Z9ZB2QTItfh5JyH3TEDumYivZxL+3qkEybPw80omPKiEuMgmIoLKCfLNwt87FSeZnEDfBKIjihY52F+Lh1so4UGFhAbkExFUSlRIFQnRXSTFGkmMNaJWtpEU10maxkh6Ujfq6HriIuuJi9STojKgUupRR9ehVddSkN2GodvAU089tS7HYzWAdWab3zQMXpi6Xc8QVameAAAgAElEQVS07UpL2VdP35AmCAJbEhPFKhS3KmV/+vTpedeztbQPmHFubu683898xmfXNuNVUI+5jelmLvuUQrzadxLRMYq6a/sieBvYNDi7zX3vEdh8CLe0JoJCiylTDJEX2rkI3G6L/xHW5qabqqzNN9AT+pyp323sb9gR+QGjircZVf6EfZoP6Q5/itaI07QqH2Z7xvPogppRB+fguzFY3K+LtR9pnq2kejWT7WtcBG4XQtsdQdls8U+hN1xNqrc39Toder2eyspKIoPC8LP3RGUbTL5dHJ0OOexxrmWHQyUHZQ08INNzwrGNi85beN5liAvOfeyT1bLPoZb7HeoxbMhlk00CPuYuCIKAq5kDz7kOccllK2ecunjEqY19TnXUbkghxTaCQBs30ry9uaTT8XZqKj1zetRXLJGc3S0IFAgC6YKAmSBgIQg8Y2fHFVdXlPb2puMQFAQTE4v8P/v28WpjoylROzTEiRMn+Mtf/sJXX33FT3/6Uy5fvszzzz/P5cuXeeONN3BxcRHnHSRJkiRJkqQ7IQncSrqXJYFbSZLuIkngVrJkyXeT11pmdG6p0bKgoG+kzOjU1Pe/1GhzczOJykiaghw4ne7L/Uk+jGl8GE2PYLvKm65QB4ZV3jTH+hM4Pd7V1dVLbmu1EPHfOzuxnQaZvbGx/LG7m9IgUwrFxdmZM2fOLPu81wJux8bG5k1Q+/v7r2kMT548KW5raGjopstqpssUJyUlrfnY3S44XDjuX7a2MqrRrAgc3mzcbwVvjWNF4rpnf7hFhLYzcLaqvgCNRsOm6gIaDTp6d5Z8Z6Ht7Z7zC/3H7u5VgfOV+PLly4yNjTE8PLxuHhsb46WXXrrj430z3wzsraV/7RtvvMHx48d54403brr/9957j/7+frGvbGZqs+gkVQ3hwblEBBWjDK0iRdVHumZQdHJ8LwnRnWiUXagU7WiUXWiU3WjjBkiKMVJT8CRVeU+QkzxBoFyHj2ccPp5xJMa1kpM2tMhZKf2EBKQRHpSLMrSCkqxjNJa/SFft2/Q1foyx/qd01b7N1s4P2bv11xy+77cYGl+mruQH1BQ+SW/zT9hc9QxtdY+TklBPc2PPqstE3w5oXS75PDX1zcPghanbhk2PrEvadjWl7OeWsd+n1YpVKG5Vyr68vHxN4HZu+4AZZ2RkiL+fC229i/T4GiewTco3gVV5MCFHX14W3kaNPixuU9v7BDH730Zetx/31BbSNcNEbUwn3bdRBLfj6jfYYGnqLW9pZkN32FM8qP5C9M6oDxhXvs2OuLc4mPYRPVEX6Yx+lO6Ek+wtv0x+VAupsfliOWdBEJBZ+ZMp7yTb10ib4sw8cLsQ2h4NL+XXads5r6yhzj2eLM8QFBERaDQa1Io40jxj0TnHkCgLZ5NjEkW2Kro25HLIoYEdDhXcL6vnAZmeR5zaOOPUxW5ZNbsdqjkwDW3LbDSk2yiwEUwloDVWwfzAqYdjjps5JNNzn0MV22XlbHetoHSDhmTrYGLMZKQJAsZpWLsUuN0vCDzq5sYPo6N5KS2N4bg4Nvn5ke7oSIujIz+OiWHz9Hc4awsL/nLfffOg7Z/Hx3m6stIEbY1GDhw4cNPSx1LJY0mSJEmS9F2QBG4l3cuSwK0kSXeRJHArWbLku8lrLTM6t9SopZkZXRrNupYZnZr6/pcaff/998nIyCA7XE5HqCNj8Z40R7iTFuRJkTKAgcwY9GGuNIU6o1d4UVOUg7m5OVZWVouuM7cLEVOmy1kne3nxL+3tuEyXHS5NTr4pRFwLuC0pKTGltafhZUlJyZrG8aGHHppNkg4P33TZ9vZ2BEHAyspq2R6C38Z7aO643zAYOJ+bu6JSvbca95vB2+ySWARBwMPLaRG0nYGzhw8fnrf+dxnaTk2ZyvXPTZlPFhSsGN7+sbubyYKCVZWqXonHxsbQ69spLW1eN+v17YyNjd3x8b6ZlwN731T/2oU+fvw47e1dqNVaVHHZJMbX0Vb/OL2tz9HT8izleYcpSL+fitzHaav6Mds6vxQ90vEPGBuu0133AZ3V79Fcfg2NshuVooM0zXZaq16jKv9J4iIaCZRn4OkehTKsHG28kSztNrJTRhdZpdQT6JtCTEQNGQnDtFVfRV/6In2Nv8DY8AFDbb9gR+8veXjij5zYf4Pxvp9TVXCahtKLNG16BmPTDynN2yambW9VJnqlx+N2AOuMv2kYPJO6ba25iCZGv+a07WqrUMwtY/9WVdWKPx98fHzmQdeGhgYuXLiw4vN5bvuAGbe0tDA1NcUzzzwjpnGd49PwNU7g+chPcO/cIy6reO5Xy8LbxEd/jJmlqQ9qeGE/sQfeIXzHa/jVPEBY7jg+vikipN0WfxWZlft0NRUrjNFPzSuffCrz35mI/5h9mg85mPYR56v/la3qF+iKObMI3AYHzyZufewLqQh+hhHVNbapfyyC257oaLJ9fcn1CqTSNYZez3Quhm7m+fA2ng9vZdg7m0JPDVGeIcRHxJDmGcsm92T6fcrZ4V1LkYMK++lyzgXWcRxwrOc+pyoOuzRzwLGBHbIK7nOo4oCsni0bCim30ZBuFYnS0k98bolWIRTZxNNmp2NkQynb7MvYsqGQrg05lNuYQL6lYE6c4IBOEMidc4wG/fz4pKiIP3R08NedO+eB2F/39rJfp6M+OJhmNzc6AgIwREWJ676q1/OnsTG+6Ovj5bo67s/KYqKggImhIQ4cOMBvfvObOzmtIUmSJEmSJK1IEriVdC9LAreSJN1FksCtZMmS7yavR5nRGwYDh9PSSPH2pjojY13LjE5Nff9LjZ45cwa1SsWmYBc6wpwoDXFHGyInP1lDT7aayrgQChQBFAa70aDwokWXQFZWFm1tbVy4cGHetm4XIk4kJyMIArYWFrxeUcE2tZqG8PBFEPHIkSOmPmvTrpgulS0IAhUVFfN+d/r06WVf8+eff47nnFKDMz5y5Mhtj6Nerxe3c+rUKfHxp59+GkEQcHR05L333mNqaopjx46Jyz722GNrOn5rSa3PHfev2tp4r6ZmydT67Yz7UvD26md7cPc0Tf6XN2rnQdvqhiJSU1Npbm5meHiY5uZmkpOTSUlLJDk5WXz8u5oQvXr1Kj09PfMSdV/e4vPsy9ZWTup0K07UrcbDw8OUljajVlej1Tav2DExpQQEJODvr55nuTwGhUJNZmbmd/o4TE0tDfbWq3/trXzhwgUM3QZ06TVEhmlRKavJzxjH2PQKxqZXaK6cpCjjAcqzH6Wu6FlG2r9krPvfRG9t+4Lexo/p1X9KbvL9qKI6UIbWUFc8ib70BUp0xwkPLCAqrAiVsoEtm99ksOUjtnX9PRNDv5/nUcOv0GlHCA3MICqsiBSVkbriC9QWPU1t0SQF6Qcpyb6fmpJjNFc/SnP1o5Rk7yIxtg1tfAcZSQPoUgyEBWtJTcmhoKCA/fv3z+vdO9fHjh3jvffeW9Tjt7u7W0wg11XsYd/Ym8u6btMedGl6srKy6e7uXrTtqalvHgbPpG6LsrejUlavOW272kT+wjL2K0nkv/7664uuZ5kZGRi6uxkcHOTJJ5+86fN///33OXDgwLz1raysuHr1KpcuXUKr1ZrgoYMTcsM+PB/5CSHP/z0RT/xstmrF2KOoPvgvEd6Gt2/H3sN70fNyD08h9sA7ROx8ncixd0hsfxH31BZsbd1M+zW3RRAEzAULOhSPLYK2S4HbXuUkLZGnaYw6wZbUS6QGNhPpm46trYNpW+ZWODskEiCrJcJFT4ZPN0medRQEbCLNO45olxDyHVVUOCVzTN7FMXkX93vqOeRVyeOqLXQEFlPonUT2RhWFLhr6fco5E9jHYz49pNspEAQBJzM7KmwSOOHazgNuzRx0b+SAqx6jfR61dsmkWIXhZibDXDBbNCaRFj7EWwaQaBlCqY0ao10eXRtyRMstXE1jbOlEoZecjjnw9WJFxZIlj2fKHj9RXk5BSAhZCQlUJyUxmJkprpsbFGRK1+p0TBQXM9HVxcTu3Zw4ceKmSVtJkiRJkiTpuyQJ3Eq6lyWBW0mS7iJJ4FayZMl3m7+LZUbvJXd0dJAQraA2yBFd0EaSI4KoLC+ju7sbY2cHg2VZNCZEkBrsTZoynAZ1GIbubiYnJxdt63Yh4hctLdhMJ19P6nTcMBiWhIje3osngZezWq1e9jWfP39+0fI+Pj58/vnni5b90Y9+xKFDh2hsbCQ2Nhab6TTw3LTpm2++if103zgXFxc++uijedtISUkRE1BTU1O89tpr4jYGBgbWdPzW0id64bh/0dKyZJ/o2x33hfC2dSBXXO74013zkrapqalUlxdjbKwQXV+aS25aAvWlufMeX6kNbU3fakJ0qR6W53NzeW+6h+W/tLfzRUsL79XUcD43l1GNhuHkZLGH5Vp6LC/0DLjVapsxGJ5fsVNT21AqKwgLK59nd3cVcrkKhSLlO5/UXQj21rN/7Ur33aQ3ooxMI19nID9zhP3b/45je//A0d3/Rkv1M1Tknaa2cJIe/c/YN/C/uK/3P+hr+gij/gNaKq5SXfAUUaE1BPpk4ueVQkr8IEmxPQT76ZB7xhEckIA6upYs7QglWQcpyjxETdGj1JY8Jjo9oZ+MxC0kxjeQFN9Adso20tQDVOWfQxvXT0JMO2maXvIytpGXsY2ctCESYppRK+uIjawgIbaJyNAcwkNS0agyKCmunde3d6G7uow8/PDDi3r8NjcZxARykqqerqYLDHS+vMhdTRdIUtWjistGrdbS3GRYtO2ZcV5N6vZmadvlzpmxgUska2qJicpZU9r2dm5OW1jGfuYmj/64OIqTkqitrV1UqeHw4cOLPovTk5NoLsmhXV+7JMAtKytb9nPcxsaGhx56iEuXLtHe3o6Vtem655pbI0Jb1fX/QvXenzGzNPWjd9/Uhfr61yK8lWnzl9y2uZUtyl3XiNj5Oorxdyk9/Cf8ah7AIVw3b7lc3x52aN5c0n0Rz9Eb9TRjCVc5X/2v9ERdpDnsNNUhJ2mPv0qiTwdyp0TMzCynX08QTk4NODnUYm+VhcwqATfbKPwcEpHbx+Bs40OQTQhpdhrqZZUMO/Ww030z+4ObeDxjnCu1x9ke20SFTzotrtk86NXCGZ8eJjz0WM+UO7YMYouskIe9Ozng0cghtyY6nHJver2csYtgj5kg4G4mQ20VxCbHJI6r+/mx/iS/2HoJY0odgiBgZmZGiq8vjdHRtwS3c8se7+7qoq2tjfHxcXbv3j17vY6KYmJoiIldu5iYmODo0aO8++67/PWvf72j8xmSJEmSJEnSaiSBW0n3siRwK0nSXSQJ3EqWLPlu83exzOi94g8++ICCggKSwwNJCfIiQxVDc3Mzhw4d4t133+XQoUMYDAa21FdgzIglMyYCjUpFe8tmHnnkkUXbWwtErJzuRZfl6ytCxYUQ8XYB4sJ+n9HTk54zsFUQBLZt27bo9SwFeOd6YmKCzz//nIyMDPGxpZLZFy5cEBNMr732Gh999JG4fFVV1ZqO4aFDh+irq2ObWs2/dnSsOq0+d9z/pb2dbWo1fXV1HDp0SNzHWoD5XHgbEmnaTliUz6LyyM3NzRgbK+gtT2VbXdaa3VueirGx4pZlq9fbV69eZWRkBGNnJ/0VFQynprJNrV7k4dRU+isqMHZ2MjIysm5J2xnfLrjVapsJCyvH27sYubxStKNjOu7u6fj756wqwatWV1Na2vytH4dvon/tavetS68hSVNKUfYI7fVPcGL/DU7sv8GugU+pKTpDVcF59KUvsqv3P+hv/pjWymu0VF6jqexltHH9hAeW4uYcQbBfDrEReiKDy/HZqCLYX0tIQAqJcXpUykaSVd0kx/eSphkkK3mUrORR0jUDBPmmExdVQUnOTkpydqBL7ic6vIr81P1kJI4TH9VAZtKwWFY5TdNPcryRFLWB5PgutKoOosMrSYyrJSWhnorSAarKhpb0zPg+9dRTYuq4pmJQ/H1Gau2SCeS5zksfQ6WsJjJMS2Zq7ZLbnhnjlaZuV5K2XeqcqSobIiWhGpVKvaa07WqrUPxDSwtP5eejdDOlT2fK2N8wGOiNiSHZ1xe1SkVLS8s8CDs8PLwkuG0qyKCpIGNJgDvTLmChbW1tee2118TP7tBYNYIgYOHgxMaHXxehrfr616ivf42l60YEQUCWmCM+pnz5nzCzsTOtN/2vIAgi5PWrGhfBbdmR/03k2Du4prWv+DozY9XG4nngtjb0UXYU/j9kR+xF7posLufhsQVPz/uxte3CyrIBa8sc7C1VuNvqcbfV42xdiL1lJIHWcWTaF1LtVMmYvIv7FR280/kDPh1+kfe6nuBwrJG9AU0ccW9hzKWCWKsABEHATrCm0y6HYxvbeUDeykGvZg56NdNhnz372gUzPM2d8DR3WvQ6/Pz8KC8vp6qqisbCarZkNvFs5zH+7cH3OKXfw0hBBxvdPRAEgTiFggqlUlz3YHY2fxob4y/33XfLssd/+9vf+Oqrr8Qb0NRqNZcvX+anP/0pX331FX/729/u9FSGJEmSJEmStGpJ4FbSvSwJ3EqSdBdJAreSJa/NH3/8MX5+pr5TaymbupyXKpsq+btXZvRe8eTkJJubm8mPC6ckLweDwcDk5KSYPP3888+ZnJykt7eXnrZmBorTKC4qoru7m7fffnvR9tYCEV+dLr9rYWbGp3r9shDxdjw2NkZ7Ww/N+j7qa7qwtrKefh86i9fMt956a9F6586dm00JmZsTHByMcs6E6cTEBH19feL/ExIS+Oyzz5Z8DjExMQjCbOp2ZuI0MzNzTa9tLbB84bi/Nf3+W5i4XatnUlvW1qZJ+7xN8Yt61w4PD2NsrGBbXRZ/94PRNXtbXdYdAbdTU6abUc6ePcvg4CAGgwFjRwe9DQ301dXR29CAsaMDg8GU8Dx79uw3crPJWsGtXF6JWn1atFw+SFjYIFrtzlVv706A2/XqX3s73wkWpm4Lc3opzNrO/WNfcGL/DY7v+w9aa56jMv80OSmmftE21o40lDxHS8U1agqeRhlaQ4BPBj4bNcQrWlFHdaIMq0ERsgmVso5kdTupGgPaeCPauB7S1EOkqobITBxFlzSGRtlGoG8KSfF6BjuvMtDxI+KiyogJryJe0URF3gniFQ1kpw6RnTLKtq7PGGj5BUPtP2db90fcP/qPGPQ/or32OQY6n+XBPe9z4dEvF/nk4Q8Xje/CsT95+EPOP/J31FZsoyRvYF4Cecb7t/8d+ZkjlOQNUFuxjfOP/N2S2547zitJ3a4kbbvcOVNb3U5paSnXrl277fNwtVUonszLY1gVj04uRxAErM3Nxc/1+xITSZd7oYsOpSwvC0N3N8XFxXR0dJCamroIBoaFBJOsDKdrUx5laQlkq6PnAdyOjg4OHDjAc889x5NPPolMJhPXjYiIoKGhgcrOXizsTDc42efU4Xf+Z/Ogrfr619gGRJjgZUi0+JhTuinNK0vIxspztperQ2ji9L8J88CtYvxdfGoWp4bXAm4dN/hP3zDli1r9NWr11/j4vI+NTTeWlkXY2GQjc9iBzH4Mhw1bcHQoQyaLJ8KjhmSHFJp9Kjiv28mnwy+KfrXpNPvCWjB6FpNjG4OtYLqmxVj6M+FQx5jDJva41LLLs44Rz0r6nAsoto1n0KGQ/Y61POisp94uedHrqKys5He/+x2/+tWv2L9/P/cZtzGS186+sgFGCjrYvXWc0tJS02eFjQ0lhYXiuhUREbPljldY9nimH3Jubu4dmrGQJEmSJEmS1k8SuJV0L0sCt5Ik3UWSwK1kyWvz0NAQgiAQEhJy22VTb+WFZVMlm/xdKjN6r/iRRx7B2NWJobuL8fHxJeHl1JSpFPDY2BiG7i6MXZ1Lpm2nptYOEUsCAxEEgc2RkcuW7b0dDw8P06w3JbPiorNM0FbmhoWFpfj+Xaov8iuvvMLWrVs5f/48P/vZz5iammJiYmJeWtbMzNSvTi6X8+abby77HEZHR02T3/b2fPDBB3h4mNIzSUlJa3pta+lxu3Dcy4KCluxxux5uaGhAEAScnR3Rd2fOg7Yzx+j7Am5n/Mknn3DlyhXOnTvH4cOHOXToEIcPH+bcuXNcuXJlXXtxL3XO38vgdmpqffrXruU7gS5Tt6LUrZdHHIIgoAgpp6XiGunq7WiUXcRG6CnVnaSt6ic0l19lU85jNJRdwND4Mg/u/Ipt3R8x1P5z+po+ZKTj14y0f0l/86eka4YJDywgNDCDkpydPLTn39m37VeEB2cQ7J9CRHABmwoOUpy1jxRNOzmp26nMP8VIxy8Z6/mc+0e/4siuf8XY9AoDHS8zuuUKk4//dlVgdCmoumfsMpWlQ4vG4sT+G7TV/4Ci7BEqS4fYO3Z5RdD1Vqnb1aRt1/OcmevVXhMfzc6mL1aJg9Xstak8OJgflZdzKCWFdLkX2YpAihNNENZ+w4YVQ05FoC+72mup0mkxNzfD3NyMuro6BgcHGRsbE5dLTDTBVSsbG3xTcsTHA3ecwevkm4sSt/bRpv63NvIg1Ne/JujgcwiCgKWTGzHX/h3b4Nl+rK7qYtPP5uYE912cl7j1rjyAi7oWYboHbGnA9iX72y7V43YhuM0IG8d8ukyyi0uDCG7l8vexszNiZ1eFp+cBwsJuEBT0B1xc9uDl1UtQUBNKZT8Kz0xyPdMYU22eB24/HX6Rc6W70bnGorYLEV9Xr10+Yw6bGHeoYNC+GKNdNvU2KjKsw2mxT+Owk57HPNo57t5MjX3iomOTlpDA0NAQv/71r+fD22loO3PzmsV0Ce3CueC2tNRU7ri/f8Vlj11cXBAEgaKiom91nkKSJEmSJEn6JiSBW0n3siRwK0nSXSQJ3EqWfPu+fv06Tk6mEmYPPvjgot+vpGzqSvazsGzqnX7d3yV/V8qMLvT3NYn99ttvs3//fs6cOXNLiPTxxx9z5swZ9u/fv2Tadmpq7RDxel0dlmZmWJub82Jx8bpBxBlwW185iszBFUEQqC6fX1ry+vXrK9rWXHBrbm6OIAi4ubnd8hx8++23xUnXPXv24OjoiCAIpKamrum1rbYU583G3dLMjC6NBoPBwJUrV9btPPvwww9xdnYWJ4q7DG3zoO3MMfq+gds7aQncrr1/7Vq/E+Tl5a0odZuVtGv688SKgrQHiAqtJjywhIToTrrr3qa77n3qip6lIvdx6kvPY2i8wojhfba0vEFH7RVaK1+hpeJHdNa+SXbyHqJCKtjoFoEqupLBzqsiGE2IrcbN1ZcYRTEZSd30tlwiKb4FXfIAyfE99G1+lx29v+ThiT8y2nOdnuYrDBsvc+zAR6suQ7wUVL342D/RUD1OWcHWeWNx/9gXFGZtp6xgKw3V41x87J9WDF1vlrpdTdp2vc6ZhV5tFYpHs7NJ9fEyfUecvr74yRwYUakoDQwkys2ZCC9X1KH+eLu7YLaKdGpMiD+vn9jDpfu3oQoPNt1wtNGddn0tkZGRCIKp13tHRwd29g4IgoC1vSmF6+ATgPr0j4k89doieGsXZrrxwMY/nLg3/oiVu6kkfsDOx1Ff/xqHuHTxObgUdCHzDkcQBJzii+f1uHXVNuHrn88GS9N7zsMukMrg3Uu6wGeIfN9+igIHqY25jxRPPWr3SmLcKkj06cDbIRZBEDAzs0Em68XX9zoKxb/PA7cbN+7C1/c6cvn7ODr24e6+CX//fMLC6vHySiHFN4WGsLxF4PZY+SiNikL8rUw3X7maO7DLo47dbnUMO5bRa5dNo00c+ZaBpJp7kGwZiN4mgQdkNZxyb6LCXrPo2CR7+6IvKODAgQPzkrd779vNoUOH+P3vfw9AVpbpxrOoqFkYvmPHDi5fvszzzz+/orLH//3f/y1+d9Hr9d/mNIUkSZIkSZL0jUgCt5LuZUngVpKku0gSuJUs+fY9ODiIIAh4eXktWe50JWVTV7qvhWVTJc/6u1BmdKGlJPbKvB4Q8VRWFtvUararVDjb2iIIS/eNXY1nwG1pgYGqsiE2N+xFFZszb+L01VdfXdG25oLbGdj+wgsvrGhdjUYjJppmJk4LCgrW9No++eQTBgcH6d+0iVGNhn+8RYnx5Xw4LY0Ub2+qMzIYHBxc1zToSy+9hMFgYHR0lCtXrnD48OFFYFgCt+trCdyavJb+tWv9TtDR0bGiXrfl2adxdTKl97zcYwgPLMHLPY5i3WF6m67TXv0WlXnnKdE9TGXBaboartCtf4WOupeoLjxPZd7jbMo9S4nuYSKDyvBwjcJ+gzuBvgnoKx6hpvQwMYoSggM0ODm6ERasQhWzifryY+SmjqEMK0ejbKNYd5Dx3l9yaPyrNaVtZ7zS1O3tpG1nvFzq9nbStutxziz0ahO3xzIysJ2+wUcfaaqEYCYI1EcEovP1wdnGekWQ1sHBgdyMNBrz03nlyA5eP7Fnni/uGcDCwnQNyk2IwdrSlE6Vy+X4xiXiEBA+b3sBOZtIOvsGymMvL4K31l6mksT2UYm4V3SZ9h+XJiZyHeJnwa19xSDyvC4EMzMEc0tCei+R2P4iHqmt+AXlEeaixVemML2nBHMKgvooCRla5HTvzaTJG9EFNVOpHkDpoSPENYFAdxVR/llYmJtKGG/Y4Iu7ezcBAT8RIe0MuHVy2kJAwE8IC3sdd/du5PJCgoLiCAtLRBWgpdAnlR2a1kXg9rXus/SmNmBvZerdG2DpwV73BrZ7VLHDpxqDaxqVMgVlNm7oBIEkMxnploG02STwkH0VldbKRcerJCyMbcnJTAwNceLECf7617/y29/+lmvXrnHjxg3x7/ydO3ciCAKWlrOJ7IsXL65qruDPf/6zuO74+Pg6z0RIkiRJkiRJ374kcCvpXpYEbiVJuoskgVvJkm/Pn376KZ6engiCQFtb25LL3Kps6mrA7cKyqXf69X8XfSfLjM61lMRe3TFbD4j4ZWsrmdM9/tzc3JacdF8NLCn+5dAAACAASURBVJ8Bt021u0To4O7mO+84Pf/88yt6jd3d3eI61tbWTE5Ornh82tvbF026tra2rnncz549i7Gzk+HkZE7qdPyxu3tV4/3H7m5O6nQMJydj7Ozk7Nmz3/q5I4Hb9R9PCdzevlf6naCnp4fe3l727NnDwYMHqaqqEt/bFRUVFBQUkJKcjdw7jJioHGIUJdSUHqa5+lGaqk6RnthHvKIJX6/k6YSgBS6OwSK43dL8CU1lP6Qy7wmKM49TU/gE7TVXaa+5SlP5C9QVTVJTeJGagoskx/UTFlCMi2MwMgcvosIKycvYhkpZQ1iQDh9PBX7yCOQ+gWjiKklPMFJTfJro8CpiImtIjOlgS+s79LW8saa07YxXkrrd0X/9ttO2M14KEN9O2vab8GqrUFQEm5Kw9laWvFWfR6af6RxM9HJD6+OGm50VdlYWxAV4UpUSy9aaAk5sbac4Rb3ou4eNtTW66BDOjbTz6vH7FsHbTJUptenjbqpCYW1liWdIOLK0Ymwj56dCfWuMaB59BcXRyyiOXp4Hb83tTdUjHNQ6BDMzzCytUDz92ZLg1mnkSdzr72NDdCZ2ftG4JjUQljuOOqaTaE8deaGdpPhXi8sneFZQFDg4z8VBg2TIN6MLakYXpqdA2UqIezwbnXxxdXXF19cXZ2dnXF1dCQ5ORy7vJCzsdeTy9+eBW5msbRrYduLsrMXFJRAXFxdi5OEU+WrZpmriJ61nF4HbT4df5MmG+8XnGGXrT50sjTH3SvROWja5xDCkSGC7Ws1DajU6QSDdTEaWZSCtNvFUWkUsOlaPFhXxdGUlEwUFTOzezbvvvrvk3/mvvPLKonVXC24/+eQTcd2nn356HWYfJEmSJEmSpDsrCdxKupclgVtJku4iSeBWsuTb8+nTp8X3zmp6pd4uuF1YNvVOv37Jy1tKYpu80nLRtwsRX6+sNE3s2tiwLykJ22m42dnZuWgfq4XlC8HtqSM/X7TOjh07bjkGL7zwArbTKeCbAZ3lfOzYsUX73b9//5qPzS9+8QtGRkbEZNdkQcGKx/2P3d1MFhSI/YRHRka+lRT7Qkvgdv3Hcy64rak5SmpqG1pt803t76/G3V2Fo2M6cvmgaEfHRtzdG/H3b0Or3YlWu5PU1F3U1p75XoLblX4nOH78OF1dRlpbemlt6SU1NUtcLzU1i5LiWjSqDEKCEgn0UxMRkoNKWUNexjbyMraRnmhEGVZJaMBsz0pbG2cC5FqyU0YZ6fiMzRUvoy97hsbyZxls+YR9Q3/gwMgNdvZ+xVDrZ/Q1fkJb1Zuoozrw9dTi5OCPp5uSzKStZCZtJV7RQHR4BYrQYhLiqggLTiA6Mpf4qFqqC86Qk7Kb6PBKEmM6Kct9gPbaF9ectp3xrVK3hVmjt522nfFCQHz0wNu3nbZdb6+mCsV/dHXhMn0DUrSHM+805PNceToWZmZYmZtRFe6LyssZbYAbowXx7K/N4v6mIh5sK2NXc7l4/oTIPWd/9nRhb30+D7aV8dR49zyAu6+rft61KDzAl42ZxbgVVGEfPb8Pq3/vTrSPnyPhzIvz4K3HwRfEZSyd3REEAc/m7SK0XQhu3S58hUPr/ViVGrGJysQuRIu3fyaBTnEkeJWT5d9Gsk/NLDDeEEuSe8M8az0a0G6sRxfUjNavksyQZhL9aogOzEWhSCMzsxWlspTg4Bzc3HKxs6thw4ZHsLE5jUx2ESurZiwtC7GxaUIm68LdvRtnZx0yWQjBzpFkOMfT6l/AD7Lv44mcXTyRs4un8vbyZtvjIrh9oGSr+BwLA1MokqkptdeQvSGSTPcAWiIjeauqitOurhgFAZ0gkGkmo9AykCSL2eNjbmbq5zuaksKfx8e5PyuLia4ujh49umSp4z/84Q9rBrePPvqouO4///M/r88EhCRJkiRJknQHJYFbSfeyJHArSdJdJAncSpZ8ey4vN016+fv7r2q92wW3U1OzZVOTkpLu+OuXvLSlJPasV1ouuqGhAW9vbyynb0wQBIETmZkrgog6X1MK1sfeHkEQkMlk/PznP1+0r6VgeWhoqPhYfn4+w8PDoo1G4zxwO2A4vWjy08PDY946w8PDjI2N8dJLLzE1ZZqAd3NzuykgvpVfe+21Rfv94Q9/uC7H5+rVq/T09LClqoptajUndTq+vEXi+cvWVk7qdGxTq9lSVUVPT4/Yq/fy5cuMjY0tGpO1eO54LvTdBm6/7fFZrReC29TUNpTKCsLCykX7++fg4aHB3V0l2t5ejrV1EJaW8djZ6UVbWlZhbV3Fhg01uLtvxt19M56emwkIaBdB7lIw924Ftyv9TnDhwgURTFaVDaGOyxPf2+q4PCpKB0hJqCchrhZFSDHxUXXEKxrITNpKdsoo2cnbSYztJi6yiQ22ps8XSws7EmLqyEndTnHWA3TU/oi2mhfpbf4JIx2/ZEfPP3No+39ycNv/y7bOv2ewZYrC9KPEhOvxco8jQJ5Gse4Iewb+lb7m92iuuMSm3OO0VJ9nq/ESY0OTlBdtIT9ziIr8o/S3vku8ooGk+GbUykZaq59ac9p2xrdK3Rbotq0pbTvjuYC4unz4O5G2nZpaXRWK54qKxHOnIsyXdxry+VlzEbtTYtisDCYv0JO8CF8KFL4crk1nb1kiezdp2V+bxb6GAiynSx+nKUPE7bg72LKzNHEe5J0BuNeO3Ye9nelGJH93F3JiA0hKURKQW4C5rd2869TG3nFCDj6C+vRj8+Ctr2HfvOWsvQOJf/s/lwW3Ttt/wIbKfqw1+Vj5huMsV+LtEoTCNxFNSA6akBxUQTpxeXsrD/wdtaL9ZEkEOScQvjGRxPAcIn01RAfmEuiey0bnVFxcUnFx0ePgUI+1dQWWljWYm+/EwuJxzM0vYG39PJaWRzE3b8PCohs7u53Y2/dgY5OIj20iiXZaqpyL2eHXxpG4HRyM2sZE+BAT4UZ6QjfRoizhUHY/xoRZuFylyKHcJ5UyexVJGwLRuvuwOTKSD+vrecTJiQlBEOFtgZkMjYW7uG7wdO/3zIAAmJjg5bo6JoqLmZiY4Kuvvlr0d/7//b//d83gtqWlRfxskyRJkiRJkr4PksCtpHtZEriVJOkukgRuJUu+Pfv4+CAIAiUlJataby3gdqZsqpWVFR9++OEdHwPJiy0lsU1ea7noxoiIFUHErfHx89arrq5e8vkshOWXL19GoVCI6wX4haKOT0UVn0JMdBJpKYVkZdRTnLuF/TveprSgX1x2g53D9M9m1Nd00azvE93e1sPY2BivvfaaCPDNphMyt/Oe/+ijj+a9Pi8vr3U9Ti+88IKpdGtDA8PJyYxqNJzPzeW9mhq+aGnhX9rb+aKlhfdqajifm8uoRsNwcjK9DQ309PTMO8fHxsYwtDVhbKxYNxvamhgbG1vyud9t4HZsbAy9vp3S0uZ1s17fvuz4rNYLwe1MCWRv72Lk8krk8kqcnDKwt0/Bzi5ZtKVlAObmoZibq7G03CzazEyPhYUeK6tG7OxasbVtRibT4+7eSFjYoGilcpjU1F13Pbhd6XeC+WByiMba+8T3d0fzIS48+iUP7nmfgc5naaz4AbUlZ2mpepG+5veYGPo9E0O/Z8zwBWVZp3FxChY/i3LTh9Al9xMfpae5cpLezdcY7/mc7d1TDHf8igPDNzi0/T/ZveVf6dG/i0bZib93Kp5u0cRE1jDQ8gu2df09HbVXaSyfpKb4DEPdL3LswEfzwGlexjDttS9Qlns/mthyYiIrKM4eXZe07Yxvlrotzllb2na54/BdSNvOeKVVKBrCTX1lnWysaY8JEcHt9aYizhUl0hAdSK4ykE3xwTzXX8UzfRU8rM8SAa6fmwxBEPB22iCeg55O9hypzWBvWSLbC9XUJyvnAdz0GNM+3WS2bK0IpzxVjrfcZdE1PGj7frSPP4728XMkn5tN3rrn1sxbLvjoy/Og7UJwK6sdwCmjDPsQJe4hkQQEBKBWq8nMzJznmeuspaU9/v75op2dw9m4MZDg4GCysrLQaDQoFGk4OiYikzXh7HyQDRsexdr6UczMTmBmdhJBeARBOIuZ2TUsLF7H3Pwa1tavY239Gq6uv8XV9RxebgMk2VeRZpdDv1sPQx4dbPMaZcRzO1s9BqlzLUDnHE1uoJoSv2TU7rPljh/K2Uq5fxrlzjEkOfpT5xXLSJyaiwUFfNXYyPXsbBHe5pibUxQQJK6rn67OYmtpydc7d/JFXx8TOh0Tu3bx05/+VPz7/uWXX+bixYtcvHgRa+v5fY67urrE3128eJGf/OQny84T/M///A++0zfIbd269VuYmZAkSZIkSZK+eUngVtK9LAncSpJ0F0kCt5Ilr96vv/66+L4ZHR1d1bprAbdzy6Y+9thjd3wcJC+2lMQ2+XbKRYeEzKZ+8oODVwwRnWWyVcPysbExgoNmJ1L9fGJRhucTHpxFsL+WkIBEspNaaNv0ICNtz5AQt0lcNjRwtpdfQnwBTbW7aKrdRVXZVpr1ffT09ODv7y8uk5qaKv7c19fHiy++uMhvvPHGss917qRrY2Pjuh+rq1evMjIygrGzk/6KCoZTU9mmVi/ycGoq/RUVGDs7GRkZEZO2M54Bqb3lqWyry1qze8tTbwpS7zZwOwNG1erqW5YfXonV6up1BZzLgdu5vWvl8kFcXY04OHQjk/Uik/ViY5OCpWUSFhZZWFuPijY334ql5VasrYeRycaxtNyElZUaGxtTWWVHx3RkslTc3dPx98+ZV3pZoTCBmW8zcbwWr/Y7wVwwmZfVIq5raDvKs+d/x+Tjv2V0yxW2tL9ETdEZOupepqP2KvuGfj8NX/+FxJgePFxmbz7JShkgLqqM2Mga8tLH2T30OfePfsVYz+eLUrdlOceJCq3C1TkMuZea/PS9bO+eoq36Gi1VL1NVcJqO+ovzYOwMOM3LGCA/Y5y+1ksowjOJjswhWVPL/vHX15y2nfHNUreVpUNrTtsuPA511QPfibTtjFdayt7PwXQTUYSLswhurzcVMVmWwtGcOGqTFOTHhlCTFMlz/VW8tLWWl7bW8kxfBQ9Wp5AZstF0DTabA1LdHXl2SwXP9FWwu0yLIAi42tuQFuFHtTYKVcBGcdnCRG88XGZ7xQvm5uLPUUeOoH38MQw//yGVV58V4a1dQLi4jE1cOiHP/z2q6/81H9zGzYJbeUkj3qoUcqrqMRqNXLp0ackxs5+uuuHoGITBcEO0VruP0tJ+WlpaGBsbIzMzE4WiGDu7SmxtH8fSchJz84uYmz+NIFxEECYRhMcxN38Ga+s/Y2//N6ytf46t7bsiuPXy+jne3nsJ3jhC4oZsChxK2LpxhH1+j7HP8xFqHMpJs4shxsGLZC8vsj2C8LdxFV/Tg7FG9imayXeKpMEzjuHoBMYTEvhlUxM3DAZ+19LChCAwIQgc8/NjKClJXPfR4mJspm/We7qykj+NjZnA7dAQly9fFv++DwgIuOnNcXOt0+mWnSf44IMPxOU+//zzb2FmQpIkSZIkSfrmJYFbSfeyJHArSdJdJAncSpa8eh8+fFh836x2om8tgG5u2dSBgYE7Pg6SF1tKYq9PuWhdRsaKIaKXlxczydaVloseHh4mOCha3J8itJCs5GHS4rtIjaolO6qC8fKTouP8U2bhSvM5BMGU7pF7h4qAoql2F836PmpqapadIF3OZWVlyz7XmeSyIAg888wz38gx+8UvfsGePXvIzMxEq9WSnJhISnw8qXFxpMTHk5yYiFarJT09nZqaGgYHBxdBtMzMTHKTYmhMC+fpgQKeHijg2aFi3j/atSws/eH+dnboc5YEt7q4EJJVymUBXmZmJskqJbq4kHnr7dDn8MP97d9ZcDsDRm/l2tozpKbumldWeK79/XNQKFJWBDhXWnp6peBWJuvFy+sIXl5HkMlKsbXNwdq6CHv7g6KtrXdja7sbmWwfXl5HsLFJx8YmATu7ZFxdC3B1LcDOLhmZLBl393SxHLO7uwq5XIVCkfKtJo7X4tV+J5gLJtVx+YvA7bPnf8exAx8xbLxMS/Uk+vIn6aj9EYNtP+fQ9v9kc8VlokIrcHaSi+tGh5cSGphGVHgeCbGNHBj9ex6e+CM7en85L3V7X98/kqLuw9crEScHOf4+GjZXPctA2/s0lDxDTdH5eWnbmeczA061mho0MQ201p8gIb6U2JgEUhKqGTA+yrPnf8fjJ37J1t6z9HaeoLfzBAU5bSSqC8jOyqa7u5uDBw+uyN3d3WRnZZOoLqC0wMjjJ37JqSMfMdx3jlNHPlpT2nbhcejuNnxn0rYzvlUp+88bG8VjnyH3pj0mhFdrcjhXlMjRnDgeqMqkNi2W6jQVtVrFPHA7aSzhcGUSvZlhmM25DpkJAskBbhypTOS5LZs401G84muYjZU5to6zyV3dDx6g/o3H6f3kRUZ+fY3Kq88Sf+jQ7L4srQk5MInXyTfnwVvVB/+FbXCUuNxKoO3U1BQ2071+nZxClgS3WVlZFBfX4+kZhKNjIubmpZiZnUUQLiEIryAIP0IQXkcQfoggXMDMbBIrq/+NtfWfsbB4F0vLH2Nt/WNcXX+LXP4vKJX/gIfHTlyt00mwTaZ4QwF7PY7R6dpH5gYtGqcI0n18OKnT0aZQEOIwm0reF9JAlVsyhY4KBqLUjCck8KleLx7b31RXi+D2mkrFxYoKcd2LFRU0Rpu+uxSGhPCX++4zgdv+fp5//nnx7/v1ArdGoxFBEEhMTPwWZiUkSZIkSZKkb0cSuJV0L0sCt5Ik3UWSwK1kyav38PCw+L65cuXKqtZdC6CbWza1qqrqjo+D5PmWktgmr0e56JaWFgYHBzEYDBg7OuhtaKCvro7ehgaMHR0YDKaJ9rNnz7Jx42wCaKXloheC2+KMPezc/AG5qj5youup1+i51Pk8L3e/wKXO58mNnIUrW0uP4erkM/1/M544/cU3Cm6trKwQBAEHB4dv9LiNjY3R3aKnqTyP6vx0ynSJlGYmUKZLpDo/nabyPLobNi1b1jhZpSQrNpD6RD+e7EjiyY4knuhO49mh4mVh6Q59Dj3FCfQUxC5yXrScrNhAcpNiltxfblIMWbGB5EXL569bnMAOfc5dD25TU3ehVA7PKys81+7u6dOAU70upZUXPr+YmFI8PDQ4OqYjlw8ilw/i6NiInV0d1tb1q07cWlgkYGERj5VVCjJZKTJZKTY22djZZePomCeWY3Z0TF+Uwv02EsdrPbar/U4wk/bUqGZ73M4Ft8ulbsd7viBVNUhkSAHu7h7iuu6uwSgjCokI05Kh7aK9/glO7L+xKHXbWH6BeEUDrs7BODm6Ex6cRmv1UzRteoaG0otLpm1nvK3/CSLDtCTEVZGa2EBlaS9JiUmUFNWLydjhvnNUlg5RXrSVotwelBHZxMdmok3MYnOzkdaW3hV5c7MRbWIW8bGZRIan0NtxfN5zOX30F9hvMN3UUlxcfNvQ9Y033uD48eM3rXqwFtfV1SEIAqWlpTdd7sqVKxw7dmze+XOzUvbHMjLEY5/v70t5qJwHdDEcyVdzqDabg5uL6a3IQ5+tFcGtTnFzmBe50Z7cUHcmCpU8UpfKsYZM2lIjSQnaiK/zBpw3WGNjOZuqtbY0x9vVluhwGXFxNnh6Woq/S95ej/7N0+jfPCfC26jNdeLv7SNV+DQO4dM2hlPrTjYOHCFg7wU2Ng5j4TTbG16ZmExOTg7bt29fduw+++wzsVSym5tySXCbmZmJUpmBvX0I1tbpmJkVIgh1CEIbgjCOIIxN/2tAEA5ibj6Jre2fsLX9ExYWT2BhYcTSshN7+504Oo5jYWFK0Fqah+JhGUuKbRJ1rnWUu5QT45BAlGswhuhobhgMvFVVRZq3t/iaihwiyZJFEmbvRqtCMQ/a3jAYuJCcjCAI2AoC11JTF4HbT7q6EAQBCzMz/s5oXDJxO6P//u//xnw6Ca3X61c1R/D111/jPN1T94UXXlivqQdJkiRJkiTpjksCt5LuZUngVpKku0gSuJUseWl/8sknXLlyhXPnznH48GEOHTrE4cOHOXfuHFVVVeL75p133lnVdtcC6KamZlMFmZmZd3yMJM+3lMQ2eb3KRd/sPXjlyhU++eSTebBcEFZeLnp4eJgAv0hxvZLkHUy0/IxK7VYq1ZtpT27hR8bLopsS6mehfNFBMiPLxP+36Q/NA7cLQdJaju1Pf/r/s/fm0W3V99rvb2/NtiVbtmzLli3P8yh5kC07ljzP8zyP8jwnTgKZm5mENJABkwQCCRASEghtCJBAS6AhIfE5LS30tEDbt32b973nrve2B9p7D2t19Tz3D0nbkuVBzgQ53s9az0os7b21tfe29PPvs5/v96fMujExMQ/0vN1rqWNdXBByohVoTPTCqfZYPNcchROdydjZqF00VZsTrUBlnCcaE72sXBwpRWGkG4pj5GhMC7VyU3o4qpMDUJfki8ZEL6zOD8Pq/DD064PRlxd7V+WTv2/gVqNZj5CQEcjlAww4tbQRcKqgVKrvS2nlufvn758IZ+cYU0K2F66uvRCJGsDn14HLrYNQ2A2hsBtcbjJoOhEUlQEOZ4IxRY2CpkfB5Y5BKFwNmlaDpuPA4aRbpHXXwtV1LRSKjVap3pCQEWg065c4Pg+/F+5Cn0n5+fnLHhOY057alMx5we1Cqduq/GcRFVIBf99oZGRkgMs1wjIXiTciw7IQFa5Fce4I8vWr8YOpX1mlbvsa30d64jD8fbRwd/OFwluBZLWxR21HzauoL3kGNUW2aVuzh3qeQnSkFokqPXL1XWhtNt6o0tXVzfSj3bT2HCqKR1GQOYHUhA4kxNRBo65Brr4LlSWjy3KuvgvJ6gpEhCWjtnyN1b6kaSpACIFUKsXx48ftOua3bt1CTEyM1XfGcs79li1bkJaWBk9PT/B4PDg7OyMoKAjl5eXYs2fPvOtdunQJPB4PFEXh9OnT8273hz/8IQwGA/oMbTAYDDh48CBu3ryJmRnrUvbN2dkoCQtDZ2QkdIrZtHWChwzZgV7YWqrF9sZ87Oksw5mto1jTXG4FbtNCFVbv3dIUIUgOcIE+yBVjq4IwlhGG9QUqTOar0ZIUiPYUf7Sm+qIzLwAiAcd0zfGRmuoGvd4J27d7Y2Ji9iaqiIpU6Hd0MfC27+NXIPXzXvD1l7KXlxfOnj2Lqakpm0oC/f39FstpbcBtRkYb/P394eTka+rHnQ5C1CAkBYRkg5AuE8BtByGlIKQJFHUMfP5vwOf/BhTVCy63CA4OuXB3N8DZOc14zChHCOkkiDg+UAj8oXNMQYxTIuQOIYh2DYJGLkeipyeEptLGZudIgqB2cEWAgwNawsPx+64uK3B7NS0NQaZl6wMCbMAttmxBVYSxTHptZOS8PW7N+stf/sKsu3bt2mXNEezatQuEEERGRuKf//znfZp5YMWKFStWrL57seCW1UoWC25ZsXqExIJb1qyt/fHHH+Po0aOLpv3Cw2eBj7nMq72+V3Dr7u6+LEDF+v57ocn7mpoa5tyu5CT2wywXbQnLCbG/XPTIyAg83f2Z9TLiejBS8TLSo5uhDtAjyS8BBm0nnq59Em/0nkV/eg+zbFVcGXIii5mfxU4yNFSvZ3rc3k9w29Mz+7qtra0P9Lzda8/YyVo9+vJisTo/DL/YVoBT7bE40ZmMlozwBVO1qaFe0IfKUBcvw4n6ECvvK/LB3mIlnigPYRK8lknevTXG7Z9qj8UvthXgF9sKsDo/7L8duFUoRhioaWmFogIhIaXL2N7ioHPu/imVaojF0eDzNUy6ls9vA5fbAg6nBXy+AXy+ARyOBhSVBIrSgaYnGVPUOChqHDQ9AT5/DShKDYqKA4eT9siB26XGBeGhs307Dx06hI8//tiu7Z44cQK6DN2C4HZu6rat6gyTtvXx8cWRI0eYRJxELENEWDL06fUMOJ2bui3JfAIxYbWQu0cgODgEOp0ORQV1SEmoQVvN82goexrdTc/Nm7Y195PNz61AclIyaioGYegxYHp62qof7dN7P0Z91VrkZ/VDHV2H9tpnMNb7Co499Us8d+hzu31w90coLx6GJikb6vgUlBcN4+iTt3H62d/hwM4PwOcJQQhBfn6+3WnbqakpGyBoz3pnzpyx6sE+nxeriGC+2U+r1Vo9fuXKFaxbtw4GQzdG+vIw2a/GSF8+DIZurFu3DleuXMHMzAxefvll5OfnIyYmBprkWKjj4xHo48O8tjoyDPqYIGxrLsTx1Z340b7H8NaBjVbg9lhXPraVJGB9fhTW5gWjN8MPxbGe8HIRMtuROvKQ6u+C4Qw/jGSFoyM1FM2JAehI90N1iisyIl2RpfKEk4PxZgFHRw5aWlzxyiuB+PprFa5enf090JX4IqE7n4G3qeuMKVGKpu4a3E5NTaGhoR/FxUNW1mpnq1wEB1dbgVutdgeCg6shlYaCy/UHIUkgRA9CEk3OhDFl2waarjWB3FrweMfh6voFXF2/AJfbBYFgFby8UuHjkwmKMr5/Hu0EF74LPEVuUDrJES0Ngp/Ya8n3kuvtA62LC0rEYpT6++PVoiIrcHsxPh5d5jENTePJ3NmKH2Zw+5uhIXBpGlyaxoRejy1btuC3v/2tzd/5N2/eZNZ98cUX7Z4f+Pvf/w6ZTMbMD7BixYoVK1b/ncSCW1YrWSy4ZcXqERILblmznrVlsmGorGzB/prxFiXPhoaGcPHiRbtf417BrUQimXcCkPWD91KT9/EWSZ69e/faPXl/P66L70sS+2GXi7YsUWq2PeWiq6ur4SGbLRuZG9+GsdJprIqsQaJfMjSKELSpi2HQduKN3rPYXfaDWcgboEJHvM7qNXXpxWhuGEBHe59NKdq7PbcfffQRxGIxs+7WrVsf6Ll7UOC2MS0UfXmx6NcHM8lYs3Vh7sgJk6Ix3hWnGgKtfKRMgcPlvjhSFYBT7bGMzUnePdUxLLh9COBWIEi1Aq1CBUHsfQAAIABJREFU4Wrw+WssetkWgMPRg6bzweNtY0zTm8DhbAKfvwWOjtsfWXBrz7hA5T5bsrijtRUTExN2jQtu3LiBnJzZUsmt9ZttUq6WqduizN2IDC6Hv2809Ho9bty4wXxGODs7Qx2fgtKCAVQUj6Akb8wqdTvS/h408d3w99HCWx6IlJQUHD58GF1d3UhNrEJx7iRGe85g27qrmD7wS5v9MPeT7ersQnV1tVVfWHPZZ3PqduPUWSQnFEEVXYWS3Ml507tL2fx6paWlKC0pZbZtmbZ1cnLCsWPH7DqPly9fhqOjIyiKYmC3PeD2zJkzTJ9xgUCAuro6HDhwAC+99BJOnjyJbdu2oaCgAJ6engtu4/z588zrnT59Grdv38aLL76I/v5+9BlaMN6nxdrhRJw6nI+1w4kY70tDn6HFmMLt64NWq4UmOQZJ6kAUZfuioUoNhfdserUoW48qXRLO757CWwc2MjaD23J1MPZVafBktRqbC0OxPj8Y2yojsLMxGhvqI+Dv4chsK87PGavLQtCr80NNvAI5kW5YFSFGToIzdBoxVPHO4PONpXddXDh47bUgfP21Ct98o8b/+T/xEAqNYFajcUT76mgkdOdDt70Tzn7GcXP6mi6m523K9DQSDp2Bb+d6yLKr4afNhpcqFS4WJcBtP6OGoFavhkazmbGfXwGzfH7+iwy0ra7+CeLjRyGVasHnK0FR7jAmbTtASJvp37Ug5G1Q1DnQdLsJ3NaBz5+GRPIjiMUXQdN1oGkVHB2D4OBgBPgUEUDCUyFMqkKyZxj0CgXqQ0NRYQH4aUIQJpVafT4QQpDv54dnoqPR4uaGAjc3rFar8cfubgbcvhwSgi2EwMe0fE5AgA24xZYteKa4GHo/P3SVlGDv3r34xz/+YfN3/qFDh5h1f/Ob39g9P/D5559jy5YteOqpp+7jrAMrVqxYsWL1/RALblmtZLHglhWrR0gsuGXN2uj5eokdy8nBT6qr8avWVnzV2YlftbbiJ9XVKA8MZH5vmktK0NfXhzNnztj1OvcC6G7dusX0qsrLy/vOj9lKsj2T9zGmdAIhBD0dHXZP3t/rdTEz8/1JYj+IctH2li0321wueqGyiqOjo0hOToavx+xkaKmqGRvLn0ZOVAUyAlRI9fKCRhGCJL8EdKS0ojW5CRzKWO4wxNULq9VqcE2/i0I+H7GxsRgdHcXU1BTOnTt3X87tuXPnoNVqmXXPnz//QM/dvYDb81s7kKkKRmqoF3Rh7lidH4bGRC/UJflC5e9u9fhccJsa4AJdkASr9QorD6W6Y7omEO8OqhgwawmEH3VwW1NzGFrt49Bo1s9rpbIdMlkjJJJGu0sla7XtqKnZy4Lb+2R7xwWdkZHM72mXSoX++nq7xwWdnZ3Mujn6VhuAaZm6TYnvRlhQFpO2tRwThISEoKmxCdXlI6gpm7RJ3daXPY24iGrIPSIQGhKKdevWMeWaa6o6kJnejv0/uDYvRDWnbVubBzAyMoI333zTqi+seTvm1O3OTW8hKjwNqthMaJPqcWjfzWVBW8vXGxoawuDgILPt3VvehkjoBEII1Gq13WlbvV4PQgjKysqgVqvtArfXr1+HUqkEIQRyuRyvv/76gssutR/mSi2FhYXYuXMnDAYDBnvLMdGfgF0b0vDLn7bgzqcG/PKnLdi1IQ19bbFIVAXD21uOVckyNJWJUZYrRWVRIHJ1SkSHz5YlLs7LRlPeKry+Z50NuK1IjUNuuALrciMwmRmI9QUh2NkYjU2NkWjPCUC1Xom20iBwuUbg6ijkYGtrBIriZNAEiZEa5gCdRojhYTdUVzsjN1cEsdh4zXl4cBloa3Z6uvHcxMeL8NhjXmhfHY2YBh38MuMR01GCureOMj1vy984hbChIXgXVsM/QYuIiAgUV9bAy+LmSNvPqCFoNJutUrXBwdUmkK+wejw+fgRyeRYcHTXgcEJAiDsICQAhGhDSAmOJ5HUmcHsBHE43CMkFRTVBKDwBkegkeLzjoKhqEBILivIEIca0LYeKgjO/Fn7iUtSG5GKzRoM7BgM+qqvDJo0G50tK8EVHB+4YDDigs77RK0Uux62iIqzz90etszPy/fzwYW0tA26PeXtjCyEoMC1vWWrZDG7/a/NmvFhRgS15ediyYQPee++9ef/Ob21tBSHG1hWsWLFixYoVK6NYcMtqJYsFt6xYPUJiwS1r1kYo19vbi8HKSkyq1Tio0+HXbW1WpcssvSc9nfm9aQkPx2BlJfr6+uyCdPcC6H7yk58w67a1tX3nx22l2N7J+yqLpMVgUtKyJu8ftST2wygXvdyy5Waby0VPTU2ho70PzQ0DVi4vbUOiOhtBnrNlHUd0A3ij9ywM2k60qYuREaBCol8y1AF6VKhbUKFugZuTcaJczBdhs0YDuYMDCCHwdXaGwWBY8P3ey7ktKipioMGDPqf3Am7XNWQhI8oX+lAZcsKk6EtXoi5ehhqVJ9ICpVaPWzonTAp9kAQ5wWL0p7hbuU0lxYDW86GB2/7iZOSmxCEjI8MG9t+tLUH+XDCq1T6OqKhxhISMzGuZrAVicQNEogamx6ylRaIUiMXRkMkiERJSipCQUkRFlUOrbb8ncKtWV0GjaYaLiwJ8fgA4nESIxWshFq8Fnz8MLncYND0GPn8D+PwN4HByQFGrQFG5oOlNVn6Uwe1yxgWWY4I1CQmYVKvtHhds3LiRWVcdl8uUA56buu1rOw5VdDXCQhJQVFSEGzduWI0JWlpaGHhaXjRslbpdN3QN2emjCPLTQuFtTNua2zzMTcsuln419BgWvCHHcjtVpePQpVdDrVIjL7N9we0ulbY1v57ltrWmtO1yqhA88cQTMCZEXfDee+/ZDW7NvVNpmsYLL7xwz5+vhBBwuVx0tLdgtC8LY4Z4eLobv0ee3Z+NO58a8Odf9OCNk8XI03kiIdoBxXo+KnJ5WNPjgIluGdYN+GKwIwKB/s7Me4iLDENhUjTO7VxtBW5r9MmgiLF/bUuiAutLQ7GpYRbYdpYHY7ArGhMTKvj5zVZ3SA5xxqpoMZJieNBl0OjuFmHnTme8+qoU27eL4ehoXM7bm4fr18OtwO2uXcY+ukIhhStXQhh4a1k2ueGdafTdOIOKw5sQXl+BiPQIBAV5IjQ0FOnp6fD09GT2xfIzdGRkBA4Oxvednf2sKVX7K/D5xpvm3Nyy4Oc3AKXSAKXSAJHIH3x+PGhaD2OSNgGEpIKQfBDSB0KGQMh2EPIuOJw3weF0g6KKQUgrKOoUKOoUCHkRhDSBkHQQomT2y4m7D4GS5xEoqbUCt3cMBmxMTgYhBKleXvOCWyGHg1+3tmI6NhaN7u5I8/TEusRE/LmnB3cMBrQ7OKCcEBTTNKg545tulQrPl5VhTKNBeVgYmsvKcODAAXz77bc2f+P/13/9F3xMJbXHxsYe/iQDK1asWLFi9T0VC25ZrWSx4JYVq0dILLhlvdJ9/fp1TExMoL++HpNqNV7Mz2cmTxbyxbKyWUAXG4tJtRr99fWYmJhYsjzuvUCcF154YdkTlqzvzcuZvJ9KSGDOz2aNZlmT949KEvthlYseGRlZdtlyLteYhDGXix4fH0dzgzGl1VTzOOPivCFkaFoQqZg9X2Zw+3TtkzBoO5ETVYFVkTVIj25GZeo4KlPHEeGTAkIIKEJhXWIiXEzlqf0lEvR2dmJ6ehozMzPYs2cPtmzZwri8vJx5nfLycqvnnn766QWPx+3bt5kJ7MbGxgd+rS8H3J7f2oF1DVmYrNVjslYPXVwQQuQSRHmKoPIWQRckQYrSERqlE2LkIsR5OzKPW1rlLUKcXAiVlxBZgU7oUEuxOt0dAxo3tKulMGg8Hhq4bUoPhzYmDBERahQXN98XNzR0MKWz54JbcylkuXxggURtJ0SiNvD5bUyPWUsLBKkQiWIgkURDoaiAl1fhoqWTlwKdxv6RHcy+e3goIBIFgMtNhKurEbCKRMMmeDsGoXADhMIN4HJzQNNGcMvhbLIyl7v5kQS3yx0XWI4JnsnKwgt5eXaPCyw/9xJUOfNCzhee+QJl+WuQrDb2l33yySexb98+9Pb2MutWVVWhp6cHen0mdGkNyExvQ0ZqM1Zp+pChGYQ6ug6+ikgEBASisbER27dvx/bt27Flyxbk5eUhO7McpYVDNuB4btp2oWSpdep2FE0NvdBqtWhu7ENlydi8QNqedO+NGzestq30jWQgrD1p2w8++ICpSGH+brUH3H7yySfw8DDerJOSknJP19OtW7ewc+dO5jXzM4Pw+FgS+ttjQQhBeLAUf/5FD776pBMHtmnRXKlATaEz0hM4CA8kCPSl4OFGg88j4HIIxI40ZK58ZnsxoZ7IjAnE9pZinP3BGF75wSRGqvMQ4eMJZwfjcv7uDmjP8bcBths2JOPixVLk5MxCyYggAZKTaDQ08HDqlCPefFOIU6dEOHFChDfeEEIoNC0Xwcdjj3lZwds//CEWAoExvTs97Yfr18PnhbcZPxhCYnc1mkb0yMqSITdXhuTkSISEJMHZeba0cGFhI7KzszE+Po4AU8lgHk+K5OTL0GqvIDh4B7OsRJIHgUANDscLFOU056auNBjLI3eZgO0TIORJEPIzEPIuaPpHoOkOEFJnWmYXCNGBEA8QwoExaWtOvgrhzD+LUJcX5gW3X3R0QGoaHxzPybECt1zKeGwO6nT4uKICjV5eyAgMRHFAAA7qdJipqYHLHFi7mP39/fG73/1u3r/xP/jgA2a527dvP9wJBlasWLFixep7LBbcslrJYsEtK1aPkFhwy3ql++jRo+jt6sJ4SgoO6nRLQts7BgP+0NXFlC7ri4nBQZ0O4ykp6O3qwtGjRxd9vXsBdFNTU8y6D7psKuvlT95bpq7eray868n772sS+2GWi9br9csuWy4yTZRGR0djZmYW3DbVPG4FBrauu4KJ9lMojG+0Abdmbyx/GmOl0xipeBmH+27jcN9tFCX2gTJNupYFBoI2/T9MKkV/fT12796NmZkZqzKPS1mtVi94PJ599llmuVOnTj3w63054HZdQxb6ChPRlB6GvBgFVEoXhLkLEeUhQJrSATnBYugDHKALcESKrwO0SgfmcUunKR2g9RUhzVeIDH8HZAU6Yb3OAx1qqd3g9rnmKKb/bWOiF3KiFdDFBTFQ2V5XJAchKTwECkUMU3r4XqxWVzFg8ezZs9Dr9YiIUDOljZXKLMhk6ZBI0qFQVNhYIsmBSJQJgSATYnGxjQWCKDg7a6FQVECtfhoeHllwd4+2Kp1saaVSjYgI9YKJ4ra2Nuj1emRkZCAjIwOurq4QCmXg8aKhUGyEQrEREskYRKJR8PnjEIs3QyzeDIEgF1xuBjgcHTicPBtzufng8wtAiAKEBICi4hn4zOe3QSRqg0TSyQBruXzgOwe3yx0XWI4J+mNj8eeeHrvHBZafe9qUzHkh59Enb6MkfwDZmeXo7OzEnj170N3di+Sk2e+c8rIGNDcZoFZroIrLRGJcNZLia6BRNUMT34UAXy28vQIRH5+E5iYD2lr7Gefnl0OlSkDWqmYbcGxP2tZsczK2tmoYhh4D1q1bt2Sa1950r3nbDg7GZGhqaqpd59JcBcLys9YecHv8+HFmmbVr1zKPX79+HRcvXsTly5fxySefLPn6t27dwrZt22Aw9MBBZPyOUsd6YOZKE6Quxp+P7s3Czcv1GDdEoLHcE70NYiRG03Z/j3hIBdBHemBNhRYNq1TIT4iELiYEIf6eUHo5MqnNkgwfG2D7hz904c4dA6Kjpcz24uIobN4swtdfe+Cvf5Xh2jUhLlzg4vRpLo4dEzDLZWTw8dhjbjbwtqbGuK3sbAm++UZtA2+TRisR3VKAvMZoDA1F4fDhaExNhaC42AexsSrw+bNp4qioYsTHpyI/3wCaNv6O8fkJcHSsg5NTHTgcfxBCQFHOSxynERByEYRcBiEfgZD/F4T8fyDkaxDyPijqLRDSDWPf28gltkXDkbsV4dIX5wW3dwwGrEtMZMYH+zMymHVVppsB9D4++LKjAwMREciIjER2SgoGVCoUCARwWAa4TUxMXPBvfPONHUlJSQ9xZoEVK1asWLH6/osFt6xWslhwy4rVIyQW3LJeyb558yZGRkYwVFaGNQkJi5ZHnutUE5xJkcvxeVsb1iQkYKi8HCMjI7h58+aCr/molE1dyb5x4wZ8fX1BCEFOZqbdk/dzU1cLTd6/+OKLIIRAIpHg/fffv+fr4mEksR92uegsEwheTtlyvil17Ovri4sXLy4IbrdMvYvJtheXDW4rU8chdTROuvqbSlMTQpDo6YmB2lrs2LEDMzP3D9ya+/dGRkY+lOu+tbUV2oSYBaFnW14SMlXB0MUFIdDbDSqlC1YFOCE3yAk5gY7IDhAhN1CEgmAHFIU4ojDYAYUhDig0/VwU4oiSUGsXhTiiLMwRRSEO0PuLkOorQn+yK7ICnZYEt3trYnG8Jw0nOpMZ1yX5Qh/rjxRVFHoby5fl7OQYxIRGwM8vcVFgaK8tweLU1BTi41OgUKggk6kQElIKmSwdYnEKRKIUuLrm2VgkygCfnwYuNw1CYZaNebxwODiEM+DW2TkWzs4RzPbnWiZTQaFQISIi1a60sIdHKBwdfSAUBlqkYTfC1dVYNnk2NVsGkch2/+aaotxAiAI0HW1R7rkBYnEDZLIWqzLRUVHj0Gof/07A7d2OCyzHBHcMBrvHBZafe7oM3byQcy7MfO6552DoMUDpEwZCCEQiMSpLRlFZMopV2hqEh2igiqpCYmwT1NF1iA6phNw9AkqfSGRoa5hlGZcOIjkpGUUFdVbg2N60reV358jICHp6DBgZGcGHH35o1ft2qdTtYq9348YNq37Ak5OTS57L559/HhRFgcvlWvUetwfcjo6OMsscO3YMr7/+OjIzM5nKDoQQODk5oaioaNGbk65evQqDwYCRvhwEmcobyz0csGHcWE5XIXfCmWcL0VHnj9YqGQabRVjTzUNrBQ8xYVz0Nzrg6FYJju1wwpGtIjyx1hFjHRJEhQqZ/eDQFJIDpUgPkyE9whvBCk8EBMgRGuoCvdYLAQpj+jQwUGIDbO/cMeDNN8sgFBq/PzkcgiNHBPjP//TEt9/K8ec/O+PLLx1w7RoHFy/S2LFjNum7ZYsTNmxwsoG3778fxmzrs8+ibOBtfHsuClsC0dTkiZMnk/H22xq89FIimpuDUV+fipSUAWRlPQONZjMiIgoREZEGb+9VJkDLA4+XBj4/DUKhBuYULE37z/l+lYEQR4uf14GQn4KQayDkDyDkbyZ/Y/r5IxAyCkIs2y9IYEzqloCQjDnb50PKL7LpcWv2v7W3MzdzdFj0wB5TqYzHhqLwrqmSS0txMfR6PSQODlAQgkRCkC8QYG1yMuqioph1W5OSsKW7G1s2bMCBAwcWTNoCwDfffAMXFxcQQnDmzJmHOLPAihUrVqxYff/FgltWK1ksuGXF6hESC25Zr2RfuHABBoMB41otjuXk2A1t7xgM2JJiLJsq5HDw2/Z2PJudjXGt1qbX5aNaNnUl2zxh6+bmhsHSUpvJ+5/V1eFIZiZ6oqOR6OnJTM4RMlsGrz82dtHJ+9TUVBBCUF9fj5mZ73cS+2GVi3788ceZdfP9/JZdttycKgpWKjExMYGRkZF7TtwOlL6IkYqXMVLxMtKjmxEsj7N6LUIICvz8rBK398PXrl2DWGxMlu3cufOhXPd6vR6pMUHIiVagLy/Wxmnh3kgNdoc+VIYgd0eovB2QHeiIbZky7M2RYX+eDE/myXCwQIanCtzxVIEMTxWYfi50x1OF7jhcZO2nCtzxdKE76qKckBNoTN/2J0mhC3BcEtxOd6/C6dFCvDicx7gxLRTZyTF31ac2IyMDUVGJiIkpue/gdnx8HBERqXB1TWYStksnanPB5eaAw8kBn19gZR4vE1xuFESiUAbcSiTREIujIRYnL5DgTYdMlg6lMsuuxLCzcxxEogAIBAGLgluZbAJicdm878HSFCUFTcvB4URalINuhEzWCKWyHRrNesZa7eOoqTn8nYDbux0XzB0T3DEY5h0XLDYmiIyMhDYlE+q4XLTWb8bUyPMLlg4eHh6Gg4MRTGVoa/Hcoc/x3KHP8ewPf46a8kkU5QwjO30UGSkGBPqlIixYi6rSMTz7w58zyx7c/REqS0bR2jyA6upqdHV1W4Hj5aRtzb58+TL279+Py5cvY2bGvh669qZ7169fzxyrpfbn5s2bCDRVZOjs7LR6zh5wW1payizz+OOPQyQSLXgDjqOjI44cObLgfgwNDWGotxirNN7MOnIPY2/b7FW+GO2JQVetK4ZbBNi7RoDfvS/F3z/1xLefyxn/52dy/PS0E66cdMXVU974j1+qIHefhcih3g6IC3aBj1yA8BAxoqJc0dQUhuIif5SVBZrgJsG1azUMsL1zx4BLl8oRGurCbCclhYsvvnDA//7fUnz7rRx//asMv/61A/z8jGMbrdZ0oxSf4Le/leLiRem88LaszLjNri4Zk8T92c/C0N8vRU2zDE1NMjz1VDh+/es6HDxoBJs8Ho309Bqo1atRW/shA24DAuLA4QhNy7hAIAgBh+MPDsfZBHP54HCCQNMKEOJnAq3bYCx1bD5Pe0HI70DIlyDkC9O/X4GQfzfB27+BkBcslvcAIRMwJnAbYOyNa33ehRwJ4t2T0B2Vhh1arc1nQpG/ESYHOc+mgQ/odCjw82N+LgkIQG1FBfN9TwiBq6srJoaGsGV0FONtbczj2dnZ2Lt3L9577715e9qadevWLWadsLAw/POf/3yIMwusWLFixYrV918suGW1ksWCW1asHiGx4Jb1Svb09DR6OzsxqVbjJ9XVywK3v2pthcAE7A7qdHi/uhqTarVVr8uZmUe3bOpK9bVr1+BsmmTLysqymbw/X1Ky6Dk0T9CZU1cLTd4/99xzpklIHi5duvS9TWI/zHLRra2tzLqNYWHLLltudoKXF3q7ulBdXb3sHrdP1eyHQduJvOhK6CIrsSqyhrEmtASJfslwEzpYvV5HZKTN7/29emhoCIQQBAYG4tatWw/l2s/IyIA+1h+VcZ5YnR9mY12YO3LCpKiMlkLlLUKa0gH5QQ7YlW2EsxcbvPBmgxcuN3vj7WZvXDb5UpM3Lrco8HaLN660Khi/3aLAj5u88eMmb4wku6A/0Rk6f/vB7YvDeTYlnCdr9ehtLL8rmDe3B+2DALcyWToUipEFIailxeLNEAo3gM/fAEfH7Vbm8wsWBLcSSToDWi1tb+9Ys11cEu0Ct/aaw/EDl+sPgUB11/v0MMDt3Y4L5o4J7hgM844LljMmCA/VLAgzLW/Yqa9aZwVAN06dRUXxKAoyJ6BL7YMqugz52V3YNHV2QVA6PT1tlY7du+3KstK2C9m6960xdXv86c/xg8few+apdxivGToLnbYF+owS5OXlYcuWLUwfXrMLCgqY9zw2Nmb13L59+5gKFjMzM+jv7wchBAqFAj/72c+s9skecJthUd5WYCrD39TUhDfeeAM3btzAxYsX0draypTPF4vFuHTp0rzbeuKJJ9BnaEH2Kl+bc9xaG4Gpfn+Mtovx8n4xvrziiP/8TG4Fbb/9XI7/9bEMV19wxLsnPfAvPwrAN5+p8digfBb2OdNIihUi2E+AzFXOqK0NwVtvGW8K8PQUgaKICbx64d13q3DmTBE6OyPh7DyboJVKObh2TYbf/tYNX37pyMDbrVuN33mhoRSio83bofHee0547TWJXdcyIQR9fVKcOCHD5KQ7duzwxIULMbh8ORnj4+6QyYwQ2skpDDk552Ew3GHArYuLJ7MNB4dVEIkqIRR2gqKEpvMTAT4/DhyOGsYyxxWwBbdFIORxGJO3a03eBELewWz6ttdi+ToQYgbaKSBkNvnKsRhz1IWEYIdWi5/W1Nh8JhzPybE5Bgd0OgzExDA/82jrktiRkZE4e/YsNm7ciKKiIgRZVDEhxHjDwlL6+9//Dh6PB0IISktLH8JsAitWrFixYvVoiQW3rFayWHDLitUjJBbcsl7J3r17NwOkftXauixwe8dgQIVpQkXv44NftbYygMoyefeolk1dqR4ZGTFOgrq6wtDRYTN5/1pxMXO+aIpCmFQKlbs785i556pl6mq+yfs9e/bAx8cHhBAkJyd/b5PY9vR6/ENXF1M6eK1F4naxctFzffPmTeRYTHLutEivvFVRAUIIXAQCfDbP72nqnN+xQn9/DJWXIyMjA22tBjQ3DFi5vLQNiepsBHmGMuuYwa1B24k2dTHqotOhD0xARoDK2spQ6BUKJnHrIhDMm7S/F3/00UdMicODBw8+tGvfDG4bE72sQKnZq/PD0JeuxGq9Aqv1CvSnuKMx1hnPVXjhRLknPuz0wc+6fPDzPiU+HVDitsEXtwy+uNHji9u9Ssz0KvHpgB/jK60suGXB7fcP3N7LuMByTGCGuXPHBcsZEwT6xy4IT83fGW5uHjZliE8e+TfUV61FSd4Y8nSTKMkbQ33VWpw88m+LliW2TMdWlY4vO227kOembrc/9j7GDOcw3PUa44Ks1UiMr0RsbCIK8sutevCaHR2lmgVmte1Wz3V39+LJJ5/EzMwMXn/9dQa2zvcZag+4TU5OtjoX/f398y5nvsmGEILq6up5l3nttddgMBhQlBNitc0ApQTrR5Mw1R+CdX1S/Pptd3x51RH/8a8yG3D7q7dccPUFMd45Kcf/+CgS33ymxudXo2ehq4RGbbEYcZF85OZ44dixbNy82WD3tebiwkFsrAiurhxwuQRiMYXISBrd3QK4uBiX2byZzwDg9etpXL3qgOPHHe1+jeZmR1y6FI4TJ3xw+nQEXnopEVNTISgslEChkJmW4yAh4SUrcCsUGks9U5QEIlEvBIIh8HgGcLnJ4PP94OCQyoBbiooERZWBkD5Yg9sUENIGQtpBSBcoqhMUNQiK2grLD9dIAAAgAElEQVSa/g/Q9F9BSAKzD4TEmf7vAEJiQdNuzLYsYWqsTGZTeeWA6caN389zY9nutDRITdemg0XZ7fmg8Hw+efLkkn/bf/755+jq6gIhBHw+H3/6058e/IQCK1asWLFi9QiJBbesVrJYcMuK1SMkFtyyXsnesWMHBmprMalW46vOzmWD2x+bJk45FIUPamowqVZb9bq8X/4uyqauRH/yyScMBNXpdPNO3n9UV4dNGg3Ol5Tgi44O3DEYcEA3Ozm4Xau1SV3d6+T9d5XEtrfX40bTBHe4VIrfd3YyE5XmctGXKypQHBCAuMBAeHl5MRPqhMymiy9cuACdxXE0T3yarTdB7q6oqAVLlJq9LSUF41otampq0N3dzYCz4uJi5ObmIicnBwEBAXB39mDWyQnLxIhuAGmBWmT4RaAqKAibNRob79Bq8ZPqajjzjSmlUKnUrt7Wy/G5c+dgMBiwZs2ah3r9s+D2uwG3Dg6TEIvXQSxea2U+fxxc7hhoegx8/horczh60HQwuFw5JJJoKBQVEAjk4PP9IBCo4OMzhoiIHSy4vQvfy7jAckzwSUMDvjTd/LOccYE98NRyTJCVmTVvGWJz6rYwawIVxaNYM/wcxvqPor/rAPq7DiAvqx1J6jxk6jPR09OD7du3Y+vWrcjLy0OaNhuJ8cZ/8/LysHXrVpv063wp14U8N3W7dd1bGO89i77mC+hteh1tVS8gIaYe0eHZiApPQ3nRkG0f3pJR+CtnQWV50TDzuPkYPf/885iZmUFiYqLx2GRlzbs/9oDbdIvqES4uLgsmjm/evAk3NyPUc3Z2xu3bt+ddZmBgAGVFSVbfVdUlwTj+ZA5W98dgjUGGd0/K8OVVMf73dRebMskfvOSEKyeluHrKC3/9VIVvPlPj8DYlsy2JE40srQSpaglSUuTYsycNf/pTN155pRBCoTUMpGkCgYADNzc+OBx7wS6FDRuM5aJdXQlOnuTg3Dkhzp+X2Gy7oUGMnh4ZTp8OwI0b4Th/3geHD7vg8GEZjh9XYHpajkOHfNDT44G8PBcEBcnh4BAGmnYFIQSenmVW4JamOSZw6wguNwUcTho4nGzQdCiEwggLcJsEigoBTZfCWN5YZbFvviAkEYRoQFHtoKg6UFQPCFkPivoCFPUTEGIuZc2HuXcuIUrQtA+43NmewiVLVF6xHL+oPTysnisJCAAhBFKBALUWvW/nM03TiIqKYtKz9oJbs1JMY6ORkZEHN5HAihUrVqxYPYJiwS2rlSwW3LJi9QiJBbesV7LvNXF7xzDbw6o2JGTexO398HdRNnUl+umnn2Y+D4eHh+2evD8wBzjOTV3NN3n/KCSx7en1+Nv2diY9cjQryyoBmyKXL1la2gxup6enobOYKJ8Lbs29bPk0jVuNjTYlSmlTuUqpQHBfypb7icULnm/L99QYHb1okvhRMgtuvxtwKxCMwMFhNYRCaxuh7SgoahQczoSVKSoDhASBw/GASBQKV9c8cLlycLn+4HLj4e7eBx+fMStw6+HRBHf3DLt73AqFPuByXcHhuFr0yZ3bl7cMMtnEfytwe6/jAvOYoCU8fMFKHIvZGnKOzpu2NY8JAgICMDw8bFWGeG7qtqJ4FPVVazHSexgVxaMoLRhDQXYfosIyER+bAU2SHi3NvUxytaiwBgmqVYiJ1CFBtQpFhTXzpl/nplyXsiWQHu49hDWDFzDc+Rp6m15HY8VTyNONobRgEOsnTjM9eOc6W9fCfPYe3nfLqkev+Rht2rQJhBj7zpr77M61PeA2Ly+PWSY7O3vR91ZYWMgsu1Av9927d6MgT2f1PbN9XSo+eKMGk/1qrOtX4Og2Kb64IsXv33eyArf/1w13U5lkd7z/shIfvRaOoTYP8LiU1fbio1yRlqyERhOJsTEVTp3Kx+OPG2Gxh8dsj97cXCXWrAnD4OBstZDYWBHWr5fj/PkgfPhhOM6f90Vnp3VbADc34+vV1nJx4oQIFy+KcPKkE/N8RIQRdiYm8kw9b+U4e9YH77wjx+nTHjhyxAvPPx+FQ4eC0NMjR3a2G8LCYuHsrIFYXAsuV2sCtEIkJJyHn98AFIo8i33wB0XlgpA8GEsfJ4GiokBRKaCoKNPjISAkG4TkgJAIi3W9QVHpIKQEFPUYKKoNxv6160DIVRDyOgjxNy1rPq4CcKl0OHBiIeLNvs9Vq1ZZHReFoyPiLSqvWI5fuqOirJZ1Md30leTpif76emZcolAomGWKi4vxwQcf4G9/+xsAwNFxNtW8HHBrHtOKxWJ8/fXXD2gmgRUrVqxYsXr0xIJbVitZLLhlxeoREgtuWa9k30uPW7Ov1daCS1Hg0TQM0dH3vdfld1U2dSW6tLQUhBAolcplTd7PBbdzU1eLTd4nmEoLJycnL3t/H3QS257fjw2mtK3CyQn/01RG2ZyAFXI4OJWfzxwbihBIXVzg7+/PPGYuC11TU4NwUxKFEGOP2wM6HeOXCgqY5Mrc1O2fe3ogMqV8FU5O96Vs+WLgtjk8HIQQeDo42NW791Hx/Qa3r1bLsUbrglGNC8ZTjF6tlTLuTZCgW2V0uq8QqT5CBEq5SPUVIdCVj0SFCBqlE3q1CqbP7vqiCOwuD/1vBW75/GEIhavB401apWppegIUNQ6KGgdNT1qZonQgJBg07QmBIAJicTE4HD/QdDA4HDVcXXuZ1zHb2TkDzs4ayGTpCAkpXdI8XhBoWgGaVsDVNQ+urnkQiTLA56eBy02DUJgFkSgLYnHZfytwe6/jAvOYgE/TeLWwcN6bSJayGXLWVg3bpG3njgnmliG2TN0+tec6xgem8dSe69i09hzT9zY1oQMJMXXQqGuQq++ySrWWFw8jNdH4XGpiHcqLh+dNv85NuS5lm9TtWmPqtq36JLQJnfOWc57r6rIJ5jP6h7s+nLf/r1KpZODazp0753WAxXeN+bEDBw5Y7a9lz/WmpqZF31tHR4cVWJtvmVdffdWqqgQhBG+cLMX/mOnG2uFETPUH47F+Kf7tHWO55K//1Z0Bt+U5/AW/qxyENHzkxkSmp7sDaqsKkJOTg8HBSoyPq+DqakyKDgzEgmsCvXFxzli/Xo7paT9kZorx3nth+OYbtY1fecXH5vUkEoKXX3bD66+74d133bB//2wSdXDQCIdFIoI1axwwPCxGS4sTnn02EMePK/D881F45pkU9PQEITtbDqUyAmJxNpycuuDktAl8/i4QYuz56uTUAReX7RAI0ixePxuE9JvcB2Mf2nIY07W5pn/rQEgmCNGCkACLdZ1AUeEmoLsWxpLJ7SZw+w4IOQdCUq2PLTcCfuIaKJ2SIHeY7bMbOafv7Fh8PBrDwuYFtwfnnHOz67Oy0NfXh56eHuN40aJE8q1bt5i/0//5z38yfZSXC27//d//ndmuPb1xWbFixYoVq5UiFtyyWsliwS0rVo+QWHDLeiXbnkShPX5Kr0dJQADqoqNhMNy/XpczM99d2dSVaG9vY5m8oqKiZU3ezwW3c1NXCyVAZ2ZmJ3x5PB4++uijZe3vg05iLwWv/9TdDW9TEmQoLs4qAWsuF70hORmbNBo8n5eH4bg49NfXo6amxm6Aanaqlxe2pxonVZ14PPzG1D94bgKWJsSusuXj4+OoKGtHRmobJltOYm3pQeysPoqW5Gb0qLOxWaOZ91zfamyEyNSXLjcpCX19fQsmrB4Fnz17FlNTUxgfH0dgYCCCvKRQ+YgZUGppXZg7UgNcoAuSQBckQaqfI1ReQtRFi1EX5YShJGcMJztjXZoUr9d7YUrrAoNagh61BAa1BL1qCfoTZ90eJ0ZLrNFZ/iLo/YVQyfnQ+4ug8hJglZ/ImLxNdEdfuhJ96Ur0pPtBLDBeW8MFsd9bcBsZaezXrFAE2A1u+fw1c/rYbgGHswk0vQk83jYr03Q+KCoSXG4wxOJiyOV7IBCkgs9PAoeTOC+4lUjSIRanQCzOYBK0i5nDUYGmo0FRURAIUiEQpILDSQZNJ4GiksDhqMHlRjHgeClzOD4PHdzeuHEDvr6+IIRgz549dl0HyxkX3G5sBJ+mwaNpfFhbazUmmFSrsTYh4a56YJshZ0+PwSZtO3dMMBeIWqZuLW1O4OZn9UMdXYf22mcw1vsKjj31S5tk69N7bmHzmst4es8tm+fmS7na+77mS90WZK6GKqoaRbkGbJo6uyC0Pf3s79DZvJ35rH9s8qV5+/8u5wYdS3t5eVnt69atW5nnGhoaFn1flpB3vpYFly5dwu7du62SvoQQfPhmLe58asAzT2RhdX801hhkeO9FU7nkj6UMuC1YZdsLlRCC6kIp3j0VCkODDBRFQFMUGhsbsXfvXvT29qKkRMsse/VqFSQSIwAOCODjwAFffP21al5ga3ZLi5sJos6+ZlYWH199FY6vvgrHu+/K8cQTs6WSz551ZkovV1fzMTLCQ0uLFGvXBuDChRi89FIiRkejUVISg7CwfIjF7QgPvw6F4ku4un4BPv9HoCgjAKXpKIhEr4DLbbZ4zwZwOP8PaPo/QFEfgZDjIORpEPIKCOkEIY0WQLYdhMxCX4qKAE3rQEglCFk/D7h9DYSMWh1fd2EugpzrkOrVCLXHbHpXNKc3bUdFBXIDA5mfpxIS8KvWVnzZ0YFnsrJszpuzkxP6+vrw6quv4sqVK1bQ1tHREf/4xz+Yv9P/8pe/WK27HHALAHq9HoQYU+OsWLFixYoVK6NYcMtqJYsFt6xYPUJiwS3rlWx7e3gu5c/b2rAmIeG+97pk/fD81ltvMZ+Fa9asWdbk/Xzg1jJ1tSctbcHJ+3379jHrHjlyxO79fRhJ7KV6Pb5UUMDs+3tz4PZi5aKrqqruCtx+2tICjil5sn/VKpsErLnvrD1ly8fHx9HcMIDyojFM9J3DRPspTFUcQmZkOQpCktEfE8NMvP6qtRXvV1fj2exsrDLBfalEgt7eXrz66qv3dIzff/997N+/H88999yyAMj98tTUFAztTehtLIcqyBsqX2ek+TsxoNTSOWFS6IMkyAkWIydYDH2AI9J8haiJdEJNpCO6VGJ0q8ToTZBgXZoUYxoX9Kgl6E2QYCLVBZOpLlht4ZFkZwwmSTCYJEFDlBPqopxQHOKA2kgnFIU4oCbSCbXREoxo3bFar8CA1gsaf+M1r3AR4YWhXBtw21mYjKzUBKhUKsTGxs7bT3khm8GtTBZo93XZ0HBwXqjY2PgUKMqYHGtsbLQCt3L5ABSKEUgknRCJ2sDhNIDLbQGH0wI+38CYw+kCRRlN0z1WpigNKCrsrsCtRJJj9fhCFgqbwONVgMcrhatrL1xdeyEStYHPbwGH0wyaVpv67PpBJEpZ0jTtDpr2BpcbBYViBArFCOTygQcKbkdHjSAmKCjIpvfoj3/8Y2zYsAEVFRWIjIyEXC6HQCCAQCCAk5MT/D09Uejvj09bWhb9/G8xff7kKpX3dVxw+fJl7N+/f8Fyv5ZeLHU7t+9tckIRVNFVKMmdxL5t1xcFpfN5vpSrvZ4LmaeGX0FKQg1iIrKRpqlYNG17+tnfYdPac8zvXkFO17z7cb/A7Ztvvsk8t2rVqkXfV2ZmJrPsO++8Y/Xc7du3MT4+jh5DN3MTgdm//GkL7nxqwPvnqzHZr8bafgWe3SHFF1el+P37Ynz7uRz/9yfuOPNDEZ7dLsWZg964ejoUP9zki/hIY7o1PEgIQ6MnwoKkiI70RUVFBT7++GO88sorCA0NBSEELi4CnDqVDz8/Y4UOd3cB1q+X47XXghaFt0ql8Ts1PHwWVLa0iPCLXxjX++qrcOzaNQtun32Wj7Q04+eejw9BU5MQtbXu+NGPcnH5cjKmpkJQUuKH2NgCuLo2w8PjONTqb6BQfAknp1+Cos6BEPO4gguaPgaKKrY4ZqOg6f8Al/staPpnIOQ5EHIIhFwAIWdByBoQMmYCsCMwpmvN4DYNNK0DRVWDojaCkC4YYe9aEPIGCHkBhByGsb+tcR0xzxkaz3hUBWUh38+6Hy3HIgXb2dkJnUX55Hw/P0yq1ZhUq62SuGZHRERY3fAVHT3buzkvL8/q7/SbN2/eE7hdv349CCHg8/n4+9//fh9nEFixYsWKFatHVyy4ZbWSxYJbVqweIbHglvVK99GjR9Hb1YXxlBQc1OnwZ1O5V3v9554eHNTpMJ6Sgt6uLuzatcvuyVbW3x/v3r2b+Sw8ceLEsqD+fODWnLoajI1FY1jYgpP3ly5dYtYdHh62e38fRhJ7qcRtvWlSOEAisXlusXLRlolbyx639iSczf1z0729ccdg7LFrBrabNRq7y5abwW1lyRiqSiaRmdaBDE0rUmPKkRKYAJ1CwUy8mj2k0UBoeq2Kior7krTdt28fent6YTAYk3UnTpx4qAB3fHwcvY3l6C/VojhGjuIIF1RFSZhyyJZujHdFXYwLGmOd0RjrjLpoMaoinGAwJWrHNC7oVUvQlyDBZKoLA27HU1zwL31K/GufL37Rr2R8vdsH1zqNPlnuieNlHtiT44ZjZZ7YlSPDdKkcxysU+HggHJ+uUWMk3QtCrhEK9OqCbEolH19dvyiYWQrctra2IioqEY6OrnbDnvDwPPj7Z0OpzLIxn28EGhKJBBkZGfD0DIOTkxoyWQtkshY4OFSDz68CTZeBpqtBUTXgctvB5baDz+8El9sOmm4FRbWCw+m0MkUlgabDTeC27IGAWyenNggElRAIShnQ6uzcCUfHdohEbeByE8Hnh8LRMQAyWfqS5vNdweN5QyiMRUjICOOoqHFotY/fd3B77do1ODs7gxCCXbt22Tzf1dVlH9BzdMTH9fULfiZ90tAAHm28Li+Vl887LnjQPbDtTd0+vfdjRIWnQRWbCW1SPQ7tu7ksaHv0ydvzplyXY0vIXFkyitTEKsTGJCJDW7vgflumhnk8480YwYHqu94Pe3rczszMIMwE3UQiET744IMFrzNzD1IfHx+b5y9dugSDwYCmoSLmZiuz//gv3bjzqQG/v92FqaEETPUHYcOgFL95V2Ysl/xzd/z6bSmuviDGOyfl+OqDcHzzmRrffKbGXz9VobPWmIgV8GnERclg6K6zqjLhbuq7Ghrqi8lJNUJCXBiQu2ZN2KLw9te/nu3Nmps7C2e7uz3wzjtyBt5OT0tngWQ4gUAw+/6cnAiSk4U4diwG4+PuKCyUIjg4DF5ejVAqD0Gh+AkDbnm8WzCWKx6wOEarQYhlqeFJcLl/A4/3T1DUz0DICRO4fROE/BYU9SU4nN+Bon4Dmv4NOJxdzLo0nc+AW0I2gpBuGHvcDoCQNlCkFjQpByECLPRZYHakqyuUpjYVhBjT/Japa116Ovrr6zFQW4uGoiKb9ScmJqyukbS02WTw5s2brf5OP3To0D2B29dff51Z9+rVq/dxBoEVK1asWLF6dMWCW1YrWSy4ZcXqERILblmvdH/88ceYmJhgANULeXl2w9s/9/Tghbw8BkiNjo5icHAQPYbuu57UZP3deHx8nPksNKdi7YX6C4Fbeybvr1+/zqxbWVn5nR8HSy8FU32dnEAIQXVw8LzHZaFy0W1tbTYwzd6E83BcnDE9QtP4sqMD65OSjBPTLi74nz09dpctn5qaQkd7H5obBtDcMIDGuj7k59RCk5SHBLUWWo2GmXjtr69Hb2cnampqkJycjNra2nvqaWuZst26dSv62/sxUjuCgdaBhw5wzeB2slaPPdUx2FusxJEyBT5do7bxqYZAnKhS4lSND07V+OC5Ci8cKfbA2y0KvN3ijVsGX4xrXBYBt0r8YmDWi4Hb3TkyTJd54USVL/5lPBafrlFjVaARHjjwOTjWkTQPuK1jriuKohAYGIioqCiba20h6/V6+PvHQSAwglsORwilUreoZbI0ODunmkoQW5vH82de298/HB4e0XB0VEEma4RM1ggHh1Lw+aWg6UJwOOWgqEpwuR3g8TohEHSBz+8Cl9sBDqfDKolrTONqTGWKoyCTTTwQcCuRdEIsboBE0sg8FhGxFz4+m6BQbIREkgOZLB1KZRY0mvVL2sUlGBJJMJyd46wAt79/NmJjK6HRNC/LanXVouB2ZGQEhBDI5fJ5S8n39PQgNDQUtbW12LhxIw4ePIhTp05henoa69evt0puuotE+MKiPPtcl5sqDOQqlTbjgofVA9ue1O1o3xHo0quhVqmRl9m+aDr3fqdtzbaGzKMoKqhDclIyKksH7dqf8FANCCGQuXnf9X7YC24tb+gqLS2dd5mKigpmmbGxMZvnDx06hO7eDpSNqECbAD8D8PrVWD+ahPWjSSjLD0R2ugeayhzw7HYHvHGEj8vHhXjvBSdcOSnFuy944S+/iGfA7TefqfHzy5GQOBm36eIsgMFgwCuvvIKZGesqIlqtFoODlfDwMKZ0fX2dsHq1ekF4+/XXKuzd62mxvovF52gQLl0KZ+Dt6dNuS4JOiiIIDuYjMNAbIlEMXFwqIZUa4Ow8CIViFySSx0DTa0DIQRDylMW6hSAkwuLnGhDSA0KGYOxx2whCqkz/fxc0/UfQ9B9BUb8DIW+Bokot9iEMFBUJYwrXnLatNm0jAxyiBo8KYZZXisVQmMY4ZptLJKfI5Qg03RRCURSGh4exceNGZrm2tjbs3r0bO3bsYFL/lp57zSYmJs6OIQ8csPo73RII3w24/eMf/2gFmFmxYsWKFStWLLhltbLFgltWrB4hseCWNesZXLx4EX19fRisrMSkWo2DOh0+X6Js8udtbTio02FSrcZgZSX6+vqwa9cuGAw9aDbkw2DoueuJTdYPzjdv3sSFCxcwPT3NTKzt3r0b+fn5VqmEmRn7of584HY5k/fmcq4ZGRnf+fGx9GIw9XZjI/Oet6emzvs7slC5aHNvXkuYZm/C+UTObOnDk3l5cBUKQQjBqfz8ZZUnPXfuHNPb1dKjo6Po7u7G5s2bra6P6elpXLhw4b6UQbdM2ebl5aGmuAbDlcMYqhiCs5NxMjg7O/u+A9y33noLPB4PXC6XAdrzgdvDpd640hNi4yNlChwu8cKJCqOnSz1xuMgdbzV743Lz4uD2X/uV+Hm/Ep8O+DH+uNsXH3b64EMTuJ0u8cDObDccLvbAtkw37CvwxJ4CL5xqCMQLdQFw4BkBhYeYj7okXzSmhWKyVs+4syAZKZF+KMlOw+DgIGZmZrBlyxa7wW1GRgYUChW4XJkJ3IqW7AMrkeRAJMoEn6+HQJBpZQ4nDhRlTGg7OrpCJlNBIkln0qsSSSNEogZwOBWmUskd4PEeh1C4AWLxZojFmyEUbgCP9zj4/A1W5nBywOWmQSDIhFi8FmLxWnA4iaDpeFBUPEQiI3A1v5ZCMQKxWHvP4NbSCkUFQkJK7e4J7OeXCH//OEREpKK4uPm+uKGhA1NTUzbn8pNPPoGnpxE8tbe3L/hdsNj1cPHiRasSppVBQQuOC07m5YEQY4/RjcnJVuOCh9UDe6nUrTkt29TQC61Wi+bGvkXTuQ8ibWu2GTLXVg2jq6sb1dXVS6aFza4umzD9fnLQ19d3V/thL7idmbFOQ6ampmL//v146aWX8OSTT1o9FxYWhuvXr1ute/v2bUxMTKB1sAJpVcE2AK+1MQdDvWUY6i1DfbUOSepQ1BbLsLpbjFP7xDi9T4iX9otwco8jXjnggqunvK28a40rgvx4zPZaWlqYfbCEzps3b0Zvby/EYgcQQhAU5IwrVyoxOBiJ7m4PDA+Lcfy4G774whtffOGNDz5wQ3v7bPJUJDL2YHVzE+L27XL86EdqBt7+8IcSuLvTSE7gQB1PI1g5W2rY34cHmp59vzyeC1xcdJDJyuDuXgGlsg8hIVOQyXpA060wljk+Z3GMok02/5wIQtJBSJEJ6mpASLIJwI6Boq6Boq6BkGsmmKuyALcBoKgAEJIKQspASD4IiQch8aBIJPj/P3tvHtTWmed7P+foSEKABIgdgdh3ECCBBGIR+77v+y6xmdWA7XghjomXOIkXbDckceIliR0nTpy2nT2ZJE47Tszt7juZTPe8d7q75nan6r1v3XeqbqprZqrm7f6+f0g6SIBYbBy3x+dX9a0C6ZznHD06Onr0fJ7v70f7woFZcg+fzMzED3o9vmtrw5d1dfiurQ0zyckghEBI0xCYILyrvf2KcY1Op0NtbS2qq6uRkZGx4n0fGhrCzMwMZmZmcPLkSfZeRQjBgQMH2N/of/3rX+Hr63tf4Pbf//3f2X0NBsMWzyJwwQUXXHDBxaMZHLjl4nEODtxywcUjFBy45cTJqEuXLqGvrw/9DQ0YS07GpEqFhZwcfFpTs2qty0mVCmPJyehvaEBfXx9effVVDA8Po1Nfh0Z9Bjr1dZzr9m9It2/fxpkzZzA8PAy9Xg9DV5eVozLClPaXEIK5uTkWsm4E6i8Ht6tB/bUm783pDNVq9UPvJ0utBVN/lp3NvuZ3yspsLnBYLV20pTPFEqZtxOH8rQUw1sfEYEKpxFMmcPxTpye9Vx04cIB12eak5iA9MR31qfVozzE6kV0lrthWu83KgXvkyBHs3Llz1Xqcnp6eSE9Px/79+9eFUeb6wuaajZbg9kitAodLA3Cqwg/v6yNX6FSFH+bKfPBipVHzZV6YK/bAzRbZ/YHbbj+8UmkEt7M5rpgr8cSTWW44UuCNpwtkeKkhFGMZPuz7Lnd1QKYiADnqWBiaKlZI39HMwrx7Abd8vgcIIRAIpOvCTZlsD6RSIzj18jpsJaEwBUKhlxHo0TwEBxdBJqu02HcYUqkBAkE97Ox6TG7a3Vbg1t5+D+zsdq8Qw+RCIEiFSJQFqXQaUuk0GCYRDBMPmo6HWNwIN7cmq5TEbm5pcHJKgZNT3qbArVhcbwWAl8BzGtzcEiCXKzfkkI2MzEV0dCIyMjJWLJi4V01NTeHKlSsr3suTJ0+y7/v91KH+2c9+xrYTKpXaHBd8WFUFB74RoKllMnZccL81sDertVy3lm7ZHTt2bKgm7la7bVQl3X4AACAASURBVM0yQ+beXuP9bX5+fsPno+84Apo2gsTu7u57Ov5mwO2XX36JZBOws6XQ0NAVtW0XF411ivV6PepHdJBHGZ38dqbFRuZFBdPT05iensb4+DhSU1NRXhiJ6kIpqgvEqCl0QE2hA8pzHKDTOKIo0wmtVa7oqHFDR40bWipcEey/5ArV6/XssZdnEXn99dfBN12jYWHOuHChAGfOKNBc74WuFhds63fAC6ed8NmHErx12QElxXYrXueBAyn44Qc9/v7vq1l4++qrDtizyw711XxkxLlD5ujObh8SKIBG4wiGWYLLMTEGaDT7rOTn1wYerw6EjIOQ70CIyLR9BAjJtjgHbxAihzF9sg6EhIKQKBCSD6OD9pqFmkDIUr1yPl8BhgkCTQeAkGhQJBI0iQKfjoaIFwW5YwRkDkvn/mVd3Yrxx3dtbRDyeFZ9Eu3qip72duTl5bGPWdZWX0/L6x5bwtXPP/98xfabBbcAIBIZ+7O8vHwLZxC44IILLrjg4tENDtxy8TgHB2654OIRCg7ccuK0pGvXrmF8fByG7m4MVVRgTKtdUedyQqnEmFaLoYoKGLq7MT4+jmvXrhknTPW9aNbnoLlPh2Z9zoZct++99x5XE/enfF/Ly1d9XxPclybsOtva2Pd1cXF9qH/YwnXTERm5AuqvN3kvkRhTwGq12ofeV8tlC6bu02jWnOBcK120LZi2EYfz77q62H1bIiJspi3/qdKT3ovM4HakegT5ifnIjM1EZWIlHO2ME/A76nZgbnQOozWjbArl+Pj4DU0Ch4SE4N1337V57OvXr4MxpXs8d+6cFbid70nH0cownK4OxIeDCSt0ujoQpyr8MF/hg5MlXjhR7IETRe54t8kHN5p9cKfXD6MaZ2O922RnjCxLlbxct7p98UWnLz7vlOFsuQdOl3jgQLYrjhV5YG+mK/bneOKJLC8cLg2Ays/YN0KGhr+nC5ITom0CQEuY9zDBLZ+fBIFgyS3l6OgDiSTGwq2bBpEoGTxeHBhGDR5PY3LS5kIozIOdXR54vIxlygSf3wYeLwMMo4JQmASJpAsSSRd4vFjweLGgqDjY29fA2bkKcnkHK2fnRDg4qCCVFmwI3Do5dcHJqWkFALYEwTJZAiIjlfftkN1qlZUZU6TK5fL7aufWrVvs++fm6or2vDyb44Io03eIRCKx+v74KWXLdbvcLfvll19uqCbug3DbmmU59tlojV7zeQT4G92rGo3mno69GXC7uGh0zj799NPQarVwdXUFwzBwcXGBXC5HRkY6RkdHcffu3RX7nT59Gj2GLpQPJ4BvZwR+EZERFiD0gNX2Tz31FPr0bejtKEBZYTyK8mJRlBeLhDg5QoK8ERLkifBQL2gSg1CQE42ivFh4ei6lKl5YWGDb6uzsZB//+OOP8eGHH7L/JyVFYmJCif37w3HyYAjaytzR2+CCzhYhdk8Jcf60E9JTRVbfLVqtN/74x178wz/U4qOPtLh6NRYvvOCDoSEhqqt4UEbYQ+ESiAllLRgTWPd0ZxASIoO/fxHbTnh4M/T6H6ykUEyBz68DRY2ZwK2XaftAGN20ZtdsJghpByHvgZBfg5DXQdM60HQuKKoTfP5brCiqBhQVwO4rFhvg5vYC+PwUMEwIhLQHHBgvuAhd4GVvjzg3N4RY1CD++9bWVcc0laa06GaV+fsjKz4ekaZ6yIQQ2C2Du5uRJVw1GAwghCAwMPC+wK2Pj3HhU05OzhbOIHDBBRdccMHFoxscuOXicQ4O3HLBxSMUHLjlxMla6zkzDV1drAvuzJkzuH37Njvp2KmvQ5NBhzNvDaLJoFvXdcu6TriauA9Mq0HXF3Jz8ZkJuv5zVxe+a2tDV1QUey/sTkhgoeulS5ewuLg21C/w92f3zQsJWQH11zq/b7/9lq17l5+f/5P0yddff826PA4fPmxzuzt37uDy5cuora1FsVaLzoAAHI6Lw7fFxeiNWJp8tjXBaQumrgXTLB3O6TKZcZLZ09OqXfOkaL6/v8205Q8DmmxUluB2b/teVCVXQSFTGOGQ2A2XJi7h6o6ruPnUTRbgJkUmwdXFFVFRUcjOzsbIyAhefvllzM/PY8+ePVAoFGyfymQy3Lp1y+bx801pXdPT063A7flt+XipS40LHQr8en/hCl3oUOClhlCcqfDFqTIfzJV44kSRO37e7IOby8DtWPLKGre2wO0XXb44W+GJMyUemM1xx1yZD57M8cSREjmeLgvBS11quDka0296OjsgOSHaylW7lrYK3FrWdrWURDIKkWgEAsEY65I1i6JiQdMyEGL8fNO0GAwTCZEoAyJRBvh8FRgmERQVB5pOBEUlgaLSQdPpYJgMMEwaeDwtaNpSKWCYbDCMDgJBEkSiZEilBkilBjBMvMlxm7AljlsPj364u7dBLu9YtWatXJ6NyMiUTTlobTlkt1pmUFFcXHxf7VhmBwgMDERaWhp6e3tXHRekpaWx277xxhsP7f6ymut2NbfsRmriPgi37WbO29Z5VJRXgBBjuuTr168/lH6+ceMGent7kVWdALVajc7OTgwPD1upr68PbYNVUBUaxwgCOx602UpQFAVCCHx8fFBTU4PBwUGTA7kXdXV1mJqaYp2409PTKCkpgTYlF6maOqSm5EOrTYVOp0N9fT0cHByMi1qEQnz11Vfs+VVVVbHX4507d3Ds2DH2/6KiIgwOVqGlRYYnpwLwwpOhqM+UozDNGa2VzhjrdYYiegnc+vo64le/asEPP+jx0UdaXH8rHjdei8WuMR/k5woQGWQHb4EzdgRX4qPcWbiKjIvRRAIBnJyCUFn5Pvh8sWlhQ+AKcKvR7IO9fTN4vO2g6e9BiJPp2EEgpAWEmEFoGAhpBSE3QMivQdOXYWeXB4bJB8N0Qyy+Bonk55BIfg4erxY0vQQ8PTyGEBJyAyJREwT8BDgwHohwjkeCNAjZXl7YHh2NWKmU3f61wkL8vrt7xbjm1cJCdhsfe3s0enlBFxKCGA8P9vFplYodX+bJ5cb33qK+cbFWy7pgzTK/j2a4+uOPP8LZBJL7+/vvC9y6uBhTQBcWFm7xLAIXXHDBBRdcPJrBgVsuHufgwC0XXDxCwYFbTpvVRqHPver8+fMwu1Y+/fTTh/Y6bdVCXa3WpaXbduczdfj54j7sPFK3ruvWvB9XE/fB6Nq1azAYDFZpjm3VTj1sMek+qVKtCgFtQf2spCR2X51OZwX11zvHzz77jN23vb39J+mXkZEREEIQHBy8qkvoypUr6OrqQnx8PDw9PcGzcI9oxGKMyeXItpjg/H1n54r+PJefj5LAQAQ7OcFFLIZIJALDMHBwcICHxQTnajDNDNt7qqthZ3KH9sXGsg5nT3tjnT6lu/uqact/6vSkm5UluD1iOILh8mHWbVuVUIWrQ1fx5uibeGP7GyzAPT583MqBa148YlkDt8kijfTk5KTN4z///PMmkEijq6tr0+DWXOt2rtgDJ4vccd0Ebr8xgVuDBbjVK41pk3/ZJ1+hr7qN0PaLLl+8XOGJM6WeeDrXA6cq/LA/1xvPVITicE0sjnUu1QgMk3sjIyNjwwDwfsAtTQvh6BgMHs8ehPBA0w5gmADY2+fCxWUcUuk0RKJtEAi2gWFGV6QzNtZm9AMh5pSjfNB0EhjG6KqlaSOkpahUUFQGKEoHisoDReWBx8sHj5cLisqxkHFbHi8TPF4mGEYNoTAFYnE/xOJ+U41bJSgqYUtq3MpkRuCr0exctWatRmN00Y6NjT30z5Slbt68uaHPgS199tlnePXVV9Hc3My602maRmNpDnp6erCwsLDquODo0aPscffs2fPQXv9y9+qR/R+t6pbdrMt1M27bexknbrRGb1vLAOrr69m+Li0tfSj9PDc3h5aORmgavBGvjkRmWSKah4pWqGZEC2dP43dWUkkg1AWhcHA03u8dHMWISQxBfEo4cqs0aNPXQa/X4+rVqzhy5Ah7rAMHDqC9rR9VpSOoKh1BTcUwmhv1CApcSgVcWFhodX6NjY3sc1988QV6e3tZwHvu3DkYDAbk5cWgqdoTo20ydBUFQxsUhHxFEDISxaCoJah47lwGPvpIi/ff1+Dll+V46ZQXxnqdUVngCEWQE7yFLsgXx+Bm/E68n7UfzkLT6+Pbw909HnJ5HgQCiak9Gs7OGri4pCE0dB80mvchl+shEjWBpgdBUVfZxS5Gx60OhDiY/ne2ArcMsxMMkwQ+PxVCYTPc3F5FaOhNhIbehINDPQSCJXesv/8o5PKXIRJVQiwIgw+Ph0xHR+SJxeh1c8NOLy+oTGMLQgi2xcZiJjkZtxsa2HHN9+3tUFqMX+LFYjS5uiLL3R2p3t7s48/rdOw+PiYgG20xZlITAk/T31KpFNevX18BVw8ePAhCCKKionD27Nl7Brd/+ctf2MWBjY2ND2AmgQsuuOCCCy4eveDALRePc3DglgsuHqHgwC2nzWo96PPOO+9gdnYWTU1NUCgUVrWe1ps4NyslJQWEEDQ0NDz017uelrttF94dwNxb7Vh4d2BN163lflxN3Pt/D5ZPEv/iF7+wSrt7vqBg1ZqpZl0rL2ev059lZ1s5Rc1AzLyYYDnUN9cNJYRgaGho3Tqjljp37hy775NPPvnA++qLL76Ak5PRzXLw4MEVz8/Ozlq5QJYrQixGg1iMCIGAfex8fDz+mwmqmmtAO/L5a7bDTmCq1fj2229XnIfZ4ZykUoEQAleRCOMJCZhQKtkacwESyappy7fi+tlKLV+MshzcViRXLH0Pb7+JL3d9ibcH314V4C5PoWwJcG/cuMG2k5OTY/N87ty5w14DarX6nsHtqRJjeuP3W2V4v9UHdw1yjCU7ozdBgmG1M7apndCTYIS4iwb5Cn3Z5YvPO33xaYcML5R54kSxB/Znu+NosS+eLpLjpS41zm/LxxFDKfu6ynPTNgUK7wfcriWKcoS9fYsJ2m4DTY9CINhtpSVwK2H3o+kGCAS7wec/AYYZBcOMmmDFEChqBITsAEXtAE3vBE1Pg6KmQcgO0PReE9RNB4+Xa0qpnAqhMAtisTFVs0CQCYEgFTyeGlKpATLZ8LKatWmPBbg9dOgQ298bXQxVWlpq870WCATIzc6CoUwLfU8X5ubmbH6uzKC3pqbmofaBpXu1umzMplt2My7Xzbht72ecqMvQrVuj96WXXmLTx9M0/ZP/frl79y7Gx8fROliBzM5AJGaFQ5Uag8oxJarGlajfmYTW/Slo3Z+CrGZjdgpXmSOe/aoeusZw+AR5mu4jNBSqDMRoYhCbGA61Wo3+/n5cvXoVhBjrn3Z0dKCxsRFFhVXISm/CQM8xpCSVw8Heie0zB3sHdHd3Wy3ksXRpXr9+nc3KoNPpsLi4iNdffx3JycnISQ5Fe5knetNTkOQTgTAXPytoSwjBU0/54MqrEbj5ugIXT/liu16K6lxHFEQFQOseiU55NoY983AzfiduZs6Apoyg0NveDalyLbS+ybBnjFCUIhT86SC4MmFwdExDaOhNuLn1wt6+AzTdAR5vqa40RUWBouJBiNj0GAVC2mBMlfwdaHoCDJMAPl8JB4d6uLkNIihoAkFBExCJ1Fb3clfXPPj7DMJZoIQb44V4Ph8fBAXhDwoF/u/4ePxBoUCfRcmMRAcH1Pj7oy0yEkfT0zGpUsHDwiVLEQKGEFSJRKgKDMSgRdYLM7i9ZbHAoCHIArITggxCEO/vj/379+Pf/u3frODqn//8Z7i5ubG/zV955ZV7Brf/+q//yu47PT39YCYTuOCCCy644OIRCw7ccvE4BwduueDiEQoO3HLajNaDPgsLC2tOdm8U3JpXl/P5fNy4ceMnf52bqTtr6bbdcaQWB85WYGahGAfOVmD6cI2V69ay3XutictppVabJDbXZh1Wq9EXG4vemBioPDzgIhSCoShIBALEuLqiX6HA7YYG/KG7m03B269QrKjNGmVKpbzaYoLNwKHlmpqaYvd96623HnhfDQ8PgxACLy+vFcD00qVLbG1I88Skj4MDIkxOEEIIivz90REejhixmH2sXCpFk7c3BiIj2RrQzg4O8JXJkJycjPHxcczPz+PixYs4fvw4MjIyrO4LHR0dq57r7du38dxzz7GO37ysLPTV14My7RccGLgibflWXT+W2urFKMvBbZTceG0FuAXgh7kf8MPcD/jnZ/950wDXcqI+PT19zfMxv8/Ozs5bDm57EiTYpnbGUJITuhMkGNU4465BvkJfdvni7zp98Um7L+bLPHGsyNMqRfKLvam4OFKEibpM9nXVl+Q8cHDLMO7g870gkSTD1bUc7u6NsLcvAZ+fDIpys7h2GTBMCRimFTxeKwQCvZUoKhYUJQdFLTmtGKYcDg4HIBDsBsOMgs8fBcMMgqaN4JaipkHT02CYHWCYaRO83QEezwhujWmUjY5dgSAVIlEWpNJpk/s3C0Jh2mMHbm/cuIGjR4+yY4WxsTG2v69evbqhNmyB27i4ODQ0NMDQUoO+0hQYWmowMTGx6n1icXERrq7GeqPJyckPtU+s3asjNt2ym3G5bnRh2f2OE3Nzc9et0fv111+z40SapnH06NGftH/fe+896PV61I/oUDWuRGFnAlQqFRpaq1A7qkXdjkTMfliNC3/sxcBcFqrGldj9Viku/kmP/pNZKOjQgDKBuuhYHTSqamhUVSgpakBvrx4dHR1r9pGlpC7eKMhtR1vLAPS9Swt5pqen2W2OHz/Opme2XJzU0tKCpPA45IRGIztAiSK5GgzFM0HTpWN0tdrj1FFnvPW8HLu6XNGQ64TsQB/kuMRg2LcAR0Nb8XKgHjfjd+JK2k52v2gHX5Q6KJDLhIMxuWjtiQA6fgz86XAIBPFwchqGUKgFw+SDospB0zns/gJBMuzskkDTjiZoS0BIMwj5EIR8D0LGweMlgM9PhFTaAh7PccP95s3jYTEwED8qlayOmxZwrSURw2B7VBTG5XKk2dmhUCzGeEICdllkXnlep8MfOjrQYkrZ7iwUYlSytICnnqIwo1BgX34+ZnbvxjvvvGMFV7///nvMzMzgxIkTAHBf4PbOnTvsvufPn38AMwlccMEFF1xw8egFB265eJyDA7dccPEIBQduOW1Ga0GfxcVFzM/Ps9cTTdMICgpCdHT0PUGt2NhYm6DMrAfhlLOsO2tOx2crbfNyt+1zr7VjZqEYTyykYWahGM+91s66boeGhjA4OIhefQ/792Zr4nJaqdUmie/cuYPh4WF0FxRAZJHm15YENI39KSlIMaW6S/byYtPiTapUGKqoQG1tLWwtJrgfcFtcXMx+ph50X33zzTfw9PRcFZaa00o35+UhQybDtrg43G1qwg96PZ7X6djX90x6Oi4XF6MoIIB9LNHFBZmBgUiPiUFTbS30ej2GhoZswlTL/iLEWKfwk08+sXnemZlGcBcaGop9+/ax++Xn569IW74V14+lHsRilMnJSStwK7E3TuhWqipZcHsvADczeQlwruf427VrF7ttQ2nOPYPbE0UeOFXsjtPF7nil0hONMY7IDhQhTW6HVD87ZAWI0BDtiFcqvfBKpSderljSC2UemC/1wJkSd5ws9sCzBR7Ym+mO/fm+eCLPH0dqFfhZTzpKlEt1CtMTIq1qqq6XMnkzn83MzEwEBKgglSZb1YY11odthVjcCDu7BtjZxbNtUpQLeLxq0HQlGKbeSoREgRAZCFla+EDTGRAIJkHTo+DxtoHHGwCPZwBNG0BR/aCobaDpbeDxhsHnbwfDGN23AsEMeLx8MEwGhMI8CIV5EIkyIJHkWtTbzTXVztU8NuD27t27GBsbg763F+Pj47h79y46OzvZ/v7444831M57772Hy5cv4/Llyzh79ix27tzJpnQXi8Woz9cawW1NHvR6Pd5///1V2wkMDGTvVQ+rT8wyu2nrqret6ZZdy3V7L27b+x0ndnV1bahG7+LixsaJWynzIoHZ2Vn0GLpQNa5CzzPpqBpXobm1AXV1deg19KBpWx6qxpUYfTEXF/7Yi4t/0rPqP5kJTWEcXKReIITA3zcOI/qL6Os6hqrSUdRUDKO1uR9lpWVISkpCZGQk68YkhIK9SAI/3whkpNZhavhlnH72W4z0nWH3NQNc85iFEIIIU016BwcHDA8Ps/dPg8GAwkSdaRzEQEibUoMTCnLGFbQJ3sZHMXj+gAhPdLqiJ9cd9UGhaHPR4hdJT+HHrHP4MescPovYhZvxO3FMqWePWylQYMa+CFWCJTdqAi8I+XwlgvhK0HQIKEoPgSAbQqE5ffySM9XFJQeenvlwcAgBRZlTEceCkHdByG9AyDhoWgmBIBwyWQH4fOu6sWvJi8/Hh97e+H8UChbcfhwWxj4fKhRCyuOBRwjseDx42dtjW1wcvq6vx3tqNS4HB6Pd0REjISHYrVbj2fR0K3D7tkIBV9P/WkKwhxgduoQQdIWF4V+np/FUZiZmeoy/CdaCq/cDbufm5th9f/vb327R7AEXXHDBBRdcPNrBgVsuHufgwC0XXDxCwYFbThvVWtDHrLfffhujo6NYWFjAl19+icXFe4dak5OT7ETT559/vuo2D8Ipt7zurHlCcbWJwdXctnsXcrBrQYO9CzlWrtuyslKUlZWiRV/A/r3ZmricVmq1SeKrV69Cr9ejx5RmlxCCaFdXTCiVuFhYiA+qqnClpAQDCgXrsiWEoNQ06W7H4+GfOjrwg16PhZwcjGm10Ov1CDNN6mm1WszMzLCqqFhKdVtRUWH13MmTJ22e+927d9nPVFNT0wPvq5MnT7LnaVkHdr200pbg1pwC8KqFQy1fLkdRQAByU1JQW1uLy5cvrwlTl4NbQoyOIFvbP/PMM0vg2OLvrUgt/TAWoyQnJ7PgdlfzEkDdV7lvBbhdD+CeHz2Pg50HER8Sz6anpGkau3btsnkeX3/9NXvdEUKQoY7fNLg9U+aNk8WeOJrvjiN5bjiS54aj+W4oDXNAhKsxTTZNESg8BSgNc8DRfHc8k+dmpadzXPF0tisOZElxINsVM5mumMn2YB23L3Wp8VKXGhlhS+krM2L9kZwQDUNTBQxNFdB3NGNqampD19p671V7ezuio1Mhl2dDo9lpJbm8A25uTWzdWKHQl22Xx9OCpkvAMDVWIiQChPiAEEuXbjIoqgWENIGimkBRzaCoRlBUAwhpYB+n6WbweC1gmE7weJ0QCPTg8TRgmGgIhZFwdMyFVJoPmazSArRWQirNh0CQCJEoGRJJGmSySlZCYSAEgjAIhUlWtW9tyctr4G8e3N64ccNYb7yxHHq9Hjdu3EBVVRXb3/e6qOPGjRvo6elBoMz4OREwPOhLUkzpkrtx+vTpVfczp6P19fV9aH1i+TkfHh5Gr8mFaWtBmC3X7b24bbdinLhnz54N1ehdXNzYOPFe9O233+Lw4cMYHh62UlpaGpLUSUhJSUHbQBWqJpQ49etWVE0o0TZYhd7eXpSUlECtVkOZEo3oNB+UDsWh4Qk1RhZycf5/9qL1yWREa8IRGZFuuk/SeHb279g+Xw5h1Wo1CCFwdBSjvGgQZ+e+Z8H6K2d+i6nhl1GQ04VA/1jY2TmAomjwGQFcXFxZly2fMd6TkyMTMFTebqXR7Gb4Oy19H/AIjUnXAjztUgl32uhglTpRqCsVoD5LjJqAIJTaK3DCown/knYaN+N3WIHbgdBitq0hu3T0ClMgoozHpwiB3q4A+Xwl/Ok4EBIAQvpAUR0QCivA46WyWQ1oWgi5PA+BgaVwdU0Ej5doapcGIadAyFUQ0gaaToKdnS8iIlJgZ2esJ15SUoLMzEyEhioglycj0i0RSZ4a1Ibkoi40Dw3+cTDIZHhfJsPX/v74PwkJ+FGpxP+Oj4edqc9GPDzwfxISMO/vjx0yGZpN4z+JQIBXY2Ox3cUF3VIpJuLjcbm4eMU46Zjp+55HCMYIwQwh8DePRx0dgZkZvFlXh5miIhQVFa0JV+8H3La1tYEQArlcvkUzB1xwwQUXXHDx6AcHbrl4nIMDt1xw8QgFB245bVS2oM96uldw+9FHH7EpUvfs2bPi+QfhlFut7qwtp6Vtt60WT7yQjCcWtKzrtlGfAa0uDip1LGq7Utm/63vS8eonk/j54j68+skk57rdpGxNEs/Pz8PQ1QW9KT3yz8vLbda2vV5RwcJbMZ8PgcnZctwEKD+tqcGEUglDVxcaGhqMk48Utea1ZSmlUmnz/C2v0QsXLjzw/jKnx5XL5VaPm9NKjyUn47hOt6IW8Grg1jK1dF9srFVa6TNnzqx5HquB2yNHjtjc/vbt2+yii7S0NHaf+00t/bAWowiFQnQ3dWOkegTNOc1L99WhyzbBrSXALYwttHm9MQyDoqKiNdO8mxe8mBUZEmAFbg+Wh2Ag3Q8FkW4IdbeHgLd0vdcrXHC0wBOH89zxZKYrdqVLsTPNBU+kG5UTKEKYKx982ri9sx2NnEARdutc8US61CTjtrvSXbArzQVTWhfsSJNiR7orns73weFiPxwpC8CFDgUudCiQH+nKHj8z0hu6uGBM1GWiv0wLQ1PFmuBwM+/V2NgYSkpaoNG0rAIpdyI0dJh1sQYGdln0eQwYph58fveyVMkKEOK/CritAyE1IKQGFFULiqoBIdUmGf+m6RowTC0EglYwTCvs7HrAMGoIBJEQicIglebD3b0Avr61LLj19a2Fu3sBRKJYiMUxcHNLQGhoGSsHBxlEokA4OChXOIptKTp6DFrtE3+z4HZubg767i6r+rONjY1sf3/xxRdr7m8L0JWXlyM5SYWSBH8I+EYXYpS/p/Gaa6lFX1/fin2Gh4fhbqqRGRAQ8ND6xFIbLfuwmuv2Xty2WzVO3GiN3vXGifeqTz75BHq9Hp39jWgeKkLzUBGqerKQlB+ChEIfJOWHoKw/Efrndbj4Jz30z+tQO5rKbptaGgVlgR9ii11QMBqI8u3RKB+Ox5m/b0PXkTREa8KR1su+CwAAIABJREFUpKpEaJAGhBBkZzStSFE90ncGpYUDEAjsTN/bQYiOSMXOsQt45fRvcPrZb+Ho4AJb3wUrvhtoHlqi87A7tQ370jtZTSY3wUVoUfrALRFvygdxxqUJ+cJIFrjmpjJI9XVFkTAae51K8HPZML5LPgpCCGIc/NDqosUT8kqoXIKN4ymeHRJ4vuCRpe8PLROIGfumVcDtXnh5/QccHb8ATRvvl87OKmg0+1Bb+3cICCgCn6+DcSEMASE6EPISKKoOQqEGHh4RiItLBiFLCzkvXbqEjIwMpEZHI0MmQ21oKDReXvB1dIQ9w4AmBA40jWCGQbuTE34dFYUflUqkORphdaqjI35UKvEvCgV2e3tjMiwMQabfHEkSCVocHdEdHIyZ5GT8vrt7xThJJ5OBEAKVCdrOEIJ80/N8QvDjzp34bmAAMzodFDExVnD1zTffxCuvvMKqp6eHbbunp8fquffff9/mb/y//vWv8PU1LjIaHR39qaYWuOCCCy644OJvPjhwy8XjHBy45YKLRyg4cMtpo7IFfdbT/aSRVZkck2q1esVzD8IpZ6vubFCQMXWbpevWtts2GfOflGHXQjLruu3bmYP0ojDEKAOQmhfO/t06mIWfL+5jxbluNydbk8SHDh1i3aPftbXZhLZm9ZmcEYQQqE0gL9PXFz/o9fiurQ0TSiX6Gxqwe/dudpJ4K8Ct2RkWFRX1k/SXj6neWnFxMfuYOa30UHk5JlUq/GN7+4r+WQ3c/qDXW6WWtkwrPTw8vGnH7RtvvLHmuZvdqi6mertbkVp6KxejfPrpp3j22Wdx9uxZm4suLCGDTqvDSPUISpJL2LY+3vnxuuD2h7kfUK4sX/Va8/HxwTPPPLPmog/LBS+OpglqXy93TNRl4uJIESZLYta8nmsUrngy1wv7czxwMNcDzxZ6YX+2O540KT/EAdEeQrjaM+yEf0aAPZ4ukOHJHE/jdllueDrPk9VunTueLpDhcKkR1r7aGYe/m8xgnb5D2aHs8ZvTIzBRl4lfvTCJibrMBwJuFYoqaLVPrOm49fBYAu407Q+KKgWPV2sD3FrWuC00uWc7wTCdEAi6IRC0s3VyebxOUFQV+PxKCIXVEInaIRC0Qyzuh1CYApEoFhJJDGSySvj61iIychcLbiMjd8HXtxYSSQzc3KIglyuh0bSwcnaWQSIJgrNz4gpHsS1ptU+gtvbU3yS4vXv3LsbHx1fUn7Ws9Xz9+vU12zADOn1HMwyNZTA0lkHfUIrkhCikxwaiLM4HXs4ObHvb6zJhqMxit10uRwfjtpGRkQ+lT+5Vy123a7lc19JWjRM3WqN3cXHtceL9XFuHDx+GXq9H62AFqsZVyOkJgbbNC9o+CXS9PqjeFYO5/9aCi3/S4+RiM3qeSUfr/hQ07k1CapsPEpucoe6QoGg0BKoCf6hLAtF3XIeeo+lQZkYjMbEELTXPgEczYBgBThz+ygreXlz4HSpLjONcocABqrhKxETkoKxwEA3V0xjpP8P2mZdHMIrz+jA5fBYHdr+LXROvIjezjc3CQAiBm70bxtUN2J3ajndqn8Yftl3Bd4bzCHT2trrHxznKcdCjBrNOFXjSsZitKS/hMwjiuSKDH4xGUSJ6nNIwKV+9NvRyUYQgSuiDPCYc+fwE6Pix8KfDYUwl3wpCJiEW/x58/iF2Hz+/Nmg0+1BT8xkCAopASCoIyYax1i0NQgrA55dDIklCQEAARCJjmmTzQk5z5hVDUhIc+Px1z5FPCGZ9fHDQBFztKAo/xMXhR6USFwIDscPXF1XBRihNE4IIe3tk+/lht1qN53U6NIWHs23lyeUghEBAUSggBC3ECG4POjmx6ZLPV1bif09NYV9GBiSm72IzXPX399/wGFOn09n8jf/555+z2929e/cnmlngggsuuOCCi7/94MAtF49zcOCWCy4eoeDALaeNajXosxHdD7g116rj8/m4desW+/iDcMotd9Ba1p3NyMgAIUvp+NZy2x55MwevLTbgyJs5eGJBi33zRdg2m4aM0kAo0/yQWhCMtOIAKNP90KjPwNWvd7PglnPdbk62JolnZ2cxUFeHCaUS/9zVtS64PV9QwF4XXVFRIISAR1H4prER/6OzExNKJQbq6jA7O7tlk8RffPEFxGKjy+Xpp59+4H118+ZN9jVOTk6yj5snN8e0WryQm7tq/9gCtzPJRoeLObW0ZVrpq1evssc4fPgwZmZmsHfvXoyPj0Oj0VhNPAYFBa2bWtrSRUfI1qSW3srFKEePHoWh1wC93piW9KWXXloTMsi8ZRipHkFmfCbb1jf7v1kT2H536Ducaj+F+qR65EblQhOmQURwBAICAuDs7AxCCOLj4/H222/bPHfLBS/mepxSZwkm6jLx2ZEePFGtXppspwhkUgcEeUrYx+oSjfVnd+fIsD/XG6erA61UHStFapALEgLcYS80wtsQdxEudChwujoQpyr8cLpchguNQbjQGITXmoKxUC3HSw2hNlM07ymNWgLHyaEPHNwGBOQgOnps1Rq3IlEjpFIDnJzqlk2gJ4Gi6sDjdbEy1mKUgxBndjuRaBgODgcgEOyGnd1uiMX7IBZPw85uOwSCSQgEu8EwnRCJ2iGRdEEqnYZYPA0vr8MQi0tWpEdevTZtJUJDy1jncFRUrun7SwqZLAFyefaqIHazetjg9r333jOCmZo8q/qz5mucEILXXnttzTYsAZ2huRqGMi1ac5RQR8hRovBGVZwnQjwd2faODVVib1s+phqyMdWQjeGqdOOxy7QwNFeDbwJEubm5D6VP7kcbdbmupa0cJ260Rq+tceL96u7duzh37hz6+/vR1dcCbV0AktvcUD3niqGfh2HH+8m4+Ee9Vf3aC3/sxfhrOmhbvJFQJ4GqxBcxGTJkNUSjZaAcNWMaaMqDoMqJhTKpEEPdF9BYvRdVpSPYO33FCtqe/9n/BVcXI1RVKytQlD0JVWwD8nWjKM0fRUFONzzc/ZGTbsBw92uY6H8LZ+d+Y9XGQPcxtl9pioc6ZTsM6jYW4M4XT24YELKQmJYgyy4cjR5a6P1ykcSTI4x2hxclgRNZqjErIDw4ExFklBN00mhE017wp13gT3vCn/aCE5GBEA8Qkg5C2iASvQuazjOeK+2B0NApaDT7oNXOIjhYB0L8QEi0Cfa6g5BAMEw8/P3VCAkJYb/XzAs5LTOvmM9pecmMs+npqPb0hMAii8qYVMr+f9rPD/9LocD7gYHQOzsjzcsLTqbPOG8TmVf8CcFZPz/8Ze9eNJnOpyA4GH/etQsdcXEr4OpWgVuDwQBCCJKSkn6iWQUuuOCCCy64eDSCA7dcPM7BgVsuuHiEggO3nDYiW9BnI7ofcHv06FF2X8uacg8ibbOlg3Z53dnW1hbQphS6e/bsWdNt+/JX1XhtsQEvf1WNXQvJ2H4sBf37VajUhyGj3A+60hDoKvyQUxOERn0GDr/Uyblu71G2Jok367h9MTeXvS72aTQoDggAIQStERFWjttDhw5t2STx0NAQCy1Xc4xvtQ4dWnKyWF5X5snNCaUSn9XUbArcftfWBqHJQXpcp7NKKz0/P88eYzOTwrYcyk8++aTVdluRWnorIcOBAwfQ39GP4bphDLQN2AS45uuHpmkMlA9AHbEESn/7zG/XBLZdaV2oUdUgR5GDREUi1Go1ampqMD8/j6+++grV1dUghEAikeD1119fcd7LF7yY63FKHB1YGHrtQA/Ga3V4cXsDfnFyBL96YRL7O5dSM+/vLFyzFu72gnD05SswUZeJrHjjZLqAR+OrXbn4cDAB7+sj8VFvKP77pJLVhcagNcHtuZ4l0J+rkD9wcCuXZyM01Fjj1VzvVSLpsnK/2tnlWVyPQhBSD4pqAU33gqZ7QVHdMKYBFcPoDlvalqa9QdPJEAgG1wW3AsHaDmhLRUfPrApum5pOgKaNEN3dPfy/DLg9ffo09D3dMJRpsbctn60/u337drZPDh06tG47loBO39mKYq0CmnBftKXIsa8sGmGeS2lkr+zrwK9emMQvF7bj8t52bKtMg6EyE/rONrS3t7Pb9fX1bclr/Prrr+Hn5wdCCA4fPrzlfXj+/Hn2nvHBBx9s2OW6mrZ6nLjRGr22xolbpQ8++AADAwNQquIRX+oOZbMDCna7Y/SdBCz8U4sVtB19MRfpbXKoin0RkeIJRZYvyru16DF0Qa/Xo8fQBU1+JKI14VAmFWCg90XsHr+5wml7ceF3mBp+eel66vwZtnW/ifbqc2ivnUdB5nYUZo1Dl9INjbIWGfFN6G3+Gfbv+HhFO1JnGduOyl+H9Ihq2PHtjfcMt4BNfT8TQiCl7REj8EGiczA00jCE0G7IYkIxYJeGUtP9KorvjQG7NFTwY6Hjh6AwWAMXSrSsLTsQIgEhMRAI6uHisgBCjOclEuXBySkehBC4uSmQkdGEgIDVz5WiKNZta7mQ0zwO1MfEIMXb22bJjN80NOB4dDQLax0oCmmm0gwqgQAfeHnhiocHWsRiZAQGwtvLa9N9FisW4z937wZmZnDHlPaYR1H4lcEApSlzSXBw8Jb+vv/xxx/ZBV2XLl3a0ra54IILLrjg4lEPDtxy8TgHB2654OIRCg7cctqIbEGfjeh+wO2NGzfYfbdt28Y+vtVpm5c7aFerOyszpU9LTExc121r1uEr2dj2bCx6Z2Kh3x+D3AY5sqr8kVoiQ1lHBOr1anQM53Cu23vQWpPEG4GRluqxSKF9sbAQX9TVgaEoCGgal4uKrGDkVkwS37p1i51QO378+E/SX2NjY+x5W7phNwK5bYHbH/R6VJpSB2b6+q6A3OZjbGaC0xa4tVysIZPJHuj1s57WArcj1SMYqR6xCXAtr5/KtEqkxqSy///66V9vGtha3h++/vprFswqFIo1+/Dy5csIN6V2dJY4sjB0Nd0ruO0v04KiTP1UHnPP4Pbu3nwIGSP8VPi7/WTg1lzP1ghD90AqnYa9/TDE4kHweD4W1200CGlgwS1FtcAIc9e73mnweBoIhR0QCgfB50+ApkdBUc1gmFoIhdXg8YI3/Nnx9MyDTFYJb+8iK3Cr17+GiIgsEEIgFEoeGXBrq/6sWX19fTC01KK/TItPnx1g68/29vayKckTEhKs9jly5Aju3Lmzars9PT3IyMiASqlEekwAymPdMd+sgIhvbIvh0RiqSMVIdTpKkqOgiZBDrQiHOikJ5eXlVtfa3NzclvSBuR61uW7n8uffeecdzM7OoqmpCQqFgq0FvpnxVkpKCggxloLYqMt1NT2IceJGavTaGidupU6cOIHc/BxEJHtDVeEFZbMjul6MwuE7xSy4PXanEeUjcUjMjEC0OhDJ5cFo6iuDXq/H7OwsPvnkE8zOziIrKwtxiSookwqgN8xhzPDGCqfsxYXfIUNbC0IIvDwCsG/qA2zrfhOG5rdxdO+/YMfQF8hNH4NWpYc2vhPamBpUZm7HmOENnH72V1btpCTWs/3j6ugHV5GxDrOAYqB0DIDWKQz5bnEo90qCO9+YXcGH54Q8QQQieJ7gk6XyEF60BM3CRFTzFagQxKLOMREK2gextDd6hMlwNN33donyUCVQIJb2hjclgQMlWHG/EolECAwMRHh4AeRyPZycakAIAU3L4O7+BAIC+kBRxmMHBMQhIyMDSqVyzXvgCy+8wL5nm8m88j+7u9FiykBBCEG7CabShOBsaCiuxMai0csLWbGxyMrKAmWCvJNK5Yq25r282Jq2M4Tg9bAw/GXvXmBmhlV1pLF2cGV4OOwY46KavXv3bunv+4MHD4IQYymOv/zlL1vaNhdccMEFF1w86sGBWy4e5+DALRdcPELBgVtOlrpz5w6uXr2K+fl5HDp0CLOzszh06BBqa2tXhT4b0f2A21/84hfsvlVVVezjW522eTW37XIHbJwpnRnDMOjs7LBy2+48lYHxE/FY+LsynP+6Fp5+xtSK3XvisO3ZaBhmI9B/KBptOyKQ0+CD3LoA1A3EoEYfu2nXraVD5tNPP33o18zD0lqTxBtJ/2vWL1ta4GhKfedqZ4ffmSb4TmRmYkKpxLRKZZX+dysmia9cuQK9Xr9pYGjWG2+8gampKYyNjW1YiYmJ7HkbDAb28aKiImjj4pDl64v3q6o2DW6vV1SAEKN75PPaWqu00ubzvXz5Mi5fvozXX38dp06dQmdnJ8RiMUQiEZqamtash2uWZc3qzX7uN3v9rKf1wO2tuVs4M3YGozWjKwDukSNH2H210VrkJ+az/3+x+4t7AraWMtdNJoSsgB3LF7x4myanPVxdHgi4najLhI+LseanJsj1nsHtr/cXQhVgrG3s7eLwQMGtVlsAmSzVJrg11qNdSm1pdNPWgZAGENIMiuo0/W9+nrH4OxA0XQiKigGxgCE8ngZ8fhvs7LaDYbaBx2uEQFANe/sKMIzRZUZR9hAKFbC3D4GzcxDkct0KhYSUIDS0DKGhZYiOroBW28FC1rq6pQUD7u7xVrVv71VKZfUDBber1Z9docos7O8sZK9Tc/1Zb3dX4/XiLl2qXdvRzN7H29rakJuZtqK93vpSVGSpUagMRltqABLlS2nCQ72d0ZcXi7aMCGRFeiFLEYRMZQSKc3To6elBa2urCY4L8dVXX93367esR22u22mphYWFNSHWRsdbZ8+eBSHGLBLXrl3bkMvV1ufnb2mcuBltZJFA22AV4rL9UDAUCmWLA/SXQjH+rgpjbydi8oYa2y4rkVjrhoBod/gESZGVl46+vj6cO3eOhe53796FwWBAkioDalUVeg3HMGZ4A88d+HoFuHVz9QUhBKnJlSy4ba8+h7banyFfN4G0JD1SElqgjalGoboTA5WnMN7zBnaO/Bzn5/8Hzjx3FyN9pxEoT2L7hyYUaGKEjmpREBokajQ7qtHqqIHBRYdQvuea1xRNKPQKUzBip8OInQ69whSkM0GI4/kghTGCT39aigImYs12kpLqUFIyhJKSIeh0o9Bo9oFhjJ81V9eD8PU9Cn//aUgkCtNnyg2RkUUoKRmCj48WhDit2q6rqytbbmGzmVcsS2aMRERA524E3BUyGT7Oy8NgVBT66usxMTHBfneGu7jgH2pr8XVBAT7SavG2QmEFbc16MzraCtz+dmgIDE2DNgFgd3d3/OY3v9my3/Z//vOf4ebmxv6254ILLrjgggsurIMDt1w8zsGBWy64eISCA7ecFhcXcfv2bZw5cwbDw8PGWm9dXehvaMBAXR36GxoQHxvLXidHjhzB7du3N9z2/UzILS4usg6SjIwMLC4+uHR8y922yx2wWbladt/84gzWbbtvvgjbno3FzheUeP5mJhpHjBNNvsFOeO6GDjteiMPg0TAMPhOF7acUyG32QUFTICJV7pB6iCAQ8kDRFOwdhQiO8EZVWwqOvapf03Vr6ZB52NfOg9RagDIzM9PmJPGdO3cwPDyMofJyTKpU+Mf29lUn6v7U24s8uZxt50BKitXz37e3Y1KlwlBFBYaHh3Hnzp0tmSS+X01NTaFb34IOffWGFRYRwJ53W08l+3heSTJSUsKQGuSFXUlJmwa3P+j1bGrputDQVR23q+nGjRusi12j0eCbb75Zc/uWlhb2HLYiDelWQwZLcPv9ue/xu9d/h7vzd1cA3K6uLnbf6IBoVKUtgdZXB169Z2BrlmX7L7/8stVzyxe8ODgYoWqQ3OeBgdv4QOPkN4+i0KXxhl7jAYPGDdszZaya4qWoj3dDU6I3theEr6rMcFM7NIVtlWk2wa25nrJZFaaFBYQQVFRUWD23vJ7y2NgYQkNjQQgNB4dAODnpEBq6DRERU3B374S9fT4oym0ZLAgCIW0mdYCQHhDSCEJ8QEgwjDUczdsWgqI6TXC3CEvwlg+aroFAsA08ngE0XQc+vxx2dkXg8YxpcinKEUJhEuztI+DsHAK5PBsBATlQKKpWhapabQdqa49YOWQFAmMaUicnd5SUtGyJGhs7MTU19UDuc6vVn+0rTcFwVTpbY3ZvWz4+eqYfv3phEh8+08/WnzWn6ebRFDqLNDA0V0Ov1+Pw4cP49ttvMT09DUKMacLjQmTIU4WhTheH9vwk1OnioQr2gKvDkktQbMegPzMY00URGMoKQVmMO0rjfZGbEs+2a049rtPptuT1W9ajXi2dvuViFpqmERQUhGiL7BGbGW/FmsZ4DQ0Na7pcbS3um5+ft1o08vHHH9/3PXUzWj5O3KzMiwQ6+xvRPFS0qsr7NFDm+6N4KhA501J0vylD7rgHkppckDvhCf0bQUjplSA00wHefm5Qq9W4cuXKimMdOHAA9XUdSFU3Yqj7Akb7LmN292dW0PbE4a+Wvq8b9mFy6A0UZm9na9zmpBuMKZITmtBTchhv7PkVnuq+hqnWS+hrfxFtDbOoKh1FaYEertKVqX3taQFO+rXhgp8eV937cMNtCF/KptAtTrXaTs5zQQSzBHOT+QGYtS/F2+Je3HIaw3a7bGQyoYijfWBnWqSy3S4baUyQFex1ouzBs1jEotHsY6XVziI//xXIZC1wd++DTPYZIiO/ha/vUXh4jLP7eHlVQqPZh4SECbi5Ja54TZZqbGzEyZMnN5V5ZXnJDFuZV06fPg0PD+N9nSIE46uA2uU64eJiBW4xM4PjBQXgm0qwdHV14T//8z+37Lf9999/j5mZGZw4cWLL2uSCCy644IKL/0rBgVsuHufgwC0XXDxCsdXg9qesx/U4uw23UteuXcP4+DgM3d0YKi/HmFaLCaXSSrFuS5PVvZ2dGB8fx7Vr1zbU/v1OyLmbVr2r1WosLm69U24tt62lA7aiaWlCKz4pmHXbbj+Wgm3PRuPpq4mYfSMFDhKje1O/LwHPXk/H01dVGD4WjuFjURg+FoG8Jhn4QsuahyslEDIobVDbdN1aOmRu3Ljx0K+hB6WpqSn09zRiqLNkhRIUkWtOEp85cwaG7m6MJSfjuE6HP/X2rpiom7ZwoWq9vfFHi23+1NuL4zodxpKTYejuxpkzZ9i2NzNJfC/u2PWUmZmJitpcNBl06B7L25Ci4v2WJoIHs9jHa7s1yCwJQXq0FwZiY+8J3JonOPk0DX1MzIoat7Z04sQJtt0nnnjC5na3bt2CWLxUZ3IzTmdboKHAwl2zFZBhNXBr1nKAa66X7SP1QXvOUl1MXbjunoGtWaWlpWx7lvW/ly94+fDDD9n/VbER6C/TsrB1uQqSwtltC5LC0ZQahvokv1VBa39mCAtudzRmIz9hKdWvLswdtQmeqI93Q1+anFVuuAsyw9yQGyNDX75iVXVkRoFHG91JJZpIm+DW7ITaiJan5V4CtxvbnxAChtGDoqZAyBQI2QWafpIVIWoYazgSECIFIcOgqJ2gqJ0gZAcIsXDC0RmrOG7LWMctTUsgEmVBLE6Gm1saQkOHER09Bq32iQ2nNvbyioIZ8g0ODm7JvWhqampVOLVVWl5/1lCZiW2Vabi8tx2/XNi+6kKDXy5sx4vb69nrRZemRX9/v5Xz8d13393wexzr64S5hhi82BSFZ6ojMZgVgoo4b2iiAqFSqXD69Gm8++67bPrUrRj7Lq9Hvdo2b7/9NkZHR7GwsIAvv/zS5r1pI5qcnAQhBA4ODvj8889XPL/e4j5DVxciIpZclubzuZ976ma0fJx4L9eZeZFA62AFqsZVqBpXon5nElr3p6B1fwpKB+NQaIhBwQ5v1DwvQ2q/MxJbnBBf5g5VkwTqLkdkjIkRW+GIkNBgGAyGVdNbHzhwAO1t/ago2Yandn6EvdvfxwvH/8EK3G7TL6W1ry0fh07bisT4KsRE5KA4rw/pmlY0Fu/HZMNFXNy5iHee/EecGfkElWljSImvRXJiFRrqepCYmMR+3/BoHihTm9EiGV4M1eO8by/e9RjE7/0O4j+iFvCxfII9bqN9It5x68egKJ19bFichUuOnXhT3I33JAPYLcpHPj8CcbQP4ngyNAqUOOZQjXahGgk8X4Ty3CGzd0WyTAMRf8klq9f/sEIazfsIDb0JmewzKJU/suLzQ0EIgZtbrmm7fSgs7Gc/H2bJLRbhEULg5+eHmpqaDWVe+UN3N8SCpYUaFwsLbWZeOXPmjNVxtIRgH7EGtU8SguclEswQgquxsbhZWQlCCFzs7PD/Tk/jr/v24WB2NnRBQSjMz8cnn3zysKcDuOCCCy644OKxCg7ccvE4BwduueDiEYqtBrc/dT2uBzVZ+Ljo0qVL6OvrQ39DA8aSkzGpUuGF3Fx8VlOD79ra8M9dXfiurQ3VwUuT74NJSehvaEBfXx8uXbq07jHuZULOEraIRCIQQhAWFob5+Xl0dHSw7d2vU249t62l67amYwncBkV44fArzdh1Mh/9h6IxcSoWs28pUdhqhGNSTxEOvpWGg29pMPuWEtMvRmPo2VA0TfmDEVBsO97+YiRly5BbGYWsEgWyShRsTUiKppBbHm/TdWvpkHnY19GD0tjYGIY6S7C9VYl9eg2r7a1KRIUtTdKtlmr39u3bGB8fZ1PlncvPt4K3c1lZ7CSmXCzGr1parKDtufx81j06Pj5u5TLfzCTxvbhj15M2XQW1Ng7dY3mrXq+rqaU/k+2vl66PsI9f/HQU+bWRSFPIUBcaek/g1jzBWRoYiPqYGDYd6Xp9880337DfARqNxuZ2V65cQUlJCXsOu3btWrft9UBDRFgY297c3Nx9ZxFYC9wuB7hCvvE1e0g80KprBU0ZJ9blbvJ7BraLi0bALZVKQcjKdK3LF7wcO3aM/b8w1whAbUmnSWC31WkSkKOORaYiwDZoLUrEjsZsvPVkJwbKljIVxPm7rQp8deHuSAnzhi4u2CY8nqjLRLif0eUUH+zzwMBtVlYFXFzCIBaHg893A58vAUXxQFF80LQEFOUHijK7aKWg6Z0gZNIEbneCkBkLJcKYSpmAEB0IGTYBWzO4rbU4nwQwzPIat2Xg8YzglqIkEAqzIBIzsPvoAAAgAElEQVQlQyJJg5fXAEJDh6HR7NwwuI2PX3IfP/XUUw/9/r4ZffDBB5iamoK+tweG+mL0labguYGKFfD2lwvb8dxABfpKUxAsN14LAQEB+OCDD6za+/bbb/HSSy+hubkZAQEBcHZyglDAB01RsOMz8JU6IC3YGbsKgvFKawxebInBYHYoymI9kB/jjcy4YGhjgtDS3ISzZ89iaGgIhBhTnm4k9ft6Wl6P+n7uTRvRRx99xNYF3rNnj9VzG1ncN6FUIt7iszc0NLThxX33c95mSSTGBRJarfae+9xykUBXXwtqR7Wo25GI2Q+rceGPveh5Jh1l2yNRsMMLBTu8UDwVgIrxOGS1RiAq3QvxFVKoGz2Q3OiN0vrsFf1olhncVpWO4Ozc9yysPXboFkb7z+DYoVuoKV/KCJGf04rMjFIoFImIjkhFR8MzGO5+DdMtr+O5gY9wfuoXmK4/jsbMIRQkNkEdlopA/0DExcVZwU2FXyj7d5lTPM74deBFj/YlcBs5j/8V+PzScYWRuChuh164dA/XC7V4xbEFlxw78bn3JPbYFyCfH4EUXgAa7VSoFsQhnx+BYlEMKt2TUBClRVBQECIjUyEUumwI3Hp5fQiZ7DNWYrEBhBDQtBAdHf8EjWYfSkqG0NfXB1dXV7bNqKgoHD582Op3JY/HQ2FMzJqZV37Q6zEaH8/uY1kyw5x5pSc6GnkqFeLj4xEbG8su0iCEwI0QNBGCuyUl+H17O/51ZAT/3549Kxy2BabfUdvUalxvasKMToeZkRE8//zz+I//+I+HPBvABRdccMEFF49XcOCWi8c5OHDLBRePUGwluH0Y9bj+K7sNH7SuXbsGg8GAwaoqTCiVOK7T2ZzYmFKp2Pdpn0aDCaUSg1VV6OvrW3dybjMTcsthi76zk50gCZHLYejqYmvN3ss1u/xcNuK2Nat1IIs9F0+ZE7LKw5FS4IukPHf8/+y9eXxT95nvf7R7lVe8yfu+L7JsLbYl2/K+4H3fbR15wwsEsYVgCAZMgMQlQAwFAjQQlpBQSFKSAAkhBAKeaadM70x+bW5vZ8rv9bvTae/8ejvt3Kbt5/4h6UiyJVmynRjCeV6vzyvBOvs5Ojrn+36ez5Pf6A9lkx94TtqBz7B4PgpbglHQEoCitgAUtflDXOoJ32DDgFJkshtqyHg0DiWZ9LpVrzfYkkbE+lusul2oQua7ID243UaK8fg6SWkbKUZyXCh1nG7fvm3xGu/v7ze5xn/W2YnTRhZ1Po6OuNvUZDJIN61QWL3G7RkkHh8fRxdZa1d1rDW1qBXIVqZAJE6yC9wObTaAz+mzaurvVx5sRUljAmSZ4cgNDDR7D7AF3JqzlbblHOshuL7vqiXt22fo0fm9731vwXvbQqAhTbdegiDQ3dGxZBcBW8CtXo5cbTKKH98PskgZnHQWtjweDwqFAocOHTIBtjdu3MDu3butulncvXsXhYWF1HbN7QM81xpapVJRv6Pj4+Nobm6mtmFgYMCkqtJ4uYWFhZDL5ZCkJVgErXpo++Nj63H/sGG9uQmBZi2Wje2VLdk1//jYepzZpLXLZjEZeG8PaVOPW3vvN+XlbRAIsuHtnQ0+PxsCQTUEgmrw+QVwdMwDiyUCQegrs/xBEHk6KJur+/8CI+mTS5ggCBIEMQyC2ACC2AqCeB4EUWf0DCQCi7UJHM4WsNndcHTsBJ/fAi43Wgct3OHqWg5PzyLdNo3YDW7F4jbweA4gCAIlJSUrfn+3V/fu3cOBAwe0iRht9eivkOK9PaTJNfLeHhL9FVKo2+opm2wWi4Vr167ZvNw6SRSmGoU43pqgVacQUy1iVKaHIjstDsK4cBSLYqAqE4PsaMLzzz9PVfsttu/5XM3tR22rlgJA03XPecYJSbYm992qq0NVuMEet62iwubkvqVu94MHD6iq0qKioiUfe32SgErdh5Y1hahZK8TAwVxUr01DmSYMxRv9UbE+BtVr01CiSkTZQDKkRYlIE6ZBVpKEijXJaB4pAEmSZp/NzIHbMzO/QGv9FpQX9SFHWoeoCMMzd3tbO4qKilBSXIUSpQpren+A9Z1vYm3DcTxX/zKac4fRmjcIdXEfhoqakR4ci4yIRMoKnyAIBHisQqKf9vzwOU5o85KizkWIemchup2l2OJehgmXMmx3LAVPZ2mcw47Ax26j6OVJqOXksaPQwk1HOzcDI+5KbPWuQBkvATJeOPJ0lskhTA905ddieHUnBlp6kJubi/LyYbi6hlgFtzLZh0hIuIaoqPdMFBr6uuE3JPcgBW7Hx8fR29tr8h7Z0tKCR48eUYmNBEGASRAodnPDS1KpWeeVf+7spJ4HCcK0ZcavVSqsSUkxWcdccQgCCoLA8fJy/G7DhnnAVq+7um1lM5kYF4sxoVZjx44d+Oqrr1Z0HIAOOuiggw46nsWgwS0dz3LQ4JYOOp6iWE5wu1L9uJZjkOxZ0927d02qEU8XF5sd0NBrKjubOk8f1NRYrUacK1sH5MzBliFdzziCICDy9cU6oRCJRhUEY2Nji67q2Lp1q03Vtnqt3VENNkcLZl1cnSCSJCA6xRspWT6QVwuQoTRUmyRLvaGoCoG8OgCFzYEoahNAmO8JB2cWNU1FVxRqyHgMvihGrToBjWQmukaUeOvzLXB1c9Stx8Fir1trFTLfFVkDt+I0Q8WktUH5uQPPjdHR1CAdn8vFtdWr8aijAzfr6nBUqcT69HSMSyRUVfncaid7B4n14NYeyGpNveOFiwK3e08Yep9u2FNn8ll9byakOfGQh4SYtZVeCNxas5W2pnv37oHD0VqLx8bGWp12zZo11DZYS9ixFTT0xMdTy+tNS1uyi4Ct4Pbnb/ycSgCJ8otCpagSq9xWUb+LHR0dGBkZwfHjx6nv+9WrV6n1ubu7Y+/evTh16hTOnj2Lw4cPY2hoyKSyisVigc029BPs7Oyc13/SXD9OS24Wc/d3fHwc6paqBUGrXg4c7bakha1aErj98bH1yE/TVo3VyVOWHdxqNBo0N3cjLk4KgSAN3t5piIqqRFRUJby9s+HqKgGLFWY0aB8OgpBCa4mcCYKQgCCydcqCAfB66qCtHtw+D4LYAm1Frn5Z+WCzN8LB4XlwOD1wcjIFtwwGFyyWJxgMDgiCCSbTCU5OwQgJKURPz0mbwa2vbyAIgoCPj8+K398Xqw0bNkDd3oj+Cik+nV5DJQj8+Nh6fDq9RgtuOxqxYcMG5OXlgSAI1NbW2rTcnqYaVKaH4mBLCo63JeK1jgx8vz8Pp0bL0FeSgRKFBDKZTNdzNwvqhlJqHe7u7nZbBFvS3H7UtmopALS7uxv6ZI47d+7Yldw39zmxPTbW5uS+pW73rVu3TO51y3H8jWF+x1ANFM0xKOqLR+mGYFStS0KdJh3jJwpRPZ6GjqEaqFQqjI2NQa1Wo6e/DQ2jOSBJFU6dOjVv2ebA7eTWa8hML4MsLRFxMZkIDTVUxx49ehQTExPoaFcjK7MZqqbDqMoeR4WklwK2ayu68HytGofbN2Nf9QiiPQOp+R04XPTn1MLNQQtyoz0C0RGaizSXUKTxgpDDi0KRYzxKuHGo5iTDSXffSmT5411+PwrYBqv8BJYfkpkBELGCUOKciEGvPDR5iCFziEAqSwBfhitcXV1NrNQ7OjpQXj4MFxfDNs3tcVtf/zHq6/8RMtmHEIt/hKSkGYSEDCI4mERwMAkWS/tM7OWViMRENdLTS6FSqahrVi8Gg4Hf/va3+NOf/oS1aw39cd0JAvksFl5KTaWeb37Z1YXrEgkSHRyo6YxbZuidVxqiDOdC/+4aExNjst5CkQgTRUV4MTcXlxoa8GhwEP+u0eAPmzfj3zUaPBocxKWGBgTqkv4yU1KwY8cO/PSnP13pYQA66KCDDjroeCaDBrd0PMtBg1s66HiKYrnA7ZPWj4uWddnS/9NYV1avps7Ta/n5doEaW86xJdhyWDcgShAEdslkuFVXh/wgQ6/O3traRVd19PT02Fxte3V2G87e1IDD1QIIR0dHxCSEIjbVFyWt4WgeTUCsUAtfnFzZyKsJQVlHKOoGotD6XAyanwtHw1g4BW7ZHCb6t2difF8Wjt6sxthemUnVbWS8dtDW0YmLTXsbLFbdmquQ+S7JGrhVSBOpc3n27Fmry9EnBVRXVoKjg90cJhMtMTEmVZjjMhmGq6qg7u21WIFp7yDxkwJuL997Hlye9vqt6ZCafNY9VoAcZSqkqalmbaWtgduFbKWtaWpqypDIUFFhddr8/HwQBAFvb2+r59lW0GAMGdanpy/ZRcBWcPv3x/6emjc9Oh0bWjZgengabJb23BRkFGCwYxAkSWJkZATvv/8+zp8/bzJIbK8U2dkm/ScvXLhgth+nJTeLpYLbVe4uIAgC8YGeSwa377zYCzaTCQ6bBbJcsqzg9uLFi9BoNJDL5YiLEyI4WAixuA1icRuCg/Ph7Z0NNttQqc1kisBmF4LByNKB2mwwGEowGEoQhP7+xAZBpBmB240giBdAEKNGYJcHgmgFl7sRrq7bwOP1gs/vMwG31uTs7IHVqydsArfR0YZkqA8++GDF7/H26tatW9rK2IYSbG0vxGcHR7GzpxT9FVJM9pbhs4OjeL6tEOqGEpAkiVOnToHFYoHD4Vh9xtUvt6lIio6caBxqTkKvIhqr00OxoT4bd76nW259CaqqqrTPD90dIGvy4eGhtYDduHHjsuzj3H7U9sy7FABq7GowPT1tV3Lf3OfEoeRku34TlrLdp06doubdvn37oo75vXv3zDoabNiwAZ2DdZBURaB8KAnVa9PQNiHBoR+3YeZnnahZK0TnYD02bNiA2Vmjal2yDyp1L1555RXqnHI4HLDZbIyNjVHgdnrPHYz2H4YssxqJcSJUKMIgSk9FWJghQeT27dvYuXMnykvrIRbWQ5ZUh7zUeqiLDMD2yoaDeE9zGM8p29CVWkK1gWAzWSiIEKI3tZRaXmVcFgbSVyN2VTC8uK4I5nkhguuDMO4qiNmh4BIsCty+4dKJfI7hHuTH4INP8CBge0DmEYPB0GIMBRVhk2MhqrhJiGb5zHMi0SbEDMDTM4BaTnn5MCWFYgwy2eSc6ttJKBRj1DS+vqEgCAI8njNiY6VIShRCLpdTVfXGeuutt6h33A8++IBy9fAlCMgJAoN+fjgZE4NJNhvVRvPxCAJ7vLxwIzsbP2luppxXWgsLIZFIMDk5iU8//RT379+nvvN67d+/HxPPP4+Jvj5MlJZqbZDnqrQUJRKJbj94+MlPfrKCb/900EEHHXTQ8WwHDW7peJaDBrd00PEUxXKB2yepHxct67p//z5GRkYwvHr1gn2f9Pplby8cdMd7IDnZLmvUhc6xNdgyKTP01rrd0DDPtlmVkLDoqo6CggKbq221lrIvgMHUwg43d1ek5QSgvj8Rm49KcPKzWqwK0FYzRKa4oX8yESMHEjH1djb2XZNh7zURjn2ei7AEPrV+zXQOztxvwJn7DTh8fTVqVPGo6xWhfTAPLnxtBUB4jB9OvDuGZlJutup2boXMSl9byy1r4La2TEodyz179iy4rDNnzsDJSWtJy2KxUFFSYtLzVN3TQ8GyI0eOWBxotneQ+EkBt1dntyFRqLUqTBAGz1tmfVsxpFLpPFtpa+DWkq304cOH8c4771g9LhcvXjTpT/faa69ZnV6fGFReXm72c3tdBOYmoyzVRcBWcHv5xcvUvGuq1+CfzvwTvjr3FSplWmvUEN8QjNaOYk3TGpAqEvv376eqjZ2dnSGRSBAaGgo+nw8WiwVnZ2eqRYFeXg4O8NNd6wRBoDgkxKT/pEQ3eGyuH6c5NwtL4HagPBM/GC3F6TVFVuWsSxiI9nXBrspITFWE4kxXMqUWkT8KEgVQpESY2Cxbkh7UNeelLRrcXrhwARqNxsQSWi8tuJUiODgfYvEmiMWbEBzcBW/vdrBYhsQhBkMNLncCTOZaMBhjYDDWgs3eDg5nB1isOhBEBAgiBYb+tiMgiM1gMCZAEFFG5ywDbHY3XF23wc9vCq6uA/D0VFPglsn0hYtLMRwdM8DnS+DtLYe7ex54PEOVNZvNQ03NrgXBbWJiBjXPyZMnV/web69OnDih7XNbmYUd3SUYq5VDXSXXVsBWyTFWK8eO7hKoK7NAqvpw4sQJ7NixAyRJ4sSJEwsutzEnEd2KGNRlhqNKHI3OunKzy3355Zeh0WjQ2tIMYVoqysrK8MUXXyzLPs7tR23PvEsBoO+++y41b3V1tV3JfXOfE/uTkuxyYVjKdms0GhNot5hjPjo6CoIgEBERgYcPH2J21gDzK7tkyCgLRVSGL9xWOcLRlQM2hwkOjwUnNy4CwryRm5uLDz/8ELOzWgh86NAhbN++nfrb7OwsamtrQRAEYmJiKHBbUzGK2tVrkC6UQS6JR01BOOpW51LuBwShdRR5/vnnkSFSQJJSBWmsHOqCBgrY/vLIh/inV66hR1oJSXAiBW05TBaE3hFojlagIsJgd/xB7wH8fO05HCgYQCB/FfycPSFw9oKXAx9JPAE1nZAViDMuHchjG+5VCSw/hPB9UZmai5HEKnxePY2Z8F5MOJWiiBMLkU/0vIQ2fUKMQGBYtv5eq1arUV4+DLF425x+t1o7ZLVajfHxceo3iyAICIVpqFdGoL6+Dkqlch647e/vN3nP/c1vfoPc3FwQhLbyVkwQyCUIZBMEdawIgkAtQWCQINBAEMhnMFDj74/+xsZ5zis5OTkm63N0dMR//dd/4caNG9i7dy8mJiYwsXkzJkZHMTE8rP3vli2YmJjACy+8QDm2HD9+fIXe/Omggw466KCDDhrc0vEsBw1u6aDjKYrlArdPSj8uWgvr8uXLIEkS4zIZjhUULDgYp5dUN/Av8fOj/nZUqcS4TAaSJHH58mW7z/FCsKUuMhIEQUDg4mK2Um6HRLLoqg6FQm5zte3V2W04d8swOOjl64x0hR8Gd6dg7yUlDr5XSX2WXemPoX0xWH8kGbsvi/HStQzsvSbC3msitG009IALjnbFhsMZ2HxUjM1Hxajpj4KsVAC/IEMmf0ZOFJpJOZpJOVV1azzYblwhc/jw4RW/thYjawBFrVZbBLcDHaVU8kZ6errJfBqNBhcvXjS55vWQkM1mY8uWLZiZmcGePXswOTmJPXv2YGZmBpcvX16wN6u9g8RLBbeHLgxArSmhetxmyqMRFhWAwGA/ZMqjTfrf1nRIIcmNQaY82qyCw7WVJwwmAxXNmSbLFImTIBQKIZVKER0aimgvL8R4eCDT1xc5AYZKmdrISGjS09EVF4eSkBBUx8bOs5UmSRIsFgsSiQTj4+M4fPgw3njjDZw+fRpTU1OoqakBj2fo97x69Wqrx/Dtt9+mpt2/f7/Zaex1EZibjLJUFwFbwe1El2Hej/Z/hK/OfYWHMw+xvmm9DgYy0F7TTiURXLt2zaKbhd6poLmsDDnBwWiKjsbB3FzcqqvDTqOklw3p6Sb9J111vQ+bm5vn7Zs5NwtL4LZGHIkGcSgaM4IsqkEUSA2OB/C5KI9zR0WsGxpTvSmtTvBEbrQ3pNH+6C8VYWNzvk2VvEuxStbbIpeXt81TXJxQZ5WcjagobS9Zb+8WuLo2g8HwMxq0HwGL9QIYjHFoK2jXgsmcAIezAxzODjCZxWAwFNDaKestlJUgiEijZbiCIIRgMjPA4xXC1bUcPJ4Ujo4S8HhpcHAQgcsVg8eTgssVwdExCXx+Ivj8bHh5ZYHPN/SNdHLyRGZmK1UlPFdCYS3S0gy/n/v27Vvx+7+92rp1K8iOJvRXSLWWyPXFIPt6QZIkyL5eqOuLqM/IjiabE/v0y+0tyUC9NBr1+SL09XRbXa4lQLdUze1Hbc+8S3mmvnv3rgHQJSTYldxn7jnRnr7nS9nusrIyEIS2Tctijvft27ep5Jfdu3dTfz9x4gRUZB9iMv2Nvq+WFRgYiB/+8IcW13Pt2jXKwr6stAZ1VSPoaBtEa0srMjMz0VKVif5WKQY6C5Ft9Jx79uxZtLe3Q5gmgiQ6BY2yEgrYPj72MR4f+xgby7uR4BcGJqFNLmQQDKR5h6M5Uo6+uCK0xhjca/5u5AR+s/UaflCxCQMpFYj1CkKAlw+8XN0h8TJYABdwY8yCW2V6Nuozi7C9QIUJeQ+KOLEo4sRC6RiL/tIWjI6OUvDbWEKhkFqO8bVuDdzq7+2bNm0yPIOUy7GuTYihnmoToKs/tuHh4fPedf/2t79h165d4HA4YBIEvOdAW2c2G2VOTlAQBEQEAQGh7Y3b1dVlkhT6+eefzzvvUVFR1Hq+/vprfPnll/j4449x4cIFnD17FhcuXMDHH3+ML7/8El9//TUFkZVK5bf5uk8HHXTQQQcddBgFDW7peJaDBrd00PEUxXKB2yehH9dyDZp91zUzMwN1Tw/WCYW4VVdn84DchG6AxIHFwpddXXhMkrhZV4d1QiHUPT2YmZnB7KzW/nRiYoKSsZVZVVWVyWfDw8MWYcuvVSr46wBDX2KixUq5xVZ1ZCkybK62vTq7DftO9VLzBkW5oLAlCCMHEnHiTg1G9hiqI1rWRWN4fwwmzqZhx5tC7Lsqw75rWZQSZZ7UtCFRHqjvT0bf5kxU9ybAN8iV+iwiMhRdfU3oIVsoqcheHDhwgNof4wqZNWvWrPi1tRhpNBoM9DVjuLvcrMY6FZgckpmA28khGcY6FQjw1R7LAF9Pk3kG+pqh0WioY6QHXywWy8QGcTGyd5B4qeBWrSlBIylFAylCAymCWBmCOKEvopN8IFaGoKw5EdLCUIiVIYhJ80ZkkgfC4vkIjHJGYKSp/MOcQDB0VSJOHAQEuyEg2A3u3o5w93SCpzcf/oJVYOoqy22Rq6sr5HI5enp6KHAuFottmpfFYqGjo2PBSjW1Wg2CIODm5mZSca7XYlwEzCWjLMVFwFZwW51drb1mvQPwcOYhDo8fxljdGEYaRhAWrLXHTExMpHrcWnKzWMgWem6VtHHCC0EQcOBy0dvbO8+pwJybxdz91Wg0ILtaocxMQm5yKHLj/FCQKDArRZwBegjceJCF8pEV6oKCGA8TyaM8kR3pbbNl8lLBrRYYaGHmXMAZHCyEt3ca+PxsCAQjEAhGwOe3wNGxGQyGt9FxHNZB2wEQxCC0FbWbwGRuAZO5BQxGEbSwNh0EkaqTMbTlQVt5GwUmMwaOjnJ4ehbB0TEJrq6JcHaOgJub9v/1cnOLw6pVifD2ToNAkIa4OCm8vAwwWSotNAuj9crNLaKmffHFF1f8/m+PPvnkE51Ncqm2v2xrLUiSxOTkJG7cuIHJyUnt50b9Z0mSXLCdxje13IV0//59XL58eV4SUXFxMXWOPvroI7uWuZRn6tnZWSqhJiQkxO7kPnPPiZaS++x5Tjx48KDF7X348CH1+97S0rKo8zAyMkL9pj948ID6+9atW9E12IAYsR/cVjkiMkmAbHkWiouLsbqmErk1qUgrCIanv7PhHicQWH0fKSrSfv+Cg4NBqrTJOevWrUNfbxcG2rKwfawYA21ZWF1ZTi2T6hObpUSXogr/bfoaBWwfH/sYJ/pfhK+rFwVtmQwGPHkuyPaLx0BCKbaJWtAenU8t779vuIDZgWO41jiJ88Wb0BSjgCIoGRG+QSaVuWpPBa4KRlDANe1xKwyLR6W8CBM9a9EgKUEI0wMhTA9kBSejraIeHh4ecHd3x6ZNm0yOpzG41dtSl5eX2wRujavQK+TRWN+RjvF2CbKzs6i/x8XFmfzGeXh44Le//a3JO++jR4+Qk5ND/cbplRwTg20jI1D39FCfMZnMeXbyFy9enPccU1paatd7tx5Cc7lc/OEPf1jOV3o66KCDDjrooMPGoMEtHc9y0OCWDjqeolgOcPsk9ON6WqsNV0J79uyhKlwfdXTYPCD3qKMDPN2AxrTOLvVRRwdV8aq3q/X3t606QT/IZQm2vFVRQU33fnW1xUq5xVZ1SBRxNlfbXp3dhr51hgHvBLEH2jaFYu3BZBz6oATNa5Koz7pfiMaGY0nYeVGIiTfSseeSDC9fy6e0840cZCj94OnjZPaYuLo5IiEhASqVCjt37jTRvn37cPPmTWp/jCtkampqVvzaWoz0dsjPtQuxjRTP0+SQDB8frTcBtx8frcfkkAxFkmAQBAE2i4GNXSJsI8V4rl2I4e5yjI+P48aNGwgODqaOUWdnJ86fP29V77//vsVtXcwg8VLBbe94IRpIEWrVCWgbT0VhUyiyygMgLQ5AYVMoilrCkF8fhLx6AaTlPpCUeUNU6AFRoQcyiubL3YcDgiDA4TEQLeQjWshHRLILIpJdEJnMR4zQAyyO7eDW09sN7X1V6CJrKbV0VUKen4Ho2DCs8vGEs4sTWCwWmCwmHB158PP3hVQqtcnefHZ2ljqHHR0dZj9frIuAuWQUc6DBFshQU1OD3KxcrJattghuf3H2F/Dz1EK2vNQ8Ctjqe9q2t7fP68dpzs3CFlvoueDWOOGFIAjkBwVZdCqY62Yx93fauBesJC0BipQIrGvINauWfMNgvSTKD40ZQWgR+eO54hgTbSqLQ3dW6LcObsXiNrOWwlFRlRAIqiEUHoRQeBCBgWNYtaofLJZxxS0JFmstGIxBaMHtGjAYG8FibQaLtRlMJgkGoxAEIdJB2zAQhP67xQWDIQWDEQUmMxRsdgT4/AIIBNXg8xPh7R0Pf/84hIaKEBwspBQSIkJSUgWCg4WIi9P2edQnkxAEAZlMZta9QK+amhpqWuPqwqdBp06dAqlSQV2rBNndgYGBAZw6dYqq7nv48CFOnTqFgYEBkN0d2ulUKpw6dWpFlmtJn3/+OY4cOYKRkREtEO7pMbHtj4029BR99dVXbe4Zbu67au+26fuBCvz97U7uM/ecaC65b3bWvudEoVBocXuPHj1KTXfmzBm79/eLL74w62igh/nNIwWoHhOifajKLMxvH6pC7dp0RKcYLA9LD98AACAASURBVNTnvgc9ePAAU1NTGBkZQYXRc21eXh6Gh4fR398PdU89htpl+OT8EIbaZejrrKUAYmBgIMTpGciJTUdffi2er1XjWP92/OvMTfzslR8izDsATIbhNzuKH4BIvj/EPjEYSarE7aopVIcZgOwv1r2J66178UHDHrxdthXfy+lHcXA6Yn1DkOBhqODf7VWL8559KHKMNzz7svygiE5HTU0NDhw4gK1bt5qATnd3d5Nzl5GRgevXr2N21hTcEoTWlnpsbMwE3Pb1/Q+UlLwBPz8x3N394ODgABaLBUdHR2o+hTAAt7/fgOfahagpM9gW66E4QRCIj9du88jIiMk77z/8wz9Q/Wm5XC41fWdnJy5cuGByPUkkEpPzeOPGDQQGBs67PlUqlV3v3cYOIh999NFyvtLTQQcddNBBBx02Bg1u6XiWgwa3dNDxFMVygNsnoR/X01ptuBKanJzEYEMD1gmF+EVPj12DctURESAIArmBgXhMkvh5dzfWCYUYbGjA5OQkZmftG5Dz9/e3CFvaYmNBEARSV61asFLOFsvm2VltBYV+3ZmKaJx4dwyXPttsk1LFWqtRrgMLGYXeSC/wgLzGF0UtIYhKMfTqzCj0RmlnEJRN/ihoEqCwORjVfXGo7otHdV88ipujEBjBB5NlHo4xGAQCg/3R1tZmtrpwrvQVMnK5fMWvrcXIUh9bW/ToYgd4HN0g8XoFZaOsB7czMzM2X4t6VVRUWNzWxQwSLxe4bRtPxdnZJmw7mYXhqVT0v5iCbSezsO1kFjYeFWLD0WSMHYzDyHQ0BvdFYGQ6CiPTkRg9aKoUuaHPsqzCG8omXyjqV0FR74Pcel/kVPlBpPSFUK4FwxGJHogVeUJcFAB5RRiqOoWo7xWjdSAHPWMFJlbNtqhFrUAXWWszbDt+/DgIQuus8O6775qdZrEuAuaSUcyBBruSUbwFFsHtzDrD9diobKSA7cjICFVhO7cfpzk3C1tsoeeC21/29oKn662X4euLl+Vyi04Fc90sLP1O6y2TrYHWjc2GSq+ptiwc78nEma5k/GRHyTw9VxzzxILbuLhJBAaOgcczJIIwGB3gcteDyRyGvuKWydwELvd5E7FY3SCIPBCEvsrLAWy2Clzu82Czi8BmZ8HRMQ8CwVYIhQchEFQjKqrS7LYZb2N5eRvGx8dx4cIFapsaGhqs7rfxuXz11VdX/P5vj1555RWtLbKqDxs2bJhXDafX9evXtVXhqj6Qfb145ZVXVmS55nTlyhWsXbsW6t5eDK9ejXGZDOuEQhOl6eApQRDo7ujA2rVrbU5yWSq45fO1vw9Bfn52J/eZe040l9xn7z3VGrjVJyLEx8cv6pqy5Ghw6tQpkKQKDaM56Olvswrze/rbUNlncJlQKpUm67hx44YW0Pe1QtVRDjZbex8Q+HtD3VWJ/u7VGOjIw851pXh0XYOd60ox0JEHf1/tc6Ub3xGFohiUpsdhrLIEaysbsK6iC48OXEF9ZiEFbRkEgRSvMES7CZDgEYzKkExsz2jDP7XMoDUql9q+t2u344OWvfhR9STu1O/HpeLNWJNSiXivEPg5aqGmE4OLBoc0tHJFyGKHm5yPjNAEHDhwgHqP3Lx5s9Xzl5eXh9nZ+eB29+7dlFVyQkKf7u8LJ40xmQzsGJDi2NYCjLRkUuC4tLSUmkZvR8zlcvEv//IvAIAvv/ySgvQcDsfEfvnOnTsAYPKOsGnTJuoc3r9/HxkZhv7gxoB69+7ddr13/+pXvzL8Jk5NLd8LPR100EEHHXTQYXPQ4JaOZzlocEsHHU9RLAe4fRL6cT2t1YYrocVW3D4mSVzTVZqxGAx80dxscVDOFlmDLV92dcFNlw1/JD9/wUo5S1UdcyvlcnIM2fnhMX7IVERTUpQkUv1k56pJlQMuT9s/y5nPQViCM+LFfEjKViG7PAh+QQYYliT1RrJsFWLTPRCV4oboFE8kZPghVRaE2FQ/cLjaQSYWmwn/YA9kyqPR2JeN6jYJxLkxcHLhUQNLGzduXPA46itkntZez0sBt4+vk6jO1Q0Spwd+4+B2MYPE3xa43XIyDfvfy8TUNSG2X0jEnmsp2PteMo7NZpioYTwIfqEOIAgCilpfHJ+V4dXb6Tj4SQYO3ZageTwK1WQ02sZTse1kFgrqI5As9UFBfQR2naxe1D7M3R97wK2+h11dXd03ck+bm4yyZBcBM+BWb4mcGJYIgiDg4+UzD9ia2y9zbha22kLPBbdzE16sORXMdbNYCrgtl2grn/w8XXF6TdFTC271cndPoY4Fm90JZ+ed4HLXg8EYBYMxDi53As7OO03EZleBINi6+ThwcFBTn3G5JUsGt8b2nQuB27Vr11LTXrp0acXv//boww8/xPbt23Ho0KEFe5Hb03/2m1ruXOl7Ug80NWFcIsH69HQcKyjArbo6POrowC96evCoowM98YYKx960NKqH+JtvvrngOpbyTP3gwQMwdckdkUFBi0rum/uc+El9/bzkvuXS7du34eqqbS+xa9euRS3DnKPB7KwW5qvUvVCRtsH8ru5O6rjn5OSYTPPw4UNMTU2BJEm0NpTAy0PrtsLjsjHULsOmgXxsHyvGrbODeHRdg5tnB7F9rBj5Uq2tOovJQHl2MGqyQtCVp8C6ii7MqCdwYWw/WEyD5W+aVzgU/olI8AhGunckyoNF2JrejNfz16IpUk5Nd0S5Bj+qncTt+pfwG/V53KjajTcK1yPZOwwchnZ5vmxXiLghkHHCEcEwJCZyCRYKojNx4MAB/OQnP0FDQwOmpqaoHsHmFB0djStXrpiAW70ttR7cCoXPwdXVUO3r6LgKUVEZqKqqwqlTp+ZBX4IgKIeVAD/t9qWmplKJBx4eHlTLhpGREfzqV7+i7JlZLBYuXbqEAwcOUMv68ssvAQCJidrfaAaDQVUKz87OorGxkZrWx8eHcqUgCAKvv/66Xe/df/rTn6h51Wr1N/BmTwcddNBBBx10LBQ0uKXjWQ4a3NJBx1MU9oDbJ7kf19NabbgSWmx1ml5loaEgCALtsbEWgaktsgZbNuky26Pd3fGvZqrJ5lbKLUdVh5+/j0k/WWOVViip6bx8nBEax0dWpQ/y6wORXxcKQagH9XmKOBixKf5IFgchJMoTYVH+iIwJQY5CDBdXbS80JpMJUWYK8guy0dpRa7KuprZqODpqwRqfz1/QJlE/UCWTyVb82lqMlgpur01XUYObX5xuNgG3y7mdix0kfhLBbV6DDxhMAmwOAy+9l/7EgttTp06BIAg4OzubDKLO1VJcBOYmo5hzEbBF5nrcGvew7a/up6wZi4uLrQJb43uk/r6id7Ow1RbaHLi1tf+kcSWSUqm02H+ysLAQpQqJRdD690efg6+H9jvTqhRS4PZEWwLOdCXPU4vIX9sX14r1srEGKmXfOrj19jYk/7BYFXPA7SiYzLXgctdTYrO7QBB6S04mmMwCcLkkJRZLDCYzxsQq2d+/1C5wOzU1RW3T4OCg1f2uq6vTAhgud0FISWv5tFBPamMZ96Nen56OdUIhhmpq0N/fv2Dl7VKeqW/dukXNmxobu+iKW+PnxIaoqEUn9y2k4eFhEASB8PBwk16q9sico8HsrP0wv7W1lTp25iz99RW65eXlCAkKMHxf26T46Y/W49F1zTx9emEYHLYWpCfH+CArKRHyOBHeWj+Nn7/6Pjgsjs3Pt8ban63CtYrt+B+9p/Fb8gL+p+pNvFO2FbURMmoaPkdrTcwkGHAkDOtxIbhwIxzQ1NRkUoG6kDgcDgQCAfVvvS21RqNBc/MAysuHkZ5eqoOmTOTnd6K5eQAajQbHjx+HRGKoaNa7rPCduTioyYU8PYRah8Lod++5557TbrOLi0nLjIqKCuzbt8+kQvf27dsmiVJxcXHUuduyZYvJfty5c4eyW14MuAVAWT+vXr16+V/s6aCDDjrooIOOBYMGt3Q8y0GDWzroeIrCFnD7NPTjelqrDVdCi+0HqdfthgawGQxwmUxMZWXZZFFsTpZgy8+7u+HpoAWXZ4qLbaqUswRb7AG3oaGh83rK6iUSiUAQBJycnJAuD0RxWwgG9yRhcE8yxqZkKK419LjNyImCJC8GOUUJKG/IgDQvAXl5uSa9BUUikcV17dy5E0qlARTv37/f4jE0rpApKipa8WtrMVpMj9tbM3WYHJJR08TqwHl6rI9Jj9vl3M7FDhI/ieC2khQgs9gblWQgNp1IfGLB7fT0NEiSxIEDB6xOt5SK27nJKIt1ETAGt3devUMBW30PW/0gd0BAAO7evUvNZykhamZmBl1dXdR9QH9/tTXxxhy4tbX/pJ+fn833TX8fL4vg9vvPNVHTvbGlHT8YLcX3VVq7ZHNqzAhCbnIoJGkJULdU2SSyqxUajWZR953FgNuAgNXQ23kymSIduNWAyRwBkzkKNnsMDg7PwcHhOXC5PSAIfS9zBpjMDLDZjXBw6KPEZmeCyYwEjxcCb+9sREVVIiqqEgkJVZDJumwCt5mZmdRxXqhdRVxcHAiCQFJS0orf+83p/Pnz8PLSVtBNTU0t+/JPnz6thT58vkm/+G9StvSkNpZxP+rX8vNxqqiIuieZ60ltrKU8U+sTZQiCQG5OzqKT+4yfEzlMJsjExEUl91nTnTt3KLva6enpRS3DnKOBPbp16xbeeOMNtLa2gs1mU2DPElx/+PAh1Go1MoUxJvfQrjrRPHj70x+tx/QLVYgM8QZBEPDy9IRMKoW6qBGn1+xGeZrC4j15IZUEpeNe/QH8RvUm/qP/LfyvgUu4XbMXBUGp2nU58ZElSIAnT5t0w2IwzYLYhdYTHR2N1tZWKsHWWHpban2/dH0Pbv1vT2pqKjQaDc6dO4eRkREkxGh/o7kcJsiaRGo5r6xTYKghGSyWdhvLy8tNzqn++dhe6cHtsWPHKCtmgiBw4sQJfPLJJybTLgbc6hMGlErlsr/X00EHHXTQQQcdCwcNbul4loMGt3TQ8RTFQuD2aenH9bRWG66EbLXatKbv5eZiKDkZLTExZq02bZEl2PKxzlrvRanU5kq5D3RVLN9EVYdxpWV0XDDkFWEYO5COmRuV2HxUgheOKrG6w2CfWVwrRB2ZgmZSjm3TLWhRK9BNNphUphv3zjIn475r1vo3G1fIdHZ2rvi1tRhpNBoM9DVjuLvcrMY6FZgckpmA28khGcY6FRjuLkdzlRzpyZFgMLT2dqKUSEgzU5GbmwuNRoOLFy8ueRuXMki8FHB76MIAJLkxSBEHQigPQNt4KgqbQpFVHgBpsbYHbWFTKPLqBVA2CVCpCkJ5nwBFHX4o6wtAucofDeNBlOpGA5Gc4wZZpTcqVAK89F4aXnovDZPvJGHy7WTseicVlaog5NcLUNgUioFdiZAWByBW5IGs8gCs2SXGrpPVJtpzug6nPxr5xqySbdFSXQSMk1HOl5YuykXAGNyO1o5SwJYkSQwMDMDFxcXk+lkoIUrd04OUlJR5v8+2Qmpz4HZuwstyOBVYA7d1OckgCAIJoX748bH1uLW3Dz8YLcXpNUVm1ZIVDWVmEuRyOTWQv5AW+x1fLLgVCKrBZGp/DxiMQDg774Sj4zawWGNgs8fA5Y7D1XUDnJ0HwGC4GkHbTHA45eByG+HqOkCJx5OCzY6Gs3MYgoPzIRZrt0km60Je3hDa2g5ZBLdlZa0m0DY6OprqwWlOn3/+OQWYSJJc8Xv/XJ07d46yN/Xw8MDZs2dNPl8MgDG3HqlUCoIg0NTU9K3sly09qY31y95eOOhg0UByMn6tUmFaobDYk9pYS3mm1mg01LwNDQ2LTu4zfk6sCAtDY2LiopL7rOnixYsgSXJRwFUvc44GC6miosLitebg4ICXXnrJ4rzvv/8+SJKEqjUPDN08LBYTHdXp+OC02gTcnnypCQVZUQgPDZy3HnlcOpg6mJrsGYoJUQtuV03h37rewISoBTl+8Va/E+nekfiXzlP4t95z+OPQFfyy+3X8XfOrcGRrnQHi/MMwXtqB3rgis/NzOBw46JIrLSklJQWffvopZme1CQFz4a2lY7R+/XoQhNZl45NPPsHx48dBkir4eGrdaoSxPji9w/AsvbUvE8e2FiAm1Iu6B+o/i4iIQGhIiNXttCSFQoHLly+b9LIdHx8HAKjV6iWDW33FbklJyfK+1NNBBx100EEHHTYFDW7peJaDBrd00PEUhTVw+zT143paqw1XSvYOJM6VPQOJlrRU2GJcKVcRFrZoy+aFpK+0dHFxQXZJFGr7Y7D3khJnZ5uw95ISW47K0LtBSl3H0vwI1JIJaCQz0TWihGZXHVpJpUkV7UIVYi+//LLJYJGl6YwrZLZv377i19ViNLfiwlhqtdqsjbLeDlmtViM3Nxe5slQkxwQgMtgbkpQQlOcmoKtOgYG+5kVV45nbxsUOEi8F3Ko1JRDlhEKo8IdI6YtqMhr59QLIKnwhLfVFfr0A+fUCKGr9kFvvh+IOfxS2+yG/2QeF7b4o6vBFBelPqbTHDwkyPmIyXFHWF4A911Kw51oKJt9OxM63tfC2vE+7vLx6AQamYiEt80VshhukZb7ofzEFW4/mmWjb0SLsOV23ouB2qS4CesiwTijEhvT0RbkI6MGtMbDV97A9d+6cyfVjS0LUOqEQib6+1Pd7bGwMV65csdkW2hK4tbX/pC1uFtZ63H52cBSuTtrB+j2qim+8Z+1ivpcLgVt//1IIBNUm4vMTwWTqk9VY4HC6dJbH3WCzu8Hl9sLFpRsMhqHnI4eTDB6vBDxeEZycGuHlNU7JyUkOHi8ZHh4ZEIs3mWyHUFgLFouDkJB0yGRdKC/fgpqaXVi9ejvCwjLh7m7oPeng4IDTp09b3edDhw5R08+Foiutc+fOobu7G1wdEMooLIRarca5c+eoaeyFL3P7lup14sQJCkC9++673+h+LTZRzrgf9WOStNqT2lhLeaYuKysDQWj7jy41uc+ebV4pjY+PU8fK1nu9JXBbVFS04LV0+PBhkKpe9DYabH8dHXiozI/H3bdG8Oi6BrNX1+LkS81Wr2s3J20SEJfJRlNEDt4v345fd57Gf6nfwf3aA6gMyZw3T6Cz4V4R4uqD/6/7DfxOdQH/b+8b+KrzJMZSq0EQBFy5jpBEJKEmQY4X0pvhzXOdt6xHjx6Z/NvYclivTz75xGTf29vbbQK3H374IVXhunnzZoyMjKC/sxJMptblYG2bEN/fWkAtZxspxqMLHWgt0VYxMxgMeHp6giAIeDIYkOnALZvJxAOVCv+u0eA/t2zBv2s0GDFKehkUi+Fu5ZgXFhbi66+/xu9//3sTmLsYcPvXv/6Vendtbm7+Rt7t6aCDDjrooIMO60GDWzqe5aDBLR10PEVhCdw+bf24ntZqw5XS559/bmLdd6qoyGZ4+2uVyi7rPktaDtiir5RjMxjoS09f9qoO40rLuMQwqtr25Ge1ODvbhJOf1WLzUQm2HM4DS9eLLCrZG3X9iagjk0yqbiuqC0wGgayt13iQy1oFh3GFzFtvvbXi19Vyy1L/W+M+tpaslr8py+TF7MNiwW3veCHEyhBkVfhD2SRA83gUKlVBKO4UoKg9AJWqIFSqgiCv9UGC1A2JMjckyvhIkPKRIOMjUcZHityNUpzYFQERDlgl4CJO7IpylT/KVf4o6/XTyR/xYj4ikl0RLXRD++Zw5FT5Il7sBmm5DwZ2JVL2zNtOZmHzUQm2Hs2zy0L5mwC3y+EisFTQsG/fPqhVahNga66Hra0JUbfq6pAfFGRIiqqtRX9/P0ZHR5dUcWuc8GKt/6QtbhbWwO2aGm0v2HB/L/zdzHPfGLi9d+8egnTHyR5rXWvgVibrQkJCFaKiKhEUpN0PJpOD8PBieHvHg8MJht4umcOR6yyP28HltsPRsROurpar8iyJx/MxC25tmdfPz8+misHKykrtOQkP/9bvg5cvX8bu3bvN/j6fO3cOarUaCbpKWJ67O9LWrkXN0JAJvD1//vyC6ujooI7L0NCQxe1JStK2N/imq24X+5wztx/1Y5I025N6amqK6jk9MTFhsR/1xMQEDh48aHE7Hz58CF9dokhLS8sTkdxnj27evIn9+/fjxIkTC/YO16u7u5s6Vh999JFN87z//vvUtXbixAls2rQJsbGxIAhtlen69esxMjJiVv39/VD31EOaZqgCdXbkQCGOwHBHFkrkMZCkhiAjOcjk+62/F89VBN8Ph3IG8bD+Ffxl4Cr+OngN/0lexgvpzUjxCkN+QBICnLQQM8HD0OOVw2Thq7bj+G3vm/h/2r6Pf2g9AhddT9uMgBhkBMUiLSAaOX4JcOc6m0JjNzc0NjZavR/19fXh+vXrFq9L/fuesd555x3qGKenp2ufuePiQJIq1Chjqfk+OFyLvqoE6t8/2FmCx9dJHNtagMgg7b66uLjAlyAgJwjIjSp9P+roACYmKM0Y2SqvTU2FnCDga2Z/oqKi8Lvf/Q4AsHv3bhAEQVkdLwbc/u53v6Pm3bBhw3K/1tNBBx100EEHHTYEDW7peJaDBrd00PEUhTlw+zT243paqw1XUleuXEF/f78JnP/ZAsDjZ52dmFYo7ILzlrRcsGVPVhak/v6ozclZ9qqOixcvorKyEgkJCcgpjTapttVr7yUlNh6WwN1bO/Dl7e+EfW+VolZtWnXbosqHs7O23yGLxbI4kPnGG2/A0VG7LAcHB3z88ccWt8+4Qmalr6dvQvaAW2vTrPQ+LBXc5tULsOVkGl6fLcD+9zLx4sU0bH8zFfvfy8T+9zKxuj8QhW1+KO3RqrjLFyU9vijt8UUF6UcpLd8NkWnOCEt0glDpTlXilvf56eSPdKUHUhUeSMnxRPVACCr6QpAq90RevQDbTmaZXPvbTmY9EeB2dnblXQRu3ryJAwcO4OTJkxbBgT0JUY9JEhrdADZBEFAlJGCopgaVlZVo1lXK2tvjdm7Ci6X+k7a6WVgCt5+/Ogp3F+097OBIrU3QdrHgdnR0VAsxIiKs2gTPzmqfGerr6xEaGgoulwsWiw0ezwVBQakQi9vQ3v4aSPIs6uv3QibromyL3dy01Y++vjEIDhbCySkcDIa77l4eBFfXAXC5nXB07ASf3wNv75p5g/+LAbfNzdPIyupBZGQ2PD2D4eTkDiaTDTabBy7XCb6+gSgsLDTpmWxJd+/ehbOzFsJs3LjxW70H6sFsR3//vCpa/WfVAwPg6FoSJA8NofjMGQjXrZsHbxdSQoIW6jAYDKsVkHMtWb+pfV+ss8jcftSPSdJsT2p7bM2FQqHF7Tx69Cg13ZkzZ56I5D57tG/fPqh7e0CqVFYTZ4xVU2P4ni7lufGLL75AbW2t7nvMQ111Kfq7V5uVui0Xbq4Gm2EnBxYqFMEokgYgXxyAfGkYJCk+iA7hQ5Toh9R4ATo62pCTkzPvfNaHZ+Nm5S78R98F/HXwGv42+C7+3P9D/Lz1GMaTqlAZkgnRqkgQBAE2g2Uy72vyYfz39hP4su0YThWsgywgHgXh6Vib3Qg+z8nma8qcsrKyUFdXZ9c8xu9/eqDOZDJBtlcgIVwLZMMD3fDyOjmcHbR2715uDvjqag8eXyfx6EIHuiriqJYZYoJAC0FgzGgdWyUSE3B7t7eX+uxcTQ22hIWh1MkJ0atWISwsDEqlEm1tbfjqq68AAH/4wx/g7a3tOWxcrW0vuL1//z417+nTp5f7tZ4OOuiggw466LAhaHBLx7McNLilg46nKMyB26exH9d3sdrw25C56q+jSiVu6qq/ft7djUcdHbhZV4ejSiXWp6djXCKh7LDPnz+/pPWvNGxZSPfu3cPw8DBkihTIK8IwvCcNMzer8PpndZRmblaheTwOobHanlUsNgNHb1ZjZLcUNX2JqO/JwqaXGtBMypGTa7BmY7PZaGxsxKFDh3D27Fm89tpr6OrqMukdNjAwYHHb5lbIrPS19E2IBre2gVtDX1t/1AwHoHo4ADXDAahZE4DaUQGl3IZVyCz1QHqBO7KrvVCu8kO5yg9lfQZlV3shvcADkamuiBe7I1HqgQSJ+xMPbp900GBvQtRj0tTNYodEgnVCIdrKyiCRSLBGIrFawWcN3D4mrfeftNXNwhK4fWt7N/orpNA05dsMbRcDbm/fvg03N60l8e7du61eG9XV1WAwGFbhQWHhWrP9ZFevntCBBDZSU6vh7Z0GHk9fBcaAs3MeeLw8ODrmgc8vmGevrLVYzoajowQ8nhSuruWUXFwK4Ogogbd39jxwa01icRvKy9tsPlYvvvgiCEJbMafvPfltSA9ma4aGkL5uHQpaW6FUKnHgwAGTzyKMIFrdjRtQ/frXdsPbt956i1qGSCSyOq2xJevWrVsX3I/FVnbb2pP6vWqtVa07j4d/1E1n3I9aD3PnVsgvF7jVQ8z4+Hjqbyud3GePdu7cicHWBowXSzDUVG0TwG1uNlgS3759e0nrv3fvHvU85uPjg/6eWgy0ZWGwTYaxHjk2DeRj00A+2qqEJufEzYWNthJ/tJUGob4wDFX5oVidFwpFZjBESYEoyo4G2dNEVcvr5czm4axSg39sOoK/DFzF3wbfxd8G38X/6b+C/626hEtFm9EdU4DyEBEYxPz7Xp4gGV+2HMXPWl7DTkkHNktbsEnRho/6XsYqZ3ebr6nlkvH73759+6i/V+XFwJGn/Z4WSYIRLjBUH+8clJo8800NpiEj1h0CV1esDg7GER8fPG+0jnSCwLsiEf5TowEmJvB/tm6Fg67n93qpFH/btg2nq6sxUVSEieefx40bN0zel3/2s59hYmIC3/ve9/D6668vGty++uqr1Lz//M//vIxv9HTQQQcddNBBh61Bg1s6nuWgwS0ddDxFMRfcPq39uL6NAcjvqkz6LVZVWey3OC6TYbiqCureXqxdu3ZZBuOedNhy4sQJVFZWIKc0GtkVgShoCEMtmWCi6t44RCZ5IDLZFQym9lqu6A7HUcTJVQAAIABJREFU2AEhsisEEGYHISUzDA292WgllRCLM6kBY0tiMBhobW21WkE2t0Jmpa+jb0I0uLUObvdeE2HHhRQUd/qhoNUH1cMBOPhpCg5+moJX76Tg1c9ScOjzVErrj0WhbzIUHVuDsGY6AruuJpho99VEjExHQlzmifAkF8SkuyI6TWud/KSD29nZJxs0LCZJZa6bxbRCgTGxGBKRCKulUqu/0QuBW2u/0ba6WVizSl6M7AW3IyMj1DPAgwcPzE5z7949yGQyan8yMjLwwgsvoLGxEdnZpYiOViA1dTX4fD+L4JYkz8LHJ1K3rlj4+qbA1TURTKYWIvB4gXB0lMDVVQtgo6Iq58nbOw2urolwdEyCp2eRiZydxVi1Sv6NgdsHDx4gLCwMBEFgzZo139q9zxjMCtetQ+rICPylUkTKZIiLi4NSqaQ+E+gqCvlhYSAfPwb5+LHd8Lanp8em61YvvSWrtT7Oei1U2f3OO+9gcnISLS0tSE5OBs/IojUvI2PBntSPSRK5gYEgCAK9CQl4TJr2o/6iuRk/7+622JN6Kbp9+zZcddXOu3btMvlspZP7bJUe3K5TCrFOKbQJ4A4MDFDn6Nq1a0veBuMK3vb2dqj7OjDQkYfR7hxcOtyJn/5oPaqLEnVJIFqYGhHoiNdfFGPHcAbaKuPR15yNQmU20tPTUV2Ri/42Gfq7Sk3uYQRBIMkzBDdX78J/9F7A1/0/xF8Hr+EvA1fxR/Xb+E/yMv6t+yy2iVpQHSqBj6Obybzaa4qJm1W7cal0C54T1mKTvA37y4bxvybex//cehUvFvahPD7LdB4mE2R7t8nf6uvrF4Sy69evB4fDMXnXtHYc33nnHWra6GAtRHZ14kCSaOj5nhTphX99X0U97/3r+314c1sa2rK9UBzpheeEQvyytxd3lEpwdPPEEAQmCAJ7eDzcKy7GX7ZuhULXA1ceEgJMTOB3GzbgxdxcTPT1Ye/evfj666/NvjsvBdzq7dyDg4OX/hJPBx100EEHHXQsKmhwS8ezHDS4pYOOpyjmgtuntR/XtzEw9F3W559/jiNHjmBkZAQkSULd04OBpiYMNjRgoKkJ6p4eqnfjkSNHlhWQPsmwZe/evcgUiyCSxSBNFoTqThEaSYmJ8irjEZPij5QcT/gFay3mwuO98MLRQtT3JyO7NAKpwgSUVRagh2yBiuzFxo0b0dbWhri4OLi4uIDFYsHZ2RkRERGoq6vDD37wgwW3zVyFzHdNtvSvfRbB7c5LadjxphD7rkmx/c1UFHf4o6DVVwtu76Rqge3dVBy6m4rDnxu0/vtRUO0KRcfWYIx8LwJT7yXO0+jBSEjKPRGZ6oLYDFdEC/kIT3J5KsDt7OyTCRoWmxA1181CD1sbZTJkikQYFYstQmBr4HYhpwJb3SxWEtx+8cUX1DNAV1eXxelUKhWVDLNp0yaTbZ/b47av77RFUCqVdoIgCLDZPAQFpcHbOx7OzlHQ9rplwsUlA97e2QgOzqcslo0VHCyEt3c8XF1jwecnmsjBIRzu7kKL85qTUFhrM7jV92X08/PDZ5999q3c9+ZCW+nkpBbQtrTAob4ejrGx8AgKQlh9PYrPnIGLrpo1sq6OArf2wNuHDx/Cz88PBEHA0dHRpqpivSUrh8PBnTt3LE63UGW3cRKVOeVmZi5YcWucqMFlMvGgpQWPSUM/6vbYWLMVt8uh4eFh7XNLeLjZBIiVTO6zVcbg9sGmFny/vQDPFVgHuJs3b6bO0dmzZ5e8DcaJAy+//DI0Gg1Isg/9XWUYbJNh+oUqBPjydRBUC24zEr0x0paEzuoU9HeVgST7oNFoMD09jYGBAR38VVKJF3qp40vw87bv43+r3sIfycv4y8BV/Jf6HfxR/TaluzX70B9fiig306rsEJdVIAgCteEybEhvwCZpCzbltuOn46fx+x0f4Pc7PsCn6kPIEiTMu5abm5sREREBBwcHbNiwwep17y8IRFdXF7KNnCMIYmFb6tdee42a1klnixwX5kn9zc2Zg7GWVPzyWi/1vPffzjfi6i4hni/zRG+mJ9YJ03ClshKPSRK+TrrncgYDEzp4O0EQOOjpiW2ZWhccBzYbv9+0CZiYwKWGBkyUlmJiYgJffvklAODSpUt4/fXXKfX19VHb09fXZ/LZj370I4vv3H/7298QqEvQGBsb+7Ze9emggw466KCDjjlBg1s6nuWgwS0ddDxFMRfcPq39uL6twaHvuu7fv4/Lly9jZmYGe/bsweTkJPbs2YOZmRlcvnx5WfvHGutJhC2zs7OYnp5GQUEBpHkJqGzOxLqdNSYam6hCTlECsksiIS31R3mPdpCVwWRg66tVePFYLYrrk6AskaCoqAgTExPYt28fbt68uaTtslYh812SRqPBQF8zmqvkyBEnICsjjpI0MxW5ublQq9VWwa1araYAr7E0Gg0uXrz4je+DHty2qBXoHS+0S5nyaMSkekNa7oOxg3HY/14m9l4TYeqdTOy8IMIr7+Vi5wURijsFOnAr0IHbVLz2RRpe+yINR2eFlDacjAa5JxTdO0Kw8WQ0jj4UmujYrBAbT8ZAUb8K6UoPJMrcnjpwOzv75IGGxSZEmXOzOKpUYlQqhUQiQXNZmUWnAkvg1hanAlvdLFYS3B48eJDaP0v3/ytXroCts8JsaGiYt+1zwa01tbcfAYOh7fsbFiZGVFQlBIJqhIS0w8+vBN7e9YiKGrFYNSuTdSEhocpiNa5AkIa4OCnKy9tsVnNzNzQazYLHanJyEiRJ4tixY9/KfdsStI1Zvx7ug4Ngd3SAUVkJlkQCfnY2ZEagRrpzJxo+/RT5R46g4dNPbYa3MzMz1DLKysps2k5jS9bDhw9bnG6hym7jdTOZTISHh1O9dgmCgCI72+ZnaqGPDwjCUHWr70fNZTJxvrR03jP1UnXnzh24u2urGqenpy1Ot5LJfbZID24H5cl4rTUfVwZX4++3tFoFuMbvEcsBwisqKkzuSffu3cOBAwd0x6seHTXpJu84BEGgTB4KVWMG1D31IEkSBw4coMDy9evXodFo0NTYAC9PD5P5vpfTj/+fvITfqy7hD6q38Cf12/gjeRl/VL+NP/W/g78MXsV/9F3EwewBZPnGmczbGJ4NFoMJFoOJgeRybFK04UzjVvx+xwf42dof4I2mF/BB4x6keoXN2962tjb8+c9/xp///GeTimVzUraMIl0kmvd3a7bU9+7dw8jICNhGrjR8Zy5VoezswIS63Bfr2tJw5UAl9bz38GQ5ru5MxYVeH4zJvbFeEoPnMzPxy95euOuq3+X+/jgXHW0Cb3fx+dS76+nqamBiAo8GBzGhUGBiyxZ8/PHHAIAQXWWuLVIoFBbfuT/55BNquocPH34r7/l00EEHHXTQQcf8oMEtHc9y0OCWDjqeopgLbm3tx2VOK92Pi9bTrScNtugHkLrJBrSoFXjjxvp5EGrqeDeaSTnqyCQM7xJj81EJYtO01QzFNUJcnd2GTXsb0EoqQZIqHD9+fFm2baEKme+KLl68CI1Gg9zcXOTKUlEqj6NUnpuArjoFhrvLMdapwOSQzATcTg7JMNap/dycBvqabYIeS5VGo0Ev2YYustZuicRJiE7ygbTMF2PT8dh3TYp916TYfy0L0z/Kx9nZJrzyXi4q+kJQ3OGPmjUCvPpZmg7cCjHzIA3HZoWUNurAbc+OEGw8GYNjs+nz9F0At7OzTxZoWGxClDk3C31CVEt9PSorKymngu74eEzKZHhZocDLCgVaYmKo39KWmBi8rFBgUiZDS0wMaiIiLDoV2ONmsZLgVt/zMTg42OI0XV1dFEx7//335227PeCWJM/C318LQPh8P0RFVcLfv9Skh621itukpAqEhIgQHCycJ4EgCXFxQsjlcrNJJpb0bSWf2KOFoK3Dli3gvv02iP/L3pmHRXXm+f5Use/Ivspe7EVRxS5QQLHv+yL7cgoEQVbFiOKCCqLGJRowYtRojAvGKNrGqNEYo5Hqvp3YSXe60525M/H2dM/N9CST6afv9KS/94+qOlRRVVAFGIKc7/N8n0TqfU+d5T3n1Dmf9/f79fWBUVkJ3dJSmISHU2M1dv9+cLu6wO7qArerC/m3bqkFb2VrgM4EYWU9MTFB9VGVQlqdyO7Lly9j3bp1GB0dpSJ9ZcuA8Pl8tSdt7IiMBEEQMNbRwW8k2WsOxsWhk8vFeh5PIYvNfH3hwgWQJInu7m612i/W5L7ZLAW3WYHuaOOz0SkIxqa0MLzdlKUS4DY3N1MpfCsrK+f1/Q8ePICFhTgqVE9PTy6yff369RDWFSMpmqXwnLP3pSysKY+CsK4E69evV1juw4cPkZ2dDUsLC7l+x+Jb8VX16/iOvIj/lMDb/5KA2/9ZI655+1/CcXy5+hjqvBPl+pZ6xiLegY1AC1eUBSRgi6AGX2+8jG+33sSuFCHWRRSiyD0aXqYOCutbU1NDPT/O9PzGNLWHMyeB+rd0oiFBzJyW+vjx4yDJBhgZiI+L9QoDKjpZX5eBcxvcsbHEHt1l3thUH0ZF3T44KsC1Lf642WKHsRIXbIhzRCc3GJczM8GU1DbP8fDAM5LEJ3l52GtsTMHbYj8/8W92Dw+gvx//t6dHDG7b2nD+/HkACwduhUIhCEKcsp8WLVq0aNGitXiiwS2t5Swa3NKitYQ0HdwODAxgTVGRWvW4pvunUI+L9tL2Twm2SF8grSYF6N1TpACgxh9tQnWrAMVkGPKF/hi5nYuhiwI0bgsGk8mAtjYTJ66348ztbpQJ+aghi9Da2qpQZ01Tqxsh8yJZVcpkqQeao/D+aKEcuH1/tBADzVFK28umWn7e6y6Fz9OhS2VlJeLi4hAbG6vS7u7ucPGyAE9gjdotXug4FISOQ0HoPByEjcfCsOXEKnQcCkJMji2ic6yRXmeH/XeCaHAr458CaJjPhKjp2SxkJ0S1tbVRmQpMdHXVfrFsb22tMlOBJtksFhPcOjiIocJM0ZWOjo4KE7wmJydx8+ZN1NbWIiWlRCNwGxQkhoMMBhO+vhkLEjWrafTsT9nqQlvmjRvQ+sUvwDxxAozmZmhxONSY86uthXd3N+x7e+Hd3a0WvP3www9hZGQEgiBga2ur9mSmhw8fUt+bl5entI06kd3KLAtuExMT1U6T/klFBbQkoGlvTIxceQhVNalfRN+5cwd79+7F2NiYWr+ZpOA2zd8V7dE+2BDiiO5o71kBrr0kvTaLxVL6Pbdv38bQ0NCs4ygpKYk63mlpadQ9Z8uWLYiPj0duSjBiQpzlrsPa2kzcO9eCza1JaKxOBUmSuHXrltz9auPGjUhISICbrZNcXxsD8W/Ak4JOfCsBt/8pibz9x5oJ/GPNBP5nzVV813AR/SHlcn0jbL0RYeeDSHtf1HJScatuPxVt2xtXgcRQMehlEgyqj5bkHpSdnQ0A+Mtf/jLjPUbbmgVCkqHAwMAAubm51Geq0lJLJ0s21+ZCT1f8fUyGuI+ONgObV9vjmwscvN7pip4iB7SWBOH8YDq+fKcWt/bHYrzXB+802uLTbj/0JtihO8IbnVwu9b3NbDZ1Pp3z9qbA7VVJinItBgP/tG4dvt+4UQxuW1pw9uzZBXve/u6776jf7ufOnVuw5dKiRYsWLVq0NBcNbmktZ9HglhatJaSFjLh9Rv406nHRXvpebNiiabRt+x4x0DrxYT42jkYgp9YP8dneGDxeveBRt5pGyLwIVlXHdq7+KdS/VScSNyQ8EL5cW0Sm26JxlzfWHfTHugN+cm7ey0JUliWisi2RWmOLne/449AHMjVuHwVT7n6NJa5xu3kl2g55Ys/PAvHKh8ELAm7HH22CvbM4KmjDYOGCg9tTp05BHO1oOu9U4z+25zMhano2i+kToqSZCoyNjdUGt05OTiozFWiSzWKxwO3169epbVF1HXzvvfeoNllZWXj06BGEQiEsLS1l9gUDxsZWSExsVwvcJia2TwFGvySFGrZziZr9KUfPamJNoK3OJ5/A6O9/h+5334F54gSI4OApIFVUBLveXjjv3w87NeGt9DehNCJQk/XWk6ZRjY1V+rk6kd3KLAtuKysrIayrQ3tEhMqa1MrSo0c7OFDpzWeqSf0ienh4GMK6WqW1aZV5Orjt5dqhl2s3K8CN9XahwGRjY6PC91y9ehUEQcDZ2RnV1dXYs2cPTp48ibNnz+LIkSNobm6mJogQBAFzc3PU1dVREw9zBQKE+vkiO8YZbJZ81KyrkyU66mOxozMNjaujkJGehsLCQrlJi02FhYjmcuFi76RwHXcxscGnZUfxHXkJ3zaI0yb/v8Yr+M3qUZxN7ME6dg541p7QZmjJ9XM3tUMgOwxsOw9UspPxm3Vn8N22d3G5cie6EioQmZkPY10DuT7SybICgQAAsH//fpX3F4ahBQVtmdo6iE7MQmFhIfW5qufBsbExkGQD1pWHgyGzPCaDQGKQPs732ODmVjuc77FBRZwxUkIsEcNxwLpSDmrT3VAWa43yUCN0x9mgN8EOG+IcUeY9FeV8gM/Hp/n5uBUVhSscDgVuf5mbi3xfcTaFRh5PacTtQkhaa9zPzw8//PDDgi2XFi1atGjRoqW5aHBLazmLBre0aC0hLVSNW6l/KvW4aNOej+cSbSuFWUMXBXhpNAr9o+k4NiHEVdGWBY+6XW5+EcGtOrVvw2JZYEfaICbHFmtfZqFrxBddIz5ybn+Fhdh8K0TnWCKtxhYDV/xx6IEMuP1oyt2veYnBbd9KrD3ggV3XArDnZ4ELAm5r2sRROi4eNnhncrPCOTPy9lp0DeTDP3glrG0tqNqjBEGgv79frX0WKUkjWlJSsuhjUhPPd0KUbDaLdyWpkWUnRC1UpgJNs1ksFrjdvXs3NXZUTYSRjRwuKipCYGDgjDDb1zdxVnBbVnaQah8aWir3WXi4OHJ2Ma8pi+W5QFupdb/7DgRvqvanVl4ebF59FcHffguPixfVgrdOTlNQ69KlSxqtu7W1uLRBWFiY0s/ViexWZllwu2nTJnR0dFDXAGU1qWW9NigIBEFAl8nEb6urZ61J/SJaCmKV1aZV9vtJGbj9fHUAziS5YSPPXiXAfbkolkrFmxDGVfgeKbhVx/b29igtLERLdjZV6iNp5UrEudkiP9QSrtZ6cu1ZLE9UFcWirpCH/CQPrAr1R3xQkEKZkHp/f7ibmip8X3dwPm5m78Cf6t/Ed+Ql/Cd5Cbcyd8y6nivN7eCXlAo/Zy90rirGncp9+L+bJ7ArpREVicUITEmHk6OrXB/pxKDU1FQAimmSKyoqpv4tAcVa2rpwDoiGW1A0qqqrqbTUmZmZCA8PR0xMjFxK6b1790LYUIuCLIHcsqMDzPFSqRMmdvhR3ljqhCK+LUI4vsjNiEdBJh+xoT4QuFmhPsgd3eG+6A73RbzzFFS/V1CAIQMDuRq3/QSBOzEx+E1LC7SZTOhqaeG9ykqFGrfz1ffffw8rKyvqWZsWLVq0aNGitbiiwS2t5Swa3NKitYQ0HdyOj4+DJEm163Ep80+pHhdt2pp6rtG2Uh97PxcrbPTFgGlNKK486VvQqNulHHk4V7/I4LauPWnG6NTEQg9k1rtg59scHLoXioP3uDh8n0d533scZDc6ICbPEmm14ojbVz6UAbaPpiyNuK3aPAVuh67PH9xuOZIBEzNxhE7PrgKF7dg1WjXji2R1we3Y2BgIgoCOjg4mJiYWfVyq6/lOiJLNZpHp5qZyQtR8MxVoms1CCm6bsqLQWRQ3bzdlRSkFtxMTExgeHqaOeXv7VOSr9LfF9DbDw8NUG2lUpb+/P0ZGRvDhhx+iqakJHM4q6OjoU+1cXHhK69NKHRpaSrW1sfGU+4zLzV+W4HY+0Nbo73+HvkgERkjIVLReZyf033oLrp99pha8DRQKwZCkFnZ3d9d4/U0lQCwqKkrhM3Uiu1VZFtz29/fjypUraGxspGpSH+Dz8ZmKtMnHE6dqkq5hs9HJ5aqsSf2iWgpiOwVcdAq4swJcZeD2T3UcfCfk4qsq9owAN9VPHHXrammq8D0TExM4fvw4GhoaEBkZCVdXV5iamkJLSwsmJibw8vJCXFwc0tLS0FhcjPaICHTzeDiWmIhr2dlYw2ajNcoLzXwX+FqbUcfVUEcH8WFh8PX1RTjXAzkxzkgNtEWkvT0OxsXhbkEBnlZW4svaWjytrESOu7vcPVNfSxeHY9fgWkY/HhXtx381Xcb3wnHcyNhGtWESDFjoGcNY5hpHEAScHd3gn56ByDA+6iOz8bPVg3i3ai96+eWIjE9DYGo6nIJ50CKYU+el5BwrLS0FAArCEgSB4eFhfP/995LrLIOCt1a+sfBIa4OTfyT4aXlykclSHzx4kDqGd+7cwUsvvUSlPScIAq5O1qhNd8U7g6tw/5V4yu8MrkJtuiuyEnlITk7G2rVrER8fj1QvL9T7++NwfDwOx8cjUpIK29HYGM9IUgHa9hMEzvv6Av39OJ2bi34+HwPx8ehPS0N/fz+++OKLBXnW/uyzz9Df34+DBw8uyPJo0aJFixYtWvMTDW5pLWfR4JYWrSWk6eD28ePHaG1tVbselyovt3pctF8czyfa9qyoBGVt4mgZawdDbBlJU4i6zS9OQ0pKCkpKSsBmsymooAnAWqqRh3P1XGrc3h0p+EnUuJ1pmzQBtwPjQRi4zMbA24HYcz2Y8sDbgUitsUNUtgWSK22w5S1f7L7mj90TAdh9PQCDMm496IGGneIat60HPbDzqrjdyBMu5fVjLMQWWCE4zhwBUaZqgduUIn/xmLczw5UnitG2O0eqZF4AEzBfYQpbW1uNx71IJKIiJ5fS2F+ICVHSbBbaDAbqebwFnRAlEqmfzeLRo0dwdhbXaszOzgZZvRrCspwFM1m9Wq7W6+TkJNrb21HfUI+Ojg5MTk6ipqaGGjvvvfee0jbJyclygMDDw0MuuqunpwelpTWIi8uClpa2ZEKALlJTS2asRctkiqPJbG2dXsg6tZp4Rmjb0qIWtNXZsgWMuLipYzU2Bq2LF2Fw/rxa8JZVOgXTo6KiNDonnjx5AiZTDKeSk5MVPlcnsluVp4NbkUiEc+fOUTWppYBvVCDAHQmk+11NDZ5WVuLNtDSq7ypnZzSVlKisSf2iWhbcPuktU6hNOx3gzgRupVYFcGsi/cSgk8EAuSoAnQIu1mXEQlhfh7179864nleuXIFQKJQD8tLnpms5OejgBmNdrCc6QtlYJUmBTRAEEpydUevnB18XF7hZWyPKwQpFXDs0s9m4lpOjcP3ftWqV3PXM3dgaQv9UXEjpxY3Mbfiq5iT+q+kyfll8GDvDq3AjfSs2cotR6hkLKz0Tub52niwEZmQiq7ACZSEpOF3Sh90JJMq4yQhMTge3tBROsTHQ0dKR60cQBNavXw8AOHz4MHRl6qobGhpOtWMwoOPAgb5fJozDamAVlA7XwFXgyUTWS/3+++9T+/L27dtYuXKl3OdZcSxsFUbgzkiBgvuFEWjI54IkGzA6Oqrw7Pp1QwPsJRC4PiAAz0gSHyUnK4Dbl83MgP5+oL8f/75+PbbHxaG/vh5DQ0P4+9//vrgP6bRo0aJFixat5yIa3NJazqLBLS1aS0jTwa1IJMLRo0c1qsc13cuxHhftF8Oy0balZCzGJtbh4ocb5bz9SAUKa1chrz4ArbsjcfpxEeXRO7kwNhO/zMpp8MTmUQF2jOVQUberG+MUXlwtp8jDubqnpwdN9aVoqclQ6nVVfAw0R8mB24HmKKyr4qvs01RfuqiQRV1wm1Tkiax6V2y/EIxt59nYdiEQg9e4lLddCERypS0isyyQWG6Djae9seUtX/SfV3TTsBuq+1eidL0TqresRPN+dzTvd0fnq16U2w57YlWOJfwiTOHONoaDuwHc/I2xKtMeSSWuKG/nUE4qcYWgwB36huIXvIEhrkpTPhdURyE0xgtphTwU1kajmsxHUlLSnMBtd3c3CIKAkZER7t27N69zXQogBwcHF/z4ykbGv/vuuwsyIWr3qlWItLdHfkzMgk+IUjebRVtbGwVCz58/j56eHrlarTU1NUhNTUVwcDDs7e3lUmInJSVpVOv18ePHaG5uhq2tLXT1dKGlpQU7Ozu4uk6l8Xz8+DEmJiZAkiTSy9NBkiQmJiawfft2uWvr8PCwwvZK110WKGRlZc24ftJoMGdn5znVqX3e4+769evQ0dGBtrb2goL96ZZC28SqKrjV1CB40yYK2lp1dcFwYAB6ly6BeeMGtB88UAlttTZvBiM9fepYnTsHYmJCbXhrIalNydDSQnF1tcr6mcp89+5d6ntzc3MVItVl63Jqui+VgVuRSETVpBbW1aElJ0chLW4nl4s2Dofq6+PtjY6OjmUTaSu1LLj9ckctng2SeLq5UiXAbWhogLCkYEZwqwrgtkZ4ws5kCjwmRYRQy71x44bKdXz48KFcCuxTKSlyz0snk5PRweOggxuMNdNStZ9PS0OZtzfira2Ra2mJdBsbrOMEoYPHwcnkZIVr/34+X66/q8EKVHvxMRBRhSvpm3Endze+bbyE7xvH8T15CVdS+yD0TQXH0g3mevL1z81ZngguLQU7IxOhXmwk+YSjLFAAjh8PgWkZWLWpF55JSdC2XKHwG7W4uBhDQ0MYGhrCxYsXldZW13VbBT0PPgx55TAKq4FBcCm0Ld1gsMJerl1ra6vc/hwZGZnx97Ey+7tboLk2F62trTh06JDcs+vFjAyq3eXUVOzU0VEacdtPEPj7pk34x5YtOJWbi/7kZPRv2oTbt28v9iM6LVq0aNGiRes5iQa3tJazaHBLi9YSkjJw+9FHH2lUj2s6tF2O9bhovxgeGxujom1LyVgFF9VFIyjMDdxoZ0RnOmLdPi42joZTjs8Xv5A3tdBF76thVK3b16434qpoC17aW0ydbwwGA+7u7vD3958TwFqKkYdztSxkmW6hUKg0jbI0HbKQwpIvAAAgAElEQVRQKJwVEC2G1QW3OdVs5JCe2HE+BFvPcbDtfBD2Xg+jvO18EJIr7BCZaYHE1TbY8Lo3Np3xQd9ZRTcOuaGizxkl3U6o6XdB7TYX1G5zRct+DzlHZYnBrZu/MexdDeHoYQIe3xGRSa4oIkMohwtcwAqcehmbXSBANZk/q+vIcqTJRJVpMu5v3boFLS1x1GNfX9+c978sgJycnFT4/O2338bAwADKysoWJDL+RZgQdf/+fZiZidN97tq1S+Fz2bqy85mYIhKJo6/8/PxmfXF///59HD58GDX1NeDl81BTX4PDhw/j8OHDcu1kI7um+8iRI1S7+vr6GddrptS68x13165dw6ZNm5Cbmws/Pz/Y2dlBT08Penp6sLW1RUxMDLZt2zYrsM/PzwdBEIiJiXku40AKbePLy2FfWgqHxkbYlZXBde1aWHV1YcXoKMwmJ6EzPg7d69ehc+cO9H/9a6XQlrl5M5h79kzdF8+cAfGLX6gFb+NffZXqZ+/mBqFQqBFgfe2116j+fD5foTY0Rwa2DQ0NafRbVhW4FYnUq0ktvcax2exl+RtaGbiVWhnAjY+LQwQnEOGudmiNYs0IbqX+vNQPe0JtUOluDG+zqehRLpeLDRs24IMPPqDWZ6b7QZK7u9Jr+icVFXiZz8ebaWn4qq4O+pJjShAE1gUHo4PDQc2KFehasQKXAgNxKDQUL/P5+KSiQuH6vy8mRu56ZqVjgKKVIajyisfpxE5MZGzFJ2VHcCapBxuCixBj5w8fc0eY6xrBUFe+tu4Kf19E7dwGVlYm/MKjwPLwhZOzG6xcXGEbGACvtFQ4hHCha2cDgsmU61vUSIJ8qRddm/vQ398PX8nECam1rVnQdYmArnssDAJyYJqxEwYBOdB25IBpMpVlQ19fX+H6NxdwG8m2R3tFBEiyASMjI3LPrnGS2tcca2uMOTurhLb9BIE/NjbiWlmZuLZtWxv279+Pv/3tb4v9iE6LFi1atGjRek6iwS2t5Swa3NKitYSkDNyKRCKN6nHJpkc+wOcvy3pctF8M7927Fw1kHWrJMqVOz0oEh+uP6DQPFDaysXk0ifKmVxNhukJcSywqxZX6e/9oGg6PV+OqaAtGLrcgPp0NQSYXNTXVOH78+IwveGfyQkUeLnWrqn/7U6hjO9t6qwNui8gQlLdz8PL1OAxfi8Te62F4XZRIeeRDPrJJZ0TnWCO50hZ9Z/0w8HYAdl9jY/dVea992QP1A66o2eqKuu1uqN7sipotblh3yFfOsXm2iEq3A4uzAoHh9nDxsEZEnDfyqqLkImnDYlmwtBZH5Zibm88aTSkLzZubm+c07kUiERUhGRYWNqd9/2MBSNnI+LfffnvJT4hqbW0FQRCws7NTWgNX9sU7k8nUeGKKtE7tO++8A45M1KH9Snt4RHmAn8ZHfHw8DAwMqM+2bNmCjo4O5FbmgpvPRW5lLjo7O3H+/Hm5Y7Znzx6V33vp0iWqXX5+vsp2s6XWne+4q6urUwtWeHp64p133lH5PdeuXaMinU+ePLmgY2B8fFwO2to0NsK4ogJmNTUwWLMGpkePwuI3v4HR734Hk1/9Cka3b8Pg9m0K3k6HtlrXrkHrr38FoS++dzK7usD8298U4K37558rwFszDw9qnyQnJ+PNN99UezuuXLmC+Ph4qn9VcLBC5GuglRX1eUNNjUaRr+rc12eqSW1hYTGva9xS90zgVhnAreB5QuDnBk9rMyS5W6PFzwL/p4atFNj+qYYNUY4b3k20w8+SHHE8wQ0G2uLz2tXCBLnx0XKpmGUndihzqovLrFkUfr56NYq8vKg+wdbW6GaxsMHWFuO2trju7Y0bYWH4l/p6pf03T4vYNWFqI9TUAdWefPQEF+By2iacT96A7uB8JPlEwT8gBNYeXrD08ICBJAW+1NZhPIS9sg/etVXwyEiDe3w8bKMiYLMqAk6pSWAV5cE9PwtmbH8wZSJqdfT1kbuhC82bNqK/vx8XLlxAokw9Zk3MZDJx7do1heMuu6/L07zx9Hyl3O+66X56vhJdFVwq6vbixYtobGxEQ2Ym9CSgfDgmBpcCAhRg7TYGA/0EgfUEgQN8vhjaCoXYtm0bfv/73y/24zktWrRo0aJF6zmKBre0lrNocEuL1hKSKnArEqlfj+tOQQFGBQJ083hoj4hYlvW4aL8YvnPnDoaHh7Fjxw4F9/f3Izk5GYLUCCQXBGDzKzkYPF1MubZ7KiKifWcy9fe9Z1fjzN1OKtXy2MQ6lJKxqCGL0Nrair6+vjkBrIWKPFzqXu7g9nVRIkrbvRBXaIe0GnsMXGbj8H0ejouiFNzzmg/aX2Gha8QbG0/4o2c0AC+dCFa6vFySBW6sA4rIEJXrWNeeBGNjcYrJ9PR0jbZ/rhMWRCIRVeNUR0cHDx480HjfP28AKWvZyPilPCHq448/puoSV1dXK21z+fJlrFu3DqOjo1S0mrrHWbZOrWwabT8/P/BL+ODmc8Ev4YMkSVRWVk5BCGtr1NfXK7SRhZcEIY6iU/XdFy5coNoVFRWpbCebWreqqmrBx11DQwNYLBaKiorQ19eHAwcO4PTp0xgZGUFfXx/YbDb1/Y6OjjOOfWmN34WOut21axcyiopgX1oKi+JiGFVUwEgohHZLC3QPHYL+5CQMPv8cK/74R9j97W+w/Od/hrEE3mofOwbttWvloK32//wPdH74AQxJKlhGbCx0fvhBDG9FIjG8vXABJuPj8PnySwR/+y3cL16EOUmCIamxqauri9OnT6u9DdLftiwXFzEE09XFscRE3JX8tv2ythZPKyuRLwOGm0NDqd+2586dm/U75nN9E4nmH9m91K0OuJUFuDsEAVjtbY1wa30InM1Q7maEGwJ7/LqYhb80cJQC24ksb1wtDEZtkDhTir2pIUbLBQqpmPPy8hTuB14yELbGz0/tzAnGOuKyAkY6Otjg5IQ33NwgcnPDz5yccJXLxefFxUr7VVhby4NPgkCgkSWynIJQ7R2PI/xmXE3fgnXsHPCsPWFpYw8TD3eYe7OgbWgg19cyKBCehXlwzc+BfXQUnFIS4d1YD5fqMriVF8OzugyBVWVwz0iBcfAUMNYzNMT6zX3Yvn07Hj9+jH/84x9y+0ZdS6OVlU2SiY2NBUEQsLU0wmt9iTNCW6mP9SVSUbfHjx/HuXPnEBYWBoIgYGFggC4uF6MCAa4kJ+OjnBz8troaTysrscfVFUUEgTiCQFtYGPrb2rBt2zZ8+umni/1oTosWLVq0aNF6zqLBLa3lLBrc0qK1hDQTuBWJ1KvH1cnloj0qCi05ORDW1S3Lely0X3zPlkbZjSWGGiamBko/n+7VpAAk2SAXZfVjRx6+CKbB7eKB25L6qckKs9VGne75gI3h4WGq75EjRzTq+7wB5HRPj4xfqhOiDh06RG2/Juug7n6TrVNrLokQMzIyQmVNJXj5PMQ0xICXz0NtQy26urrkQEBcQpxCmyNHjoDL5cq1U/W7ZP/+/VSblpYWlet48uRJqt3WrVsXfNypU7O4rKxMrXNOuk1MJnNBf4/t27cPPB4PDpGR0A0MhEFBAQx6e6EzNgatX/0K2r/8JfSfPoXlN9/A7m9/o+CtwegotKuqwGhoAKO7Ww7a6vzwA5j79om3S18f2v/xH9D6/nsQ//ZvID7+GIyrV6E3Pg6riQn4/dM/wf1//S8YV1RQ+8HDw0PtaNsrV65AKBRiTW4uBdEqfX2VwrIemdrHW8LDNZo8MZ/r23wju18EawJunw2SuF8fj7OpLOQ4GyLJ3gCVzrq4GmOBm4l2uJloh1tJ9viZwFYO2N4oDcOTtkw4mInrVrfwg8TL6ixCdyIPnQIu1mXEoqSwAJmZmXL3g6qqKur4rufx1Aa3aZLJAgRBoMXKCh/7+uIPvr64aWeHqxwOJjMy8IwkMSoQYD+fL3ZsLNxkrmMMyX+d9Y3gbmqJJCc2mgLTcS5lA0ifZMTY+4NBMNQGqcae7gjauRmu1aXwrCyBT2Eu4pqFSN21VQ7cEgSBbdu24Y9//CPGxsZgb28Pd3d3WLsFQM+TDwNuGVXblt14EqknvqPMaX4D7ukdcPANR2hMIphMJnR0dOSeO2/fvk1B3Yxo11mjbVVF3d69e5ea+JCalKTy2ZVPEAghCDgSBKrLy7F//3460pYWLVq0aNFaJqLBLa3lLBrc0qK1hDQbuBWJ1KvHRZIkWltbcfTo0WVZj4v2i+/Z0igbG4tf/nl4uqpsM90NZB1KSkrm/IJ3vpGHL4JpcLt44DYufeql7vHjxzXa/vmAjYmJCarv2rVrNer7vAHkdCuLjF+KE6KysrJAEARWrly5YMf5yZMnGBwcRGtrK7Kzs8EL48Em2IZq7+fnh9zKXLiFu8E/xR8WzhZgBbAQGhoKBmMKTJhZmsFxlSOCW4LhnuCO3MpcNDY2UtFbUkdERKC1tRVDQ0NyEa/SbZttHPf09FDtLl269KOMu+m+efMmtRyBQKCy3ePHj6m0zLPV7VXX0tq2CcXFMPfyghGXC+3ycmj39kLvz3+G1ldfQeuLL2Dw5Zcw+vJLCt5aPnkCg44OaDc0gNHWBsbYGJh//jMFbXV++AHaf/4zCAm0YRw7Bua//zu0v/kGWv/6r2DevQvt69dhOD4OiytXYHfzJkxkan7GFRRAKBTOCm8fPnxIpSuXTVt7IzdXKWQbjI6m2rybl6dRuvL5XN/mG9n9Ingu4HYixw/r/c2wzn8Fmtz1cC3cEFfC9PEGzwCv8UxwPNIal7IDcKM0DD9vz8K/7KzHmdpUal+PCzNxrDxRIeK2tbUVN27ckFu/wsJCqt+OqCi1we39oiKqH1tfH1+x2fgTm42bdna45u+PBwIBnpEknGRSFM9mM10D1Pkno9pbgBzXcPiZO4PJUB/cGtjawD4jGb7lxQgqK0RiVxt679/C2muXoGtjJde2uroaALBq1Srqb7ou4TBgF0CflQiDgCy4pHcj4eBXcuA24eBX8MzZCLfoYrgFRSMmNhZZWVkYGxuj9qm0NreFmQFGNwnUgrbKom63b98OkiTR3t6u8tm1NjcX2jLbtWvXLrqmLS1atGjRorWMRINbWstZNLilRWsJSR1wK/siUFU9rvHxcbWiRWjTXqqeKY2yNKqOIAhkZGQobaPMw8PDcjDgx4w8fFEsBbddFVxsIcMpd1VwXxhwmy/0R06DBzLrXZDV4IzSdi85c2Kt4B9phlXZlmjZ70mB2enufNUb7a+w0Dnija4Rb7QdYGHdIV/svR4m56wGZyQUOoLFWYFwgQvCYllytW2lDo5wn3rpPT6u0fbPB2w8fPiQ6puXl6dR3+cBIGezssh4TSZESe+1ExMTizZeHRwcQBALmxL79u3bIEkSJdUl8OH6wInjBEM3Q6p9UFQQwrLDsJK7ErZBtjD0MISRmxHsg+2ha6xLtWPqMmGTaAP/dn+4pLggLC8MaeVpSCpOgq7+VDvTFaYorSkFSZK4ffs2RCJxPWMpWPfw8MDk5KTKbUlPTwdBiFMda7r/5jrupvvBgwfU9syWBln6nc7OzvM+/lJom9fcDG5nJzjt7bAODYUenw/G6tVgHjwI3W+/hd6f/wyd3/+egrdm9+/DuK8PBn190N6wAVrHj0Pryy/B/MMfoPVv/yYHbxmlpeJtS0iA9jffQPubb6D79Cm03n0XWleuQPf112F45gxczpyh0iQbOTiA29mJvObmWeHt0aNHIayrQ3tEBCLt7UEQBDjW1ioh25XsbGpfv5qQgK8bGnCAz0d7RASEdXU4evToc7leaBLZ/ejRIzg7i1P9Dg4OLvh5f+rUKfG5Y2qKO3fuLPjyVXk+4LYrYAU6PfXwMFof4zxdXAo1wLkIU7wWY4/rJaH4l531VL8SHgsEQcDGxFApsD1+/DgePXqksH5SyEgQBIaio9UGt7LpkvUZDPwrh4NvgoJw084OE35+uBcXh8+Li2FvIJ/eeEbwytRBmgsPac48BKxYCUdDS2gTTCQnJyMiIkKubWp3O3Z+/gvUT1xC/qljiOjpgmNyAuwjQhFTX4OKV15G35MPsPPzX6Dnzs+gpasr15/BYOCzzz7D7t27xddeU3u5aFun5DZwWs7IQVvZqFuPjE44+UeCn5aH1tZWat/evXsX+pI613nxHmpH26qKupU9ZsqeXXNzc+W265133lnsx3FatGjRokWL1o8oGtzSWs6iwS0tWktImoBb2rRpK7f0JRZBLJ3IwxfFPT09aKovRUtNhoKb6kvR09Oz6OuozOqAW2FPKorJSBSRIUgs9EB8/kokFDoil2TJOSDcGiyuKcJSLFC/3R1tB1joGQ2g3HnED+Y24hewGXUO6Dnmi64RH7S+7IN1B/wwfC1Szpn1LojPXwkvtiVCYz0QGMxCRn4skjIikJgejqSMCGTkx8Lbz03u5acmL/fnWwNSmlIxNjZWo37PA0DO5pki42ebEPXo0SO0t7ejgSTR0dExI1h8Xr5+/Tq17QuZEntychKDg4NYvXo1vNneMAs2g7btVF1aX4EvouujEVocCjsfOxj5GEHPXw9GIUbQc9WTG3tuVW7gdnIR3RONmIYYRFZGIrIyEu6R7nLtwsPD0dLSgtdeew11dXXUONLS0prx2j05OUmlOi4rK9N4H8513E23bE30ysrKGdtu3LiRanv58uU5f+d0aJty+jQavv4a/lu3wigwEFpxcWCsXg2dkREY/vd/Q18Cb/Xeew86bW3Q27ABOps3Q+/qVej/5S/Q+f3vof373yvAW+b774vXV0sLWr/8JXSfPoXOnTvQf+89aJ86Be0zZ7Di5Em4nTqF/E8/BfnsGRq+/hopp0/LwVtlk0geP36M1tZWtGRno43DgakESB1NSFAJ2L6qq4O+BOo3sdlUzeluHg8tOTlobW1VOWFxPtcLTSK729raZpx08Pbbb2NgYABlZWVgs9nUeNdkvSIjI0EQ4jrdC31tUeX5gNvVLvqoctLCWZ4+zoeb4PQqK7yZ6oXrJaH47ebVcrVxLY3EsNDXwUotYCv1XCNun5Ekwu3sqL7vsVj4E5uNn9na4i0XF7zh4YGrXC6ucji45u+PCT8/7NPWBk/mGrbf3BxBEvhrSxDwMbSAl4kd4h3Y0GFoQYsQp9k2NzeH8bTI3ay+Xuz8/BfY9PF95J4aRWj/BjikJcIzKQFpPR0oHNyOhGYhigZ3IKFZSMFa2WX4+Pjg2rVrMDYxkYu2dYyphmfORoVoW1VRt7V1dTh+/DgmJydRX18PdmAg+CEuate2na3WrezxevLkCcrKysDhcJCcnAwrK/lI4gsXLiz24zgtWrRo0aJF60cUDW5pLWfR4JYWrSUkGtzSpq2+VUEW2Zd4SyXy8EXxhQsX0NPTg/b2dgX39PTgwoULi76OyqwOuH3lwhoIe1JR156EtJIAJBZ6IKnEFeXtHDlzYx3gxTFDUOwKhCRZICbXBoISR8qeQeJ6b0Zm2ogrtEVGnRPiCm0Rk2OL2FwHCIpWghdvA/cAM1jY6IOpNfWi1t55BVauXImI0FBEcjiICgpCJIeDiNBQ2NhMpbUNCwvT6OX+fMGttbU19b3q9nleAHI2zycyXlr7Nb9JCJIkFyXq9nlOTJmcnERPTw+CecGwCbeBjrUO1V7QJgB5lkTK+hR48j1h7GkMKz8rWEVbwSLWAgRj6sW7f50/cl7OAXmWBHmWRMOZBuTvzEdIcQisVsq/pJ9uQ0ND7N27d8btGB0dpdqfPn1ao30wn3EnEomj0c6cOYPVq1dDW1ubmgQwW+rsM2fOUN8rTdOtqVVBW/LZMxR//jlc16+HoRTelpfLwVutgweh1dYG5vr10DlwAIb//d8w+vvfYfAf/6EAb7W+/x7Mf/93MDIzxZF8RUUUtNU5cwbaZ87A7NQp2I+OIvmjj0A+e0a54euvsWrXLvA6O1HZ2Ijdu3crbMf4+Lg4fWpUFPI8PEAQBFjm5viXhoYZIZs0MjfCzo7626hAgPaoKJAkqfJ+P5/rhbqR3ffv36fSYe/atWvGMavM6q7X2NgYNeZ+rOvP3GvcGiHSSg+Fjro4HmFJAVtpamQpsD1WnghhdAC1LyIjI9UCtlLPtcbtM5JEt0zt5FXGxviNhwfGTUxwzMYG55yc8DMnJ9y0sxOnT7a0xOsEgUSZ47aRINBCEGAS4nq3zgQDzkZW0GPqKD3OhoZTWQyyt2yk4Cy/qw3RQ9vhWbMaXnmZ8IgMQ1xdNYobSSSQtdAxEENtpuSaI81MQBAE7O3tkb2ahJ5nnFxtW8vsXYg5/Eel4FZV1K10uSxnY3SWc/HkjTJ8+U6txn7yRhk6y5VH3V69enXGc+HNN99c7MdxWrRo0aJFi9aPKBrc0lrOosEtLVpLSDS4pU17ds+W1pQTOFXrc2hoSKM6z4sVeUh7ca0OuJX1zhO56BuNx5YTq3BWVCLn6h4uODG2CIiwQECEhVxUbka1J3T1xBE4IQn21N9DBLbg8u3hy7Wd8YWmp5s1Yl1dldZg5UigBkEQVOpIdV/uz3fcm5qKYXRUVJTafX6qkfETExMYHh5Wut8OHz6MWiGJhGYh6kgShw8ffu5jc/r6tLe3L8jElMTERLS2tiq4sbERacVpcI5xhvHKqQgx1zBXhJSEYGXwSlgFWcGQYwgjRyMYrDCAoZchmPpMqm1qX6octE1sTwQ3n4uksiSkpKRQ7SwtLaGnpwdDQ0N4eXmhqqoKN2/enHU78vLyQBDiurua7s+5jLtMCcBUZn19fezZs2fWZTx+/JgCvQUFBRqv90zQVur8Tz9VCW91Hz0Cc906aLW3g7l+PXQvX1YKbxlffAHGP/0TtL75BlqPH4PQ1gahowO9N99UgLaCBw8UoK06EbcjIyMQ1taiNSgIZpJo29MpKbNCtn5Jqll9LS18UV2NZySJOwUF6ORyIaytxcjICEQiEQYHB9Hf3085JyeHOl45OTlynx06dEjlPtcksru1tZUCvLI1m2W3WboOTCYT7u7u8Pf3n9N1LFDyG+fHirrVBNw+3VyJgSQ2ynztEOa4Ahz7Fcj3sMDlAp5SYCtNiZwcGUrtiw0bNqgFbKVuaWmh+tb4+WkEbi9mZEwdF4LAm6amOG9khNdMTHDF2hoiNzf8wdcXf2Kz8SsbG9wiCFTInP+DBIHdBIFcgoA3QcCKIKBNMFVeL2SPeUBKIpKahShuJBFUmAufknx4C2vgmpsBrxAeMrKzQZIk8goL4RXChdeqSBCSiFsTExO55YbmNMIvbz30WYnQ98uEUVgNrOqvwGbt+4g68LUCtE1+7S/w6vkAxmE1sAhMhVtQNIKCONTywj0IdJZz521p1O2JEyfkzisfHx+V++iLL75Y7MdxWrRo0aJFi9aPKBrc0lrOosEtLVpLSDS4pU17Zl+5cgUdHR0Q1tWhJTsb7VFRCgArUCbtWkNNDTo6OmaNhpJ6MSIPaS++FxLcDl1IRUicI7zYlvBiW0JQ6IKkElcklbjCi71CDB4MtZBYPPV3FmcFVnqtgLW9mTwUMtCBvuFUulqWoymKvLxwt6AATysr8WVtLZ5WVuJuQQFy3KfS0JZnZlIRuOq83J/PuH/y5AmYTPGL6uTkZIXPl1Jk/OTkpMpUyJOTk+jo6BBHQEletnd2dj7XdMnK1kea6pkgCLz33ntz3m9hq8S1Z5V5VdEqxJAxsHC3oNqbB5rDMcYRK7xWwDDIEPpcfej76UPXVBcrrFbA1MKUaiuNziXPkig9UApuPhd5VXkgSRLr1q2j2nV0dGi8T+7fv09Bi507d87pXNd03KkCt8nJyRpFPVpaWoIgCERERGi0zupAW7Xg7d27M8JbrV/9CoxPPgHj88+h9dVX4pq2vb3QqqyE1pYtGkNbVTVud+/ejaaSElT7+mINm43tkZFqQbanlZXQk0QEHuDzqb91crloKimhonvtZSaxzGYul6tyv6sb2f3xxx9TgLe6ulppm8uXL2PdunUYHR3FBx98MK/rWHd3NwiCgJGREe7du/fcrj9SqwNuZUHsWkEI8mLDwQ0ORlxwAIThLPx2azWeDZL4ZFM5DuRGQRjuhcoQL2RH8SBISEBAQIDG56XUsinLU11c8HlVldrg9ovqaqqvFYOBzbq6eMPAAG+am+NfAwPxHZdL+ZGeHt4nCHTIjJ/dBIETBIFtBIE4QpwumcFgwNHRUel48wyYArecOD7qSBLV1dUIDgmBZ2oSXPOz4JmXiaBVUcjNzcXt27cxMDAAkiSRW1OldJnmjt6Iq+hF2dY3YeSdAENuGUxT+mHTfBs2zbdh23IHYcO/R/Kxb5B87BtEH/waTh0PYNN8G6YpW2AYXAI77zAwDMXXJy0GAQ8nM6ypK1oQCxtqsW/fPoXruJOTk8K2MJnMxX4Up0WLFi1atGj9yKLBLa3lLBrc0qK1hESD26XvR48ewdnZWTwTf3BwwZd/6tQpEIRm9StfFJ87dw6NjY1oKilBe0QEunk8HEtMVIBY+ZLUiwRBoDk0FE0lJWhsbMS5c+dm/Y7FiDykvfheSHB7VlSC8nYOkoo8kVTIQt9oPPpG4/HSq3EwXSGOyI5KWUn9vW80HomFHgjjeyIgiAVeeABSMmOQWyxAJN8fnu5TKZD5bg4YUFHDbzA6mmpX4eODaDYbBEHAwMBg1pf78xn3d+/epfpWVVVRf1+KkfEzpUK+ceMGSJJExhohEpqFENRWISkpCadOnXpu41LZ+kijTQmCUFnTU539xufzkVOZA14+D9x8LkJLQqlatDENMSh/pRzOHGeqvXGkMSwjLWHEMoJOsA70ovWgH6wPI2sj2DrYwtrBmmrrGuqK2tdrQZ4lUXWsCtx8LgqrC7F+/XpcvnyZatfU1KTxPpFG17m7u+PcuXMqU7OrckhICPX9QqFQrZTuN27cwFtvvYW33noLY2Nj6O3tpSLGOByO2jVr3dzEdai9vLzU3snsvNMAACAASURBVF5NoO184K3+n/8M7V//Gto//zm0fvlLMO/dg9bEhNL0yPOBtiKRCAMDA1hTVIROLhdf1tZqFCGZK7m/xzk54RlJ4nc1NejkcrGmqAgDAwMQiRYO3Kob2X3o0CFqeW+99dZzv47dunWLSmk717TbmngmcDs9cla2Nm1DQwMaSwvQKeDicU8xBtOCUR7giEI/RyQEeiHEzw8RgYHISUgAWwbczud+kOTujgN8Pr6eJe22rHUlE48cmEys1dLCOTMzPPX0lIO233G5+EhXF+8TBA7LjJ+tDAZuGhmhVV8fOStWIJzHw6FDh3DlyhWqjY7OVNpkY6cpoMvn8zEwMIDDhw8jPj4eniFc+PNj4JubibiyEpAkiXv37mFychInT55EcHCwwvjV0tKGn6AC8RW98ApNhFVAAgwCcmCefwgWZa/L2bXpMtzWXIbl6qm/mecfgkFADnScuNAyn7reb9myBTt27FgQDw8PK31eefDgAbhcrtz2DA0NLfajOC1atGjRokXrRxYNbmktZ9HglhatJSQa3C59t7W1gSAIeHh4qB2J9eTJEyr1ndQztY+MjARB/Hhp8n4KvnLlCoRCIZrz8tDJ5eIAn68yqqJHpmbZlvBwdHK5aM7LQ2Nj46yRt88z8pD2T9fPA9zmVLORXhaInSdysfNELqo7Iqmx1bo9nvr7zhO5SCsJQLQgCLGxsWhvb0draytiY2MRyeHA29yc6pfv6Yn3CwuVjvsr2dlTExbYbDQFBoIhSau4cePG5zbuT548OfUSe+tWiERLNzJ+plTIR44cQR0p/ix3Wx/8C3LACQlBfn7+c4u6VbY+paWl1Lbfv39fo+XJ7rf6+no0NTWhvLYcUUVRCCkOQd6OPAjaBAgrDUNYaRhWOK+g2puEm8Ay0hI6njrQCtCCUb4RjHhGMPc2h7m1OfTM9KbuYQwCtjxbuGe4I25zHFbVroKgVACSJPHaa69R7ZSlqp7JDx48gLnkfDhw4AB6enpQR5ajmsxX2ywfV+r7K+tzFT6vI8vR09Mz67p8/PHHVEpyU1PTGUGl1GzJZAonJye1tlcdaFv0wQdIOHoURR98MDd429MD7TfegPaXX8Lgyy+h//nn0L1zB9rj4+K/nzixoNBWJJqKuO3kcvG0slIjcHtNkvZYi8HAx6WlSiNuF8KaRHZnZWWBIAisXLlyzuejptcxnuR3zo+R3UMZuJ0J2Epr00r7tUT7S4CtAxK9ViLCyQkxDg4oYbGwjsNZ0PtBXFgYOrlcnExOVhveWkkm8pgyGMjX1cUuCwt8ExSkAG7/1ccHv7a1xa+dnKAvube22tjgvLs76s3MEG9ri4iwMBw8eBAikYiKutXV1YW3tzcIgoCegx21rrW1tZicnMTLL7+MuoYGZOfkIDo6GsWVlUhfI0QDSeLkyZPUdiYkJExdY5kMyX+1wTCyhKsPG6FRfHjyy2EYUgmzrCGYZQ3BMm8f9f/TbZ69B2ZZQzDkVUDXPQaEjiEIhhZyc3Of+5iSnmMeMhMtCYLAX//618V+FKdFixYtWrRo/ciiwS2t5Swa3NKitYREg9ul7fv378PMTJzqdNeuXWr36+npUZhFP1P7sbExaha/Jmkal6ofPnyIjo4O6kXvqZSUGV/IyUYevpuXh5PJydSL3Y6OjhkjOZ5H5CHtn76fB7gtIkPklifIEtePc1hpobC8uvYkVJP5aG9vh0gkwtGjRyGsq0N7RATKJC98CYLAfkl6UGX+qq4O+pIorMbAQBzg8+EkiQD39vaecfvnM+5lr1+XLl1aUpHx3t7e1DX0448/RkJCAly8POHC5YAdHoaYmBi52q8ljSQSWhrRdvMd+OZlgcWPBo/HQ01NjdJ6sUNDQ0rrXapjVamZm5qaqG2/du2aRsucvt9u3ryJnp4e1DfUI6ksCewMNtzC3eCf4w/PTE+5Grc6njrQ8tSCto82jMKMYFZqBtM4U5j4mUDfVh9Mk6m6jvp2+rD2soZtmC0cYhwQVRuFkIIQ1DfUy42X2SYUTPeFCxdAkiS6u7vlztsyIR917Ulq2U8miriyOV7uszIhX+48nM2PHj2iUuSy2exZ20vhjaur66xt1appe+sWuF1dYHd1gdvVhfxbtzSDt21tYAiFIJqboT06CsPf/hYmP/85DG7cgMHp09A9cmTBoa1INFXjtpPLxd2CAo3A7TOSRLqrGL5X+PgorXG7EJaN7J7tHHZwcABBEEhPT5/X+ahJX2nKdB0dHTx48GDBtluZZcHtk96yWYGtbL/VGUko9HeCwNcNEY6OiHV0xPqQELybl/dc7gdxcXFyE/w+myVt8tOKCuhLJtwZMJkQWFig3doaIy4u+N9stgK8lTraWHxt9NLTQ6+dHdq8vBBlb48KSe3wx48fy2VHyM3NBaElX/vWyMgIdXV1OHPmDLZu3YqDBw/ipZdegoeHB2zt7ZGWkYGXX36Z2s709HQx/NXTg4uLC/T19eWWJchZDU7mGmRtvw7HwmGsLHkZ5a+IENr2JsxS+xUc3vEWzFL7YZLQAz1PPpim8pHqqampatUc18T37t1DU1MTlTZe1p999tliP4bTokWLFi1atBZBNLiltZxFg1tatJaQaHC7tN3a2gqCIGBnZ6f2y/obN27AyMgIDAaDiiSaDdyKRCIqQnc5RN3KQix1UuDJRh6+mpCArxsacIDPR3tEBIR1dTh69KjK71royEPaS8M/Bri1cRCf3/Hp7BnB7ePHj9Ha2oqW7Gx083jYGRWlFrh9RpKIlKQIjbCzw2dVVQizs5N7Maoqfft8xn2UZP0YDAbeeOONJRUZ7+7hQdWOffPNN+Ho6AhLT3dY8zjwEMQhICEO6TVVyG8SIr9JiNQ1QhTs3Io1776DYLIGrpmp8E+IQ0xBHtVG6gohCZIkcfv27TmNyempmTPWiNMlS+8zBEHg7NmzGi1T2X579OgR9u3bJ66hWJkLtzA3+Kf4g5XFggHLgGrPcGFAO1AbxjxjrCxbCXY7G041TtBn6UPbXRuEnqSdDgN2vnbwZnuDw+XAP8Ef3HwuuPlcFFUXydU2lkam/Vjn7VXRFpQ3xVHff/xa24wTKNSxLJy5cePGjG2lKXwDAwNnbDc+Pq42tPXu7oZ9by+8u7s1hrfaZ8+CUVIC5urVYJIk9Pbvh+GtW7B8912YnDwJg6NHseL48QWFttLtI0kS7VFROJaYqDG4vV9UBG0GA7pMJgZXrUJ7VBRIktS4NqoqT4/snqnt9evXqeMvnVAwn/NRXQ8PD1N9jxw5siDbrcqy4LZTMDuwlbq3txehwRyEensjxsEBbRwOflle/lzvB01NTQoTh0YFAtyRTBz6XU0NnlZW4k5BAUYFAqz186P6WhsYoNrPD13+/tjg6IhN9vY47eaGx76++IrNxh+DgvAVm43Hvr5YbSGu/61NEGj18UE3j4ct4eFyY3FwcFAOKPP5fBgaGioASwaDATc3NyrCW9YpKSm4e/cuJicnqUkiZWVlEInE9zLZ2sBpdS+hZvc49j+Cggv3P1QAt1HdF6n/N+QUQdclXOH7hULhgo2jvXv3UpNbZW1mZoYvvvhisR/BadGiRYsWLVqLJBrc0lrOosEtLVpLSDS4Xbr++OOPqZcq1dXVaveLixO/RM7Ozpar9TRbv+7ubmqW/Wz1K5eyp0MsVRBIVeRhE5uNZySJz6qq0M3joSUnh4qGUPZ983mR2tnZSfXt6upa8H2xnOsbP29rGrmXVhKAxEIPJJW4orydo+B8ob8cuD1xvX3qRWh36ozgdjrU2M/nqw1u+yMiQBAE9LW08EV1NZpkUrDb2NhQKX0HBwfR39+P/v5+tLa2Umk3CYKgaicSBIGcnBwcOnRI5X6TfZlMEOJ6n0spMp7FCaJqx27fvh2ubm4wc3OBdTAbztlp8M7NRERdFTI29iBjYw9yt2/Ghns3kfXKPgTWV8GtNB9+FSXg1pQjuX2tuPatJDqWJEkMDg7OOY2yXGrm7ZupdMldXV3U+muaGnam/bZ+/XoUVBUgOC8Yab1p4ORxsII9lSqZYc+AfqY+rIqsUDlWifht8QhqCYJlmCV0g3WpdgamBljFX4Xq6mo0NTWBJElxLd0CHhLLEhEaGkq1nW/GiLmA2+aNGdT3HzgrnDe4ra2tpZZ34sSJGdsaGRmBIAgkJSXN2G7Xrl2obGwEr7MTq3btmhHa2vX2wnn/fthpCG+19++H9u3b0B4aAjM7G9rp6dAqLYXJjh0wP3cOlpcvw+3SJbidOoXkjz5aMGgrEs3tvj7dB+Pi0Mxmo8zbe9b7uqaeHtk9k3fv3j01EeD48QU7H2fzxMQE1VfTlOOaWgpu1QW2IpE4U8qaNWuQGh2NUhYLY0lJP9r9QC5Vf06O0lT9nVwu2qOikBsWRvXNdHXFRyUl6I+IQCeHg24WCxucnNBrZ6fgNnt7aEnSJed6eOCjkhKF6O87d+4oQMq52NLSEo2NjdS/T58+TW17QUEBCIIA09QeYQXrsPnKP2Pw/b8q9eqDj2Ca9BJlt7L91P+b8Nuh5yEfdaunpzfrNU1dX7p0iaotP93vvvvuYj9+06JFixYtWrQWUTS4pbWcRYNbWrSWkGhwu3R96NAh6ti99dZbavXZs2cPCIKAubk5bt++rRG4vXXrFgVY+vr6Fn37n5fnGpkjG3ko/duoQDBrZM58XqT6+PiIIzC0tZXCmrfffhsDAwMoKysDm82We4ml7nctx/rGP4Y1rZUZLQhCGN8TIXxnhAtclDokxhURcd6oa09CXPoUQE0vClEAwbIpWqenEdUE3D6trISe5LpwgM/HWGIi1Tc0NJTaXmnknzrmcrkq99vo6KhcWyaTifrg4J9kZPyTJ08wODiIoqKiKZjt6Y6QsDDk5OQgPT0dvqE82PNXwTk4CLaB/mBlpsK/KBdJu7ai6OwYit88gZzXX4VrZioc0pPhUpyHhNMjSNixGXHNJFLWCFElJNHU1ISTJ0+qhLYTExMYGhpCb2+v0hTL01Mzb3xwGwkt4n83NDRQ1/7g4GCNUjOr2m93794FSZIQlAoQXR+N6uPVCMwLhImrCRg60lqKBLTDtWFbaouCwwUgz5KIaY+BXaQdtO20qeX6+Pqgu7sbN2/exOTkJE6ePEnV0o0pjoGrmysIgoCVldW8z9u5gNuhsSnQun53wbzBbWZmplr3/nfffZdq19jYOOMyZ4q4nQ5tPS5eRPC338Lj4kXN4e2mTdA+fhz6DQ3QDQyEcXw89AsKYLJpE7yvXQP36lXkf/rpgkJbqTXNpDHdmlwvnqfb26cm5Wga8Tuf3xsPHz6k+ubl5T3XbRweHoawrlYtYDvX47vQ94OPPvoIR48eRWtrK0iShLC2Fk0lJVhTVISmkhIIa2tBkiQiJJOdCILAzqgoPCNJ/KGuDm+lp2OTpF5uZ1AQuvz90S2Jxu2U1OX1l0Tdxjo6Uvff6fWWdXR0NIK0BgYGOHjwIA4ePKg0ApfFYslte3V1NQiCgK5LOPxS6pFc3z+jg7OboefBh54HHy7RJbALyaX+refBp6JuWSwWLl26tCDj5/Hjx/D391e6vdu3b1/sR29atGjRokWL1iKLBre0lrNocEuL1hISDW5/ep6YmMDw8PCskUFZWVkgCAIrV65Ua7n37t2DtbW13IsmTcCtSCSiouTCwsIWfT89L8+1Ft70yMNnJKm0Fp5s5GF/fz9ycnKoY5CTkyP32UyRh/fu3QNDEn0RFRWl8Pl0wDXd6r60XW71jX8sX7hwAT09PWhvb1fLcXFxCAvnIiQ8UM688AAEBrPgG+gOb39XRMQEIikjAr6B7tSxzi1KUgqD68hy9PT0YPfu3VTU6tPKSo3A7TOSRK6kVmCckxNaOZznCm6laWL9/PxgJ0nLHGxt/ZOMjL99+zZIkkSoTOppx8gweAviwElORGBkBNzjYuBZWoCQmgo4+PnAPYQHr+QEeORlIXjdGqS8cQxhA32wT4yDQ1EOHHPSwaqrgHduJqKLClBPkujp6ZmxLuDk5CTa29tRUVmJiIgIlJMNCmmWp6dm3vn5L1CwcytS14j/biU5flb29hqlZla138bGxlDfUI+QghDwhXyElYaBJWDBk+sJI1ujqfFgQcAy2xIRvREgz5JI7kqGS6QLCIb4c11dXdTW1ipAHdlautKo04yMjHmft3MBt+OPNkFXTwya8yoj5wVuHzx4AAsJvNHT08OHH36osu3LL79M7cfDhw/PumxlNW7zVEBb7nffaQRvDQIDwQwJASMjA/pCIYzLy2Gfm4sVPj4wi42FZVkZPLZsQd4nnzwXaCsSicGabO36k8nJasPbrxsaNIrIXAg/fvwY4+PjGBkZwe7duzEwMIDdu3cjJSWFOq7vvfeeRsucb61u6eSv2NhYjfs+evQIzs7ies+qUuhLfefOHezbtw8nTpyYFdhK91VxcTH1G+yjkpJFux+oOm4jIyMYHx+n6sYSBIFb+fly6/S/6+vxQVERLmZk4NWEBLwSH49XExJwMSMDHxQV4Yrkd78Wg4GPS0vxu5oadHK5WFNUhIGBAYhEIgwNDamMNJ3JDAaD+k0paz09PfT19VGTgtrb20EwtcEwsoQvdxXWru+f1eUNrYhLywfZtgG2rr5gGFnKmWBOTcQxNjZGamrqvKLZZaOFWSwWbt26hbCwMOzYsQP/+Mc/FvvRmxYtWrRo0aK1yKLBLa3lLBrc0qK1hESD25+WpS/YyQaSqoOoqq2DgwMIgkB6erpay5bW+ZOFIpqC25qaGgriPXjwYNH31/PwdIj1/9n78qiozjztF8RdRER2kX3fq4CCYimh2AVKKLYCCqjlViE7BDAatxgQEmMkGonYmqDRmJi4JSYaY4zGGFSq09PtiefrLz3TPTPxnOnvTM850zOnp6f7dD/fH1V1rYICqgoQl/c55zmJ1N3q3rfee+/7vM/zM1e4He88nMwNMVsCVklJCbvcyMjIhM8PHz7Mfm5raws/Pz8jB4Ilg7bPU33jJ5Xjhd6WlhaIxWKkpKSAx+MhMT4eSTEx4EdHIykmBh4GtWYLCgrQ0tIyQQzu7u7GmTNn0Nvbi01lZejkcPAbmcxi4fZT3eQDW0LgsvRRjdKQkJAJ3+PcuXNoa2vD8PAwvvnmG2g05osJN2/eZB1BHR0drBt8yYIF+D+6yRJPkjN+bGwMAwMD8PHROj7tli6Fd0khAspLEFpSCL8kHgKKCxGhqod/bibWxUbDJTAAK5zXYHVoENyyMxC+9QX4KaRwz8vEWmk5fMo2wiWZh5C0FHC5XGzYsAGNjY0T3LOGTthLly6BYRiUqBkIhUJIJBKUqxkIG7W1bLM7WoyjmW9+gb4H32PzjS+wcfd2bNjSjVBhuvYaL1gAgbJ+0mhmcyemFBYWIjUzla1Fm16ZjsrqSggEAmTmZMJu0aOBfDtPO7hlu6FgewHiy+OxcMkjR1lcXByuXr1q8vyPjo5ix44d7LKvv/66Vb+9Dz/8kP3tpaWlIY4XiYS0ILMizvV089RGQLt5roK8PQuq7ly8dWYTK9yq1Wq8+uqrUx7H7du3kZWVxX6f6e79SqXSLIHXkIbibYhUCv/iYpOirZ7miLfFv/wlXCsqsMjLCwtjYrCkpATeCgX8i4vhs2EDQuLjEZKejtCGBiOn72yKtnpeuHABarXaqCb2D9NM+vihthaDAoFFNVBnwumcmyFBQUaCvCUC8kyFW/3kP2sm77W2toIQAn9//1lPCNEnpXjr6gTLw8OfuPuBnrGxsSCEwH7RIoueMfXM191PakJCTD5jajQafPvtt/jwww+xb98+dHZ2ory8HMnJyfD29rbYkWvY154/fx5Xrlxha7avXbsWJ0+etIiGNcenoqnnWnN44sQJNiFiwYIFuHv37ny/alNQUFBQUFA8YaDCLcXzDCrcUlA8RaDC7ZNF/QB7c4GUrYNoarnPPvuMvW7m1ER75513YGNjAzs7O5w5c4b9u6XC7d69e9nlDx06NO/nay44XsSyZEDN0Hn4kGFMuiFmQ7i9e/culuoEMicnJ5PLzEQgG8/npb7x00KjenpFRSbr6UWuWcNea2V9PTo6OiYVG2bquDUcTDakv7+/Wd/H3HbZ1NQEQgj8/PwwNDQEaWUlbPSiXGqqWcf5uJ3x9+7dY8Vme3c3BJSK4Fu+EVH11eDWVCKmWYWErS/ANZ6DdfxEuEZHwsF7Hey9veCSK0RE/w54bdwAj4358JZXI0wtw5rYKPim8hGdkmzSNTveCXvw4EHIVNratTJGW7O2oaEBtSpt1HJWWxOazp5G7w8/R9+D7yew94efQzFyBLa6wfDk9YJJo5kt6d9WuawCV8yFSCoCwzDo7e3FtWvX0NraChcXF9gsnuj+0tNmgQ1C4kPAMAyuX78+6flXqVQghMDBwcEs554pGsaa6yPLeUJvlDFxZjM6ca1O+LbBxrpYlDNJUHXnssKtvm6tl5cX6urq8Nprr2FkZASnTp3CoUOH0NjYCE9PT/b7u7i4TOmy1mg0iIqKAiEEAoHAou/7/vvvQywWIyQ+Hk7Z2XBUq+FnQrQ1R7zVi6+hDQ3wiY/HGg8POMbFwUsoRIhUiuLGRojFYojF4gkxzbMt2up5+vRpqNVqNFRUoD0xEV1cLoaFQnwlFuO+VIof6+txXyrFV2IxhoVCdHG5aE9MRENFBdRqtdmlKeaqb4/ViaeEENRLpVP27db2tZNx5cqVIMR0ysdUvHnzJhwcHEAIwZ49eyZ8PtOEEH1SSqVO1F5ka4t7EskTdz8YGxuDo6N2Ekess7NFqS563iwrg52NDRbZ2uKDvLwJxzod7927h0uXLmF4eBjbt2+HXC5HdnY2wsPDJ0QlCwyeBfSTQNra2uDn58cKo//zP/9j8bvnH/7wB/ziF7/AJ598gqGhIaM65Hpa019/++237EQpQgi2b98+B2/OFBQUFBQUFE87qHBL8TyDCrcUFE8RqHD7ZPHgwYNQ1SvRmVgBlUw5abxhf38/e92OHj065Tbv3LnDDrLIZDKjzywVbi9dusQu39zcPO/nay5orePW0Hmoj7GbzA0xU+prFRNC0NLSYvZ61g7aPi/1jZ8GmhIdjmRm4rpOdPiNTIb7UilKdJMICCFojI9nRYfTp09P2OZMatwaDibbjBt4DQ8Pn7V2eevWLazSuakGBwfZ3+naFStACEGKh4dZxzlXzviBgQEjx2tzczPy8vKMXO4O7m7wjuPAMSgAq0ODsDYjDYGyamRcfB9u6alYFRiAZe5uWBEahCVeHnAtzEXIzh44REfAKT0VnuUbEbJJAY/UJPjkCBGYwkd2ewuyO1qQ0aiCsFE1wQk7NjaGjo4OlKu1wm25mkFnZycuX76sjRJmGIgatM7bqgOvTxBve3/4OaoOvI6MRhU8A7RtysfHZ1LR0JLz5uDsgGpZ9QQRuLOzEwFBAVgYvhB2/nYgywnIAgIbWxssXr4Yzn7OiCuNQ5w4DgqlAseOHZu0ba1btw6EEEilUqt/c/p4ZIlKgLyKCGSW+iOrwgfV7TFms1QdAdsFWiGau94TZcyjutOGwq05jIqKmlao++STT9jY0+liaceTFW7T0+EkkcBx9274/eIXkwq3k4m3xVevGomvYrEY2dnZiM/ORrhMZiTIjo9pTt6zZ05EWz2NBFKRyKRA2snhoJ3PR5NIBJVcbpFAOpd9uywsjG0L8tjYKft2a/rayXjv3j3WaZmdnW3Rui0tLSCEwM3NzWRN7JkmhBg+t0XpJi2Z47p93EkphgK1JCoKRzIzLRZuHzIM3ly/Hp0cDnq43GndwZbwxo0bcHFxYY9xy5YtuHLlCry9vSf9vmNjYzN6Dz106JDJ7W7atMni45dIJOz6XC4Xf/nLX2bpbZmCgoKCgoLiWQIVbimeZ1DhloLiKQIVbp8c6gfYG0vq0Mmr0P63s9NkpFx7ezt73aYbrGloaAAhBJ6enhPiEi0Vbm/fvs0uX1xcPO/nbC5obY1bUzF2ppwbs8GQkBAQoo2sNjUIOhlnMmj7PNQ3ftJ54cIFqFQqo5jPyWq7duuuFyEEO3i8KWM+9TGT7Xw+jmRmWiXcPmQYrF6yxGjgNTk5edba5ZkzZ8AwDJswoHfGx7u6ghCtw+rH+nqzjnO2nfFRUVFgGAY1KoZ1vW6oq0UIlwMHV+0g+OKV9ggsyEWoWATXeA7WxMXCNSsdwZ1NEH7zGUJebMNqbiwWOTlhVTIPywL9sCYjDS6ZAqyKjYRbQQ7W1VfBU1yEdVnp8BflY32jCiV9LyOrrQk5m1SoVTETRNDPP/8cDMNgwyatOLthkwoMw+Dy5csYHR3Fvn37wDAMKnXCbteXl4yE264vLyGjUYVKNcO6zBYsWIBPP/3U6na8b98+pAvTER8fD4FAAIVCYSR6p6WlwTfWF8s4y7AieQUWhyyGo4cj/P39wU3gwi/JDx58D3jwPRDJi0RGRoZRNLSeR48eZfvJmdTnNqxr2/fORmwbTseOd5JxSlNhEZNytCKyu7f9BOG2ra0NR48ehVKpRFJSEnx8fLBy5UosWLAA9vb2CAwMRFFREQ4cODBlCQU99e50Z2dni2pFGgqooQ0N8N+xA8Gffgq3K1fg/w//YJF4619czLpqxwu0UrV6giBruG/uHIq2ek4XSaySycAwDFpaWjA0NDSnNW0t6dsHUlLYvqeLy7UownkmzwDXr19n162trTV7vbt378JV10/X1dWZXGamCSGGSSk7eDwQQrBi4UKzIvQfV1KKRvOoRruLiwuaiorQxeWaVZ/dFM2tx2spR0ZG2Il6NjY2uHbtGv7rv/4Lra2tJmvgHjlyxOp30N///vfsvsZTLpdbdNxDQ0PsukuWLMGDBw9m8W2ZgoKCgoKC4lkCFW4pnmdQ4ZaC4ikCFW6fHOoH2FuFVejkVaBVWMUOsGs0Wrfr3r17cenSJbbWctxJlgAAIABJREFULCEEX3755aTbPHfuHFsnbHBwcMLnlgq3Go2G3V5aWtq8n7O54HgRy9LBNMMYu4Hk5Fl1Q2g0Wueh3vUSFxdn0bozGbR9HuobP8m8ffs2Ojo6WFfR8Zwc/KRUTtoODQf3vyguxkh2Nusi6ujoMBIh7ty5g5aWFnYguY/Pt1i4HTNwuuhZU1MzZ+1S77Aq1KUJEEJwOj/frGOdbWe8vpYtwzBs7dj0TQzCczLZeGGXpHhEqmXgdrUgsE4Cr9IieEkrkPjRuwh7ZSvWVpdhub8Plvn7YFVKIpYF+GKRsxOWenvBISIUHgU54O7fA6+SQrinp8ItgQuX0GA4+/kijJeA+IQEJCQkQCgU4sUXX2RFzEOHDkHOaEXZjbu3I6NRBTnDGEXd9/T0QKITbrfduYm+B99j1y9G0ffge2y7cxMZjSpI1Ax6enqQnq6tdVtSUmJ1W/7oo48gEAiwPnc9ciW5yKvOY5lZnomAyAA4xTjBIdEBQYVBcAlzgWuoK1ILUxGdHI2AyACsjVmL1fGr4cZxQ3h0OOrq6thoaD0TdTGoYrF4Rr+92RJuXx7J1IkhBPmVkUbCbXt7+6z1Fffu3WOdxpYkY4x3veacOIHiX/4SnE8+QcilS2aLt34ffQRHtRpO2dkIiY+HWCw2El/Pnj2L/v5+k/fEqYTdueKdO3dw9uxZHD58GP39/ejt7UV/fz8OHz6Ms2fPzpogNhkt7dsvFBWxfd7bGRlT9u3jOZNngJGREXbdXbt2mb3egQMH2PUsiZm25FgNHbc3SkuxQCcwmhOh/7iSUgxrtMvlcqjkcrQnJmJQIJjyepviT0olBgUCtCcmQiWXY2hoaFbbpN4hTYjWJf373/8eAPDdd98hzMDxTYg29cVa/OlPf2KfZw25bt06s+tyazQafP311+zkAP37DgUFBQUFBQXFZKDCLcXzDCrcUlA8RaDC7ZPDQ4cOQSXTxiTvFTayccmHDh3C2NgY2tvbwSgZdHR0sLP2CSFTDirGxcWBEIKMjAyTn1sj3Drr6qs9q87L8SKWNW6IN9evR2NUFCTBwbPuhnj77bcfuW3MqG9syJkM2j4P9Y2fZA4NDVk00Dt+cH+6gV7D7UuCgy0Wbt/OyJgw+Gru4L417VLvjFdGRLDrbo2PN/s3OtvO+LGxMYyMjBjVjvVP0jq/lq92ROomBtxmFWJaG8Dt2w7+qSNIvXgK6dcuwL2kAM45GbAPC4ZjSiKcstOxih+PRc5OsPf3xZrUJER3tyH/szMIVtXDqzAXbhlpcOLFwSU6AmvDQuEdHgrXdV5w8/TAunXroFQq0dLSArVajQo1g4wmNbbcuoaMJu2/1Wo1WlpaoFKpkJCQgFBeAsIyMyBsaUBidQXSNzEoG3gFO8ZuQbRzK4oatE5dvRtr4cKFVj8zGArdIqkI3BIuOCUcxFfEIyI3Ap5RnlidsBohuSHglnKR3ZWNFEUKkqRJSKxJRGhmKNzD3LWCbpwrYjmxaGxsNHKi6kWm5cuXT1sLdjrOlnB7SlOB+HRtrVu/EOc5E257e3tBCMGqVatY9+J0NCXaKn/6CczDhyj51a/MFm9j//M/4feLX8Bx9244SSQISU+fINxOR0Nhd3R0FF5eXiDE8shnc3j8+HEQQrBy5Up89dVXs759c2hp3/5buRxLdBNCGqKiLBLxZvIM0N3dza778ccfm71eYWEhK8ZZsj9LjnV8UkqSziFrboT+40hKMazR/u233xqJ9SPZ2WaLtz8plWaL9R9//DFOnjxplkvfkPfu3WMnvhBCkJeXh7/97W8AgD//+c/YuXMnFi5cCEII9u/fb/U76KVLl9jJoIQQLFq0CC+99JLFx5uXl8duQygUssdKQUFBQUFBQWEKVLileJ5BhVsKiqcIVLh9fLx3796EOoiGVKvVaBTX4QVeJX7JvIsXeJVoFNdBrVajvr4eCQkJ4IdwtIPsoaHsdfv6669N7m/79u3swPXnn39uchlrhNuVK1eCEAI+nz/v53SuaOlA6uN0Q1hS33g8ZzJo+zzUN35Sac1kgvGD+w+ZqaMVv/vuO3YgOcegnp05wu1PSiUqg4ImCLfmDu5b0y71zvhmg8Hl6pAQs3+jc+WMv3LlCrq7u1FbX49FuujoJKkEBVt7kN6oQkR1ObxLChHUsQkJHxxDzM8G4aOshVNcDJYH+mFNTgbcq8RYkyvE8gBfOPHiECivgfjrS5D93++Re/Y9BDN18Ksph2epCO4ZaVgdFACvBC5cYyLhFs+BT0Ic8upq2Njm3E0qiPt2oe/B9xD37ULuJhX7WXpFKSIy1sMncz2CivLhJ0iBXxwHolopshpVyHmhFeK+XchsVEHJMDh27BhefvllMLr/t/Y8GQrd1bJq8Mv4iCuPQ5I0CdEboxFbHAt+HR/VQ9VgTjFgTjFQnlSipK8EceVxiCuMQxwvDhwuBwVFBXjjjTeMtj84OAiGYbBv374Z//5mU7jd+3EebGwJbG1tUKFInXXhdmxsjK1pv3nzZrPWmUq01dMc8Tb2P/8T/v/wD3C7cgXBn34K/x07ENrQMKPI49bWVhBC4O/vb1LMOX/+PHp7eyGRSBAVFWUkApnblyQlJYEQgoqKilm5BpbQ2oliemEy0c1t2r7dkDN5BsjPz2cdmJas5+HhAUII8vPzLVrPkmMdn5TSHB2tFQLNjNB/HEkphjXaNRptPLZarTaKx/5hmuv/Q20tBgUCs+Kxz549y8YQp6Sk4JNPPrHomK9cuYLVq1ez10CtVuNXv/oV/v73vwMA/vmf/xlff/01+29LYRhtTIi2nMvJkyeh0Whw+fJl9Pb2Ij4+HoQQLF68GFu2bDF5nAMDA+w2HBwc8C//8i+z+ZpMQUFBQUFB8QyCCrcUzzOocEtB8RSBCrePj9euXQPDMGiQyNBcIDXJdoEEb2S14GHbebyR1YJ2gQTNBVJU8PKQE8hD9ppoJHtEINTdl71up06dMrk/fVRiamoq+vr6TNLX99F29H8bPwBuyHv37rGxZtnZ2fN+TueKhiLWXLohJuNU0Y11dXXsNbN0UHEmg7bPQ33jJ5XWxnePH9x/yDAYFgonHZTWDyRnGEzo6OXzjbb5zwoFvikrw5kNG/B2RgZeTUlBXWgogh0djQZhLRnct6ZdGgoedrpYzGxvb4smWMyVM350dBTd3d3gcDjg8JOQ0ahC+6WzSFXUYY2fLxz8fGAfHgKX3Ax4ivLhlZcFdz4PDqHBWC3gI2BnD5xzhViTxsfaDdkIqq0Ep7MZwfVV8KsUI1BaAf+qMngW5cItOx0uEWHw9vOFR2Q4vIryELyxADy5FBu2dGPDlm5s3L0dm29+gb4H32PzjS+wcfd29rPYmkoEFhfAp7gAPulpCOJykC4UQqlUQs4wKNDVxs1oVKFKzWDbtm2z2rb1QndFZQWiU6IRkh6CsOww5G7OheK4wki0zWzPBKeEgyxJFhRKBTo7O9HX14ddu3bh6tWrE7b94Ycforu7G+3t7TNiWloa4niRSEgLQkF1FNQ7E6wWbvW1bsM47thQHj/rwu3ly5fBMAwaGxtx9+7daZc3R7Q1R7w1FG1DLl0C55NPUPzLXyLnxAlwrKxXe/PmTTg4OIAQgj179kz4fHh4eMJkEUOa25ccO3YMhMy8FrI1tLZv36mbsLJkwQL8WlfH1VTfPjAwgJ07d7LU16kmhEAkEhl9duDAgUmPc2xsjI2ilUgkZn+/zz77jN3fXCaEjBfAD6xfz65rboT+XCaljK/Rrufp06ehVqvRUFGB9sREdHG5GBYK8ZVYjPtSKX6sr8d9qRRficUYFgrRxeWiPiYGwsREVFZWThk9/eGHHxr9HhYvXozm5maLvtNbb7014XcVGBiILVu24Oc//7nVoi0AcLlcdptOTk548cUXUVxczL67jKepyaJXrlxh+whCCN57771ZfEOmoKCgoKCgeFZBhVuK5xlUuKWgeIpAhdvHR8N4yKbiOnQkVqCTV4Et/BrsFiiwW6DAXmEjvlcew8O28/i54hj2ChuxW6BAQ2A+6jwEEC2PwYaV0fB2eFTLST9DfTzddaKNpXR3d5/0O1y/fp1drra2dt7P6Vxyrt0Qpvjdd99haGgILS0tYBgGKpkMDRUV2FRWhoaKCqhkMkTrnCTW/GZnItxqNM9+feMnleNjIGcyuG8qBtJwcL+hoQEhISFsO4l0ckJdaCg6Y2NRHxaG0oAAbIqKQl1wMErWrkWmszPSXV3hrHMT6VleXj7n7VLvjF+ui2w0NxbTcJLFXNYJNKwd23nlItKU9XAKDsTquFisTubBrSgPnqJ8+JQUIr5BAb+yjXArykPwSy/AvUyENempWCNMg6+0Aj7VZfCRlMJfIoa3RAxXQTJWBgfAmRuDsMgIBAcHIyQmGj58HgILchFZWYqmj99H7w8/R9+D7yew94efQ/3BCYSVboR/QS58+DyEx3EhEonwyiuv4Nq1a+jt7TWq2yvSxSXfuHFjVs/Td999h6KiIsRyYhEZF4nY4lhUDlayoi1zikHlYCU4JRwU1xazTtrR0dEpt9vd3Q05U406pmRGTBFGI0EQAJ7QG8LiQORUBs5IuK1uj0EZEzdnUcnm8uzZs2aLttOJt+NF25Jf/QrMw4dQ/vTTBPHW3AlH+jqbbm5ubM3m8f2ivt+wtbWFn58fwsPDrepLIiMj58V1a23ffl8qxWKdm3JQl4pgqm+35DmQw+FMepyGIvmJEyfM/n6PMyHEMCllJ4/HrmtuhP5c3w8m44ULF9DR0QGVXI4mkQjtfD7k4eHI9/GBPDwcnRwOOjkcrSifn494LhfxifGorq6eti/u7OyccJ39/Pwsuhatra0m69ASQuDr64vu7m7cvXvXYhH3/fffh41u0pU5fO+994yOa2xsDHw+n/28tLR0RkIyBQUFBQUFxfMDKtxSPM+gwi0FxVMEKtw+XhrGQ6pr5GhPk2BzUjW+qHoDP7Wew8O28xP4a8V7GIxRonpNMrKWhyFihRecnJzY69bf329yX3Mh3OrrBhJifv3Kp5nWuCHaExPRUFEBtVo9pRtiPI0G74qK0M7nswN2hoxwfSTat7W1WSQMz1S4fdbrGz+p7O/vZ93f96XSGQ3u35dKWTe4vu+wpK9wtLND+cqVqF6+HNX29qhyckKlqyuCly83Wk4ikZjdNq1tl3pn/OJFi1iR+XE646fi9evXwTAMihpUEO16CdvvfYOQ9DQsXrECDrGRcBPlwVMihmepCF7lGxHC1CHp5a1IGtqH6IGd8GtUwK24AO6lIvio6+GnqoN/fRUC6iTwFW3AqpAgOIeFwJsbC54gDSkpKRDW1SAolY+AeC4isjKQyshQdeD1CeJt7w8/R9WB18Grq0Z4VgYC4rlI4PNRW1uLkZERNpJ2fN3e/E3auOSRkZFZbd+XLl0CwzAISw5DaFQoInIjUHukFswpBrJ3ZWBOMag9UgtOCQeldaXo6ekxa7v6iGOJSsCKpNYwryICmaX+EIi8kFnqj8xS/2dCuN2zZw+kajW4nZ1I3rNnWtF2MvHW65tvTIq2eip/+gnJe/aA29kJqVo96TOLIe/evcs6POvq6kwuc+7cObS1tWF4eJit5WttX9LV1QVCtKUlZntiwlS0tm9/yDDY6O8PQgjWr107K337VMJtcXExCCEICwuz6Pu1t7ez25/rhBDDpJTWmBh2XXMi9Of6fmDOsesn7dXV1SGew0FseAgSIiIgLymBSiYDwzDIy8tDdl42EsQJqFfUm1X3eevWrSYFUpFIhGvXrpl1fJcvX0ZPTw+4XO6kIq6Xlxc+/PBDi95BT5w4Men2DLlo0aIJx7plyxajZS5fvjxHb8oUFBQUFBQUzxqocEvxPIMKtxQUTxGocDs/1MdDqhRKtOTVoJNXgaMbNk8Qb39qPYdXk5SoXJsK4apwBK70RNwyH0SFhLO1q6RSqdXHYWmN2+7ubnZ5c+tXPu005YYwJai28/loEomgksvR0dFhkaBqSiA+kpmJ6zqB+DcyGe5LpbguFiPDy4u9BvKSEqjVapw+fdqs/cxUuH0e6hs/iezt7cWmsjJ0cjj4jUw2o8H9H+vr0cnhYFNZGXp7e6HRWDa477JwIV708sJbwcE4GRWFc1wurmZmot6g7vaaZcvYyQvmtM2ZtMtz586xg9LBjo6PxRlvDo8dOwYlwyCzUVtfNueFVgQkxsPBeQ2W+3rDkRsN17xMuBflIbyrGcnHDkL44bvI++QDpL57CCEvtiN0zzaEv/UaYg++hkBlLYLrq5CsliOytBjeackITuEjKDUZSQX5iI2Lg0CtQNGOrYjMy0YMh4P0YhEyGlXo+vKSkXDb9eUlZDSqICgqRCyHg6zsbLzwwgv44osvTH4X/f1KyTBQMAz2798/q+fq4MGDkNRI4J7oDu8Ib4TnhKPuaB3WN6wHp4SD9ZvWo+5oHVLkKRBWCsEwDK5fvz7tdg1r036i2WE19XVtsyp8ninh1hrHrSnx1n0a0dYax+2BAwfYPsGSCVDW9iVXr15ln6lmOw58Ks6kb/9UF3u8wMYGdysrTfbts8GbN2/C3t4ehGhLaphaZrLyDjk5Oez1+PLLLy3arzXX0jApRR+hn667983n/cBc3rlzB11dXcjJz0FgeiDS0tNQVVWFw4cPY2hoCAqFApmSR5HxDMPg4sWLGB0dhZfu2dCUmLt79262fRvSwcEBO3fuNFk/2pDHjx8HIQQrV67ERx99hC1btiAhIWHCNr29vS1+D/3ss89QXFyMrVu3QiAQTPrsYVij98KFCxM+t7Ozwz/90z/N/osyBQUFBQUFxTMHKtxSPM+gwi0FxVMEKtzOH0dHR7Fv3z4olUoUJWaiyluAdxPb8fn6XSzfTWyHZF0aMvy48F7phg1r4yFxTITQL44V0Tw8PNDS0mLEV1991WS04HhaKtzm5+eDEMvqVz4LNCfCmGEYtLS0YGhoyCKnxoULF6BSqYwimR9MITx1G9QFU4aHWzTQOBOB7Hmpb/wkciaurPGD+6ZcWVO1TaVSCWlWFpjAQLwUFoZLKSm4JRRibMMGPCgvx78qFHjIMHhZF8tMCEGBr69Fg+AzaZeG8e0xISFz7ow3l9u2bUOVLiY5o1GFwgYVEng8eIeHwSsjDU5R4XAI9MeauFh4ZK5HmKwGme8dwfpTPwNvaB/CtnUhbN8r8Nskh29NOdzT+HD0Wgv3sBCkyGrhn8qHa1AA3Dw84Bcbg8i0FPDqa7Dl1jVkNKnBSeYjOjUFYSVF2Pizt1D+/jsQjwyj/P13sPFnbyFWUobiWiny8/Px1ltvTVv3cHR0FG+99dak9WSt5djYGDo6OpCanwq3RDesiVwD/yR/xFfEg1fKg0gqAq+Uh4TKBAhUAsSJ46BQKnDs2LFpt02F2+lpSY3bycTbqE8/NVu0NbfGbWFhIQghWLdunUXfZyZ9ib7m5uNMlJhJ3/6QYZDv4wNCCGpCQvB9VRVW6coZVFVVzdoxNjU1sc+aevHuq6++gkYz/bNRSFAQez0OHjxo0bORtddSPxFu2dKl2jZkbz/v9wNzefHiRTAMM0GcPX/+vDZ6v17CTmbhlHAgkUnQ09OD5uZmEELg7+8/qQj72muvwc7ObsqJWVMdW1JSEggxjhO/du0a+3dCtEkbM8Ef//hH7NixA0KhEHl5eex2Q0NDjY6ltbV1wrEvXryYDrxSUFBQUFBQmAUq3FI8z6DCLQXFUwQq3M4/W1paIAiPh8QjBR9GtOOz6BdxPrILn0W/iA8j2lHlmow0twiEOHmjJ6gYcmcBSlwT4LVG65JbYLsAqtxKNBdI0VwgRYNEKyKaE4FmiXA7NjbGRhdKJJJ5P2/zwclcJYcPH8bZs2enFT/G8/bt22y0XyeHg+M5OdNGvQ6kpLDX7OXERIui/WZLIHvW6xs/abS2DqKpwX1TdRBno23WGDhuD6WnWxQ7OZN2aRjfnpOTM6fOeHN548YNMAwDUYMKwkYVytUM6urqkJ6ejjxFPWIqxIhITYaXvx+c/Xzgl5wE7xwhsvb2Iv+9I+C8/gpCt3cjeGcPvIoL4JXKxyp3N6wNCYJPRhr8coQIKsrHugwB1nJjEMBPROiGXKzvbEHfg+9RuG0z/OM4CMzJRLhcisyfHURkgxz+xYWIalAg78gBxNRXI1dRb7Z7da74+eefg2EYBKUFYQ1vDRxiHeAW4ga+iA+ZUnsvkyllSK9MB6eEA04JB2V1ZWa5Iqlwax6tEW/lv/0tVur6lYjdu1H+4MGsibYajQZr1qwBIQQLFy5kRUJzOJO+pL6+nt3nrVu3Hsu5n2nffrOsDHY2Nlhka4vq4GAQQuC4ahXefvvtCfs6f/48ent7IZFIEBUVxdasn+pc3bp1C6t09csHBwdZkW7FihUghGDDhg1TlneI1ZVXIISgXio1q8/VuzuXLFli9bW8cOEC+/3WubjM6/3AXN69e3dScba6uhpyhRzJZclIVaZC+Z4SqYpUJJclo7aulr0ee/bsmXIfb775ptF1H0+ZTIZvv/3W5LrHjh1jfx+XLl2CRqNNY9BfJzs7O/z4449Wv4/+8Y9/xJ///Gf23w0NDexxbd261ehY3n777QnH/tFHH83GazEFBQUFBQXFcwAq3FI8z6DCLQXFUwQq3M4v9XUQK2Ky0BiQj4+iO9Hlmo/q1Xy86FaAz4O60OmWhw1OseC6BqHdKx97/ashc05DqmckbG20DshcvwR0JFagqbgODMNgYGBg2ugzjcYy4XZ4eJhd9sSJE/N+7p4FDg0NQSWXoz0xEYMCgVn1OS8UFbHX4e2MDAwKBGhPTIRKLsfQ0NCU+5stgYwQ03F8M6VhHJ8lg/XPOs+ePQuGYdDO5+NIZuaMBvcHkpPRzueDYZgpI0staZs/1tdjtcEge0NUFH5SKs1umzNpl4bx7adPn54zZ7wlHBkZgZLR1oStVTFoaGjA9u3bH/2NYVBSUoLi4mIk8PnwT0tGyMYCVJ48CvHJo+D170D4nu2IeO1leInyEZCajMCgIMRyOIgQpMKvuADeJYXwrShBWE0FwiWlSGpSoe3KRfQ9+B7Vb72B4PQ0+JWKEN7EwL+qDD6ifPikpyKwKB8RFSVIbW+CsFFbs9Yc9+pc8dChQ6iurYZ7ojvWpK/BirgVCIwKRH5+Pnp7e3Ht2jX09vZqhXCpCFwxF5mSTDAMM20t0rkUbrcMJ2LHO8lWMavCBzyhNxLSgiBRCeZduNVoLBdvE7Zt04qEISETllP+9BNS9u6FT34+/KOi4OrqikW6OtTm/MY/++wzo3uNocNvOs6kL9m7d++jySeHDj2W8z7Tvv0hw+DN9evRHB2NpbrY2oyMjAl9u+HzmylOdq7OnDkDhmHQ1dUFjeaReEeINmZXXV4+obzDZyIR9gsEqAkJgYvO9arn+oQEsyL0DV2c1lxLw4SQwMDAeb0fmEttvL5ygjibWJKIuLg4pOakglPCQdVbVWBOMah6qwqcEg7COGEghMDV1dWspJ3Dhw8bieLj6enpiTfffNPkupGRkUa/SbFYzK7X3Nxs9btoV1cXW/Jg+fLl8PLyYvuMpUuX4ubNm+wxnD9/Hp6enux+V69ejdHR0Vl8M6agoKCgoKB41kGFW4rnGVS4paB4ikCF2/nlsWPHwCiUaE+sQHuwCGKnBOQ6RoGz0hf5KyJR55iMbrd8VK1OAt8lDFK3VPxj8gFs8dmIrkgxfBzcQAjBqqX24MXGgcfjoby83Oy4ZEuE2+LiYhBCEBYWNu/n7VngnTt30NLSgoaCAjbecFgonHaQ9rdyOZboBmgboqLwQ20turhcNIlEaGlpmeD6NRRDe3p6ZkUgW7du3YSJAXfu3MGBAwdYN4+DgwMWLFiAFStWIDg4GFKp1Cw3i6k4vued+rbSVFSELi53yijtqQb3G6OiIAkOnrStWLu/r0tL0cnhwEcX357o5oaHDDNt29RzJmKLqfj22XbGW8r9+/dDwTBQMgx6enrwxRdfmPzbRx99BD6fj/BsIWJkNZCdfR8btr+IddkZ8JVWIHZ/HwKryhCeLUR6ejpeffVVCIVCxCTyEFiQC9/yjUjq247i48PY+Q932Bq2G3dvR0qTCjHNKoTJpfDNz4ZfQhyiOBxw4uORVlXBRjhXqZk5rel57949DAwMTIjz11OtVkNQIIBbkhs8ZZ5wSXRBaHwoiouLjZYrLy8Hj8dDTFwMQvmhUCgVGBkZmXLfcyHcZpUFIKs0CNuG061mZqk/EgQBiONFao+PqUZ3d/e89zPmird1v/41Fjs6akXCoaEJom381q1WiYR69vf3Gy1v6PCbjjPpSy5dumQkQj2Ocz4bfftDhkGn7lluxdKlaG5untDHHT58mP1utra28PPzQ3h4uMXn6ubNm6wg6uXiMqG8w8cFBVNe+xxvb7Mi9A0FYmuupWFCSE1NzbzeD8zhjRs30NjYCJFUNEGc9U33RWBcIDzDPSFsEYI5xbDM6sjCoqVagVMgEJi9P8Nn/8lo6r7Q1dXFiqsnTpxga9yuWLECv//9761+Fw0LC5v0ODZu3Mju/+TJk1i9ejX7mZeXFx48eDCLb8UUFBQUFBQUzwOocEvxPIMKtxQUTxGocDu/3LZtGzaV16OVK0alVyryvRIQ6uwD/9WeCLb3ROayUJQt56J4RSyil61DsXMc/pg+gqFgBeTu68F3DAEhBDaEICMoAUxWucVxyebw5s2bsLe3ByEEfX19837engXqnTYp3t4ghCDE0dGkq/Hb8nIcSk+HMiICca6urGhLCIHfypV4yDAYFgqndFHqxdCEhASrB0Kzs7PZdcfH8X355ZdwcHCYdiBw4cKFeOGFF6bcj6k4Pkrr3NmGtMQBa60LbKeuzu2SBQvw67q6SdvmwMAAdu7cyVKkq8NLCIFIJDL67MCBA5Me55Ma33716lXs2rXLqHYKYIkDAAAgAElEQVSsqb8dO3YMMoUC8dUVSG5pQEZrI5KkVYhIS4FXfhZ8i/IQq6hFYm0VFDpn7OXLl1FTUwNuXBxCszLgW1wIXusmtH59GX0Pvsf2e98go1GFhCYVgqrL4ZOeimAuB+vT09HU1ITNmzeDYRiUqxkIG1UQNajMcq9ay2vXroFhGFTWVyKvOs8kQ4Wh8MrxQmxnLAIKAhC/Md7kchniDHD4HMTGxqKqpgr79++fct9zIdyK6qKQL4lE3zsbrWZeRQRShNFIS0tDe3s7uru7cebMmXlvtxqNeeJtwksvacUaT08o//VfJ8QjB5aVsb9nGxsbkyLhVJMr6urq2GWDdDVSzZ3IMxPh9vbt2+y6xcXFj+2cz7Rv/2e5nJ38FR0ZabJvP3fuHNra2jA8PIxvvvnG6nPV2NjIrrPI1haHhUKj4/1ow4ZHArGNDdbpnhv1VISHmx2hv3btWquvpWFCyK5du+b9dzUdBwYGUK+oR7w4HjldOawwW3m4Ev4b/eEY7wj3CHekN6YbC7edWez3FIvFuHjx4rT7eu2110AIgb29PVbqJlvpGRISwv6/vb39hHeIq1evsmJtsC6amxCC3bt3z+hd9MiRI0bHsWzZMixYsACenp7sdzp06BCWLVvGLhMeHk4HWikoKCgoKCisAhVuKZ5nUOGWguIpAhVu54/6OogtOTXoSKzARl4mOBwOMrkpkASkI2l1MKLtvZGxJARxi7wRuXgtUhyC8a8pQ9DE9aHNJQcqr0z4LHMBIQSRzn5WxSWbw6amJq1Q6OdnVhQb5fQ8fPgw6mtqWCF2KCNjwoDsdO4VOxsb/LqubtK6pXqBTC6Xs04bawUyfQ21ZcuWTWgDhtGWQUFBYBgGb775Jk6ePInDhw9DKpUa1VUbX69sPMfH8VFq8N133xnVnB3JzjZ7gP8npdKimrPW1l28L5Visa49DwoEeMgwJtumu7v7tCK/nhwOZ9LjfNrj27dt24YqNcO6XwsbVMjKzUUsh4OYuDjEFOYjlZFNcMaOjo5i586d4PP5iEpNQcjGAlSNDKPvwfdoOH0c6Y0qRCtr4cPnITKeC5FIhNdffx2jo6MYGxvDyMgIGhoaUKvSRjcrGWZa96q1HBsbw8DAwKOo4xIuOCUcxFfEI0mahCRpEni1PCS+kIi8V/NQeaASqcpU9rP4inhwSjjglnAhkoqgUCggl8uxc+dOXL16dcp9z4Vwq69NO5PtPQl1bafiVOKt4l/+Bcs9PLQiYVOTyZq2WVVV4PF42L59u0mRUCqVThlnHh0dzS6rVqtZh585kwtmItxqNBr2PpWWlvbYzvdM+/ZOA/ekVCo1O/LX0nN19+5dOOqc1nruTU01Op5b5eXYzuPh44IC/N/6evxWLoedwXPHG2lpZk8gys3NZdfbvHmzRefUMCHk448/nvfflCleuHABvb29GB4eBsMwyJJkIaEyAbJ3ZWBOMVCeVIL/Eh9hzWFYkbgCnus9wSnhoGJ/BSvcBgm0ExsWr1gMiUyCnp4e3L17d9J93rhxA866usM7d+7EmTNnYGdnx56rgIAACAQC9t/l5eXQaLSC7e3bt6HRaMDlco3agJubG/77v/97Ru+if//7341ilxMSEjA2Nsa+w/T19RkdZ0pKCv7jP/5jlt6EKSgoKCgoKJ43UOGW4nkGFW4pKJ4iUOF2/jgyMgJGyaAtvQrqGjkaGhqwY8cOqNVqqGvkKA8QIN85FkL7MPDtA1G0LAr8lUE4HdGK/5f6M1wJ7Man3BexM6oKtjY2WGBji+riCjQ0NGBkZGTWRNtbt25h1apVWjFmcHDez9uzwv7+fvCiokAIgfvy5fhXEwO1490rwY6OiNUNuuk5KBDgvlTKinL9/f3sPmZLIHv77bfZ5TZs2DDh888//xw8Hg/vvvvulO1dPyi+YsUKo5pl42kYxzdXTsCnkRcuXIBarUZjcTEbUfnDNNGaP9TWYlAgQCeHY1ZEpb5t6kWE+1KpRe6vjf7+IIRg/dq1rJg7vm3OVruc6/j20dFReHl5gZDZr+l848YNbNy4UTsBY/FiiOqkYBgGW7ZsQXd3N+rr66FQKKZ0xr7wwgvI2FiE6Aoxum5cQd+D7yF5cy/WN6qQoqhHUGoyNkqr0dPTM2H/V65cQXd3N5QMAwXDTOtenQkNxeJqWTX4ZXzElcehpK8EypNKIweZnsqTSpT0lSCuPA78Mj6qZdUW39uocGs9JxNvc0+efOTwu3Ztgmhb3NgIlUqF999/32h7hiKhIDUVTUVFaOfz0cnhTGCEzkVPCAHDMOyEI3MivWcq3OpFrYSEhMd6vmfSt4c7OYEQbc1Zc8oRWHuu9u/f/0is0zkfUzw8pr0n+Bukcbyh+17mROjrnwMIISgsLLTofJqK0J8JZ/teoI9GrpXVIjU1Fem56SCEYOHShZAOS8GcYlD0RhFiO2Ph1egFt2o3OGc5Y61gLTgVHCjeU4A5xWCFs3ZCnUuAC5LLkqFklFPWLC8tLZ1wXzV0wxOiTTvR//+CBQtQX18POzs72NvbY3Bw0MgRTwjB4cOHZ/wu+te//tXIzb1gwQJ8++23E9oBIdpJh3/6059m4Q2YgoKCgoKC4nkFFW4pnmdQ4ZaC4ikCFW7nj/v374dKrgSjULI1DzUa7YB6S0sLuLEcFHgkIG1FCGKX+6BiKRexS9aBcVmPf087im9Ct2HbumJUeqUiI5wHTmwsqqqqcOXKlVk9zjNnzoBhGHR1dc37OXuWuHv3bqxYuhSEEKgiI00OeI53rzxkGLxh4IbQC2Q/1tejk8PBprIy9Pb2svuYLYGMz+ezy33wwQdWf+eamhp2O6+99tqkyxnG8c1l/c2nkadPn4ZarUZDRQXaExPRxeViWCjEV2Ix7kul+LG+HvelUnwlFmNYKEQXl4v2xEQ0VFRArVabdf16e3uxqawMnRwOfiOTWSTcfqqLPV5gY4O7lZWTts2Z8nHEt7e2toIQAn9//1mv6TwyMgIlw2CNlzYONCIiwkiUnM4Ze/36dTAMg6IGFUS7XsKOsVsoHdiNlHop4stKUH1wHwq3bUaRTvC9fv36hGMYHR3FW2+9hV27dk3rXp0N6sVihVKBLEkWOCUcZLZnThBvlSeVyGzPBKeEgyxJFhRKBbq7uy2+t1HhdmY0Jd4GVVSAEIKVvr5mi7YajQYNDQ1s35/l54cuLhdHMjNxXddv/UYmw32pFNfFYmToBDJCCOQlJfDQOXzNEVNnKtzqo2P5fP5jP9/W9u32y5eDEILU1FSL9mfpucrIyAAhBKuWLEGujw8I0cYl/6h7NpmMIt1kHkII9iQnWxWh7+zsPK8R+lPdCzQaDc6fP4/e3l72fmCYMGLq3OqjkcPXhyM6NhrB6cFwXKt1M4dnh6Pu3TrEdcchuDUYbpvcELonFA55DrBPtoc73x15W/MgOSBh98Et1SYZiKQiNDY2mpzw9s4778DGxgZ2dnZG0ezm1LvV09bW1mj5RYsW4d///d9n9B76hz/8AVlZWUb7qaurw9jYGGQymdHfGYbBX//611l6A6agoKCgoKB4XkGFW4rnGVS4paB4ikCF2/mjqZqHeg4PDyM7Mws8zzBErvJG2pJA1CxLQLZ9BKROybgWtBlng9pRvZqP9aEJKCoqwr59+zA6Ojrv34vSPNbX17O/vbMFBWYLY+OF2wU2NvhC59IZ77gd396sEUNv3rzJRtQ5OTnN6DsPDg6yx93a2jrlsvo4vsftfHoaeOHCBXR0dEAll6NJJJrUudbO56NJJIJKLkdHR4fZbqyZOG4fMgzydYP6NSEhk7rBZ8q5jm+/efMmW7d5Lmo679+/HwqGQWFREbusqZrOkzljjx07BiXDILNRBXHfLuS80IqsRhXK1QyyGlXIeaEV4r5dyGzUCr5TubAeJ0dHR7Fv3z4wDIPi2mJwSjioHKw0Em4rByvBKeGguLYYDMNYfW97EoTbs6Mvwd1rNQgh2DxQOuvC7fHjx7VC6sqV+Oqrr2b9eo0Xb5euWQNCCALEYrNF2wsXLhjFr0qCg/FgCjdpt0EUqzI8HLG6Ord2dna4devWlMc7E+H23r17rLs3Ozt7Xn4flvbtVTohnRBi8eQ6S8+Vk87ZG7p6NV7W1TMnhOB0fv6U94NXDCZ+SYKDn7oI/anuBeP3Z4rjz+3FixfBMAzWl66HR5gHPGI84J7kjtRNqVpx1M4WyV3JiO6IhscmD/hv9Yfvy75Y07QGi/iL4JjkCP9MfwhUj35ThTsKkf1CNuLF8ahX1E9wBd+5cwd+fn4ghEAmkxl9ZijE+huI7OZyyZIl+OGHH/C///u/CAgIACEEH330kVnvoPfv32ePixCt0/bFF1+ERqPByy+/bLSftrY2LFq0CAsXLsSvf/3rOX47pqCgoKCgoHiWQYVbiucZVLiloHiKQIXbJ5Pbtm3DpvJ6JHtGwHe5KzYsjUSDYzpULuko80zGe8GN+NivRSvcBsYhNzd33o+Z0jLqXayrFi+2qI6ooXAbpRtILfD1NVnjdjytEUP1AhkhBHl5eTP6zq+99hq7relEC72wvXDhwmkH659HfvfddxgaGpqyViTDMGhpacHQ0JDZdQ81Gutr3Op5s6wMdjY2WGRriw/y8sxqm5bwccS3t7S0gBBt1OZc1HQ2nLgTEREBQiav6WzKGWuqPq6cYcAwDOQMg4JNKvYzw/q4Twp7enogrhWDU8JB7ZFaMKcYtrZj7ZFacEo4KK0rNRnzbC5nW7gVlnqDJ/RGQloQ5O1ZZjE+JRCEEDg6rYCsLRPy9ixIVAJWuLXUqWeKSUlJU7afmVIv3ubW1rLHlrR7t1mi7e3bt9HR0YH1CQnsum+kpU3ZfwykpLDLvpyYiEIDYefNN9+c8lhnItxev36dXbe2tnbefhuW9O0KhYI95qNHj1q0H0vOlWGfl752La6WlDzq3+LjzX5mCXZ0fOoi9Ke6F2g02vul/rhsbW3h5+dnFD9seG7v3r2Lnp4eSOol8OX5wivOCyu4K+At8gb/JT5cAlxACIFzjDP8mv3g0eyB0IFQuG1xw6qeVVhcvBhL+EvgmugKH54Pu4+y18sge1eGhMoEZEmywDAMLl68yO5X73j39PRkI4j1NBRur127htDQUIvFW0dHR7Y9RURE4O9//7vRu+bvfvc7HDlyBEqlEvHx8Vi3bh0WLVpktI1ly5bh7bffZo9LqVSyn+3atQsA2JrXhYWF8/HKTEFBQUFBQfGMgAq3FM8zqHBLQfEUgQq3Tx5v3LgBhmHAZJQh1MkbofZrIbFPQJ9nKWRr0sBx9EeJZxLORHeixSULRR4J4HA4+PTTT+f92CnNp4uLdoAu1NkZRzIzrRJuX4yPh52NDexsbKDgco1iB03RUjH01q1bbHQkIZY7esazsrLS7AH4vXv3ssseOnRo3q/Xk8o7d+7g7NmzOHz4MPr7+9Hb24v+/n4cPnwYZ8+enbR+4FQ8e/YsGIZBO59vUds05Jvr16OTw0EPlzshEnOmnOv49rt377JRm3V1dRM+n++azvp7hKhBBaHOZcswDHp7e3Ht2jX09vaCYZgp6+POJ/Uxz8JKIVIUKag7Wof1DevBKeFg/ab1qDtahxR5CoSVwkljns3hbAm3/cfF2DGcjcxSfyQIAhDHi0QdUzItq+oKsXixVpxIy0gw+kzOVBv1h6ZorvB47Ngxtl835dqeDb7//vsQCoXssUWqVNOKthqNBkNDQ1DJ5cgyEF/fEAim7Dsu6FzohBC8nZGBnTwe+++NGzdOeZwzEW5HRkaMhKL5/p0Y9u29vb1ob2+HUqmEUqlEe3s7ent72ZqlhBCL+1dLzlV/fz+7bEVQEH6QStl/V4eEmP3MYkuIRRH6ly5dYtdtbm6e9jvNdoT+dPcCjUaDc+fOoa2tDcPDw/jmm2+mPLfapAQluPlcrItdB98NvliVsgqeKk/EdsYiYqN2Eo/tIlu4KFwQ/HIw1m5fC+cXnbG8azlWdq/EwrSFWMlfCfu19uw+at6uAXOKQXGvNsVAIpOgp6cH9+7dw7lz59h7kamJTobCrUajvb9ER0dbLN7qJ1N98MEHE941X3rpJbO2ERAQwArObW1t7N/1Dt7f/e53bA3eu3fvPu5XZgoKCgoKCopnBFS4pXieQYVbCoqnCFS4nV/eu3cPAwMDaGlpYVleXo6E+AREegTCw8UNyfZBqF+dgo/9W1DjxIfQjwuOaxC4jgFIXh2C6OXe8HT3QEZGBlpaWvDqq6/OSXQo5ezR0L2SGhGBLi53yujIyQZB3xAI0J+cjCR3d5SkpqKlpWVKoc5SMfTMmTOsm4sQyx09hrxy5QqW62rxOTo64vbt21Mub+mALeXs8c6dO2hpaUFTUZFFbXM8f6itRReXiyaRaNq2+STxwIEDbNt7Ems66+vj5m9SoVbFoKGhwaL6uPPNY8eOQaFUIE4cB4FKgITKBPBKeRBJReCV8pBQmQCBSoA4cRwUSoXVMc+zJdwe/7IF/cfFyKuIQIowGmlpaWhvb5+WKTrnqL29Pdra2ow+6+7uNhJ3pnPqTcfIyEitqDZHrluNRoPq6mr22MJlsmlFW8N+JNfb22zh9rdyOZbofg8NUVH43nC/4eFT9iMzEW67u7vZdT/++ON5/51oNNO7b2N0150QgldffdWiZAVLzlV7ezu7rCwsDPelUvYaZXt7m/3MQohlEfq3b99m1ysuLp72O812hL619wJT5/bGjRtobGxEUU0RvKK9EJwbDLdcN/i3+sNtkxuCW4MRrgoHsdGu55DhgKC+ILhtccPK7pVYuWUl3AbcsLx+ORYlLcISlyXsPhQnFNr64O8pEV8Zj4zKDDAMg2vXriEuLg6EEGRkZECj0Uyo0TteuNX/dgcGBlBWVobAwEDY2NhMKbjq+59169bhb3/724R3ze3btyM6OhpNTU1G9a5N0dPTE7du3cLWrVvZvx07dozdln7CC3XdUlBQUFBQUFgLKtxSPM+gwi0FxVMEKtzOL69duwaGYdAgkaG5QIrmAinKE3KQE8hDolsokteEonR1PDpd8/B5xGa0BRSg2DcZOYE85LhxIFwZjowVoUh0DEK6LxcNEhk7WDPf341ychq6V4ry89GemIhBgQA/KZWWCbdpaRgUCNCemAiVXI6hoaEp92uJGHrnzh3s378fPAO309atW60S38bGxpCamspuxxynpKUDtpSzS71TzpK2aciflEqL2uaTxMLCQnYQeibbmauazvr6uEqGQU9PD7744guTy01WH3e+uW3bNpTVlYFTwgGnhIP0ynTIlNp7l0wpQ3plOvtZWV2Z1THPsyXc6mlJbdrZdupNR0td25NxKge/PoKWEIKy2topRVuNxti5Xx8WZrZw+5BhkKSLzU10c8NDhsFCXe1Zb2/vKZ2lMxFu8/PzQYg2Ene+fyMazbh6t0VFJuvdRupqDhNCoKyvt6iWualzNdn1z8nJYZdtiIzEdbEYbsuWgRCCFA8P8x23VkTo692iaWlpUy43FxH61t4LTJ3bgYEB1CvqEVMQA/8kf/hs8IFHoQdiB2Pht8UPHps8EN0RjaUeS0EIwSLPRVjTtgZOm52wvGs5nHud4TbghjW712Bh6kIsdFvI7qPuaJ1Jx+22bdvYfuHzzz/H66+/DgcHBzg5OeHrr7+GRmNauB3P69evo7e3d1KxVZ/MsnnzZpPvmn/961/Z/y8ycNRPxq6uLmzevJn99/79+9n1P/nkE3ayyz/+4z/O+XsyBQUFBQUFxbMHKtxSPM+gwi0FxVMEKtzOL8fGxjAwMACGYdBUXIeOxAq0cEqgCMiG1CMNanch2lxycCKyBZ+kbMNZ4TbsSWPQEiYC45eNOncBKlcmQLwqDoJALurq6jAwMDBhRj3lk0VD90p9fT0aKirQyeFgJDt7WoHMcBBUER7OulY6OjqmdduYK4a+8847KC4uRnlpGaL9Hg2411RVY/PmzWydTXO5adMmdhtxcXFmO2HMHbClnH1+99136OjosKhtGoq2I9nZFrXN+eTZs2exZ88eVhDy8PAAIQT5+fkz2u5c1XQ2rI873UQKU/Vx55P6mOdMSSa4Yi5EUpHJmGeRVASumItMSabVMc/zKdzOplPPHFrq2h5Pc+qqhoSEsMe2a9euaaN5DWtl9+gmJpgr3O5MTAQhBEsWLMCv6+rgtETrLvR0dzcS+gYGBrBz506WIpGI3Y9IJDL67MCBA5Me69jYGCu0SySSef+dnD59Gmq1Gg0VFWhPTEQXl4sjmZm4LhbjvlSK38hkuC+VosTfn/2+jfHxaKiogFqtxunTpy1qay+99NKU1z8kKIhdtjYsDIczMrBKd39OX7vW7GeWqpAQiyP0nZ2dzZrUMhcR+tbeC8b/ji9evAiGYZAlyUJ8RTwSaxIRIYqAW64bQrpDELM/Bh7NHvBr9sMajk6MtyVYLlmOFZ0r4LjdEW4DbnAbcINTixOWpC7BQs9Hwm3lYKXJGrfr1q0DIQSpqano6+tDbGyskUC6bds2+Pr6sv/u6+tDX18f3njjjQnfqbm52aTIqp/wQAjBr371q2nfOwXjHNh6Gj4nOjo6Gn3W39/Prv+Xv/wFTk5O7PFTUFBQUFBQUFgKKtxSPM+gwi0FxVMEKtzOPw1jLdU1crSnSdAcJcJgtBKfh3bjU95WfJq6Hb+QDONh2zk8bDuPn1rP4oPcbZB6p0O8jo9Ur2hwuVxs3759WtF2dHQUXl5eIIRgYGBg1r/P8ePH2Rn4X3311byf3/mkOe6V48ePQ61Wo7G4GJ0cDgYFAvwwRTSt4SBojrc3GouLoVarzXbZTCWGjo6OoqOjA1wuFwnhHGT7JsJ/1Vp2f/K0UjBSORoaGnDixAmzJgi88sorbMyep6cnrly5Yvb5M3fAlnJueOHCBYvapj4eeVAgQCeHY3HbnA++//77UKlUkMtUUKlUOHjwoJHrZybbpjWdJ1Ib86xEankqqmXVU8Y8V8uqkVqeCiWjtCrmeT6F29l06plLS1zbhjTH2dnJ4SBG54IlhKCpqWna33V/fz878eMVPt8i4fa+VIrFOiF6UCDAykXaWsFebm5G0bruBsc0HTkczqTHOjw8zC534sSJef2NXLhwASqVyqjfnSyuvttAEN/B41nU7xq2tezs7Cmvf6zuXkwIgcDfHzWenrDVC+T+/haVd7A0Ql/v5uTz+Y/1OhiWtLD0XmB4brdv346enh5I6iXglHBQ3FuMiv0V4JRw4FvgC48iD8S8HoOQl0PgtskN6wrWsesuzFiIJaolcO13hduAG1xfccWKvBVwyHTAYu/Fj54FX8pB9gvZiBfHo15Rzz7bW/L7MKS7u/uE73Ts2DH2+dGQ3roY9MDAwGnfOf/t3/5twvrLly/HvXv3jKKRDenk5IT79+8bbUc/0SkgIGCuXo8pKCgoKCgonmFQ4ZbieQYVbikoniJQ4fbJoT7WUqVQopKbg8q1qdgSIsYXwlfwG9UpPGw7rxNtz+Hohs3o5FVAlVGG5EQ++ElJqKmsMisKs7W1FYQQ+Pv7mxTezp8/j97eXkgkEkRFRRkN1Jg7kKyvizqX9faeFJoSwqdzLxm6Vw4ePIgTJ05McNcMC4X4SizG6bw8rRC+aBHOFxaiLjSUXXd9QgLUarVFjq7JxNBPP/0UhYWF4MTGInldLPJWx6PCMx3Jro9q6LWlSqFMKoWypBYMw2DPnj349ttvJ93X4OAg7Ozs2ME3SwW8+RqwpXxEU84vfdu8L5Xix/p63JdK8ZVYjGGhEF1cLtoTE1nn10xqxM419aKttLoBxQUtkFY3QCgUsu2d1nSefe7fvx9ypRwKpcKsmGeFUgG5Um5VzPN8Crez5dSzZF1LXNt6muvsvC4WQ+Tnxx5bdUHBtM7O3t5ebCorQyeHg1d19X7NFW4fMgw26tykgrVrYaub/BPg5YXe3l52H7Ml3OpjoMPCwub193H79m2jpIPjOTlTJh0MGJzXL4qLLUo6MGxr6xMSprz+MoOoa46LC4oMhNzGqKg5K+9w79492OpisrOzsx/rtTAsaWHpvcDw3MpkMigZJZLLkpGqTIXypBLMKQbCViGii6PhkecBf7X//2fvzaOiuvO8/8umqICioAgCAiLIphRLse+Lssq+FmvdogCRAgETNa4IREQRlYBRQ5QoIWJMS4x7h7ihVDLzdCaZp7vTv8z5TZxnzpmlTz8zZ3q6ezrv54+qulRB7VWkIHzf57zPUepudZequvf1fX8+8D/jD6cmJ9hx7Jh5TX1NsaxiGWyPiMokrypfBYsEC6zbvg42cdNlsl23u4KVzUImJxN1dXVMhQJ9gdupqSl88cUXGB8flxl4KG03NzeV95yPHj2aNd/WrVtx69atWX93d3fHmTNn8Ic//GHWcgYGBpjpfvOb38zF7TERERERERHRz1gE3BItZhFwS0S0gETA7fzyixcv0NPTg9LSUqQGxYK7ZQdelL/DQNvXjR/jZeUgmtkFqMupAE3TOHHiBHp7e9UqhTkxMYGVK1eCoih0dHTMel06dSLP6j5IvnTpEvMAeXx83OD7dS49E4TPTC9V+PsjZeNGsNauhf2KFTAVP4CWuILDQVNTEwYGBqbny8yUSb04iwHmNltbJG7axMyblJSkMwydmppCT08PQkNDEeDjj7h1LKSuCcYbrkU4t3kX0mxDmPW9m3EQpzLawGXngJtYBLqKC4FAgNu3b89az8DAAAP9rays1CrdKG1DPrAllrXMOT3j3JS2ICwM9ZmZ4FVVadRr0RCeCW3Li48iK60BAaxQ5nxXVcJTkX/Kns4LrYLCT1nmWQJui3jRqBIk6uwiXrRa4FZfST1Nwa2mqW1Nkp0zIWGpp6fKZKcuidvXNI3b4rLHJlLfmds8PWUSt/rwxMQELC0tQVGiUrH6voY0uUY17S1+S6pf6HJTU3xdWqo2GB1hH8YAACAASURBVG1oaGDmTXZ2Vnr8pY99zIYNYIl7yVIUhc7g4Dlr7/D48WNm3rKyMr0fG2U9ncvLy7X+LpC+juPi4pDJyQQrm4WScyWgP6BBf0Cj/N1yBOYHYnP6ZqzfsR4+x3zg87YPVpevZuY1czWDJW0Jq11WsN1nC4sEC6xJWgP7NHv4HPeBkYno2rB0toTfdj9waS4uXbqkcvvCpK5HaSuaPiEhAUZGRtixY4fMeSP5PSnxH//4R6X3nH/4wx+YMscSd3R0IC0tTeZvly5dwl//+leFy/nqq6+mf5e++66+b42JiIiIiIiIfuYi4JZoMYuAWyKiBSQCbuen29raUJtXgWZ2Ab7lD+N148f4Xf2HeN34Mb7lD6OZXYDavAq0tbVptFzJAxc7Ozu5fUalR7EbGxvD1dUV3t7eWj1I9vUVJTV/zqnbmSB8ZnqpQCpZq8hV/v5MOvHKlStyk7pZsbHMMWGz2cy8+/fv12h7Z8LQL774AtXV1WCxWGBv2obkNYHIXRuJ9wPexIu4fvwy8jTK1icw63tzWxmupR/HtZITqA8vAjciD3RxJXg8HgYGBphzamhoCMuXLxc9TF6+XKsyp3P9wJZYM6vTA5OmaTQ0NKC/v3/e9bSV7mM7E9ru2XURVwa+w55dF7HZbbr0qHQvTU38U/Z0VlZBYXJyEn19fUz1hJUrV8LExAQWFhbw8PAAh8NRC64v1AoKra2tqKJLUE5n681VdAlaW1uVrldfST1Nwa0mqW1Nk50zIWGdn59KAKdLj1uJUzZulPm+jImM1Pq6VOT6+npQFAVXV1e1r1VNrG6Vk8LCQqxfvx6m4hLR6uyr76uqYC41fZW3t1qliJ89e4akpCRmPq6Pj9LjL33sj4aGws9mOu1Z5eiIX5WUzEl7h6GhIWbew4cP6+2YqPN9tnXrVq3vj6Sv4/DIcATlBCG5JZmBthJnHMqAf5Y/HFMc4VToBL9TfrCutQZlIga3G8xgW2OL5dXLsWLHClglWMFuux02CzaD1cfCclfR7yxTS1P4BfmhsbERL1++VLl9k5OTTP9baQ8PD8+a9osvvpCZZom4bLmdnR2OHj06DZnNzPDjjz8qvef87//+b6ySgv7yrE5y9y9/+QvMzEQ9fvl8vr5uiYmIiIiIiIgWiQi4JVrMIuCWiGgBiYDb+efHjx+LAEhSKd6Oq8Wva6/hTFIjmtkF6EtuxK9rr6Erjo+GpFLQNI3Hjx+rtdyXL19i3bp1oCgK5eXlcqe5efMmGhsbMTg4iC+++GLWAyhNHiS3tLSAokT9qyRl235ulgbhN2/enJVeGpJ6MGpsZAQPa2uZXnEURaElIGBWXzp5KRBJYkcCxLV5sC8NQ7Ozs5GcnAzWNn9EOfgjZXUQ6pwy8CCyGy/i+hkPspqlHtDuQH94C96N24dfcPrwViIf3JAccDNKQXNpHDlyBB988AGTwli6dKnWD9nn6oEtsW5WllAaGxtTmaI0hKX72Obk5CAnJ2cWtL06+DtcGfgOft5R0zCDy8W1a9c0WtdP2dNZWQWFBw8eMK8ps5mZGfbs2aN0PTMrKHz44YdobW2FQCDQm1tbWzE6OqrX4z46OmqQ7RQIBMz+1SWpp+nnuyapbU2TnTMhYY2vr8pk59jYGGiahiAsDBVSpXY1AbcTeXlMmWSKopCXl6d1El6enzx5woCk3t5evZ5/qq5RoVB1lRN19lWoVDncJcbGeFVUhMH4eAjCwkDTtNz91d/fj2ipqgCnoqLUPvZ8Pz8kiH+PLDU2Rq69PWrc3RWW0NelvUNraysz740bN/RyTNTt6ewj/r1MURQaGxs1qiAhfR17s70RXBiMyvcqZ4Hb6qvVCCsPg0+mD+y228G+xh5r29aCWib+fLY3g221LSyyLbCEtQQ2CTZwzHWEf68/WH0s2GeISrJTRhR8/Hw0Gsz58OFDZoCdxCtWrJg12ER6QIi0XVxcZAYpOTg4qLznPHDggMrvJC8vL7XuXyX3M0lJSbreChMREREREREtMhFwS7SYRcAtEdECEgG388+XLl0CXc1FU2gBTiU2YH94GQQRhajLKocgohD7w8twKrEBTaEFoKvVK4smFArR19fHHGtN+k5q+yD5/v37MBE/6Dtw4IDB96u+LQ3CS0tL5aaXnuTn4y02GzfS0vCbiopZ6ROKovBOXJxafekkIFySdtDmwb40DA0LCwPLZxti1/kjfU0Iur1r8Cz2nAy0fRHXjy9i+rDEWJRsSLRm4bxnA/rZe9Af2YqxvJN4J/cg6JA8cLcXIy8vD9bW1qAoCqampjo9CJ+LB7bEi8/S6drkeC4CWTHw8w1EXFShDLSVOCl2ujxmYX4VeDye2vD2p+7prKyCgnS53s2bN4OmaZw5cwbDw8MYGBgAh8OR6V++b98+peuSrqDQ2toKflEl6jPK9GZ+UaXKJOt8s6JBDNI9IB88eKDRMnUBt0KheqntyclJNDQ0oD4jAy0BAUrLIyuChCF2diqTndLr2e7srBW4fU3TzGCnZUuWKEyQauvR0VHQNK1xSWt1rUmVEyMjI1ivWgU7KZimzr46FCJqZ2AkGWDl7Y1HOTloZrHAq6xkBk91dXXh0KFDOHDgABISErBFKnFZ5OGBU9HRjIe3b1d47Nnr1mG9uH+3g4UF2O7uSPLyQmNoqFwAqkt7h5SUFGb/6eN4aNLTOU4MpymKQlV2tsqeztI+ePAgM69zgDOyjmfNgrYSF5wuACubBcdkR1jEWmBl00pQS8Xg1tEM1iXWsGBbwNzHHNYB1vA+5A1WHwusPhY2lm0EZSya1tHdETRN45NPPlF7f4yMjMwCp0uXLkVfXx+EQiE+++wz7NmzZ3pggNTvT4qiZMCvm5sbXr9+rfB+88svv2TuCYyNjeHi4jJr3aampjh//rxa969bxAMC/Pz89HVLTERERERERLRIRMAt0WIWAbdERAtIBNzOPx84cAC1+aIyyc3sAuxOLAGvkisu58bF7sQS5rXagkq1oWh6ejooioKTk5NG26PLg+QAcXlEdRNkC8nSIHz//v1qp5dmglu+nx9+4HJVppekQbi2x0MCfymKQk50GgIdvZHswAZvYxqeyoG2EvuvcgdFUdi60g1XfNpwfvMunPcXoD+iFVd2HEFdWCEKE7JgYWEBiqJgYmKic79NfT+wJV58ngltYyO4CNqWCx/POIQGZ6D9wG0ZaHt18HfIyWhirpHkuHJwSvhqwdufuqezqgoKd+7cAZvNxnvvvadwGUNDQ8w2W1hYYGJiQuG00hUUamtrUZ9Rhj3sQhyMrNDZe9iFqM8oU9k7dr5YVZlVT6kS+WfPntWobLiu4Fad1LZ0EvZCQoJGEFUCCc1NTPDr8nKFyU4JJORwOIiOjIS3VKUJdSChxP9YXY1V4nPUx8tLac/W+WZNq5wcPnwY/IICJGsIub/mcLBU6reBhZkZXogHkfELCpiewOulkrmqHLp+vcJjv0T8OUVRFFoDApDt5YXg4GDk5+eDV1mJxLAwxAYFISY4GNEREfDw8GCmT09Px6FDhxhLAKE8T01NMfuvqKhI5+OhaU/nVqny3lxvb41KPEsPPHMJdgH3KlchuKU/oBG/Ox4OkQ5YEb4CS3YuAWUkBrduZliVvAoWLAtYe1hj1bZV8DnmA1YfCz7HfLB+x3pYOoj6M1vaWqKosghtbW0alfx2dXWVC1D37t2L2tpapGSkM3/38/NjwOvMeTy8vdHe3o5/+Id/mHWv+ac//UmmWkxxcbHMvM7OzggPDwdFUbC2tsbf/u3fqrx/lfTpVae0MhERERERERGRtAi4JVrMIuCWiGgBiYDb+eXPP/9cVCY5uRRNIQWoyyoHTdNob2/Hw4cP0d7eDpqmUZdVjqaQAjQki8olq1OK2N5eVFItJSVFo23S5UFyRUWF6OGTmRmePHli8P2rT0tAuKOjo0bppZngNsTODq9pWq2+dAFSDxK1OR4JCaJ+tRbmy0GH5KEmNB/VrCxUb0zBaMhhheB296Yc8QNbMzyM7MHHgUfRv7kB5/0acTiAi8KtO2BlacVsV1lZGUZGRpT6zp07CrdT3w9siRefZ0LbzB1voL5iFNuj9yEssBJpSY3ISmtE+4FxGXBbWXKMOY85BQeRldagEt4aoqezthUUZrq0tJRZzokTJ+RO8+GHH6KwsJCZzsbGBsHrt6BgbSgue/K18ntbanErbB/+ruwyDkZWLBhwq06ZVely+BUcDpqamtROGeoKbtVJbUv3nn2ck6MRuJWGhL3R0XKTnUKh7pDwNU3jBy4XbwQGTgPfoqJ51ztbmTW9Rtvb21Gbl6cxuH1N09jp5iazTzvE52VtXh7a29v1ckxmAuJttrbM8eeWl+PIkSMYGBhQ2cNU2iwWS+H+kC4jfeXKFZ2OhTY9nbsiIpj1HwkJUVkVRdqaJG7pD2gUnCuAfbg9VrBXwIxtxsxr7mUOK7YVHKMcsd5rPRwSHeBU6AT/Xn84FTrBMcURm6PFA0WMKISmh4KmaTx8+FCj/cPn8+WfBwnxCCjKw5K1os80SRuAxsZGJCYmyoLbtB1oPrBfLrw9deoUM93mzZtx7tw5mev6L3/5C/70pz8xLUFCQ0NV3r/6+/uDoih4enrO1S0yERERERER0c9UBNwSLWYRcEtEtIBEwO388tDQEGgujcbYYtSUVoHP52NoaAhTU1MQCkVAa2hoCHw+HzWlVWiMLQbNpVWCAumymZqWBNTlQXJ3dzcz7/nz5w2+f/VpCQiPjo7WKL00E9xKkkuvaVpuekmSXDp06BCTSJA4MzNTo/TK2rVrQVEUvF09URdehGul3eCyc1DtlooTvnyF4PZu5AksMRaVgH1rSxmex57HgEcjzvsLUOedgxRf2fekjtPS0hRuqz4f2BIvPiuCtrziMbTxn4JbfAXJ0c1IT54Nb99qG2XOvXruGezZdVEpvL1+/bpBejprW0Fhpnt7e5n17t69W+40ra2tiAhgY6W5KFG/3HQpwizdUWzJxtX1XK18xYGLIbca3E9oXzDgVt0yq5VS/Vyr/P3BLyhQu8yqLt+36qa2Ozs7GYD1NYejEbiVhoQxGzbgaw5nVrJTKNQdEn5TVobe6Gj42tiAoijY2tpqXHrc0Nb0GpUcF23A7e3MTJl9yrazk3tcdD3+qVLlbfvj4uQef02OvTJwm5WVBYoS9TzV9Vho09P5VkYGs53vxMWprIqi6DpW1uNWYu4wFz7lPrBl28LU23T696GHOdbHr8e2ndvgs8MH3pnesNtuB2eOM+y228En0wdh5WFY7yXa55s8NmmcuBUKRb8PJQP7JDaxsoRVkD82pm/HSnYATMTlsSXOzc2VSVNH0BXI2rtHLryVLrcs6Rcu+f+lS5eY6WiaZv7+ww8/KL1/dRZfJyEhIXN2j0xERERERET08xQBt0SLWQTcEhEtIBFwO798+vRp8Kq4oKu5aGtrw7179+ROd/fuXbS2toKu5oJXxcXp06eVLrezs5M5zhcvXtRom3R5kDw+Ps7Mu2vXLoPvX31ZGoQXFBRolF6SBrem4vRCr/jhrLz0kr4egkrD0J0pGeCyczBS1gN+WAGqvTNQ77ZTbo9biRPXiZJP7NVeuBf6Ns5sqoXtUlGyhrXZV+1tVAfcSh7YUpSo7OyjR48MfsyJF4aVQdu9tc9w6tBr9Bz6QSG8fe/838PMTFSaNSWRiysD3ymEt2NjY1izZo3oWv6JezprW0Fhpk+cOCHzQF3eNAKBAOHegXBdLkrBG1EUllGiVNgblskYt6nXyL+wqcWYbQ2GnWvwWeyROQO3eXl5oCgKqampOi9LkzKr0km9loAANLNYapdZ1eX7Vt3UtiTZ2cxi4bvKSo3BrQQSmhgZ4fPc3FnJTnmWB70H4+PxSAy9f1tRga85HDzKycFgfDxaAgJQFxSEJWZmSgcVzGdreo1KktDagNvXNI2UjRuZ+cyMjdGwdeusJLSux79M3FeUoii8KCjAbysq1Dr+mnpiYgKWlqISwMePH9dpWdr2dP6+qgrm4oQx389Praoo8q7j8MhwBOUEIbklWWnqNr8/H45xjjBbN524tfS3ZOBsXk8eWNksuKS5wG67HVzSXMDKZiH3RC58U3xhZGQEY2NjdHd3w9vbG7a2tnB1dcW2bdsQGRmJ1NRUFBUVgcfjoaWlBUeOHMHp06dx8eJFjI6O4pNPPkFGRgaMjY0ZaGuzPQ7Ou3lYm5YMI9NpoExRFFavXo3oHduZ/x98fBe8wXNy4e2XX37JTOfu7i7TB/xv/uZvmHvSffv2MX9//vy50vtXyYCp/Pz8Ob1PJiIiIiIiIvr5iYBbosUsAm6JiBaQCLidX75//z4OHz6Mc+fOKX0oJBQK8eLFC5w7dw6HDx/G/fv3mQdUY2NjGBgYQGdnJ9rb29HZ2Ync3FzmOEv3oVPHujxIfvbsGTNvVlaWwfevviwNwiUPo9VNr0iDW0lJzZgNG5hShHOdXnFzcwNN0+BG5aM7vQXHUxqZcsljoUcVgtuLAa3ih/XGOOe1CzvXitK/q8wtwS2pmNXT9uOPP0Z7ezuKiorg5+fH9NJUdR5JP7B1d3dn4Lihjznx/Lc60PbUYZGVwVvPzWxQFAUP92BcHfydXHjb19fHlPP+qXs661JBYaalSyCfOXNG7jQScBu0apPM542dqRX+uGUA/+01KONvNh3D+w7VaFgdj5BlblhmNA0iLtiX4/9z7MAna+uUgtt79+7hwIEDSE5OhouLC5YtWwZTU1OsWbMGoaGh2LdvH54+far0vY2Pj8PMzAxGRka4evWq1vtI0zKrM5N6Q0lJapdZ1eX7Vt3Utq6JW2lImOfurjDZOdMyZaYzM+WWmW5msSAIC0N9ZiaCxK0BHB0dNU4QGtraXKOS3sOJm6avM03A7UReHkzEg8EoikK2l9es3sO6HP/fVlRgtbk5s/xST0+FiWtdXV9fD4qi4OrqqvOx16Wnc6j495ekpYWins7KruO4uDhkcjLBymah+FyxUngbSAfCdJkYkJpRcN7uDFY2CwWnC5heuFuztsJhhwO2Zm1F/O54JO1JQlBOECKjIhEfH4+SkhKNB9Ixn+l2dkjJy4HrjkQG2m4U8LG+NB8rPNxh7uyIJWttYWdnhxxuFSJLpr8/ai8P4uK//OMsePv69WsAQIi4RzJFUTAXn0dLlizBn//8Z+aetLy8nJnmV7/6lcJ713/+539mpjty5Mhc3yoTERERERER/cxEwC3RYhYBt0REC0gE3P48/Pz5c/T396OhoQE0TYNXWQl+QQFq8/LALyjANt/pROTbb7+tUZ84XXvuSYBdVFSUwfeTvixd5k0gEGiUXpEGt43iHl0mRkZ4WVioMr2iLQiXhqHHjh1DbW0tuOml2BVRjOGSt5lyySf9ahWC2xdx/Yix3QaKohBm5YUVJqIHb7EebNA0LdPDTzrdK8/KziPpB7bvvvsuKErUI3l8fNzgx514/loTaKsK3hbn7Refd0tx4cz/mgVv83MrsHLlSuZ8/ql7OutSQUHad+/exQpx+Utra2s8e/ZM7nQScJtg6ydzHRevZM+Ctved9yi99tUBt/v374eJVC9NRXZyclJZflgyYEVZz1dV1rTM6syk3g9crtplVnX5vlU3ta1Lj1tpSGhqZAQzY2PQPj5yk53yrOq3Cq+yEjRNg8/nw8JCVJpblyS7oazNNSpJhsZt26YVuH1N0zgsBcdCvbzkJkO1Pf6/FKerG7Ztg6mREZYYG2Nkxw65PY518ZMnT5g+ufo49rqc74fE+1PS0kJRT2fplhaHDh1CplTp6sjISERFR2FT0CZsjtqM5Fb5yVvuMBch5SEwNhWVOzddYwqvHV6I3x3PTFP+bjkC8wOxNWsrAvMDkdctSuFmcjJRV1eHzz//HHfv3sXWrVu1ArdGZqZwiI3E9tYmNE/cx0YBn7FzYw3W7UyFfVwUEspLkbl3DxqvX4GZGMJu31WL937/f3DxX/4RRR1HkLV3D/YdfAuffPIJAODKlSuz1hcYGMjcj/7nf/4n085j2bJl+K//+i+F9663b99mlnH37t25vlUmIiIiIiIi+pmJgFuixSwCbomIFpAIuF34lkmxZGTITbFI+sRRFAVuRQWamprU7henK7i1FadKg4ODDb6vNLWiBLN0mbf9+/drnbg9FR3NJJfUTa9oA8Jnplc6OztBl1aCy87BaFkPakLzUe2VgYZN2Xgee14huB1hH4KJkTGMKVGqZ7mZOapTi8Hn82UGAwwMDDDv0djYGK6urvD29lZ5Hsl7YOsrHnRAUrfEiqwNtFUGb/c1X4OZ6RJQFIWaim6m/60E3kaEZM16AK3KikqDP3r0CHw+n5mOz+fj2LFjSr19+3R5ysbGxlmvd3d3qywvPjU1hcjISGY5ylKBEnCbui6Amd7MyASda3Nmgdt7zs3T1z5lBK+l9ggy36gRuJXsDzMzM8TGxuLNN9/EhQsXMDw8jK6uLpnklrW1tdLfLjdu3GCm1SZ1q22Z1ZlJPXXLrOryfatualuXBKK0z8TEIM3FBfk+PioTiPL2q7zv1oGBAYyNjeH69eugaVrnRLmhLD24S5P90t/fj2ip6/JUVJRGx+S7igpmXk8PD7mDBPRx/M/ExKCZxUJbQIBaCVRNPDo6qtdjr0vC/GsOB0vFgzB6o6P10tPZZqONXHCb1Z4F90h3ZjpbF1s4Bzqj7EKZzHQFpwoQWx+L/J58RFZHIjw/HFyai0uXLsm87w8++ACFhYUyg4zU8ZK1tti4PQHlg2fR/s2XEHx+F+Hdxxh4a5ebAeuoMPjWVuOtr57DIzwUFEXBIywEl//9n9B84xoy9+5B/f59OHz4MCYnJ3Hjxg388Y9/ZFoLSFxTUwMA+OMf/4j8/Hzm7xwOR+m961tvvSUC6ubmSgEvEREREREREZE8EXBLtJhFwC0R0QISAbcL2/L6xl1ISMBjcd+47yor8TWHg2w3N+Y41wUFgV9QgJqaGpVpJaFQd3Ar6UOlS+Lpp7aqVJDn5s3MPtm9ezeqy8q06nF7KjqaSS6pm17RFITLg6EjIyOicsmReejJbMPR7Q1MueSPw9qVpm7rnDJgLi596mXrCrqkclY6+ObNm2hsbMTg4CC++OILtc8jeQ9sW1paQFEUVqxYgc8//9zg5wbx/LI0tN2RwNMI2iqDt37eouvU1yuSAbcSeJu/s0Vv4PbkyZPw9PAERVFYu8YGtZxqlfb3nk6+VuQVz3qdV02jp6dH6X6rra1llhEYGKi0HKkE3KaL+1xTFAVrkxV4e13uLHD7d25H0bk2B/ed9+BfPc/gv70GccF+uvylOuC2qakJ5eXlePDggcJtki4Hmp6ervS9enp6Kj0Gyqwt5JqZ1HtNyy+zqiypl5mZKfNaX1+fwu1Uldp+8eIFHB0dQVEUOjo6tILRMy0NoysrK2FmZgZTU1O9Abz5bmXwWbpPu7LzeKafP3+OpKQkZt5qb2+VCW+Jf+ByMZSUBFNxuWRXV1e51VW0HYyg7Pir6vlqSOva03mn+PdzzIYNCquiaAJuLW0tUflepQyMrXyvEsGFwXBwcwBFifrHhkaHwjvJG1ntWQpBLyubhaLKIrS1teHly5dy3/+zZ8/Q2dmJkJAQGEmV0pZnU3EfW7M1q+EQHIjsYwfR/s2XOP7tV6h/cBtBx9+SSeE6lBdifYjoe8HM3By7rl6SgbZfffUVvv/+e1AUhU2bNiE4OFhmfQKBAMePH4erqyvzNwcHB/zTP/2T0nvXsLAw5jOSiIiIiIiIiEhTEXBLtJhFwC0R0QISAbcL17du3QKPx0NdVhaaWSz0RkcrfADXGjCdlDrIZqOZxUJdVhZqampUJm91AbevXr2CsbGo7FtSUpLB95m6+1VVglnSm5aiKGRnZCAkJASVLJZaD/ZngltN0yuagnB5MPT58+fg8/ngppVgd2QprhZ3oVpcLvnU1nrF4Db2PHZv2Mls/86tCaBpGteuXVO5HdqeR/fv32fKph44cMDg5wfx/LE0tM1Ka0BxTjsaqj8Er3gMDZV31YK2iuBtdHgBKIqCsbEJTnd8MQvelhcfRVZaA6oqeTr1djx37hyWLBGle1P8o9CcVq7Svk7TA0cEKRyZ1wSZFaC5NC5fvqxwnceOHWMe4Ds4OODu3btKt1ECbkOsp9drb7ZKLriVZ03BrTp+8eIFbMSVJCwsLFSCZ0k6a2JiQqPjo22Z1ZlJvdc0LbfMqr56mEuXp79y5cqs13fv3g2KEvU4n5qakin/fJDNxtsRESj28MA2W1s4WFjA3MQE5iYmWL9iBRKdnHAmJgb/UF0tAwlnln/Ozs4GRYlKwxr6s2EurU65Z8lgAYqimMFL6rqhoYGZN9nZGb3R0fhGBVz9pqwMvdHRaGaxsEJcutbPz0/hOjQt/y0PEqtb/tvQ1rWn823xYAoTIyPcE//e1qanb1dXFyqqKxCUE4TkFtlyyUl7ksDKYDHfBXv27BH1Oy5KRHBhsELQm1iUCJqm8cknn6i1DePj46ipqYG9vb3cz5je3l7m3yYrrbDOewvSD+xl4O3xb74Efecm/I+8ifXFuVgVEgirIH8YiX/n+6dul4G2ABhwq45DQ0Pxu9/9Tul96/fff898f3300Udzf6NMRERERERE9LMTAbdEi1kE3BIRLSARcLsw/ezZMzQ1NTEPo95PTlb64K0rIoI5zveysjCUlMQ8fGpqalLa81YXcPv48WNm3rKyMoPvN1VWN8Fc6eXFvK/KbdsQ7eeHYA8PlG/ZojK9Ig/cqpte0ScIb29vB10sKZd8CnRIHqq9MsB1SQXfNUOuq5x3wHGpCFpbmC0DN6UEfD5fYW9MfZ1HAeKBBwux3Dbx3HgmtN2z6yL63hZCUDOKXZUfaZS4VQRv7e1ESau4qKJZ5ZKz0hrAKeGDx+PplDCUlAW2XrkKTallPbyl9gAAIABJREFUeNX1Ib47d1epy2OmU5l/e/Imvjt3F6+6PkRzWjnqSqrR0NCAFy9eyF1fb28vk6pas2aNWiXzJeDWcdl0yX3XpbYGBbdCoRDx8fHMcpWlGqX7IR49elSjdegCfaSTehKYOxP66AvcShKeXl5es16bmJhgyqV2dHRAKBTBR8lvCLadnVrr37J6NV4UFDDJzpm/IW7fvs2cW0NDQwb/jJgLqzOwq5nFwjap41pfX692awqhUPa7MiY4mPktMhgfj0fi3yK/rajA1xwOHuXkYDA+Hi0BARCEhIBfUMC0U1A2uEv6+DezWBhKStI42avub0hDWx89nSUtLdJcXLTu6fv555+jrq4OmZxMsLJZKD5XDPoDGsXnisHKZmHLti2gKAobN27Eq1evVILeoJwgVFRXoKurS+N98urVK7zzzjtoa2vDzp3Tg/GuXr2KtLQ0mFhZwirIH+bOjrD388HOo2+JwK3YdR8NY2tBDlbHR2FddhrMbUQlkO2dnGSgLQD89a9/xZMnT/DWW28hOTmZ6V1NURRWrVoFPz8/VFVV4bPPPsOPP/6o8r61o6NDtC57e/z5z3+euxtkIiIiIiIiop+tCLglWswi4JaIaAGJgNuFaU3TErcyMpjj/E5cnEZpCV2A29DQEDPv4cOHDb7flFmTBLM0CG8JCADX3R2xHh4I2bABB4KDlR4PeeBW3eOhTxB+7do1UbnkiDz07nwDh5PrUR2QjWrfTIVO3xiBpSaiRIiz3QbQZVU4duyYWuvT5TyqEPftMzMzw5MnTwx+rhAb1vKg7ZWB73B18Hfo7XilN3gbG1EGIyNjmJiY4kzXU7nQVp20uSJLlzFPTk6GILMC7/KP4PWFXyp1a2YVcy297LyO1xd+iQs1h5m07cWLF+Wub2BggIE6VlZWapXKFwqnwe0yYzNmvV7L7A0ObqV79Krq6Svprbh9+3aN1qFLmVXppN7LwkKFZVZ19cTEBCwtLUFRFI4fPz7rdUmC087OTiaZfOvWLdTU1CDQwwO2y5Yhwt4eR0JD8X5yMu7s3InR1FR0R0YiUFyCmaIoOFpY4O2ICIVVOyRlfucqdStd8lkbYKXK77//PnN9zDyn1B3Y9TgnB5lSpV9L0tLUbk0hFMp+VyYlJYkgcWamQkgsCAtDfWam6DehQKD24C7J8Zf+zaNJslfdqi2Gtj56+kpaWpgaGaE6IEDrnr6XLl0Cl+YiPC8ckdxIcK9yEVkdiZCsEJiLk9KSlhaqQG8mJxN1dXU6t5B48803mfMtIyMDzQf2wztb1Md2JTsAKza7YWNwIOpvXBOVTL5xDXH1NQiiK7EuJx32ZQVYEyYqgWxkZISOjg6l953/8i//gs7OTkxNTWl8z/rXv/4Vm8WtSjo7O7W78SUiIiIiIiJa9CLglmgxi4BbIqIFJAJuF5616U/2fVUVzMVlG/l+fmonPIVC3YBba2srM++NGzcMvu8UWdME80wQfjkhASUODoh0d0e0gwPeTUhQOP9McKtJekWfIPzp06eoqakBN6UEdEguygN3InZTMCJdAhQ6YMN00jg2NhaHDh3C/fv31VqfLudRd3c3M+/58+cNfr4QG85jY2MKoa3E+oS323yT4OnORm11L+q4vWAHpCA8LA6xsbGoq6vDsWPHtHZDQwMSExPB5/PR0NCAupJq7EmvwNc9t5SC266SJuZ6uPfWu/i65xb2pFcoTdsODQ1h+fLloCgKy5cv1ygRKRAIELh5uq8uRVEIsXAzKLidnJxkoPeaNWtUTh8VFQWKorB27VqNzjddy6xKknqlnp5yE7f6cH19vSgF7eo6q2T0y5cvmd635eXls+a9fv06aJqWgZHykp3ZmzYxxzDa2Rn8ggLU1NRgZGREZnmnTp0CRVEwNjaeE6A3s+TzzHOir68PRUVF8PPzw8qVK2FiYgILCwt4eHiAw+GotU2hoaGgKAoFBQXM3zQZ2DVzcFepp6dGkFP6u3L//v0qyzLTNI2Ghgb09/fj7t27Gg3ukgej1U32yjv+89H66unbGR6O0PXrkR0ZqXVP35cvX6KtrQ1FFUVgZbMQUxsDVjYLKVkpCAsLQ3Nzs8z0ikBveF44uDQXly5d0nn/nD9/njlnLNatBaswD9kdRxBwZB/WF2ZjTWIMVoezEcmrQklfD+LqaxBWz4MXrwKubwqw9YNBbBHUYoXDeiYJOz4+Pif3rNeuXQNFUbCxscF//Md/zMk6iIiIiIiIiH7+IuCWaDGLgFsiogUkAm4XnrVND4SKS/eF2NkxfxuMj1fZU1UX4JaSksIkfQy935RZ0wTzTBD+A5eLzuBg5G7YgODNm5G7aZPC9Io0uG0PC9MovaJvEH706FHQZVXgZnHUclzQdMJNUapPkXU5j8bHx5l5d+3aZfDzhdhw7ujoQFUlD1lpDSgvPjoL2uoT3uakdiA5uhkZO3YjLbkG7MBU+PsGIooVgqL0HNRyqnU2r5pGT08PLl68CJpLq5W6vbX37PTAEd5BlWnb69evM72xly5dqnGJT4FAAI8N0wlCiqKQvmqbQcFtW1sbs8z8/HyV09fU1EzD7nv31F6PrmVWJUm9JcbGGNmxQ+syq4osndqWJPWk3dfXx7xvRZBNpvyvgmRnja8vsxyXjRvR1NQk97tqcnKSKctcXV2t12tfXslniR88eMC8psxmZmbYs2eP0vVcunSJmXZ8fFzjgV0zB3fV+flpVFZY3nfl5OQkxsbGMDAwgM7OTrS3t6OzsxMDAwMYGxtjIKI2g7vUOf4zk72Kjv989Xzq6fvJJ5+ApmkkFCWAlc1S2qdWEegtqixCW1sbXr58qfO+GR0dhZmZGVMe2WZ7HDbtqUfEuW74nO6AcwMtStamJCKaz0VYPQ/b6mkEnWzH1uvvYtvIRWQ+u4+t9TQoIyMYGRkhLCwM9+7d0+v96o8//ghvb29mAB8RERERERERkbYi4JZoMYuAWyKiBSQCbheetX2QfCgkBBRFwdzEBL8uL8drmsajnJxZD5K7urpw6NAhxpmZ0/0UMzMzZV7r6+tTuJ1TU1NM0qeoqMjg+02RtU1jzATh35SVod7LC/EeHmD7+WE3my03vXIsLIzZn9udnTVKr+gbhN+/fx+HDh1CW1ubWo6NjWW2XdMygbqA22fPnjHzZmVlGfycITac1Unc6gpvpRO3aUmNCA3OQEJMKZKTdiKAxQIvMQ/NaeU6WwJbL1++jBcvXqiduv2+/z7MzUQlyytidipN246NjTFlgk1NTeXCPVUWCATYuG6DDACrWRtrMHB769Ytpk/i8uXL8dlnn6mc54033mC24fLlyxqdb9oMlJL2mZgYNLNYaAsIUDlQSlOPjo6Cpmm0tLTIfT09PR0URcHJyUnpcp4/f6402VlZWsrsPx8fH6XwUbJOR0dHvV77iko+C4VCfPrpp8z2bd68GTRN48yZMxgeHsbAwAA4HA5TJpyiKOzbt0/punzFoLqgoEAr6Cc9uKvG11cj6GeIKieqjv/MZO987mmr6P3Np56+kv61IbkhKvvUagJ6tXFPTw9yCwvgsj0B1lFhcN7Ng9v+Znh0H4H3QA/8rl2A65sCrMtJh0NWKhyLcuD2ZhMDbbeNXETa07vY9f9/C+ekOFhv8YDHtq0oLCyU6XWrq16/fo1Dhw7h+PHj+J//+R+9LZeIiIiIiIho8YmAW6LFLAJuiYgWkAi4XXjWtnTj1xwOloofJPaKe6vKK924Xgwk1TGLxVK4nYODg8x0V65cMfh+U2RtH8zLA+GD8fHgs1gICQlBfk4O6jMzkbp5M5KdnRn7iCEKRVHY4uSE6MhIJCUloaGhYd6AcEXpnuTkZGbbHzx4oNEydXkYLRQKmYfuUVFRBj9niA1rZT1udYW38qBtXFQhOCV8VFdXo6ioCHUl1WhOK8errg/x3bm7GvtV14doTiufBVs1Sd2Gbt4KiqLgvt5ZYdp2fHyc+cwwMTFh4MCHH36I1tZWCAQCtRwVFYXVy6fTjJbG5miyTsSxVRn4N6dTIjufxn+6n59zcPv06VOmx6EmnyWdnZ3MPN3d3Wqfa/oqs6puawJ9297eHhRFISUlRe33K++zn8PhMPuPw+EoXYZ0z8ybN2/q5X2oKvl8584dsNlsvPfeewqXMTQ0xHyPWFhYYGJiQuG0LS0tzMCAmpoarY6/9OAuTY6/IaucqJvsXYieTz19Jf1rK6or1OpTqwno1dQ3b94Ej8dDakkx3NO2w7WqFJtPHIb3QA8DZ7defxebDrXBnlMAl5Zd8DjVDp8Lp2Ve9zm2D941lWAV5cEjPBQltXwcPnwYv/nNbwx9q0tEREREREREJCMCbokWswi4JSJaQCLgduG5vb0dtXl5aGax8F1lpUYPj3e6uYGiKMRs2IDXNI3fVlSgmcVCbV4e2tvbIRRqDm7HxsbQ3d09K0GUlZUFiqLg5eVl8H2mzNommOWBcEmCubpMBCEaGhqYZNhCAOGqUjeeUsDk7NmzGqVOdAW3tra2oCgKwcHBBj9niA3vuYC3yqAtj8fDtWvXNIKriqyotLEmqdtDeXWiFK2xCbj5nFlp24cPH8LJyYm55srKyjAyMoKRkRFUVFQgf8dOFMaky7g8MRf1GWWzHO4dCCuz5cyyApY6ockqHket0vGv9idFdjiJf3M+PafgdnJyEuHh4cyycnNz1T5fzp07x8x39OhRjc61+VRmVZ4Vgfjq6mrmPcfExKgN6gUCAVpbW3H58mUMDw+juLgYpqamoChR+WBV4Gp4eJhZ74EDB/TyHtUp+ayOS6WSwydOnFA43f3792Ei/n6PjIzUKnE9c3CXotYUi63KiSE9n3r63rp1C+3t7WqBYE1Br6YeHh5GUlISfKIjsTErDX5vNCH6ziiTqJXAWe+BHnh0H4H70TflJnJXx0fBJiIEW9JTsL2xHvsOvoVPPvkEAPCrX/0KNE2jv7/foPe9REREREREREQE3BItZhFwS0S0gETA7cKztonb1zSN2+IHgiZGRnhZWCg3cauuJycncfr0adA0Dbq8CjRNo7e3F5OTk5iYmIClpSUoisLx48cNvs/man/OBOEz9+fk5CQDHHUFt3MNwmX63GVkyO1z5y/1Xio4HI363OkKbiU9OsPCwgx+zhDPD+sT3qoDbYVCzeCqPH/dc0tpaWN1wfDXp27BVAyWoqOjZ6VtBwYG1P7ckXjrWjccjKyY5USXIFiaLGOmK1nBRrNFAo5ZpuPf7U7i39Z141/tT+LfnE7NGbidmprCjh07mOUkJibOKperzD09Pcy8M/ujqvJ8K7M6062trSgsrEBqaomM/f0jmPccGpo463V53jCjl7G0zc3NlcJOiScnJxnQm5OTo5f3qG7JZ1Xu7e1l3s/u3buVThsQEACKouCwfr1WPY5nDu6S15pCKFx8VU4M7YXa01cT0CvPn332GXp6ehSm4M+ePYvAwEC4BQVibUgg/PbsQsDoZQbasq8OwqP7CNz2N2OjgA+3/c3YfOIw0wN3dXwUVrIDsCosCFZB/jBdaQVPT08MDQ2hoaGBGQhBURRevHhh6NtfIiIiIiIiokUsAm6JFrMIuCUiWkAi4HbhWduEqMQpGzeCoiiUenoqfJCoyvfv38fevXtBV3PB3VEMLjsH3JRi0NVc7N27F5WVlaAoCq6urho9XDeEdUkwzwTh8hLM+vBcg3B5KZQLCQl4LE6hfFdZia85HFR6eTGfF1X+/kwK5fr16yrXoQu4ffXqFYyNjUFRFJKSkgx+zhDPH+sD3qoLbSXWJXWrKG0rsbpg+OueW/B0cGFg1kwArA24zdsSi9eNH8/ywcgKWJhOg9s3bHbggHUqTqzKxl+czuPf7U7OObjNzc1llhEWFqZxyVbpz5+zZ89qfJ7NpzKrMy0QCJCaWgIWKxtsdgljJycW8579/NJlXlNkGxv54DYpKQnj4+Nqb5Okr3JISIhe3qOmJZ8V+cSJE8x7UpXwrqioAEVRMDY2RsPWrRoP7Jo5uEvRQDl9gduFUuVkPvjn3tN3pm/fvo3a2lpU8mjweDwMDw/Lna6lpQX29vawdXOBlYc7HKqKZZK2EmgrsT0nH2sSY7CKHYCgsmK4piZjZTALJlaWSs/jiooKQ9/+EhERERERES1iEXBLtJhFwC0R0QISAbcLz9r2ZJV4Ii8PpkZGWGJsjK7wcLml+xR5amoK77//Pvh8PmhOFbjR+eCHFeBU5l7wwwrAjc5HRSEH5ubmopRJb6/B95cq65K4nQnCdUkwK3N9ff2cgfBbt26Bx+PJAAlFffy6IqYTXC0BARoBCV3A7ePHj5l5y8rKDH7OEM8v6wJv2/hPNYK2QqH2qVtVaVuJ1QHDF2oOoyAylQFLt2/fVnt/CQQC1GeU4WBkhVxQO9N7Q0tgTBkx12Dj6gQcsE7FwZUpOLEqG8cs03HUKh3HVmXg7XW5s5xnFTgNh60CsW9VCqoswlBsHQraLRl72IVKwW1ZWZkMuHr69KnG50hTUxOzjI8++kir88xQZVZV9SSOiorCli2hcHKKA5v9BuP160Ok9ttumdfCwvYhN/ccaPoDGRcXn4WvbyqiolKRn5+PN954A56enqAoCtu2bVO7Z62Li2hQgbu7u87X96effjr9vdPSotOyCgsLmWWdOXNG6bTd3d3MtDmbNmk8sGvm4K7Pc3PnZGCXUDj3g7t+rv459/SVWAJtS3k04ut4yK+RD2+Hh4fB4/EQnJyIDXHRsNjkguUem+D2VosMtA3pOoyCkSG4NNXCOioMFj5bsNRhPVhZGYiv4yGnjIOgoCDY2NjMSuwvWyYaALRs2TL8/ve/N/QtMBEREREREdEiFQG3RItZBNwSES0gEXC78Dw5OYmGhgbUZ2SgJSBAIWRT5jMxMajz80ORhwfqMzPR0NCg8gHV06dPcfz4cdA0DW42B9zQXLTFVuEu7wJeCkZwl3cBbbFVyNmaBH9PP4SGhqKjo0Orh+w/pXVNMEuD8JEdO7RKMCvzkydPsGrVqjkB4c+ePZMpAfp+crLSEqC3MjKYz4t34uI0KgGqC7gdGhpi5j18+LDBzxni+Wdt4G19xSi2R+9DWGCl2tBWYm1St6rSthKrAsPSANhNnOjLzs5We19pCm7jNrJkHsCXrQzD/jWpOGAtcrNFApqs4tFknYh99umznLZqGzNv2qpt4K2KRsIKL4St9sQO73DUZ5SBX1SJ1tbWWdvK5/OZeb28vDAxMaHV+ZGTkwOKorBkyRKdYIwhyqwqKoUs8ZYtLDg4+MPGJgLu7g2Mray8mX23aVO9zGve3gKEhe2bBW5p+gOw2aLlSkD6y5cvkZ2dDYqiYGVlpfS6kNjPzw8URWHDhg1qv8/x8XF0d3fPSvZ2dnYy70PZdaPKd+/exYoVK0BRFKytrfHs2TOV2yNZb4S9vVYDu6QHd+W5u8/JwC6hcG4Hd+nbL168gKOjIyiKQldXl8G3R5Hz8vJAURRSU1MNvi3aeia0TXljD+LkwFsJtE0uyMeWnWnwKMyFTWIMrIL8YZMcB1cBH6FvHwH/7i0c//YrHP/2KxSNXoFdbgZWsgNg7uyIjQEspGRnoba2Frdv38bk5CS6u7sRExODrKwsfPrppygoKJCpfEBEREREREREZAgRcEu0mEXALRHRAhIBtwvT/f394FVVQRASgt7oaLX77Un8A5eL3uhoCEJCwKuqQn9/v8qHPwKBAHQVF9zEInDZOTiVuRfPdn+Al4IRxs92f4BTmXtFpZMTi0BXcSEQCDRKg/3U1jXBLAHhzSwW2gICNEowq+PR0VHQNK1z0kgf59H3VVUwF/cp4/v5aXQe6QJuW1tbmXlv3Lhh8HOGeH5aE3h7+vhLZO54A0HbcuHjGYetvrFqQ1uhUPPUrbppW4mVgWFpANze3g4TExOYmZmp/R2uCbj9bd11LDddCoqiYMSA21CctitkErX7VqXgjdU78Oa6NHS4Fc5yjm3wdHLRNhi1a+PBttoEz3UbERUVBYFAgNbWVoyOjsps5549e6TA4yY8evRI63Njy5YtoCgKvr6+Op9nP3WZVUWlkKVLItvY+MPKKgIODg2MV6zYyuy/9etrmL/b2dXC3b0BbPYbaoFbyfm+bt06cdllP5Xb7OHhAYqisHHjRrXe49TUFAQCAbjcanC5XJw4cYIBuAKBgHkf2n6vTk1NITIyUqPk7rNnz5jpfW1stBrYJT24y8zYGLSPj14HdgmFczu4ay68e/duUBQFNzc3TE1NzXr9448/Rnt7O4qKiuDn54elS5dq9NtB+reGuk5LS5u1nPHxcZiZmcHIyAhXr141+H7T1DOhbd7b7Tj6q1eouHBOBt6ePHlSBtoGtTYi6soAfPfsglNRDjZmpMArNxPVo1cZaHv8269w/JsvkfzOaazbmYo14Wz4REUiMDBQ6Tk4MjIyfU35+uLHH3809G0wERERERER0SIUAbdEi1kE3BIRLSARcLsw/fz5c5mk5FBSktrw9gcuV+2k5KtXr0SJVB4PdHEluBF5qA8vwmjZKRlgO9MflvWgPrwI3Ig80MWV4PF4GBgYmJdJEH0kmF/Ton6GLQEBaieYDW1t33eouB9fiJ2dRu9bF3CbkpICiqJgZ2dn8P1GPL+tDry9MvAd9uy6iOR4LgJZMfDzDdQI2kqsSepW3bStxIrAsDwAfOTIEdA0jUuXLqm13ZqA21+W9iHKaSs2Wa7HahNRWtHeZCXqrWIYV68IR5VFGKqsIlC7Nn6WYy23MNd+rOUW8GxiUGIXgR3e4QrLIx88eBBGRqLyzE5OTrh3757W58Tz589hamoKiqJA07TezrWfqsyqBNyy2SUKQau7ezocHHaCxepjvH59KrPfvb0PM393cGjQGNwKhdM9VCmKwp07d5Rus6Rvq7qgfHx8HDRNo6RkB9hsNgoLRb9NpqammF6zFEXhwYMHWu3D2tpaZhmBgYFq/xZZsmSJKMlqba31wC7J4K40Fxfk+/jodWCXUDi3g7v07YmJCaxcuRIURaGjo2PW64ODg0oB61yB2/r6ernLkpzzYWFhBt93mvizzz6TC22Pf/sV2r/5Ugbe0jQtA22jhy8g89EvUP7tK4S/fQRbuGUI5lYgYXcd9n5+bxa8bZq4h6yTHWAV5yOjnKO0h65QOJ3GpygKL168MPRtMBEREREREdEiFAG3RItZBNwSES0gEXC7cH3r1i3U1NTI9Cb9RgV8+6asDL3R0Wr1Jn316pUICHBpcNNLwQ3JwVuJfDyqvawU2kr8qPYy3krkgxuSA25GKWgujSNHjsxLePtTJ5jng7VNGh8KEfVNNDcxwa/Ly/GapjEYHz8radzV1YVDhw4xzhT3+qMoCpmZmTKv9fX1KdzOqakpJulVVFRk8P1GPP+tDN5KoG1WWgM4JXzk5OQgJycHVZU8jaCtUKh+6lbTtK3E8sCwpgBYnjUtldweQyNugz82LRfBOGPKCMnWfkhd7Y/U1f6IWO6OMEt3hK32RLJzELbauMFnjQtjB4vpXocOFjbwWeMCb1sXbHHehNzc3Fnbd/LkSZiIk/0rVqxAX18fRkZGlPrJkycK3++5c+eY9X/wwQcGPz+1OV7agFtHx+mypJ6ebTqD28rKSmZ5ly9fVrrNkpLEiYmJar3Hs2fPorq6AmlpvmCxtiI2Ngg0TWN8fFwGGGsDw48dO8YMAnBwcMDdu3fVntfW1lZU8tnGZlEN7JorNzQ0MIOw5P0WHBgYYI61sbExXF1d4e09XfJbHXD7y1/+UuXnxcjICJycnJj1KLr/uXHjBrPuhZS67enpQaVUeWQJtJVYGt4mlJXOgraVv/kKVb/9G1T8/RTY+1rgv4uHbdkZCMjJBPfKu2j/5kuFy5MkeRX1wz58+DCzTysqKgx9G0xERERERES0CEXALdFiFgG3REQLSATcLmxfv34dNTU14BcUQBASgpaAAAzGx+NRTg6+5nDw24oKfM3h4FFODgbj49ESEABBSAj4BQWoqanByMiIwmU/ePBA1M82uQh0SB4Gcg/hReM1taCtxC8ar2Eg9xDokDxwtxeDpmmtEzNz6Z8qwTyfrG1v3685HCwVQ5Xe6Gi8pmk8ysmZ1dtXkrhSxywWS+F2Sidwrly5YvD9RrwwrAjeSkNbCagdGxtDZ2enVik4dVK32sLWmWB44sj7WgHgmdYU3P6ytA+7g3IRt5EFYzEA87ZxQaJLEBJdgrB5tSM2rtsAV1dXREVFyZQ2VWUvL69Z25eWlqZxYk5Z6dn09HRRatLV1eDnpbr+8MMP0draCoFAgKioKGzZwoKTE0tJqWQvWFn5wMFhJ2Mbm+nSwNbWQdiwIRdbtrypNbiVPi7Kfjvcu3ePma6mpkble52amkJTUxM4nJ1ISNiEwEB3+PltQFVVOc6ePYvCwkJmeZr2OO7t7WXS1mvWrNG417CVlRUoioKjg8OiGtg1F3758iUzCKu8vFzuNDdv3kRjYyMGBwfxxRdfQCjUrVqHIn/00UfMMoODg5VO6+npCYqSX055vvrmzZvg8UQQNa6Oh4oL5+TCVu6VdxHKq0TE/hbEDF9Awo33UfHrL1H1279B5W++QtLl89i2iwefnEy4BAUgrrBA4fKO/uoVUt7Yg/g6Hip5NHp6euRuW1lZGbPvly1bht///veGvhUmIiIiIiIiWmQi4JZoMYuAWyKiBSQCbhe+b926haamJvCqqlCfmQlBWBiaWaxZFoSFoT4zE7yqKjQ1Nal8gDk5OYn6+npwM0pRF16E57s1g7YSP999DXXhReBmlKK+vn7eJk3mOsGsL7948QKOjo6gKApdXV1aL6ezs5MB1V9zOMx7+nTnTlAUhVVLl+LvpP4u7Z1ubqAoCjEbNjAwVwKuOzs7IRTqD9xK0lbyAA8xsTLPhLflxUdnQVtd16Eqdatt2lZiaTDcklGhc9pWKBSCw+Eg0jcYiS70EEbBAAAgAElEQVRBOBhZoZF9bF1AURTcrO2ZvyW6BCHSNxgcDgdCoe7Xvj7B7bNnz5j05969ew1+Tqrr1tZWFBZWIDW1BFu2hMLBwR82Nv5wd0+fZRsbf1ha+mDZMl+sXp3E2No6ARRlDIqiYG7uDFvbZGzYkKsVuH3y5AlWr14NiqKwdOlSPH36VOG2nz59mjkuZ8+eVfle79y5A5qmUVAQjfBwBwQG2sHT0w45Oclobm4Gn89nlnf79m219+HAwAAziMDKygrXr1/X6Bi8evUKxsai/efh4bGoBnbNhfv6+tQC/zM9F+BWuvz24cOHlU4r6bFsbm6u8cABQ3p4eFglvD3+7VfYP/UEucMXkX71AmI/eBcp46Mo/9/CWdA2MScLNE3LXd7RX71C3tvtiK/joZRHo7a2Fp999tmsbXrw4MGsz+5z584Z+laYiIiIiIiIaJGJgFuixSwCbomIFpB+buBWX1BLkd9//33mIeCjR48M/n4lfv78Ofr7+9HQ0ACapsGrrAS/oAC1eXngFxSAV1kJmqbR0NCA/v5+tR8cnjhxAjSnClx2Dm5U9GoFbj8qPw0uOwc0pwonTpww+L5S5rlMMOvLu3fvFoETNzdMTU3JvDY5OYm+vj4UFRXBz88PK1euhImJCSwsLODh4QEOh8OA5fb2dtTm5aGZxcJ3lZUyD5tjNmwARVGo8vaW+zD6trjssYmREV4WFuK3FRVoZrFQm5eH9vZ2vb3XiYkJWFpagqIoHD9+3ODnB/HC80x4q09oK7Gy1K2upY2lwXBzWrnOaVuhUIiYmBhEufojwy4Ird45GrnEJRYURcGIMgLPfTtavXOQYReEKFd/xMTEGPx4z/TRo0dBURRWrlzJJPgWgiXlkVmsbDg5xcHGJgJWVhEyiVqJrawisGxZCJYuDYWlZaqMTUxEsNXYeBVWr04SzzMNbjmcASQkNCoFt8+ePUNiYiLzWzElJUXptnO5XLUAr8Tnz58Hl1uJ9HRfJCY6IShoJbZsWYfoaD/md4tk3eqWuh4aGsLy5ctBURSWL1+OoaEhjY/B48ePmfVmiQdmzfeBXfr22NgYOjo6tKpGMHNeSfLdyclJo/n0DW5fvXrFJH+XL1+utMy6UCjE7du3mfUfPXrU4MdEE6sLb998OcHA25jhCwg6sg/b6mkZaMvj8XDy5MlZy5MHbRUNsDhx4sQscOvr64sff/zR0LfDRERERERERItIBNwSLWYRcEtEtID0cwO3yqCWUCjExx9/jPb2dgZsSZd0VPeBUGhoKCiKQkFBgcHf70xPTk5ibGwMAwMD6OzsRHt7Ozo7OzEwMICxsTGN064fffSRqFxyVD6601u0Arfd6S3gRuWDpmncuHHD4PtIlecqwawPT0xMYOXKlaAoCh0dHTKvPXjwgHlNmc3MzLBnzx6FidvXNI1bGRmgKApLjI3xqqhI7kPplI0bQVEUSj095SZu9eH6+npQlKjE6XzsjUy8MCyBt9r0sVXHilK3uqZtJZaA4cZs3dO2QqEQUVFRSHYOQrlNBDrcCjW29wrRwI5gKzd0uBWi3CYCyc5BiIqKMvixlvarV6/g4iJKCO/atcvg26OJpfvastlvwN29AQ4ODTI9bKV71q5ezYOlJR92dl0ytrRMFX/2G8PaOm4WuC0s7BUPRluHrVvTkZAggLd3MiIidiA7Oxt1dXVwcHBgvj/Wrl2rskesn58fKIpCdHQ0cxy6urrQ0NAg1zU1NSgry0Jiojv4fG8EBlogMNAOW7asR1BQICIjp0s+b9++HQ0NDXj77bcVfidcv36dKXG8dOlSpWW0lXloaEgmlbkQBnbp05LPzZqyao0/N+XNa29vrxL8y5tP3+C2v7+fWV5qaqpa86xZs4Y5/wx9XDT1THjLvfLuLHArDW/D9rdgY1Ya3JLiZKDt8PCw3OVJyiOrgrZCoRBFRUVyf5e+ePHC0LfDRERERERERItIBNwSLWYRcEtEtID0cwK3yqCWUCjbK1Oe1X0gdOnSJQaAjY+PG/x9z6UnJydRW1sLbnopdkUUa9XjdldEMbjppairq2PA8djYGLq7u7VKcfwUnqsEs66WJI/s7OxmPbT+9NNPmXN58+bNoGkaZ86cwfDwMAYGBsDhcGQGKpSUlCjtcctau1Zp6nYiLw+mRkZYYmyMkR07ZvW41dVPnjzBqlWrQFEUent7DX5OEC9s69LHVh3LS93qmraVWAKGeVxa57StUDgNbmvXxuP/xg5p7C/ZnTA1MsESI1P8fegp1K6Nn5fgtqOjg/m8VCf5OZ+sL3C7du1boChRj9cVK3wUglt17Ofnp3KA0i9+8QsYifsgS6qePHz4EDRNo7y8AHFx/ggJ8Zjl0FBnJCc7o7HRE7GxVkhMtIefnzUCAhwRGLiJWeb69dZgs7ciODgYXC53FsAdGxtjIJupqalO3x2tra3Me5cMOpvPA7v0aQlArcspR3NIAepyytWGt/LmLS4uZvZlS0uLRuusqanRK7hNTU1llvfOO++oNU9UVBQzcMHQx0Ybnzx5EjRNI4MvAq3ywK0E3m4tLYBnUjxcAlkIT0qUgbYSS8NbdaDt8+fP8erVK3h4eMj9bKmsrDT07TARERERERHRIhIBt0SLWQTcEhEtIP2cwK0yqCUUivqdSd6rsbExXF1d4e3trdUDIV9f33mbutW3Ozs7QZdWgsvOwceVfRqB25uVZ0Rlkksr0dXVhcnJSZw+fRo0TYMurwJN0+jt7Z23fW/1nWDWxS9fvmTK+5WXl896/c6dO2Cz2XjvvfcULmNoaIiBt8uXL0d5eTkEYWG4kJAwC8weEyfLLczM8L/Ly+XC2zMxMWhmsdAWEABBWBhomtYbGBsdHQVN0wof8hITzyfPTN1OHHlfL2lbie/cuYOTJ0/izp07Om+rruD2/8YOYXALjTc2ZuIBa/+8Bbft7e2gaRoXLlww+LZoan2BWzu7LpibbxUPNlszC9xyuVeRnn4Q/v5Z2LDBD6tW2cPEZAmMjIywdOlSuLu7IyMjA319fXKrmMy0pEqCra0t8/04NTWFrq4ucDgcBAZuBptti+Bga4SGrkFUlA2iomwQF2eLqqqNqKtzRE2NAwoLnRAba42IiFUIDV0DS0sRfLawWAJf302IiNiG8vIC0DSNhw8fQigUYnx8nPmONDEx0bldRkpKCvObUvrv83Vgl74sA1DZBeiIrUEzWz14q2jeJHY081tb3iAWZeuMjo7WG7h98uQJU0J73bp1ap3TQqFQBh7fu3fP4MdIE6ubuJW4ZKAPW7LS4RMdiYCAAIXtLyTLrVQBbUdHR2FlZcX0GpfnZcuW4fe//72hb4mJiIiIiIiIFokIuCVazCLglohoAennAm5VQS2hUIibN2+isbERg4ODTK87bUuwtbS0iBMsK/D5558b/P3PpUdGRkTlkiPz0JPZphG47clsAzcyDzRNY3BwEHv37gVdzQV3RzG47BxwU4pBV3Oxd+9e3L9/3+DvdT67r6+POVd1KblYWlrKLGfHjh2oz8hAS0AAvp3Rr+9/lZbCRJxyOhkZqbSPX0tAAOozM9HQ0DBvITwx8VxbOnXbklGhl7TtXFgf4Fba8xXcLmTrE9yuXl0n/sw3wrp1STLgVrq3raIet+r61atXcHJykluaempqCu+99x4SExMREOCLoKC1CA62RF7eGtTVrcfu3Ruwe/cGNDc74e23fdHXx0JXlzdKS+0QGmoFR0dzUBQFIyMKERHuKC3NAE3T6OrqwtTUFB4+fMism6IolJWVYWRkRKmVDYKYmppiflMWFRXJnWY+DexSZXV71c4EqFcyDuCH3TdxJeOASnirbN5op23Msenp6dFonXEB4XoDt0eOHJFJef4/9t48Loo7z/8vPKLIfd/3fWM30E1z3/d9NDf0Ud3N3VyCiiKKYkCUGFA0Hmi8DWjijZp4g8rMZnNtZia7k9mJM/ub38x+k9nd2fx2fpvX94+2S1oaaASCR70ej9cjpurzqapPHXRVPev9fqvar6Wlhep36NChRT+eqlrVGrcT3fHlL5C3ewcYBblIKixQGnEr9/DwMHp6enDlypUpt6GsrGwSqF2yZMmkaX19fYv9SEyLFi1atGjRekNEg1tab7JocEuL1iuk1wXcvijUelFwOzIygqVLl4IgCLS2ti76+BfSDx48gEQigTC5EDUhRRirPakStB2rPYnqkEIIkgqQmZkpi7It5kMYlgsJh4udac2QcLgQhuWCLOZDIpHg6NGjKkdAvGlOSUkBQRCwtrae03J6e5+lxszIyICIz4eUzUZvWBi+EwoVoGygmRkIgkCwublSaPudUIjesDBI2WyI+Hzs2bNn0fcTbdqL5YlRt/XJpfMWbTtXnz59Gk1NTZBKpZBKpbC3t4e/vhPytVn42HXtC/m2Wyt+y9pNg9sF8nyCW1PT7Vi2zPRppgXbBQO3HR0dIAgCurq61Mdxz/vKlSsoKioCk8mAn581/Py0kJCgh/Z2F7zzzmrs3s3A7t0MvPPOaggE9oiPN0VSkj2Cgx2hpib73QoJCYREIsHg4CB1vzAxo4qqTk5OnnIsE0trHD16dNHPh7lY1Vq1UwHUJ7XnZoS3M/VNduRQ+7O4uJjqq8o64+wDqL5isXhO+4LFYk1Kf62KOzs7qX7d3d2LfkxV8YtA24nwtmx/HyIrZP2ng7czeWLE9HT28vLCTz/9tNiPxbRo0aJFixatN0A0uKX1JosGt7RovUJ6XcDti0KtFwW34+PjYDKZIAgCAQEBiz7+hXZHRwfIAlm65A/5fSqB2w/5fSjzT0dkUBgiIiIgzCyGMDAbayL4uCraj4fSU7gq2o81EXwIA7MhzCwBSZLYtm3bK1eP8Oewubk5CIJAYmLinJbT1dVFnfPV1dWoq6uDhMtFPYOBwdhYBXhb5SNLsfnWkiX4TVnZJGg7GBuLegYDEi4XdXV1r1xKSNq059vyqNvazJcn2rapqQmSfB4qU0tQmVoCVxNbcLScUKjBwohNwwv5mn0jbru10uB2gTzf4FZDIwwEoQaCWAJTU968g9vHjx/D3t4eBEGgubl52rajo6Noa2sDh8OBn58L/P11UVRkhJYWOwrebtrkgfh4U6SmuoDFsgObbQ9ra1kErK2tLa5evaqwzPkGtxkZGSAIAu7u7ot+LszFqtaqnQ6gyj0VvFWlb6FnDLXfJRnFEIlE6OzsVGmdpG8K1TcsLEylOrvKfOXKFSrS09PTc1Z9+/r6qG3YvHnzgh6z0dFRWFlZgSCIF073PTw8PCW0LT/9viw9sbY2ivb0IrGlAcKj702Cusrg7fDw8Ky3xcbGRuVrcnR0dLEfi2nRokWLFi1ab4BocEvrTRYNbmnReoX0uoDbF4VacwG38vRfy5cvx927dxd9HyykT5w4IUuXHJyD3vQWlcDtxthysOx8wPRlIC8wGUJWFnamNeN+zXGFdvdrjmNnWrMsdXJMPki+EFKpdMp6WS/qoaEhdHd3z1sN1p/Tly5dos7TudZ8zcvLo5b1zjvv4Pz58xCLxajIyEA9g4HesDB8+TRt8oHoaKrtycREhfTIvWFhqGcwUJGRAbFYjPPnzy/6fqJNe7Etj7oVCcmXItp2fFwGAStTS9DAysPGkDKwDFwQreEOgUYQ7lg0zdo3zOowYtOAj13X0uB2AY/ZfIJbLa0kaGh4QkvLBYaG2fMObq9cuQKSJFFRUYGHDx+q1KehoQHR0YFgs00hkTihvNwUmze7PU2T7I34eFPExjrCx8cKJSUZSEtLA0HI6tfO9/3BRN++fRtaWlogCAJbt25d9HPhRa1qrVpVwOtU8DYrKwtZWVkz9hX4JlH3ElV+mciNSgGTyURhVPqM69wZXUX1jWQGKQXPqqSCrq6uppYz08cFz7unp4fqu23btgU9bjU1NSAIAg4ODipnoHn06BG8vLwUIChPRCKqQoTElgZs/uyRApR1CgoEQRCw9PJAqkQ0ZUTu5s8eIbGlAVEVslq2z6e5VsUWFhaQp0fetGnTtOCWx+Mt9mMxLVq0aNGiResNEA1uab3JosEtLVqvkF4HcDsXqDUXcNvd3U317e/vX/T9sJC+d+8exGIxhImFINnZKOfkTWlJIBepHhFgWLqDZeeDeNtAlAdycaZkpwKwPVu6E28n1+NsqWz66ZIeVAblQxicA7KAB5FIhIGBATx69GhO2z42NoZdu3bJUjWX8kGSJHp7e1+q+nMzeWKavrlE8F29ehUaGhogCAJ6enq4f/8+xsfHcfLkSYjFYki4XEjZbDQymdgXFYUTCQnUeqWrV+NmVhb2RUWhkcmElM2GhMuFWCyeU81d2rRfN1++fBk7duyYtobmQntieuTQ0FAkeASBdIjDlYh2cI0DUaDFQoNmNP7FapvK/ta6E//HaTfuWDTR4HaBvRDgVl8/FhYW6QuWKnk2/vjjj0GSJPLyopCQYI/ycmdERuogJsYYxcU26Oz0Apdrhfh4a7i6miIvLxVr1qxBREQECIJAZmbmgm1bZWUlCIKAvb39nO8/Jno+Iimn85EjR0AQBLS1tbF//34FGLs3WorbSd3YGy1VgLeqRL0+qT2Hr8oO407yDnxVdpiCtxLvFES4B8DfzQfFnrHTwtemwALqXqKBlYdACw9E2fshzzoE/RE1U/Z7UnsOO2OeAdc4+4ApwfNMqaAdHBxAEASWLVuG1tbWWX3EN/FZ4d13312wc+/27dvQ0dGZNSBuamqaBEHLy8tR9BTe5rzdQcHbji9/gcTmegqm5ufnK43M3fzZI+S83YGoChGKRCTKy8unrWU70/VEEARMTU3x9ddfTwlu1dXV8f333y/2ozEtWrRo0aJF6zUXDW5pvcmiwS0tWq+QXgdwOxeoNRdwe/HixWcRBFVVi74fFtqbN28GWcKHMKN4SgvSixDGDMJqF2+E2jKRaBkIkXcmbpYfehZhW30MPalNELKyIPDLhJCVhZ60NbhffQw3yw9hQ4wEQnYWhKlFIIUk2tvbX/jl6cjICJqbm0EKhBAmFMiiehMLQAqEaG5uxsjIyM+6D2/evInu7m5s2bJlVo6Pj6fOtdraWoV53d3duHnz5ozrfvz4MUJCQqb8yOH8+fOoq6uDiM9HZVoapBwOanx9qfZehoaoZzAg5XBQmZYGEZ+Puro6OtKWNu2X0BPTIwd5+CHOxh9C80hc8m1BgV4gijRYaNCIwmeG61X2p0br8I8mrbhoWIkTRkIcNRfiY9e1EBmG0+B2nv26g9uDBw9CKBQgLW014uJswOHogcXSQWKiI9hsPbDZmoiPN0BsrCl8fS0RHc0ESZIYHBzE0qVLsXz58gW5Z7179y50dXVBEAR6e3vnddmziaQcHBxEdnY2bG1toaGhAXV1dVhYWCAoKAhSqRTXr19X2i8wUBZJ6eHhQcHY/ogafBi0HhfY6/Fh0Hr0R9SgnsVVOer1s6ID+Ci4FRfY6/FRcCs+KzqAfyx8Dxvd85BvFoRYE19kuIRiJL9nSvi6PVJC3UsUecYi3zYMhfqBaHPMwYdB6/FZ0QGVwC3pmzI1eJ4mFfSxY8eoZdja2s4IeZ93XV0d1f/s2bMLdl3Io4JNTU1Vvu+9fPkyNDQ0oKamRp27BEHgwoULSuGtPP2xgbExCIJAcHDwpLTKyqDti0a5P3z4UKG2cGRkJD777LMp4W1fX99iPxrTokWLFi1atF5z0eCW1pssGtzSovUK6VUCt2NjYxgaGsLAwAA6OzvR0dGBzs5OZGdnU2OYbRrcuYDb+/fvU30zMjIWff8stEdGRtDW1oY1a9ZM6aqqKnA4HMS5ByPdPgzrWXx8LDpIQdsron1oiuBDEJAFgVsqBLaJsv8GZKEpgo8ron0YrT2Bgew2kOwcCOMLQJLklC8pp/Ljx49x5MgRSCQSkMV8CMNyIeFwsTOtGRIOF8KwXJDFfEgkEhw9elTldHRz9Y4dO0AK+RDxubOyr7cbda4V56cpzCOFfJXS15WXl1PL8PPzU/pS8MGDB9izZw+qq6tBkiREPB6WLV0qe9lpbg4RjweSlKWA3bNnD13Tljbtl9QT0yPH2Pkj1dQfAv1QvG9BIkeDifyVfqhTj8Av9JtV8mP9NXho0IRRwyac0Rdiv0ERdhlxcchWiFKTUMQ6BCA8PHzRx/26+EXAraamEFpaEqVesSIQ6upe0Nb2hLZ2MAwNg2FtHfl0+YpmMDIXHNy2traitDQHsbHOYLNN4eurCybTCh4e5nB3N4Ofnxn8/LTg768JPz9zMBg2EAoFOHjwINrb20GSJA4ePDjv23XmzBmQJDnnkgTPW9VIygcPHiA9PR1qamrTppTdsWOH0v7yVLRLliwB6ZtCQduLzLW46tSEi8y12MOQIM2eA18TpxmjXuXQdmL/08wGnGY24AKjBZvNsyA2jUKjVxYaWHkYKdipFL6ez3n2gWWyFQsttml4174UVxwbcZG5lgLCM4HbndFVVKrmwqh0MJlM5EalTJsKenx8HPn5+dQyEgIjpoW8ypyVlQWCIPDWW28tWLaWhw8fwsREVse5tLRU5X7h4eEgCAKpqalgMBjUOMfHxyfB28SWBqpmLYfDAUEQ0NDQoCK05fBWnh55rtBW7pGRERgZGU17TlMfCXp54aefflrsx2NatGjRokWL1mssGtzSepNFg1tatF4hvQrgVhlMknC5KM/JgYTLhe+Euk5vv/32rGDSXMDt+Pg4VqxYAYIg6Eijpx4bG0NlZSWEqUWoCMrHg5oTeCg9hbHakzictxXiwFwImBkQOCZDbJ+CHu8KiO1TIHBMhoCZAXFgLgbzt+J+9XEUMJIQ7R+KwsLCWb0ou3fvHrZu3SqryZtZDGFgNtZE8HFVtB8PpadwVbQfayL4EAZmQ5hZApIksW3bNty7d2/a5c5HmsODBw+CJIWQFIWhvJCjst0dTajzVJwfSE2XFIWBJIU4dOgQtQ55VA+DwaCmbdmyhXoRbGFhgatXr854HOUfSWhra1NRQgMDAxgaGnql0kzTpv0mWg5uN4aUYWNIGZo8slBhHI1r9o0Q6oSCv4qDZo0YfG24USV/qr8WvzBowbhhCz7QF+GAQTHeNcrHYXsR8ow5SPIKQUlJyaKP+3XxbMCtpWUtjIzE0NcXTWl1dTa0tDxhaOgOQ8PVsLBYDTe3QCQlFSp1Xl4ZmpqaFmRst27dAkmSyM+PRmioDRgMW7i6msLf3xYZGUGIiAgDg8GAn58T/P114eOjC1dXU+Tnp6O1tXXRj82LWJVIytHRUQqmEQQBf39/bNiwAQcPHsSxY8ewa9cu8Hg8WFtbKwW38pTBBjp6IAgCASYuCtD2jvsG7LEuRYKhL7y0rBGg7YhcHf8po16fh7Z33Dfggq0Ug9ZC7LfmYdimCv/gsw1nverQYpuORq/sKeHtJW4XlqnJPgIL0HbEWe86fB92GJ/6dlJAeCp4OxHcbg0S4HZSN3awRcizDkGUvR8CLTzQEUZOqr8rh7JjY2PUfczKt1ag1j9nWsirzG5ubhRUXKhzZPfu3dQ4VS0/0dXVBYIgoKurixs3bkwCt+Pjk+FtrpiESCRCf38/lj79MK+1tRXHjh2j4O18Qlu533vvPWp9M3lsbGyxH49p0aJFixYtWq+xaHBL600WDW5p0XqF9LKDW4X0rampkHI4qGcwFOxlaEiNQVhWNqv0rXMFt/IvyAMCAhZ9Xy2Gh4aG0N3drRDp3NXVJYtyZWXhg7Je3K46ii0JNbLUyF5pENglock5D5eD38Zo5B5cDn4bTc55ENglQeCdBn5ABtI8IuBj7gJ/j9WIjo5WuSbthQsXIJVKQfKFEMbkQ8jKws60ZtyvOa5QX/d+zXHsTGuWpU6OyQfJF0IqlU77gmqmNIfnzp1DR0cH8vPz4e3tTUH9iefW6OgoqqurIeJlobyQg+vvi/H4Q+kkjw7XoEUSCV93c+hqq2PpkmfRN4e783D9fTHKCzkQ8bJQXV2N0dFRajvu3LlDRfZ0dXWht7cXy5YtA0EQMDAwmHVqY/kLTw6HM2nez1mzT5V00LRp05ZZGbgtN47CiE0DJFqhkGiGoFUzAd+adKjkXxm2ySCuySYqVfJhUx4u+baAdIhDZWrJgkZovmmeDbh1c+uApWUtLCyqJ9nEpBz6+kJoanJgaLga1tYMWFsz4ObGQGhoKKRSqVI3NTXhzJkzCzK2wcFBkKQQmZmBYDK94OVlj4gIVxQVpYIkSWzZsgV9fX2IiooCk+kFPz8TODoawtvbGiwWC+Xl5VNu92y8kGOcaFUjKYVCIQiCgJqaGlpaWqZd5vP3Q3JomxuVAlsdUxAEgWVqS/G2cxGuOjXhU99O3PPbjGyDAKxeaY2ola7IXcVEo14chqwrJ4HT56Htp76d+DfWHnxs3YQPjMU4asTDKSsJvgnoxQ/hh3HWe2p4O1KwEw2sPFhqyO7V3TQs8EP4Yfw1YhA/hA/OCG8ngttapxSc9qnDgD0f66zTUagfiHzbMNSzuBgp2KkU3paUlFD9fU2cqJTQyiCvsn394MED6h6KJMkFO09SUlJAEASsra1Van/r1i3qGUR+j6kM3I6PP4O3PJEM2h47dgzj4+NgMpkKzzByeMubZ2grd1VVlUrglsfjLfbjMS1atGjRokXrNRYNbmm9yaLBLS1ar5BeZnB78uRJiMViSLhcSNlsNDKZ2B8djY+zsvB5cTG+4fHweXExMh0cqDFU+PtDwuVCLBbj5MmTM65jruB2Oqj1OntsbAy7du0CSZIgS/kgSZKCq2fPnpVFu4bmYl0UidrQYgj8MyFwSYHANhE93hW4G/4uRiP3UL4b/i56vCtQah2LeNMAOOpZwUHLAhFmDOSHpc1Yk/bRo0cYGBiASCQCWcCDMDgHlUH5OFOyUwHYPu/TJT2oDMqHMDgHZAEPIpEIAwMDkyJiZkpzuG/fvmlfQk08tw4cOOgsX4cAACAASURBVEBF3e5qTcPnV5sUfOd0JTydTadc1vJlS5Cb5ENF2yqr61xRUQGCIGBmZkYBZG1tbZWuief365IlS0AQBGJjYyfNnw+YPZPlNfu4XO6in/e0ab8qng7cVmqHo1UvCV26mfi7db9K/nfTHfiz+Q78xXon7lg0YcSmAUfNhTS4XcDj9zy4NTUtVwpnJwJaExNZG3PzahgYkNDSKoWWZilWrPCDtrYHrKxW/yypkKfzrl27IBTykZaWAg6Hg9RUFni8QkgkEgwODlK/JVeuXEFRURGYTAasrEzh5KgPH3cXJEaFoTQ3Y87mFxcuWFTxRKsSSXn+/HkKDubk5Mxq+ROhbaCFB5JN/aBGyD72Yms44LRLDe75bQbfPALBWi6IXeGG0pUsbNJMwrCRBMfMSAzbVFHg9G5Kj1Jo+7VLJ35lvxW3jBtwwagS12wbcM2paVp4K4e2jV7ZiNTzlEW9LlmOJyF78deIQaXwttk1C1sCedgZU42dMdXI94im9l+krgd42kEQ6oagQjscIsNwtNimKaxzIpQtjEqHnp4e1b89VEClhFYV3vb19VH9jx8/vmDnibm5OQiCQGJiokrt5WViJmZXmQrcyq+nnp4eDA8PU9PKyspk95XLl+Pu3bsYHx/H8PAwenp6cOXKlXkf46NHjxAUFDQjuFVXV8f333+/2I/ItGjRokWLFq3XVDS4pfUmiwa3tGi9QnpZwe358+chEolQkZGBegYDvWFh+KqkBE9IcpKbnn4xThAENrJYqGcwUJGRAbFYPGN04VzA7UxQ63X1yMgImpubQQqEECYUyKJWEwsouHr58mVIJBIkBkYjwNoLgtXpEDgkocIhHadYbQrAlnJEPy4EbEWbbSHS9AMRtsoDXhp28Dd2R4p7OAShOVPWpH306JGs5p2QhDClCEJ2FjbESHCz/NC00Fbum+WHsCFGAiE7C8LUIpBCEu3t7QrwdqY0hwMDA9R5tGTJEtjb28PDw0PpuTUx6raiiIM7pyspaPvppQYwPCyoftFBTtjbkQ1BboDCSy01NQLxMUGTom3lvnXrFpYvX061X7VqFQYHB2d9rD/++GNqGc+nQZ1PmD2dDx48SL1YvHjx4qKf/7RpvwqeD3D7qel69OrloEs3E1u0UrBZOwVbdFNRqR0OkV4Y8rVZEJpHgmXggiAPv2kjOH/uKMdX3RPBLYezDh4eUjg5VU+yo2M1zM350NcvgL5eAfT1C2BiUgZDw2Lo6xXAQCcfhlr5WLVyNbQ0HWBqaoeYmJwFTYU8k0dGRrBp0yaIxWLw+WUQCgVYs2YNrl27Nqnt6Ogotm7dCldXV7g7O8DLwQqxAT4QpkbPyYVxoSjNzfhZ4LUqkZSlpaXU/cPly5dVXvbz0DbbgoNKg0jYLjcAQRCwXK4PvnkEso1ZCNZyQaK6Jyo1wnBWj8S4fjMu6VfgnHE5BW/PeEixz0GAIY86Ctr+KXBABm0dtuE3lh34o90OfGm7GdfN6qaFtzyfRPC8E9HolY0W23QccpdghZoMTg+4kRS4fR7eGr+lo1JUJkEQ8Fe3wzGXSgVgfKekD9/VDKM/ogaZloFY8rRMhPEqvUl1fFWBt/LjZ29vv2DnyKVLl6gxqVJf+dChQ1BTU8OyZcsU/p5OB26Vubu7m2rf398/pzEcPHgQ/v7+yM/Px0cffTRlu3v37mHNmjVU+ump3N/fv9iPyLRo0aJFixat11Q0uKX1JosGt7RovUJ6GcHt/fv3UVdXBwmXi3oGA0fi4vCdUKgU2j4hSWwPDqbGcC0jA4OxsahnMCDhclFXVzdtzdu5gNvpoNbr6MePH+PIkSOQSCSyVMhhuZBwuNiZ1gwJhwthWC7IYj7EYjGio6Ox2tMXocY+KLKKQatbMW6E9iiFtvfC38Vx77Xod6pCv20F3jYuRb5WCLL0OODaRKKQkYwkt1AI2FlKa9Jev35dFuEblw+SnYOB7DaM1p5QCdrKPVp7AgPZbSDZORDGF4AkSVy/fh3j46qlORweHkZtbS327duHO3fuzHhuTRV1u7kunurDTfalpr+/s0Ah4lYeQbtv3z6l23Py5EkqekdNTQ0DAwMvdMwHBwep9W7atElh3nzC7Jns9bSONR11S5u2ap4PcNurl4MNWgnYoJWAllWxaNaIRYtWHCSaISC1QlCkwYLAIBQxOp6Is/FHgkcQKlNLprUknwcej4empqZ5SXf7ugLhieA2O7sPHM46sFgtlH18amFvz4eFRSEsLAphZVIAG8MCmBnkQksrFbo66bAwyIOtUSE8rUjoaTBgrOMAGytrBAYGori4GKdPn17UMcoBbl9f34ylEKqrqxEdykGorzuOt9fh0s7WOVmYGv2zgVtVIiktLGQfbLm7u1PTHj9+jKtXr+L8+fNUNORETwVt95uWQqQZIvvtJdQQqOkEX3VrhKx0RIVGGN7V4+J/rPrwV7Nd+IVBCwVvDxqXYo9hIY6YC3DWVIJH7pvwQ/ggvvXZhV85deI3lh341no7fnTbhx/dBqaEtzudS9Bim45UOw6S7dhosU3HTucS/BB+GNnGbBAEgSh9TwVwK4e3d9w3wHiZtsrgNmClHf7JeRu22+ahxTYdDcwc7E1oxGdFB/Bh0HokGz37sDPYyltp/d3p4O39+/ehoaEBgiDQ3Ny8YOdIZ2cntZ3KsqhM9NjYGOzt7UEQspTCE+fNFtxevHiRal9VVTWnMURERFDLWrp0KeLi4qiUzBPd398PR0dHhIaGTntsvb298dNPPy32YzItWrRo0aJF6zUUDW5pvcmiwS0tWq+QXkZwu2fPHoj4fEjZbPSGhU0LbZ+QJM6nplJj2BsZie+EQvSGhUHKZkPE52PPnj1Trmsu4HY6qPW6+d69e9i6dasMkGYWQxiYjTURfFwV7cdD6SlcFe3Hmgg+hIHZKEzKhZubGwLMPJBkEIBNTiW4H9GnFNpeD+rGe2516HesRL9VOfrNxThsUYMzls3YYl2CMss4CFxTwA/IxOb4aqU1acfGxlBZWQlhahEqgvLxoGZ20FbuBzUnUBGUD2FqESorK6kXyaqkOZzp3GpqakJ3dze2bNmCLVu2YNOmTYiNjUVEqD+ig5zQWhWNzjVJMDbQBEEQUF+5HO118ehck4TONUnY0pCAZU+Bra72Smq569atm7TeoaEhGBgYKLwAm21dW7mbmpqoZXzwwQfU9IWA2dO5sbERBEFAQ0MDt27dWvTrgTbtl93zAW67dDOxQSsBbZoJ2K6Rhk7NNGzXSkOrZgLWasWjQTMaLfoJ4GsHQ2geCdIhjlqfMjew8lCZWoLw8HBI8nkzQt7ZWJLPW7QI0oU6fnJwS5LHKQsE7yM2dhtcXCSwMCuEmUkeXCx4YDvVItqtGV7mQriZlMHaIB92xkXIYm1FXfIhBDpnYbVdIELd/VBRKJj0AdTLbqlUitLcDAhTo+cMbX9OcKtKJOX169epNikpKRgdHYVIJFL4HV+yZAm8vb3R1dWFoaEhVFdXg8vlKoW2v7bYgoPGZc/g5lu2SFP3RuRKV9TrRGODTiI+MipXgLdndYXYq5uP/XqFOKMnxCcWjfjapRP/xtqrJOK2Rym8verYiAPOoikjbs961+Emo1UG9tSW4IvAHVOmS/4ouBUP0nvxUXArznhIccCkFB+YleO6WR2+tN2M/3YbwB/tevBriy3Yb1qKSoMoVDkno4GVh49SO6hUz1ccG/GufemkdMqqwtvNmzeDIAjo6OhQ9zELdX7Lj9fQ0NC0bSUSCQiCgIWFxaTrd7bg9v79+1T7jIyMOY1hInxWgOsBAejr66My5URGRqoM5sfGxhb7MZkWLVq0aNGi9RqKBre03mTR4JYWrVdILxu4HRsbQ3V1NSpTU9HIZE6ZHnmif8vnY+XSpSAIAhJvbzwhSXxZUoJGJhOVaWmorq6eMppjLuB2Kqj1uvnChQuQSqUg+UIIY/IhZGVhZ1oz7tccVwCf92uOY2daM/gBGWA6eMHD0AGxugz0O1ZiNKJ/UmrkYWY79jhXod++Ev0WEgxYVOCKUzvOW6/DsP06fOC6HhK7VAg801DOycP9muNT1qTdvn27LAqYlYUPynpfCNyeLd0FISsLZDEfXV1d1PhVSXM407nF5XJBCvkQ8bmUM1OjEMTyRDDTEinhDshPehaN6u5oiPJ8poLNjWVQV0vjLard6tWrFdZ58eJFCqguXbqUirqVSCQvdOwTExOpqNqJ0+cDZs/mehsZGcHSp9d4a2vrol8TtGm/7J5PcLtDKwN/M9qF/zLehb+Z9uJbkw58Y7YFnxqvx6/ttuIji2pc8m3BlYj2SUBkojeGlKEytQShoaGoTC1BAytvWtCrquVA+FWtsTs0NITu7m4FYKMM3BYVHQCbvRZ2tjw4mpbA04QPZ8Ni2BgWwNdShHTvNmS5t8HfXAKmuQiB9jVgO9UikbERwa45yGLnID84EfXJpajJ5kEkIKkPoBZ7H6hyPk8Et8c2VKBLkI7tZakv5CR/D4QwfRTSey9E1LYqkZQTywrk5ORQGSamsr29PZg+q+Fv7wk/E+dJ0PaPdj34yKqaah+43A7btFMxoFeAEk02GnRiFODtPxtvxgntMhzRLsYZHQGu6VfjK9M2/MphGwVv/421d1p4O2IqxRbjDBTqcyBwilVa41YOb1MMZVGwfPPwKaGtvM6uMmj7o9sAfnTfh/92HcAxEyGqtSJQZhSKfOtQHA5tmFSf9/sw5fV3Z4K3JElSkdBzjUZVVl92ouW1ZgmCQHt7+5T1ZYeHh7FixQoQBIHe3t5J82cLbsfHx6nlhYaGznpcY2Nj6Ovro9J7yzOxKLOzszM6OjrAYrGmPb/lEc4EQYDP5y/2YzItWrRo0aJF6zUUDW5pvcmiwS0tWq+QXjZwOzQ0BJIkIeVwsD86ekZoK3egmRkIggDb1JSati8qClIOByRJTvkF+1zA7VRQ63Xxo0ePMDAwAJFIBLKAB2FwDiqD8nGmZOe0APR0SQ/iXYPhrG+NMG0vNBpl4LxP+zN4G9GPfa612GpZgl2WJPrNxThiXYfbbttx22U7hi1bMOzUivfcpBDYJkLAzMD25Pppa9JWVVVBKBRCGJqL7pTGFwK33SmNEIbmgiRJBRCvSprDmc4tHo9HpUYuL+SgvJADcUEgMqLtkRZhifQwI4QyDKn2MWwTVOQ6Kpjtpf808obAKnUZkDUwMKDWd+PGDVhbW1PLKCkpgZOTE/XC7NSpU5M8XS29x48fUxA4Pz9fYd58wOzZXm/Mp7WsAwICFv3aoE375/Dp06dfOKVwaGgogjz8EGPnjxg7f4SbeIGj6YRKvUjka/i/FOB2Y0jZtO1VtXy5rxq4HRsbw65du0CSJMR8IUiSRG9vL8bGxihwy2BkgsUqhKdnGkxNg6GrzYSxlj/MNAPgoBcKSy02LLXYMNUKgJlmAFwNIhFskw4f0zjY6gXDVj8YNoYhsDHiIJGRio055bjdfgTrMkWQppVBUiqkPoBSlvL+ZfHz4LZLkI52bhTaskJfyLFe9mC5OcDPxxOluRkozc0Av7hw3qO2VYmknFhnVA7RPDw8MDAwgHv37uGTTz5BR0cH9PT0qHa2q4zhqWmFeB1vlOuFK0DbR3ataDFMoNrGrXTHVyYbcdOwFvv0CxXg7RH9UtwwqME1vSp8pC3GJ7q1+MpwA/7RuBVfmT2Dt38KHJgS3v63617sNS5CsSYbcQY+CLTwxN6EBur6fB7e9jqXYpnaUryltgxfsXe+GLR1G8B5qyqsN0xGlWE0ivQ56HIonFSf94fwQfyCtR2H3CV4x6VsVvA2JkCWytfQ0HBOkekXLlxAeXk5ykQCiEQipemDMzIynt27CXkoLy9X+kGFn58fCIJAZGSk0nW9CLg1MjKa9t7q3r171HJXrFiBc+fOUfMqKiqo9ck/quPxeNOCWXV19Wnn6+joUPB21apV+P777xf7UZkWLVq0aNGi9ZqJBre03mTR4JYWrVdILxu4HRgYgIjHQz2DgY+zslQGt21sWd2slUuX4lelpXhCkriZlYV6BgMiHo+q8bl9+3a0tbVRTktLo8aflpamMG/37t1Tbud0UOt18KNHj9De3g5SSEKYUgQhOwsbYiS4WX5IJQh6KK8DDAs3sDVcUKwTjn02Vbjk04H74e/imFcLWk246DAswNsGxXjfsg733box6tGDaw7tGLZei2HXDdjizIPAMRlCVhZOl/RMW5NWIBCgrKwMwpQiVAUXvFCN26rgAghTilBRUUFFaKuS5nAqT4SUra2tqK6uhoiXhfJCDq6/L8bjD6W4uD8f+zaF4r31XkgNNaHan+wMxC9Pxil4sM0Xy5aqPX2xJYu+VVNTo2rfTawpq6qTk5On3P6JUUBHjx5VmDcfMHu24FYekbJ8+XKl9f5o037d3NTU9MIphRM8ghBn449UU5mT9FcjdpUHyrSDELLSEa16Sdiok4gu3cwpnbzSC1krfVGlHobbulLc0pPitr4Ul/TK8ZF+OT7QI/GhcQWGzMppcDtLj4yMoLm5GaSQRHUuD/XJpajO5YEUkmhubkZlZSXy8soQH58HX99wWFh4wFTfCbZ6bnAx8EKYTRhSnBKQ4BALHyMGXPQ84azvCQ9jXwTZBCPXKxNJLgnwMfWDpwkD7uYMrLZbDX5kJn4/cBNfv3MRO8uaUZ9ciso8PkiSRHt7+0sLb58Ht9vLUtGWFYoNyf7YnM6etaNcLeBqbgBrE0OwPJzAcLGHn4+nQgTu805JSYGTkxPs7e2V2sHBAUwmE6GhoZStrKyo3zw2m60wLzQ0FFFRUSgoKFD4XXZwcJgECk+cOAEul4ulS2QlE5YSSxC6wgmkRjB263HxtekmCtq2GiWjVT8JywhZ2+SVXvi7dT/+ybRNAd7ytTgoUWdhm1YqbupW40v9Vjwx2IpfG2zEPxluxC+N1srgrVMnfufbi79GDE6Ct3+w3UEB1GKDIATruqLEMXoSGH0e3lZZxaHZJg2DTpI5Qdu1FqlYa5uOg3YkDpiUTqrPe99/M9bapmOtdSrW2qah26lIZXib4MCGn5sPUlJSqJq3s7Uc2nIlZfCry0R6RbFSeBsbG0sd/9WVKeBKyibB2w0bNlARqVN9dPci4FZbW1ZTmMPhKJ0/NDSkNHp2YGAAAoFAYXpLSwseP36M3NxchenLly+f1b2pp6cn9e/+/v7FflSmRYsWLVq0aL1mosEtrTdZNLilResV0ssGbjs7OyHhclHPYODz4mKVwe3nxcVY8TSVam9YGDWtnsGAhMtFZ2cnxsfHYfY0MlcVMxiMKbdzOqj1Ovj69euyerZx+SDZORjIbpsVDL1ffQwCViYC9FwRq+GLbYbF6DQtQbtZATaYcNGom4YNOtnYpluAI0bVOGYixZBlM4atWjBstw5Drq2osE+DwCMV5Rwu7lcfm7EmbUdHB8giHoSsLJzj7Z4VuB3mvSNLk1zEw/bt2xXOR/lxnirN4VR+HlIeOHCAirrd1ZqGz6824dNLDXj/7VgMbgkEy0OHan9/MBpfDSdS/uWJGBzd5Aknay3qxZ28rTw6eL7BrTwCxN3dXWH6fMHs2YLbiVFJ/f39i36N0Ka90JanO36RlMKkQxyE5pEoN45CuXEURHphKFjlD1IrBCErnbDeIAmtetM7Wt0NKSu9IVEPwVXdSlzVq8RV/Sqc0uPjuAEfB/SK8L6ZEMdsxLgQsA4j0R00uJ3Bjx8/xpEjRyCRSCDmCSFNL8OaNAGOVndiTZoA0vQyiHlC5ObmIiMjAyEhIXC0d4C7hT1Wmzsjzt4flQHpaIvkoTkwDy2sPDT756LQLQrRNqsRZctApD0DiS5sNIXmY2NUGbI8wxDpwECUqz9Kw1LxDm8tfj9wE78fuImhxl40ppahOocHkiRx/fr1Rd9HU10LysDt5nQ2ztRmz9oJnjbwszeHr70luKFMBLpYg+XmgBCmDxWB+7w97a3hYm4IVzN9pbYz1oONiSFYbg6UjXW1qd+tAFd7hXksNwf4ebkrQCqCINDd3a0w9hMnTkAkEqEiqxSOuhZUu8BldtiimYQvDNbjX0w78MC6hYK2G3QSob9Edp8QucKFiqKXw9tW7UT4vGWJ2BVuKFkZgH3a+fi7yW78aPwO/mCwFV/pt+KX+s14ZNyCLxy24E+BA1Q9Wjm8/dp+K94zKEaDbsxTgDo9GFWEt2l4174UVxwb5wxtL3g24apTEz4wK8eQgYiqz3vTc70M2lqkTmg/O3j7fM3b2Zyzz0Nb9qYiMOonw9tjx45RkbQEQWC1NB1+dZmT4K08o0pISAi2bt2q1HZ2dtRy5NN27tw55TY+evQIS55+DBAbGztlu4lAeKInRoHLXVRUhO7ubhgaPssis2rVKvT19VGZimZycHAw9W9vb2/89NNPi/24TIsWLVq0aNF6jUSDW1pvsmhwS4vWK6SXDdx2dHSgPCcH9QwGvuHxVAa3T0gS6Q4OIAgC4ZaWeEKS+E1ZGeoZDJTn5KCjowPj4/MHbqeCWq+Lx8bGUFlZCWFqESqC8vGgZnYRrA+lp7A1sRaRtv4I0/BApUEiGozSsdGyANtMirFBPxdt+lxs1SnAQcMKHDWtxVGzWpy2WYNh51YcdK2XpUlmZGBbolSlmrSnTp2SweaQHPSkrZnVtvakrYEwJAckSSrUbFUlzeFUfh5Sjo6OUlG3FUUc3Dldic+vNuH6YDEOb42Aj5MW1f4fTsUpgNuLvQHoa/JACHPy+fv+++9PuQ0Ta9HKrwFVfPv2bWhpaVEv/ybOm0+YPZu+Fy9epPrOtd4cbdqvgifWqZ0tzLwS0Y5Lvi342HUtPnZdixGbBgg0gkBqhSBf0x+7TPPwtkn2tE7S9EbmqtWo0gjDDf0aXDeowQ2jWhwz4OGwURl2G+ThoI0Ah1wlGInuwBclh2hwO43v3buHrVu3giRJVBTyUZdSim0FUnzWcw5P9n+Cz3rOYVuBFNLkEqRFJYDBYCA6KBxZqyPBYyTgQEojvqo5ih82XcUPm67i1+VH8GvhYfyzYBD/3XgJ/8jbh44QHtZzCrA2tBBrw4txqawL/77xEq7wdmBdRDHWRBejPrmUWue/DtzA2gwSlfl8VFZWUtkmXjbPN7iN87SBn50pfKxNUBLijThPG8R62SPJ3wPC1GilDnGxQpCdMULsDBBmb6TgQBsDeJvrwsVUD3GeNpStDZ79rke5WSnMC3U2B8vNQQHcqqmp4fbt29S4J0LbYs9YBFk+q3/LfssOZ7T5uKtXj0+M6rBGOxbrdBOo+rV6S1aBIGSpkiemQD9nIEbpKhYyVvqAtdwWReoB2KCRgAt6Evz/Jrvxg+EO/LP+Jnyuvw6PDNfgU5s2/BtrLwVu/xoxiD8G7ME+i1JU6UWCrxsMiWkU7vltxg/h09eTHSnYiXoWF/m2YSjUD0SbYw4+DFqPuyk9OOvfhEFbEfYbFc8K2l5zasI12wZcN6vDQ/O1+I3FFnxoWY0qgyg0mSRivWEydpsWTAtv75T0zSu8fR7aRrxbAcHvjiL+eLMCvN2xYwdEIhF8wp7VfU2/vAUR71ZMgrezeX6ZaDMzM6XbePnyZbi7u1PtSkpKph1TR0fHC61f7tbWVgDA559/jtLSUixbtmzKtra2tgq1nh8+fLjIT8u0aNGiRYsWrddJNLil9SaLBre0aL1CetnA7YtG3D4hSVx4mvZ4qZoaHublKY24nQ9PB7VeJ3d1dYEs5kPIysIHZb2zBrcnirqR6BqKgFVOSNNlY4N5ProseNhtLcZhx3p0WfDQY1SGPYYinDJpwHGLerxvVY8zDi14200IgUMShKwsnCjqVqkm7YMHDyCRSCBMLkRNSBHGak+qtJ1jtSdRHVIIYXIhJBIJTp06he7ubgwNDVHpeQmCmHUkkjJIOV3UrZv9s8icLz5ImBRtW5nnjNRIR9ja2Ci84JoOng4ODlLt6urqVN728vJy6oXf1q1b0dHRgc7OTgwMDKC0tHTeYPZs+t6/f5/qK484nhgdPV8+cuQICIKAtrY2bt68uejXIe031wsFbiu1w/Gj+74Z/bZJNlUL999Nd+DP5jvwF+uduGPRhBGbBhw1F6qUIpkGtzKQI5VKIRKQqMmWpUY+Wt2J3+29gSf7P6H82/4RiGNyEOjkgwRPDvJWx4DHSMSJ3I24UbwD32+6gr+2X8Nf26/hd9LT+JV4EL/hHcL3tefxY+Nl/Kn6A+yPr8N6TgHWBReiJawQ+zKb8JeNF7Epmo+m2GK0ZAip9d7d8j7qk0sh5gnR1dW16PtpumthIcCtn50ZztRmY3M6G21ZodhelopLO1uVujbeH5UhrmgIc8axsnAFF/g7IIvpiJIQb4X1cAM9qN+tfl7CpG1guTlQ9dvlvzvyMT8PbTNcQpFrG0K1DXvLCcMGYuzRzoNYPRhrNGKxViMO5w0k+NFyN5YQstIK3FVMCtp+abYRG3USUaMRjhr1MLRpJKJmVThaNGOxQTMBQzpC/MXgbfzJcDt+bdCGLwxb8Q+m6/GlYwcFb+VwtsEiCWVmYSgwC8Ye61KqpqwyeCsHo9/VDKMjjESghQei7P2QZx2CrgAhTjHqMWgtxAGDYhwxKMM1k1o8sGyZFtpe9mpWgLZf2m7Gf7sN4IZ5A2q0I1GrE4Um7Rh8YF6upH8aGmyS0WKbjgZmDvYmNCr926IM3s5033PlyhWl0JZ8chzC744pwFuSJJFeUQznvDDquEburYbgd0cnwVtjY+N5Bbe1tbUK7ezt7ZXW353oW7duISUlZVbrV1NTA5PJxFdffaXw/PnDDz/gz3/+85Q1cYuLi6l/8/n8xXlIpkWLFi1atGi9lqLBLa03WTS4pUXrFdLLBm5ftMat3Im2tiAIAkWurkpr3M6HKysrqZccL2s9uPnw2bNnZRGsobnoTmmcNbg9W7oTLka28NK04TuJrgAAIABJREFUQ7wOE722YpxZvREPIvrwILwPe11q0G9TjgGLClyxb8ewZQuGbddhyHk9ykxiUOqcAHFgLu5Wva9yTdqOjg6QBbJ0yR/y+1Tazg/5fRCysiDIL0VxsexFGlkqq/kXGBhIXR+zjURSBimni7r1dtan2k+MuJVH26ZF2iIrNRxFRUVQU1Oj2k4XcTs8PEy1k0gkM27zgwcPsGvXLqxcuRIEQSA+OhoSLhflOTmQcLkQ8Xjw8fF54b8ZcwG34+PjWLFiBdXfwcEBjx8/ntTm3Llz6OjoQH5+Pry9vRX6qLpO+XHncrmLfh3SfnNNg9tXH9w+evRIdl8jEkFSKoA0rQzrMkW4vfmIArCV+7Oec6hPLkVFcBZKfeLQFSPBYNY6HEhpwkfZW/C7prMUuP1Ty4f4WjKI3/AP44/lp/Bj42X82HgZf2u4iOvct7GBUySDt+FFuCnsRUt4ERoSS/CepJ1a3+GKDkjTy6gPoBZ7f013LbyK4JaMfJZitqsgWim4DQ4OpqIPNTQ0MD6uHNo2emUhS9+fWl7KKm/sMyxCiQYb/JWBqFePxJAOif802YV/M3+bateoFUOB2+MGfGzQTsAGzQR0aabjnw024aJeOWo1ItCwKgprVkXjlA4ffzbuwp9NuvBbwy340mgDPrNsw9cunfhjwB4FKFvunYp3fElcZK7FVacmBXi707lEAYxOhKC5USlgMplIZUUjy4yNOqM4nDUS4bJhFT4wFuOccTmumdTKYKzr3knQ9r7/Zjzy3oJrDo24blZHQd5H9q1oNUxGk3YsmjRicNJAgD9Z7sB/OPUpwNvn6/Eqi7idCG+3RYhRz+ZCXCKY8UPQnp4elIkEVHpkObSVeyK8jarOA6M+E7FHGrF0hawOrLckCeST4xD87ijYm4rgV5eJMpEAPT09M14nE6NUp2s3PDyMsLBnsHii4+Pj8eGHHyrtd/jwYcTExFDplafyhg0bcPLkSXz66af429/+Nu1z6H/+538qRP7KzePxqI/0Vq1ahe+///5nejKmRYsWLVq0aL3uosEtrTdZNLilResV0ssGboeGhkCSJKQcDvZHR88a3N7OycEyNTW8tWQJtgcFQcrhgCTJWUcGTuW7d+9CV1cXBEGgt7d30ffXQnpsbAzl5eUQphShKrhA5Rq3o7Un0J+1AUJWFpz1rOGuYYMYTV8cWd2C0cg9lE/4rEO/QyX6zcUYcd6CT5y34bzVOuwzr0CufghSLDioZyuPnJ2qJu2JEydksDk4B73pLSptb296C0pZ6QjiBCEzPQPChAIIWVkQJhbAw/1ZtMzE9IWqeCpIOVXULcvblGp/cyBMabStgM/HgQMHEBAQQLWd7mX7yZMnqXYzpRc+f/486urqkJORAX9nZ4TZ2aGewZhkTxMTapm1tbU4f/78nPeJqjYwMKD6b9u2bdL8ibWnlVnVdR48eBAEQWD58uW4ePHiol+LtN9M0+D21Qa3jx49Qnt7O0iSRFUeH/XJpdhZ1oyv37moFNo+2f8Jfrf3BloyhGiKLUZrRCnu8t/Fuex27E+sx+mU9bhTtAs/bLqKv7Zfww+bruJXT9Ml/4tgED82XqLg7X/VX8CWkDKsCy5EWxQPx7kb0BxZhPrkUtxul0Hj3w/cxPpMEary+AofQL2MflXB7ZaccOr3R5rAUgpuQ0NDFWqIykH/89C2xTYdtRbxVLssDQYE2kEQagShZlU4DmgV4Il+B/7LeBdu6T8r83BIv2RSxO0GLRm8PaHNwz8bbMKwDgmxejBqVoWjSSMGp/WEMnhrvgP/YtqBX5lvxtf2W7HPohSNlskKaZA/KzqAj4JbKXj7Dz7bcNbruYjb4r5Jkas1NTVwc3MDQ98BOasY2K6Tgd9abcMj07UUvL1qXIO9xkWToO1fIwbxLftdhYjbIfMKtBo+rfGrnYgP9EWyMVjswP9r1SODt657sde4CMWabMQZ+CDQwhN7ExqmhbazjbgdHh6GSCRCekUxGPWZiD/eDOF3xybB2+ShVrA3FSF5qBXC747BLNANBEHAlO06KTJXJBJheHh42vVeuHAB5ubm1HGfKnr22LFjEIlEcPRwodo+D2KXLVuG/Px83LhxA2NjY9i6deukWszyeySxWIxvvvkGLS0tSE9Px2effTbrZ9EvvvgC6urqCst2cXFBTk4O9f979uxZgKdgWrRo0aJFi9abKBrc0nqTRYNbWrReIb1s4HZsbAzV1dWoTE1FI5OJr0pKZg1v3wkPR4W3N/JdXFCZlobq6up5eyF55swZkCSJxsbGRd9XP4c7OztBFskiWM/xdqsEbdviKiBgZSHfORbB2h7w1nUA1zQcO30qFcDtZXYn+p2q0G8hwWm7Zox69OCeWxfajfORox2ERBMW1vmW4ljilknwdqqatPfu3YNYLIYwsRAkOxvlnLwZzEWBVwIiXFhg+jBQFpIFCYeLnWnNkHC4YNo+e1G1c+dOpRGeU3kqSDlV1G12/LOIg92NnkqjbaurqzE6OorQ0FAqBd3du3en3IaBgQFqmWvXrp2y3cmTJyEWiyHhciFls9HIZGJ/dDQ+zsrC58XF+IbHw+fFxfg4KwuRVlbP0tdlZkIsFuPkyZNz2ieqWh49+9ZbbymNdp843iVLlsDe3h4eHh4vtE555AoddUt7sTzf4LZMIxAxK90QtMJhxvq209W4vWFWR4NbFXz9+nWQJInqHB4aU8sw1NiL3w/cnBLayv2epB0NiSVoCS/CL6sP4YuqQRyMr8exxGacS2/DX9ZffJYuufYUfiWSpUv+4Wm65B8bL+MLwXtYHyirdXs0txWbYwRoiilGc7oA3+65jif7P8GDrcdRn1wKSZlwQdLOz8anT59GU1MTpFIpqqurqQ/kkpKSIJVKERoaihCmD5L8PbC9LBW18f6oCPdEZagbNqezlbojIxDvCRIWDNzm+dmDIAi4muhMCW5PVGVi+VIZFEthOE8JbhsbG6nfqdDQUFRklYLnnagAbc9616HQNJhqV6QbiFKNQEg1IrBZMxnfGG7CNwZt+IPBVvRoZlLtvjDbqFDjdtx07TN4q5GAo9ol+FJvPc7oCCBeFQypZuSkaNXfWnXiPYNiVOpHQmQbO6l2rRzeXmC0YLN5FsSmUWj0ypK1y++ZBD97enqQlZUFf3tPeGpaIVnDB/W6MThvVYU/2O7AI9O1OGskQqtOIgo1AlBsEIS1tmkUtJX7m4BeXHNqwh7zYpRoslGjHYkN2rIav/9j1Yf/MO/FX0y6ZfDWcgc+s2rDiKkUW4wzUKjPgcBp8limg7aq1riVw9Hp4O3zZrcVgSAILF2xHNEHpArQdqYUxvKaukZmzz6sU9Zv4nbpJHuBUJO1zcnJwa5duxQ+jpNHgCtL0WxkZISNGzfij3/8o0rPmv/7v/87Y5tbt26hpKREYT3Z2dnUv318fPDTTz/N9bGXFi1atGjRokWLBre03mjR4JYWrVdILxu4HR8fx549eyDi8yFls9EbFobvhMJZgdvvhEL0hoVBymZDxOdjz549iz6m6Tw6OgqrpzDsZavZeerUKVkEa0gOetLWzAhur4r2y9IOu6Yg1zQMVZZpSLLioNghHkK7JEjsUymL7VKQZhiIVF0WMrTZkBgnQGKcCKFRLAqMwpFswEKvZyX2BDfhtvjwlDVpHzx4oLDNmzdvBlnChzCjeFrzUgqQ4B+JYDd/+Dv7INwxAGsi+Lgq2k+NJdaZQ10fmZmZ2LZtG+7du6ewvqGhIaom7sTp00FKZVG3m2pjqfYVWZa4PxiuNNp2fHwc1tbWssgMU9Npj193dze1zHfeeUdpm/Pnz8uiezIyUM9goDcsbNoPJpom1OMTenigIiMDYrFYpcjbuYDb0dFRqq+tra3SNsPDw6itrcW+fftw586dOa1T/iJdQ0MDt27dWvS/E7TfPM8XuL3t1opr9o3I1/CH33Ib2C4zQIYOY0Z7rrRAyApHFKsH4KhOKY7olOCoXilOGAlx1ISPdw3ycMhWiGF2Cw1ulXhsbAyVlZWozONjbQaJfx24MSO0fbL/E9xqH0R9cimaI4pwKn8Tvt90BSfT1uNgYiM+SN2Af13zAQVu/58p0iV/kL4R6zkFaAkvwvnibVSa5AFRG7WeI1XbIE0rm/QB1GK4qakJ/OJClOZmgOkt+9hGV0cbJTnpKM3NgJ+PJ1huDoj1skd1nD/i3K3gY64HU62VWLbkWemAZE8rrI/3wfp4H7QmMtCRETgtuHUxM0CwizV0V63AsiVLsHL5MthbmKAgNgQnNtdPC24PFAZDc4UsxXGIg4lScHumNhvuFoYgCAJuFoZTgts7d+5AW1tW515jpTpEq1NRwcxAPSMHLbbp2Olcgku+zViqJoPAzupmOGDNR7FuIAQaQZBqROCAThEFb7Pf8gVBELBaoof/z/JdBXA7Ed6u0YjBGvVo7NcqwJf663FaT4hyjVCF+rB/sN2B9wyKUaUXiTKzMFT6pikFnf9Y+B42uuch3ywIsSa+yHAJVQptT5w4gerqarB9/JBvFoQ8PRYkJlFYa5GK9YbJFLzdpZeDnFVMhGm4IFDLCd1ORfgh/LACuP1rxCAueDahWJ8DvnYwqleF44QeD/9j1UeN9f+Y9uDPJt0YN16LK0bVuGbbgKuOjTjgLFKICp44prlAW7lnC2+LPx+g0iXbxDNnDW25kjJoWhpS18Lz/Z/fHvVwR6otSZL49ttv8f3332PdunWTol+f99GjR/H3v/990jPl3/72N4yPy1Iq19fXIyYmBiYmJli6dCneeecdpc+h//Ef/4EbN27gxx9/BACFEh/Lly+nSncQBIGHDx8u5CMxLVq0aNGiResNEQ1uab3JosEtLVqvkF5GcPvgwQPU1dVBwuWinsHAYGysyvD2O6EQg7GxqGcwIOFyUVdXNwnsvWyuqakBQUxds3OiBwcHkZ2dDVtbW2hoaEBdXR0WFhYICgqCVCrF9evXlfZ70ZqdDx48gEQigTC5EDUhytMWT/T9muMo5+RB4JGKDKMgvOtTgzKXJPAZ6RB4pU1yvBUbwUZeCNb2QL5pBAQW8RBYxINvnQCeWRz6V0uxL6wFozXP0jTLa9KShTx0dHRM2uaRkRG0tbVhzZo1U1oikSAiIgIcNgccVyZC7Zloj6/C/ZrjCuMZyHkG/SK9gkDyhZBKpbhw4QLGxsawa9cuhZq4vb29VHT3dMBQWdTthQMCqn2EnwGOtnspjba9evUq1S4uLm7a41dVVUW1VZby9/79+wrX2pG4uBmvte3BzyJ+2tnsWV1rcwG327dvp/qmpKSo3O9F1zkyMoKlS5eCIAi0trYu+t8J2m+e5wvc/pa1G7fdWpGxyheey81hukwbUdruM9pphQnYK+yQr+6H97QLsF+nAO/pFeKwURmOGPEwaFiKQ+Z8HHYrp8HtFO7q6oKYJ0R9cinudRzDnS1HcaB8M+5sOToluP12z3WsSZNFyG6OEeC3jacxnNWOfcn1GM7ahE8rDlLg9vu2K/iVRJ4u+Qh+bLyEvzVcxNZQHtYFF2JjVBlO5LehOUKWJvlm2yE82f8Jvtv3MTZkS1DF5Sv9AGoxzvXS3AzkRnGw4i0ZvIpgekKYGg1hajRYHk4IdLGGv92ziEJlTvO0RFucF9ZFe2B9vM+UqZRjPKxhqDk9nNLV0sDbVSXTpkrOYdiBIAjoqC9HJsPh/7L35nFN3fn+f8ANEVQWWWWXfU8ChH0HWQOEELYAWU4SlkDYBBEFlU0FRasIiOtQd6x1Raw6tu7S+522005bOzPtd+qde2fm3jvt73vv9N553Hn9/ogciCQsoqXW83o8Xo+Hks85J8k5Ock5z8/7/VJbcauvs1hZSamthaPFbLXg9vjx44iOjia3baCjjwo/LvLcY5FtH4GgFU5YrKWExAu1FmDEdwO+8u9Gj3XhJHj7xKgJZtpKCFyyNAz/adatFt7eNFagXDcCkqXBCFyofB30hVYYMi9BmVE0ak0TUb0yFs0rU0hoW+yVOmV1qswrBZFu/vBz9QbfI06ZDfsc/Dx+/DiysrLg5+qNOFMfSM2isWNNPtbbskl4u8csF9UrY5Gpz4SnnjVSjRmotkzCGa9KFXh7128L1tumQWEaD7l+JAYM+Phq1Wb8yXw7/m69D/+fRbcS2q5aj8tGpbhipcA1x1p85d+N7yIOq+T1jsHblwFtx/w8LE0eapyy6tYiRDlpwcTKYtbQllmZgZVrxlslT6zY7ezsnASRF7NslGP1F0NUUwaRSIS2tjZUVVXB19d3ys8GjUbD6tWrERkZCZlMBg6HAycnpymzb93c3NReh0487r/55hsAgFwuV7sOkUj0410gU6JEiRIlSpR+tqLALaU3WRS4pUTpNdJPEdyOjiqrAKVSqUoV4KfTtE3+tKAA3eHhqKLTZ1UFOJ++ffs2VqxYARpNfWbnmO/du4e0tDRoaWlNeSOls7NT7fJzyexsaWkBkatsl/yucO+0VbcdyVXI9lyLREM/NHsL0RNbj42xMtRECia5gMlGoI0PAo3dkWEZhmonntIOXHTYCdHDqsZJdvukTFpxiLJN8mxvpj169IjMjyNyBRCHcFEanIPTBTvVvpY78kEsWaC8iexj4aLcbq4AfD4f2dnZEAtFKpm4hEiMuro6Eh5PBQzVVd3aWxkqK26WLkR/g5vaatuJMHa6Cu2oqCjQaDQYGxurffxFqtvPp6aS298fFTWr6va5gNvQ0FBy2ebm5hkvN5dtMp5VF/v7+8/7uYLym+eXAW6vOdaS7ZLTdH3gt8gGvous0LAycVpH67ggRccTsqUheM9gvFXy+5a1eN+yFu8YS/ELczEOucgocKvBZ86cUbZLTi1ARaISnlYlFqAquRBHy9rItsXPe79kE9ku+VJeOy7ndaAvtRrnc1txs2AnmXP7/eZr+FqlXfK7+Ex8kGyT3LFWilzvGIiC2KhlC/G7fdfwtP8WHrWfVLZJLhSrnQA1H8d6YVY6/FyVVYCrDJbjYucGEpqKU2PAC2MgztOePJ9r0Wgw09eBg7E++TdJsDMGiyLQFO85JbhdbaBHLmO+Ug+pPnYgonwhSwhG/tpwLNNZ8uy7WAf99cUawW1/bgjZCpllbzYJ3OaHeKr8RiuN81MBt94O1rC1tYWHhwfMjFZBe5rfeDrai3DcQ67SKngM3ibpeMJlgSlW0MYrFO21jdCgG49vTFpU4O2fzLfjq1WbcXAlH7ylDGQtZWAJTQmGd5vn4oZHA2Rm0RCuDEHpDKHtGOjkcDjgcDgo4RSiijUZ2mrK793hqApv11umQmYWjQazFOSah6DIPFwF3o5BW4lJFNL16di5KgtPLLfiK/Ot+K3JFnxr0oa/mGwnoe3l1RW45liLf/JuxSOvrfia9dYkeFsVwENLOPFSoO2YOzs7QRAEouXZYDXnTwlu3cXKDGMtLS00NDRMud6rV6+qQNvIt0og+uYYmaE7MSOXIAgVaFvw+QHQlir3N83PArQQa9BWLpkW1s7FJiYmaq9DnZycVMZ99tln+O///m/4+/tPWoeuri7++te//qjXyZQoUaJEiRKln58ocEvpTRYFbilReo30UwW3o6Pqczf7oqNx41nu5pOiInzC5+MGh4O+6GjUMBhQsFiQ8XiQSqXz3vpvJh6bVW5mZqY2s3N0VFmdGRQ03rLXz88PGzduxMGDBzE4OIhdu3ZBIBDA2tpaI7gdHX3xzM7jx48r2yWHcNGdVj8tuD1Z0IV452DErWJC5pqOK/x9GsfeLjsGgsWFyC1VpZVytnkkUlcFItUmFAJ6mkouLcHKhDhR2Sb57t27M34djx49wubNm0GICYhT8iFmcbAxVoYbxYemfD10S1fQaDR4mTuhMUYKtkckGC7e8PdkINU1AtLALDITVxyeBYKvrGAiCGJKYKiu6nZL5VpymTBfw0nVtufPn8eyZctAo9FgZWU1bXazqamyOikpKWnSYy+aJ/17oRA6zypRZV5e+LSgADUMxozypOcCUccmONBoNJw9e3bGy81lm0VFReSEh6myhClTfhWeC7gdiWnBRf8GXPapJ81e5gO/xTbwX2yLL+1ap3W9YQIql0djy/IU/MWiE3+x7MS/2ezCD259+MGtD5eMSylwO40fPHiAwsJChDMCEebCQG1MPuoj8lEby0dVcgFacyvwUee5SeD2RtMhsl1ya6QIl4t24BivERdEOzCcuw3f1p0jwe2/1J0n2yX/S/EpvJPejHpWNjI9IsDzikKErQ8C13ihOI5HguLB8m1km+S5gqmXdazzM9OwbKkSHmVGBam0KR4Dt2lMZ+SHeKIiyhMdqXTsTqdDEuw8K3Dbxosixy9dvBBHZOxJGbf7aiXQeVb56+e2RiO4HSyKgJ+Nsj2tsZ6OCrg9Wswmq22dzZXZod42puTj01UPGy9dAZ2Fi7F04RKs0l0JP2MnlK1eO6nq9DfMLgQvc5wammnrY8RQjv+2fIuEtreNqzBkJEG7QTpSl3nDZ6kygmH1YkN86NWCHutC5JqHIM8ybMbQ9nlAKy0QqYW2VQE8HEttxEhOF6oDslHjmakKb61Tsd42DXeYW/Arn3byuYzB27FxQpNwhOo6IVc/AI3GybhttQ5PVrfgU5NN+NSoER8YVeGyUQkJbR97bcU1x1pcc6hRU3nLRo5tOAIt3ZEVnfJSoO1sK26ThxrJqllXV9cpK267urpQJBGBWZkBVnM+CW3HPBHeRsuzVdo1+9VnKY+NVbqgNYaCFu+ghLeLxitmly5dChcXF8THx0MikaC1tRWDg4PYu3evyjXJRJubmyM5ORkKhQJ79+7F8PAwnJ2Vn8+FCxfiv/7rv3D//n309vaiuLiY7AY00VpaWrh79y6+/vprGBgYTHq8p6dnvi+dKVGiRIkSJUqvuShwS+lNFgVuKVF6jfRTBrejo8rK28rKSkiEQpSy2VAEBaGKTp9kRVAQStlsSIRCVFZW/uQrbUdHR/Hw4UMSrBUWFmocJxaLyZsZ9fX1U65zKmj2opmdd+7cgVQqhTgxDwQrUwWiqrOElQWmlTvCrOhItwvHndJjU4LR5vhSiBgZ4y2UPVIRbu6LEBs6wtwDIGLnT8qnJQqE2Lp166ze7+vXrysBdHwOCBYXvZlNuF9xfFoQrQjjg0ajYfGCRdgQI0GSazhCTL2RYOqPbIcYvFuwGw8VJ7EhRooEl1CEOTARxggib1bRaDSw2Ww0NTWR3rNnD0ZHJ1fd/upyNXzcxlvdma9ahvi4ODQ0NKC2thaGhsqKXG1tbY2ZtWOemBOmDugPDQ2BIAgogoLQHxMzqxzpQHNzZYWRmRmeEgT6oqOhCAoCQRCTsn4n+kUh6uXLl8nl9PX1Z7Xf5wJuJ2YE79u3b97PGZTfLM8F3P664BBGYlpwNXIzafZyX/jp2IK5xBYXLOXTWrg8BEK9INTpxeFz02Z8btqMryxb8DurNvzOqg0XjIspcDuFHz9+jKNHjyI2NhZB3n7Ico9AbWgOzuRtxcaoQtRFKXNna9lCXGnoxbd9N0lw+7t911DLFqIkLBOEbxIuiHagP28D1scV4kBqLT4qPfRcu+Qj+FJ8GE8EhyD3ZSPY0h2+pmvAcQwB1zEUQVbu8LV1QZx3EOSJeahOKSLbJM9mAtSrPNZjQsdh0L4aiVpwOwZG92aHYleG3wuB23gvB3K8k5khTldkTgK3l3c2ghcTrPJ8NIHbikh3clw605ncTl6wcrKcsb4utmZFKr+7tbSwT5CA0xWZYNiM55Fq0bRgqb8KPqbjAHZnrHx8IkbuThXAORHeCi0iyGX0tJZgAU0J31KWeEKhGwl9LSUMX6m1FO8bVOGJcTMJbY+biDFgWojtDnngrA4iM3SzDVi4SK/HfkYxdoRK8X7B3hlD27F9OjQ0hPb2dgwNDamFtt+Wn1P72nY7F+GwWzE+DOjA95FH8F3EERV4m2rMQKC+I5JW+CBU1wmF+oFoXJ6IRsMkNBon44pZOT40rsewURlOrxThlKkEwxOhrW01rptX4pptNQlv/xp+GG/ZFyLPMBDR9kwwGAy0t7fP6ZiebcZt7od7EXuoEow6LmjaWtDW1kZubu4keHvu3Dl0dXVhYGBg2vWLvx1E8lAjWM35SB5qhPjbQRQ9OQgdQ2WVula+F3QIf+ineMI+xBvBwcFobm7G5cuXp41uGRgYmARV1XX0mVg5OzbxcDrr6Ojg4cOHuHTp0qTHvL298Y9//GO+L58pUaJEiRIlSq+xKHBL6U0WBW4pUXqN9FMHt6OjyjbBPT09kMvlIAgCEoEAMh4PxVwuZDweJAKBshWhXI6enp55z2qbqffs2UO+95qqg8+fP4+FC5XtzLhcrspj9+/fx8GDB9HZ2YkbN25Mu725ZHZu2bIFRIFwEkDV5Ci/UPi70ZHhGIl3BHumBKNXJX0qrZQJViaCbHwQ5McCm81Wm1Hb1NSEkZGRWb2GBw8eoLS0FOLUfJQE5+Be+fTQ9qHiJEakB7BogXIfhNkxIHRORpJRAIrt2egJW0fm75rrG8/ohhSNRgOdTif34fNVt++fKoWTneZ1LV68eEb7TyKRgEajYcWKFbh///6kx3t7eyERCFBFp+MmhzMrcNvEYilvri1YgC8KC3GDw0EVnQ6JQIDe3l5yGx0dHSrAms1mTwuz1bmtrY1cLiYmZlb7fS7gduJNw7Kysnk/Z1B+szwXcKvO2SZBCFzhhIDla1QqcTVZbBEFkVEY6g0T1FbkvmtSgmOWYirjVo3v3LmD1tZWEASB/ORM8OixKPVPx01BN77ffA2/W3cKO5PKUB+Rj5p4PqqSC9FDbMRXe4dJeLtP3AiuXyxyPKJQHp4FaRQXeYx45HrHYEuEAFfztuE6vxNXsztwNmUjziQ3osGPBw8jG6xZaYE4GzpynCNQ48cF2ykYGV4RCPZkIsCLDm58KiRFolnPoczPAAAgAElEQVRPgHqVx/oaW2XFp8UqQxVo+7LBraOZ4bPJcDQwbM00gtvtZQXkenPjQjWC28P8MCx41uLY51lF7Uk5B0bPMnTZDCXM9XewVH6HedjjdEUmWLarYLJcF+Z6RmgKFeLb8nPYGTue7TkR3GqCtzfpG8nxLkstkLjci4S0FboRGFiRjysri6FLU1YPRyxyxE3DChVoe9pdgQshjTiduAkWesrfHiaLl2OTWzY+yjug9jM3mxzYqaDtTMD0RHjbYJYCTz1rMHRs4LnIElxdOhqXJ+ItAx42Lk9E7fI4lOtHotcoH28bCnDItAgDpoW47FCF4QnQ9t7qehLeDjvW4rZrI66uqUHTGi6yrUORF532UrNtp4O22Q+7wVzHhXdVOuhVGViTGQozlgtC0+NVsm7H1lskEaG4uBjd3d2z2g7x9G1k3toGelUGWJv5WPv2OpUs3OkyddV5aGgIIpEIfX19ah+PjY2d8vewpaUlIiIikJeXByMjI/LvPB4PAFBfXz9pmYcPH87z1TMlSpQoUaJE6XUWBW4pvcmiwC0lSq+RXgdwO+YHDx5gaGgIvb29aG9vR0tLC9rb29Hb24uhoaFp28b+1JySkgIajQZra2uNYwoLC8kKyytXrmB0VAn7BgYGIJfLISYICAgJduzYMaNtvmhm51hmqzqIqs4CgQDh4eEoZKWhi71uRoB0zF3sdRCHKjNsX3a76+3bt4PgCyEO4OBsUfe0z+V+xXHs42yEg5GV8gbT0lUQWidgk03epPzdFwG3o6Pqs253NCQj1N8Rpqam0NPTw5IlS2BpaYn09HScOnVqRq/V2lp5E5zP56t9vL29HTIeD1V0Oj7h82cFbj/h87Hk2SSA7vBwfMLno4pOh4zHU6lSMX9WmTsT+/r6avx8x8fHk+O2bds2q30+F3B79+5dctn09PR5P2dQfrP8ssFtkU0Ugg1dEGDkrFKJq8mEQzzEFlFYb5qMJ27bJ/mCpRxv28pwjlVPgdsJvnjxIhQKBSQiAuWZAiiS+GhKEONCQYdKPu2/b7qCM3lbUR+Rj3UxfFQlFWATtxgP20/gaf8tjDQeAMvRC3RLJ0SsoaMmJh8V/hyI6UnI9YlFMSsN/Sk1OJpSh761Cog9ExBg4QKWuSvibBnI94hBT2IFDqfXY39GDeSRPOQFJGBtYASCgoLA4XBw8eLFWb22oaEh7NixY8rOCi96rOst0wWNRkMU01MjuOUGuKEg1AvpPnZge1ohzcMSLLtV5HmaZbcKuX4OiHM2Q4yzBeI9bFAQ6qXisfbFixZog2lnrhHc9q8vIdfrtcZGI7gdLIqA0TJlVeuq5bo4XZGJBnYIuWxnXixOV2SiuyAeC7S1sHCBNvYLExHrthoulqtga7aaBJo7Y8Yz7J8Ht+oAZ7yRNzn+lEcFDBYqKxqjlrlAtCwYimWR6F+eC6nOePVw13LOJGj7Ud4BHEttRLjV+PpynKPUQtaXDW1nCm8/9O+AzCwaMbpucFtkjsQl7pDrhuO4gQD/Y7UXZw0lqF0WA0IvBFl6TLRb89DnIMKxNTIMmBbirHkxrptX4lPbLfjBtRef2m7BdfNKnDUvJt+Ld4M3YF9kucprm+2xfu7cuVlVwkbtLwNjHRfu1WyY16+Fc00q6FUZCGotUoGqnZ2d5HqZlRngyYpeGN4+n4H7otB2JuZwOJN+7xEEgQMHDkzq/nPnzh1yTHBwMADg73//O8LDw1WWF4lE83z1TIkSJUqUKFF6nUWBW0pvsihwS4nSa6TXCdz+3GxhoWyJm5iYqHGMpaWyQsPNzY0EtmVlZcjNy0NsVh78+KXgiotnXDXzY2V23rt3DzKZDOLkPJSH5uNBxYkZQdsHFScgD82DOFmZYfuyq6fPnDmjbJccloUdKTXTQtum+BKIAjhIsQtVVujQtLDDWYJ9rnL0hNTiWlGvxuVvFB/CxlgZxCwOxKn5IMQENm/ePCnL+Pmq23cPCFGSHwSJgENm2872dY61sFu0aJHa1nWjo6NoaWlBMZeLKjodXwkEswK3TwkCaQ7KdpMRq1fjSVERquh0FHO5aGlpIbcxG3BraWmpsaJ+rEX0i5yn5gJuR0dHsWSJ8oZ8WFjYj3p+oEz5ZYNbwiEe8TZ+iLXzmzEQrXXnoM0hm4QnE33TZT0u+9TjauRmCtyOKnPUe3t7IZFIICsUQcEuQkOGBLe3HMXtdQO4KO6clE/7/eZrGC07gM0xQtRF5qM6oQDVKUU4XbUTvcQmWBmZwcPCAelOwSjyWYut4QLkuUUjzTEIvmZr4LbKBoGWbvA0toWHsS1irX2R6hCIchYHl0u7MVKxD7eq+/DV7iv4Zv972JZfhRRGBPjxGZCICCgUihnB2wcPHmDXrl0gCAJSoRgEQaC7u/ulTZgTiUTkeVqaHj8J3MrS45EdxQIvjAFeGANxnvaIdlmNGGcLMGxMyGUZNibgMNbA39YETDszBDpbk8uMeeUyZSWstpYW/B0sNILb7kohud6V+sumBLdOJivIKt7B0nREuNmCRqPBfKWeSrVvWZwfMgNcsZUbgXgPG/iusYaNjQ0JNgmflCnB7fOA02KxMgNUR3sRbvtsgsJsLRpWs9FjXQj+ykAULWWhbGkYqnWjyfVm6PqqhbZVATxI0/Khra1sl+zv5jMJtr4qaDsTeHvYrRgC03AE6thj7RI3FC8NRe/yHDwxbsa3Jm34i8l2HFrJR7FuGAoMg5FjHYa9TBn6HEQ4aiHCkJEEDy3W42+uvfjBrQ9/c+3FQ4v1GDKS4KiFCH0OInyQ0oVvy8+hLVKKKhYP0gLRrFsmzyZ7NqgwBebBbrDmBcO8bi1Wt6fD7Bm89a1Mh6c0EczKDKRksBEXF0fCWVZz/pTwdiZZuj8GtB0dHYVAIFD5raelpYU7d+5oHD/WTtnJyYm8Vv3nf/5nMlqGRqNBV1cX33333TxePVOiRIkSJUqUXmdR4JbSmywK3FKi9BqJArfz44mZnTU1NWrHXL9+XWXmeUlJCeh0OpYs1R2/CaKlBSMTU2RnZ89ouz9mZmdLSwuIXAHEARy8K9w7I3D7rnAvxAEcEHkCFQD4svzgwQMUFxdDnJKPspDcKTNuhyX9EAdwIHJJgdguGT4r1igB3koP7PNRoDe8jmyTPBX87c1sAsHiQrw2FwRB4Pr165Oe18Sq2xJ+MGT54SAIMQYGBl7odbKetTLmcDgax8yl4vYpQeDis7bHC7S0cC09XW3F7XRWybBOTVWbYV3m7Q3tZ20oaTQaKioqZpVhPVdwu2rVqheqUqdMea7+qYDb9bZpaHPInuRik2iILaJAOMRjU2jRtK4OyP7ZgttHjx5h8+bNIAgCZdlCVCUXYmdRHT7ffQlP+2/h4/YhXJB24mr+dpV82jF/u/4c9qdVoz4iH4roHCT6hoJh7w5/KzckObJA+KXgeE4TLgl24GB6PQo845DqGAgvE3sYLF0OByNLJNj6gecUjq0RQhzhbsCvWs/gaZ+y7fLXPddxpKwNVcmFEIanIcSFDnZANAi+EBKJBL29vSqTiiZW1o6MjKCurg6EmIA8S4Cq5ELIswQgxATq6upmHVugzomJieR5entZwSRwu3+dFLL0eIhTYyBOjUGSnzviPO0R72GDIKfV5LJBTqtREOoFpp05fOxXI8DdkVxmzA6W4wAozMVaI7gVp8aoAKeyOIZGcMuyG4fHrbxIrFquq7J+dY73sEGAqwPodDoJOOPtx/NAx8Dtl+JB3GXvwpfiwUmAc+ViPdBoNBgu1MMXLh343LkNX7puwxO/Xdhmmol0XR/wl/ojfcl4Ja3LIjO10HYMxK5Zo/ytY2pqOgm6ThwrEolImNbR0aGyP6eDtu8X7EVPQrXa7Nyx15bnEAUajYZlC5bg98Fv4YRHOUJWuiBBzxN5On7o0svAr4024GOjBnxq1IgvVjXj18aN2G+Sj1KjaEhs45BjHYYuh3ycMZPhlmUNnlhuxR/tuvCDax/+aNeFJ5ZbccuyBmfMZBhyr3wpFbdXr15FcXExeLIiMCszEPlWCQlvJ0LbOH46mEwm7MN8oJfLgEk7Gz7/thNrzslgVhcP80x/WLBcERwfCSaTiXghl6yoFX1zDJFvlajA24aGBhAEgWh5NljN+VOCW1ZzPqLl2SAIAp2dna/03FhRUaHyOZqqy9Do6PiEVQMDA5Xr1Zs3b5KTCmg0Gnp6eubpypkSJUqUKFGi9LqLAreU3mRR4JYSpddIFLidH7e3t5PvuyY4t2/fPnKMm5sbDExMVW5+PO/MzMxpt/tjZnYeP35cWd0awkV3Wv2MwG13Wj3EIco2yS+aLTaT957IVwLlqfJ375a/jeKgbIjc2Si2Z+N4wEYs0NLGQi1ttPpKcCK1bUav6V75cZQE50Ccmo/S0lK1FUoTq26L8+ZWbXvkyBHlzc5lyzA8PKxx3FwybsecaKusKkq2s1ObcTuVT5w4AalUChmPBwWLhRoGA/0xMbjJ4eATPh9fCQT4hM+H2N1d5TgXZmRAKpXixIkTM9rOXMHt8uXLlUAgKOiVfl4oU37e8w1uWyIIVPtyUevOUetUMz/E2/ghwT0YpakFM7IsR4CIiAiUphagOiB7RsB3pkB4LuD2/v37sLKyUguhZuLr16+DIAjIuQLUpBZhqKYbf+i9QebVPmg9joXaC7BQewEOptTiOr9zkq/lb8eG0HwwLZzgbmKLMGtPcN0joAjOwuXSbgyX7cHxvGYMpNehP7kaxV5JWGvLRIwNHXSzNYiw9cG2CALHkuvwTkE7Lkg78X7dQXy47TRacytQlVyA2lg+6iPyURmVg3jvYER5BECQlqN87nI52trasH79+mfdD8RIS0tDQkICxIVCKNKKsI4twjF5O9axRVCkFUEqECMnJwfl5eU4e/bsrN6ziXA4LCyMPE/31xdPArfPu6MoFU2cMGxJY6EklkkuWxLLxOmKTBSEeoEXxoA4NWbSsuv46eOdHgz0cbKcMwncHt9SBaPl+irfPZIoX43gNsJpvLuEMNyH/Lcg3GdacBsWFkaCzijGeEvjnTFl+IP8LK5ENONCSAOuRDTjD/KzKoBzle5K0Gg0LNZaiD7LQnzp3IjPndvwwKUJ52zK0GiaCpauA7wXjcPtFQt0NULb48ePIzs7Wzkpa8ECCIVCEr62RUpVxubk5IBGo8HBwQGPHz9W2a8SiQR58elIdGAh3t4fTHNn6CxcTD6HeHt/VDO4qA7IxkjuTo3w1lZP+bs3eIUz1tuyITWJAl+PhdaVbFw1KMUtgwo8NKjFY6M6/Nq4EZ/ZbMFvnNpw2F6CUqNoFK0KQ75hEAbtZfjcuR1fOLThyeoWfG3dgSerW/CFQxs+d27HI7fml5pxe/HiRbXwdgzaxhdywGQyEZISA3MeC+bVcTC9LIHDxxvg8x+7YLqbA708Buyi6WAymYgr4kxqgzwR3sbx2Eq4W8j5yVXcbty4UeVzFBUVNeV4Dw8Pcuz//M//qFyztrS0kI9xudx5unKmRIkSJUqUKL3uosAtpTdZFLilROk1EgVu58cKhYJ83yfO5r9//z76+vpQWlqKmJjxag+tZ3miy1fbIbbtIAqvf4m4gWsw8QuHzoQK3JqaGty/fx8HDx5EZ2cnbty4obLdHzOz886dO5BKpRAn5oFgZaI4KHtaE6xMiBOVbZLv3r37Sp7XyZMnlUA5lDtt/m5HchVEjHSIbBNxmtWMMhs2Eo38Ue2Vi6sFPTMCt2cKdymriPlCbN++XePzIqtuC2LmVG3b3d0NgiDQ1dU15bihoSEQBAFFUBD6Y2JeCNze5nKxUEsLC7W0IGIwQBDEjKpTzp8/r6zGeVap2x0ejs8KCiat/0lREQx1dFRu+ond3VGSng6pVDqjytu5gNtHjx6RFR5xcXE/2vlhPjxXcDWdjx49qjyHLV8+6bxEWb3nG9zeyt+DlghCIzCNtfNDsDsTYWFhUCgUM3JtbS2EQiFkOYIZw96ZAuHa2toXfq/Ly8vVQqjRUSWE2bBhA9LS0uDm5gYzMzMsWbIES5YsgampKUJDQ9HU1ASZTIbSbCHWpxP4v73vkdB2zCneSjjpb+WGy4IdKr5YtA1ta6XI8Y5B4Go3JDsEIMMlFD2ZtbhdewBfdF3E1bI9uCDpxJWC7bjIa8UJ9gYcWFsFsedalPqmoj40F/Xh+TjArsWVnHZc5m9DV1o5CgKSII/JQV1UPjZGFeJM3lZsjCrEush85AQmINjZB3H0EHh4eCDQLwB0XzoSg6JRwErCWnoo/Dx9EeUZgIYMCT7uekdZQdz1DlpzKiAMZSOSHgSGjy+ioqKwffv2adsnq2u77OjoSJ6nj2+pfKXg9kJnAwyX65HL+NiYgghzx4a0EDTnJqBRyIXlKmV7/oXPfnvRaDQII7w1gts4V0uVKt6xf2/JjJgRuB0dVU52m5jlSfikYDSrBxdCNuBqqAwXQjbgQ95+lc9opI0vOT5rBQMHLLNw00qBs+bFuOBbh/o16Yg29oTh0uUq36Oj2fs1tjxubm4ef/5btoxXzrLGxx48eBArVijbQ7e1tans37a2NqTEJaps73mvXc1EvW0aajwzp4S32W7K38FaNC1krGRig3EyjpgLcN1MgXNGUpxZLsKVlSW4a1yNf7JoxOfO7fjGpxu/cWpDv1kh5PqRKDOOwXrbNNzw2KACb8eg7b8E7Mdfww/jLftC5BkGItqeCQaDMesWyc/7eXjLas4nYWlcXBxSOGlgVmbAszYdvu8o4HypHGbDMljeksPsqhQ2m9NgnhOIYCJNY3at6Jtj8KxNhzmPBUeWF+zZrJ9cxm1nZ6fKvpdKpVOODw0NJcf+8Y9/VLlm/d///V8QBAFDQ0OcOnVqnq6cKVGiRIkSJUqvuyhwS+lNFgVuKVF6jUSB2/nxWNYsjUbD9evXcf/+ffT29oLD4cDP3x/edAbsvRkqNztW2qxB4ciXSBn6EP49V+DdeQama7PhExaFxYsXk1WWMpkMYoKAgJBgx44dk7b9Y2Z2btmyBUSBEOJ0/oxNFAhnnNn7Ip5N/u7Jgi5lu2SHJGz3lKLfRYF9PgrsD1uHe/K3ZwRud6TUQByWBYIgpqxIGqu6JcSiF662nY0fPHgAuVyO0tRU1DAYasHpTNweHIxAc3NkhIZCLpdPe9P+7t27qKysJNs0H42Px7disdp138rMRBWdjhR7e/JzsJnFItsyV1ZWTpuDPBdwe/PmTXLZgoKCV/55mU9PBa56e3unvAk/0QRBaNxGYGAgaDQaeDzevL/e18HzDW5fVYvi06dPo7a2dsawd6ZA+PTp0y/0Pt++fVsjhBodHYVQKJzRsW9mZoacTB6qkgtxp2VwEri93XQYC7WVIHAPrxYjFfswUrEPw+VvYV1cAfL9E5HnHYss5zCI6Ik4mNWAm9V9uLP+MC5Iu3BRvANX87fjPX4Xfld9Ctf5nRjhdeBS+lb0xyuwISgXDSF5qA/Pw7Y4GRqC85DnGQMBPQGlDDbaYgj8tvYkvt98Db9bdwo7k8pQG5qDCDtfWBubw9xgFTjeEUhwCYSPpRMS3ALBdY8A1z0CmX4xqE4pwpWGXnzbdxNf7b6CYfkebForQq53DNLcQsFy80VAQABkMpnG9sma2i6bmIy3Gr6wo2HG4HZjsh/Sfce/H9J97bEljYV4DxsEOlurbZUsTo2Bt6MtdBYtnHJ/JgbR4WRlQf5fFq254jbZ00oFBI/9u7sgfsbgdnR0FFKplFw21s4Pmz1zcTFYgeFQIS6FVE6quu1ZW0WOt1yyAgXLmWgwiMVhKxFq7dmQeaWAE5qAhQtVX2tjSKHGnNo9e/aQ41paWshqYGmBiBwrl8vJY35ii+3RUeWksOTk5PGJhzQtOBtawdloHGgnGvlip1PBtPB2f0I19BYpM4mdF5lhv0k+/uayH3ct69C3Mhd9K3LxtoEA18wr8MRtO/6v724Szn5puRWDpmJsME7GestUVXjr2E5C2+8iDuOMVyXqbdnIsQ1HoKU7sqJT5lRxO+bn4e0YJO3s7FTJpA3qkcH33Uo4XyqH+bAM7hcrwLhYjejBarCa85E81DgJxoq/HURQjwzm2SzYRPvCPNAVoV3EtND2x4a3/f39KsfedK2ZU1NTybEff/zxfF8mU6JEiRIlSpR+hqLALaU3WRS4pUTpNRIFbufH6enjrfr27dtHAltnuh9WBcXBNJaLVX6RKjc7mOt2wL/nCnz3XIDz7kuw2H4exmtzwIxJgKenJzkuIDYBLKECXHGxWgD6Y2Z2joyMoKmpCevWrZuxm5qaXkpm3lSeaf7uXfkgZEE8iNxTQdgk4a01pegJqMbbyS0zgrb3K46jLCQX4pR8lJSUTAs1r1y5gs7OTly5cuVHOQ57enogEQqhYLHQHR6uEaBq8rdiMbrDw6FgsSARCtHT0/NKtnl+wo28/VFRs9rmXMDtWNtpGo2G5ubmH2WfzIenA1cvC9wePHgQNBoNixYtwqVLl+b9df/UPQZuX1ZL4XzbiJ8EuP2peSoINTo6CrFYDCcnJ3C5XDQ2NqK7uxvHjh1Db28vGhsb4eXlRR7/+vr6KE3Ow+GSlkng9mn/LbD9lLmdsV5B5N8+7noHVcmFWBfDh8yPje2xMpyXbMevt72DX9b044K0E5eLdmA4dxvuiffhz42X8P3ma/hQ1o9rOdtwPbMDT0tO4DpvGzYG5UPhz0GUAx2lAekoo7Mh90lFf7wCv5YcxO/LT+C75mH8af0FfCY9jJ1RUnDWBCPYwg32BuaItWUgbU0QxN4JKPCKQ7Z7FGT+bNSF56Emno+q5EJs4ylwVtyBi4Qys3cgpRYVLA5yPKIR4coEw4eOlJQUHDlyhJwE8vjxYxw9ehQymQxSgXhS22ULo3Fwu79KgMs7N0wJbreL0rCZF40mThjYDCdyWTbDCU2cMMR52iPA1QFMbw8UZqVPMtPbAwwnW9itWokVuktUzmHWpsaozEnB5Z2NWG1iBBqNBm1tLZTHM9WC26P8UMQ5j7dKdrM0Jv89QKTMCtxO/L7yd/ZGtlUoNrvHYzhUiKuhxKSq269LT8F+2TgoNlqki7Bl9uAZMZFm5o/4gAjy3D4xH5TwTVELbUdHVb/3KisrMTqqhLHt7e0YGhrCw4cPyWzbwsJCtZ+prq4uBAQEgB0WjzJmBlrCCZX83pLVcROAqXp4O9YumbXKBTQaDUu0FuIdk2LcW12Pi6tKMWDER6cxFwMWAly0VeCRW7NKRe0f7brwN5denFldDANtZWea9FV+uOnViG98uvGnwN5Jz6EqgIeWcEIj1Fbn6bpJjMHbIolIBY4ODg6qhbfeFyrBvFSDnC96p4SuYf1lKtA2qLVILdxNHmqcEv4+D2/PnTv3Us+vJ0+eVPl8TdcppbCwkBz73nvvzfdlMiVKlChRokTpZygK3FJ6k0WBW0qUXiNR4HZ+nJWVRb7vdAaDBLb6sTzorc3HamED3ErGb+DRtLTgtf0knHdfgmX3VZh1D8Nk23msiOJgtYcvvLy9x6t+vANAF1ZpBLdUZufs8ndbEysgoqeDaxaGzfYF6AmpxRX+vmmh7UhRL/bE1CLfOwlEvuCVtJ+dq+/du6dS/XokLm7G8PZbsRhH4uJmVf36olW+vxcKofOsZaXMywufFhSghsFAKZs9bZXvXMBtbW0tuexs8xtfJ08HriaC202bNuHkyZMaPd2ki7FJJlTV7fSura19qS2FE9yDEWbvi7UOARS4feaZQKjpJtyMjo6SeZ80Gg2h9ABsyJCoZNyO+XBpqxKiaWnjXuvbeNp/C9/sfw/16WLUxOZD7JuICwXbcKl4F57suowL0k5cKdyOa3nb8Vn5MXzXPIzvN1/D95uv4fc1pzGcuw3XuR34RNCP/1d5AdV+HCSvYSHc1hvrA7PRElqEe7nd+Ep4GF+KD+Nz6WH8Tn4c/6dwPx7l7MHF5GbsCBIi3T4IfJcoCD3iIfJci0K3WFT4pqEuOAfrwnKhCM5CVQgPpax05DDiIPJPxlF2Pd4X7MG/NLyLb9efQ3dyOYp81iLRNRB+nr6IiIhAS0sLbty4gdbWVhAEgZI8ISpTCtGWq1Bpu+xkbkO+f1XscLxVmoN3t9drBLeDG0uxXZSGjqJUZAaPZ8pmBvugoygVSX7uCGV4a2zjHRYWhlCGN2J8nJHk545YH2dEeDqCE+5PVuUKU6Kx4BnsNNBfhlBnKwTbmSDUzgjh9que2RhhtoZwXTXeennlBBAc626NeA8btQ5zspgS3NrZ2SHazQt51j44HJOB4VDBpKrbD3n70c8ogeHi8cgMdeZwOHBzcyP/X5TN1wglz507R46TyWSTHp9YkXvy5EmNn4mxSt2s6BQEWrojwMiZXK7HWYTvI49ohLdj0LbGMxNyqwRo07SUINkoDhdXleLYKgH6rQU46l6KU4xqDLlX4oyZDLcsa/DEciv+aNeFH1z78INbH1pNMkCj0bBqgT7qLVKw3jYNd/224LuIwzjhWY4sk0AwjNbAXM8Iy5csw0LtBdBduAQmuivh4+iO7OzsaeHtdN0krl69iq6urklQ9Hl4G9Zfhti7Lch70j9tpay9MAqOUQxYsFzhKU2E6JtjGqFstDx7ynbLrOZ8MCszUCQRTRuzMVtfvXpV5Vic+Bvj9u3bkyZxTYySOXHixHxfJlOiRIkSJUqUfoaiwC2lN1kUuKVE6TUSBW5fzC+aBznWEnniDTRDeij0Y3lYmS6F1YZ+mLScgm1Vl8qNDm1dPSWw3X0Ntkcew+7YKJbV9GJpcDKMPZiw9gshx66JS9cIbt+kzM6pPJv83SzvtWCudke8ERPFdmxlm+SyQc1VtuXHcSZ9G3pCalHsko5420DEx8fj7bffnvfXrc7nz5+HVCpVyZv9dBqg+mlBAbrDw1FFp88qb3YuubqB5sqKJpaZGZ4SBPqio6EICpo2Vxhc4e4AACAASURBVHcu4DYxMZEEmvO9n16VZwKuNm/eTL6Hvb29c9peTU0NaDRlW/df/vKX8/76f8p+2S2Fw8LCEOrpj2J6GgVun3mmEGo6Dw8Pk+uxt7FDVXIh7rcdnwRuv+65DoNlyslTFUl88u8HZJtBRGQgzyMGfdx6fFB/CH/ovYHLxbtwuWgH3uN34q/NV0lo+/3ma/iPpqsYyd+BEV4HbmXtwFDqJvBdoxFl4wuOcyj611biT/Kz+FvNZfxWdASfiw5iNH8vRvP34jFvN36V9RbOxjdgMKYGh6MrsSNEhFp6Jip901HF5KCCmY4GVg4agvNQG5IDwjcJhE8iSnxSUOgZB5lfKi4WbsNfm5TP669NV3G5aDuK/dhgu4XAy8EFAf4BYDKZyMnKRnmmsjXyMXk7vtmvmgGc4BtGvn/yKBa25q5FR1EqTm2pmLZtsiI7hVxWka2slBWnxqAwK13jsVlbWwshP09tNe6YU+Kixn9X2dnAw94azhbGcDE3JO1osgL2Rnow1Vs8Dm71xiEq08kOAa4OGs30dEN0dDT5vCZ+XzEYdLAYq5EV6Ir6wFB0s5JwJURMVt3+QX4Wl8Ob0OSWBu5qTzAdzbBMV7Ul8vLly9HY2IjR0VHY2tqSlbdtbW0avzdPnDhBLl9WVjbp8ZQU5fttbW097eeivb0dDAYD0fZMsJY5kOvd76IEt+rgLd8jHnzPeNR4ZqLeNg1nvCoRulJZdeuxxBKHTIrQby3AKUY1Ps4fwAcpXehzEOGohQhDRhI8tFiPv7n24ge3PvzZeTeMFiwDjUZDjVH8hLbJbDTZZWKp9mKV90udtbW1ERgYOCW8nUs3iefhbfJQ45QtjpOHGkGvykC8kAsmk4m4zBQwKzMQ+VYJCW+fr6QlCIJc/0R4K/rmGCLfKgGzMgM8WRGKi4tx9erVl3qOvXv3rsr7Ofb3s2fPwtjYGFpaWti0aRNGR5XXKAKBgBy7Z8+e+b5MpkSJEiVKlCj9DEWBW0pvsihwS4nSayQK3L6Yp8qDHB0dxTvvvIOWlhbk5OTAy8uLzJUdq6IwtRqvLtGL5MBm0yF4vft7eL33Jxi2nIFJwwEssXcnx2jp6ML2yGM4DP4KFntvwHTnFejUHcSiiEzo+YTAIT6DHOvCztcIbt+kzM7pPNP8XUFqLhiu3gi3YSDDJhyDiVs1QttfSg/jcOwm9ATXYK9nOdKNgxBuRQeDzkB1dfUrbwH9oj5x4gSkUilkPB4ULBZqGAz0RUfjBoeDT/h8PCkqwid8Pm5wOOiLjkYNgwEFiwUZjwepVDpj4NHb2wuJQIAqOh03OZxZgdsmFgs0Gg06Cxbgi8JC3OBwUEWnQyIQqMDEjo4ONDU1kWaz2eQxz2azVR7bs2ePxuf6+PFjEmjm5OTM+z56VZ4KXD148AC7du1CUlISOaa0tHRGFYiaPDIyggXPqqfHgALlH8cvOzP35wBuZwOhpvIHH3xAfkasra2hYBfhaFmb2nbJWUFrQaPRYGtiSf7tl5uPIM0vClkekdgQL8AnHefwtP8W7qw/jItEJ4Zzt+GbdWdVwO33m6/hsbQP13K24Up6CxoDcpHtHI6w1Z44mFCN/6q+hB9qruCv5e/gi8IBPMrejftZuzCatRufZO/DKHc33k3YiLNrG3A9vQ2/ztuPMwkNqGdw0RiQgw2BubiVswObgwpQw+CgnJ4GqVcSJJ6JWOfPJfN0+zJqSXj7H01XsClagHSvCFgamMDL3AFWphZwtrRDTnAibjUfVvueCCLH4yP4/j7oSItDS/ZabM1LwECNEJe6NLdOfhFwO5NJEf7+461909PTkZqaCkdHR9jb28Pe3h52dnYwNDSEgYE+li5dQI61sBjPxfX390dYWJhGR0dHY+fOneTzmghuo8J9kZ22BnnpNlCk0VHNDMZWj1hcDFbgSkQzHmXuxSY3HvKs6cgKdEV1MR0jpzNw4RepyGI7gZfmDoIQY2BgAA8fPsTixYvJ361THcsTOyysX79+0uNjry8xMXHK9YxV3OZFpyHbOhRsE79JFbfPw1uBRSSCTNwQZ+oLuWU8znhV4ruIw6i0Vn4HLaRp44CDGKeZNfg4fwAf5w/gQkgjTrsrMGBaiLPmxbhuXolPbbfgB9destrWapEh/tOlB+etyrDBOBl8o2D4LR8HyQ4GlqgK4OEX7EYM53TidMYWyOhpWKQ9DsJDQ0OnhLdz6SbR2dkJgiAQLc8Gqzl/SnDLas5HtDwbBEGgoaFBJUN3DN4+3/74+UzdtW/XqYW2Fy9efCXn2bKyMjg4OGDfvn0YHVVOdJn4OdHR0UFjYyOcnMbbntNoNOzatWu+L5MpUaJEiRIlSj9DUeCW0pssCtxSovQaiQK3s/d0eZB9fX1Tzt5fae0AXUYE+X/L0nb43PoPOJ3+Dcz3jGBZ/QBWNh6FvrRVZTnTjnMw6x6GUfc16O28hgUb38bC2DyYJObDkycZr9IQV2sEt29KZudMPJv83eTkZIQzg5G+JgKncjsnAdsHFSdwKXcP9oetQw+rGvtc5Wi1FyDTLAwsC09EurJA8IWQyWQ4duyYWtg/3z5//jwqKyshEQpRymZDERSEKjp9khVBQShlsyERClFZWTmjStsxt7e3k22ZP+HzZwVuP+HzseQZ8OsOD8cnfD7Zprm9vZ3chrm5+ZSfv4mm0+kan+vEz/GxY8fmff+8KmsCVyMjI6irqwMhFiE9hEm+F0mJiairq5vTJAQGg0FCjfl+/W+SKXA72TOFUNO5sbGR/Ix4e3ujjCfExsxifNt3cxKk7MirJMd+sPUXeNp/C7/vGUGEux8SPINRFJCMr/eN4Gn/LXy67R1ckCqzZP9P8cAkcPu76lMYzt2GYU4r8l2ikOrAQowNHX+teAc/1FzB36ov42vRUXyUvQ93MzvxT7w9+DR7P77mH8JHvL0YSW3B+cSNGOXtwRf8A/g4pwe1vhzU+WVhS2gh/lx8Gr8THsFb4cWo9eWghs7B+oBsrAvgoTEwTwlvI/Lxu3Wn8P3ma7gn248in7Xwt3ZDpJ0P8lyiEGtNh7uZHcJcmWjJLlfbQnoDR0K2JeYyGNifnY5t7Fi0ZsZjS95adBdnaYS3LwJup/P169ehp6dHnhvVfWcPDAyAIMRQSFlwtF8JGo0GXV1d8Pl88vnMttPGRHAbG26HDfI12N3sjLx0S1Rn+oFw9sNm93icD1qP+jXpyLFmIc7dHiVFXhg5nYGnHxF4+hGBT37JR3UxHSWSNMjlchw7doxcb2pq6pTPYceOHeTY3bt3qzx2+fJl8rGamhqN6xiDtiWcQlQF8LAvshzla5LJZTdbZeK7iCMq8PZD/3ZkmbKwdrkX8lcEYqsFB0/8duG7iCPYaZtPLrvFIxcf5w/gs6LDuBDSiEuM9Rh2rMVt10YMO9bimm01rptX4mObZqxeaKB8rkbx+MGtD39z2Y/9Jvng67EQvtINK5Ysw4ZgvsZz3IWsDixeoIS3ixctQlFRkcZK5RftJvGiFbdjULa7u1sF3rKa81Ue15SpO9YeeQzanj9/Xm1Uwsv27du34ew83jZbk4ODg/Gv//qv832ZTIkSJUqUKFH6GYoCt5TeZFHglhKl10gUuJ29Z5MHqaWlBQMDAxisMiH/ZuLBgDtPAq1nN4N0nHxhIGqCScspGO4cxuItZ6C79SyM997CAuPxGenLeAro77qOpV3XsKT3ARbsu4eFqRIYJOTDzDuAHJe4+6RGcPumZHa+bE+ViXu3bBDHk1vRE1KLfYxK7HMqwyG3amxzl0DkkIQ8ejKK/NgQB2ZCnFEAgiDQ1taGO3fuzPvret737t1DT08P5HI5CIKARCCAjMdDMZcLGY8HiUAAgiAgl8vR09Mzbabt825paUExl4sqOh1fCQSzArdPCQJpDsoKmYjVq/GkqAhVdDqKuVy0tLSQ23hZ4DY9XVkB5ubmNu/75VX6eXD1+PFjHD16FDKZDNLCfCgSgpDNHK+C4fh7QFqYP6dJCEVFRaDRlG0lP/jgg3l/D94UU+BW1Zog1NDQEHbs2DFlC/bRUWUHi8HBQeTm5mLhwoXkMV1VVQVZoRhVyYV41H5yEqS81thPbncHvwZP+2/hUftJJNHDEezth6KgFLLN8h96b+BS8U5cLtqBG/wulYzb7zdfw79vuoKR/B04mlQLrmMoomx9keEUgk9FA/jPyov4S/EZfJbXh1HubjzM3InP8/rxL8K38f+kQ/hlWgdupLXhZkYH/ih+G1/xD2I4ZStKPJJQ4BqDg/FV+LPsNP4iOYU/i09gmN2CpoA8NAbkooGVg/qAbDSE5KEpWoB/23gZX1a+jc3hReC6hoNh7oRC91gciFGg1CcV2S4RiHDwRZCzD04odkwC2pu4xbBYaagE36tX43ZNDY4LC7A9LQ5tnDhsyVuLobbqlwZup2oHe/PmTbJ6kkajYf/+/ZPG3L9/H3K5HCWSNFQX02FivBQ0Gg3OjlbIzMwkl504qWgmnjgBICLIFIO7PXH1sDV2NztDyneCPJWBPGsfiK1DkWzoixhXB6TE2atA2zH3d8VAIWWBIMQqXRP27t075XMoKysjxz7f9re9vZ18bGBgQO3yz0PbY6mN+Lb8HLYGjrfArTJNwK982lXg7WG3YtRbpaJ4ZQTKl0dh2KaKBLLHbKXj+9iXg6cV7+D95E5cZG3AsGMt3nfbiO8ijuAr/25cewZv2wzGq7hH7TfhB9defGq7BSNmCpQZRiPPMAiFrnHYn1Az5XlO6ps6AaZHa9ynL9JN4nmYqi6DVlPG7VTw9nloq257E6FtQ0MDli1bBi0tLSxbtgympqawt7cnJ6n6+/vjF7/4xZzPuQ8ePADrWfeUsUkRYy28x8xkMnH58mX84x//mO9LZEqUKFGiRInSz1QUuKX0JosCt5QovUaiwO3sPF0e5P3799Ha2org4GAkJScjuZAAS6iATWg8+T6H1u1A0ltnoGukXM9CfQPoxmRjcXwBlhRtwuItQ1i+5yZWbr8IvVTx+A0NfUMs2XYJumf/AJ0Lf4LWgX/CglQp9PyjoaWlrFQxsHdB0Y0nGsHtm5DZ+SqsKRNXxExHun0EUm1CkWoahFQjFnLMoyCzT4HYLgkit1RIArm4WXIYO9l1EAdwII7NASEUQ6FQvLK2dHP1gwcPMDQ0hN7eXrS3t6OlpQXt7e3o7e3F0NDQC7fKnUvF7VOCwMVnbY8XaGnh2rNM3ucrbl+Gb9++DX19fdBoNLS2ts77/nhVfh5c3blzB62trSAIAiU8NipjGGhLC8bB/JjxG62G+tDXWQxtbW0sXrwY5ubmyMrKmhZyTfTEiq6x1omUX70pcKvq5yHUWGtwgiBQIJWCIAh0d3ernO+Sk5NVIMNE6+joYPv27eREHwW7CIPl2yaB22/2v4dFzyZu8cNT8bT/FgbLtyE/kg06nQ5JLFelzfIHdQdxUaxsl/yHuqFJVbePJL3YElYEjmMImJYuILwTcTK5AX+WncY/i9/Gp7m9eJi5C7/K3ovfFx7GfxWfxx+Fb2MkpQXX2a34Ve4+/L38Er4vHkJveBmK3RPBcwzDwbgqfJTXgz9LTuLfJafxQ9m7aA0qRCMrFxXMdKxnZWN9WB6OcBvwSNKLKzntEHknIGUNC1E2vriTsxO/FR3BN8VvQ0FPR55bNBLcAqFI4qOH2Iiv9g6rgNsgRzdlZePChRiuqMAva2rQmb4Wrdx4tBYk4WJnAy7vbMT6Qg4U2Smk4wJ8yH0QF+ADRXYKwnzcEOxHR1pamtp9z+VyYW9vD6lUir1792JwcBC9vb2QSqUwMjIi1yeTydQuP7HatqU+iByfHOcEoVCARYsWKfcvnz+rY3JivmdyjAkuHXLG8GEzXDrkjL0tHqiS+SIr0AWZpu7wWmUFDxcjnB1ImgRtJ1bdCvgJZJtkTdXDEx0Vpcz2NTAwmPQbYCKUVnfO1wRtn1a8g52x8nH4apOEYcdaFXj7YUAH1tumYb1lCopXRqDFIA1nzGQYMC3EoOs4TM7ziMPTincmVdy+61KFQ27FuO7ZgGuOtYjTU8aN2Cw0UoG2W03SkWcYBJFjHKoDsvF+wV6N57hvy8+hKoBHbjsgIGDK77rZdJN4EWg7E3hbJBGphbbPb7dIIiLbI4913pjKc53E9vjxY5UJBAYGBvjss8/w+PFjODs7IygoCBcuXKCALSVKlChRokTplYsCt5TeZFHglhKl10gUuJ2dNeVB3r9/HwMDA5DL5RATBNLEJWAJFaCLqhHTegBBiq3kcj58OfxLNsCCGar8m5Y2dD1Z0IvNgU6qBNrROVicXYNlmwaxbMtp0LS0xm+eGJphgbQDCzpHQFt3EFqOvqBpK2f4ay1YiJT95yG4+ZVacPumZHa+Kqtk4qblIy0kAaGufghZw0SIuTfCzXzAc4qFyJM9bkYGNq8tI6tzTxV0oTQ4B+IQLohcASQSCXp7e3+U9nQ/Bc8l43bMic+qM5Lt7NRm3L4Ml5aWgkajwd7e/me9byaCq46ODigUCkhEApSnRqEqmo5jRfH4plWEM0TStDd1tbW1QRDEjCpwL126RC5XVlY27+/Dm2IK3KpW0yoUCvI4PHToEOrq6iAiCMTJ5aBXVSFeLoeIIFRag2sCt3FxcWR14thEn7IsAapTilCfLp7kZUuUFZp2JpaoTxejOqUIxZmF8PPzQwm3UKXN8icd58h2yb8qOTgJ3H5aegRFHnFIcgiAp5k9Khjp2BSQhz8RJ/D7gsP4TV4fPsrtwW8K+vHbgkP4TjaET3L2YyRlK66lbsW3okH8vfwS/lt+AVsD+JB5JKLQORqX2VtwNa0Fd7id+Iv4JD7J68VGf2X2bY0/FxuCclEZnIUjaXUYzt2Go4m14LtGI8czGm8llOML6RE8ERzC7yW/wHBGK7aGCyBhJGNdDB9VSQXYxC3Gw/YTJLgVhMVhwbPfO9EuLhAGBSLJ3QlrfZ2REUKHODUG4tQY6C3VmfZ8NGZLS0u1xwGXy51yOR0dHY2tgJ+vti0p8gKNRsOK5YuhkPigRJIGS0tL0GhTd3VQt96QkBDyOUhyV+PqYUtcO2KOq4ctceGQL070hKGA6wD6mpVwsNFFdKgVHlzNVgtun35EYNfWcJiZ6JHrVFc9PNH37t2DgYGyvbCjo+Okrhs+EyqRt23bptJ1Yypo+zy4rXBMIYHrRHh7128L1tumod4iBSL9YDTor8URcyH6HERYoq2E4XH2fuQ6xzJu97gKkW8YBIFVONbbpuGiRy1MFyqrRWOWuuLe6nq10HYkd+eU0PZYaiNSHIPHoXFe3pTv30y7SZw7d25aaCv+dhDJQ41gNecjeahR7ePPw9uBgQFs3LgRAoEA7e3tGq/rzp07h66uLrLyvLOzc9rPkrrJqrOxUCgk17VkyRJ88MEH830JTIkSJUqU/n/23jSsiXxP+y92ZBPcAJVVZF8TlhB2EvawBAh7gIRUEkAUAggiCioKKtou3Yj7RiutjeK+0NrtjkpPz+k+SzvdZ87YyjNPnzmrM3OdM/8z/dz/FyElS8KidtNK3dd1vyCVWvJLpaiqT33vLy1aM1Q0uKU1k0WDW1q03iLR4HZqVtcP8vLlyxqBrfDSVyDvDSKiYTs1zrahcXAR1cAqZzmIoVi1ubximAbFwMgnBDp+kdCOFECbmw89WSu0XYf6Sw4HuKOso2+AmLZDIO8NagS3M6Vn549lVU/c2tpaJCYmgs1mg+0ZALa9L+JdQ1ERlo+aKNEIr4mR44p074ho5Rulh7AmRg4JKwOSlAKQEhLr1q17pwGhyj09PcpKNDYb+7jcVwK3twQC6GppQVdLCyVMJkiSnFK150S+c+cOzM2V/Qp37Ngx7WP2Y3o4uEpMTAQvMhTycB80xAfgVrUAg20kBttInCaTYGlqhOJgd3TkRuNieSr253OR4ecEj0XzoT3Um5IgCBQXF0+43nv37lHv5/P50z4OM8UqcFsdlIO1YcWv7eqgnLcG3KqrpuVwOCOgRIFMBnZlJfxXrkTcsWPwX7kSIZWVKJDJqGjwS5cuobu7G93d3Th48CDq6+vh6uqqfCjL1xdnzpzBwIDyQR+ZSILyPLFaW5gpjzFzzS2o12QiCQQCwZiY5e/2fIILcmVc8s3C7VRc8l+br+JZ1Sn05W2BwDkcwYvd4Wu5BBE2Xsh3jsJRjgK9iWvQm7QGPYmNOJu0Br2Ja3AleT2up7TgavIGXE1ej78tO4d/LL+IJ0UH0BiQi1pmJtpDJLie2oI+/iZcSlmHZ6Jj6I6vV8YkB+ei0p+PFQHpKPaJx6XsTegTtKE1VIzKgHTURxbgVskufC0/gm/Eh/EgZwf6BG24mrcZn4jewzquGHVRBahOKER1cjFOV7+HDdkVqIgTwMlSGd1uM2c+Uv0CEebihmAfd2QkxqAoi4+iLD6MjYwmDW5tbGzU7g/d3d0QiUTw8fHBggULoKenh9mzZ8PFxQUlJSXjpmEMr7bdv40LRzslICwt9qbiiVmsIApQ3bp1S+Oy2tra0NTUhKamJhQWFmL+/HnUtseEmaG6xAxbVy1EdYkZ1lUtxsUj/ti32QtpsRZIjDRGaZEXEjn2cFligZpSJk7sScC1bj5O7U9CTSkT8+bMopbHYrHw4MEDjdvS29tLgUeCIMBzcRnT495r3svtkxQXU33uJ4K2o8HthmDRiGrZ4fD2rv96yK04EM8ORaFpMFZZJOBj90rM0VemYITaeI9Y7umkJuTahoPn6g92iBuyXdgoX/wy5aZsTtQrQ1tFUDa8lrhRyxrd83e0x0uTuHLlCrZt20ZB02JpCdWTtuTpMQrIZv26AzH3WhB1aAUYinRwKnI0wt2Sp8eoXrXF0hJs27YNwcHBI34DVlZWiIuLQ21tLbq6utQmpjx69AiOjo5jfj+enp4QiUQ4dOgQzp49C5lM9kptVurr66llamlpoaenZ7ovf2nRokWLFi1aM1g0uKU1k0WDW1q03iLR4HZqHt0PcmBA+aS6mJQivGQFGGIFmCU1EJy4BfLeIOXh4HZOSAKsiuthLWqAGUt5c2nWUm8sKKjFrPgCaHkEQ8uFCd34Qujm1EDLfagflI4udBLF0FrkBMJgFggDIxBmc2Dg4AZ2VQu1Lk3gdqb07Pyx3dfXp+x3G5cLkiVAZ2YTHqw4MQLOTuQHK06gM7MJJEsASXweSJJEX1/ftH+2H9v9/f2oqKhAeUoKaphM/Lqw8JXgbWtICIKtrZEeFoaKiopXjm5W51OnToEkSY3VVm+7h1ccFhUVUcelCDcH5LhaYoW/HT6RcPBsUwkFbr9ZX4x/2/jyb5W/bi7C9swI5Pq7QF9Pl7opqymicbgNDAxAEATCw8OnfUxmimtrayHPFaE8pfCNWZ4rQm1t7bR/tvF8/fp1tdW0zs4vezcny+VgVlUhZNMmFHz5JcjBQRR8+SVCNm0Cs6oKaWVlGvuTP3z4EOnp6SAIAmZmZjhx4gT1oM/KlSvVWlWRaW5uTr3W1NSEPXv2qI1ZvrXyABWX/LzuDP7YeBG/Le/C17IjOBCnQK5zBLwtHRHp4AvP+fZIXxKCBv8sdMXW4nj8SnzEW42uhDp0xdXiRFwdrqa24HLyetzLaMffy8/jH8sv4lxyExoDleD2dsZWXE9pwSfprbia1oL/KzmB5sB8NLJyscKfj+WMNBR5xaKRnYe+zDY8yt+FDWHFaAjNR2N0EX7feB5PSo/iieQQzic34Vp2G/oKtuLPTVfwfNUZ7EmrRn1kAWpjhVDwCrGKT2JDdgXE0enUcSTExQ8hvoFgs9lYvnw5Kisrp+Ta2lqcOnXqje5Lo6ttj+5SnsPp62nj0dVcKp5YXJhI9Tttbm7WuLyp9GT3ctHHiV1LcWLXUnTvsoIs1xw1chcwfRaMO5++vjYi2HYgSYnGvrQnT56ETCaDv4cyXthQRwcd0dG4mZGBr4RCfCsS4SuhEOlDfeYJgkBZQADk2dnIzMxERkbGuNB2NLjdHlNBVcuOhrf/7NuKDtsi5FmHosg6ApJ5EVi/MAMmOspK65CFntQyr+dtR3VQDnJY0WBFeYCTxAA7xA3B1i9/2+2LcrDBKv2VoG1RooCKvbawsMC9e/fG3T80pUlcuHBhRIzx7t27R/SkjdpdhpKnx8D/xU74nauCQzMf1rnBiC3OAEmSaitzS54eQ9TushG9aq9cuUIdizTZyMgIgYGBIEkS77//Pj777DMMDAxg3bp1Y95bUlKCgQHluZuNjQ0IgoCLi8uUfjPt7e0jHu7avXv3dF/60qJFixYtWrRmuGhwS2smiwa3tGi9RaLB7eQ9uh+k6nWNFbct+8atuF1UXIe5vELl69o6sEglYRxfAO3ITGizedD2CIY2KxE6rERqXj3hahj1/juMbvwdWvv/CdrJJIyjBQht2D4uuH2XenY+ePCAuoHU1tb2xpd/9OhR6gb8jRs3xkzv7+9HeXk5JCkFKAvJxf3lU4O2Kt9ffgJlIbmQpBSgvLz8jcLHn7M7OjogFYtRyWJhR0QEnkskU4K2zyUS7IiIQCWLBalYjI6Ojmn/TG+Dh1ccyooLQZIkfH1f9obMczLHVuYcXExwxPlMP/QJQ/BtU8EYWDvazzZJ0CPlIdHDnlpWQkLChNszf/58EMTkegHSfjM+deoUamtrpwzAfmo49qb8+PFjHD16FHK5fEw1rZdMBtOhB7EIgsBSkQhxx46h5OlTkIODlEuePkXcsWNgKBSIXr4cIqlUbX/yBw8eUK0IvL29J9w2FxcXEAQBe3v7Ea9rilleHpcPYWACin3iUeafCkVgJhSBmahmZmC5XypkvjyE2HigxC8RvtZO4Nj6Is85Eoe4VTiSWItLOa04nb4WRxJqcSyuBtfTN+F25lY8Ex3Df5aewf9XcQGbQ8VoDMrD6qBc/Eq4F5d563CVvxGP83ZjIHc3VjIy6NUfkgAAIABJREFUUR+YDYV/Bsp9klHgzsH+2Ep8Qx7BE/IwVgfnYVV4Pg5m1uPFumt4uqIbnxd1oCexEecFG/BYtpeKd/5L0xVcEbWjIUqojE7mFeHLbWcxuO9TJPop20h42zpDXiz5Uf7Pv6pHV9tGBCsBvFDgRsUTq6pulwxBzuDgYI3Lmxq41cOBTfNxrH0erh62wsHNdqgrXQShwBWZPCcE+FrCaoEx9PW0YT7bAJ6uc7GC9MO1br4y0lmahoqKijFVt729vcpqWT4fFkMP1Ig9PNT+/60d6uFKEATWBgVB5O6OAFdXRLsHodw3TSO0VQduh0cdq+Dtbfc1uLq0FheZq7DTl0SpdwpqvDIgtYyG1tC8YfPc8eviwxS0LY5MRExKEPJL41G5QYC0vFDY27+E2RUL4yBZEAWpS8KUoG1peiFsbW3Vnvdrsro0CRW0VUHa0T1pVa/7bxLC72wlFq9LhUk+Ew4cBvz9/dHQ0DAmVlkdtFUdk/r7+7F+/Xp4DYu1Hs/a2tpwdnYGn8+nHjZQedasWbh+/ToaGxtHvJ6YmAhvb2/U1NTg9u3bGsfj0KFD1ENaBEFg5cqVaq9FHz16RMHxP/7xjz/xlTAtWrRo0aJFa6aJBre0ZrJocEuL1lskGtxO3sP7QY6uWhi3x23LvpE9bguVPW79RAo4Fymgv9BBWRXh7AeTknXQiSmAbpQA+rwSzIorgJ4Xm5pXhxENveK10F19HET7dWglSWAQkQ7PsrXjgtt3qWfn8uXLQRAElixZoraf5tmzZ9HS0oLc3Fx4e3uPuGnU1NQ0qXWoouays7PVTt+yZQtIoRiSoAx8XLzjlcDt6aL3IAnKACkUY8uWLdM+rj+V79+/j6qqKsizs6FgMHAkNnbS8Pa5RIIjsbFQMBiQZ2ejqqpqRI892uqtqjgkJSWo4MeiKtoPWZEsCp4SBAGhowk+5zvieow1rsTa4ALfCxeymPjn6jT8ql6Ae7IY/Lo+Sy28/W5TCepi/aGvq6y61RRPOtxmZmYgCAJsNnvax4f2u+e7d+9i48aNIEkSqWVlVDVt/j//M5JOnYJ3aSlMhlXcOm3YgOjbtyEaBW5VFty6hYCGBgRVViJXLlfbn1yVakEQBC5fvjzu9qmAnZeX15hp6mKW5dlFiPZjI9TRB+F23oi080GUjQ84dn5IcgoC15GJFLcQSJk8hCz2gN8CJ2QuCcEHUeW4mrcZf1p7Gf9a/RGu5m1Gn6ANvxTtwx/kp/AH6Uf4k/QUfis6pOxfy8rDofhqPMrZiYu8ZlxIXYensi58mFCPGkYGFMwMLGfyIfVJQpFnDK5ltOJv1RdxPmM9VrPzUB+Rj3ulHXix7hq+rz+HmzlbcSqxASdTV+Nfqz8a0Zv3z02X0cwVozZWiHq+BE/3fKKsLl5/FDra2tDR1kZubi66u7vf6L5x+fJltLe3T/gdjbaq2rYwPw6p8Y7YvSkKBEHAxFgPX9zIp8Ctquo2Iy1ced6mozNu9PKDBw+QkZGBqDAXCBKM8F6DEU7vNEDfUXP8n35nvPglAy9+ycD1o9bYv9EUH+00xb1T1vjdHW+sKrNGjdwFqysD8bsBscZetyqYPLrq9t69e9T/4+yh34O+tjYe5eaq/R/cNqwH7zU+H6Xe3gi3XIychcFY5szD0/LTGqGoOnCrDt5eZK7C+dBGfFlwgIKzy9yTqXnTrVk4HF49AtqKK1Ox5eAKrHtfisoNAix1X0y9P8hsCQqduFOCtmUZRfD396eW4e/vP+lz5+FpEqOhLau5YERPWhW8jc1OhXU2C/PJMJjkMzGf54eFLDfEZiajtLQUO3bsGAFvVfHIo6HtaHd1dSElJWXEefBUPW/ePBiNE09uYmKCtLQ01NbWqj3vVjk/Px8//PCDxuvRuDhl9XpFRcVPeBVMixYtWrRo0ZqJosEtrZksGtzSovUWiQa3Y93f34+enh50dnaitbUVLS0taG1tRWZmJjVWmnpqagK4dmEv+21FNGxHUd8ThFRvgk1wNOa6+ir712ppQzciAzqFjTBRvA+LwnpYFdXDIlfx8sl4KzvopJVBO7saREopCJ4U+hEZcJM1agS371LPzlu3bmH2bGU/uU2bNo2ZPryPrzpPFtwePHgQBEFAT08PFy9eHDP99OnTyrjk8CxsTa55JXC7NbkGkvAskCT5Sj3D3mb39vZCJpOhjM+HgsHAjogI/GqC2ORfFRZiR0QEFAwGyvh8yGQy9Pb2Tvtn+Tl7eMWhrKgAlQlsVHEYKAv3BtvRGk5zjKnfRrGTGb7Icsf/LfbC7UQbXOVa4wLPGcdiHHGEY49zaZ44n8nAg7K4ETHKg20k7tRkQcFhYP7cOSAIAoaGhuNu16NHj6joxNjY2GkfJ9rvli9cuIDKykqIpFJEL1+ujEY+dgzi3/0OkTt3wq24GFZ5eTCOiqL2f+vdu+F7/jyCrlxB7pMnauFt0ddfI2L7djAUCiSVl0NCjuxPLhKJqOUdOnRo3G00Nlb+9mJiYsZMUxezLJfL4ebmBvvFtnC1coCbpT38bd0Q7RoAjlsg4j3ZKI3MRHVMAeLdg2FlMgfxtkws90nBtaw2/KHhAv609jKuF2zF9ew23M5ux5/Le/AH2Sn8kfwI53lNWBOUh9XBeegX7sK1tI04x2vCWd5aPCk+iBpGBsRusUhzDEa+azTCbLwQYeMNsWccVrFy0MjOR0NoPlZHFeL3jReoqtretGZ0JdXhcGIt/rT20ghw+0/LD6E+sgDViYXYL19HxUI/33sTqQHRCPDwRVpa2ht9OEcFX6WkWG316Xg+cOAAxGIRQoNskRJnj+xUZ6wgfXF4Z6xGUGpvr0wiSE9PH7M8FUBubW1FYGAAMhPnozzfEOf3muPMbj18edEC//LJQvz1Kz/8+Re+uHrYCse3zsLHu2fhq8tW+OtXfjj+ngPqShdBIfdD75FkjeBWBZNHV90OT8BwsbBQPsTj5qbx/3BvSgq1j++JjsZtgQDxdnaIsXRCjk0o3gspnVLF7Wh4e4G1moK2VBxy7jZE2L5Mh4ic74lyn9Qx0HbroUpsPVSJde9L4en/sl+ri91iBC/ywJ6E6klD26ioKGhpaYEgCCxatAhXr16d9H6ieiDKx8dHbRxy/Id1I+BtQ0MD/P394RjuC5M8Jhbnh8Cvig//lYIRcHY4vJ0MtB3uGzduoLKykopo/6nN4XDwP//zP+Nej6qqlfX19fHdd9/9NBfBtGjRokWLFq0ZKRrc0prJosEtLVpvkWhw+9L3799HR0cHKioqQJIkpCIR5NnZKBUIIM/Ohu+w2LHNmzePezNxNMD1C4+m5rUPTwBDVKWsuC2swryEfBg6uMHA3hUm3Czo88thlFmBedW7saTtNKylzSB0hvpHzrWGtmcIiMAEEFHZIBJLJgS371LPzooK5Y0/KysrtdUPnZ2dLyG3tjYcHR3hMdSzbSrgdmBggIqZU1d129/fj9LSUkiSC7AsNO+VetwuC82DJLkAZWVlMyYmebhVPfXk2dmoZLFQw2RiL4eDG0M99b4pLsZXQiFuZGRgL4eDGiYTlSwW5NnZkMlkb7wK613z8IrDsuxUVHGZqI1loobLgCLaF5X+Ngieb0j9NgS2RtjPXoC/SHzxF4kfHibb4UigGfYHzEYXyxw9LFOci7VVG6N8uDAWlfHB1A3ricDtzZs3qfUWFhZO+1jRfjf86NEjdHZ2QiqVIkcuR1BlJQIaGiC4dQvk4CDyPv8cjqmpME9NhbFQCNOhJAqCIGDR2IhFV67A88IFMM6fR9Ljx5A8fz4G3kqePQOvpwfMmhpwh84VVP3JeTwetbzxjk/Xrl2j3ieTySb9mYqy8hDjF4JYnxBUJgmxMXe5WjcLyuBkZQuGpROSHYIg9+WhKjAT9WH5KA1Ihcg7HmLPONQHZWN1YC4aA3LQ4J+NxqA8rA0pwL/JunAldQN6ktegL7MNn+W2o9Q7CQKXcPAcApHlGgGGrSvY9l5IdAqC0CsGq8LysSoiH/sz6igw+7zuDM7ym3GQV4uu5Ho8rzszAtx25zajLroACl4Rbq07SoHbR63dUPCKIC+SoKWl5Y3uI6qo4xWy8HF7vo62CvjyU8IQ7G+FqpLF48JSFSjNzeJAW1sbenp6I86xVcsrERfB09MTkaFLIUgwQud6M/QdMcXdk0b4ps8UX1+3wv/pd8Zv+pxx9bAVejsMceOoIfX661TdDu85n+/qqqye1NPDF/n5GsHt78RiGA7F6cq9vTFIkujh8cC2tgbHwQt5dhE4mtwwqR63o6f/uvgw7iRvw6+LD48BqgHWrtS8nnPtEcMMVAtttx6qxJaDK+DOfglurQLnIdjLE4qgbLUVt6OhbXx8PBUZPHfu3Ck/IKZKk7CxsRkDbcnBDyF53jUC3pIkiVghH9Yh7nDIDAFDkQ7+tY1q45B3794NqVSKYmnJpKHt6OPJzp07ERoaSoFpdba0tERGRgb4fL7G961ZswZisRi6Q0kbwz28p62NjQ3++te/TuqalMVi0VW3tGjRokWLFq0fXTS4pTWTRYNbWrTeItHgVune3l5UVVVBKhajPCUFlWw2FAzGCHvNm0eNlaS4GFVVVRPe0FEBXC6XS81rbuuIuew4zEkRw1JYC4cNXfD8+Amc378Oa2kTjOPyYc4TwUKwDHMFy2Be3AgtI2V/Wq05VtBJFEE7UgDCyReEiz/0A+PgWbFh3Kjkd8EPHz6keggWFRWpfc+ZM2ewYsUK7N27l+q71dTU9ErgtqamBgRBwNjYGJ999tmY6a2trSALRJAEZeCsaNeUwO0Z0U5lTHKB6GfVv++n9ojfXWqq2t+dgsFAJZuN8tRUSMXiSf3uZrpVFYfSEhGWp0SjKtoP9XH+qIr2Q3WEB+r8F2Fd4EIciLSjfhvRlgaocTXB18nW+FW6MjK5N2wOTjP1ccZfH5+Gz0YPywRnI+bj/LAY5WcbJVidEIgyfjz09fWpG7Xjbd+RI0eo9TY3N0/7eNF++/3o0SOsW7cOEpJE0rJlYCgUiNi+HUVffw1ycBAFv/gF2OvXwzo0FCZJSdArKYHZ+fMghvbZuTIZ7O7fh9XVq1h66RL8zp9H5GefqYW3Jd99h4BVq5BUXk71J79z5w7mzFFWnBsYGODu3bsa+7G/99571P6/e/fuCT8TSZJYliOGgleE7cV1+HrnRQzu+xSXGvYozymMTPHL985R4HNw36eo55NgO/kg0tYHKUtYEPsmQMRMQI4PF3GuLCQ6BSHNJQQ8xyAUuXNR5cfHCr80bI+Q4pZgK04nNqCTU4GTvAasZRcgfWkIXOfZIsrWB7FLAxDtGYQojyBwXAOR5BqMrQll2JNWjd/WvoxD/kX5IZzPakFncjV6MtfhF+WHRvS4XR9TgtoYIerSSvBvHX3Utnct34zK1GLk5eVBoVBMOdJYk1WwtEyaBoVcc89XdR5ebZudvBD1pVYTwlIVKI2MjEBycjIOHjw4YnkkKUFGihcWLbJGMnc2yvMNcfmABT45YoLfP5yHb/uM8eT6XHx93RqfHF+Ia4fn4tohI/zivBF+fWUOfnPNGn/4wgeH2+1RK1uICokPPtqXiG8fitT60bXcEZ+7u7sbJEmiks1Gha8vFAwGDsfGTtiyIHgo5ptlZUW91hgYCJaNDaLcAlHmk6q21+1E4HY8oGpvrfwd6erqwjvAHa6RDkiUhGHzgeVjoG3ptiy4Rb8Et26ZznCNdEAMM3AMvB0NbXk8HvT09EAQBMzMzHDy5MkpH4dU0NJhiSMVj6yCtioPh7ecihwwFOmIfL8MMYeqkHVnG/W+kqfHqFjkYmkJtm3bhjNnzmDbtm24cuXKa/0eent7IRQKqRSb4bawsEB1dTWePHmChUO9wBMTE6n3CoVC/L//9/8AKCtluVwuBaxHe/v27ZO+Jt21axcIgoCpqemkYS8tWrRo0aJFi9ZURYNbWjNZNLilRestEg1u1Vf+7eNycXOo8u9bkQhfCYVIX7KEGquygACq8m8yN3YaGxupeee4+WFufC5M4wswr2E/HI4OwPv692DcegHva/8Oi/LNsAhJgLkHE3OC42DEzQGhq7y5rG3vBuOSZhjlrwThFw3CLQh6rv5wkdRDeOmrdxrcqm7oTFTNNNqvCm6vX79OVV00NjaOma666SkJE2Bb6sopgdttqSshCROAJMkZXzk6UaW7VCQCSZKoqKhAR0eHxkp3TZDkTfnSpUvQ09ODrq6uxqj06fbw6jy5MAeVcUFYFeePhoRAKDh+qGU7oZ5hhT0Rdnhe7IM/lPjCUEdZTeMxWw/lDno46m+M00HGuBhihr4QE9yNMMW/xJjiG64xvowxx4UQU5wJmY2LyS44n8lAd3YwKqN8ER36shd3amrquNtZW1tLvXemxYRP5B97Pz569CgFJW7cuDHtn/dNua+vDyRJgltRAWZNDXg9PZA8ewbJ8+dIu3QJzNpaeFVXY25aGow4HBiWlcHo+HHoeHsr4zm9vODy5AmW/upXsL52DQ6XL4Nx/jwEjx+Du2/fCHCbdecOGAoFCmQybNmyBffu3UNMTAy1TycmJmJgQHM/dolEQkWCNjU1aezHrvpMFQIRalKK0VOzA886b4wAtJEeASAIAuJo/ojXH7V9hAS/MHBcAsBxZKLMPxWlQWkoCU5BhBsTPouXwnHOQrjMsYH9bEt4z3dAjD0Dcp8kFLhFI8slHHyXUBQy4pHvG4MErxA4LrRFtHsQwl0YSPaPRGpANKLdAiD0jsGxtFXoE7aP8LX8LbhYuBl7U2pwobAN1/K3UNOOpa2C0DsG0W4BSAuMRj1fQrk6uRjlgmIEBQVBLCqccqSxJqtgaaWMhZpSptqer5p+k8OrbRUSazSUW08YUawpnli1PFlJCgL95oHpZYbECF3sajTFxX0mePjxbPz5c0t8e2M2vrpoghvHLHB6twUu7jPBxX1GOL1THye26aGr3Qind1vgePt85KcaIy5iLsKCFmIF6QuFnKHRqs+9cuVKSEUiKBgM3MzImFSf+UGSRNNQVaShjg6eFBVhkCRxIyMDQldXMH19IQhPgiIoG8v8M7CduwzbYyqwPaYCuR4vH2DM9eBSr2+PqUBX6hqN0FYQzaOqOmfPmQ3bcFsESplIW8dB6bYsquJWBW3567nwErhT6wpdHYpAKXMMvB0NbdPS0mBoqEyhMDIywpEjR6a8jw1Pk/Dx8aF60sZ/WAfJ864x8JbX0whWcwF4PY1qp4+OVT5z5swbP3bevXsXTU1NcHd/OWbq/MUXX+Crr75CT08P/vd//3fM9eR///d/o7OzE87DeocTBIHDhw9P+pr0+++/p867Dxw48AavdmnRokWLFi1atF6KBre0ZrJocEuL1lukmQ5ue3t7IZVKR/Ta/LWGXpu1TCY1VmuDgqbUa3M4PPTx9YV7eAwWxWRibnwe5ohWY8HGU7A/+AAOW8/AJLkEc2OzMDciBWbMSBj5hIAglHBF18EdsxuPY/a6k9D2CIb2AhuYOHnCKaUAjJJqcFv2IffMo3cS3CYnJ4MgCNja2k5pvlcFtwMDA2AOfeeBgYFjpt2/fx9yuRwSXj6WhxWgf8XJSUHb/hUnURGWDwkvH3K5/I3273ubram3dGdnJ3p6eiaMk9YESQYGlBWoq1evRlpaGtzd3WFlZQUDAwMYGBjA0tISYWFhWLdu3YTrSE9PB0EQCAsLm/bxGm2qOk8iwbLMJCg4DGzPjMD92mwoOAysZDmggWmNK8lL8RfSDy+kDLyQMhBqbQKCIGBtpIushbpocNLBeX89XArQwz9FGGEweT6uhVvg97w5+JZrgicxs3Ez0gKXoxfgcoI91rAdwHGypKqUtLS0cPz48XG3NTExEQShjDyf7nH7uXm8/XhgYABnz55FS0uLRtg3mXUEBweDINTHwL+t7u/vR3l5OZLKyxGwahVKvvsOom+/RXRHBxgKBVxqamBdXw+rujosWL4cpqtXY/aHH8JgaLwJfX0sOHMG9g8fwvraNSy9dAkBly4h6/59Jei2t4dPeTm4+/cjsLER3nl5SExMRG5u7oi+kQsWLMDVq1fH7cfuPQSLx3NTUxP1mcpzxFjFJ/Fd5ycj4Ozgvk/RW7dbCYF19fCo7aMR0z6QNKI6oRB1Efn4MH01Lom24sOi9chkxYLt5IMU1xDku3OQ4BgI5kIXsO28kOERgQh7XwQ4eCDY1Q8JwVFICI5CRHAofH19EcJiI5oVBlF6LnIS+Qjw9IXAJxpNXDEuibaO8QWyHR8VbsAFsn3E601cMQQ+0Qjw9EVOIh/leeIR5ielICoqcsqRxpo8vNq2upSBW70CtVBVnUdX264qs8bAefdJRRSPjiceGBjA1q1bERMTA16ME7zdTJDK0UNsqDYECfoQpuqhTmqE1WXGWCU3QoVQD4VpeshK0ENB6iwUpM5CXrIh0ri6SOUaIJVrhNyUechNmQdBkiX8mW7gp0ajVCoY11JSBKFQCHl2NhQMBr4SCicNbr8SCmEwBNd2RERQrykYDGTGxoLD4aAsowhm+kYT7ucqBy/yUAttszjJsLW1pd5n6WOJpVFLEdoYiuQd8eCv51LwVgVtk3fEI3hlMDVPbEMsEjsTx8DblgiSgrYZGRlU32kDAwN0dna+0n42PE1CJpNRPWk1wVtNVgdtu7q6fvTj6JEjR0YkBA03m83GP/7xjwmvK3/44Qc0Nze/ErgFgMjISBCEsi8uLVq0aNGiRYvWjyEa3NKayaLBLS1ab5FmMri9d+8eqqqqqBtXR+Pi8Fwi0Xizqi00lBqra3w+jsTGQsFgQJ6djaqqqnEB3HB4KBKJUF5eDl5yCtzDY7CQkw6zIC5m+UfDKCoTs3hiGKeXwTynEvZNR2C/9jA1r6EnC6ZFq2Fc2ADdVDn0HD0wx9IakVFRSJOUgSWuBEOseCfB7fC4tqnM9zrgtri4GARBQE9PD3fu3BkzvaWlBWSeMi75nPj9SYHbc+L3lTHJ+aI33r9vpno8SDIwMACxWDypm8dOTk44d+6cxvVcuHCBqvx5lWqcH9NUdV4qFzVcJnqkPDzbJMHTjSWojwtALXspmgMX4s+Sl9D2hZSBjSwldNImCCRa6YG00cY1pha+idTHf8Qb4zdxc0EQBLxm66LCUQ97GCb4OGweLsTbo9nHAs5metDSejmGBQUF427n48ePqcjz3NzcaR+3n5Mn2o/37t07IeybzHoOHjxIHdcuXrw47Z/7TXnLli0okMnAUCiQ9PHHCFq7Fr4KBexXroRVfT2WnD4N3++/h/WaNbBoaIDJxo2Y//QpFZc8q7YWc3t7YXr4MFw+/hjcu3eR098/afjk7e1NPcSlqR/7+fPnx/SMHK8f+5YtWyATSaDgFeFuS9cYcDu471MwHJWVcqOrbq+v2Q8FrxDLQzKxIUKEbWnLIQnno4yThUK/OEgYSdjMlULCSEK+TwziPIPha+8K5hIPBAcHo7i4GCtXrsTKlSvR1NSEjz76CE1NTdRrCoUCoaGhSGZxIA3j49ry93F9xQcj/Gn1Xvyy7Qw+rd5LvXZt+fsgQ/lIZnEQGhoKhUJBLXPlypWorq4Gl8tFsTBhSpHGly9fRnt7u9po5eHVtvu3cTVC1dFWV23b9Z4DXvySgePvOUy56vbGjRtgs9kI9HeGs6MpEqPmwM9NB872ugj200N2kglWlc6jXJpvivyUWYgNM0Vi9DzwExaCn7AQgb6z4Wg7C+4ulghjuyExLhCJcYHgRIcjLy8PGzZsGNdbt25FQ0MDSgUCKBgMfCsSTRrcDpIk0oYSaCIXL8YgSeKb4mIoGAyUCgQoLy+HVCqFqZHxlMHtaGjr5uYGs/nKCF79OfpwzHJEIBmIAGEAwhrDKHib38qjoG3S3iTIL8qha6D8Xx0sDEb5tfIR8Jbt5YXgRR7I4iQjKyuLOu7q6upix44dr3wMGp0m0dXVNWV4O13QdmBA+UDi8AdRRvv58+eTurY8fPjldctUwW19fb3y+9bXx3/913+9wpUtLVq0aNGiRYvW+KLBLa2ZLBrc0qL1Fmkmg9uOjg5IxWJUsljYERExLrQdJEn0pqRQY7UnOhrPJRLsiIhAJYsFqViMjo4OjesaDQ8fPHiAzs5O8Pl8uLq5YZ7dEhh5h0A3LA268UUwqdgOm2P/BMatF3DZc4Oa1zwqHVZF9ZhTWAe9tFIYeAXDwd0LEokEFRUVkJAkBXDfJXB76dIlagxqamqmNO/rgNutW7dS837wwQdjpp84cUIZlxwqwI60+kmB2x1p9ZCEKmOST5w4Me1j+y5YEyRRWSKRwNnZGQKBAI2NjdixYweOHTuGzs5ONDY2jqiAW7RokVpIr3JsbCwI4udXdUtV52UmYVV8AL7bVILBNhKDbST2F3BRHemFeoYVvsh2p6DtX0g/bAtZDJ0h8Opuqg3SRhuPQ3Txh1hD/CHeBF8nzNN4E3e4tQgCDAYDzc3Nar8DlYfDx2PHjk37uP2cPNF+3NnZOSnYNxl7eXmBIKZedftzjiQ/ffo0JBIJ3DMysCQ1FR7V1VhUV4eF69bB/fPPwXjxAowXL+Bw5Ajmr1oF49WrMe83v4FhVhYIgoBOQAAMz52D8eHDsOrsRMSnn6Lku++QfPYs/CorsTgyEqZ2dtAxMICWtjYMDQ2xdOlSpKSkYNeuXVSF9Hj92MvLy0EQBObMmYNly5ZN2I/99OnTyj6kacU4XNaiFtxuyFHuNyaGRlT/28F9n+Lb96+iJqUYuYwYhNp6wXuhE2KdA1HgxcXywHScFjSjT9iO04JmLA9MR4GXsv9tgIcvuFwubt68OeGYt7S0QF6kBMuPWrvVbt9oP2rthoJXBHmRRO3DS68SaawCrFJSPAbyjq62/eoz4bhRxqO3ZXS17e/ueOPFLxn43R3vKVfd5ufng8HwRXq8OYIZs5GfNhfuTnrwctGs6AHhAAAgAElEQVRDCMMATcsXYH+bPeUP1tugTjob1aQ1auWO2LUxAu+tj0B8tB2cl8yGk+MicLlcNDc3U0B2shHora2tr1RxO0iSuJCaqvzNaGnhYU4OVXErz85Ga2srTpw4oUyzySiCIihbbc/b8XraqqDtEsYSaOsqe8Z6VnkibEcYPEgPtfBWBW3Lr5Vj7cBa2DGUPdxtGbZYO7B2DLz1DnCHl5cXBW11dHRe+5imLk1iNLzl9TSOC255PY3TAm1Pnz49orp59MMlU+lV+zrg9syZM9S8fX19U7yqpUWLFi1atGjRmlg0uKU1k0WDW1q03iLNVHDb39+PiooKlKekoIbJ1BiPPNy/E4thOBQPJ/f2xiBJ4leFhahhMlGemoqKigqNUavDb8g2NjbiwIEDqKiogEhcgjB+NmziBJjDyYCpoALGdfth3PIxFuy5Be/r32Pxipfw0PXwAzi/fx3W0iYYcXMwa6kPnHwY2LBhAx48eEAtV0KSEJFSbN26ddrH+k24tbWVGoOpRia+Dri9ePEiNe+yZcvGTL979y5kMhkkifkgWZkoZedMaJKVCUmiMib53r170z62b7vHgyQqTxSBPDAwgNzc3Ek9HLB9+3bqRuZEEek/tbds2QJZUQEUHAbu1mRR4PYzRSYUHAbqAhajO9aRArf/KlTCXPfZypjjhYbaaHDSxSlfHfwhzgh/4ZnjRYYlTgSbQ+ZgAH9zHSw20oGJnjb0tLVgpqeNRcb6cLOyQLrvElSkckGSJPr6+jRuI5/PV0Jid/dpH6+fkyezH585cwYrVqyYEPZNxjU1NSAIAsbGxvjss88mPd/POZL8/v37iI6OhlNgIOampMCqrg52e/bA5/lzCtoyXryAW38/rOrrYbp6NczPnsWc27eVY6ijA/3jx2H48ceYe/w4fM+dQ+Rnn0Hy/DnV3zbu6FGwKivH7U+uqR/7o0ePKDCi7v+Juu+yv78fpaWlWJYjxup06Zget4P7PsUv2s9AR1sJt9oLa0ZMaxKUwmmBDZZa2iLakYFcHy6auWKcL2obEV18vqgNzVwx8nxjkOwXAU5kFCorK3HhwoVxx1z18FJlajG6lm+eFLjtWr4ZlanFah9eetVIYxXsVRetrK7adrwo49Hboqq2rRRb4cg2e/zxn30pH263R61sISokPtizORp7tkTj7oUsfPtQRPnRtVwo5AxIinmws7MDJ8wWuTxD5KVaIDHKCHmppsjl6WNNuQluHF+IP//CFy9+yaA8cN4BVw4vwvlDfvj8WjLOHk6GQu6Hosx5YDEXITmZ90pR0p2dna/U41blRHt7EASBAldX3MjIgILBgFQkomKGpwJv1UHbpQFLYeFioTxOLTZG1qMsZD3OUgtveR8kjoC2awfWIrZK+ZCVroEu6m7VjYC3AaX+cIx1hJHJyzjnwsJCdHd3j2t11dwqj5cm0d7eDpIkwanIAau5YFxwy2ouAKciByRJor29/Sf7H5SXl6fxwaw7d+5M6drydcDt06dPqXnb2tqmNC8tWrRo0aJFi9ZkRINbWjNZNLilRest0kwFtz09PcqbjWw29nG5GkGtvZkyom0vh4NBkkSwtTUIggDLyop6314OB5VsNkiS1FghNPyGLJfLhYQkEZdbCC1tHWhpayN4xQbEHv4EAR9cgvOmk1i0sRvW2y/Bauc1mLCVT/DrW9qAcesFGLdewPvav8OifDNMGWFgRHJHVNY+ePAAhw4dwrZt2yZdefFz8Hg9TouKiqjxm2oV1uuA23v37lHz8vl8te9Zv349yEIxJHzhpE0Wit+ZaujptiZIMlVfvXqVWg6Hwxl3P1VV6JSUlEz75x9uqjovPhiHC2MpcPtvG0uwMtYftWwnrA9cSPW4/ZPED00BC1HkZEZVzcpsdVHnqIPVS/XQ7G6E9Z4mWO9pghonfSiWGkLhaoq1AdZoCliIVUxr1AYvQTWXgdoYJsozk1BeXq4RzN26dQumpqYgCAIbN26c9vH6OflV9+NXPb5dv34dOkMPIjU2Nk5qnp97JHlfXx84HA5seTyYCIWwP30afn/5ywhoy3jxAr7/8R+wbmyERUMDTNvaYPm3v8EgLU0JeXJyYH7nDsx7e+Fw+TIY589D+NvfghwchOT5cwStWYOEZcvG7U+uqR97S0sLCIKAubk5Bd4n8122trZCXqysan2w6YRaGBrs7AuCIBDqysDgvk/xrPMGTim2Iy80Cd4LnZDgHIRcPy4OFq4dE2c83AeEayAN46M8MR/yIgmkUik6Ozs1VtGrHl5aliVCdXIx6vmSCV2dXIxl2WK1Dy+9SqTxcNg7OlpZU7Wtpijj4WD44MGDVLVtXMRcFKSa4KNdC3D1sBXlj3YtQEGqCWLC5sDexhQs5gKEBS3ECtIXCjljhKNC7GFtbYmMOGMUpRtCnmsEPw89pMUYIz5cD3s3zMLVw1b4TZ/zCHD7/WNvXDtihYuHXHDukD8aVgSgRu6CGnIB4iLmIjjQA2VlZRNGSY/2ZM6Dx/MtgQC6WlrQ19ZGW0iI2vPgycDb0dDWw8MDSwOWwi7ODjqGymNU2I4wZA9kI3sgewy8DSoKQtKWJKy4sYKCtmsH1qLmkxro6CvnT21OpV5fcWMF8j/KB1vCntTxarh5PJ7G8dSUJvG2VNx++OGHGj/3kydPpnRt+Trg9m9/+xs1r1QqndK8tGjRokWLFi1akxENbmnNZNHglhatt0gzFdxOptKgMTBQWeVqYUHFKDexWCAIAgba2tgQHIw8Fxe4WFjAVF8fOjo60NPTg6WlJdzc3JCWlobGxkY0NTUhdShWjiAIOLu4wDksBnZhcTCxUkZO2obEgLw3iJLbz5Dc8zkCOy7Db9d5OO+4AB1zZVSpWWwuvK9/D8atF/C9+UdYbjmHefG5CIxJfKsh4P3799HR0YGKigqQJAmpSAR5djZKBQLIs7MhFYng4+Pzyvvp64DbgYEBGBgYgCAIhIeHq51+/fr1EX3/JuOmpiZcv3592sf+XbAmSDJV37lzh9pPJqr0U63TxsZm2j//cFPVeRmJWJ0QiGebJBS83ZMXjepIT9QzrPBljgdVddsV44BVfgvgYqq8we1pqo1KR31ULp2FVd5zsMp7DqrdzVHiYAiRszlk3taoCXWmXB3pjTWJQVBwGJAVFWDLli0at08VE+vo6DhunPJM9Kvux69zfFPFLHt5eU3q/T/3SPL+/n7k5ORgaUwMzEQiOA6LRx5t+4MHqbjk+f/yL5j35ZcgdHVB6Olh/qefYv6VK1h66RICLl1CybNnIAcHkfvoERgKBXLl8nH7k6vrx/748WM4OjqCIAjU1dVN6bvs7u6mqlqPLtukFtwui1dWy+nr6uHJzovYKVoFBa8QBQHxyPfiYkVkNh40q++RO9pf77yI7cV1UPCKUJ4jBkmSWLduncbf7Pr16yETSVCeJ560ZSLJmPOWV400Hi9aebxq24mqbtvb25GSnAh/phsESZZoKF+Mi4fcx3hV2WJEBVtgofVcJETOhT/TDWkpUSiVCiiXFPNha2MFfy8zZCfoo3fPHJRk6iIqSA9LbHWQytUDmaWPi/vnjFt121a/FNKCpagrXYSGcmuIs+a8ctWtKnlGzuPBfOg8R/WQ4mS9MzISZd7eyHVx0Zg8s2HDBuV5s54+SplpI+DtaGjLZDLhG+GLJUlLYJ9nD5s0G/jV+FHQVhO8jZBGQHpCOgLcrh1YC884TxAEgSXBS8ZME3YK3yi4VZcm8Tb0uB3+0GRjYyMVhT/cv//976d0bfk64BYAZs2aBYIgkJKSMuV5adGiRYsWLVq0JhINbmnNZNHglhatt0gzFdxO1NvrSVERLIZuZHVER1OvfyUUwmCoSulNO2H7CZD3BkcAXNfKzdT0+YqdsNp5DQ5HB+B5+fk7AW57e3tRVVUFqViM8pQUVLLZUDAYY+w5FD9HEARWrFgxpYja1wW38+fPB0EQCAwMnPbxoj3W6iDJq7ixsZHaT4RC4bjvXbVqFfXeM2fOTPsYDHdrayvkhflQcBh4sDKbArc3KjOUccn+i3AqfgkFbh8L3FDPsILcyRjaBAEdLQKVS42w3m8u2kNs0B5ig3qfeShznQ2Zrw0auL7YmMqmvD0zAjsFEaiMDwZJkvj444/VbtedO3dgbm4OgiCwY8eOaR+nn5tfdT9+1ePbiRMn4OurrNLU1tbGoUOHxn3/2xJJvmnTJniz2bDIy4Pl8ePw++tf1YJb13v3qLhki/PnYfX3v8Nw2zYYLlsG84MHYXnlCrwuXAD37l0qJjm+qwtBQzHJmvqTa+rHfuXKFZAkibKyMjx8+HBK3+X9+/chl8uxLFuMNZmleL735hjYeqB0PTXvPlkzFLwi1HILUOwTh83xpTgna8d3ez6ZFLhVVez21OxATUoxKgSicSPQJ3p4qbS0FHw+H6WlpeM+vPQqkcbjRSuXl5ejrKxMY7XtRFW3V69eRWJiIpITmBBl2+Pc4RDc6oka44/3B8Pf2wIsxlykxZqDF++H2NhYNDU1YcOGDdiwYQN4PB4c7O3Aj52FtRVG+M3VOagjdZDG1YHdQi3kJOlAItDHlpWzcG6vJb646ITvB3wp/9sdT/R0LICQPxdFGfOwUm6JB2ddoZC8XtVtR0cHggICQBAErI2N8aykZMz58N2sLHwQFQWJpyf8LS2pliEEQWB7eDh2RESgksWCVCxGR0eH2vWoHtrwWuI6ovJ2NLSNzYpFkDAIAcsCEN0ZDdZeFmLOxIwBt5OFt+IjyhQALR0tLL+wnHp9zeM1yN2RiwgyAllkFqRS6ZTTXIZbXZrEq0DbnxLeqntoMismBosNDWFOKBM4VN/ztWvX8Pe//33S15avC25V/w85HM6U56VFixYtWrRo0ZpINLilNZNFg1tatN4izVRw29LSglKBAAoGA9+KRGNuVK0eqrZdZGKCZ0PVtiqnLVkCgiBgrKeHYnd3bGSzkbZkCTI4HIjFYjQ2NkJPT2/SwFbfUPlk+WxbR3Bb9kF46SsK4Lok5yvXZecMv13n4bLzIhbtuAKrHVffenB78uRJyGQyyLOzUclioYbJxD4uFzczMvCVUIhvRSJ8JRTiZkYGoodVAIjT0yGTyXDy5MlJred1wa3ZUFw2m82e9jF7l33jxg1s3bqVutE9Gav6dBIEgaSkpDHTt27dOm5c+M2bN9HV1YW8vDwqmlVPT29CUNTV1UWtd7Ixsz+Vqeq8OBaOFsdR4PZfW8SojWGilr0EG1mL8NehuOQ/Svywxt8aDd4WSLHWQ5m9Lo74m+C7LGUv3L+SfrgZtwiXkpxwIYuJ7zaKqWUOtpF4tkmC1QmBWJaRiLKyMo3w7tSpUyBJclxYN1OtCfZNxq9yfFPFl3JZkdS8iYmJGmHkwMDbE0l++vRpREVFwSozE+ZNTfAc1d+Wikv+/ntYNzTAoqEBJo2NMF67FnrV1TBWKGAslcKsuBgLhUJ4VlYioL4eAfX1YFRXI24oJllTf/Ifqx97S0sL5EXKuORHrd1jQOuj1m5q3vo0ZSRxeYQAIp949Iq34NbKA5OGtip/1/kJVvFJlOeKx41AH88qsColxeP2qH3VSOPxopVTknlITuaNW207HhieTLXu4C9InD2cjORYB2QnzUZemhVK8txHLOf27dtgs9nghNshL3kWPvtwHu53z8LxLXpI42ohyJsAw10LcaHaYLhrIzfZEIV8E9TJLVFfakU5mWMCLxc9pHH1US8zwdXDVmgsN0c2z5Squp3oAYzR7uvrg6GhofJ/qL09jsTGUgkzgySJj3m8cc9fSzw8oGAwIM/ORlVVlcb48IMHD1IPYggTMqEIysamKNkYaBtBRiB3Ry7KrpYhaW8SOHs5rw1vXaNcQRAEmOlMjdB2vGPfZDw6TeLMmTMTQlvJ8y7wehrBai4Ar6dR7fTR8HYqD4rt3bsXlpaWiIqKGnMepO6hyWJ7e0RpaSGCIBBBELAd6ptNEATmmpvDy8sL33zzzaSuLV8X3FpYKHsbx8fHT3leWrRo0aJFixatiUSDW1ozWTS4pUXrLdJMBbfjVdx+V1KChcbGIAgC5T4+Y6DuhaHYYx0tLTzMycFXQiF146q1tZVax0SVRQ8ePMCBAwfAU90Y09KCb6YIjJJqcFv2Ied0P/RNlTeuI5veHxGh7LLzIhZu6X1rwW1vb6+y7xmfDwWDgR0REfh1YaHGOL5aJpMaS4mHB8r4fMhksklVYr0OuH306BG0h25excbGTvu4vctub2+HRCJCUZFg0o6IYFHfbXx81JjpEokI27ZtG7Ee3jg3og0NDceN+lW5v7+fAr0ZGRnTPnbDTVXnpSdgTWIQnre+jEv+ICcK1RHKuORf5XlSVbdHOA6o85mPMjsdnAvQx+eRxvhNkiWeZS/BM6EHrnKtcCHNE7ckUSOg7WAbifu12VBwGJAX5qOtrW3aP//b6B8L9qmzCtqSGYXI8Uug5g3wZIwAGD09Pdi0aRNVhfa2RJL39/cjKysLTrGxMBOL4fjFFxrjku327cOCVaswZ9UqmFZUYFZJCeYUF8M8Lg6LY2LgGhOD5NJSpJSXUxbKZOP+v62srKQ+35vsx37ixAkqLrlr+eYxkPW3H1yj5s0P42G/fB0EgTHI9+KiM6ceX7b2TAna/npLL7plrSjjZkMmkkzquKjOKvi5QhausUft8PdNJdJ4vGhlhdwPMVHuCA70QKXUV2O1rSYwfPv27XFBssq/GxBjdWUgKkROEKaZYM9Ge+TzF0EuSaEAc11dHRgMX2QlmaG5whhPrs/Fp8cMcHqXAUpztZHGJeDjqgUuWweeznoI8DYAJ3QehBl2qJG7oUbuhirSFWz/efD3MkAq1xC7m+bhwkE3fLjTGXmp88EJd0BgoD82b948pe9HFX9uYmKC0rQ06nzsV0PnY6eTkqj9SltLCy4WFvAbSiEhCAJxdnaTPh/z8vICQRDw8PBQ9rxlqYe2ax6vwdqBtSi/Vv5G4G3Zx2XQ1tGGjp4OVlxc8cahrbo0iW3btqFYWgL/qnSwmgtQ8vSYRijLqcjRCHdLnh4Dq7kA/lXpKJaWjDmf0eSHDx/Czs6O+p5sbW2p45G6hyZX2tmhlCBQSxBoIAjssLaGbCiRgSAI+BIEzAll2sLBgwexa9cufP755/jhhx/UXlu+Drj94YcfqPPunJycN3ClS4sWLVq0aNGiNVI0uKU1k0WDW1q03iLNVHA7Xo/brvh4akw+0dD/NtHeHgRBoMDVFTcyMqBgMCAVidDZ2UmtY7KVRXfu3IGJiYny5oifH9IkZWCJK7HQP3SoEncJJHeejemB69N+GpbxOQhOSHmrwO29e/dQVVVFgfOjcXEjKjzUuS00lBrLdSzWpCo8VH4dcHvz5k1q3sLCwmkfu3fZBw8eBElKkJnJQno6Y1L28lpEfT8xMe4jpmVmKm/wj65A0gRuY2NjcfHixUlv79y5c0EQBFgs1rSP3Wi3tLRALsyFgsPAo/pcCrJeX54OBccPdf6L0JPwMi7509SlKHA0Qclibez20MVvIg3wL3EW+JpnhducebjEscL5TAa+rE0fA26PFsehMo4FkiRfqxJzJvvHgn2jPRzaSlgZ2MyrpuZ1XeAAMqMQUqkUra2tyvcViimw8TZFkq9btw5eQ3HJ844excK+PrW2PHUK5jU1mL1sGUzLyzGvtBTWeXlYFBUF/9BQpKamauxPPrwvZGtrK1paWtDa2oq4uDhqmzVFC7/Kd3n37l3IZDIsyxKhOrkY9XzJGOsORdg6WdlCwslAsLMPBN7RaIwX47uOycUkP+u8gQerj+K8rB2NsSKkM6IRFxf3Sr/t4WBVIdfco3aialtNcLWzs1Mj7N3SyERm0iKwmItQt8x/XGirDgzX1dVNutpWIfdDXekibKlfgCuHF6G+zIGqun3//ffHVNt+02eKbz8xw+ldhji4URd5SVooTNNFkI8O0mJmwc3JEPGRVkiNd8R7GyKwe1MUKqV+SIi2Q0a8MZYXGeNIux3OHfTDrZ4orK/xQEGGE2JiuNi5c+ekv5/h8ecpKSljYN5eDgdHY2NRzWCgKz4eD3NycCMjA0VubtR+GhkYCJlMNqn9Q5WQMWvWLBQXFyOTl6YR2qr8puBt2ro0hJPh4K7gvlFoOzCgPk3iypUrKC0tRba8GP5V6YjaXUbB29GVtCRJqq3MLXl6DFG7y+BflY5seTFKS0tx5cqVSW1TS0vLmHMcMzMzbNiwYcRDk+2hodi9aBGaCILyOT8//GP1anQOg/aRBIFwggDP33/EMufNm4fc3FwcPnwY//mf/0ldW74OuP3Tn/5Ezbty5co3fNVLixYtWrRo0aJFg1taM1s0uKVF6y3STAW3PT09yuoVNhv7uNwRkDDb2RkEQcDBzEwjSLwlEEBXSwv62tpoCwlBJZsNkiRH3HR/lcqiBQsWoKKiAkXFxdAfiq9bEssfE6FccvsZkk7eh2O6GCmFJW8VuO3o6IBULEYli4UdERETQttBkkRvSgo1lnuioyfVU03l1wG3R44coeZtbm6e9rF7l63qJxgZyURkpD0UimA0NoaPazb7ZYR2VRULjY3hUCiCERlpj8hIJhITE3H16tUR67l8+TK6u7vR3d2NgwcPor6+Hq6uyihFX1/fSQMiBwcHEASBpUuXTvvYjTZVnRcXhC5RPAVZv90gQg2XidrgJVjFtMbaAGsovOahcIkJvGbrgDOHQNFCLVwI0EOvvz7O+hvg40AjdAVboDvJFU9bRCOg7fNWCdYkBmFZegLkcvmED1HMZGsCfZ2dneDz+T8K7Bu9TwyHtttT69C/4iQMdPWVVXBWTpCwMiDgpoLJZCKdw4OElQEyoxB5eXnUOl4l6vqnjiTv7u5GZGQkrDMzsbCpCUt7e6E3BJ6tV62C86VLau194QK82trAGupjqw5GqesLmc7lgiAIGOjrY6mTE7XNu3fvntJvYqLvcv369ZCJJCjPE6u18SwjEASBxZbWkOcUI8ibgTi/UMjCM/Cs88aE0PbbnZfRt+IDnJe242JhG0p8E5DgFQJ/f3/U1NSM6Uk7kYdX0daUMtX2qB39vokijXdvDEVhljOys7OQkZGhFvY++6IEJz/wQ17qXMRFzP3/2XvzqKjuPP3/squAosiiIJuyylpsBciOIGsBxVZCAUXVLYq9QHCPiKKoqEGNBmwV3OKSYIwaF1ziigjVSzqdnqSTTHomcc7JfOc3S86c3+n59nSe7x9FXauonVWa+5zznE5b91bV3T7Uva/P836jsZKB7yUVWsGtDAxX8rMQGRkJkSBLp7Rts8gTW6qX4Y/3fXCvzx4Xj6ykUrexsbEICgpQSNt+c98cf7xjhYFeczzoM8GhzcbYXmUCdrIpuNnzwVq7CByWNeoEAbhyMg1/fF6KjbUhaCTd0SSwxZWjtrh1xhO3z4Xhh9/y1ZaR1uax5c8VyueyWBBHRqKJwVDyWrlzPDk5Wece1AMDAzAanVxQUFCAxMREpHJS1ULbyYS3U1EeWZtv3rypEt6OLX988OBBpbLKqqDtzZs3df5sNzc36hjJxlyCIGBgYIDk0FDU+/ujddUq7Js3TwHaXvH2xn+KxfjbO+/gRUUFtR6bIMAhCJQ4OsJG7v3kHRAQgF9++QXAxMDt0NAQte7Zs2en4M6XFi1atGjRojXXRYNbWnNZNLilRWsWaa6C26GhIdTV1aEmKwvNwcEKZXpXjKZf2atWaYSJR+LiUO3vD46nJ2pYLNTV1Sn0gBtvsujq1avYtWsXwsLCwIyIoBK4shLKMoDLe/QtGBVNyBdUzRpwq2m/a/L3FRWYN/rAT+Tvjy9LS9EcHKxyv4/1RMBtS0sLte5HH3004/vv5cuXWDHa73cqytKePXuWSmZo6g07FT548CAyMtIQEOCNsDA7pKc7oqHBR6N9fa2o41NX542GBh+kpTkiLMwOAQHeyMhI06m04KtXr5Cbm0ttuy4PdP39/aWQxNFxxs+LsabSeTkp2JDEwOaUUMoZfq6Ic7PDOldrRC6zAGPpfDCXmsHL0hC+loYoWG6E8+GLcDtmMS6FLsD54Pk4Fb4YfYkueEomKMDb4c3SVK+Iy0F7e/uMb/fbaFWgT1RYiKr8fIgKCyHk8aiJAwRB4OnTp3q9vy7jmzpo+0p8GTbm0l6CISt80ZZQhTSnSES5McBw9EZ5KAsCJhsJ4THUZ+haynkmS5IPDg6irKwMftnZcBYK4SQQgCAILHBxQcS9e4gcGFBwUG8v3LdsgQObDXMHBxjKgQn5faqqL6QMZjmP9kJfOn8+tW45l4vGxkadwZa2YzkwMIDW1lalFLDMsl6lrq6u2LhxI7KysrA2Oh5169bj5d4P1EPbns/wu/aruCk6jJvkQdwpOYCzrM2oDMlCvFco0kLjUMkTQCQS4dy5cxgZGdG6LWNTtE+u56uEi7qmbeWBLIdlj5AgF4SGhqBBGKYEe399LxM3zgRhW80S8AuWoEkUhOt9mTqnbvOzfMBgBIK/3kfntO2Fd13x8x8YkNxwpVK3ZQVeWLHCEZEhdgpp26/vmeOTEya4ftwYt08a4vefGGETaYgqjhGiGIbgZJohyMcUa6OXIDp8OfIyVyEixB6FGZbYXmOFu732uNPrgBtngvCbgSy1PXq1WVX5c13Gq9jYWOo83bZtm17jVfBo2wsHBwcUkAVaoe1kwFvyIjnt0FbmsfCWubNEAdpeuHABEol0koo8vJWVRx4PtJUHn2NtSBAIJwjkGhhghxywHetdhoY4vHgxTEbXiyAI7CAI1K9YAb6PDwxVvLe1tfWkgNtjx45R63711VdTcOdLixYtWrRo0ZrrosEtrbksGtzSojWLNFfBrUSiOvk5IteXdndEhEaY+KNAoJT8nMxkkawHbl1dHQQkqQRwOdeGZx241ZR01uaIZctAEASY9vZ4TZLoSUxUmaROsSUAACAASURBVHQe64mA27S0NBAEAXt7+xnfdxKJBPX19SAIAitXrlR6eD40NISjR4+Cw+HA398fixYtgpGRESwsLODp6Qkul6sTQIiIiABBECgsLJzWbTt9+jQqKnjw83OCn581QkIsUF5ui6oqe7X281tAHVs+3xbl5bYICbGAn581/PycUFHBUyqVrM4vX76kykb6+/trXd7T0xMEQcDFxWXGzwtV3rVrFyrLuagpyFIwLysFkf4+cHOwh7O9DfxsFyLEdgHWLLMAw9YChU7z0RmyFE9THfF4nSOuxSzF+fBF+GTtCtxgB+LO+nB8vU1afvkCbx3EKeEgSXLaHoTPJmsCffIOHB3bCIJATU2NzqBPItE+vmmCtq/El7HQTNrPPXi5D46vaUb1qmykLQlFhusaCMLZ2BDHQ7izH/UZuvZYnOmS5O3t7eCIRAiorYXpImmv+IQTJ0C+fq3gjI8+Ugs55Pepqr6QJ5OS8IjNxhdcLq6O/q0wNDCg1q0ICoKosBCVlZW4dOnShI+lJqvqx3758mWqL+7Z2r0qoe0/nbiPpxtP4UblQdyq6MTd4v14yjuK8wXvYFN8CUTJhahPK0FjZhmqi/kgSRJ79+7F8+fPNX4fVSlaVXBRn7StDMhuFlnDz2shmCErUMn1UErb3j4XhltnPHH1mC1ahHZoFnlimzhMp9Ttb+6vRzRzORJjnFGc44DPHxXrlLb9/pk/fv4DAz+N+FOp2zjmIrg4Lca6GDPsEi/EVwN2+HpgKZ5fWoSPjs7HrR4TvLpqin8bmo/evaZorjBBaowJctbOw5pQS8RHLAYjyAurvd2QGOOK9SwbXDzigVtnfHDrjA9unAnE4I1klWWkdUndaip/rqlCQE1NzbjPU1l1AUNDQ6wpX6MTtJ0ovPVd54vQ/NBph7Yyj4W3Y6GtzPLwdrzQVuaNGzdivtwkEpkdCGnZ400aoK28nUfXcx79/4ft7CB0d4eLitTtvn37qHvLiYBbLpdLTSigRYsWLVq0aNGaCtHgltZcFg1uadGaRZrL4HZwcFCh12pfcjLeT0ig9sfHmZkaoW1fcjKaGAx4jPa7napkkVqAW9E068Ctpt7C2tzKZEr3qZERvi4rU9tbeN++fWhtbaXMYrGo48FisRReO3r0qNrvOjIyQoE8Docz4/vuyZMnWDQKIPbu3avw2v3796nXNNnExAQbNmzQ+DmnT5+mltUHsIzXDx8+RGdnJ3bu3Ink5GT4+Xli2bJFWL16EWJilqKkxEmtAwLebHN29nJERy/F6tWL4OBghfh4pl5lIyUSiULJ2tu3b2tcdtkobPPz85vxc0OVVaXzWlpaUFhYiKioKCSGB4MT4AJ+kBNOZwXhJicc5UHOaApzxpbgZWgNXU65JcAWFassUb5qIUp97MD1XY7qCE80JTJQm5MCkUiEFy9ezPg2v03WBvq+5fHwBZeLR2w2WHJlLYszMnQGfRKJZtinDdq+bPiAAo0hNl44EdyI99xrsNmNA75LGvj+2RCEsxHm9AbccrlcncDHTJckl5ULXzHaH93CwQGCH35QArfpH374Zow0MMB8a2vY2Ngo7NPr168r9IXsio1VWS2CYWurMN42BwejicFAdU4OKisrtQL5ye7HPjg4CJFIhNrCCryTV4Ufex4pQNuvD93EndqjuCE8iNulB3B3/X78rvo0/mPHbbQnC9CylosWVgX+dPQ2ztV1oCmjDPV5PAj5JMRisVqgpC5FOxYuPn36VK+0rQzItjVYwc9zHtLjzbG1biV++C1fCe7e6XXAr2+44vy7rthU5aBz6vbj3kxkJruiMH0RNte44tf3VK+jKm0rs+SGK26cXIbwwPlgBpogK8EEDy6swD8/d8N3nznj5kkr3Oi2wJ1TZviX5wvxH5JF+PaBJTYLzVBTsgBrQuaBm2uDEP/FYIZ6YOVKNxTnumF3iy+e9MdTfvHJWvzjcKnKHr3aUreffvrpm/NUz/LnEzlPi4uLqXXDisJ0hrbjgbfBm4PhVuAGpzAnRCREzAi0lVkGb8uFfJXQVmYZvC0X8scNbWV++PAhRCIRrKzeVCYJIQjkq4G07y1dio98fXHGyQlHFi9Gu7ExkkfXMyYIbB5dLn/0feTHOhsbG5w8eRK9vb3o7e0Fn8+nXuPz+dS/9/b24s6dO2rvSX/55Rc4OjqCIAg0NDRM490wLVq0aNGiRWsuiQa3tOayaHBLi9Ys0t8zuJUBod27d6t1Y2MjEhISkBQSglQXF4UHr++Eh+NYfLyCTyUl4UVhIbpiY6kHsh6jPXGnOlmkDuDOJnDb0dFBgfIvuFy9wO0XXC7MRssld8XG4gsuF00MBkSFhejo6KA+Y5lcek2bGQyG2u/a09NDLXfu3LkZ33d1dXUgCGn6d3h4WOE1+YewHh4eIEkSR44cwYULF9Dd3Q0ulwszMzNqma1bt2r8LD8/KaiZjtTtwYMHIRDwUFaWj/T0ODAYXnB0tICr6wJ4ec1HQsISpKQsVWkfH3Nqm0JDF8LLaz5cXRfAzs4SSUmJOpeMlJnH41Hvpy2pa24u/ey1a9fO+Lmhi4eHh9HW1gZSIEBtXjqaEhk4nBeLr3aWUaWPjxbGYUOcP5rXeCi5gbkKbE87rHNdgrWejkj090BWRBCEZSWzZvyZLusK+mTeNwoXCYJAiZeXzqBPIlEPUbRB21fiy7gvOkWtu9YuBMc9anE1aAcG497DIf9qCt562bq+eQifUzJuADKdJcmfP38OkiQxb7T1gT2TidDNm5XsJxTCMT4enuvXI6CuDim1tYiLi1MYK+UneJ1NSVHbl333aLUCmd9PSKAmeIkKC9HY2Kix5+1U9GNvb2+HqEyApowyDHdcxuuTn+HHnkcY2fkBblQewk1BJ+6UHMAD7iH8ueUqfm67hy8bz2NzXAk2pJbiuGA7BXqftJ3F1lwhxKxyiMoEEAqF6O7uVvp7dOrUKaxfz0FpgQeO7Y1WKkUsg4ubNm3SO21741fLwS+wRFqcKfLWmaJ7rxsFV+Xh7t1ee/w45Is/feaLTSJ7NJLu2Fgbgj8+L8W3r3gqLeslW13mhmKWOXoPuuHjUyH408sylcs1ku7YJLLHnz7zxf/3u0DKPw75Yl+LJVJjzZAZb4ANFfPw8Pxy/MfngfiH+x6422uP+32W+PymFf7ypT3lS+9aYVu1JXJSFqE4eynSk1zg72OH+GhPpWSxph69uqRuOzo6qPNF37+TEzlPu7u7qXVdQ131StzqCm9liVu3AjesWLMCqxmrUVBQMONVIe7cuYP9+/dTv1HVtbu4du0aDh06hDt37uj9GaraXTx//hyFhYWwMjdHLEGgSgW0PePkhH/i8ZTGtJH8fJiOJvmzR5etIgjEjsJceXCr6+/u2NhYtfekjx8/ppYbGRmZvpthWrRo0aJFi9acEg1uac1l0eCWFq1ZpL9ncHvw4EHwBDzkl+Vr9FrWWviE+mC1/yrYLHpTejXFyxlFgR4oZniiKNADWb5uSHVzRvbKlRAzmVQJxBMnTkxrsmgswOWRQnR2ds74/tbF7e3tqMrPRxODgW9VPCTS5uyVK0EQBOIcHfFNeTmaGAxU5ecr9NecLHArS1/6+PjM+H579eoVlf4tKytTev327dsIDw9Hb2+v2vfo6+uj4K2FhQWePHmidtnm5mYQBAFzc3M8fvx4Srft9OnTIEkB8vKYyMkJQmTkcgQFLYS3twmCgkzAZJohMdFcpYOD51HH0t3dGEFBJvDwMMXKlSuQl5enV9pWIlEs73r58mW1y927d49arrKycsbPD118//59kCSJOlYSmpOC0S/MwA97BRS0fb2PxOfbS3A4LxZ7WJEqvTszEoIoXyR6rkCsnyciIyPR3NyMgYGBGd++t8UvXrzQGfTJfD0rizqfqv39dQZ9EolqiCKDtvnJ2YhfFYbNiaQStH0lvozD65qpdUvtk3A1aAdexh/Hy4QTGIw/TsFbH+s3ieDS0CyQ7NJxw9vpLEkuK7lJEATiioqQVVOj1dzKSoXkPZfLVWqpoO44fl5SotD7UeTvr7Klgj7HUler68cuSx6LWeW4UL8fP/Y8wuPmk7hReRCflnfi7vr9GBQcx//Zfgs/t93Dz2330F/Sjk3xJWjKKMXAO79SSOl+deQWDpdvQlNGGWqKKkCSJNra2ih4+/LlS9TU1GBtvA84LHtcOh6kkIiVwUWRIAuRkZGo5Gehju+HT8/H4k+D67WmbQ9tXYIG3lJUFpmgmW+KcweX4tOzofjht3z8ZiCLStve7bWnvL3GCoUZltI+sSwPNIkYKl2U7UH1ki1mmaOYZYmiLHsISxTXKWR5KPWclffNX9mhhGUKLssI6zMMcP6AGW6ftsPvb6/EwNlluHtmCe73muPfRmzw/39hR/mfn9pgW7U5xDwrxIVbgJ2+DE4OFmCnLsW2ulUK+1FTj1751K26ksd5eXnU+aKp1cRkn6cvXryg1nXzctO5x62u8FYVtGWz2TMObWXW1O5CIpHg448/lpZ5H215IT/hTtd9rardRUdHByoLClDu4oK9ixYpQNurPj4axzXZ7+6Vo8u3jIJbq9HvFR0dDWdn50kBt0KhENKJeKHTdyNMixYtWrRo0ZpzosEtrbksGtzSojWL9PcMbk+fPg0BKQAzjwlGLkOjV6evhkOUA+bbvukJtXz1Ajj4mlN29rZEmKMj2NHREFZUoLGxUW0iajqSRS9fvsSZM2dw6NAhamb92+6JJG5fkyRujpY9NjIwwL3RNNvYxO1k+MmTJ7C0tARBENizZ8+M77ejR4/qBBS1uaSkhHofTSW8BwYGYDSabpb1XJ4qy8pqcrnZyM1lYPv2JNTV+SM31xJFReYoLzfHO+/YYPduOyW3ttrC2Fi6PV5exvDzM4GTkzlCQkIUymfr4mfPnmHJkiUgCAJmZmYaezi+++671H48duzYjJ8funhoaAg1NTWoyUvHlnWh+Oe9fAVoq6v/eS8fW9aFoiYvHTU1NRgaGprxbXubrKp3urZx7fuKCswbvd4q/fx0Bn0SiTJEkUHb3MQMMBy9sW5VFAThbJwv3q8AbW9zj6NgZSK1bpd3NQVtZZbBW4bVm6oSJDMfAiZ7QvB2ukqSp6SkgCAILF68WKFkuCa3trZSE1cIgkBSUhJqsrLQHBysMTU9thc7Qbzpx/5laSmag4NRw2Khrq5O7TUzFf3Ynz9/jsrKStQW8LAhsxzNGeXghqWijLEOvIB1EEfkY0diOVoTeZS3xHHRspaL5iwevjt+T6kv7g/dD9Hf3IXmrHLU5fNAkiTu378PiUSats3KzEBeugO21yzFjTNBSuWGTx5KAn+9DxiMQORneWNb3SrcOBOI2+fCVMJJ+bRtfdlibKmyxoaKebj2nhmuHLHEB0fd8et7mXjxyVrcOBNI9YCV+eIRD6xn2SAxxhXMMD8I+WxUCfOVvC45EmEhXoiLWkk5JsoLrPRIahkhnw1mmJ/KnrMy72q0BytpPgT5huhoMsSVd41wvnM+Tuycj1+1m+PDI6Z4eNYM39w3V/KxHWaoKTZFdKgpwgOMscp5HpLXzMeFI374zUCWVnD7BoxnIjs7G9XV1SBJEkIeD6LCQlTl50NUWIhAvzflz/fv3691gshknacSiYSCkc7OziggCyYN3ib1J73V0FZTuwuJRLHKiyrruq9VtbsYO2lyaN06XHR3x6OYGJ1/dxsQBBoIAltGwa316G+l3/3ud5NyP/rzzz9TZZ0vXbo0Ke9JixYtWrRo0aKlSjS4pTWXRYNbWrRmkf6ewa0MCGVzs8HIZYBzlANeL0+tS0+VwinCidoffsLVCKr0hj/XHctCbeAZ7I6wsDBUV1fjxIkTWh90TWeyaLZ4Ij1uZU4b7Smc4eqqssftZLimpkaaCHFzUyoDORPOzMwEQRBwcnKa0Pt0dXVR53d9fb3GZYODg0EQBMLCwqZ8+06dOkWlbuvrE7FxYxj4fCfk5ZmDz7dAY6MV9u2zV2lXVxMQBAErKwMqbctms6m07YMHD7B//36Nn//ixQusXbuW2jdpaWkalxcIBDoB3rfNBw4cQGVZCZoSGXjeXDAucPusuQBNiQxUlpXo1L97LnloaAh1dXV6gb6xwI9pb68z6JNIFCFKZWWlArTNcF1DlTsmmXkUvL3NPY4T0S0IW+INgiCw1GSRErSVh7d5DrHUZ+T4JmJDHG9C8Ha6SpIvX75cp+tZ0z6NjY2FODISJ5OSdDqOtQEB1Lpmo/3YX5MkehITIY6MBEmSVMJxuvqx79q1C5U8AWrWV6CqiIe1IdFY6xeBNJ9IbEguQXMKV8kb0kpxjL9VCdrK/M/dD7Alh0QNp4KawCGftl3PssaVo7a4dcZTCch+/qgYxTkOSIxxRljQUvTs88b1Hkd82B2AFzfSFMoS/+llGT4+FYL+bnfsa1mMBp4NNlda4FznQnx+YwE+OjqfSt1+87IYLz5Zq9AHVuZdzatRwl6F+Pg4CAQCla0ztmzZAg6Hg7y8PMocDgdbtmyhlhEIBIiPj0MJe5VSz9kn/fF4cDkWJTl24GSaQ8QxxeML5hjotcCVrgU4tGUBTu2xwEfHFuD3t5bg64GlSn754RLUcRegIG0BvFaaICLIDPERi9B/0h+DN5K1gtvXn5M4sjsShVnOCA4KQG5UFMSRkWhiMBTst3Qpda4Jyss1TkTUdH3Iw8SXL19ixYoVIAj1ZYAlEglVVnf16tUQCoU6w1v+WWnf1HkL56HlYYsCvE3oToBnrSecsp3eSmgrkWhudyGRKJaRNjQ0hJubG1avXj0uSD623YWmSZN/yMvD04QEfFtSgo98ffFpaCh+4PMVlgmaJ61uEkwQ6PXyQs3q1SDz8nD69OlJux/du3cvCEJa5eZvf/vbpL0vLVq0aNGiRYvWWNHgltZcFg1uadGaRfp7BrcSiRQIyVK3SeIkkBdJjQ7OC6b2R/zWeCTuTsTqwtVwj3dHWnoa9uzZo1fCbLKTRbo+GBuvVfXHmkz39/dLyzbq8SB8rJ/k58PYwADGBgbgBwcrPAifDD979oya9d/V1TXj57BEMn4AMdYHDhygzkexWKxx2fLyciq18ezZsyndvrGp27a2ZDQ2BqKgYCFKSiwgEFhg1y5bleB23TppD0sDAwKOjguU0rY3btwAQRBYsWIFysrKcODAAfT19eHixYs4fvw4qqur4eDgQO0XW1tb3L17V+P3laXjY2NjZ/zc0Mcffvih9PpbF4He0uRxgdve0mSI10WAJEmFkqxvs6dr3LSwsACXyx3X+NbKZEqhxCjsUwX6JBLNsM/T0xPB3gFwXrwMAUvdkWIbihaPIgV4+176FpyIbsFxhhhWxtJrp8AxXiW0lbmHseHN30WnUAjC2ROCt9NRkly+73dzc7Ne6yqA2zVr9JpodCopSSEl1xUbi9ckiYdsttJEo+nqxz4wMIDW1lYqVZydnY0oZiQSfMPRmFGGPZx6JR8u34TPD15TC26f7T6PpowyVPIE1AQOxbTtEtzrW4Y7vQ5KqdvfDGRhc7UrCtIXws/LAklRC1HMMgcnyxrrs5ejsTKIKkssLPFAUZY9ijItEBYwD6mx81GabYKPji3AjffN0H/MlErdakqk6tP/VdM4UldXh2phNjZUMVT2nP24NxP1Aj/Uly9B924b/PmpC766vwIXDprj2DvmuHhwPh5fXIo/P3VR6xO7loIsmAdmoBliw0xRxHLE+/tC8Y/DpdoTt5+xceFoANan2yDZ1wYxDg44kZCAR2w2vuBy8S2Phy+4XOSOlr8lCALVoaFU649Lly7pdX3Iw0RdywCbmppScFL2PqGxoTrB25UR0u8dVhhG/Vv13WqE1obCNd31rYW22tpdSCTS3rYNDQ3o6enB06dPNe5rbR7b7kLVpMmviopwYdUq7CSUe96eXL4c349OOnkcF4cagoAhQcCIIHCHw0FrbCxat27FZ599Nin3ov/93/+NpaOTCT799NNJeU9atGjRokWLFi11osEtrbksGtzSojWL9PcObsembrndXI3gdk3FGmp/5O7JBbebC0YuA9nc8T3sm+xkkaYHY0NDQzh69CjVG2vRokUwMjKChYUFPD09weVydUpUqOqPNVmeSCJN3h1RUYhYtgy50dFaE2n6+urVqyBJUu+H/VPliQCIsS4qKqLe68iRIxqX7ezspJY9fvz4lG/neFO3ItFCGBrKoOsShbStRPIG3Opif39/rdfIjRs3YGBgMGUQcCo9NDSEqqoq1LLTsC01TKnHrTb/sFeAbalhqGWnobq6etaUSZ7OvoKrvb3HVVHgCy4XZqPlkrtiY1WCPolEP9i30ny5Qq/aEo91SHeKxFbvEogd30wqOhOySSO4fRp3FKaG0mS730JX8P2zIQhnY3MiqTe8na6S5B0dHdS6p06d0mtdeVgSFxamV2n/YQ5H4RjEOTpSx3dsaf+Z6sdOTeDILkdvdbtaOKvJvdXtEGeXUxM4xqZtrx6zxZ+f+eBen71S6vbFJ2tx4Ygv8tMWgeG3CCudLZAQaY2EKDvERHkjPzcOVcJ8VArYiI/xQ1yUK0L8FiEscAmKMhbgnRpL3Otdik9PLcHZ/fPRu98Kv+pYhufXk/Tq/6rvOCL7GyWuZOJXh5Q/63tJBbaJw9As8sTmKnv88b4vfpIE4l9e+eNcpxVO7ZmPi4cW4Mt7LvhJEqjWI5+4oqbEHCWs+QgPmIdG0gPbxGH4XlKhcfv+4Vkhbpxh4NZ7XtjOsUJ53GJUB/jhemam0nnaEvxmkuKO8HA0MRiozslBZWWl1r+BqmDiRMsAx8bG6pS85Z2W/qY2MjFCw60GvDPyDjhdHISWhMJvjR8CGAFvHbSVSMbf7kIbuK2rq4Ovry96e3sV/n1suwv5SZM9iYm45u+PXYaGSsBW3l1WVvg8JwcdZmZoJQhkEwRqfX3RHh+P1tRUtLa24uuvv56Ue9Evv/wSra2tOHLkyKS8Hy1atGjRokWLlibR4JbWXBYNbmnRmkX6ewe3sodtuqZus1qzqP2RUJeApIYkMPOYEIzzQd9kJos0PRi7f/8+9Zomm5iYYMOGDRq/s6r+WJPp8fSAlPePAoFePSCnw/39/ejs7JzU5K/MEwEQ8r579y41OWDx4sV48eKFxuVv3bpFfW5tbe2U78PxpG537bJFSYk5rKykyZ2FCxcqlc0eHh6WjgECASIiIuDi4oKFCxfCyMgIlpaWcHd3R1ZWFo4ePaoS6o21rIy2jY3NrAGXY88nUWkxmhIZeLmxUC9wO9hSiKZEBkSlxbMGWk93X0FDQ0OQvr7j6uGdPZqCi3N0VAn6JBL9YF+QlTtV7nivJx8FS6PBso1AmnUYwhd5gSAIeFs6a4S2MgdZuYMgCDjOtwHfNQ384Fy0p9bjMGsTBEw2uBkFSEpK0ghMprMkuVgspj5H33FZHpbEh4ZSfSF1OYbfyU3WIghpP/ZXRUX4prwcTQwGqvLz0d7ePqnnt7792KkJHEUV2JYrxA/dD/WCtj90P8S2XCFqiyqoCRxj07a/vuGKn//AgOSGq1Lq9h+HS/Hs40TUldkiLd4S7q6LUFbgjbREFyTFByM5ORk7d+6kyhInx61EaKAd8tKWQVCwCDdOOuLJJSc8ueSEq0eX4nSHFX61zxmffZSkUGZ5rIfvcdAkGl/qVpe07fWzWWgSBWFTlQM2V9lTruEuASdzAfLXGYKbbYJaroXC62Ndy7VAbcl81BSbIiPBEutZS1EnCMCVk2lqt+1Pg6X45EwYPjrijU9a7XB3hzM2Z9mjOdoT28LC8H1FhcJ5um/Nm0mK93Jy0JecTI03jY2NGluBqIKJ+pQBlnmpXLlmWZl3XeCtg5+0QkZoYSg4XRzEklLoW1hYiPr6+in5HTZRj7fdhSZwOzIyorA/x64r3+5CftJkhYsLNmkAtvLeKfffV3188O8bN2JXXBxa+Xzs378ff/3rX2f6NpYWLVq0aNGiRUtv0eCW1lwWDW5p0ZpFmgvgVp/UbcXZChiZSGep+6z1mVDadrKTRZoejMmnMj08PECSJI4cOYILFy6gu7sbXC5XIUW2detWjd99bH+syfTg4CAaGxupflt9yck6w9sfBQK9HjBOtYeGhvDuu++CJElU8IQgSRJdXV0TAnpjIfBEAITMIyMjiI6Opt5Hl+TuixcvqOVzcnJ0vtYmUpJWW+qWw5GWdp0/3wA7dtiisdEKCQnzsGKFMQiCgIGBAa5duzZlx3t4eBhOTk7TBrOnwpcvX5Ymb1KYOFueohe4PVueAnEKEyRJ6pUamklPZ19B2bkfaGOjM+iT983RssdGBgZ4nJenM+g7dOgQgoODEeXGQNqSUGx242Aw7j0Kuj5iHkS/53Zssy9EwcIo5FpHwdRQes3sWl2hE7itX8Ue/W6G4K5OB8nMw4dlhzHUcAmHWZtQGLiOmjyRmZk5bSXJh4aG0N/fj+7ubnR0dKC9vR0dHR1ISUmhPuv+/ft6nTMTSdy+JknMG0262S5YAIIgUOLlpRbET9Tj7cfe0dEBUbkATRlleLn3A73A7eCei2jKKIOoXIB9+/apTNv+NOKPn//AwE8j/ipTt7++l4kLR/xQwrJEYeZybBOH4cT+BCoR293dTYHSohwPVJX5KQHRzVX2aCZtUaKmzLI6yz5DWxUUeWtL277+nMSZrrVoEgWiWeRNuVHohZRYWyStWYSYMFOsz5qPUvZSVJc6Kywnc3WpC0rZS1HOXgAeez7yUxcgNmweUmKtER2+HA1koMptEqxfhaJMOxQnWoK/dhE2Z9ljc5Y9NqU7oIkRhE+yshTO0etZbyYpvp+QoNeEuLEwUZ8ywJs3b6bWlS/z3traig8++EAneLuuWTrWGJsZI6osCgVkwbh6bU+nJ6Pftvzfou7ubmzY8KaEPUEoTw4tKSmR7idjY+zYsQM5OTnw9/FBnQw6jgAAIABJREFUjIkJsgkCO3SEt60EgQ4zM/zc1ISz2dloTU5G67ZtePDgwUzfwtKiRYsWLVq0aI1LNLilNZdFg1tatGaR5gK4lT100zV1u8xbmmiycrBSmbZ98OAB9u/fr/HzJjtZpO3B2O3btxEeHq5ULk3efX19FLy1sLDAkydP1C47tj/WZB+P69evo7KyEtU5OWhiMNAVG4svtZRN/rK0FF2xsXqV9JtKDwwMYNOmTRAISHAKqpGTUQ9OQTUEAhKbNm3CwMCAXu+nDgKXlpaOG0DIXFVVRb1HSEiIzg/4ZedLTEyMTstPtCStLqnbVauk/fHCw+ejpMQc/v6mcHIyp/oS5+bmTtkxb29vl44NVlZUD7rZ5sHBQYhEItTmpuKdtHD82KFbueQfOwR4Jy0ctbmpEIlEMzphQldPd19BWarK1NAQLwsLx1UGPs3FBQRBIN/dXSfQJ4Md+UkspDlFonpVNt5zr8HVoB14GX8cjyMP45rXO7i2chv6HTdhl30xQsxXSc9jEwv0hWzRCm0H449jl08FjAhpsj12ZSjOF+/HK/FlvBJfxlDDJWxfK1JK1KnzZJQkHxwcxIkTJ1BXVweSJCHk8SAqLERVfj5EhYXw8vBQmAylz/k6kR63r0kS9qPAlmFrC2MDA5gaGuJyaqrK0tcT8UT6sVMTOFjlOFu7Vy9we7Z2L8SscmoCh7q0rcxjU7c//JaP2+fCcOuMJ7bXWKFJsAxNoiCcO5ZC9aFls9ng83kQVzJRw/NXAqLyzkt3VCqzrM1CkodDhw7ptK/k07ZNIgaG73FUpl4lA+txYn8CDrXFUK6tCEBynBPSE6zAL1iCjcJF2EAuQ4vIDUf3xOLY3ngF72j0RRPphA2kAzaQDtha4whxxXLkp9shJNgb2VnxSttClZQOckGSx1LUMT3QHOVNuSkkEL3JyQrn6PcVFdQEA5G/P/Ubqzk4GDUslsYWFGPHR33KALe0tFDLyiYdyI+zusDbpntNMDCUjg0h0SFvPbSdrH7bsn105MgRleOqqakpIiIisHLlSixcuFDt+GtFEIghCHA0wNunCQk45ehI/f+R9HTclPW2ra/H4cOH8Ze//GWmb2Fp0aJFixYtWrTGJRrc0prLosEtLVqzSHMF3OqTumWWMEEQBAwMDZBelK6UtpX1zFyxYgXKysqmJVk03v5YYy2bgU8QBA4cOKB2ubH9sabimFy6dAmVlZUQFRZCzGSiOTgYPYmJeMhm4wsuF9+Ul+MLLhcP2Wz0JCaiOTgYYiYTosJCVFZWzljib2RkBGfPnoVIJAKvvBJ52bXIYzVhQ+0p5LGakJddiwqeECKRCOfOndOp/K4mCBwQEEAds/EkeXfv3k0BEAcHB63norxtbGxAENJSe9qWnayStNpSt4WF0tStkRGByEgzeHiYYuXKFUhOToaRkRFMTEymZCwbGRmBm5sbCILApk2bZuTcmyy3t7dDxOWgKZGB4c0cncDt8Gbp8iIuZ1JLvU6lp6qvoDofOHCAutaaGYxxgdsn+fkwNjCAyWjJZU2gTwY5SHYpBEw22hKqcHxNM04EN+K4Ry2uBu3A7cB2XPPYjmsrNuOG83Y89NwDc8N5IAgCydbBELim41zoVo3QVtYj183KEQRBwG+ZBwVtZR6sv4j1QWkIcvCC43IH2NjYTFlJ8uvXr6OxsRHCigrUZGVBHBmJJgZDwUGjYxdBECjnctHY2KjzRB8FcBsbC3FkJE4mJel8DK1GJ6TEOzriSFwcmhgMbAwOhjgyEiRJTlop14n0Y6cmcBRW4J28KvzY80gnaPtjzyO8kyddTyQS4cmTJ2rTtjKPTd2O3EnHjTNBuNPrgAcXnLClehmaRZ5U6rZOEIawsFAUsqOxoYqB5zcKcOpwkhLklLljW5RSmeXdu3drdGdnJx4+fKjTvjp9+jSVttWW5pV3AxmI6PDlSIm1RjHLHOcP2uCTHjtc71mOD7sDMHgzXQn+/vHpejy6moCBD2Iof9gTgfICF2SmSrevtbVVYVsaGhoQHx+Pde7u4K9ejWPx8Qo+lZSEP6hIjEeMll1n2ttT/9aTmKj1PB07PupTBjgtLQ0EIa2AoG6c1QRvZT1tFy2T/tZYvnw5NTlnKsr3nz17FgQhrSSg6/ky1pPVb7u1tRUPHjyAtbW1zpNk1NmOIJBobIxcAwN0LFqEV6mp+E+xGO/b2eHokiX4T7EY/3frVjxPSsKj5GT0sVhSaCsUoq2tDd99991M377SokWLFi1atGiNWzS4pTWXRYNbWrRmkeYKuJVIdE/dcru5MDQypB7ajn3QIgO305UskkjG3x9rrLu6uqjvVl9fr3FZ+f5YU3VMFB7As1gqH8A3MRgQR0aihsWCsKJCrwfwk+3nz59jz549IEkSJeurkJNZh7L1u3D84DDO93yH4weHUbZ+F3Iy68AtrgJJkti7d6/aMtm6QGAfb1/qmOmbfu7q6oKxsbQkqrW1td77TZbaiIyM1LrsZJWk1SV16+Ag2yZDODmZIyQkBN3d3WhrawNJkjh9+vSkH/s7d+6AJElUV1fj1atXM3L+TZY/+OCD0XLJ4bjAW6cTuL3AWwdxSjhIknyr003ynoq+gprc399P9aD1WrJkXOD2NUniSFwcMlxdUeDrqxagjIW2h1mbMNRwCbe5x3EiuoWCtxd9N+Oa13ZcW7kN11ZsRo9jDSqWrkX2Yib4NsngO65TC2/loS3fPxus1fHSSRMGhrhecUwhcSvrdUuySyEUCicEJzWVJFc14edkUhIejU74+ZbHwxdcLng+PtQxrAgKoib8XLp0Sa/jn5SUhJqsLDQHB+OPWqpCvCZJ/CAQwHD07zlr5Uq9kowSiQRXrlxBS0sLxGKxkltaWnD16tVJuz7a29shKpOWSx7uuKwTuB3uuCwtk1wmQHt7u9a07djU7SenA3HluDdunfHEvT57/DTij/PvumJTlQOVui3M9kBosCcKMlfg5MFElWWJx/rkoSSqBPJEesGr8sGDByEkeToleeWdkxWPkGBv5KfbgZO1VMFFWXaoKHLTCwSrK/Hc3d0NIY+ndzK8lSmdpDjPyAhfl5XhNUniIZutlAzft28fWltbKcuXOGaxWFTq29/fH0ePHlW7H0dGRijIyuFwNI6z6uCtrKetV4AX9VuCIMZf5UOX4x8REQGCGH/rkMnqt71jxw7Ex8crTCrZsWOH0n2HqakpXFxcqO9NEASYTCYuXbqEp0+f4tNPP8U777yD1vp6tCYnY1dcHD7Mz8cXVVX4t5YW/PeWLfi3lhZ8UVWFD/PzpT1tk5PRWl+PtrY2/P73v5/pW1datGjRokWLFq0JiQa3tOayaHBLi9Ys0lwCty9fvgRJkgiLDYNLiAuieFGIr45XchQvCuZLzCnYNTa90dbWBoFAgLi4OKxatQq2trawtLSckmSRzOPtjzXWBw4coI63WCzWuGx5eTkIgoCJiQmePXs2ZcdFW8lLIY8HkiRRV1eHEydOzFiJ1ps3b0IsFkPAF6IwrwY5GfXYUHsKfSe+xvme7yj3nfgaG2pPISejHoV5NRDwhRCLxbh586bC++kKgb09mdQxa2lp0dgrWd7d3d3UQ8qFCxfqBCzkPTw8TD0UTU5O1rjsZJek1Za6jYgwHX1oS8DV1QFsNlvvHtRz2c+fP0dlZSVqc1KwIYmBzSmhWr0hiYHanBSIRCK8ePFixrdBF092X0FtHhoaoia8GBkYQMLhjAvcagN96qCtDKSOhbcXVm9SgLd33dow6N2JQ04CtfB2LLQlmXk4X7wfcavCQBAEcvyS1ELbiYJ9dSXJr1+/DqFQqFBiXx1M3bdmDXUMm4OD9SqxL3/8uVwuhBUVEDOZ6IqN1dqP/Uu50vbV/v569Q6VSKSlZIvKi5BenK7kovIitLS0TNr1QU3gYJXjQv1+ncDthfr9VJnkc+fOUWlbTpY1zh+ywZ+f+eInSaCS//zMFzdO2uHCu454r20ZPn5/GV586IyfJIH4431fab9akSc21YUgO3UlkmNswGHZ48HVZJ3A7RePuVSZ5bFVUibqhw8forOzU2uKd6zXr1+PxIQYpKWEKTkrPQL88izlEs58NhYtlFaVSE6K0KnEc0dHB0SFhTr1Yh7hcGBqaAgTQ0PcZLFgNlpZpSs2Fq9JUmUvZtlkFF3MYDDU7kf5qhvnzp3TOs6Ohbdpm9MQS8aigCxQaEVCEBOr8qHNp0+fpn4L37p1S+3Yr6rXdnd3N3JycqjP1LXdxcOHD9HX14dNmzYpQHLZf1tbW+Nf/uVfAAD/8z//g6GhIfz2t7/Fv/7rv+KXX36h7vHmz58PgiCQlZWlcO/33Xff4fDhw2jdtg2tfD5aU1OlidqxTk2Vvr5tGw4fPkwnbWnRokWLFi1afxeiwS2tuSwa3NKiNYs0l8CtRCKFpAGMANj52cGR6QhvlreSHZmOWLJyiXS/GBBIY6chvyxfrXkC3XuljbWmZJHME+mPNdZFRUXUex05ckTjsp2dndSyx48fn/Jjo+nBV39//7jKBE+Gh4eHpYkWoRDlZZVgs+pQmLMRB9ruKwDbsd7fNoDCnI1gs+pQXlYJoVCI7u5uDA8P6wWBk+K41HHIyc5VCYHHuq+vDwtG+ywuWLAAfX19em/3o0ePqM8tLS3VuOxkl6TVlrrNy5tPrefs7DxpPSPnknft2oXKci5qCrJ0dmU5F7t3757x766LJ7uvoK4WCoXUulWj4E4faKsN9GmDtpMBb9VB21fiy7haehhGhkYwMTLGjYr3Jh3aqitJ/uLFCzQ2NlKA6mxKisZ9ez0rizoO7yckoC85mQJSjY2NGicAyR//bdu2KXxuX3Kyxs+9KQdXumJj9fpciUSazksvTgcjl4Hw4nDKjFwG0ovTtU640sfUBI4CHjZklmNzjkCrN2SWU2WSu7u7qbRtMcsSwiIrbK6yV2uyaBHy1pkiI2E+8lPnoZm0VXh9U5UDClnuyEl1Q2GGJTaJ7HDxiDu+el4046nb8Xg8wDclJQUEIW2xsWvXLoXXNmzYgLy8PKSlpcHHxwf29vYwMzODsbExzOfPh9uiReiMjsaf+XyNY0yJlzStutbJCdkrV4IgCMQ5OuI1SeKb8nI0MRioys+nSuJPFriVAUwfHx+dx9mx8LaALIBQKFT4zWFpaTmhKh+62M/PDwShnLrVZeKh1+j+JghCYSKKOr948YKaCCdvU1NT6r/7+/t1useTTV5KTExUeu0vf/kLHjx4gP3790vT1Fu2SFO4NTXS/926Fa2trdi/fz8ePHhA97SlRYsWLVq0aP3diAa3tOayaHBLi9Ys0lwDtz09PQgNC4VNqA3MQ8xhu9YW9uvsKduutYV5iDmsw6wxb4m0D+BS16Vg5DJUmpnHhEBF6TpdrS5ZJO+J9MeS9927d2FuLk0SL168WGtq7tatW9TnqoPKf+8eHh6myu8WF1UhJ6MOZNl+nOz6nUZoK/PJrt+BLNuPnIw6FBdVQSAQoLxcmlbSFQK/s/EqdRzCQ9YpQeCx3/nSpUtUiWMzM7NxQ82+vj7qc3fu3Klx2akoSaspdRsfPw/z50vLkdrY2NBp23F4YGAAra2t2Lhxo85ubW3FwMDAjH93XTyZfQX1WffatWvUumuWL9cK+sZCW02gT1doOxF4y3dJwwb3ApXQVubWlGrww9moiy6eVGgrkagvSX7ixAm9kq/fV1Rg3miaUKRn8nXs8b9+/ToqKysVkr5fqkn6tkdGUutuCQ3VK+krkbwBt+HF4QotHMKLwycd3EokoxM4eALUrK/Q2ZU8AXbv3o39+/eDyQxGXJQrktYsRS3PA80ib7WuKHJERNB8BPnMQ1jgQjQKvRRebxR6ITZiGbLXOUDIscKpvRboabfDlePe+OG3/BlN3U6HtfWJr6io0Ameei9ZgpeFhWqvjVdFRTAZraZxKCYGBCGtEPCqqEhl4lbb+SoPEzVtm6WlJQiCwJ49e/QaZ2XjXhlZRo0zT58+pdZ1d3dXOxbrWuVDm5ubm0EQBMzNzamWFbr02m5iMBAoB75ramq0jgPyk+ZUuaysTOd7vMWLF4MgCKxbt07tMn/961/x9ddf47PPPsOVK1dw8eJFXLlyBZ999hm+/vpr/PWvf52Eu01atGjRokWLFq23RzS4pTWXRYNbWrRmkeYauH358iXYbDY8QzxhGWKJFdUrEHgwkLJzkzOWC5cjoC4AMRtiYGBkAENjQxQcKgCvl0eZc5QDRi4D2dzxPyBUlywa74MxbZ8VHR2tVwLtxYsXb5KeOTkzfuxmwvfv3wdJkijKr0FuphjbNlzC2fe/0Qnaynz2/W+wbcMl5GY2IDYqBwwGA+zscp0hcO/xf4CJibTksf/qGAoCkySJtrY2BXjb398Pa2trEAQBY2NjdHV1jXvbW1paqOP/0UcfaVx2KkrSqkvdslgW8PExwcKFJtR2TmUpb9ra/fLlS6xYsQIEob5P90R89uxZEIS05PfDhw91Wmey+grqC27lx00fFxetoE++xG5XbKxa0KcvtB0PvK2wSUb60nAEWbkj2z1eJbSdqvLI6s6r06dP48CBAyBJUq9es69JEhGjwIRpb69Xr1lVx19Vb92exEQ8HO2t+015Ob7gcrF2tIKGpakpxEwmyLw8aiKNLtfGdINb2QSOoKAgEASB1atX6zyBo6urC0lJSViXsAr89atxbG+8Wh/dE4sWkRsyk6wQHjgPidGOaBQGKSwjFgYhM8UV9bxlOLHLDh8dM8e5A+Y4uXc5Ru6kz8rUrT7W1ideIBDAw8MD+fn52L59O7q6unDu3Dk0NjYiJioKy0cn5hEEAWdLS3xTXq722mCNJm3XOjkhzcUFBEGgxMtLZY/bySgDLGsJ4ubmRm2bPuNsf38/Ojo6qLFcPnEbHBys8z4e79g+MDAAo9GJINu3b9e51/YjNhus0d/5BEGgOCNDp17b7u7uKqGtm5sb/uu//kun+7u//e1vVLuLoqKiKb6bpEWLFi1atGjRmj2iwS2tuSwa3NKiNYs018CtRCItnyZL3VqlWMG/0x+Mowz4d/rDvsoenvWeCNsYBv55PuJEcWDkMpDVmqXwEDWpIYlK24734aAsWVRWVobOzk5cu3ZN5XKyXrMEQaCtrQ137tzR+7Oqqqqo9wgJCVH5UFCVZT1SY2JiZvy4zYSHhoZQU1OD4qIqFOS04Oz7f9IL2r6Bt39CToYYIYxE+PsykZ1erxcE9vIIB0EQ8HQPHYXAYhTlV4MkSeph6a1bt6jyekZGRhMGaGlpadRDZE3LTWVJWlWp2+RkO6xePQ8ODm9KCU5HKW/a6l1fXw+CILBy5UqVfb0//vhjtLe3g8PhwN/fnxpX9Hl4HhERAYJQLFU52X0FdT0vtVm2fc7OzlpB30M2Gz2JiWgODoaYyYSosBCVlZUKJcf7+/vHBW31gbcvvDux2S4PqRbBiFzqC4ajDw5kNs8ItH358iVOnTo1Wn5UgPz8XCQlJUEcGYmTSUk6l51uZUr7g88zMsLXZWV4TZLoSUyEODISJElSEGjfvn3SUqGjlu8lyWKxqH+vq6tDTk6ONGHHYikl7BqDgmBhIp1Q4u/mBmFFBTVhStdrw9jYmPrsWGGsTuB2cHAQvb29aG5uRmpqKpycnGBgYEC9jy77/NatWzAxMYGBgQHOnz+v0zGqq6tDtTAbG6oY+OIxVyNQ/fW9TNw4E4TLR+1RybFCs8gT28Rh+F5Sgdefk/heUoFt4jA0izyxucoeTz6ww6cnzXGh0wTv7VyC8+964k8vy/DtK55GD9/joEk0+1K3uvSJVzfRoL+/X9qrODISiaMTaAiCwK6ICLXXRm9yMgiCgKGBAS6lpsLYwACmhobYFxVFXR+XL1+elDLAz549g5WVFQiCUJhMNpFxVlblgyAIhIWF6bzeRD5T1r/c399f517br0nFftslXl4aE/ivXr1Ca2srNQFP3lVVVfjpp590vr/793//d2rdjRs3TuGdJC1atGjRokWL1uwSDW5pzWXR4JYWrVmkuQhuFVK3oZZwqncC4ygDrptc4VDtgKCmIKTsTkGSOAnx1fFKjuJFwSXEBcFRwUhOTsbOnTt16l3W2dmplBa7efMmqqqqIKwQQCgU4sKFC0rfVx5ACMorUFVVpbXHqbx3795NPcR1cHDA3bt3dV7XxsZG7wdjb2P6biI+cOAAeOWVyMmox8HdD8cFbjt3PUB2eh1CQyIRHZWiNwRen78NBEHAxMQM3e/+BgU5LSguqkJNTQ2Ghobw4MEDqlcyQUh70l6+fFmjb9++rXabR0ZGqIfIHA5H4/6ZypK0Y1O3GzfGISLCHv7+9ggI8KfWnaulvN8Gayvv2dPTozI5pO/D89OnT49eAyb4+OOPJ72voD7npTbLxk1/f/83pTRVgD6ZxZGRqGGxIKyoQGNjo9ID/b1794IsrYCAycbG+Aq9oK0u8LbfcTN6HRrw3jIhCq1jkLYkFLk+idiT1jCt0HYssOVys5GXx0RqaiziY2LQxGDgEZutM7j9gsuF2WhKris2Fq9JUmWiUJ8enkFBQWrPvaz4eGq5goICHD58eELXhq7gVh5iqbKu+1/2WyMyMlLrsrJJNeJKJn51KEkjtP3ht3zcPheGW2c8ca/PHqf3O2NTlQOaREG43peJ15+TuH42C02iIOm/85egpsQcVRwTFKQaIjvJGBkJFiCL3dEkYuhkWep2vG0sptP9/f0KE/T06RMvkUiBbl1dHWqyslDl/+bvYrqrq9pr4898PhaPTjBpCArCkbg4VPv7g+PpiRoWC6WlpWhoaJiUMsBXr14FSZJKE7smMs7Kqnzoer5OxmfKjpGRkRH4o+OItl7bY/ttV/v7qyyFPzIygs7OTqoKj8yylC9BEOjt7dXr/m5oaIha9+zZs1NzE0mLFi1atGjRojULRYNbWnNZNLilRWsWaS6CW4lEOXXrs8dHIW2bJE5CYE4gvFneSnZkOsLOzw7eId6IS49Dflm+TuYJeDh06BD1HWTQVlTKR2NmGaqL+SrhbfJoMoIgCNSkroeolK8zvO3q6qISPNbW1jr12JO3rMSjPg/GZip9N1X+8MMPQZIk8li1aKzuGRe4bazuQV52LZKSkpCTXaA3BD5xSAITY1PpNuduRE5GPXjllThw4AB1PusKHmTOyMhQu83yQOHcuXMa989Ul6SVT93m5jIQGbkCQUEByM7Optadq6W83wZrK+8pf24aGhrCzc0Nq1evHtfDcz8/PxAEgcDAwEnvK6jveanJ8uPm4OCgVshMkiTq6upw4sQJhZ62Mk80casN3nY7VqNjSQl4S5KQtiQUeR6JIJl5+LDs8LRAW3XANjeXgdxcBhISmEgID0cTg4EvuFydwe1rkkT2aEnYOEdHCuaO7eGpD7hlMBiQSFSnvcPCwkAQBFatWkXBNFXXxpUrV9DS0gI2m029r4GBAaytrSnorw7cCoVCiMViBXt7e1PrmJubg8FgKCT2dD0OH330EbWOfOp27GSs8aZt7/Q64Nc3XPH9M39sqV5GpW6vn5WCZzMzI1SXeaA8zxZl7EXgseeDnWIOZqAxfDwWISzYDZUCNqqE+TpZSCr+5npb3N/fj71796K/v58qgb7Kw4M6V8bznrIe0DWhodQxTHJy0nhtFIx+psvChQo9oNnZ2cjIyJiyMsATHWflq3wQBIHk5ORpGds7OzupdXO9vXXqtT2233aln59Sr+33339f4W+izKmpqWhraxs3uD127Bi17ldffTU1N5G0aNGiRYsWLVqzUDS4pTWXRYNbWrRmkeYquB2burUrt6PStpmHMpHVmoWgnCA4pDrAfp09Zdu1tjAPMYd1mDWWRy5HUE4QGLkMrZaVVZalP8ZC250FNWjKUIa3Fy5cQEhICHWMxOlcNGaW6QRvu7u7KSi6cOFCnR+myTw8PEz1x9L1wdhMpO9u3bo1pefK0NAQqqqqsL6oGoW5G8fV47YwdyPWF1WDw+GAz+ePCwJHhEofbjuv8EFedi1IkqR6z042uJUlr3x8fKh9MFMlacembvPyUpCeno5PPvlkzpfynmnrUt7z2rVraGhoQE9PD5V8He/D87KyMul1b2yMqpCQtw4oSCTqx01N11B/f7/aMqgyj7fHrTZ42+Nejw77UhRbxyHa3AfxDsEQhLMVettOFbSVAdvq6moKdjOZ7sjNZUAsTsLRoxzk5jIQHx+GxLAwNDEY+JbH0wvc3pQre7zQ1BQjHA6aGAxU5eejvb190q6FJ0+ewNLSEgRBYM+ePRqvjZaWFhSVFyEuMw5eQV5gJjGRUpCC9OJ0+DPfJCblwW1kWSRiC2ORXpyu5KCoIIRFhYHH41GAmMFg6A1uJRIJlVSX//swdjLW2LTt85sFOL4vHoISX4QE2mHevDcpwUNt0Qpp259G/PHzHxg4/66rQuo2KkyaoGQG26CJdEaLcDF2N9ng3XdWID5iAfw8LeHm5gYej6dThRN1VU5m2rLruFxIgs1mg81mo7CSxLzRc8fd3X1c19bg4CAaGxsRKwduK/38NF4b8iV890VFoYnBwPr0dDCZTFSyWJNeBniyxln5Kh8EIa0wouu6Exnbr1+/Tq0b7eCgc6/tsf22Zb2218fEUBMi5B0ZGYknT54AAHp7e8cNbrlcLgiCgJOT0xTcPdKiRYsWLVq0aM1e0eCW1lwWDW5p0ZpFmqvgViJRTt3K97atOFuBsKIweGZ5wn6dPXzbfBF4MBDOTc5YLlyOgLoApO1LA6+Xp9GcoxwwchnI5r7ptzYW2h7jb8U/vf8AFxv2K8DbgwcPQigUIjYsijpGt7d24xh/q1Z429fXhwULFoAgCCxYsAB9fX16759Hjx7p/WBsJtJ305G67ejooMolH9rzWC/geqj9Myohu2fPnnFD4NbN/SAIaTKLlclFdXW1VtgzHssDiLa2trcUhOPDAAAgAElEQVSiJK0MFBQUxICU6ys9nlLetCfPR48epY6fPuU9x/Pw/Pr16+ByuVTZ9yIPj7cOKEgk4xs3dfVUwNv33GsgcE5H9GI/hDiuBsPRGxvieNT7TgW0HZuwZTBWj04wmoeGhkR0d3Nx8SKJ3l4esrODEBDghRX29lhmbg4rMzMYGxhgoakpfK2tIfL3x2BhoUZokubiQh2T9Z6eSonbyXBNTQ0IgoCbmxuGh4c1XhtisRjpxelg5DIQXhyuYDfmmwkH8uA2b38eIssilZYPLw4HI5ehVEZ5vOBWVkFh3rx5ePLkidJkLPm0bZOIge7ORI0ThLY2+OPD7gBc71mOFx864ydJIH6SBOKP932xucqeSt1+dDodBEHA2NgAvQfdFCDv6f3OKMywRGiwJ9hs9qzpW6vu+i2sJBFawMbqYAb8Y6LByH8z+SkoKkLva+zRo0e4cOECsrKyqEkjRgYG2B4Whi81jJH35CZdrXVygjArCxEREShJT5/UMsDqPN5xVr7KB0EQ2Llzp87rTmRsv3TpkgK41WcCiXy/7eHsbNTa2iJkzLXi6+uLTZs24cyZM+jt7UVvby/4fD71Op/Pp/69t7cXd+7cUXtv98svv8DR0REEQaChoWEa7ypp0aJFixYtWrTeftHgltZcFg1uadGaRZrL4FY+dbsodBH8qvyQeSiTelCauSOTSt268l3h3+mvUE6Zf55PLavOSQ1JVNr21KlTuHPnjkpo+/rkZ/ix55ECvCVJEtXFfBRFplLH6H3hDvzT+w+U4O2dO3cUHi7J0ktmZmZUHz993dfXp9eDselO3zU3N4MgpKUhHz9+PKXnyuXLl0GSJNisWmyoPaUXuN1QewpsljQhe/ny5QlBYD+faBAEAU8P7ynpHyyRvAEQK1asgFgsfitK0spggUBQQU2AkEjGV8qb9uRZ1lvTyclJr/X0veZfvHiBxsZGiAoL4WhhAYIgsGb58rcOKEgk+o+b+noy4e3xNc2o9spBmlMkUsMTEBwcjNzEDIX3nUxoq6okMosVClNTaUJTIIjGxYsk5SNHONRrmmxqaIi2iAi158KT/HwYjS5rbGAA0tdXocftRP3s2TNYWVmBIAh0dXVpvTZk4Da8OFzpN0OsMFYluNVkVf1vxwtub968Sa23a9cupclYp0+fptK2TSIG8jPdqeUNDAhYL54He9sF1L8xg6zAybJGMcscjXwbbKy0U3BL5XLUCQJw9VQ6VntK92F6vLkS5CWLrJAcY4OwsNBJO27T6bHQ1jN2DVziouGekwGPjHXU/mLkZKGwktR6rWVkZKi9HoyNjZEcFUWVOe5JTMTD0aoE35SX4wsuFw/ZbJyIj4fh6EQYn5UrkZ6ejrycHIiZzEkrA6xpn2gbZ9VVKUhJSVHYXlnlEV08kbG9u7ub6jkbuWyZXuD2Cy4XpqNQPYcgUEUQiCUIGI9eW+fPn8f//u//wtnZWet4R40PsbFq7+0eP35MLTcyMjJ9N5W0aNGiRYsWLVqzQDS4pTWXRYNbWrRmkeYyuJU9iAkNC8Xy8OVYlb1KAcbKp26XpS6DU52TQjllbQ9Tud1cpbTtoUOHIKwQUOWRZdBWZnl4W5fPQ1NGGc7W7oGZibS/qSi5EK9PfoZ/ev8BdhbUoDGzDMIKAdXHrb+/n+ptZ2xsTD1EHo9bWlr0ejA2nek7iUSCgYEB6iHa9u3bp/Q8GRwchEgkwvrCanDytuBc97c6gdZz3d+iiL0Z6wurIRKJMDg4OCEIzCtuh4GBIQwN/x97bx7V5Lmv/d8EEBEZ1CBDkFGQeUgYIxJkUiYZwyBlzpMwBUMk1lpbrEXBItaiVWxrq61WpcXa1qptsVtrHcnufrv7dq/V073f9+zf1rPWXuusd511hr3OOfvsff3+SPKQQAIJg4Dc11rXH5pnyjOF5/nc3+vLwZtvvjnr31MfQGRnZy+oHnfXrl3D4cOHce3aNajV04vypp5de3pq4k1zcnIsms/Sa17Xv1GRmIh0bbTkMg4Hv9TVzQtQmMyW3jen49mAtw92XEB3RiuKg9JQkVUMqVSKnp4eg+Xu2twwK9B2sh62ycnrQQjBmjUr8cEHEgNw299fxu7LlStXIsHLC/LoaNwoKsJQbi6aIyPZY0wIwaHkZJPnwxupqfBwcAAhBNHu7mAYxuKe3KY8NDQEhmHQ2dlp1rWxkMGtWq1m/4bYsmXLhMFYhw8fhpSpZ/vIVpZvRVJCJAryUiGpL0KzVIzNorG43qD1Hkjb6Ib0ZK5Jb4xzw7Yt/hBEaAbi2NoQyGu52N3szrqTWctW3ZaWli6qqtvx0DYqNxvCVik2VJcjQtWO4MpSdn8V7tuLtBbplPDWFLjNysrC22+/jY6ODs2gq4ICk4OuFEIh7LXtBry9vVFTU4PWbdvQKRDMOAa4taAAcrl80lQQU/fZqfqCB2t78xJCsGrVqikH4pizTnPc09ODFfb2IIQgwd3dInB7c9MmRGjXG0AIVIQg09YWhSIRzp8/zz6TzRa4lUqlIIQgLi7uKTxJUlFRUVFRUVEtLlFwS7WURcEtFdUi0lIHt/fv30d9fT3iM+IRkR+B6sFqgxeiuqpbjyyPCXHKllbbqtWailOpVIqWqkYo82pxfschPD71zQR4O9x5FPvKWjHceRSPT32DpKAozYuxwMgJlblSqRSXL1/G1atX2Zes1tbWM67IzMnJYSttzJn+aVXf6VsgEICQpxOV293djbpaTaXs6z13zAKtr/fcQVFeO+pqZWw/xZlC4KSEdAgEApw6dWrWv+PQ0BDKy8shFArRUlS0YHvcqdVzG0lLPbW/+OILdv/rAytzbMlxf/DgAeRyOQsUBlJT2Xkv5OQ8VaBgji29b07XM4G3k1XSjl/uTKDtZMBWocjAiRNVWLNGA1Pz86MMoO358wyOHCnD2rWO2Lo1FVlZWUah0ucFBSy8dVq2DD/X1po8H/Zo+3/a2thAJpPNSdS8OdfGQge3KSkpIISwEcn6g7Fu3ryJvr6+SXvL6vc9Dw4OQvrm+Em9JVOIgryNSIwLhJV2vi0iD3Q2hRi4NNcLwjhPZGVlsn9TLXSbgrbRbVJkvDWA/K+uwDt/LFVF9tkQak4OTAlvr127hosXL+LixYs4ffo0du/ezbYtiI6OxqVLl6Zsc8AwDFatWsX+3cYwDBRCId7KyJh2DPDPtbU4lZ4OhVA4YXBEb28vurq6WBfo9Z8uKChAV1cX5HI5srKykK293o1B52htiwRCCEI2bEBHR4fZSR8zubd3d3fDztYWhBCkWBCV/ENREV6xskKjdr0cQvB+QgL2Jiejq7XVANzOhv71X/+VHYB34cKFWV02FRUVFRUVFdWzIApuqZayKLilolpEWurgVq3W9M+UMBIkliYiQ5Fh8EJUV3XrmegJxzjHCXHKllTb6tZ37ty5KeHteHeJW0AIgZ3tMrzTvN8A2p47dw4jIyPw9vY2AFm6l3qmrKtcNObR0VEWAldWVpq1H59W9Z2+6+rqNC/ibW1x586dOT1PPvzwQ02l7DY5VPJ3zYKtKvm7KNmmeXGq//J1tiDwbFs/knYh97hTq+c+kpZ6cvf09LD731KIYslxHx4eNgAKjyor2Xn3xMU9NaCg88DAgMltnc59cyaeDrw1J/6YXW5Nw7Sg7VTAVtfDdteusYjYnp6SCeD2vffqUVzMR22tGHV1dWzV9fgYV5m23zkhBG+bgE6PJRK8mpTEgsGqqqp5uzam0+O25FDJU+lxq1arIZPJDCr7ZjIYq6ysbFLI++qrr2Lfvn3IyspCxmYBVrssByEEQQGrcOzgZgP3vLgR27b4o6EmZ8LfVQvRk0HbzLcHUP8P36P+H76HT+5Y9G/hmUF0fPuVWfB2vB8+fIji4mLNIAYnJ3z44Ycm44YHBwcxPDyMCO214+rqCml9PZR8Pr4pKbE4BthOO3jiqEiEmyUlUPL5E+LIPfTaKkxlnqOjyaSPbL2q1G1BQWgqLzc76WMmf3McOHCA7bGe7etr1r75/xoacNTFBV2EoIsQJGoHQ9RGRaFLJEJXezsuXbo0q891Bw8eBCEEoaGh+Nvf/jary6aioqKioqKiehZEwS3VUhYFt1RUi0gU3I71zyysLgS/mD+h6nZL5xa4B7vDNc51QpyyJdW2+rYU3v545ArsbDQj/bdGJxtAW7VaE/ls7gsxnfPy8kzuk1OnTrHTvf/++1Puw6dVfTfefX197LxzER2s7++++w4ymQyVZS0oytsBcWHnlC7K24FKbUzy3bt32WXNJgSeTetH0i6EHneT+WlE0i5k379/H+u0scFz0e/47NmzLAC4efPmhM8VCgW7/y2NnLXkuA8ODhoAhT/U17PzVgUHP3WgwOfzTW6rpffN2bAl8NaSnrXDw8Po6emx+Nheu3ZtSmCrs0ikiTx1d3eaAG3Hg9uuri6DQSVnsrLY+9NZvZ6Xe+PjjULbM1lZUPL58Fy7FoQQxMbGznjfX7p0CSqVCgqFwsC6ilVT14ZKpUJFXQVyq3InODIx0ii4FdYKISoXGZ0ntyoXFXUVUKlU7DpmAm53795tcM7P9WCsd955h+2bm53mC0IIltly8Mv9Ojz5gTHwW/0ZUMgSwZj422qh2Bxo2/DLb9Dwy28QUjM2GGXLWwMo/uDtacPb+/fvs4NHIiMjp5x+w4YNLLjVXVs/VldbBG6fMAwKAwJACEGqlxd+rK5mB3D19PSw67LkPhvg7Gwy6SNe+/0IIegUCKDk881O+pjJ3xz9/f3svBVBQWbtl8uRkSy0HXR3x0/NzbDhcGDL4aAjMRFde/bgV7/61aw90/37v/87uFwu+0xHRUVFRUVFRUU1URTcUi1lUXBLRbWIRMGtxpNV3aa1pcE7whsbYjcgKCtoAti1pNpW3+Ph7XDn0UmrbpODNS9i13nwDKCtWj374FYXdRgaGmrW/nta1XfjffXqVXbetra2OT9P9u/fj4Z6KZ7b3my2G+qlePXVVw2WM5sQeLY8PpJ2PnvcmeOnFUm7UN3e3q55wR0QgNHR0Qmff/LJJ+ju7kZlZSUiIyNhp+1laMm+TkpKYsHN+IqtLXqw7Ouvv7Zo2y057j09PROAgm6gQJaPz1MHCpOBW0vvm7Nlc+CtJdB2Jj58+DAkkgaUlaWguJiPkhIB+vrERsGsq+tKEEKQnLx+SnD76quv4sqVK5DJZAYx7j/V1ODtjAz2+LyckGBw/H+qqcFRkYiFO9HR0SBkdlIaTAHYgNCASa+NoaEho8BXoVBAJDIelayLQ5ZKpUbnU6lUGBoaYtcxE3Cr/3tOyNwOxtINnGuRFmJnMx9HXx37/hdO5UwAtz/eqsbOZj5apJP/fTWftgTaNvzyG/AVLex3Tjzai9wP3poRvNWPqp4sWUWtHrv3rVu3Ds1iMZR8Pn5fX28xuP1cm1JgbWWFW6WlUPL5aBaLzUoHsSTp4+faWjjY2LDf72RaGjsow5ykj5n2uNXNWx8aOuU++XV+PvZpoe1+Dgd/bm4GurrwfmEhxKGhaEhMRFdXF37++edZe6b76aef0NXVhTfeeGPWlklFRUVFRUVF9ayJgluqpSwKbqmoFpEouNXYVNWtDsJu2rIJcfFxiC+JnwB2La221ffhw4fBMAzk4nrsK2udFNxK0ktACIGVlRX27NkzZ/vi9u3bcHR0BCEEBw4cMGuep1V9N953795l5y0qKprz8+Srr75CV1cXdu3aZba7urrw1VdfTVjWbEHg2fL4SFpLXto+65G0C823b99m+08ePHhwwuf6lZ/GbM51du/ePezcuROEEHA4HGzX9kbU9UgMDgpil3fs2LEpY7H1bck1393dPQEouK9YoQF+np5zChQsPSaW3jdn05PB26cFbdVq0xW3O3YYVtwODIxVGdbUJJkFbtVqNS5cuACZTIam8nIoEhPRKRAgzctrbOBQRgZ+rK7GzZISnEpPR6dAAEViIhunqlQq2WlnmtJgKvKY68tl12FJH91Lly6xFZCEEPgn+rPL9In1QUpeikEc8mSeCbg9fvy4wf1iLgdj6Vfbvt2fgUc39KLQd8RNALcLverWUmjb8MtvINz/4hisP/k6Us+/PSN4W6+XSvDuu+9OOq2Dg6bHdERExIwqbp8wDHJ8NdXS4sBAowNkTNmSpI/d2j7VusjzpshIPJZIzE76mMnfm7rfQ0IIGsLCJh3c9o91deh3dGSrbe9mZgJdXUBXF/7frl3Yn5qKrsZGHDp0CH/961/n+1GQioqKioqKimpJiYJbqqUsCm6pqBaRKLgds7GqWx2ErW+oR0lJick4ZUurbdVqyytuhzuPYr27po9tSEiIQcXtbLq1tVXz0tjfH48ePTL4zFS/tKdVfWfMukrClJSUeT+HLPFsQuDZ8PhIWkte2C6FSNqFZLlcDkI01cbjr1HdsdTtHw6HA39/f4SFhZl9nV25cgUdHR2QNjTAbdUqEEIQ7eoKJZ/POsbVlV1eXXU1Ojo6poyp1HmmFbcu2mt+s5fXnAIFSzzZffNp2RS8fVrQVufJetzqAK5cnsaeAy+/nG82uB1/ftZt2YJl2nuPvY0N2qOj2XNUIRSitaAA0oYG9vzUT2lISUkxq3rVlHXgNqEqweDvALcNY1Gut2/fNnu/qVQqrPNfx87rFu2GwPxABOYHwi3KDWGxYU8F3OpHws7lYKzx1bY/3qrGHx7pRaGXBBsFtwu16nY60Lbhl98g99J77HdOPdqLbV9/OiN4m5eXxy7v4sWLJqf78ssv2eny8/On/fuv822xGDZWVrDlcMCEh0/4/TdmS5I+fqmrw+rlmh7IwdrfpUR3d7ay3pykj9lI+Vjp4MBC5v9dWorLkZH4oajIYFsvBgez0PZdb2/87aWXgK4u/P3ll3G2sBBdWVnoevFFjIyMzPdjIBUVFRUVFRXVkhMFt1RLWRTcUlEtIlFwO/Elog7OivvEBhB2cHDQZJyypdW2lva4ffLWr/D41Dfoq+kEx8pKUwG3ffusw9s7d+7AxcVFA+COHmX//969ezhx4oT2RTwDaX39vFTfGbOrFiDFx8fP+zm0mG0MkFnipRBJuxD88OFDttq4trbW6DSXL1/Gjh07cOrUKXz77bdQq82/zsZXNKZp++iusLHB/fJy/L6+Hj9WV6M+NHSs+igmhq1ovHDhwpTfYSY9bv8kkYBjZQVCCAoCAuYMKFhiU/fN+fB4eLtrc8NThbb6ngzgbtoUyJ4Dhw9ropQ/+KARR45sw4EDmXj33RqT4Fat1vwmvfnmm/Dz82OXszEmhv1NktbXa9Is5HKcOHGC/U3ST2kICAowq1+sKZsCt16RYxXAn3/+udn7S6FQwCNg7B7pEuMCXiEPHtke4MZwEcIPmVVwa2ogVk1NjcG9eK4GY42vttWB2eXLtVHoqT5Gwe1CrLqdLrRt+OU3qP3pEay1g1GCnytH7rWPsOXKh9OCt3fu3MHq1atBCIGdnR2+++47k9v8+uuvs8dp7969007c0PcbqanI8/NDWXj4hMQNY7Yk6eNX2sSE/UlJE1I+njCM0aSPuUj5iNH+3in5fDQ7O+NlQtC7fDn+qE2EeLB1KwttD9ja4v+1t7PQ9vPKSnSJROhqb8eRI0fwn//5n/P9GEhFRUVFRUVFteREwS3VUhYFt1RUi0gU3E58kaiDs4ISgQGENRWnPNPetpNB21+/9hHea+nGnVc/YOFtU1Y5EgOjUJSVx/a6vXz5Mvr7+3H9+vUZff+hoSEwDGPQ006/uql12zYohEKDyrunWX1nzE5OTiCEQCgUzvv5s5htLJLWEi+VSNr59sDAgFnVVONtznV25coVzb1Jr4foHbEY1lpQenjTJvZ49yYns8vrFAjYHqIymWzKa9+Sa378i/2f9KBSS2TknAEFS2zsvjmfHg9v5wPa6tsYwN2wwZM9jocOlaC/Px+7dsVDqYyBUhmNAwcyJwW3arUazc3N7DI2bNiAAwcOsPBxcHAQw8PDRivvdCkNbl5uE2KO+cV85FblmgVITYFb33hfdrvOnz9v9n4aD259qnzAH+CDV8ibVXA71UCsxPh4A3CrG/xhrs25vo1V2+qgrLurNgo9wdMkuF1IVbczgbY6u8cLQAiBc3AQROffRur5t5E5/AELb3NPHEHe/pcmhbd3795FZmYmu+9zcnIm3W6JRMIC3lu3bk27x72+Lelxr1ZPP+ljfMrHE4YxmvQxFykfhw8fhkwmg2zbNogIQSEh2EUIrsXH4//U1OCQvT0Lbkdzc9l45LOFhRpoK5XilVdewR/+8If5fgSkoqKioqKiolqSouCWaimLglsqqkUkCm6Nv0zUwdnxENZYnLIl1baXL1+eEto+PvUNhjuPQpFbjcrkHChzarAzvw5f7n2L/fz8jkNQ5tWipaoRxcXFKC8vh7RBgubmZosqfKaysX6Cb2Vk4JuSEvxYXf3Uq+/G+9GjR+BwOJrqnKyseT9/FrNnWnH7hFk6kbTz6fz8fBBC4O3tbdF8U11nd+/eRUdHB3sOnN2yhe01mKR9+a3fU/bKtm3s8k6mpeFMVhZ7zDs6Oiaturfkmh8fpXkhO5udV/fCfi6AwmI3C29rGuYV2upbH+AGBwezx1Eo9ERenh8YJgAtLTzs2BGKV17ZPCm4ffXVV2GlHVDA4/Fw48YNs7dDl9Kwxn3NBOiaUJUwY3AbmjX2e2jJ/W9CxW2GC3hyHpySnbA6cvWsgFtzBmJFcsd69BJC0NraavZALLXavOvbVLXtkx8YuDhpo9A3epkEt+ZU3d6/fx/rtIkBvb29s34+nz17lgWfhbXVSNxeNi1o2/DLbxDV3gRCCDi2tog7fQybxsHbzUcOas4JnifCsjIQviUTGYUFKC4uxssvv4yWlhbweDx2v69du3bKayIyMhKEEIhEIqjVlvWaNWZLes3qPJO/O/RTPnQwd/zfHXOV8nHhwgUUFRXBhRAkEIJUQrDdxgbdnp5QEYIXCMEJX1/8tqkJH4nFmp62WVnoam/HK6+8gt/+9rfz/fhHRUVFRUVFRbVkRcEt1VIWBbdUVItIFNwaf6EoYSRIKUuZAGFNVd2aW23b398PaYMEHfm12FfWij+eHJkAbc/vOARJWgkSw/nYvCEWsrht6NxSbQBv/3hyBPvKWlGVkgdBDB9FaTnoyK9FU03jrMFbY9V3pqownlb13Xh/88037Lw1NTXzfu4sZs+kx63OSymSdr7s6elpVjXVeE91nU320r4tKgqEECzjcPBLXR2eMAz+b0MDlmsrnpoiIy16aW/pNa+/bSXr17Pz3haL5wwoPAseHh5GT0+PRdXFcw271Go1vv32WwgEAvY4Rkaug0DgjNjYlcjKcoFUGjQpuD169CgLbe3s7CyCimr1WEqDq4frlOD20qVLUKlURnvhSqVSo+A2riIOHGvNgCKBQGB2D12FQgHP9WOVyG4ZbgiUB4KbzAUvhofouGizIpzVauPg1tyBWEHae6zOVXl5Zg/EUqunvr71q22VTXw8+rISv39Yj98/rMc/3K8Dh6M5tnmZfuz/G/OjLyuhbDJdddve3g5CCAICAjA6OmrWtj969AgREREG33+y68vLSxOL7RURhk2NdUhp0UDbpH0vmA1txfdHsHHwdVjZ2oAQgsAdMiR++LYBvE042mM2gIyMjJzymvjss8/Ya0h3nd+7d89g8M6ZrCyz4e1jicSiwTs6zyTpQz/l42FFBX6pq5uTpA9TKR+6in8OIeARglhCINI63doauxMTNRW22dnoamxE14sv4siRI7TSloqKioqKiopqnkXBLdVSFgW3VFSLSBTcTrTupWKDpMHoy0BjVbfm9ra9fv06mpub0VTTiI78Whxr3MPCW31oGx8lQDI/ARXRGZDx89CkB2+/2HMSxxr3oColD7FRMUiP3Yi2Lduxr6x11uDtZNV3xvy0qu/G+8yZM+y8+/btm/dzZzHbkl5zk3kpRdI+bX/xxRdjAyQs3AeTXWfjq1rHD9B4JyODnfdCTg77/7pK3ER3d4uqWi295vWBQoi2fyNv5co5BQrPiq9evYq+vj5cvXrVrOmngl2ffPIJuru7UVlZicjISDZ22Jxjqau4bWlpMai4tbXlGICnhARXlJeHYWCgcgK4HRwcNFgnIQQffPCB2ftDP6XB08dzSnCrUqlQUVdhtBdublUuROUiCGuFBssQ1grh7OoMQghWr11tdg9dhUKBDTEb2O/ln+OPhN0J8E7zRkhSCFJTU40CX2MeD27NHYj1fxoaYMsxPB7PBQebPRDLnOv79OnTbLWtsolv4Jb6SHbe2Gi3CZ8bs67q9t1332XXcfv2bTg7a47BwYMHzT4/VCrVBBBqatqDBw8iR/u3D8faGo1n3kJaqwwbLai4Fd8fQep5DaRdI9REVK/dJETazU8N4G3K2ZOIfnkXggpysSbADytcXLDMzg5WVlZwcHBAYGAgtm3bhoGBAbMgtS65wtXV1eA+feXKFchkMoPz5KcpYpN/qqnBUZHIogF7Os806UOX8vFccLDRitvZsKmUj+Li4gnnig0hcCEElZmZ6GpvR9eePejq6sKhQ4cwMjJCe9pSUVFRUVFRUS0AUXBLtZRFwS0V1SISBbfGfe3aNRw+fBjXrl2b8Nn4qltxn9isaludP//8c6Pwdjy0rd9UAGXadnxa14vu1AY0xW3DzqznkB2zCfmxm1lo25pVifM7DuGPJ0dwrHHPrMBbSyPznmb1nb71X7J+/PHH837eLGZPBe/M9VKLpH2a7ukZq7qabICIMU92nU0F7R9VVrLz7omLY/+/KzERhBAst7bGz7W1eMIwOJWeDoVQaADte3t70dXVxbpAWylFCEFBQYHBZwMDA0a3XweeHOztQQhBCo83p0DhWfDo6CgUCgUaGQk6OjqmBDpTwS79Po/GPFk/U/0etwEB3pMuh8/3Q2rqehQX8xBs6R0AACAASURBVA3A7ZkzZ7Bihab/6YoVKyASiUCIZf3N9VMa/EP9pwS3ujjk8b1wdRbWClF6qNRgGaWHSuEbqwFKVtZWiC2LZacPyQhBWGwYUlJSNMvOzUVmZiYyMzMhEomwLmAdu30bUjdAJBXBP9EfkYmRyM7ONlr529zcjJaWFoPryMfHZ+ya3bMHWVlZSI2PxxYfH7yWnGzyN10/ilznlshIiwY+TPWbfvjwYUiZejRLxRNcXJjGzpuWGmd0GmOWMvXo7+9n1yGXy0EIgbu7u9mR+teuXYODgwOsrKzYZIepKm6lUinWrF0LQgiCU1PQOnzBbHirD20TP3wbguOvac8Za2R9+wULb+NOvY7o117B5lNHIdzZDmFDjdEet+b60aNH8PbWXINtbW0TPjdWmX0qPR03tZXZv9TV4cfqatwsKcGp9HR0CgRQJCayLTIs6b0+06QPXcrHMg4HF7OzJ/S4naknS/kICwtjz5Hc3Fy9gScJOHfuHC5duoRf/epX+Pnnn/HXv/51vh/3qKioqKioqKiotKLglmopi4JbKqpFJApup2f9qltBicCsalt9j4e3+8paIc0Qs9BWli7GscY9+PWrl/CZrB+f17+G7tQG1EZtQVZwAgSRhtBW1yfXGLy9fv26Rd9tugDvaVXf6TsnJ4d9OTvf58Sz4PnocUdt6AcPHmB4eBiDg4Po6elBd3c3enp6MDg4iNraWvZasbSSebLrbKqX53+or2fnrQoOZv//x+pq2GkHbOj6zd4sKZnw8ny2+gy+9NJL7HSV4eFzChSeBV+9ehUMwyCnrQoMw0xZdTsV7BocHGT3P4fDgb+/vwG8GH9ejQe21dWFKC1NhLf3aoNjzuO5wMXFnv23QBCB1NRUdvraWjFaW1vZiGM7OzsMDg7i448/ZucxVnVrLOa4vLycnScqKcokuJVKpVAoFEhJSUEIPwTefG+ToNaYqwerYW2ruTZETSL2/31ifeAb5YuQpBDkVuXC3sHe7GvDWPVublUuNm/ZbPYyCCE4kpJi8h5eFhQEQgiCXFzYwViyiAiL7utT/abfvHkTfX19ePXVVydYH4C1t7cbncaY+/r6cPPmTajVajx8+BBubm4ghKC2ttbs6yU1NRWEEGzbts1kj+Dx/vDDDyEUCkEIgbWtLSqOHDIL3o6Htmk3P0XhH34Djy0acO1bWYKC33+PjZ99iOjBIxAcOYDg+irEVIpnBG3Vak08MSEELi4u+Pbbb41OY9ALuaDAaC9kJZ8PhVCI1oICSBsa0NHRYfHAmNlI+ngjNRVKPh+7BIIJg4ZmalMpHw8ePGAr/9evX48//elPSExMRGZmJv75n/95vh/tqKioqKioqKioJhEFt1RLWRTcUlEtIlFwOz2Pr7o1t9pW3+PhbbYoA/H8WMjSxQb9b384+PEYvN3cgMqYTOTFpk6Atjrr+t925NdC2iAxqEKZyxdpT7P6Tq3WVJPpXs5WVlbO+znxLHg+etxRj+37EydOaCEXA2l9PZrKy9EsFqOpvBzS+npEaXvNTud+PRlMMSeuUgdxsnx8DP6/MCAAhBCkenmxMHd8XOVsgduioiIQQuDm5jbnQOFZ8LFjx1AnbYRAWYw6aSOOHTtmclpzYNfly5exY8cOnDp1igU+xs4rU8C2uJgPhSIDEskmNDZugo0NR1utFomQkLFz5LnnSiCRSNj5xeJirFy5EoQQ2NjYGFS+6SKX8/LyJmyvsZjjsNgx0ByXHWc05lhULmKn9+f7wznAGSv8V4Abw4VblBt8Yn3MgrgBSZprw8XTha24deG5wMnfCc5RzvBN94XtCluzrw3HtY4TKn75xXwkZiRaBm61gyyMDdBwtNVsz4GNGw0GY1mSpDDfg7EGBgbY9esP1pgsNvy1115jYebIyIjZ4FatVuPkyZNsv9jg1BTUnByYFN6agraFf/gN0r/+BFY2NuAss0XKtSGIvv0CSRdPY32rBH75WxGZsgklJSXThrajo6Pw9/cHIQTPP//8pNOa85vEMAzkcjlOnDgxrd/7xZr0cfHiRfb8EIvF8/0oR0VFRUVFRUVFZYEouKVayqLglopqEYmC2+lbV3WbUpZiUbWtvnXwVtogQXl5OYqLi9FS1QhlXq0BlNXB208lfegtaMULBRIMdx6dAG11fXKVebVoqWqEVCrF5cuXLdqm6UbXPe3qO/3Yzvfff3/ez4dnxU+7xx31uOqmbdtMwshwLVgjhGDHjh0W7ePJYEp3dzeaxWIo+Xz8vr7e6DF210bUJnt6Gvz/59qBF9ZWVnhYUYFf6uqg5PPRLBaju7t71vbR7du34ejoCEIIXnnllTkHCovdo6Oj6OjoQGFLNfjKYhS2VEOpVJqMS9aHXcePH5/WebV3795Jge3gYDXOn2dY62BtcLC7AbjVRSPfv38ffX19bFSptbU1ent7DdavUCg0A4aWL8ft27cnfDY+5pjrxwUhBMtWLDMZcyysFbLTr4pbheXRy2ETbQN7gT0cwx3BDeUiMD8QYQVhE8Cvvgte0Q5KsiLwTfdFYH4gHHgOsPezhwPfAWGKMAj3mJ7fHI+Pdh5vSwZiDWgrTlfZ2eEf6uomDMYyNhBLrV54g7Hy8/NBCIG3t7fBsjWx4cyE2PBbt27B1dXV4N5oCbhVq9UIDQ3VDCrheSKtRWoS3pbe+9oktNWZf/hV+EtrEfNmHzJuXYXg0D4EVJbCN3UTwgT8GYHb69evg2EYtLS04OHDh2bNM1kKxPDw8Iwh6WJM+njllVfY86Onp2e+H+WoqKioqKioqKgsEAW3VEtZFNxSUS0iUXA7feuqbhskDRZX2+r7+vXr6O/vx+XLl3Hu3DlIpVKj8PZ3fZ/i3p4z+OX1Lwxg7WTQ9ty5cxZvjznVd6Y8H9V3oaGh834uPGt+mj3ulrqN7eu3MjLwjXZf/76+Hj9WV+ObkhKkrRvrf9lQXAyZTIYLFy6YtZ6ZVty6aGMhN2uvbX3n+PpqKiWDg41e87Ph1tZWEELg7+/PxvjONVBYzL527RoYhoGovRx8ZTFE7eVgGMZkdL4Odjk5OZnVD9fYeZWRkWEWsNX5uec0YNDW1hpBQWODEnTgdmRkhO3FSQhBTU0NLl68aODjx4+zn7e2thr0pdeBW10csuScBA6rHUAIQfjWcLPAqHetNxwrHGG73RbWsdawCbKBnZ8dHOMdwY3hwjfWdwL8LTlUwsJfe20EtK2rLVYmrIS1pzWs/axhHW0N7nNceNd6I2F3AoR7hCg9PnUEs6Xg1tyBWH+SSBCoBeS6PtbjB2MZG4ilVi+8wVienp4ghCAnJ4f9v7HY8LYJseGlpaUTts1ScFtXVwdCNBHiJQ11RuFtaEM1IlTtSD73lkloW/iH3yDr17eQ+u0XLLQNb2qAsFWKqNxsxJWVzDgqeaF5PpM+RkZGcPr0aVy8eBFXr17FrVu3zOqJvH37dvb8uHHjxnw/ylFRUVFRUVFRUVkgCm6plrIouKWiWkSi4HZmvnbtGg4fPmzwsnimngzemvJsQVu12rzqO1Oej+q7AwcOzPt58Cz6afW4W8q+cuWK5lrXq26eLCpSJRCw92tJWJhF1c0z6XH7J4kEHG0UaEFAwITPb4vFsLGywjIOBxezs43CnZn4zp07bNWlfkwutWm/+eabqNfGJG/qk0CgLEa9tBFvvvmm0el1lY68DX5m9cPVuaOjgz2vhMIYs4CtzoOD1bDV9oH18HCeAG71e+qaa/3I5PHgNm9vHjtd4auFZoFRnzofOFc6w77GHvab7eGY6AhuMhfcZC54MTz4R/tPGrfsH+rPVt2uLlyN5dHLYRttC04MB44VjuBWchEoD5x29e1U4NbcgVgn0jS9VXkrVxr87usPxjI1KGMhDcb64osv2HXp9yXVxIZLIVAqUSeVsrHh7777LqysrGBjY4OhoSF2ekvBbV9fHzt9Tk4OymWMAbyNL9dUzHoX52GDqh2bR66YDW03tkqR1ipD6/AF1JwcQFqL9JmDt08z6ePu3bvo7e3Fpk2bYK0dmKBvDocDJycneHp6IigoCAKBACKRCHl5eaisrATDMPDVDlYihODPf/7zfD/KUVFRUVFRUVFRWSAKbqmWsii4paJaRKLgdmF6PLwd7jw6Kbgd7jw6K9BWrZ5Zxe18Vt9Rz76fRo+7peq7d+8aVBmd3bJlyiqj3uRk9n79SmKiRVVGk4HbqeJUf6qpYedtiYw0um1vpKZCyedjl0BgNE51Jh4aGgLDMAYgZqn70aNH6O3thVwuN2qZTIailmrwdxbjuR9OgL+zGEUt1ZDJZBOmra+vZ4+vV2rklP1w9V1eXs7OKxD4oKREgL4+8aTAVt9J2j6wDg52cw5ug9M0/XBd/V3NBqOROyLhWu0Kp3onOGU4gZvMhXeaN7zTvBEYF4gQfgi7/PEwVSqVIiUlBZ7rPeHk6wS3bDc48B1gw7cBJ5IDm2gb2MXYwVHoyC7XWHyzfgWvsR63k4FbcwdiHd+8GUo+H8N5eSYHY90qLZ2TgVhq9ewNxurp6WHPBV37irHY8BbwlUoUtrRAqVTi/v37bL/X+vp6g+VYCm6vXr3KTl9RUQGpVMrC27wXn0dceSnWxQngsXkTfGvKkfjOAAp+/73Z0Lbt8kUc+N336P7p188svJ3LpI/R0VGcPn0axcXF7Hk2G/b09JzvxzgqKioqKioqKioLRcEt1VIWBbdUVItIFNwuXB8+fFgDxcT12FfWOim43VfWCrlYA9EOHz48o/VOt8ctrb57dk0jaWff0+nrd2XbNvZ+fTItzaK+fpOB2wcPHkAul6N12zZ0CgQTqn4/1+tZqetfbaoCqlMgQGtBAeRyOT0v5tAjIyNgGAYVTXXIbqsy6o0KMURHpGCenIfoiBQbFWKj00Vv2cge34DCpCn74erbVMXtjh1TV9yeP8/glVcKJsAQHbg1d1/IZDJ23i+//JL9f/0et7FlsbBepqmuW79xPRKqEsyCpN5p3uAmc+GU7ASPbA8E5geyn4UkhUwKbhUKhQE8TtidANcUVzgkOMA+QtsvN4YLboymejckKQSxW2PhF+9nAGd9Y33hH+2PsNgwpOSlILcq18AVdRVQqVRG981MB2LpD8YSBwbOyUAstXr2BmPpeh4TQtiBI2Ox4e3gK5UQtbeDYRjUaAek8Hg8fPfddwbLsRTc3r17l52+qKgIH374IaRSKbJKi+EXJ0BY8TZsqCiBf342wuVSBLfLDOCtOdBW52cZ3s520sdnn32GpqYmrNNrM6BvLy8vNDU1QSKRoLS0FBkZGYiLi0NgYCBcXV1ha2s7Kbhtamqa78c4KioqKioqKioqC0XBLdVSFgW3VFSLSBTcLkzPZ8XtVNV35phW31FTm/ZUoNSU/29DA5Zrox2bIiMtAqWTgVu1enKQ3C0UsvPeFouNbttjicQikEw9M4+OjqK3txcMw6CgtRqCjmLwlcWIe6EcSfurkbS/Gpv6JKj6/jiYJ+ex/dfHsalPwn4W90I5wiVb4Z+fAL+oYPb4htRlTNkP19R5ZazHrTkANy7O1wCGWApud+/ezc777rvvsv+vUqlQUVeB3KpcbIjaAEIIVjqvRM72HORW5UJULpo05ji3KhchSSHgxfDAjeEiMD8QYQVhLNidDrj1rvKGc4oznMKdwA3lwpvvDW++N0L4IUhMTERYbBjcotwQmB/IWgd2w2PDkZqayi5XZ5VKZRDzq++ZDsTSH4xly+GACQ+f1YFYavXMB2NdvXoVfX19uHr1KttrlhCCr7/+Gmq1LjZcE5O8qa8PAqUSxeXlLJQztk5Lwa1arYadtg94SkoK1GoNNBcIBAgWJcO3KA8J3S9h26cXENPehAi5jIW3mepfmQ1tlwK8nWnSx61bt/DSSy8ZHEN9Ozg4oKamBiMjI/if//mfSZ+R/v73v+Mvf/kL/umf/gm/+93vcO/ePVy/fh0XLlzA5cuX8R//8R9P6WmNioqKioqKiopqtkTBLdVSFgW3VFSLSBTcLjzPd4/b6UIlWn1HTW2eZzI4IknbTzLR3R1PGAan0tPNGhwxFbi9d++eQXTzmawsFt6WrF+vqUxbudIktD2TlWVRdDP1zD06OoozZ86gqakJVbJ6CBVixD5fhuIvD0Dy+ByYJ+cnWPL4HLZe2YsAJh1ewjCEx0ZjzZo17LmR0FXF9sPt7u5mgZg559XevXvxzjvvaIGL+QC3r088I3CrH4/b19fH/v/Q0BBUKhVaW1thb28PQggKCgqgUCgglUpZoFp6vBTCPUINWE3zRkiSBqKmpKQgMTERIfwQePO9Dap0deA2MCIQ7iHu8In1YSGsC88Fbl5uEAgEButJ2J2AQHkgeHIeeIU8BOYHgl/MZ8Gtv78/1vqsxYrgFXBKccLa3LXgFfLglOyE1fGrEZIUYjISeS7uNeMHY+X5+aEsPHxWB2LpjtN0B2ONjo5ix44dSEtPR3JyMsLCwthzobW1VS82vAX8nTvx3A8/gL9zJ7g8nqbCPCDAaNS4LkLZEnDr6uoKQgji4+MxPDwMqVSKrRVlCCnMQ9xOOUTn3sK2rz9FwacXEdPehHC5FAHSWkQc2mcRtJ0M3s7mcZlvW5L08eDBAwwMDGDLli0sQNe3lZUV0tPTcfbsWfzbv/3bfD96UVFRUVFRUVFRzaMouKVayqLglopqEYmC24Xl6UDbuYC304lxpdV31NTmeSZVcF2JiSCEYLm1NX6urcXNkhKjceS9vb3o6upiXaAXd1xQUGDw2cDAANRqTUylTCZDS1ERlHw+jopE+N/V1fBwcAAhBI3h4UYHaBwViaDk89FSVASZTGYytpJ6bnzjxg2oVCo0SiXIlFeCryxGxjsKFt5KHp9D+p1XEfeFCuv3FsJpWySc+b5wdHbC2sQNWL16NXtubP/1MbYfbmJiIuLi45CcnDwBbB06dAiPHj0yOiDg/v37FgNcT0/naYPb48ePs/Pu379/wufGwKB+JaxwjxBhijAEygPBTdbGFvND2KpbU5W5/kJ/8GJ4cPBygHOIMxzDHeEY7ohlfsvg4OcAtw1uBvPrg1uvUi/45PoYVNSu9VkLJ54TlgUtg0OaA7xe8gJ/gA+enAduMnda4PZZH4h19epVVFdXY31cHMI2boRXaCh7LmRKpchua0N2Wxs2KhQQHTkC5skTBGn7Mlvb2mJzXR07jc4VTU3w0A6QsQTcOjk5aSPDhTh48CDqpJoet+nKdhS9/xZyP3gLqeffZuHthppK+JQXw7+uEqEdLRZBW314u+3lF5DWIkWdlJn1COuF7kePHqGtrQ1cLtdode2GDRtw8OBB/PGPf5zvxy0qKioqKioqKqoFIgpuqZayKLilolpEouB24fjy5ctTQtvHp77BcOdR7CtrxXDnUaOfj4e3ly9ftnhbJqu+Mwfa0uo7amrTnknfyR+rq2GnjUs+KhLhx+pqo30n9cHDVObz+ex8Fy5cgEwmQ1N5ORSJiSgPCmKnu5iTg1/q6vBjdTVulpTgVHo6OgUCKBIT0VReDplMhosXL877/l2Kvn//Pvr7+8EwDIpaasBXFqPi4VEwT86j+LdvwP/9BvgNVsO5QgCnWD8s91gFB681cC4TwMl9rOK29ud3IDoiRWzzNqzPioNndgzWZ8Vhc2Mx2xO3oqkODMNgZGRk0kpuSwBuSMjY+WopuO3v72fnPXjwoFnzjI8wDpQHwr3ZHU7JTuDGcNkKW1O9cEsPlcIn0wfcZC7sfO1gE2QD6yhrcPgcWEVZwTrcGsvDl8M7zRs+mT6IkESAv5PPgtuQF0LgVerFVtRyk7lw8neC7VpbcAI4sEm2gdMOJ/D28uBc74xVSaumBW7V6md7INaxY8dQyzDwz8tDFJ8PL72K28iWFiTt34+k/fuxqa8PVd9/D+bJEzj6+IAQglVBQQgUi+FfUADfnBz45eRAkJWFtLQ0rF27ll3OgQMHcODAARw5csTkdjx69AgcDgeEEGRlZbEVt+UyDbwtfK3bAN5mfXIOsQdfRmBRPoLKi6cNbZ/litup/ODBA+Tl5U34PVu9ejVaW1vx8OFD/P3vf5/vxywqKioqKioqKqoFJgpuqZayKLilolpEouB24bi/vx/SBgk68muxr6wVfzw5YhLKysX1JuHuH0+OYF9ZKzryayFtkKC/v39a22Os+u6nKap1aPUdNfXU7u7uRrNYDCWfj9/X11tc/VYYEABCCFK9vPBLXR2UfD6axWJ0d3ez65guuFWrNdd+R0cHpA0NCNVCDrcVK6Dk8w2sEArRWlAAaUMDOjo66LU+h9bv4znZdLt27UJJswbc1vzuLTBPziHu053wPVsHjzfEcCyNxvJEX1h7ucBetB72VXw4bBg7VyoeHsX2Xx9H+J5ieDKpcGraCPeajVgvSYegoxgFrdVgGAa9vb0YHR2dMoJbrTYP4M4E3Opvw7Fjx8yaxxi41Y8wHt+31ph1lbrcZC4cEx1hv9keK+QrYF1hDdsiWzgUOiBQHmhgn1YfeO3QVNLq7LXDCz6tWgjsYwcSQGC90Rr2bfZYvWs1HGod4CBwmDa4fVYHYo2OjqKjowOFLS2I6ehASkmJQcRxaF0dir/8EpLHj8E8ecJ6pZeX2fdGfXt4eJjclm+++YadrqamBmq1Gh9++OGk8Db3g7eQ1v0ykhpqIGqZObR9VnrcmuO7d+9CJBKx+5zD4aCwsBCXL1/Gf/3Xf833oxUVFRUVFRUVFdUCFgW3VEtZFNxSUS0iUXC7cHz9+nU0NzejqaYRHfm1ONa4h4W34ytpGYYxWpn7x5MjONa4Bx35tWiqaURzczOuX78+7W0aX33XKRDgVHo6bpaU4Mfqalp9R009Dc+k4vYJw+BzbeyxtZUVvtQOrBhfcTtT37t3D0eOHGH7BaaJRGgqL0ezWIym8nJI6+vBMAzkcjlOnDixYGDOs+jR0VEoFAo0MhJ0dHRgdHTU6HTffPMNGIZBurwCyYcaUfvzO0g8VA/3ikS47cxE4Lv1cKqKg328LzhcB9jmbMAKSQJWZYWzfwcUf3kAzJNzSLyxG0Gfy7HmzVJwa5LgW7YRVbJ6NDU14cyZM+w2mANudZ4M4PJ4LtMGtx0dHey8H330kVnzzAa41fXG9U7z1lTMZjjBaYcTbCttYVNig5VlKzXL1LPXDi+EdIew0DbkhRC45bnBeZMz7PzswFnFAfEgIKEEVtusYFNhg+VVy+HAnz64VaufzYFY165dA8MwELW3g69UQtTejqysLPZcCE5LA1+pRMY77xjA27kAt2fOnGGn27dvH/v/puBtwQdvofiDt6G88zU6rn2Civ5edFz7hEJbM3zr1i3w+Xx2fy9btgwff/zxfD9OUVFRUVFRUVFRLRJRcEu1lEXBLRXVIhIFtwvLn3/+uVF4Oz7++PDhwxNilY1B288//9zsdd+/fx+nT5/G4cOHcePGDaxbtw6EEOzatYutvmstKIBCKJxQeTdf1Xft7e1GKwapqReyZ9LjVuccX18QQpDn52e0x+1suLW1FYQQeHl54cSJE+jp6UF3dzd6enowODiI4eHhBdPr8ln21atXwTAMctqqwDCMyarb06dPo5GRILajBKIjUsS/WIEN9RkITIuFYwUfa6uFWNO4EbYJ3rBZ7QDr/GAsa0qAQ/4YuE07Kcf2f3gLMZ92wHVvNhyqBHDNi0G0gI/m5mbcuHHDYJ2WgFudjQFcLtdx2uC2pKSEBTjmno86cMsv5o+B12QneGR7mA1udU6oSkBgfiB4hTzw9vJgX2MP+wp78OQ8g8pafViri0l2jnSGwwYH2AfZw8bTBtau1iA8AhJOYL3NGrbbbOFY4YiV/JUI2xgGqVQKhUIxwSqVCkNDQ5N+52dtINabb76JeqkUAqUSm/r6IFAqUd3QwEYWe3h4oKi5GXylEhUPHxpU3VY8fAi+UomilhYwDIP+/n7cv3+fXbY+GDRnW1QqFTv9xx9/bPDZeHhbcvggGj4bwq5735gFaim0HfPXX3+N4OBgdl87ODjg66+/nu9HKSoqKioqKioqqkUkCm6plrIouKWiWkSi4HbheTy83VfWagBtz507B7VajXPnzhnAW108sqXQdvxLdEbSgNzcXBBCEBAQgNHRUdy7dw8nTpyAXC5HY2MjsjMzEREUBLc1a7B82TJYWVlh2bJlcHV1RUZGhtlVT2q1pk/Z7t27ER0dDRcXF9jZ2YHH46GoqAiXLl2adN5vv/0Wzs7OIITgtddem/djR01tjoeHh8EwDBRCId7KyJgWuL0tFsPGygo2VlZoFAjAMMys9je8c+cOXFw0VZBHjx6d9322lH3s2DHUSRshUBajTtpoMg547969EDfXIqajCH55CfDfGAkvH29wee5Y6bMW9kFuWBbiDptwd1iHusF6SyBcBopgVxYJK2sN7HJPDMaGtmysLYnDsmgeVobx4OjtioioCLz++usT1jkdcKuz/m+Ph4f7tMFtSEgICCGIiIgwex6VSoWKugrkVuUiJCkEvBgeVkeuBjeGC7coN/jE+rA9bqPF0YhmopGwO4F1RGMEfDJ94JvuC49wD3BjuHCMd4RdnB1s+DawibaBU7ITeIU8eJV6IeSFsSpbr1IvrEpeBfsoe9j42oDjy4FVgBWsAqxA/AhIIAGJIbApsoFdvh24lVysSliF2LxY5FblGnVFXQVUKtWU31s/Bn2hDcQa70ePHqG3txdyudyoZTIZilpawN+5E8/98AP4O3diS3U1Vq5cCUII7OzssGHTJnhu3w7+0BDir13D5ps3IXn8GDW/+x34SiVKm5uxa9euCeu2FNzm5ORorh93d6Ofj4e3NScH0P3Trym0tcBXr16Ft7e3QS/bhw8fzvdjFBUVFRUVFRUV1SITBbdUS1kU3FJRLSJRcLswPR7ejoe2OuvDW0uh7XhgK60vQdNzItRVF2PFihUghODgwYMGO1cDagAAIABJREFU81y/fh2OjmOVUaZsa2uLnTt3TrkNIyMjCA0NNbmcZcuWYe/evZMuo6WlBYQQ+Pv749GjR/N+7Kipp/KDBw8gl8vRum0bOgUC/G6KyFJT7tm4EUkeHijetAlyuXxWq1+HhobAMAw6OzvnfX8tZY/18awGX1mMwpZqKJXKCXHJt27dgkQiQURZGtyL48D154G73gsrI9dhRXKApso22hM2fB6sNvmAs2U9SHEI7I7nw1oWBys3DeziuK6E/fYYLKuIgtVmPyzPCMLKcC8Ex0aipqZmAjzLyMhg79cvv/zytL7j/fv3ERQUxC5HIqlHX1+fWfPeu3cPNjY2IISAYRiz1zk0NASVSgWFQoHU1FREx0UjhB+CEH4IwmLDkJKXwkLR9cnr4Z7qbtCr1jXFFWsFa+Er8IW7vzt8o3zBi+HBab0T7P3ssdxvOVwFrgjMD4RPrg+8Ssf62vIKebCPsocd3w42UTawjrIGh8+BjchG4zQb2OTZYEXlCjhVOiFQHogISQSEtUIWJuubX8xHblWu2THK+gOxGIaBtL5+Qcagj4yMgGEYVDQ1Ibutzag3KhQQHTkC5skTiI4cQWhhIVZr+3ITQuAsEsG1rQ3+H30EXkcH3CsqsLG/H7U//4zk3l6ka/fBN998Y7BuS8Dt6Ogo3NzcQAhBZWWlyelmAm+XOrT96KOP2H1MCAGPx8NPP/00349QVFRUVFRUVFRUi1AU3FItZVFwS0W1iETB7cK1Dt5KGyRGoa3OOngrbZCYBW1NAdvmKiGaq4SIj41kK0fGg9AvvviCPV+CgoLAMAzeeOMNnDt3DoODg6iurmZ7YhJCsGfPHpPb8fDhQ0RHR7PTbt68GQMDAzhz5gw6OzuxevVqDUjgcPDGG2+YXM6tW7fYddKqW+rF4hMnTkDa0ABFYiKOikR4LJFYBG0fSyQ4KhJBkZgIaUMDTpw4Me/fiXr2PdbHsxx8ZTFE7eVgGGZC7/IzZ87guepqeBcmICgpCq6+PDhyV2FFpBesS8Nhsz0K1uJwcApCYFUUAtIQA/L8RlgN5oHzbgGsMgM092JrK5DKCFjJYmFVGQHbtPVw9HPD+sxYbG3djuitmxCRnsjaKzSAvYdnZ2ejq6uL9cDAgNHvdOPGDYPpurq64KMH28rLy6FSqdjPPvnkE5P75/jx4+x858+fn9Y+1oe44y2VShGSFAJuMhfuze5sr1qnZCesjlyNwIhACAQCpKamIiUlBf7+/ljLWwtnT2e4h7qDF8EDN0YTw6zrcbs2ey3sI+xhn2gPxzJH2IntYF1hjWVty1hbV1jDrswOjmWOCJQHImG36ejmhKoEi8Ctzg8ePMDw8DAGBwcXZAz66Ogoent7wTAMClpbIejoAF+pRNwLLyBp/34k7d+PTX19qPr+ezBPnqBSrYZ/fj64W7aAaOOSraOj4aRUgltfD15pKWILC5GgUCCqsxNhe/YgsrUVjQyD06dPG6zbEnB76tQpdtr3339/0mmnA2+XOrQ9e/Ysm6xCCEFgYCD+8R//cb4fn6ioqKioqKioqBapKLilWsqi4JaKahGJgtuF7evXr6O/vx+XL1+edLrLly+jv79/wst8fZsCti3PCfH63gJ8/YEMssokODis0MZV1k5YxrVr15CQkID33nvP5HrOnDnDgtSVK1fi9u3bRqd76aWX2HNPLBZP+PyTTz6Bg4MDCCFYt27dpC+RN2/eTHvdUi8q37t3Dx0dHWgqL4eSz8eZrCyz4e1jiQRnsrKg5PPRVF6Ojo6OeauKo55ba/p4amKSN/VJIFAWo17aiDfffNMgSjYvLw+xifEICFwPb29vrOG5YflaZ9iuWQmbuHVYJkuAdVUUbPemwvqlVA24VQlBBvNAPt8O8l4BiK0GdpEEHkhRCGwzA7E80Rd+hYmIbMlD0v5q2Lk4TJm4oLOp+/Hg4KDZy5gqgjk/P59NXJiL/a9QKFhwq9+zlleoAbIh/BADYKofwZxblYsQviaGmZvMRaA8ED6tPnDe5MyCW6dKJ6yoXIHl1cuxetdq1vY19nCscAS3koswRRiEe4SzDm4Xg0dHR3HmzBk0NTWhSiaDUKFA7PPPo/jLLyF5/Nigb+12tRp8pRLeu3bBWludaeXqijVlZfDLz0deUREYhkG9VIqAwkK4V1SAV1UFcXPzhGQPS8BtUVERCCEIDQ016ztZAm+XOrQ9efIkmwBDCEFMTAz+/Oc/z/ejExUVFRUVFRUV1SIWBbdUS1kU3FJRLSJRcPvseypg++2lVvx4Q4XRTxXI3RzCng8XL16c9jqfe+45djmmqmD9/Pw0UYbOzvjuu++MTtPW1sYup7e31+T6XnvtNXa6+ejFR009HV+5cgUymQwtRUVQ8vk4KhLhpylik3+qqcFRkQhKPh8tRUWQyWT0nF/ENq+PZzX4O4vx3A8nwN9ZjKKWashkMjAMg/j4eEQlCBAQGwb39d7wCvWHb2wYVvl7wGFjAJYFucJO6Ic1chHst8eAsy0YVsk+INnrQbZtAHl3G8iFEpCzhSABqzSwa80K2MWuw4q0ILi2bUZoZwE2HWYgeXwOK9xcFgy4vXv3Lju45/nnn5+T42MpuB1fvZuSkoKQpBB4p3mDv5OPQHkgnJKdDMCtfYU97Gvs4f6CO3h7eeDt5cGp3gnc57jwrvWGcI8QpcdLlyS41fnGjRtQqVRolEqRKZeDr1Qi4513DOBtzoULiFIq4VxbC5uwMM35Y2UFr9hYVFVVobu7GyMjI1CpVODz+fDKzIRHeTmSGQYMw+DWrVsWb9ft27fZ9hEHDhwwez5T8PaV//UQa7zXgRCCiiOHZh3anj17FoQQODk54ebNm/N+XCdzX18fbG1t2ftASkoK/uVf/mW+H5uoqKioqKioqKgWuSi4pVrKouCWimoRiYLbZ9fmAludRz9VINh/LQghWLNmzYzWffToUfa8am9vn/D58PAw+3lJSYnJ5dy4cYOdbsuWLSanu3fvHlvl29TUNO/7npraXF+4cAEymQxN5eVQJCaiUyDAqfR03CwpwY/V1filrg4/VlfjZkkJTqWno1MggCIxEU3l5ZDJZDMaYEE9/x7r41mH7LYqo96oEEN0RArmyXmIjkixUSHWfrYdMSVpWJ8VB69sPlbnRsJ1cxhWh3nDVRgMu4poOCb6g7szAy5dW7GyKBI2kR4gIVyQomCQwmCQga0gJ3NBnt8IkujF3m89N0cgqCMXHru3wm9XLmI6ipB6rBl8ZTEy5ZVolEqgUqlw48aNedt3+/fvZwf/fPvtt3OyDkvBrbH5U3JT4BPrA+80b3CTubDzs4ONrw1sQm1gF2UHm2gb2MTawCnDCbxCHrxKvbC2ai0C5YHg7+QjYXcCIhoj4JOpWYZ3mjd8030RWRQ5rR63i9V3795FTU0N4uPjEZaUBM9NmxDV1ob4F19E/IsvQtDZCf/mZthv3YpVxcXguLuDEAIulwuxWIy2tjbI5XLk5+cjODwcjpGR8AoLQ1h1NSQMgzNnzli8Ta2trWzF9/jWElPZGLzdsnMHCCFwCwxA9Yk3JkDbTz75BN3d3aisrERkZKRBa4rJKtP1nZSUxEaSW7K99+/fx7p166YcSDdd60Plzs5OcLRx14QQ5Ofn4y9/+ct8PzJRUVFRUVFRUVE9A6Lglmopi4JbKqpFJApunz1bCmz1wa2jg+YlYFRU1Iy2Qb8C1tjLZP2Y5KmqVLy9vUGIpufuZNNFRESAEILIyMh5PwbU1Jb4ypUr6OjogLShAa0FBVAIhVDy+ROsEArRWlAAaUMDOjo6aKXtM2DDPp7VEHQUg68sRtwL5UjaX42k/dXY1CdB1ffHwTw5j+2/Po5NfRL2s7gXyrBBtgWeFUkISBfAKyEEq8N94N2QCrfnt4DXtBlejanY8Lkc9vnhsI3xBIlyA5HEgJSGgjB8WL+2BfYHtmD51mDYrVoJQgh4qREQqEoRsbMQ3s/nIFSyBRsqU1HUUgOGYdDf34/79+/P23579OgRm9rQ1tY2Z+uZDXAbFhsGtyg3cJO5cEx0hK2vLax51rDxtcEyv2Ww9beFXZCdJk45PxA+uT5wSXWBT6sPAuWBCJQHwjXFFWsFa8GL4YEXw4OvwBdhG8PYSOaKugqoVKp5P5/n0rpBDoL0dKzbuhWrcnPhp1BgvUoFf6US61UqeO7cCfvCQqzZvh1OMTEgVlaw4nCQWleH7LY2bG1tRXByMrwyMrCmsBBrAwPBj4tDPcPg9ddft2h77ty5AxcXTQX60aNHp/Wd9OFtiqQOdtoK8k2NdROgrX4vXUsjxfV9+vRpEEJga2uLq1evmr2t7e3tIIQgICAAo6OjBp89ePAAAwMDLFB2dnaGtbU1Vq5ciQ0bNqC6utqs3ysdVNZ3dXU1/vu//3u+H5eoqKioqKioqKieEVFwS7WURcEtFdUiEgW3z45NAdumqiS8LBfh3OFtGL3SbhTa/nhDhaunG9lzITc3d0bbUlFRwS7rjTfemPC5fpTy+fPnJ11WSkqKJr7Tygp37tyZcp3W1ta4e/fuvB8PampLfO/ePZw4cUJ7/TKQ1tejqbwczWIxmsrLIa2vB8MwkMvlOHHiBO1p+wzZsI9nPYQKMWKfL0PxlwcgeXwOzJPzEyx5fA7FXx5A7PNlECrEKK6pgFAoRGRUJFZ5uWF5uAeWx/vARbQBzjG+WFUYDZsId3Ai3EBSfUFkApBUH5BgLjiVEVj9RhFWlEXDge+jud9yOAhtyEKgeBOiOwoR0ZqHgMIklDbXYteuXfO+zw4ePMgO6DEVtW+JL126ZBBxrB91HBgXiNXxq+GUrKmI5RXy4JHtwYJbqVQ6YT6FQgGVSoWamhqE8EOwOnI17KLtYBNrA04YB9Y+1rDxsYGdnx2W+y+HC99FE6dczEdgfiDWZq+F1w4v8OQ88OQ8OCU7gRvDBS+CB14EDyH8EKSkpBisa2hoaN6Py1xfJy+//DJi+Hx4ZGXBqa4ObioVXFpa4NjUhFUdHfB6/XW4vfceuEolfHbuhH9JCbxSUxEukSDuhRcQzjDwSEyEu7bHbUhZGbKzs6FUKvHVV19ZtD1DQ0NgGAadnZ0z+l46eBuZEA9CCOydnbC5mZkQj6wfMc7hcODv748wXSS0BeBWrR4b6GZu1e3t27fh7OwMQggOHjxo8NnXX3/NfjaZbW1tsXPnTrOua/2Bf3/729/m+1GJioqKioqKiorqGRIFt1RLWRTcUlEtIlFwu/g9KbBtE+HEy6l478BmvNedis8GxSbB7UFVDnsuSCSSaW/PjRs32L6Dq1atMgpRMzMz2XWNjIxMujyxWMxO+/HHH5ucbt++fex004k8pKZeCH7w4AGGh4cxODiInp4edHd3o6enB4ODgxgeHsaDBw/mfRup58ZjfTwlyJRXgq8sxv/P3pkHNZnn+f8BVFQERFBu5L7PhCOEI5xBuULCEQ5DIORJCBAJaDzpFlu6AfHAc7BbWrS92h5sejza1m5a21FQ2d6Z6Z3+7czu1tZu6R+7VTtVMztbW1210+/fH5hHAgTCZUS+r6p3tW2+z5PnIvLk9Xy+n4yzmgnyVv78IjLOaiZMW3zp0iWw2Ww4+LtjRZovlmUHYEV2ICzT/LCC5w2LCGdQoRtGp0kWh4Di+8B841pY8P2wXByOZdIoLBcEY7nLWqwJcYVDYiAcYwMQXJ2JhI5qxLaUIV1dCpqmMTg4aNJj1dbWBpqm8eGHH87L+rRaLUqrSpkKVl1CokPgGeEJx0hHrGevh1+eHxOnKCf4snwnLJNTkYPknGSw4ljw8/ODi7sLbFxtsMJ1BSwjLbGctRy2xbZYr1zPyFk/tR/idsUhriIOfnl+cC14Vd2rq/D1y/NDXEXckuhpayhnz55FnkAAl/h4uObmwra0FDZSKTYePw6X27fh8s032Pj4MZzv3EHUr36F/O+/h/z5c4i++grRO3ciWCRCSEwMnEtLEfnOO2A1NaFaocCpU6dMul8XL15kfm/yiIqYtKft9evX0djYiDNnzjBTg+/bt29W4nb79u2gKApWVlZG9fZVq9XMgxLjp4S+desWsw3+/v6gaRrHjh3DxYsX0dPTA4lEojel8549ewy+j66qVzfzy88//2zq2yQCgUAgEAgEwlsGEbeEpQwRtwTCIoKI28Wd27dvTyts+w7E43xrBPoOJOD6SaFBcauRJTPXQmNj46y259mzZ0hKSmLWY6gSJSEhgRmjE7tDQ0Po7e3FoUOH8M033zBjKysrmbGffPKJwfc+fvw4M66trc3k54aEhIRkphkaGsLhw4dB0zSEdZVgNYtQ+qRbT9pyP9sGl3IuQjLiEBsbi5ycHNTV1aGhoQEZGRnY4OMOy2RvLKuNhUVFBJZtiYRZggeosA2j0ySXBIOqjQYlCADlag1zfweY5wTAvDAYZsUhWJ7ohTVhbnCNC0I0PxmxjYWI3VsK3hEFopsKUUPL0dvba/JjNZ/RaDTIqcgBS8Ri5GhcRRzCcsOwMXojPKM9EZ4TrvdapCASkYJIvb/TxS3CDZ4RnvBmecMxwBE2vjZY7rMcKyJXYHnYcqxkr4RtuS02KDbASeVExK2RaWlpQbFKhTClEm6pqdjI4cAzOxtOpaXw3L0bHjduYO3evVhTU4MNVVXwpGn4FhbCJSkJflwuWGw2wrOyELZ1K7b89rdgbdsGYV0dlEol1Gr1pOns7Jxx/9qZZuzvL4KiwgnS1lBmK27v3r0LCwsLUBSFlpaWKcc+efIEjo6OoCgKUql0wuu3b99GXFwczp07Z3AdfX19jLxds2YNHjx4MOm4qKgoZn+srKzw5z//2dS3SQQCgUAgEAiEtwwibglLGSJuCYRFBBG3izuHDh0CLa9BbWUGlOXxqBRGoHNbgp6wPd8aivOtodOKW2lhNHMt7Nq1i3kPQ0J1sqhUKmYd0dHRBr/sjImJ0RO3YyuGabkMXV1dzFi5XM6MPXv2rMH37uvrY8Y1NTWZ/NyQkJCQzDY7duxAoWpU3Fb++CHoF5dQ/S/nIPmXXoRfrsP6sji4p0YiODkamxsqsLmhApvqyxGawYGVlyOWe9hhRYwHzKNeVtl624GKdASV7gWqJATUL3JgVhYKC1EwLFguMPdeB7ONa0GFbICF5zqstLGCf6A/0tPTUUXLkLpVDFbzaP/dYpV0Wtmz2KITt3EVcaAv0XOOB8tjtB9tois80jzgkOiAlTErsTpxNaw51qP9bF/2r/VT+yFEEwLuHi4Rt1Pk/v37oGkaGWo12E1NyFMqwefzkZqaipyaGnhWVSHg6FHYl5VhtVQKK7kctuXlWJudDfdNm+DL54NVXIz4rVvBO3IE9IsX4B05ggSNBpsbGiZNaW0taJqedmaQuSYvLw8URcHZ2Rnt7e3o7+83arnZituRkRGw2WxQFIXY2Ngpx42VylevXp31Po5tkXHw4MEJr3/99dcwNzfXmyr57Nmzpr5NIhAIBAKBQCC8ZRBxS1jKEHFLICwiiLhd3Ll9+zbq6+uRl5eL1IRw5KR4oyDVDQ0lG3FKG4ib3XF4ejHdKHErzAplroXW1tYJUzCPF6rjc+DAAZiZmYGiKLi6uuLOnTsGx46tuFWpVHoVwwqZGAcOHGDGGltxe/36dWZcbW2tyc8NCQkJyWwyODgImqaRri5FYmcNpH84i5RjtWA1i5ByvBa8r1rgXpcB5zw2nDmBCK/LRcxuMaJ3FmM9NwBrkv2wojQCy3MCQSVvBBXnCirKabSnbb4/qPoYmD2UwXxfCpZVRmHZZn9QcW6gwh1BhTnCgusBW5YXQhOjIZFIsHv3btA0DUGdBOwmETLUZaBp2qgpVhdLFkrceqR5IG5XHPzUfnCgX8rbwNVY6zva09YjzQMbMzciko5E0ckiRtwa6nHrwRrtg7sUxW1fXx/kNI2kxkZUKJWora1FX18ftFotClUqsJqbsfnBA3jv3AmHkhJYyWRYXVuLVWVlWC+VwkulQvx77yGpqwsV338P+sULlP/d3yGpqwvx772H+PfeQ8zu3WA1N4Pd1ARBfT1omkZHRweePXu2oPvm4uICiqKQnZ09o+XmIm6rqqqY3rMPHz40OE4nlT08POa0j93d3cy2uri4IDg4WK+q+MCBA8zr7u7uoCgK6enppr5NIhAIBAKBQCC8ZRBxS1jKEHFLICwiiLhdvNGJ1bq6OuTl5SI2OhTRYR5IiXGGmO8GZaE3urVReHA21ShxK86NZK6FysrKCVMwjxeq47+QW7ZsGSiKgr29PQYGBqbc7rEVt5VluajdwoOqggtVBXfC+xjb4/bKlSvMuIaGBpOfHxISEpKZ5ubNm6ivr4e4rBTRTYXgHVEgdm8p4jRFENRJEKcpQuzeUkTtL4OLmIPQ6EiElqQiemcJhHfaEPiOCA5lcVhZE4tldXEwqwgHJQwCVRQMqnh0imSzO1uw7O9VWPllFVbtTsXyKhaWFYXCLC8AFhm+WLUpEO7cEPD5fHR0dODp06fo6+tDbW0tKpTVSGosgZym36pe4gspbrl7uAjRhIzK20QHuEa5IogVxPTD5Yl54Eq5oC/RjLi1ibOBXYIdHBId4JDogHWx6/SWK60qhVarnZd9HxoaYkRZR0fHvB/b8+fPg6Io2NjYTDtrx1Q5evQoZAoFamgaO3bswFdffTXmIQc1Ejs7If3DH8A5eBDrN22CbXw87MViWInFsJNKEdjdDcm//AvoFy8mZGwfXK5GoyeGF1raju0Ra6i9hKHMRdx2dXUxy07V43e2Unl8Dh48qFdNq8uTJ08wMjKCzMxM5u/Ky8tBURRWrFiBv/71r6a+VSIQCAQCgUAgvEUQcUtYyhBxSyAsIoi4XXwZXwmrE6vKMg7U0kTUlsdDVREPVVkU6sQBUBX7oKHEHSd2xU4pbhVlHOZaiI/nMOs1JFR16enpYXqX2djY4MqVK9Nud1hYGPNeJdkRONoiwL1PlJO+T3LyaO9dMzOzKatCenp6mHXu3r3b5OeJhISEZCZ59uwZNBoNEpOTEMGNRlSTEKxmEVK3lqJaUQOaplGtqGGmLQ5T5yEyg4vE5CRkqssQ0SiA165cOB8uxBpJDKxKo7Cimg2L0jCY704G1SvAiqe1WDlShxUjKtj8v23Y8LvtsO6XYOXuFKzIDoRtZjCCYyORmpqKY8eO6UmrO3fuQKvVooaWQ6aQ4+jRoyY/ZvMVQz1udeFKuSjqLNKTs4WdheBKuZOOdw1zZcRt0cmi0WmQd8XBI80DQfFBSE5OhkajgUKh0BPGXCkXIYIQOESNCl6/GD8ExQchKD4IkZxIpKSkQKPRQKvV4tq1a/Oy71u3bgVFUfDx8ZlUUn7++edoa2tDWVkZwsPDmX/vZyIL4+PjQVEUxGLxrLfz7t27aG1txcmTJzE8PIyRkRH09vaihqYR3dQE3pEjiN27F3EaDfJUKviKxbDncuGamQm7vDw4lZYi5tAhyJ8/nyBtM86eBau5GZlqNWoUCmi12ilnDZnPtLe3G9UOYrLMRdzevHlz2ofd5iKVx6e0tHRScRsZGYnh4WGsWbMGFEXBzs4On332GfP6vXv3TH2rRCAQCAQCgUB4iyDilrCUIeKWQFhEEHG7eGJI2NZt4eJoiwDffVqPH+5o8f2NZlw4XIammmSoKuKhKIlAbtIGFKS6Q1sTy4zT5Te3tuFenwSS/ADmWoiJ8GTWa0iojoyMTl24evVqUBSF1atXT1qBNdl2p3D8X33ZuJWPH+5o8ewLzaTv4+HhAYqi4OTkNOXxGVs9cuzYMZOfLxISEpKZ5ObNm5BKpfDlx8ArNhRh8k0Q1ElA0zTa2trw9ddfo62tTW/a4vR6Mfh8PqRSKVJKc+FUyoFLnwSBF2i40ilYXxiN1RkBsCgMgeXeVNj9XSNW36jE6s/KsepuNdb/bjus92VhVVE47OL9wEmIR319vUFpNTQ0hJMnT6K1tRV37941+TGbr2i1WpRWlTJVsOMztipWF66UC56YN+n4IFYQPNme8Ez31FtmfH/a8ZW+RZ1F4Eq58GB5IIj1SvDOt6zV5cGDB7C1tQVFUfjggw8mvH7mzJlJZdtMZWFvby8zLe/NmzfnbftbWlpQ/HKaZFZzM1K3bkW1QvHyIQcFePX18BYI4MThwCstDR6VlSh98kRP3JY+eQJWczOEdXWgaRqHDx/G0NDQa7v2NBoNczyN7W2ry1zE7aNHj5hlhULhpGPmIpXH5s6dO7CysmLEbH5+vt51pFQq9apt/+3f/o35/46ODlPfKhEIBAKBQCAQ3iKIuCUsZYi4JRAWEUTcvvkxVtiOj07gqqWJiA5zQ3KcH4o2haBuCxdHWvLx7WUV7vVJ8EknH+feT8XO6iDmWkiK9mLWa0ioXrlyBTY2NqAoCpaWlujp6TF6u3er0l9V3OZEGHyfO3fuMOOysrKmPE4NDQ3M2Pn8YpiEhITkdeTEiRPIEebDScyBGzcEqdn8CdO1Pnv2bNJpi7ds2QJuQSYcSzkIu6wC9+4elPz9ccTuKcWGaD8sS/TE8opIWH9UBKdbCmz4RII1n1Zg9RkhVldGwyEzDFGsKKjV6tcqrd6UXLt2DVqtlpGkYzO+KlaXsJwwhESHgMPhIDk5WS8cDgchCSEIF4ZPKm4VCgU0Gg2Sk5MRxAqCB8tDr7J3vOBdqKjVaubBqKdPn054fexMFubm5vD29kZISMisZKFupo25VN2Ozf3790HTNDLU6tGetC/F68SHHOrgnpoK17Q0OJWWouy3vwX94gWqX06bXPnjj2A1N6NIpcKOHTsW5DgPDw+jv78fPT09aG9vR1tbG9rb29HT0wOhUKhXXTqT9c5F3I6MjDDV08nJyZO+PheprMuzZ8+QlJSkV7n77Nkzgw8DXL58Gf/7v//L/L9CoTD1rRKBQCAQCAQC4S2CiFvCUoaIWwJhEUHE7Zub6YTtN5dq8cmDR/l8AAAgAElEQVSRchzbV4Bff9ZgcArkx79UoyAzFLHR4UhNTYFcKkRpXiSSo12xOckdHY2RON8agZ5dQbAwfyluY7yZ5ScTqv39/bC3twdFUVi2bBm6u7uN3m6dEPb2GF3e1nolng5oJn2fsTJ2ut57aWlpoCgKDg4OJj93JCQkJDPJs2fP0NTUBI5oVL76p0YjLS3NYOXr2GmLK6QS8Pl8JClF8GvORebge0juVoLVLIJ/KQ8bUkKwPMkLFsWhsPmwCKGfb0XEZ2p4X5LD7lwZVpez4JARiqikOLS0tJj8WLxpMdT/dmP0RnhGeCIoPmjWVbpB8UFwjXKFQ5QD/PL8ECIIYaZfXmhx++TJEzg6OoKiKEil0knHXL9+HY2NjThz5gy+++47jIzMXhZu374dFEXBysoK9+/fn/P29/X1QU7TSGpsnLQnre4hh+rqaoSx2bDPz4d7XR2yf/1rpBw7BlZzM1KOH4f0D39AYkcH0tVq0DSNwcHBeTvGjx8/xunTp1/+PkRDUV2NWrEYquJi1IrFUFRXIzAwkDmeumNsbGZyLr755ht0dXXhwIEDTKytrUFRFLy9vfX+XpexwnXXrl0TXu/q6pq2b7FKpWLWER0dzTwgMHY6ZF0sLCzwpz/9CQCwatUqUBSF/Px8E98pEQgEAoFAIBDeJoi4JSxliLglEBYRRNy+mbl9+/aUwvb8oVdTIasqOOh+R2BQ3OqEaLWkENnZ2QgNDYWLiws2uq5FoKcV4kJssbvaD7dPJMFl/UpQFAUvt3UGxe3NmzeZL3stLCwYoTpW2Mpk1cjPTkEWLwSy4phJK4Pfa9rEXHuleVET3mdgYICZWs/d3Z3paWcoum3Kyckx+fkjISEhmUlu374NmqYRrxJio5SHMEkmampq8OWXXxpcRjdtsUwmQ/mWCkQ3FYJ3RIHYvaWI0xQhWy6GM9sfKwOdsCw7AMur2djQXYiNTZsQvjUfQXtFiLjaAMf6VKwVRMArNhSVlZXzItXephgStx4sD7hGucI10dXovri6qZB1YzzSPOCQ6ACbRBs4b3aGX54f89pCi9vjx48z/wZfvXrV6OVmK27v3r0LCwsLUBQ1Lw8IHD16FDKFAjU0jR07duCrr76adNyRI0fASUiAc0kJ3Bsb4V9fjziNBoK6OsRpNIjduxe8I0cQ3dSEGppGb2/vvBzfgYEBNDU1QSGToT4/HxouF80s1oREOjszx7O+vh4DAwMLci4OHToEubwaUmkxkxUrloOiKLi6Oun9fWmpACkpXDg5rWfWn5gYg6SkWL2kpCSjvLx8Uul74MABFBUVwczMDBRFYd26dfjss8/0tmnz5s164jYpKYm5P3FxcQFFUUhPTzfhXRKBQCAQCAQC4W2DiFvCUoaIWwJhEUHE7ZuZQ4cOgZbXoLYyA6oKLuokCfjlL6T6wrYsCnXiAKjK2GjfkTNhmmRdNe5X5xUozwtFRKgPvL29ERUegJjQ9eBF2SLcfx14MW6oEwegrsQXCREOL6tozTF8vRHf32jG2Y4SbEoORGVFAXbv3s30nKUoCpWVlbh48SL279+P8vJyCIUFSEmKRligK0L8HJHA3ogditRJhfJvbm1DVLArs660eF/kpAahIC8DOTk5WLduHTM943Q9a69fv86s59ChQyY/fyQkJCQzyalTp1CtqAG7WYSkLjnYzSJUK2pw6tSpaZcd7fMpBatZBFazCKlbS1GtqIFAIIBvgB9WBjtjeW4gLKujYVceA6/yJAjqJIjTFCK4MRcbG7PgKI6DOycYefn5k/YqX8qZTtx6pHno/f1MErcrDn5qPzipnGCTaAOHKAd4sDzAErEWXNzm5eWBoih4eHjMaLm5TM/LZrNBURRiY2PnvP13795Fa2srTp48OeWDXS0tLShUKuErl2OjVIrE2lq9PripW7cyPXKLVap5kcpXrlyBUqlErVgMDYeD7Ww2PszIwGBhIX6QSPDP1dX4QSLBYGEhBN7ezPGsyM2FUqnElStX5v1c9Pb2gqblKCriQCRiQSiMYpZ1c7ODSMRiwuF4IyjIEfb2K5kxQUHrEBrqwCQszBHR0UHIzU3Vk766pKcnwtx8VNquWrUSJSWFOHz4MLM9z549Q1tbm564LS8vZ+5P7OzsQFEUNm3aZMK7JAKBQCAQCATC2wYRt4SlDBG3BMIigojbNzNjK25rKoUQ8CMRH7UR/CR/yArDGNFaV+KrJ26/v9HMyF1lGQflecEQZngj2McO7i52iAxch7ykDSjLcgUt8kJRVgA28QIYESwr8IXFyy/a6FIOmmqSQYvjEBvuisy0BMhkMoN9yQyFFepmsBr4u0/rEervZHDZFStWGPUlqkKhGJ122dZ2SfZnJCEhebPz9OlTdHR0QK1WTxqlUglhnQSsbSJs+e1psLaJIKyTQKlUGlyms7MTg4ODL/t8loHdJIKgTsL0+Wxra4N/YAAcgjywOj8Uq0ujsF7AQmQMC1KpFNWKGqRuFSNMnQe3LYkISmYjMTkJR48eNfnxepOykOKWu4eLEE0I/NR+cEh0gGuUK4JYo1Mvl1aVQqvVLth+6Soas7OzZ7TcXMRtVVUVKIrC8uXL8fDhwwU/dzPpg8tuakLGyymN51J1PjAwAIVCgTqhEM0sFrp5PPxYWYkXND1pOhITmeO5JTAQdUIhlEqlUZW3MzkXQ0NDUKvVkEgKIBKx0NFRyCy7eXMozp2rZrJnTzby8yPg52fNjElOdkBWliPS09cjOtoKsbH24HJdIBRG6UlfkYiFpCQ/RtouX26BjIww0LQcH3/8MUZGRnDx4kWwWKwJv/P98Y9/BAD87W9/g7m5+eiMLKWlJr5TIhAIBAKBQCC8TRBxS1jKEHFLICwiiLg1TYaGhtDb24tDhw4Z7A/23XffYefOneByuWCxopAc54PcJCcIUzZgT7Uvbp9IYsTtgW2b9apxZYXByOLYI9TXFlGBaxETZIUUljXykhzQpQnHNx+mMsu2bduMC4dHl1WUcuDmZDM6PbGzLVRlUagt9kMSywWpvLh5F7c/3NHi729tQ0tDBiKDXbDSchksLCxgZ2cHoVCITz/91KjjqasClkgkJj+3JCQkJOPz9ddfg6ZplNZWYXNDxaRJ0BSDd0QB+sUl8I4okKApNji2tLYKNE3jxIkTL/t8lqBCWa3X5/Pzzz8Hj8eDvyABzmIOfNLZ8IgLRmpqKk6cODFGWknA0ggRVc4Hj8fD559/bvLj9SZFJ25ZIpbeVMiuYa5zFrdFJ4vA3cNF3K7RaZOD4oOQnJwMjUYDrVaLa9euLcg+3bp1i/k3evv27TNadi7itquri1nWmGryucbYPri1tbWoUCqR1NgIOU3Puur80aNHaGpqQq1YjGYWC+ezsvBcLjcobV/QNAby85ljUhcejmYWC7ViMZqamvD48eN5PRdnz55lqm7F4hhm2dpaHi5dopmcPy9DaWkswsMdmTFNTf44dCgSzc0boVC4QK2OQEdHtp7wPXeuGu+8k4uVK5eBoihYWi5DSkoAJJICqNVq3LhxA/n5+cz0ybpkZmbiH/7hH5h7kz/96U/Mazt27DDhXRKBQCAQCAQC4W2DiFvCUoaIWwJhEUHE7evN2D6wNC0HLZehq6tryjFyqRAVAhaEGT6oLw/FiV3RON8agbN7g1GS6Yxsng828QKhqoiHoiQCwjR3RAfZItzXCnHBVsjh2iA73hq1Imdc2B+JH69n4/srWXrVut/faEZvRwnEuZHgRI1KUDMzCpKcjagt8mHE7YEDB/S2sbq6GrGxMUjmBCOX546CFEeoS9xxbl8EFCLvSadxnq4Xr67HrbHH9OzZs0wFz82bN01+jklISEjG59mzZ+jo6BgVpfUSsJtGpzWO2S1G/HsSxL8nQVKXHBXfnwT94hLK/+4kkrrkzGsxu8VgNYtGq2rrR6tqOzo6cOTIEcgUctTQ8gl9Pl9JqxKIKkuRmJiIfEE+qukaHD16dJy0qkZSY8mcpNXbGq1Wi9KqUuRU5OgliBUET7Yn3JPcje5xW9hZqNfjdmxex/TIurS3tzO/+509e3ZGy85F3N68eZNZtqGhYcH309g+uHfu3IFWq0UNTUOmUMy66vz06dNQyGTQcDjo5vGmlbYvaBr/KpNh5cvev8qwMHTzeNBwOFDIZDh9+vS8nouxVbcREW7Msl1dxXri9tIlGu++m4fkZD9mTFWVF7q6wqFSOWHr1gDs2BGLTz6p0VumvV0EKytLptK2sJCFoiIOZLJqFBYWwsrKSk/Y+vn54Ve/+hV+/vlnvXuT4eFhZsz58+dNdIdEIBAIBAKBQHgbIeKWsJQh4pZAWEQQcft6Ml7GKqoLUbuFpycpDY2p28LF0RYBvr2swr0+CT7p5OOj/Txoq4IQ4rUGHs5rwAlbj9xkF7AD1yIpyg5bNjtjM8caOVxb1BeuR6fKCV0N7vhwTyC+v5zJiFulOArK8vgJfXO9XUe/XEuJtgct9GLE7b59+yZso7IiGZUF4dgqicDxPQnoOxCPj/aGoYC3Hrkp3mhpyFhQccvhcEBRFAoLC01+nt/kDA0Nwd3dHRRFoaOjY97Xf+vWLSxfvhzLli1Df3+/yfeXhORNy3hRytUUI3pnCURfvQ/584ugX1yaEPnzixB99T6id5aAqymeUFU7VZ/PUWn1SureunULJ0+eRGtrK+7evcuMeyWt5JAp5GSq5HG5du0atFotNBqNXlJSUsDissAT8CZI3ZyKHPDEPHClXP2pkaVc8MSTj38d0yProtFomN/9Zvp5PRdx++jRI2ZZoVC44PtpbB/ckZHRfyMn+/kwNsPDw1Cr1ajPz8d2NnvK6ZHHJ97ZGRRFgePkhN9XVmI7m416gQBqtXrK7Z7NudBV3Xp4OICiKNjbr5kgbXVVt8XF0cyUx0lJDti50wt1da5obo7C4cN5euMPHSqGre0qUBQFCwtz1NenQSRiobh4E9auXasnbG1tbXH48GH89NNPk96bnDhxghn7j//4j6/5zohAIBAIBAKB8DZDxC1hKUPELYGwiCDidmFjSMaqKriMpJxMho4Vtt99Ws/Ize9vNOPcQTHkJSzkp3qCHWSDSP818HVdiXDf1ciOt0UFfx1kueuhLtqAoxovnGvxw8ltnjio9sIRjQ8utIbis042Kja7IiXWDelcX0bY1pX4olUZiFaFDyzMKSyzMEN+siMSIp0RFRkMPp9vcBt/c2sbI5bPtCZDkOqGRLYbMhL8cKQlX28/5kvc9vX1gaIoWFlZ4c6dOyY/329ytm7dCoqi4OPjw0wTqcuNGzewd+9eFBQUIDg4GE5OTrC0tISlpSUcHR2RlJSE/fv3T/vFt0gkevkFb5LJ99fQz+NCyuvz58+DoijY2NgYnAKdhIQRpQo5MtVlYDWLkHFWM0Heyp9fRMZZDVjNImSqy1CjkEOr1Rr9Wfc6pdVSjCGhq9FooFAoJu2LG1cRh5yKHCgUikmXm+/pkYeHh9Hf34+enh60t7ejra0N7e3tyMrKYn73u3fv3ozWORdxOzIyAktLy5c9U5NNfg7nM/39/aBpGhouFx9mZBgtbV/QNPa9fABtpYUF/iCV4kx6OjRcLmia1hPrHR0d2LdvHxOBQMCcC4FAoPfa8ePHJ93OoaEhNDQ0YPXqUcmalhY4qbjVVd06OKwBRVFwdLQ0WG177FgZ7O2tmNla8vK8IBaHIjs7DAkJXGYbzc3NoVQq8Z//+Z9T3ptIJBJQFAUPD4/XdDdEIBAIBAKBQFgqEHFLWMoQcUsgLCKIuF2YTFc9e+8TJRSlHORnp00pQ8cK27E9bBUlEcjnucLfYyWCvVYhPdoaJWm2qMi0xa4tDri6fyP69nri/L4g9B9k4aM9/jjUGIBDzeE4uTMCB5QeSI+2QVSgLVJjHBlh27M7GOdbQ3F+XyCUBRuQk7AOrEAbeLpYw3OjC7IzYg1uoy6/ubUNNz8sgzDDGwlxoUhNjmGWmUrgzkbcdnd3g6ZpHD582OTn/E3OgwcPYGtrC4qi8MEHH0x43djexb6+vvjiiy8Mvs+NGzewbNlob7s3cbrVqeT1yMgIPv/8c7S1taGsrAzh4eGMYJiJoIiPjwdFURCLxSbfX5I3N0NDQzh8+DBomoawrhKsZhFKn3TridvSJ91gNYsgrKtkPueGhoZMvu3ztf9v80MUur64hsTtQk+H/PjxY5w+ffrl7yA0FNXVqBWLoSouRq1YjEB/f+az7cSJE9P2Uh2buYrb9evXg6IoxMbGmvw6nM/09PRAUV2NZhYLg4WFMxK3P0gksHw5XXI3j4dvCgvRzGJBUV2Nnp4e5j2cX1bmGhMWi2VwW7VaLTOurCzWoLg9f16GqJftM8zNKWzZsmFCtW1PjwROTjbM+tzdKUREUHBxobBqlf428Xg8/PDDD3j+/LnB+5Kff/4Zbm6j0zg3Nja+xjsiAoFAIBAIBMJSgIhbwlKGiFsCYRFBxO38Zjph+92n9fj+RjM+ai8GJ3Ij2JHBU8rQyYRtQao72IFrERdig6xYnbBdixbpelzd745fdXriiw5PnGp2wYlmT3z6QST69oXi1K5ItKuD0aEORnudNzZzbMAKsEIqay3aVV7obQnC+X2BuPCuDz7e44m9UmcUpjogxHsNwn2tkRqzHuLsQIPCdryEVZbHQ5SfPqmYnkzgznaqZJLpo1arQVEUnJyc8PTp0wmvy+Vy+Pv7o7i4GC0tLeju7saFCxfQ09ODlpYWhIeHM58Trq6uePjwocH34vP5b2TV7XTy+syZM1N+CW6soOjt7X3Z34/0XCaZPjt27EChalTcVv74IegXl1D9L+dAv7iEyh8/BKtZhCKVFDt27DD5ts5npnqIYnh4GMePH2ceoLC1tYWFhQXWrFmDgIAASCQSDAwMTPsec3mIYq5ieTpxW1paumBieWBgAE1NTVDIZKjPz4eGy0Uzi6WXqJfylKIoVEkkaGpqMuqYjozMXdza2IxKPi6Xa/LrcD7T3t6OWrEYzSwWfpBIZiRuX9A0Cnx8RltUuLnhB4kEzSwWasVitLe3M+8xX+JWV6lrb78WIhELPT0Sg/J2+/YsZrrk8PC1E6ptd+3aZPQ26SKVSg3el9y/f58Z9+zZs9d3Q0QgEAgEAoFAWBIQcUtYyhBxSyAsIoi4nZ8YI2x/uKPF1xdr0VSTDFocB160M3J5HpPK0PHCVlUWBUmuF9iBa8EJtUVB8jps4duhItMGLdL1+KLDC7/9JBJ3j3rjxkEffNHpj5PbPNBV74GD9R44td0TB7f64XBTMPpaw3FK6wtB0lpkxq5DScYGHFK740STK05vc0OHyh3qYmcUJNuiMGUdsuKskRljA2meO/o6smfcr7a1tdXgsRkrcIm4XZg8efIEjo6OzJelk42ZbhrVkZERlJWVMZ8V27dvNzjuyJEjzJSIxoqA15Hp5HVPT4/edI7e3t4ICQmZlaAICwsjVbck02ZwcBA0TSNdXYrEzhpI/3AWKcdqwWoWIeW4CtI/nEVihwzp6lLQNI3BwUGTb/N8ZKqHKO7du8e8NlWWL1+Obdu2Tfk+c3mIYq5iubq6etqK24Wozr9y5QqUSiVqxWJoOBxsZ7PxYUYGBgsL8YNEgn+ursYPEgmqg4OZYymLikKtWAylUokrV65M+x5zEbdPnz6Fubk5KIoCn883+bU4n2lra4OquBjNLBb+ubp6xuL2xkuZamFmhvtFRWhmsaAqLkZbW9u8bueDBw9gbW0NiqKQlpaKoiIONJqMKatuddMl29quwP79fOa13l4JeLzpf15nIm4VCgUoikJMTMzruxkiEAgEAoFAICwZiLglLGWIuCUQFhFE3M4txgpbXY7tK4CqggNlcSAKeOshTHPH8ZaMKYWtqtgf0lwP5CWtRzbXHuV8O1RuWgvp5rXo2+OC4TO++Pu+EPx4hY1vjvvh6xOhuHMsHMebPNAqd0Or3B0nmj3Q1eCBI41e+GVHBL7oCoNksyMEvPWQZq/HyW2eOKbxgCzHHpWb7FCdvQ6iZGsIk20gz1uHVpkLDjeH4PpJ4YzFrU7CTnWsjrTk494nSiJujcinn35qsK/iZP0Rjx8/zvyMX716ddbve+fOHWY96enpBscNDw8z4qWmpsbkx2tkxDh5ff36dTQ2NuLMmTP47rvvMDIye0Gxfft2UNRo7+X79++bfP9J3sz09vaihpYjuqkQvCMKxO4tRZymCII6CeI0RYjdWwreEQWimwpRQ8vR29tr8m2ej0z1EMWtW7eYnzl/f3/QNI1jx47h4sWL6OnpgUQi0ZvCfM+ePVO+12weopgPsWxhYYFgdvCU4na+q/MHBgagUChQJxSimcVCN4+HHysrJ5WEHYmJrx7EYbPRzGKhTiiEUqmc9oGbuYjbwcFBZtnKykqTX4vzmblW3L6gaWR7eoKiKBT7+U1acTsfqa+vB0VR8PLyQkNDAySSgimrbnt6JIiMdH9VoV3FxaVLNH7xCzEEAhukpFBISaGQlWWJc+ekaG0thkzGx7vvvoNf//rXAEanP/6f//mfae9J/vKXv2Dt2rWgKApXrlxZ6FsgAoFAIBAIBMIShIhbwlKGiFsCYRFBxO3sMlNhq4uhitsjLfno/4V0UmGrKduIk9pAHG3ygTh9HQqS10KyaR1qC+yhyLNDp8oZgycCGHF793gwfnUwACe3bcT7tR54V+aCdpU7Dqs3ou8dP3x5LByH1J5IibJGftI6bNvijYdnuThQ642KTRtQnGoLQeIabI6zwu4t9uhUOaKr3n3O4na6Y6eq4L414nYm02zOVMRqtVpk5YpGv/BfYYnNJTUQSOohkNSjvLoWWq1Wb3xeXh4oioKHh8ec9unhw4fMZ8V00yDr3tPd3d3k52JkZPbyeraC4u7du7B42a+wpaXF5Ps/kyx079Fbt25h+fLlWLZsGfr7+02+v6ZMS0sLilVSsJpFYDWLkLq1FNWKGtA0jWpFDVK3ipnXilXSRXctTZbpHqK4ffs24uLicO7cOYPr6OvrY+TtmjVr8ODBA4NjZ/MQxXyKZY8oD8RVxDFhiVh6PW7nqzr/0aNHaGpqYsTh+awsPJfLDQrCgfx8Zht/kZaGPj6fEYVNTU1T9rydi7jt6+tjlm1tbTX59TifmUuPW10eFBdjmZkZlpubgw4NndDjdq55+PAhI0a7u7tx9uxZ0LR8yqrbxsYMiESxsLOzeyl8HfD++9nYvHkVI23z8tbg6tVaDAxoUVXFQ1OTHJ2dnfjpp59mdE/ywQcfgKIoBAcH429/+9sC3fkQCAQCgUAgEJYyRNwSljJE3BIIiwgibmeW2Qrbsfn+RjPOdpRM6HG7mReIrGQ/1Ij8UJnjjsI0R7TX+zF9Zy+8642BzgCca/HD9nJX1ImcUJ1tB3mePWoL1qNb443rH3jj9mF/fNHpj1PNbuiqd8PBeg9c2OePvhY/dKk3gs53QEXmWrADVoMftx6djRH4zaeb0K2NAjfcDhF+VkgIs8Km2NXYFGeF0nSbeam4NfZYvg3idqppNkdGRvD555+jra0NZWVlcHFxgYXFMubnMIqbNqWI1Wg0EEjqsdZptDLHNTAWKdJ3wRVvg0BSzwgBXVxcXEBRFLKzs+e0Ty0tLcw2SiSSKcfu3r2bGXv9+nWTn4/Zyuu5CAo2mw2KohAbG2vy/Z9Jprp2b9y4gb1796KgoADBwcFwcnKCpaUlLC0t4ejoiKSkJOzfv3/aqbdFIpFRDwC8yZmr4L5//z5omkaGugzsJhEEdRLQNI22tjZ8/fXX0Gq1MDc3h5m5OUKqMpGhLgNN04u+gnu+ZgDYsmULs56DBw8aHDfThyiePHkCBwcHUBSFgoKCCa8bK5aXLRv9TF+2fBmySrKQU5HDpLSqlPlcn6/q/NOnT0Mhk0HD4aCbx5tS2r6gafyrTIaVL49LbXg4nsvl6ObxoOFwoJDJcPr0aYPvNZfPRa1Wyyz7y1/+0uTX43ymv78fNE1Dw+Xiw4yMWYnbFzSNYykpyPXyQkloKGiantcHXK5duwaappl2B0NDQ1Cr1Qarbnt6JBCJWJBICsDn82FmZgYzMzMEBpox0raoyAEDAxp8++2+SattjeWvf/0r87N369atBbrrIRAIBAKBQCAsdYi4JSxliLglEBYRRNwan9u3b89J2I4Xm4pSDvJz0sDn80HTcpQWbUKwnzPcnGwRFWiHnAR7CHl2UBdvwOX9vvj7C1H4x0+j8Y+fRuN3l1i42BoAOt8elZvXoybfGXWFLpBuXod3ZG74ZJ8PjmnccYB2wX65M5rEGyBOX4sK/tqXotceSZFrkBbjgNpiX2yTBKCuxBfKwo0Q8ewRF2KFMG9LsAJWITF8FTJjbSHNnV2P2+kk7HiBS8tl6Orqmvfzt9CVhOfPnwdFUbC2tmb6x42fZnNkZARnzpyZcorNgIT8KUWsTtxGba4enZJz2QoozjxFivTdCePHVodN1ZfWUAYHB3Hx4kWUl5czImL58uXTTqV58eJF5n3fhCrB2crruQiKqqoq5ng9fPjQ5MfAmEw1RezIyAhkMtm0U8RSFAVfX1988cUXBt/nxo0bzPXU19dn8v2eTeYquGmahqymBkmNJahQVqO2thZ9fX3Mup49e4aUlJTRhzM2uiOpsQRyml60x0uX+ZoBoLu7m7netm7dOuXYmTxEsXPnTma9RUVFuHz58qy2Lzc3l1lPbm6uwZkU5qM6f3h4GGq1GvX5+djOZhucHnl84p2dQVEUOE5OeEHT+H1lJbaz2agXCKBWqw0+gDGXz8Xs7GymmtnU1+J8Z7bnYXyMPQ/zlbFVt1u3pmP37ni8/34mU21bVMQBTcvR09ODkJAQrFhBwcmJApdLQSJxx+3bO/Dtt/vmXG37+9//Hvv27cOxY8cW6I6HQCAQCAQCgUAg4pawtCHilkBYRBBxa3wOHToEWl6D2soMqCq4qB2UCi4AACAASURBVJMk4IuPZDMStpOJzZaWFuzcuRNcLheRkRGICHZBoOcaBHquBj/ODvJ8JzQUueBYsw+GPopg5O2PV9i4c8QXx5q8oSr0QG2RN4rTHFCW6YCyTHtUbl6Hskw7pLOtwY+1hijZBlv4tqjJtYNSsA6ckNUI8rRCRpwj6oo9UV/kioYiFxxv9sGd7hBsirNGkKcVHNdZIszfAakxTijLDcaRlvxpRfVMxK0uQ0ND+Pjjj3H48GF88803837+ZlIFGx4erjfdpbFfTsfHxzPLTDbN5sjI6HSKujHm5uawt7fHWvsNzN9tqj+C7f0vJhWxIyOvxG2K9F04+7NGq3SzZZOOb29vZ9Z79uxZo/ZhrHAYn5UrV05Z3abL8PAwI+YKCwtN+nM7F3k9F0HR1dXFLHvq1CmTHgNjM9UUsSMjI5DL5fD390dxcTFaWlrQ3d2NCxcuoKenBy0tLQgPD2f22dXVdUphzefzF23V7XwJbrt1digRi7Fjxw589dVXE9YzVnDnC/IhU8hx9OhRk+//XDJfMwAcPHiQOY7jPyPHZ6qHKPr7+/HBBx+gv78fly9fhr+//+gDODarUEWXQKFQzEreLpRYniyzrfTcx+GMfq5bWOAPUile0DTOpKdDw+XqVXp2dHRg3759TAQCAbNvAoFA77Xjx48b3M5nz54x02SXlZWZ/FpciMy08nl8ZlL5PF8ZW3WbkOACLne0klatZjHVtmq1mumNO/r5ToHPd8Hdu3vw7bf75lxtSyAQCAQCgUAgvC6IuCUsZYi4JRAWEUTcGh9DFbfGiExDYrNCnMdU3MqlQlQIWBBm+KBWHIymLQEoyXBGAW89JJudoBI56wlcXU/bb06G4dueWPS+y0JBsh3SoteCG2YNP7cV8HZZgcRwK5Rm2EG6eR1aZY640OIKcZo1wn0s4ee+Chmxdoyw1Ynh789HoXLTOgh4Tgj2sUdosC/CQkNRXZFn1H5PJm6HhobQ29uLQ4cOLYiYnSrTiZbpqmCNlXYfffSRXrXWZGOuX7+OxsZGnDlzBt999x00Gg2iuGmzErdpNQdAURRWrFqDxLKdE8ZrNBpmvcZOt2hI3PL5fNy8edPoY25vbz9azcXhmPTndjbyWpe5iNubN28yyzY0NJj0GBiT6XqPjoyMGFX5VVZWZpQoP3LkCPPwwnQV3G9a5lNwOzg44NtvvzX4XjrBHRoaitbWVty9e9fk+z/bzHUGgLEpLS1l1nXs2LEpxxp6iOLy5ctQKBSooaUoLCxEYWEh1qyxAkVR8A9xRRnNm7W8nS+xbExm21v1B4kEli+rfbt5PLygaXxTWIhmFkuvt6rzy8pcY8JisQxu59h/Zy9cuGDy63Eh8vjxY71ew318vtHy9rlcPqNew/MZXdWtn99KhISMituQEArJyd6Qy2uQkZGhd55jY4MglSZjYEA7L9W2BAKBQCAQCATC64KIW8JShohbAmERQcTtzDJVj9uZCFyd2OSnJyItladXxft5TxXu9UnwSScfH+3nYa88ZFKBq+tp+83JMPz6LAeDv4jF1mJHxIeuga/bSvi5rwAvygo5XBuoizagR+uO/jYPfPqeG8RpNojwWQFP5+XIT7LD4KkwppJ3rLgVpjojLtwZNdIiyOVyo/d7rLhtbW19LVMhT5XpRMv4Klhvb2+EhITMWNqN7d+4adMmo5aZi7hVffxbmJmPfvHuGJyEsITNSE5OZqbkjIuLY9Z77949o7bn9u3buHr1Kq5evYre3l7s2rULgYGBoCgKkZGRRves9fLyAkVR8PPzM+nP7GzktS5zEbePHj1ilhUKhSY9BjO9dufSe/TOnTvMetLT0w2OGx4eZh6mqKmpMfn+GxsiuGefuTxEMf4as7IaFax2dnZ49OjRlOMne4hCJ22r6BJsErERyQpBZEwgM47enoV3u8tmLW/nQyzP5LjqROEPEsmMKjwLfHxAURRS3NwYmasTh+3t7RgZmT9xKxQKQVEUgoODTX4tLmQGBgagVCpRJxSimcVCN4+H308zbfLvKyvRzeOhmcVCnVAIpVL5Wn/eh4aGUF5ejjVrKHh6UoiJGf2vtTXFVMnrIpfL8c4770Am42P//hJSbUsgEAgEAuGt56effoKvry8oisJnn3027+t/+vQpc2/zX//1X/O+foI+RNwSljJE3BIIiwgibmf/JddcBO5kFbfj1/HtZdWUArdW6Azp5nVoqXJHpzoAW0t9kB1vi9xEOxSl2iEzZg2KUmywvWwDDjW44USTK041O+MjrTPEadZg+1uCFbAatcINuPCuN24dDmT66I4Xt7rKWWP3+9kXGijL4yHKT5+wfzOZPnk+YoxoGV8FOzIyO2mn699IURSsrKxw//79aZeZTNzWnP0HBGYpJohYjUYDhULBiNvt/S+wzjMCFEXB0s4FntFZCAiPQQg7ASHsBNivfzUF87Zt25i+irM5hiKRCBRFwcbGxiiBoasqdHNzey3neXh4GP39/ejp6UF7ezva2trQ3t6OrKysGctrXeYibkdGRpjptpOTk1/b9T7bzFfv0YcPHzLHbLppkHXv6e7ubvL9NzZEcE+dTz/9FFqtVu8zSxddz97ZPEShy7Nnz5CUlDSjyt3xD1GMl7bRiX5gJbojMGo9M67jbBW+ePbOrOTtfIjlmaStrQ2q4mI0s1j45+rqGYnbGy+nPbYwM8OT0lL8U1UVmlksqIqL0dbWNm/XxYMHD5je7++//77Jr9OFzpUrV6BUKlErFkPD4WA7m40z6en4prAQP0gk+KeqKvwgkeCbwkKcSU/HdjYbGg4HtWIxlErlnD5bZhvdwwaurqPS1tVVX8pbWFigt7cXP/30Ezo7O9HUJEdVFQ/nz9eTalsCgUAgEAhvNbrZdEJDQ/Hzzz9PeP2f/umfcPnyZWg0GnC5XKxatYr5HercuXNGvYfuewu1Wj3PW08YDxG3hKUMEbcEwiKCiNu5ZbYCd2xF6r59+6ZchyGBm5/kgFS2LaL81yAqwBp5SetRmmGHLVkO2CVxwftKF7TWOGO3xBHvVm3Ae/INOFTvhBONzhAkWiMhzAqxwWsg4K1Ho9gVp7WejMB99GH4pOLWmP0+tCcPlw6LIMzwRkJcKFKTY1C7hQdVBXfGfW/nI7MVLbORdrrKFDMzM1AUhZaWFoyMTC0zFArFBHG7+b278EyrmSBidfGLSoJ/fC6qur+FV2LJ6LJm5nCMEcE1Jh+uMflwYmXDeoMHs97iLTJotdo5Xes6AR4eHj7t+ICAAFAUBU9PzwU9v48fP8bp06dfXos0FNXVqBWLoSouRq1YjMCXPSspisKJEydmNPXkXMXt+vWjImi2vStfZ+ar92hLSwtzzCQSyZRjd+/ezYw1tpLb1CGCe+potVqUVlUhp6JiQoLCwmb9EIUuKpWKWUd0dPSkMyhMFt1DFGw2W0/a8jaFopiORWaJNyISXonb9t4K/Grk3RnL2/kQyzM9JnOpuH1B08j29ARFUdgSGDhpxe18RNcf1dvb2+hzttgzMDCApqYmKGQy1AsE0HC5aGaxJkTD5aJeIIBCJkNTU5PJKutPnDgBMzMzrFlDYeNGCmvWvJK2q1evxs2bN5l7h4cPH+Ldd0erbquqUki1LYFAIBAIhLeWv/zlL0wbqKtXr054/f79+1POSGOsuNXdE6xYsQL//u//Ps97QRgLEbeEpQwRtwTCIoKI2/nJTAXu+B6wQ0NDOHPmDOrr60HT9JQC99z7Gdghi0RajCNCvNcgJtgamzlrUZBsBzpvHY43ueOX7/vhmMYdB+hRgXuy2R2nt7niVJMLTjS5QpBoA06IFYI8rZAYuQ6FaRugFnvg/L5AXHjXBx/t2ghhsg1ykxwnFbeT7XeNTIbC/BTkp/lCkOYJQaobEtluyEjww9EWAe59ojSJuJ2taJmptBvbv9Hd3V1P2Gm1WpRX10IgqZ80wZxMPXHLb/0SGzNq4RhTyIhYvcQWICSrBmk1bYgQvxJlHmk0AsQfIED8AZxTVbDxYjOvZQol0/ZanC66qS4pisLt27enHKubXjMsLGzBzq3eF+P5+ZN+MR61/pWMqZJIZvTF+FzFrY2NDSiKApfLfW3X+2wy196jg4ODuHjxIsrLy7Fs2TJQ1Gi/zumO88WLF5n31T3k8KaHCO6po9FokFNRAZZIhLiKCiYskQgeL6cXoyjKqOmkx+fAgQPMQzGurq64c+eO0cvqHqJwdXWdIG1FdAi03UlIFXoy26c9lIFzX9XPWN7OVSzPpjp/tj1udXlQXIxlZmZYYW6Oq5s3T+hxO9c8fPgQa9euBUVR6O7uNvk1+joz3YNFiupq0DQNtVqN06dPv7aetobS2toKb28vODnpf+H45MkTvXuHsVW3UimptiUQCAQCgfD20tnZyXyf9Le//W3C699++y3zO5O5uTlCQkIQGxs7Y3ELABwOh1TdvgaIuCUsZYi4JRAWEUTczm9mMpWwqoILeVWxXu9YWi5De3v7pOtQlnHQUJkARRkHEkEYSvgeKM9yQnGaA1SFzjja5IuOWiccbnBG91YXnGp2RVe9G05pfXDnWAS+PhWJr7qDcbrZFalRq+Hjaglv11XYHL8OqiJP7JH541JbOM63huLDXX7YzLEGK9BmSnGr2+eenh4UFhYiNjYG7MhA8GJckZe0AXkpPmhpyJhUVr+uczJb0TJTaTe2f+PmzZsZefXw4UOmLy1XvA0p0ncnJChJNEHchsl+AZcMNSNix8ZXsBvhIi1SpO8iSXOeWda/aD82ffwXbPr4LwjfOQhPfgPzWkpOyZzFbXV1NbO+jz/+eMqxuqlCMzMzF+S8TjYV5YcZGRh8ORXlP1dX4weJBNXBwcw2y6KimKkor1y5Mu/XwNg8ffoU5ubmoCgKfD7/tV3vs8lseo/m5uYafKp45cqVOHjw4LTrGB4eZkRvYWGhyY/DdCGCe/roxG1cRQXoS5eYxFVUwPNlFT5FUXjw4MGM1tvd3c0cM3t7+xlXJeo+j1zdnCaVtheflSBN6M1s397TqWg9kzMjeTsfYnk21fn9/f2gaRoaLhcfZmTMWNy+oGkcS0lBM4uFHWw2NFwuaJqe9XTW43Pt2jXQND2rn5m3JYam8u/p6UF/f/+sHmRYiAwMDMDW1hZmZqM/B15eXga/zNJV3SoU+aTalkAgEAgEwlvJ//3f/zEP5e/cuXPSMX/84x/R1dWF+/fv47//+78BAOfOnZuVuNXNFmdtbY0///nP87ELhEkg4pawlCHilkBYRBBxuzCZTuDe6aMhEYQjmRuB1NSUSfu/jl1HeXkZYqNDER3mgZQYZ4j5blCIvNG5NRi3j8fgN1cy8fnBCLxX44QWqSPeVzjhRJMrPtzth4HDMfjdtSzcPMpGz05vHNnqjux4a4T7WCLI0xJb+OugFG1EZ2ME/uGzTRg8k4jed0KQHm2DEB87xIa7TipbJ9tHuiwJQn4octOCUVUYDVUFB93vCEwmbuciWmYq7TQaDTN+x44dzJ9PnTrFiFtdX9rx2VR/ZIK4jd1xC+E7BxkROzYB4g8YcZu+9wtmWTdetZ64DaroelX9lcSfs7gdK+ummnb6q6++YsYplcp5P68DAwNQKBSoEwrRzGKhm8fDj5WVkwqJjsTEV9cAm41mFgt1QiGUSuW08mcu4nZwcJBZtrKy8rVc77PN2GvXWFljSNzy+XzcvHnT6PfWTTvF4XBMfhymCxHcEzN+Gvjk5GQEsVjwYLHAlUpR1NnJiFv/l32vKYrCjRs3jH6Pnp4epiLVxsbGqIcuxubixYuMUHVys5tU2l4aESOr1I/ZvuZjMXjnTLrR8nauYnku1fnDw8NQq9Woz8/Hdjbb4GfhdPl9ZSW2s9moFwigVqvfGJlI8npy8+ZNuLm5MT8DGzdunHKaPl3V7Tvv7CXVtgQCgUAgEN5KvvzyS+Z3o9/97ndGLzdbcfsf//EfsLCwYO43CQsDEbeEpQwRtwTCIoKI24XNeLkplwpRIWBBmOENQZonEmJ8kZYQOGX/16GhIdTX1yMuNhqbkn0hSHWDMMURHfV+uNkdi+8vZ+LH69n4u0tpOLnNEweUnni3xgPtqo1oV7njWLMPzu8LxfnWUJx/NwA9Wg/kJViDH2eL+iInVG6yR1GaA7Zt8WbWNXwhHdncdQjwXo+goCDQchm6urom3aexUvpoiwDffVqP728045Mj5Ti+T4hff9ZgMnE7G9GiiyFpZ6hyJisrixl/6dIl5s8NDQ0LKm75rV/CfNmo1NgQma0nbqO3DcB82QpQFAXf4Mg5iduHDx9i3bp1oCgKlpaW+PWvf21w7NGjR5n9OXHixLye00ePHqGpqYnp6Xg+KwvP5XKDMmIgP5/Zll+kpaGPz2d6ODY1NU05NeVcxG1fXx+zbGtrq8k+g0ZGRvDll1/i8OHDBqfZraqqYrZ1//79+PLLL6dd5+3bt3H16lVcvXoVvb292LVrFwIDA0FRFCIjI42e0tfLywsURcHPz29e9rW/vx9dXV1zqhYcu46xfyaCe2LG97QNio+Ha1QUHKKiECIQgCuVMuI2dMyUYZcuXTJq/X19fVi9ejUoarTPZl9f34y27/Lly5BKpcz7uns5TCptL42IUVQbyozb05OI3Wc4RsnblpaWOYnl+ajOP336NBQyGTQcDrp5vCk/EyfLc7kc3TweNBwOFDIZTp8+bfJri2R+Mjg4iI8++ghPnjwxOGa8tPXx8THqS6znz59jYGAAz58/fw13LAQCgUAgEAivF92MY35+fjNabrbiFgBSUlJAURTS09NntBzBeIi4JSxliLglEBYRRNy+nnz33XfYuXMnuFwuWKwoJMf5IDfJCUlsF2wRsKbt/3r79m3U19cjLy8XqQnhyEnxRkGqG+pLNuKoxgefvh+Kx30p6NsXitO7o3BkWyQOasKwT74R7yvdcVjthh6tB/paPHG9wx/KAifQBW7QSjwgyXZEUbozlCIPXGgNxc3uWHz3cQoKeOvBjfZDamoqDh8+jDt37kwrbMf28R2fhRS3hmRqUVHRjEWLLuOl3XS96gL9/ZnxR468ErFCoXDW4jZk21ejlbPb7sK7/lfwepl1CTVwii+FP59G6t5fYfmaUamz2slXr8ete6ocK9c6gaIoWNnYITk5mamM02q1uHbtGr7++mt0dnZOeSwePXqEzMxXfXinm3ZaLpcbJXhnk5kKin+VybDy5VOrteHhMxIUcxG3Wq2WWfaXv/ylyT57bty4AZVKhaqaGigUCly8eHHCmLG9iyurq6FSqWZUEanLkydPIBKJGIFlqA/o2IS/rMJ0c3Ob034ODw/j6NGjoGkaMlklaJpGd3f3jKoGx66jqmoLsrKykJWVhaqqLaBpGunp6cxxunfvnlHrfFMF93xlfE9bj7Q0OCQmwjo2Fn55ecyUyXEVFYjn85nj197ePu26r1y5wlSiWlpazrjn6uXLl6FQKJAjeHXeYnjek0rbSyNiyHa/6gn+/iU+Dl3PnFbe5gjSsXz58lmL5ZGR+anOf/z4sd4DLX18vtHy9rlcPqMHWkjmN0ND/5+9d49q6s73/r+A16p4VxRBFFHuSoJcAhIEBBHkjuFiuAR2uMRgQOK9Rls0UEeLdqTY2oqtVG2LZarWjndrVYSc88xMp+cZ10zXOTNPPXPOWnPmOTOnZ7W/49O+f3+E7BJJICHBQPm81nqvVrL3TrJz28lrfz6fh3wLvsbGRrtuu7u7G/PmzeOfXx999BF0Ov173alTp8BxHFauXMlXdjDGsGzZMvoBiyAIgiAIAoCXlxcYY5BKpVatZ4u43blzJxhjmDBhAr755hur1iUsg8QtMZYhcUsQowgSt8P/g1xf2VlWlIn0xFWIDFmMpDXLUZItRPOL6RZJTcO2FAoFUlI2IDzEGzHCuUgMnwVZ6lwcqVnCi9tX60Pw2q7VOKJajuN1XjixzRPvvrgYV4944/bPfVGV5Ybq3CV4uToI5RmeyE1cDHmuH9pejsSZ/Svx5h5/ZIjnImr1cmRlZdkkbIdT3A4mU1cFBfHP76amJqt+jO4r7ZRKJWprayGXyaBIS4NKJEKdQGCUkN4ZhYwxlEilfNtMgyy1ZsZt8kvXEFL2cyxOqITH2nLMjSjEzLB8zAgrwIywAriGZMM1IBEea8sRtv0KXCZN1cvZeUsQnKVGcJYa7mEZWCRMxsxF+rmSTk7O8BdEIl2qQLpUgYLSSqjVanz88cf6SjQPDxQXF+OVV15BW1sb2tvbceLECVRXV8Pd3Z2/ffPmzRt0dqNBxonFYru+nobaEjRywQJ9taKbm1UtQW0Rtxs2bABjDG5ubg57/2lra0NsbCyEEREITExEhlRqUt5G92knHZCYCElJyZDl7cOHDzF//nwwxhAcHDzo8it65556eXkN+X5eu3YNO3bsQHl5GQoKEpGVJUBBQRLKy8uwY8cOXLt2zaptZGfHYs0aD6xevRSBgUuwcqUHsrJi4ev744xWW9rIOlJw2yN92yPHxMTALzISnnFxCN+5E4Jt2+CjVMI1OrqfuE3Oy+MFkVAo5E8i6XsiieE6Ojo6+CrjcePGobm52arbaJC2Jdwm+K304B+3dbnLTErbdp0Emrd+FLxKbSTadZIB5W3F9vWYMFH/Pu/i4jLk+cP2qs7v7OxERUWFUQv5Lwd5j/yyqAjNYrFVLeQp9k1NTQ1f5drT09Pv8o8++ggNDQ3Iz89HcHAwX93d93Pp888/x/nz5/ut/+jRo37V/lFRUZg8ebLJTgAkbQmCIAiCIPT0/a30+PHjVq1ri7i9ePGi0cnChP0hcUuMZUjcEsQogsTt8GSwdsI32yuNWglbKjUfPnyI1tZWZGdnIzQ0FCt8PBGwbDrWhMzCuvBZKNs4DxpuKY7U+uPM/pU4sz8QHzauxKfHVuLGiVW4+fNAfPIzHxStn4XNyW7QyP1RvWkZKvME2CmPwrtNiTh9cC3e2BeGDPF8hK5cgqCgIJuE7XCJ287OzkFlatCcOfzzu7ykBLW1tRb/KN1X2sXGxqJSIoEqIgL1QiHeSEjArexsfCGV4g+lpfhCKkWpvz+/vCwkBC/0/jAaGBgItVqNgtJKXpo+G/+IH6tZ1yuOouzUb+GfooDvmiwERSVjoW8YZi9bjene4ZjuHY5pPtGYumwNFiYoEbT9BpiTvs3m9EW+vBxenV6FZWHJ8FolhlPv5UtC4hBbvA8iyTakSxVQqVS8uLUkwcHBg+6/jz/+mJ8nae/qoY6ODnAcB5VIhDcSEixuA6qJiABjDJNcXPC4uBhPOA4n4+OhEonAcRxfjd3Y2AiNRsMnPT2dv+/p6elGlx0/ftzs7ezp6eHlZX5+vkPeg9566y2sXLkSc9zcMGXePMzz8YFvXFw/edvQ0IC5fU46mLtsGYLWr7dJ3vat4P3kk08GXHZBr1QPCgqy+np6enpw5swZVFZWQibbjNxcEXJzQ6FWJyE3NxS5uVGQyTajsrIS77zzjkkp0ncbpaWFSE4ORnT0QmRkLEZYmCsEAleIRIsRELAQixbN5u/XyZMnTW7P0jhCcNsrfdsj+wkE+tbI0dHwUSrho1RisUKB6WvWGIlbUXExxBIJZvVW/82aN49vr5xSWIi8khKo1WrodPq2rYZ94+LiYvX7SF9puz5LiPkLZ4AxhslTx5uVtu06Cc48zMH4iXqxnCJdwf/dlLx9vUOBGbOmgDEGZ2cnJCStMZp5a+3+NDyvbK3OP3fuHCoqKow+r07Gx+Nm7+fV70tK8IVUipvZ2TgZH496oRCqiAhUSiSoqKgYcHY5xf65e/cupk+fDsYYDh061O/ykydPDviZrNFo0N3djeW9HT/Wrl2L+/fvG21jzZo1g362L1++HDU1Nfjzn//s6K8lBEEQBEEQI4ILFy7wx0r37t2zal1bxO0f//hHft3Gxkar1iUsg8QtMZYhcUsQowgSt/aNJfNfhyI1TW2Xy1+D9HUBWOU3H27zZsLbcwbWhMxEfOh0lKbOR3uDgJ9Z++WHyeh+Jwa3XhfgyqvBKEqei5y4uShPd0d+0kLIsoOh3Z6CX13ZhuttUrzVEI/0OC/4+nggKCgAlUUJqCoUoVoahV+8KbNK2A6HuDX147QpmZrl7c0/v6tXr+Z/nLZkBmFfcRvXK4KbxWKzVZ6NfaoW64VCTOytLPPw8MBrr73GV6g9G7lcjhBRnJG4re94gtjifUiXKiCXyxETE4MAYRS8Q9fBO3QdFgTFYp5gI6Jf7kb8az8e2M9dHmayHbNvdIZe+qyKNdq2SqVCd3c3Tp06hfLyckRGRsLLywuurq5wcXHBtGnT4OPjg7S0NBw/ftwiUaVQKPS3Ze5cm6oSTaW1tRXy0lLUCQS4lZ1tsbj9QirlH49msRhPOA43s7NRJxBAXlrKt2A1SERLIhAIzN7Ovj+2v/POO8/9fcggbWcvWIBxnp4YHxiIWYGB8Fi1ykje1tbWws/PD5N629EyxjDT2xseq1bZJG8Ns4AYY3j77bcHXHbKFL38WrdunVXX8fnnn+PgwYPgOA5SaTqys4UoLY3C669vRns7h9df34zS0ihkZwshlWaA4zgcOnTIqHV3320UFKQiNnYJ4uM9UF7ujaqqBZDLFyIzcyGSkxdg/XpvuLn9uJ/y8vL6bc/aPC/Bbe/0bY/sKRBgTkgIXKOj4a5Uwl2pxKKtWzEvOdlI3OY0NUFUXAxPgQCMMTi5uCB00yaE924npbAQKpUKN27cgKenJ79fioqK+FbT5tJ33/WVtim5qxGTFIDJU/RzvoUxC81KW0P8BPqTGHwFc43+3lfeqrRxmDVX3+XA2cUJOSVRRjNvrW3Lb+/qfKOTmtLTTZ7UVCcQQCUSQZGeDrlMZtVJTRT7RalU8o99V1dXv8/Y1tZW/rXg5OSEuXPn8m2VGWOorq7Gu+++a/TZFBYWhs8++wzXr19HpNXmnQAAIABJREFUSkqKyc8vNzc3FBYW4vTp0/jTn/7k6K8iBEEQBEEQDuHp06d4/Pgxbt26hQsXLqC9vR0XLlzArVu3+JbFjDE8fvzYqu3aIm6//fZbfl25XG7VuoRlkLglxjIkbgliFEHi1j4ZqrAdTGqa225lYST2bRGjeVcMNsYuRpCvO5Z6zoGf91ysEbihNH0pFBIfNKtDcL8tAf90cQMvcD87FYWiFDdkJ3igLHMpMsTzsUa4EIXpAv52dl2sgTQjGPHiMKxdu7bffTq6N81hFbednZ2Qy+VG7SDNyVS18MeZhfvCw61qB7l7925+3aTFi3EmKWnAmYGdaWn88ifWroVT7/8v8/QccGagSqUaUNwaBK9hRm5s8T4EZ6mxQnII69/+OyL23OTX9RAmmxS3hdpL+h9+nV3Avf7IaNv2fB10d3fz0mXLli12f51ptVp+huMXUqnF4vYJxyGjV+LHLlrEy1zDTEfDvE17iVuDkPP393/u70VtbW1G0tZl5UpMiIjAZIEAs4OCeHkbm5ICX19fTHdzg4ubG3+/JixZgrm9krevvL169arFtyE1NZXf3kAVfL/85S/55SoqKize/qVLl6BSqVBeXoq8vDhkZQmgVifhnXfK0N7O8XnnnTKo1UnIyhIgLy8O5eWlUKlUuHTpktE2MjJEiIpyR0bGUlRXL0ZVlRt27/ZGc3MIXn01BBUV3li/3g2BgbP42xsTE2y0vaE8Vs9DcA9HDOI2vDc+GzfCPSMDguPH+bhnZBiJW0Okra1w6Z0JK66s5NsoG8RtX1FlaVJTU6HTGUvbfE6M7CIR1qYG8su9dCZhQGnbrpNgc+0qMMYwfqILTt3N6idvtx4RYta8H9vMZhWJcPxcBTaVrUFydigys9OwdetWs2L52QxXdf5gYwTkpaXgOA5KpRItLS0009YBefToEf/Yi8VijBs3DtHR0UYVsxcvXsTWrVvR1NSECRMmWPyaWLZsGT8fuq+sZYxhypQp+M///E9Hf/0gCIIgCIJwGN999x1u3LiBpqYmfUetXbugqamBRqHQ/3fXLkRFRQ1Z7tkibgHwYy3S0tKsXpcYHBK3xFiGxC1BjCJI3NoWW4WtOak50Ha16iS07Is1amm8RrgQ+RtX4cSBLNSWxaCqMBJV+SGolqzoJ3D/8VwSqnOXoTjdD1xOANLjvBC1ehnionx5KXv93Qr+9mg0GrO3xRqBaw9xe//+fdTW1vLybjCZ2rcK9peZmWhLTORl3UAyVafTQSqV8uvmr1gx4PU84Tj8s0yGSb1VnX3bJgsXLIBcJkNLS4vJ67FV3PoVHubXXb6uzKS4re94Ap9wfVXXysTNwyZuGxoawBjDjBkz8Nlnn9n99dbQ0ICq3FzUCQT4Q2mpVeL2Um/bYxcnJzzKy8PvS0pQJxCgKjcXDQ0NdruNd+/exbRp08AYw8GDB5/r+9GlS5cQGxuLuQZpu2oVXDdtwoy6Okxcv56Xt26+vpi5aBGmzZ+PcV5eGCcUgvU+d108PPCCQIC5gYFY4OeHoPXrUVJWhiNHjlh0G+7du4dZs/SCc+LEiQNWpL766qv8c/e1114bdNvd3d36qmu5HCUlecjJCUde3mocPpxrJGyfzeHDucjLW42cnHCUlOQhNTUVqampKCrahMREP6xZsxBFRctQXe2OLVsW4uBBfxw/LjDKnj3+iIr6sfW6h8dMxMT4obg4D3K5HK2treju7rbq8RpuwW2v9J1py8+1FQjgKRBAkJU1oLgVZGXxgteQ2YsXgzGG+cuX203cdnR0GEnbfc35aPmwGt6++pMxZs6dPGCbZENab2Rg/AR9a/nK/WH9Lq98STik22du31pbnf/w4UO+4tKSFtJdXV3o6OhAa2srtFotGhoaoNVq0draio6Ojn5dEc6cOQPG9LOXb968+dyfa2Mpx48f5x/7sLAw/v/XrVvX773kk08+MZpta01mzJiB1tZW/PnPf+ZnTJ86dcrRXz8IgiAIgiAcwldffYWjR49Cs2cPNDIZNMnJ0IjF/SLo0+Xk8OHD+Oqrryy+DlvF7cKFC8EYQ3x8vNXrEoND4pYYy5C4JYhRBInboeeTTz6xWdg+KzXLinNQXl4+4HYvtebidMNanDkQgjf3+CMjdh4KNwZAuz0FX3yqxj9eqsM7R/LNCtybb6xF9aZlqMoXYv/WREjTgxEjWom1a2P566sqFPWTrAPJZEsErj3EbUtLC+QyGVQREWgWiweVqX2rYF+Pi8PX5eVoFouhiogYUKZ2dXUhISGBX/egSGSRHIzsrdgMmPVjZV6ylxcU6elQKpUmWwdbI25Fkm3wDl0H99VpWLC2CsE7bmFGgH4+7rjJrgjOUvPituTVW4gra+Blb1hGNZycnOHk7ALhRrndxW1PTw+WLl0Kxhh27NgxLK85Wypun3AcNnh5gTGGzb6+Jitu7RFDq+ilS5daLfJsydWrV1FUVITlAQF4wcsL41etwsQNGzBjzx7M12oxY9s2Xt7OCgyEq6cnxi1digmrV2NGaSnGL1miF7cLF2JibCwmBgXhhYULsSwgAIWFhWhra0NTU9OAt+H+/ftYt+7Hec0bNmwYcPny8nKLBK9Op5e2Bw4cAMeVo7AwBVlZAsjlYrz5ZvGA0taQN98shlweA7F4MVavXobAwGXw9Z2NxEQPVFQsRVWVG7ZtW4wjR1b2k7aGHDwYBBcX/fzmJUumQyDwRGjoYhQUbADHlePAgQMWP+bDKbjtnb4zbVMKC+EXGamfaxsSAp+NG7E4JQWLcnKMxO2inBwsTkmBz8aN/eJhOKHGyQl5zc1G4naot/HQoUMo44qRz4lRuXMDftHzIs7f3YHJL+irFCPivJHFBVgkbyOT9F0DgiPd+l22p3WtXcWttdX5NTU1YIzB29vbZOv6jz76CA0NDcjPz0dwcLCR7NNoNBZdR2RkJBhjkEgkz/25NpayceNGMMbg6elp1DadMYbi4uJ+y7/xxhtYtGhRv+eXr68v1q1bB5lMhjt37vCVtYwxFBYW4t/+7d/4Y/7Y2Fj6EZAgCIIgiDHLr3/9axw4cEBfVZuYiJdiY/Fhbi5+W1WFv6jV+O/du/EXtRq/rarChmXL+GOqnZWVOHDgAH79619bdD22ituZM2fqfxtav97qdYnBIXFLjGVI3BLEKILE7dDzs5/9DFx5mV3mvz74UImMdYEICw02EqimRHBXRzXebUrsV3Hbt9XxQAK3etMyXty+VLseVYUilJfkGgnjsqJMZCStQmJ8NHbt2mV0v4cqcG0Vt11dXVAqlVCkpaFeKDTbHtlcFWxlcDCecBy+LCpCvVA4oEzt6OiAWCzmXxtHe+eiDhZNRIReojo58eseiIiASiQCx3H87MPGxkZ9Sx6NBuvWrYPnMj9++aD4fKxXHMWKqDSEiOKQkZEBtVqNgtJKpEsVCBBGwSs0Ce5RhVgUWwaXifoWqi8s9DcSt3FlDUgo2Ip0qYKPICoBK4JXY01SFgpKK6FWq+32erh69So4jkN1dTUePXo0LK+5oc64NeRubi7GOTlhgrMzzicn95txa2vu3buHGTNmgDGG5ubm5/p+dOTIEcQlJMDN3x9ThEJMi4/HLLUaU+rrMfPFF43k7USBABMDAzEpMhIzZTLM12oxzTALcdw4TCwshHNICCb7+8PL2xu1tbX4+OOPwZh+ZnNxcTFeeeUVtLW1ob29HSdOnEB1dTXc3d355/G8efPw6aefDnibg4ODwZi+Tehg9+/69evgOA75+QnIzhZi795UvPtuuUXS9kd5uxmbNvkgLGwGgoOnw99/FmQyD1RVLcC+fT44dizErLQ1xNtbP9t05swJSElZgjVrfJCaGoz8/ARwHIcPP/zQoYJ7ONJ3pm14YSE84+IwJzoa00QiuEZHY3pMDOYVFhrNuF1aU4NFOTlwz8iAe0YG5iUnY/qaNXCNjsa0sDBMmD5d/zxZtsxoxu1Qb6OpiltptV6yurnPRB4Xg01cmEXy9kCb/qQdZxcnNF9KNTnrdm9rHAq2rEamNJyfbfvee+9ZdZutrc6/e/cupvfut0OHDvW7vG/1rqlYKm7feustMMYwfvx4XL58+bk/38ZKDJUUGzZsgFwu7/d4PXvspdPp53JH9B5nGDJu3DhotVqj4/qDBw/i7t27/Y75DbPaJkyYgG+++eZ5ft0gCIIgCIJwKF999RX2798PjVwOjViMMxkZ+L87dgAajcm8vPbHEza3hodDI5fjwIEDFlXe2iJuv//+ezg76zsA5eXlWX9HiUEhcUuMZUjcEsQogsTt0GOu4taa9sH/eKkOZ36WD2VxNEKDFiEm3Ac56wMGrdz91ZVtuN4mxVsN8SZbHVsicPuKW4NM/eyzz7Bjxw6IRCIIBCEIFaxEUVGRyftvrcC1Vdx2dHSA4zioRCK8kZBgsawzVMFGuLnxfzsZH99PpvZNa2srxH3aLFsqbr+QSjGxVxQzxuA+dSpuZmf3E4TWzFJ1d3fH+++/z7cqjY2NhSAyFkFRyVgS+GN7xbn+MQjN2Ya4sgajil25XM5X7faNWq3G+++/7/DX0fN4DvTNsdhY1AkE2C4UDvgcGEref/99cByH+vr6575vLl68CIlEAt/gYMwOCoJrZCRmSiSYtX27kbyduX07Jqel4YW4OMySyzFfq4VbYyPmvfgi2LhxYIzBydcXEwMCMNvLC4mJibh48SIvbi1JcHDwoDOkP/74Yzj1nuBgactXhUKBwsIUSCSr8e67ZVZJ2/Z2Du++W4Zt20IRGTkbK1fOQnS0OxSKZVAoFlokbY8fFyAzUy+nnZ0ZkpO9kZsbitzcUBQWpkChUODixYsOFdzDkb4zbbn2doh270aASgUfpdJkFisUWLR1q3EF7tatWKxQwEepxJzoaMzz8+vdj86Iy8xEXkmJzSeS9J1xm1sSjRem6KtN9zXn49h7cuTLxRbL29Vr9ZWNcVneZqVt+ubVQ5a2Op311flKpVIvot3cTC7ft820s7Mzli5dioCAAKvFrU6nQ1BQEFXdDmOuXLnCPy719fXYu3dvv/dRFxcXHDt2rN+6Go3G5Pvul19+Oegxv+H9iTGG69evP4dvGQRBEARBEI7n22+/1bdHrqmBRizG5fx8/LBvn1lpC40GrYYTmxnDsfXr9S2Ua2pw9OhRfPfddwNeny3i9q9//Su/7vbt24d0f4mBIXFLjGVI3BLEKILErW0ZavWpQdgaZKp800qkrpmHjLUe2F4eZrH47bpYY7LVsUUCtzACr+xMNdmiubw4E4UZAqQmrTFZ9TGUfWCruB1qtaWhCnaSiwseFxfjCceZlKl9q2BzcnLg29s6ljH9jNujYjGfs+vXm72+9N52wYwxlAUGmmzJa4249fDwMNoPfSVuYGAgGGOY/MJUeIeuQ1xZA0qab/drtezo14m9MpSqa1OxpOp6NObs2bPIysoyK29naTRwa2w0GxcfH724nToVs728EBcXh7Nnz0Kn07cqPnXqFMrLyxEZGQkvLy+4urrCxcUF06ZNg4+PD9LS0nD8+HGTLVyfjUFazZ071+L9/8orr0Am24ysLAGOHNlktbhtb+egUokQETEP/v7zkJq6ArW1QaiqcsOhQ/3n2pqKVhvMt0sWCBahuFiErCwBZLLNeOWVVxwuuIcjz4rbnJ//HKLduxG+c2e/CLZtg09v5a3RzNteqSvYtg2ecXHwi4zEihUrEB4ejk2bNtntRBKDvM3ISUKgYDGSMgX4Rc+L+Fi3zyp5e/jDZLi4OGHceGccv7LR7tLW2ur8R48eYf78+WDMdBtdnU5/8sbWrVtx8uRJfsZ4X8lnjbitr68HYwxTpkzBnTt3HPK8+ylHq9Xyj8upU6eM5t0anheMMbzwwgtob283WteUuF2wYAH+9re/DXrM/8c//pFfp7Gx8Tl8yyAIgiAIgnA8N27c0M+0TUzEmYyMQaUtNBrcl8n446bz2dk4k5EBTWIiNHv24MaNGwNeny3itquri1/3zJkzQ7m7xCCQuCXGMiRuCWIUQeLWPrFG4N44W9m/+jXXG8pNHnhtZxgu/jzT6tm4z7Y6Hkzgvnu0AMc1mfj0NGeyRbOpGbe27oPr71bYJG6HOt+0bxVsc2/lrK0yNXLBArPXdygqil+uLTERvy8pQZ1AgKrcXDQ0NPS7X31FrDVVsX3bbAqjE/kWyYb8FMWtTmf9nONnY+mc49GaZ+XtlPBwzNy0CdPVakzbscOstJ2xbRtcBAL+uRsSEsJLW3unu7sbnp76OaJbtmyxeL0PPvgAHMchNzcSdXWJQxK3FRVRCA9fBH//Rdi0KQR1dQJUVy/Crl1LLRK3+nbJU3qrZV1RUhKF3NxIvk3ySBDc9s6z4naghO/cOaC4Dd+50y4zbQdK38pbQ9vkocjbygPhyOICsOXQartKW53O+ur8vmLv/PnzFl/PUMXttWvX4NL7ubl3716HPO9+ylGpVPzj0tHRgfPnz/P/LioqQnZ2Nv/vuXPnGh2fGyqv+57c9fjxY4uO+b/99lt+PblcPszfMAiCIAiCIBzP06dP0dTUBI1MhpdiYwdsj9w3/9/evZjU25GqPjISf92+HS/FxkJTVoampiY8ffrU7HXaIm5fe+01ft3f/e53Q7zXxECQuCXGMiRuCWIUQeLWvrFE4B7TZKCqMALVEj9Ub1qGLXk++MWrUTizPxBtL0cNSdwaZKilAnmwFs22SFZzt2EoMrhvGhoaUJWbizqBAH8oLbVK1mV4e4MxhthFi/CE40zKVHuJ20JfX365zb6+JiWxPWIQOrNmzULa5uoxI24fPHiA2tpaXuK3JSZaLG+/Li9HW2Ii/3jU1tbiwYMHDr9P9o5B3notX47JS5diQmgoJkkkZituZ+3YgUkpKZgQHAznyZPBGMOSJUuGTdw2NDTwlWWGykBL0tXVhaqqKhQWbkBeXpjVM27ffbccEslqhIcvx8qVy5GbK8S2bUIolcuwZYtl7ZKbm0OwZs0cfWWyE0NKShAKCzegurra7mJ1qILb3nl2xu2zERUXI6epyUjczisoMJpx6xodjTnR0fCMi7PLTNvBYi95a+9K26Fm48aNYIzB09PTqvWGKm51Oh2EQiEYYwgLC3PYc280p6urCx0dHWhtbYVWq0VDQwO0Wi1aW1uRmZnJPy7Xr1/HzZs3+X9HR0fjv//7v41m2fr4+ODOnTs4f/48pkyZwv993rx5+Jd/+Rerjvsn977Hp6WlDdM3C4IgCIIgiJHD48eP9Z3VkpPxYW6uRdLWEPHixWCMIWbxYkCjwQe5udAkJ0Oj0Qx44pwt4lYqlfLH/cTwQOKWGMuQuCWIUQSJ2+HJQAJ1X806VBZE9qu43WJDxe2zMtTc9VfkR2BLURR//eZaNNva1thwG1pbW5GTk4N169ahqGAjKjeLn3vF7ROOw6X0dDDG4OLkhEd5eYPK1KG2ZX5cXIzpEyaAMQZnxjDB2Rnnk5P7tWW2NX3bbKanpyNdqhgz4lan06GzsxMVFRWozsxEnUCAZrEYXw7SNvnLoiI0i8WoEwhQnZmJioqKQdvUjuaoVCosXboUUxcsgIuvLyYnJpqttp1WWYlJERGYvnIl5ixZAubkBGdnZxQUFNhd3vb09GBpbzvxHTt2WL2+VqtFaWkhsrIEePVViVXi9tVXJcjKEiAuLhqxsdHIyhKgrk4ElUrfLlmrDRhU3O7bF4D1692wYIFrr+Ceg9LSwmFpYzxUwW3vqNVq5JWUIKW3UvbZiCUSiIqLjcTt9JgYLE5Jgc/GjfDZuBFzQkLgHhICv8hIpBQW2mWm7WCxVd6OFGmr0+mwcOFCMMawYcMGq9azRdyWlJSAMYbx48fj3r17Dnv+jbY8ePAALS0tvcdfHOSlpaiUSFCVm4tKiQTy0lL49jnB67PPPkNPTw8vVBljWLduHf7hH/6Bf69kjGHVqlWYPn260Ulkzc3NVh/3G55L8fHxw/CtgiAIgiAIYmRx69YtaHbtgkYsxm+rqqwSt0cTE8EYw6Rx4/D3nTvxRVWVftbt7t24ffs2fx0ffPABTp8+zaesrIw/XisrKzO67OrVq2Zv6w8//IBFixaBMYatW7cO2z4Z65C4JcYyJG4JYhRB4nZ4M5BAVRabFqjqMstn3A4mWA3XX11djY0bUxEWGojQIE/Erl4ASeIicFlLTLZotlXc9r3fZTIZ0jamYMOGDeC4cnDlMhw+fNjqbQ5VphqywcuLr4I1NeO2bzo6OsBxHFQiEd5ISLD4OnauXg3GGJbPmIFXeyXhdqEQKpEIHMeho6PDLs+rvm02VSoV0qUKiCTbEFu8j49Isu0nK251Oh3OnTuHiooKVEokUEVEoF4oxMn4eNzMzsYXUil+X1KCL6RS3MzOxsn4eNQLhVBFRKBSIkFFRYVV7UZHWxoaGuDn54fpbm4Y5+WFCWFhmCWXmxW3horbyQIBZgcFYZanJ2Z7eWFNUhLkcrld5e3Vq1fBcRyqq6vx6NEjq9c/f/48OI5DTk4E6uuTrBK39fVJyMmJQHZ2NrKzs5GTE4GKClFvu2R37N7tPai4rajwRnKyO9at84eTkxOcnZ2Qn59v9+eTrYLbnhmonbtcLjdqo2wQt67R0fDZuJGv0vUUCOAnECAmJmbQNvD2zFDl7UiStleuXOGP0yxtrWyILeL28OHD/LonTpxw6HNwtKSzsxO1tbWQy2RQpKVBJRKhTiDol1V9OnwoFAp0dnZCLpcbSVlXV1fs2LEDM2fONNv9w9oKDgD89tavX2//LxUEQRAEQRAjjAsXLkBTUwONWIy/qNVWidu/qNX82K0zGRn4i1qtF7c1Nbhw4QJ/HYt7K3MtiVgsNntb79y5wy/X09MzbPtkrEPilhjLkLgliFEEidvnk8EEbrkkvF/L4mdn09oibhUKBTZuTMXaqGCkxC5FxtpFUG5ajJ+rfU22aB6quDV3P+UyCfbv34+3334bR44cwc2bN63eh0OVqYbczc3FOCcnTHB2RmNU1IAytaurC0qlEoq0NNQLhfinQao5De2XZ02aBMYY3klK4qs864VCKNLToVQqh2VGpVqtRkFpJdKlin4pKK0c9qo2R8boR/L0dLM/kqtEIijS0yGXyVBbW/uTrrT92c9+ZiRtx69ejRmlpZiv1RrLWo0G03bswCyNBvO1WszYtg0T16/n5a3HqlXwjYtDhlQKuVyOixcvOvy+6XT6arbKykoUFCSjoCAcZ89a1i757NlyFBSEo6AgGRzHgeM4FBQkIz9/NbZtE0CpXAal0n3AdsnHjoUgPd0dqaneyMkRIjx8CQIDlyEjI8PuLbdtFdzPK8/OvzWI22kiEeaEhMBTIEB4b5vl4W6PbC7WytvDHQkjRtrqdPoqc8Nx2qlTp6xa1xZxe/nyZX5dR7bqHi0xdTLRGwkJuNV7MtEfSkvxhVSKW9nZSO9TSVuYmoqKigqcO3cOr732GubNm2f0455hlr0hy5cvH7K4/f777+Hs7AzGGPLy8obniwVBEARBEMQIor29HRqFAhqxGP+9e7dV4hYaDfIDA8EYQ5K3N77prdzVKBRob2/nr8Ne4tZwIt/q1auHa3cQIHFLjG1I3BLEKILE7fONWbGZF4GMdYEICw3G2rWxZmfT2toqubIwEvu2iNGyLxanD65F28uROLN/pc3idrjm2vbNUGTqszkWG4vq4GDkr1gxqExtaWmBXCaDKiICzWLxoHNUb+fkoE4gwEuRkfw81WaxGKqICMhlMrS0tAzLc2qgarjnVdXmyFjSlpLjOCiVSrS0tPwkZ9oacvbsWURERGDWwoUYt2QJxgmFJqXtzBdfxJT6eszYvh1T6usx88UX+8nbWYGBmOfjA//4eJSUleHIkSMOv3+GNDQ0oLQ0H1lZAhw7lm+RuD12TL98aWk+GhoajLZRWxsJlSoQVVVuaGwMNCtu9+8PxPr1bkhPD0RRUaTR9hy9TxyVZ8WtaPduBKhUmBMdrW+NLBDwLZWfR3tkc7FE3uZyYVi3aSlyt6xwiLQ1NxM1JyeHP06ztmuDLeL2/v37/LqZmZkOf66N5BgqZvu27x/oGKUxOprft5t9ffn2/R999BE+/fRTpKam9vuRb9myZZDJZGhtbR2yuP3rX//Kr7t9+/bh+WJBEARBEAQxgrCl4hYaDbp62x67ODnhf8nlJitu7cHf//53fhzWuXPn7LptwhgSt8RYhsQtQYwiSNw6JuZEZ1lxDsrLy03OxjUlcJ8VrAPN1n11bzq//q+ubMP1NinebUrE6YNrcbohFh+35lotbge7vuvvVthN3Op01svUZ2ONTH3w4AFqa2v5ubptiYkWX9/X5eVoS0zk5+jW1tb+pIXhSIg56dHa2oqOjo5hqXYeSbl48SIkEgm8/f0x2dsbE4VCTMzOhuuuXXDrFbfztVpMUSoxLjERE0UizCoowCwz8nZ8YCAme3jAx88P+fn5uHr1qsPvoyHvvfdeb7vkcGzfvt4icbt9+3rk5ISD4zi89957RtuorPyxXfKePebbJVdW6tskZ2aGoKREZLQ9R+8TR+VZcZvz859DtHs3POPi4BcZybdGHgknkgwkb5vbOYjXB0IQ7YE1KUuQUhD43KTtYCefrAoK4o/TmpqarPossUXc6nQ6TJw4EYwxxMTEOPy5NlJz//59o2OFM0lJgx4rdKal8Y9LdXAwagUCpIhEmD59OiZMmIDi4mKjStvp06fjf/7nfwAAp0+fHrK47erq4tc9c+bMMHyrIAiCIAiCGFnYMuPWkCw/PzDGkOvvb3LGrT04dOgQGGPw9/fH999/b9dtE8aQuCXGMiRuCWIUQeLWsXlWfBrmvw4kRPsK3L6CVa1WDypsn82vrmzDjTNFuHRyE3o6a6xuwTzY9dk6K/fZPG+Z2tnZiYqKCqMqmi8HqfT9sqgIzb3zbQ1VND/l1ryUkZEjR44gLiE26ur2AAAgAElEQVQBbv7+mBoaCtf4eMzZvh1T6+sxffduvbRVKOASG4sJgYGYuGIFpoSHY6ZEYixvDx3CxKIiOIeEYLK/P5YsW4a9e/c6/P71zeeff46KigoUFCQhK0uATZtWD5qsLAEKCpJQWVmJ+/fvG20jI2MVoqMXIjJyFsLDpyIiYprJrF49DatWzUJAgDvS01cZbc/R+8RReVbcGhLeW2U70mZsm5O3+5rzsT5LiFWCAIRHBz03aWvJTNSgOXP447TykhKr2r3bKm7nzp0LxhjCwsIc/tiN1AzlhLJ/lskwqXdeWkVgILg5cxDOGJxNtNObN28ebt26xR+32yJuX3vtNX7d3/3ud3b+RkEQBEEQBDHyePz4MTQaDTTJyfgwN3dI4vZ3CgXGOTtjnLMzamNjodFo8PjxY7vdxm+++QZzeo/5r1y5YrftEqYhcUuMZUjcEsQogsTtyMjDhw9Nzn8dTOD2rWgtKCgAV16GyqIEVBWKUC2Nwi/elA04I9fa2bmWCltbZ+UOlOctU03NrTsZH4+bvXPrfl9Sgi+kUtzMzsbJ+HjUC4VQRUSgUiJBRUUFzp8/7/DnF+Wnn6tXr6KoqAhBISGYFxAA1/BwzNi4EXN6pewkuRwusbGYGBCA2V5eWLx8OWYHBcE1MvJHebttGyaWlsIlMhKTAwIwb/FiZGVljahqW0NeeuklyGRSSKVpFkcmkxq9D/XdRmxsCIRCb4SEeAyYlSu9ERUlMLm9sRiDuBVkZSG8V+A6eqbtYHlW3lbu3IB8TowSbhOys7ORnZ2NMq542KWtpTNRs7y9f6zOXL2a/2w5d+7coNdhq7h1dXUFYwwikcjhj9tIjC0jHCIXLABjDAFTpmA7Y4hlDO7PSNu1a9fiX//1X42O220Rt1KpFIwxeHp62vGbBEEQBEEQxMjl6dOnaGpqgkYmw0uxsfi/O3YMSd6+npKC2MWLIUtNRVNTE54+fWq32/jll19Co9Hg2LFjdtsmYR4St8RYhsQtQYwiSNyOjlgyQ9Zcxe1AM3ItFbfWCtvhFLc63fOXqUZVUenpJqui6gQCqEQiKNLTIZfJrKqKolDskUuXLmHz5s395K3rM9I2IiICiYmJ8A0O/lHebtqEKc9I28zMTFy6dMnh98tUrl27Bo1Gg+3bt1scjUaDa9eumdzGli1bkJycjISEhAGTnJwMhUJhcntjMWq1GnklJfwc275x5EzbwfKsvO1bXdvR0QGtVmv1PFlrYs1MVLVQyB+n7QsPt+oEJFvEbXd3N5ydncEYQ2JiosMfs5GYjo4OcBwHlUiENxISrBrdoImIAGMM4xjDTsaQyxhC+0hbjUaD//f//h8++OADnD59mk9Z75w1xhjKysqMLrt69arZ4/0ffvgBixYtAmMMW7dufY7fNAiCIAiCIBzLjRs3oNmzB5rERJzJyMAP+/ZZJW1/2LcPZzIyoElMhGbPHty4ccNRd4WwAyRuibEMiVuCGEWQuB1dMSdQLRGs1ghcg3AdaObuQMJ2uMWtTvf8ZepgcwjlpaXgOA5KpRItLS0003aM5uHDh/Dw8ABjDI2NjXbf/pkzZ8AYg6urq1F1viHPytupoaGYIBRiUmAgZnt5IS4uDmfPnsXZs2eRlZXFy9sXhEJMEArxwiiQtpSRk/fffx9qtZqfY9s3jp5pO1gM8vZ5VNf2jbUzURujo/njtF9mZlrV8t8WcXvr1i1+3aKiIoc/XiMxra2tkJeWok4gwK3sbKvE7T9KJBjXu38zGEMVYxD3itwjR47wx+mLFy/u1z7ZXMRisdnj/Tt37vDL9fT0PIdvGARBEARBECOD7777DkePHoWmpgYasRiX8vMtlrc/7NuHS/n5+tm2NTU4evQovvvuO8fdGcJmSNwSYxkStwQxiiBxOzpjbjauucutFbgPPlQiY10gwkKDsXZtrNXC9nmIW53OMTK1q6sLHR0daG1thVarRUNDA7RaLVpbW9HR0YGuri6HPz8ojktNTQ0YY/D29kZPT0+/yz/66CM0NDQgPz8fwcHBmDhxotViJTIyEowxSCQSk5c/K29nhobC3dcXiYmJOHv2LL9cX3k7JygIs4RCLF6xAllZWSRtKWMiz6O69tlYOxO1My2Nf494PS4OX5eXo1kshioiAnKZDC0tLWavyxZx29bWxq+7f/9+hz9WIzFarZYX8F9IpVaJ23YfHwT27t/ASZPwUWQkChYuhLq8HBcuXOCP0+0lbuVyORhjWL169XP4dkEQBEEQBDGy+Oqrr3DgwAFo5HJoxGKcycjAX7dvH1Da/nX7dn2lrVgMjVyOAwcO4KuvvnLk3SDsAIlbYixD4pYgRhEkbkd3zM3G7Xu5tQL3xtlKKIujERq0CDHhPshZH2C1sH1e4tYQkqmUkZC7d+9i+vTpYIzh0KFD/S4/efLkgD+6WypW3nrrLTDGMH78eFy+fNnkMgZ5GyIUYqVQiKysLCNpa4hB3q4KCUFIaCg2b95M0pZCGaYMZSbqP8tkmOTiAsYYKoOD+bnt9UIhFOnpUCqVZj/jbBG3arWaX/fDDz90+L4biWloaEBVbi7qBAL8obTUYmn7f8rKcMDJCWW9+9fFyQn/VF2t/1FQoUB7e7tdj/X//ve/Y8aMGWCM4dy5c3bdNkEQBEEQxGjh17/+tV7e1tRAk5iIl2Jj8UFuLr6oqsJf1Gp8s2sX/qJW44uqKnyQm4uXYmP17ZFranDgwAH85je/cfRdIOwAiVtiLEPiliBGESRux0asEbjHNBngJGFIjpqP9LUeyEvxwy/elFklbJ+3uKVQRkKUSiUYY3Bzc0N3d3e/y1tbW/n3W2dnZyxduhQBAQFDEitBQUEDVt3qdDpcvXoV+/btw86dO3Hx4kWzy128eBE7d+6ERqPB1atXHb4fKZSfaoY6EzVywQIwxhDh5sb/7WR8PFQiETiOM1sxbIu43bBhA/9+5uj9NlJjS8XtWx4e0DAGP0M76qAgvgVf34pbe3Do0CEwxuDv74/vv//ertsmCIIgCIIYTXz11Vf6tsl79kBTVgZNcrL+GOzZJCfrL9+zB0ePHqVK258QJG6JsQyJW4IYRZC4HVuxROCaq7i1ZkYuiVvKWMujR48wf/58MMZQXFxscpmLFy9i69atOHnyJD777DPodEMXK/X19WCMYcqUKbhz547D7z+FQhk8Q52JqomIAGMMk1xc8Li4GE84Djezs1EnEEBeWorW1lbodDo0NjZCo9HwSU9P599f0tPTjS47fvy42dvZ09PDv5/l5+c7fL+N1Fj7eP5JJoMuNRW3xWJc8PODhjEoGIMzYxjn5ITaiAhodu/G7du37Xac/80332DOnDn8cT5BEARBEMRY57vvvsONGzfQ1NSkPzbetUtfhatQ6P+7ezc0Gg2amppw48YNmmn7E4PELTGWIXFLEKMIErdjM4MJ3E9Ol5udcWuNwCVxSxkrOX78OP9eev78eYvXG6q4vXbtGlx626fu3bvX4fefQqEMnqFWaH4hlWJi7+u9WSzm/1YnEKBSIoFWq4VOp8OC3spcSyIQCMzezr5t3d955x2H77eRGlMV1P9bIsH/lkhMtkc+6uoKDWP9ksEYgl1cIIuIgEajwePHj+12nP/ll19Co9Hg2LFjdtsmQRAEQRDET4GnT5/i8ePHuH37Ni5cuID29nZcuHABt2/fxuPHj/H06VNH30RiGCBxS4xlSNwSxCiCxO3YjjmBW1UoQlWhCGXFOSgvL7dqRi6JW8pYzMaNG8EYg6enp1Xr2dLKVCgUgjGGsLAwh99/CoUyeIY6E/UJxyHD2xuMMcQuWoQnHIffl5SgTiBAVW4uGhoaoNPZT9xmZmbyrXUdvc9Gcp6dWfxpbKyRkD3v64uvegX97wsLccDJqZ+03c8YGqZNQ+WKFdCUlaGpqYl+JCQIgiAIgiCIYYLELTGWIXFLEKMIErejJxcuXIBarYZKpbJb1Go13n//fbMC1yBcrZmRS+KWMhazcOFCMMawYcMGq9azRdyWlJSAMYbx48fj3r17Dt8HFApl4NgyE/VSb9tjFycnPMrLM1lxa4/cvXsX06ZNA2MMBw8edPg+G+lpaWmBXCaDKiIC2318sM9ERe3Ppk7F3bVr8cvISKO/v+TsjP/ZvRtnMjKgSUyEZs8e3Lhxw9FfDQiCIAiCIAjiJwuJW2IsQ+KWIEYRJG5HT9RqNSqleVDkpNgtldI8qNVq/jqeFbRcuQyHDx82e/lgApfELWUs5MqVK/z7aH19vVXr2iJuDx8+zK974sQJh+8HCoUycIY649aQDV5eYIxhs6+vyRm39ohCoQBjDEuXLkV3d7fD99lIz4MHD1BbW4tKiQS1AgHyGTMpbzWM4WUXF7zk7Mz/+11vb1zKz4dGLIampgZHjx6lGWoEQRAEQRAEMYyQuCXGMiRuCWIUQeJ29ESlUkGRk4JtCQLsSwk3yp7k1Zj1wkQwxpAjWNbvclPZliCAIicFKpWq33U9fPgQb7/9No4cOYKbN2/izJkzYIzB1dUVN2/etFjgkriljIVotVr+ffTUqVNWrWuLuL18+TK/7pYtWxy+HygUysAxNRPVmtzNzcU4JydMcHZGY1QUVCIROI5DR0eHXW7fvXv3MGPGDP0s3eZmh++v0ZLOzk5UVFSgOjMTmbNmIYMxbDcjbw054eGBUykpemkrl+PAgQP46quvHP21gCAIgiAIgiB+0pC4JcYyJG4JYhRB4nb0xCBu96WE40kjZ5S9yWFgjMF3/kx8rS3vd7mpvLghDPNnzTCaeTfQ9UdGRoIxBolEwv9tMIF7/d0KEreUn0y6urrQ0dGB1tZWaLVaNDQ0QKvVIicnh38NWStQbBG39+/f59fNzMx0+P6hUCgD59mZqP9UVGS1vD0WG4vq4GDkr1gBRXo6lEolurq67HL73n//fXAcZ3XnAIoO586dQ0VFBVYtXoxwxhDLGF4KDMQnqan4h02b8MGqVXhx4kRUMYbtXl7YLxbr2yPX1ODAgQP4zW9+4+ivBARBEARBEATxk4fELTGWIXFLEKMIErejJ+bE7eMDxZjZW23bkh9nkbR90shhfcBiI2k7mLh96623+Hmaly9fNrrMnMCtKhSRuKWM+jx48AAtLS29z28O8tJSVEokqMrNRaVEglVBQfxrqKmpCQ8ePLB427aIW51Oh4kT9a/9mJgYh+8nCoUyePrORG0Wi/F1eblV4vbr8nI0i8VQRURALpOhpaXF4fdprKahoQFLliwBYwxvv/02Ojs74evrC2fG4M4Y6sVifUVtb15cswa7IiOhSU6GpqwMmj17cPToUaq0JQiCIAiCIIjnBIlbYixD4pYgRhEkbkdPzInbPb3Vtu4zpuL/HLKs2la3qwATxjmDMYbJkydbJG51Oh2CegVV36rbvjEncEncUkZrOjs7UVtbC7lMBkVaGlQiEeoEAqMEzZnDv4bKS0pQW1uLzs5Oi7Zvq7idO3cuGGMICwtz+L6iUCiDp+9M1DqBAG2JiRbL26/Ly9GWmIg6gUA/U7W21qoTRSj2TXBwsNHJb7Nnz4a3tzf/75qaGmh27YKmpgYahUL/3927odFo0NTUhBs3btBMW4IgCIIgCIJ4jpC4JcYyJG4JYhRB4nb0xJS4/dOhMiycPgWMMSjEKy2vtvXXV9v6eS2Cu7u7xeK2vr4ejDFMmTIFd+7cMbvcswKXK5fh8OHDDt+HFIo1MbS+rJRIoIqIQL1QiDcSEnArOxtfSKX4Q2kpvpBKkdXnh/rq1atRKZGgoqIC586dG/Q6bBW3rq6uYIxBJBI5fH9RKBTL0ncmap1AgGaxGF8O0jb5y6IiNIvFqBMIUJ2ZiYqKCotPEKEMT1555ZV+nUv65ubNm7h9+zYuXLiA9vZ2XLhwAbdv38bjx4/x9OlTR38FIAiCIAiCIIgxB4lbYixD4pYgRhEkbkdPTInbs6Xr+cfvhirbImn75uYEMMbwwoRxKNu4zipxe+3aNbi4uIAxhr179w66/MOHD/H222/jyJEjuHnzpsP3IYViaTo7OyGXy43Eirl5lGqhkH8N7QsPt0qs2CJuu7u74eysr5xPTEx0+D6jUEZiHj58CA8PDzDG0NjYaPftnzlzBowxuLq6WvU5Z+rEkJPx8bjZe2LI70tK8IVUipvZ2TgZH496oRCqiAj+xJDz5887fN9SdHjzzTfNilv6IYggCIIgCIIgRhYkbomxDIlbghhFkLgdPTElbiXC5WCMYckcV4uk7e/2F8PN9QUwxpAWvBSKnBSrxK1Op4OwV1JRa1bKTzX37983amV6JilpwFamjdHR/Gvol5mZVrUytUXc3rp1i1+3qKjI4fuNQhmJqampAWMM3t7e6OnpMbqsq6sLx48fR35+PoKDgzF9+nS4uLhg6tSpWLFiBaRSqUVVrZGRkQOOETAXo1bs6ekmW7HXCQRQiURQpKdDLpNZ1YqdMnx58OABFixYwHcheVbaBgUF4Ycffhjy8Xl3dzcYY5g5cyb+4z/+w45H/gRBEARBEAQxdiFxS4xlSNwSxCiCxO3oiSlx6zFzKhhjyA5ZZpG4LYrwA2MMEUvcsC8lfEjitqSkBIwxjB8/Hvfu3XP4fqFQ7J2WlhbIZTKoIiLQLBYPOn+yMy2Nfw29HheHr8vL0SwWQxURAblMhpaWFrPXZYu4bWtr49fdv3+/w/cbhTLScvfuXUyfPh2MMRw6dMjosuvXr/OXDZTx48dj27ZtA17PW2+9xS97+fJlq27jgwcP0NLS0jtagIO8tBSVEgmqcnNRKZFAXloKjuOgVCrR0tJCM21HSFatWmX2OZOWlobf/e53eO+996BSqSASiTB58mT+8tOnT1t0jJ6UlATGGJRK5fB+GSAIgiAIgiCIMQKJW2IsQ+KWIEYRJG5HT54Vtz278vnH7uWNkYNK219UpcHJiWG8izNu1+YMWdwePnyYX/7EiRMO3y8Uij3T1dUFpVIJRVoa6oVCs+2R++afZTJM6m0hXhkczM+jrBcKoUhPh1KpRFdXl8nrs0XcqtVqft0PP/zQ4fuOQhlpUSqVYIzBzc0N3d3dRpdduXKFf/0sX74cHMfh2LFjOHv2LFpbWyGVSjFx4kR+md27dw94XUFBQUOqujWkq6sLHR0daG1thVarRUNDA7RaLVpbW9HR0WH2PYTy/HP37l2MGzfOpLTduXMn7ty5M+DJAJaK2/v374MxhgkTJuBPf/rT8H4hIAiCIAiCIIgxAIlbYixD4pYgRhEkbkdPnhW3rxfE8Y/dR5UbB5S2/3KwDCvmzwRjDFtiV+FJIzdkcXv58mV++S1btjh8v1Ao9kxHRwc4joNKJMIbCQmDSltDIntbZka4ufF/OxkfD5VIBI7j0NHRYfL6bBG3GzZs4KWUo/cbhTLS8ujRI8yfPx+MMRQXF/e7/JNPPkF4eDhOnz5tdhttbW28vJ06dSru3r1rdtn6+nq+be6dO3ccfv8pwxfDCQHm0ve4ytnZGQEBAQgLC7Na3AJAREQEVd0SBEEQBEEQhJ0gcUuMZUjcEsQogsTtyMiFCxegVquhUqnMJiYmBskCP3AhnrhaEA4uxJN/7N5MDcbVgnCjXNsswm935OBJIwf1Ov1cWs9Z0/CHl0ttEreGChDGGDIzMx2+7ygUe6a1tRXy0lLUCQS4lZ1tsbjV9P64PsnFBY+Li/GE43AzOxt1AgHkpaVobW2FTqdDY2MjNBoNn/T0dP71lJ6ebnTZ8ePHzd7Onp4eXkrl5+c7fL9RKCMtx48f519b58+fH/J2Nm/ezG/nlVdeMbvctWvX4NJbeb93716H33/K8KTvCQFSqdRIyPZNQUEB7ty5g//6r/8CAJw+fXpI4tbwPJ42bRr+9re/DdO3AYIgCIIgCIIYG5C4JcYyJG4JYhRB4nZkRK1Wo1KaB0VOitlEBfshaYU7yv3n4EqqD3K9Z/KP3XvrluBKqo9RLmUE4NpmEe7Vb8Kkcfofk98pSeKrcIcqbnU6HV+BFBMT4/B9R6HYM1qtFpUSCeoEAnwhlVosbr+QSjGxV9o0i8X83+oEAlRKJNBqtdDpdFjQW5lrSQQCgdnbefLkSX65d955x+H7jUIZadm4caP+hCVPT5u209zczL/WampqBlxWKNSfJBUWFubw+08ZnvQ9ISA5ORk+Pj4m37/PnTtndLw9VHH77//+7/wJAadOnbLztwCCIAiCIAiCGFuQuCXGMiRuCWIUQeJ2ZMTQBnlbggD7UsJNZp2fJ9KWzUHVClfcSnJH6qIX+Mfu+rqFuJXkzueXCW64kuqDqwXhEC3Vi6INgUuM2ifbIm7nzp1LP05TfpJpaGhAVW4u6gQC/KG01GJx+4TjkOHtDcYYYhctwhOOw+9LSlAnEKAqNxcNDQ3Q6ewnbjMzM8EYg7+/v8P3GYUyErNw4UL9Z9+GDTZt55VXXuFfkyqVasBlS0pKwBjD+PHjce/ePYfvA4r9YzghYLA8y1DFLQDExsaCMYb4+Hg7Hf0TBEEQBEEQxNiExC0xliFxSxCjCBK3IyPPzq81lX0p4VBH+eBQhDv+LhegMnAu/9g9KVmJv8sFfG4lueNKqg9U4Uv0s/kmjoduV4HdxK2rqysYYxCJRA7fdxSKPTPUitsnHIdLvW2PXZyc8Cgvz2TFrT1y9+5dTJs2DYwxHDx40OH7jEIZably5Qr/uVZfX2/TtvLy8vhtHTt2bMBlDx8+zC974sQJh+8Hiv1jOCFgoCxfvrzf8bYt4nbnzp1gjGHChAn45ptv7PQNgCAIgiAIgiDGHiRuibEMiVuCGEWQuB0ZGYq43Rv6Y+Xeb/MDTIpb92mTwBhDgq8nWvLjjJIVsgyJ4SGYNWsWv52DBw/i4MGDOHr0qNnb2t3dDWdnZzDGkJiY6PB9R6HYM0OdcWvIBi8vMMaw2dfX5Ixbe0ShUIAxhqVLl6K7u9vh+4xCGWnRarX859qpU6eGvJ1PP/0UU6ZMAWMMM2fOxP379wdc/vLly/z1btmyxeH7gWLf9D0hYNGiRWbFbWBgYL/jbVvE7cWLF3/ssHL9up2+ARAEQRAEQRDE2IPELTGWIXFLEKMIErcjI0MRt83RHvxj93mWr0lxO2/KBIvbsvbNggULzN7WW7du8csVFRU5fN9RKPZMR0cHOI6DSiTCGwkJVovbu7m5GOfkhAnOzmiMioJKJALHcejo6LDL7bt37x5mzJgBxhiam5sdvr8olJGSjo4OHD58GB0dHVCpVPzn1FBfez09PVizZo1Vlbv379/nl8/MzHT4PqHYN31PCBgoRUVF/Y63bRG3f/zjH/l1Gxsb7fQNgCAIgiAIgiDGHiRuibEMiVuCGEWQuB0ZGYq4vZ62nH/s2uKXPDdx29bWxi+3f/9+h+87CsWe6erqglKphCItDfVCIf6pqMhqeXssNhbVwcHIX7ECivR0KJVKdHV12eX2vf/+++A4zub2rxTKTyVdXV149dVXwXEciopk4DgO8fHxRhWKQ9luVVUVv43Q0FCLq9snTpwIxhhiYmIcvm8oQ0tXVxc6OjrQ2toKrVaLhoYGaLVa5OTkDHr8NH78ePzqV7/qd7xti7j99ttv+XXlcrmdvgEQBEEQBEEQxNiDxC0xliFxSxCjCBK3IyNDEbd/KVuFSS5OYIyhJnieSXF7tWDg7Q1lxq1areaX//DDDx2+7ygUe6elpQVymQyqiAg0i8X4urzcKnH7dXk5msViqCIiIJfJ0NLS4vD7RKH8FHPt2jXs2LEDZWXlSEwsgECQhaSkAqxY4ct/Tg3lpImXX34ZTk76z1d3d3d8+umnFq87d65+/nxYWJjD9w/Fujx48AAtLS1QKpXgOA7y0lJUSiSoys1FpUSCVUFBg4rbw4cPmzzetkXcAsDkyZPBGENaWpqNR/4EQRAEQRAEMXYhcUuMZUjcEsQogsTt88+FCxegVquhUqn4xMTEICrYD+v8PLEvJdxk1vl5Im3ZHBR7T0PVCldUrXDFwskuYIxh4WQX7AmZh0MR7jgU4Y6qFa4o958DLsT89rYlCIYkbjds2ADGGNzc3By+LymU4ciDBw9QW1uLSokEdQIB2hITLZa3X5eXoy0xEXUCASolEtTW1uLBgwcOv08Uyk8pPT09OHPmDCorK7F5swwiUS5CQ3ORlKRGaGguFixYxn+unTx5Ej09PRZvu7m5GePGjQNjDLNnz0ZnZ6dVt83V1RWMMYhEIofvJ4rl6ezsRG1tLeQyGRRpaVCJRKgTCIzi19umnjEGJxPSdu3atfj+++9NHm/bKm4XLlwIxhji4+NtPPInCIIgCIIgiLELiVtiLEPiliBGESRu7RtTUvbZxMbGIlK4ClHBfnx83edhxVxXBMyeglivOUaJXzoXpSGeiF86F3Ee05HiOY2P3wx9S0ZnJ4YU79lQR/lAHeWDtGVzkLTCHckCPyhyUsymUpoHDw8Pi8VtT08P5s+fD8YY8vPzHb6/KZThSmdnJyoqKlCdmYk6gQDNYjG+HKRt8pdFRWgWi1EnEKA6MxMVFRVWSx8KhTJwPv/8cxw8eBAcxyE9XQqhMBtRUaXYvPl1cFw7Nm9+HZ6eIfznWl5eHg4dOoTPP/980G23trbyrY5dXV1x7tw5q25bd3c3nJ2dwRhDYmKiw/cVxbKcO3cOFRUVqJRIoIqIQL1QiDcSEnArOxtfSKX4Q2kpTnh6IqiPpA1lDDP6/HvmzJn405/+ZPZ421ZxO3PmTDDGsH79/8/em4dFdab53w+bbLIouKKgIMgiKFWshSzKpuyr7HudogCRYilXFIkoqDExJhI0atS4KwbjvmtURGWydvdk7e6ZjjPzu9737es3mcxMT2eS7/tHWQdKqopiMYjcn+v6Xp2mnrM9p+rUsT7nfp4lQ7jrJwiCIAiCIIixDYlbYixD4pYgRhEkboc3crkc0rxMrbJ0qcAN0XPtEDN7IhLm2CJhjq0ePz0AACAASURBVC0ip5shYso4RE02RPJMU5XEzDBH/CwrVHlNRvwsK8Q4WPKJmDEe+s/On8e0iSrVuUFebggJCdEqkeVyOdzd3XUWt3v27OHbHj58eMT7m0J5kVH3Y/6e8HDcfPZj/reFhfgyLw83U1OxJzwcdUIhZAEBkGZkoLS0FCdOnBjxY6BQXqWcP38eMpkMRUViLF6c+WxoZDlKSg6D447yCQoq5L+rfH2jUVQkhkwmw/nz5zWu++DBgzAzMwNjDGZmZjh48OCA9+/WrVv8dvPz80e8vyj9p6OjAxKJROUhnefnNv9TQQEaGMOiXqI2ijGEMIYQFxckJyfj5s2bWu+3hyJuf/nlF/6BgMzMzCHc9RMEQRAEQRDE2IbELTGWIXFLEKMIErfDG+VctbURAo1DFHPe9hC726JsriU/tPEaD0usnmuKtS7G2Drfgk+9+3is9ZrIz2urLl42innPnCZZ9Zm/ViaT9bvPAoFAZ3GbnJwMxhjc3d1HvK8plN8iKsNnJiaqHT6zRiCATCRCRWIiJMXFqK6upkpbCmUY8/jxY7S1tUEikSAzsxD+/mnw9c1Eevp2FWGrTEJCA/+95uQkgr9/GrKyCiGRSNDW1obHjx+rrP/48eP8EMfGxsZoa2sb1H4ePHiQ3+7GjRtHvN8o2vPgwQOVYfEPRUerHRb/dmgoGhhDbC9xK2EMWYyhaPZsNKxYgTfeeAN/+9vfNN5vD0Xc/vWvf+WXXbly5RDv/AmCIAiCIAhi7ELilhjLkLgliFEEidvhjVLcboj15yXq87mc7Y+Lcc64Fd0jY79NtMM3Sybij5EW+Fv6VD5b51v0K27LPCYp5lvTY3i0KnPA4lbX3L17FxYWFmCMYfPmzSPe1xTKb5XOzk60traisrISHMdBUlQEaUYGytLTIc3IgKSoCBzHobKyEq2trTSnLYUyjHn8+DEaGxshFnOIjc2BQJCC0FAJCgreUyttOe4oiosPwcDASDEahUcUQkMlEAhSEBubA7GYQ2NjIy9v29vbYWNjA8YYDA0NsXPnzkHvq1wu5++pzpw5M+J9R9Ge1tZWSIqLIQsIwM7QUI1zmX+dlYUt48ahuJe4TWMMfy4sxPsJCWiIikLDunW4ceOGxvvtoYjbrq4uftlDhw4N8c6fIAiCIAiCIMYuJG6JsQyJW4IYRZC4Hd6MhLjdEmAHZxtzMMaQ6+/6wsRtRUUFGGNwdHTsU61EoYyFdHV1ob29HW1tbWhubkZTUxOam5vR1taG9vZ2dHV1jfg+UiivWq5fvw6O4xARkQWhMBVxcfUQiz/QKG2VmTbNDYwxTJ3qCrH4A8TF1UMoTEVERBY4jsP169dx4cIFft52AwMDtLS0DGlfY2Jinm1z6oj3G0V7urq6UFlZiYqEBNQJhX2GR34+32RnY6eNDQyf3TNnOTgADQ3468qVeC0sDA0lJdi6dSt+/vlntffbQxG3b7/9Nr/sV199NfSbf4IgCIIgCIIYo5C4JcYyJG4JYhRB4nZ4M1LitsTbAfp6ehhnoI8na7KGXdzeu3cP1tbWYIwNqRppLOXhw4eYOXMmGGNDlgHqcujQITDGYGlpiZs3b4748VIoFMqLSFdXFyoqKhAbmwNf3wyUlPQvbTnuKAICcp8JWSMUFOxDSckH8PXNQGxsDioqKnD16lXY29urzEl74sQJrbl06ZLG/Xzy5AkvgbOyska83yja097eDo7jIBOJsDciQqu0VWbXxIlwePZ+CZw+HWhoABoacDo9HQ1Ll6KhoQFff/212vvtoYjbvLw8MMZgb28/9Bt/giAIgiAIghjDkLglxjIkbgliFEHidngzUuJWHuSMpPmOqAkXoKMsYdjF7alTp8BxHOrq6ka8j0dLVqxY8Wx+RSc8efKkz+sffvghmpqakJWVBS8vLxgbG/OfxYaGBp22ERgYCMYYMjIyRvx4KRQK5UVl27ZtyM0thkCQgmXLdugkbvPy2vjhkkNDpVi2bAcEghTk5hZj27ZtaGtr46+5uiYuLk7jPu7Zs4dvd/jw4RHvM4r2tLW1QVJUhBqBALdSU/uVtl+kpKCBMUQ9O8cmhob4cfVqoKEBX5aVoSE0FA1r1+L27dsAgNOnT+P999/nU1JSwr8/SkpKVF67fPmyxvv0X3/9FTNmzABjDFVVVb/Rvw4IgiAIgiAI4tWExC0xliFxSxCjCBK3w5uRFLe9t/kihkqm6J67d+/CysoKjDFs2bKlz+u9f+BXF13F7f79+8EYg5GRES5cuDDix02hUCgvIqdPnwbHcQgMTEdUVI1O4pbjjsLJSfFwy4wZXoiKqkFgYDo4jsOZM2eGXdwmJyeDMQZ3d/cR7y9K/2luboY0IwM1AgG+zMvrV9yemTcPDYxBzhjG6esr5ptNSgIaGvD/yuUKcbtiBU6ePAkAcHBw0Pl9FRoaqvE+/c6dO3y7J0+e/Eb/OiAIgiAIgiCIVxMSt8RYhsQtQYwiSNwOb0jcUrq7u1FZWcnPc6huPuDewkBfXx+Ojo7w8PAYsLjt7u6Gp6cnVd1SKJRXOl1dXSgrK0NMTA78/DJ1muOW444iMbERjDHo6elj/vx4xMTkoLy8fNjno7579y4sLCzAGMPmzZtHvL8o/aepqQll6emoEQjwXVGRVmn7l5ISNBsbo4ExbDIwwDI3xfzJ0U5OQEMDflqzRiFuKypw9OhRAMMnbiUSCRhj8PX1/Y3+ZUAQBEEQBEEQry4kbomxDIlbghhFkLgd3pC4pTx69Iif57CgoEBtm7Nnz6Kqqgp79uzBxx9/jO7ubjQ0NAxK3NbV1YExBnNzc9y5c2fEj59CoVBeRJqbm5GTUwSBIAUZGW/qXHU7a5YvGGOwtZ2NnJyiFzLneEVFBRhjcHR0VPuwDuXly0Aqbh9ERqKBMT5nlixRzJ+sp4c/V1WprbgdDn788UdYW1uDMYbjx48P23oJgiAIgiAIYqxC4pYYy5C4JYhRBInb4Q2JW8quXbv4z9SJEyd0Xm6w4vbatWswMDAAYwz19fUjfvwUCoXyInLixAmkp6fDxSUQCxcW6yxu09O3Q09PH3p6+sjKyhrQdVmX3Lt3j5drO3fuHPF+ougWbXPc/lNREQ7Y26vI2t5528YGKc+qbkuFQrVz3A4HW7Zs4Yff/uWXX4ZtvQRBEARBEAQxViFxS4xlSNwSxCiCxO3wZqji9rsIc/wx0oLPWhdjSBxNUTbXErei7dSmbK4lEubYItLNHhti/bEh1h+1EQIStyOU+Ph4MMZgb28/oOUGK267u7shFArBGIOfn9+IHz+FQhnZPHz4EDNnzgRj7IVUlx46dAiMMVhaWuLmzZu/yTF1dXVh+/btEAqFmD3bE3Z28xAVVYuSkkP9ilux+AgcHQMxZ848JCUlobOzc1j37dSpU+A4DnV1dSN+7im6p729HRzHQSYSYW9EhIq4/Yf4eI3StoExvO/ggK8qKmCor49xBgZoi41Fw9KlaGhowNdffz0s9+c//fQTbG1t+ftzgiAIgiAIgiCGDolbYixD4pYgRhEkboc3gxW33yXNwNcxk/DNkokqWT3XFCVzLCB2t8XFOGe1EbvbInquHYK83FCRFstHmpcJuVw+4n0y1jJ9+nQwxhATEzOg5YYibgsLC8EYg5GREe7duzfifUChUPrmtxKqxsbGYIzByckJT5480WnZx48f8/NlK6OtfWBg4G82t/a1a9ewatUqlJSI4ekZhkmT/DFhwnx4eEQjKKgQubmtWsVtVtZbEAhSkJVVhKamphF/H1BejnR1daGyshIVCQmoEwrxh/x8lTlttYnbO2FhQEMDDiclYaVIBLG3NxpKSrB161b8/PPPw3J//vvf/x4NDQ146623hmV9BEEQBEEQBEGQuCXGNiRuCWIUQeJ2eDNYcft/8tzwXdIMfJtop5I1HpYQu9mC87bH5Wx/teG87bFU4IaQkBDIZDI+crkcp06dGvE+GUu5ePEi/3kaaPXVUMTt9u3b+WV379494v1AoYy2nDx5EnK5XOUaOtQ8fw1esWKFzkL14MGDSEtLw6xZs2Bubg5TU1PY2dkhKCgIMpkM169fV7ucn58ffy3YsmWLzscvl8tVpG1/4nb//v38wyIXLlx4IefkyZMnOHToEKRSKXJziyESpcPdPRZOTkmwtPSDre1CeHomQShMQ1LSJojFR9SK2yVLVsLfPw0cx+HYsWMj/l6jvDxpbW2FpLgYsoAA7AwNxQ9iMS9vv8/L6yNs6xnDxGefj9Pp6fh1wwYcSkpCQ1QUGtatw40bN4Z8Tz5u3DgYGRkNW+UuQRAEQRAEQRA9kLglxjIkbgliFEHidngzWHE7kPlrnw/NZ/vypLm5mf887du3b0DLDkXcXrhwgV92+fLlI94PFMpoi1wuh1SSiQpJ7LBFKukZ9eDu3buwsrLqV6h2dnYiKSkJenp6fURq77z++utql09LS+PbfPTRRzod+6VLl2Bubg49PT1+rtb+xG13dzdfofsiqm7v37+PzZs3g+M4JCbmQShMRVBQEbKy3oZQWItZs8SwtAyGhYUPbG29MH26OxwdAyAUpsDXd5lKBIIUREdnQyqV4sGDByP+XqO8POns7ER1dTWkGRmoEQhwMCoKP4jF+EtJCXZaW/cRtxHPPhvOVlb4Zf16nM/KUsxtu2IF6uvrsXv3bojFYvj6+sLe3h6mpqYwMTHBjBkzEB8fj8OHD+Pvf/+71vvy0tJSMMYQHx//G/1LgCAIgiAIgiDGDiRuibEMiVuCGEWQuB3ekLgdG+nq6kJ7ezva2trQ3NyMpqYmNDc3q0iT9vb2Aa1zKOL2wYMH/LLJyckj3j+Unmir5KSq+JcnMpkMFZJY1JYJsKHWf8ipLROgQtJzXa6srARjDFOnTsXjx4/V7sPDhw8hEon4z7Kvry/Wr1+P/fv348iRI3jzzTdRVFQEe3t7teL20aNHmDJlCr+8rkI1LCwMjDEkJCRAIBDoLG7r6urAGIO5uTnu3LkzbOfi/PnzkMlkKCoSY/HizGfiVY6SksPguKMIC9sIL69qODsvx/TpCZg40Q/TpvnA2dkLHh5CREQkIyEhTyV5ecXYtGnTiL/PNOVFD6N98eJFGBkZwdDQcMDfTa96Ojo6UFpaivLkZNQIBNgZGop/SE/Hxuek7WrGYPrss5Ezfryi0jY0FA0SCRobG1FeXq71YQtlPD098cc//lHjffmf//xnGBkZgTGGR48e/Yb/IiAIgiAIgiCIVx8St8RYhsQtQYwiSNwOb0jcvtrp7OxEa2srKisrwXEcJEVFkGZkoCw9HdKMDCzoNUfk1q1b0dnZqfO6hyJuu7u7+XktQ0JCRryfXuUMVMTK5XJIC0pQkVXcJ9KCEpqH+iWJUtxuqPXH08+5IWdDrT8vbnsL1YKCAo37IBaLwRiDnp4eVq9erXV/u7q6+vxt165dKoJIF6G6bds2MMZgbW2NGzduDEjcXrt2DQYGBmCMob6+fsjn4PHjx2hra4NEIkFmZiH8/dPg65uJ9PTtKkMf5+buQ2hoA0SidRCJ1mHBglLY2y/CrFkLIRQGISgoCJmZimrnlStXYuXKlWhoaMC1a9dG/H2mKdqG0T5//jzWrVuHpKQkuLu7Y+rUqTA2NoaxsTGmTJmC4OBgNDY2qn1P9E5KSgoYYwgODh7x433Zcvz4cZSWlkKakQFZQADqhEK8Nm8eqoyMIGcMaxhDyLPPhRljCGVMMTzyihVobGzEF198gfXr12P+/PmoqKjAe++9hwsXLuDJkye4desW3nvvPZWHMhwdHfHTTz9pvDfPzMykqluCIAiCIAiCeAGQuCXGMiRuCWIUQeJ2eEPi9tVNR0cHqqurISkuRkVCAmQiEWoEApV42trynydxYSGqq6vR0dGh0/qHKm4nTZoExhj8/PxGvK9e5QxUxMpkMlRkFaM2vhAb0sv41MYXoiKrmD63L0lepLjtLVRPnDihdvsdHR0wNDQEYwzp6emDOob4+HgwxmBnZ6eTUL1z5w5/3VBecwYibru7uyEUCofluvP48WM0NjZCLOYQG5sDgSAFoaESFBS8p3be2udTUPAeQkMlEAhSEBubA7GYQ2Njo8bq5pcp/Q2jXVxcrFMl55w5c3Du3DmN2zl//jz/Hjt48OCIH/fLFpXv+MRE/ju+wsMDIYzB+Fk/T2UMi5yd0bBuHd544w18//33AICff/6533vuqqoq/ny99dZbGtt99NFHYIxBX1+fXz9BEARBEARBEEOHxC0xliFxSxCjCBK3wxsSt69m1FXj7I2IwK3UVHyZl4fviorwZV4eUpyc+M9Tua8vpBkZKC0txfHjx/vdxlDFraWlJRhjEIlEI95fr3IGKmKV7Tekl+Hp3tt8NqSXkbh9ifIixa1SqNrb22vcfkFBAS9qLl261O/+dnR0oKmpSeXBkOnTp4MxhpiYGJ2EqnJod4FAwP9toOK2sLAQjDEYGRnh3r17g+7/69evg+M4RERkQShMRVxcPcTiD3SStsqIxR8gLq4eQmEqIiKywHEcrl+/PuLvrf7S3zDaYrEYLi4uSE9PR319PXbu3InDhw+jra0N9fX18PLy4s+ZnZ2d1vMQFRVFVbdaom5UjeSwMFg8J8nj4uJw48YN/O1vfxvQPfe//uu/8utIS0vT2O7vf/87bGxs+IcvCIIgCIIgCIIYHkjcEmMZErcEMYogcTu8GYi4vRoxFbei7bSmbK4lEubYItLNHhti/dWmNkJA4vYFpqOjAxKJRGX+uz/k5+Mpx/WJ/JksYYxhg78/agQClCcno7S0tN/K26GI28ePH0NfXx+MMURFRY14n73KGaiIJXE7OvIixW1voapp+3Z2dmCMwd3dnf/bkydPcOXKFXR0dKjIuDt37qC8vBxcSRHKy8tx584dXLx4kb9+1NXV9StUDxw4AD09PRgaGqoM7z1Qcbt9+3a+/e7duwfd/11dXaioqEBsbA58fTNQUjIwaatMSckH8PXNQGxsDioqKvodPniko8sw2rocQ1ZWlsr519TujTfe4B8Q0HU0iLGY3vPYb968WWXuaMYYLl++PKh77p9++klF/mpD+RmeM2fOoLZFEARBEARBEERfSNwSYxkStwQxiiBxO7xRituiQHekes9BRahXH9EqEcxCybwpELvb9pscl4mInmuHIC83VKTFaow0L5PmynwBefDgAaqrqyHNyECNQIBD0dH4QSxWK22fchxaFi7kP09Xk5NxMCoKNQIBpBkZqK6u1jrn7VDE7a1bt/hl8/PzR7zfXuWQuH0186LEbUlJSb9C7fr163yb+Ph4PHz4EBKJhK+4U4o2Ly8vbNu2DS0tLeBKiiBJDAVXUoSWlhY0Nzfzbfft26dVqHZ1dcHR0RGMMRQVFam8NlBxe+HCBb798uXLh3QOtm3bhtzcYggEKVi2bMegxO2yZTsgEKQgN7cY27ZtG/H3VX/RZRhtXXLlyhV+PeHh4RrbdXV18cMyl5SUjPjxj5YoH75Q5unTp4O65963b5/K9UAbbW1tfNtvvvlmUNsjCIIgCIIgCEIVErfEWIbELUGMIkjcDm/kcjnSYqPh6+4MkbsbfN2dkRERrCJZC6JDESv0wFKBm04J81mAsLAwyGQyjZHL5SpVU5ThSWtrKyTFxZAFBGBnaKhWafuU49CRkMB/nt5dvBg/iMXYGRoKWUAAJMXFaG1t1bitoYjbgwcP8stu3LhxxPvtVQ6J21czgxW3P3wm1ipuY2JiVISqum3v2bOHb5Oeng5PT0+tc5m6ublBkr4UpXGBkKQvBcdxKvOgtre3axWqUqmUH1b3/v37Kq8NVNw+ePCAb5+cnDykc3D69GlwHIfAwHRERdUMStxGRdUgMDAdHMfhzJkzI/6+6i+6DKOtS+7du8efh/6GQVZuc+bMmSN+/KMhvauZGWOwtrbGr7/+qvN99l//+ld88sknqK6uhpGRERhjGDduXL9z137yySf8Nt97772h3u4TBEEQBEEQBAESt8TYhsQtQYwiSNwOb7Zt2waRSIRIvxBk+y5BpF8IAgICkJOTo1W8kpR9+dLV1YXKykpUJCSgTijUODxy7/ypuBgmBgZgjEHq5YWnHIff5+ejTihERWIiKisrNQ57ORRxK5fL+WVHg6wYzVEnYn/XchaShclY6heGkJAQlc+vRCLRKm4lEgl97l+CDEbcPjgXiU1VBjj4+iyN4jYkJERFqKrbdu/qWGNjYzDG4OHhgba2Nty/fx+3b99GU1MTJk2axLcTecxCU3EMSuMCwRXkwN/fn3/t+vXrGoXq2bNn+W3s3LlTZT86Ojowa9asAYnb7u5ufn0hISFDOgddXV0oKytDTEwO/PwyBzXHrZ9fJmJiclBeXv7SD5Pc3d2t0zDauqS+vp4/b3l5eVrbrlmzhm979uzZEe+DlzmnTp3q8+BEUFBQv/fWyjmr1cXMzAzt7e39ruPnn3/mRa9UKh2OW36CIAiCIAiCGPOQuCXGMiRuCWIUQeJ2+HLs2DFIJBKUZhbC2sxCMYeZIBTlOSWQSCQ4duzYsGzn4sWLMDIygqGhoUYRQBl62tvbwXEcZCIR9kZE9CttlQmcNg2MMQRMncr/bU94OGQiETiO03jOhiJulVV9U6dOHfF+e5nz8OFDzJw5E4wxtLS0aGx38uRJyOVytUJVnYi9tuIdpHiGwsFWIWH09fQxc9p0zLKbiVl2M+E0zR6hbj64vfF9fpmmzBWoSilERVaxSqTLCmA13hKMMSQkJIx4n2lKeno6GGOIjY0d8X0ZjvQnbn93Jw3Xjolw+QN/PlvlpmioYGioYDi710vlNS7bHksj3Pj3G2Osj6RXyvnXXntNRew4OTn1qYTt7u7Gli1bYGhoCMYYTMcZ4f6uFVifFwVJ8iK4urryy3d1daGjo4OXPr2Fqo+PDxhjWLx4scq6lfPmTps6dcDiVimU/fz8hnwempubkZNTBIEgBRkZbw5I3GZkvAmBIAU5OUVaP98vS3rPS5yYmDjg7/Nbt27hyJEjyM7O5t8XRkZG/c5de+TIEX679fX1I94PL3OWL1/eR7xyHNfvvbUmcZuZmYl//ud/1vkeXTm3blRU1FBu9QmCIAiCIAiCeAaJW2IsQ+KWIEYRJG6HJ0ppW55TgmA3IRhjmDt9Ng4t34KauAKU55QgIyMDBQUFkEqlSEpKgru7O6ZOnQpjY2MYGxtjypQpCA4ORmNjY7+VQikpKToNiUgZfNra2iApKkKNQIBbqak6i9uGgAAwxmBiYICvCwrwlONwMzUVNQIBJEVFaGtrQ3d3N1paWtDQ0MAnMTFR5Uf83q/t2rVL434+efKE/3E3KytrxPvtZc6KFSt4MfbkyZM+r3/44YdoamqCUCjElEmTYfisepoxhsX+wbxcrUopRFPmCl7CXl6+CwsdvCCY4gwrY3OFRDebgMBpbgic5gavSbMxf9ocrE3k+GVub3wfTZkrsCG9TCURXor3z0SrCaiqqtK4j1lZWfDy8uKrHQcj/A8cOID4+HjY29vD1NQURkZGsLGxQUBAANatW4eHDx9qXPbChQswMjKCnp4ePvjggxE/t4ONUtKHhIQgKMANkaH22FDr3yeSnFkoyZgCcYYtxBm2KEybgMTFjE92gjn/mjRnElKXWCM6zA5TJlvz56dMvBQVklg+UolibvKWlhYVubN9+/Y++6kUq65ODny7N8uTcHWbFNJ4Eea5OPF/v3TpEsrLy2FmZgbGGAQCAbq7u7F+/XowxmBubo5Lly6prF85b+40G6sBi1tLS8WDBiKRaMjn48SJE+A4DgEBaYiOrhuQuI2OrkNAQBo4jhvSfLG/VZqamvi+jl2SAI7jsHPnTq3f/3FxcRorOU1MTHSa17erq4sXvampqSPeD7pG1wdvBpvNmzfzVe9SqRQymQzTnj2I1Ttbtmzp9976hx9+wJdffokvv/wSDx48wLvvvssPQ75w4UKd56x1c3MDYwxeXl5Dvd0nCIIgCIIgCAIkbomxDYlbghhFkLgdenpL2+VLsjHeRPFjeSu3Hj/suYXDlc2QhqdjkUCEqVOmavzRtXfmzJmDc+fOadzm+fPn+R9eDx48OOJ98CqmubkZ0owM1AgE+DIvT2dx+2VeHoyfCb+doaH832oEAkgzMtDc3Izu7m61PwhrilK8qEvv+TEPHz484v32subu3buwsrLif3jX1o/qkuC7iJerTZkrVKpnLy/fhdR5YYi0F2CJvZCvus1xWYR813AscRDCz84VkoXJKsMlP5+vd13EBHOFBIsShfWZ/7a/fdRV3D558gQZGRn9vu8cHR1x4cIFjetJTk4eNmE3UpHL5ZBKMrE0wg3RYXZIiLSFXOrcJ+IMW5SkW0C8zASSTFMUpRoiN57xKUjWhyTTFJJMUxSnm2OhjwkSIm0x024835+rKn14EVxbJkCFJBYymQxvv/0230ZPTw93797ts58tLS0oyMuBy8zJfNuCKF98urcOby1Pho+rfc92Vq0CV1IEYyPFd4SLiwu6u7thb2/PP/CzefNmPrW1tVi8eDEW+8+H9XhTfj21tbXYvHkz3njjDY399/jxY+jr6/NVgUM9H52dnZBKpVi6NBv+/tkQi4/oOEzyEfj7Z2Pp0mxIpVJ0dnaO+HtLXdrb27F9+3YcOHAAixYt4vs6WpiDnHgpxCUcVq1ahWvXrqldXpO4jYqK0vpZfT42NjZgjCEgIGDE+0TXaHvwpqurC7t27eIfaLGysoKBgQHGjx+PuXPnIi8vr99KZLlcjhnTZ4AxBs+5nijLLYP7DHeYjzPv09+D4X//939RWloKxhgmTJiAzz77rN9lRCIRf8wEQRAEQRAEQQwdErfEWIbELUGMIkjcDi29pW1NXAEyREvAGIPdxCn4S9tNPN17G59vOYMNS8XIWhAJRxs7mJqYwtHRka+uOXz4MNra2lBfXw8vu3OYzwAAIABJREFULy/+fNjZ2eHevXsatx0VFcX/CD/S/fAqpqmpCWXp6agRCPBdUZHO4vYpxyHJSVH9FjZjBp5yHL4tLESNQICy9HQ0NTWhu3v4xK1Snrm7u7+QfnjRVU7Dlf6G7q2srARjiuGkHz9+3Of1trY2FXk20coa0yf2SLI3CldpFK6Xl++C2DcORe6R2OiXA+GkOWCMQewejdf8chHr4AvhFGcU+sVqFbfrUiRgjMHKbDzKM4v6iNve+6ivrw9HR0d4eHhoFbfqhn1WygDGGExNTcFxHN555x0cOHAADQ0NcHLqqd50cnLSWAF45swZvt1orbpVDpGcm2wHcYYtynIssUVu1ydrpJZYLTHF2jJjbJVbYH25HtZJGZ/6MoatcgvUV4zH2rKJiAmzhFzqjLCgGXwfPbqc2WcOXJlMpjKPpqWlZZ99PHfuHDiOQ0TgAixw7Hn4x9/NAZ/urcPDd6qweMGcHgkYHQ0ubQn0ep3Dc+fODeia0zvTpk3T2H+3bt3i2+Xn5w/LOVFUlCuGS87KeksncZuV9daz9kX8NfZlSldXF958802IxWIkxCZBKBRitkPP52xF4nZkhlYhI6IcxfkSSKVSHD58uI+gvHTpEk6cOIETJ05g//79WL16NT9M9oIFC3Ses3b27NlgjMHZ2XnE+0aXaHvw5vr16/xr2mJkZITa2lqt14LkaMX3qYG+AZYnLUdlYiXsbexV1qOvr49ffvllUPfc//M//8N/nwYGBvbb3tvbG4wxuLq6Dmp7BEEQBEEQBEGoQuKWGMuQuCWIUQSJ28HneWl7sGIzpk9QiJ6KJVl4uvc2vmhux0elO3C+aBteCy1C/vwoRLn6w9fTG6mpqWrnvc3KyuLPSV1dncbtv/HGG/yPiP1VklAGnsFW3D7lOJx/NuyxgZ4eHmVmqq24HY7cvXsXFhaK+ZQ3b978QvpB1+GFhzJ079WrV1FfX4/o6GjMnj0bpqamMDQ0hI2NDQIDA7F27Vq1c372jrahex89esQPJ11QUKB2+bNnz6Kqqgp79uxBeXk5KrKKkeDbUxGni7gtcI1Ag282tgQo5je0MDJFg2824hx8IZg8B5le4RrX8c9tN/jrh2iuNyqyivuI2977+PHHH6O7u/+5keVyOaQFJT1z6GYUwthoHH/tUCfburq6MG/ePH692oS9UhrFxcUN6H2lbR7hwUY5Z+xA9kMpbrlse1w84IxbR+3w4+8EffLtTTt8c20i/njLAj99bos/3WB98tPnttgqt1ARt7ERs/h+vHoyRa247T10rbm5eZ/37sqVK5GRkgCh8wzELOiZM9fDYQoubBHj07112FgQzf/d3dkJBVG+/P/3mueOlStXvhBxe/DgQb7dxo0bh+Wac+zYMXAcB3//NCxZsrKPpC0uPgRLS8XnOTx8BTjuKJYsWQl/f8UwyUOdT/7QoUO8RL958+aQH165du0aVq1ahcKCIgQJIuBm7wtvxzBMsZyl0s9mxhbIXSxHekg58tNKwXEctmzZ0u+179GjR/z0CZaWljodv/IhsRkzZgzLOXvR0fbgTe+5gl1cXMBxHN566y0cOXIEbW1tyMvLU/leWrt2rcZrQVluGexs7RQPIkTn4/tj3yPEK0TlPHl7ew/pvpvjOH5dP/zwg9a2Dg6KodEDAgKGtE2CIAiCIAiCIBSQuCXGMiRuCWIUQeJ2cHle2h6ubMYHlT3zFN7YsJ+XtheKt+NK9lZ8WrYPp7NfQ6lvglZ5e+XKFX494eHhGvehq6uLrzIpKSkZ8T551TLYOW6ViZml+FE+19VV7Ry3w5GKigowphjSVl0V6VAz1OGFdRG369atg0GvuWQ1xd7eHsePH9e6Lk1D9+7atYtfjy5zX8pkskGJ23zXcMi9U3E/eRsM9BTDx8bY+yDCbj48bWYhw7NH3N7aeEBljtvs4NieysXQRLXiVl36E7fKY6mNL8SG9DKURi7j2zvOcNC4jR07dvDtcnJytPYVY4r5NdUN8aspyiGKe8/5OthkpoUgWOSBwIAFCAsLG5DsVc5t6+9trVJxu33tDDw+56ZW3P4/Xea8rP3LHQP+v/+/xxZ9xG1Rpjvfj+9uW6xW3HZ3d/PzXzLGcOPGDb6f9u/fj5KSYgTNd0a41yxEe/RU3Pq52GF1Vji622rwaLcMBvp6YIzBboIZor16Kn3DhG7gODH279+vcg6U8+ZKslMgjRfh6jYphC49y0myU1BeXo47d+5oPY/K9mfOnBmW6879+/dRWlqK6OhsCAQp8PVdppIZMxTS0dTUCj4+6fD1XQaBIAXR0Yphkk+ePDnkh0kCAwPBGENGRsaQHl4Ri8WQSqVYlpKFBc4izLMPRIhTJgKmpcLRuuecu0xXDLEeLczG6ow2pAVXIHtpGcTFHGQyGc6fP691fx8+fMg/nOLl5dXv8c2dOxeMMcyaNWtYztmLTH8P3ly6dAn+/v54//331S5/8uRJ5OTk8A9HjBs3DuXl5X0e9lCK20ifSDDGMN50PD7b9xmW+C1R+S4qKysb0n332rVr+XV1dnZqbaucP3rZsmVD2iZBEARBEARBEApI3BJjGRK3BDGKIHE78KiTtj/sucUPkzx78ow+0vaz8v34941X8O8br/Qrb+/du8efk/6GQY6PjwdjDDNnzhzxfhktefjwIfbv34/XX38dN2/e1Niuvb0dHMdBJhJhb0TEgMXt3fR0GOrpYZy+PlqCgiATicBxHNrb24flOO7duwdra2swxrBz584X0lcDGV5Y16F7n49UKgVjimEsFy1ahDVr1mDv3r04cuQIWlpaEBAQwK9vwoQJWq9TmobuVX5O7O3tdTpupeyMXhDEr0/bHLfXVryDZM9QhNl5IX/uYpyJXgPPiQpxP91sIkKmzcMcq+kq4rYpcwWqUgr5SljX2c5gjMHKwlJRGVtQArlc3u++6ipuN6SX4ene27i0tuecLXCdp1Hcnjx5km+3bNkyjds/f/483+61117T+b2lrHStLRPw874ONksWO2CRaBKiw+ywNMJtQNJXObdt5EIzlKRbQJJpirVlE7GmbBK2r53Bi9uvr0/D49P6+LyD4c83e6ps//OLSfx//+t94z7idp3MFybGigcTpAVeGsVtXV0d34/19fXo7u4RqwmRoRC6zEBR8BzMn2nNt4t2n4wE4Sy8V5OOe29VYsoERfW95Tg9+E3vkYeZi7zVStiWlhZwJUWQJCzEruXJ+HRvnaq4TVgIrqRIa5VpTEwMf40YzmvPa6+9hry8YiQk5KkkJiYT48Ypjk0oDFZ5LS+vGMXFxUN+mKS7WyHMGWMwNDTk5dlgHl4JCQlBVEgc3B18IZwdgaWuUiR7yLFu0UcInpnNt0ucr7jWGhoYobXyFt4svYjsRTVYtqgcRTkSSCQStLW1aX1AR/ngCmMMly5d0np8yuprT0/PYT1vLyIDffDm+cjlcpQWlmK+2/yez05INMpyy1BaWMpfZ5Xitiq1Cgb6is9sM9eM/Kh8lXN6+PDhId13FxQU8Ov64osvNLb7t3/7N75dY2PjkLZJEARBEARBEIQCErfEWIbELUGMIkjcDixKaZufuAyFQfF4t6geP+y5had7b2OmjaISKs47VK20/bHxKn5svNqvvK2vr+fPSV5entb9WbNmDd9W17ntxmoePnyIffv2obKyEpyYg7iYw/bt2zW27+rqQmVlJSoSElAnFOIP+fkDlrdvhYWh3MsLWXPnoiIxEZWVlRrnCx1oTp06BY7jtA6nPZQMdHhhXYfufT7V1dUoKCjA9evXNbbJycnh1xkfH691feqG7p0+fToYY4iJidHp2JXDCy/2D+a3u9g/GJkxyQgWBiDY0xdLFyzkRa48thC+Du7wneKCVMcg7A2rROJshXDW19ODt60T7MbbQDDdhV8mcr4IQd5+EIlEiI+Ph4mJCRhjmDx5MkJCQhAWFob8/Px+h/8dqLj9x53noaenqMzUteK2P4FsY2MDxhiWLFmi8/tLKW431PrzMnOw2VDrj4RIW+QkTgSXbT8g6ctl20OcYYviNGN+DlvlPLVb5D3DJn9+fgIeHmf4rKNH2v7LvXH49Rt7/NMtPfzphkLoPi9uN9T6I9BHIckChFM1ituPP/4YEydOBGMMkyZNwuXLl9HS0oKCvBz4ujog0dcRCQvsoK+nOCcONmaIdzFDqIMJItwmobEgGoFuirk4DfQYnCcqqgunTrTAW8uT+0hY5by5kvSlqEoJwcN3qvqI26qUEEjSl4LjOJw7d67POXzy5Al/jcjKyhrW68+1a9fQ0NCAlStXqiQ0NFQhpy0tIZfLVV5raGjA9u3bh/wwiTKenp78cgN5eMXFxYX/m9MMN7jN9EWwczpiXZejQLgVO+M/xZ6U75C94DW+Xa7XZky3UsxTHD5/GU6t+0ccrHuC8rgtSA8uR16yFJyYQ2Njo0Z5W1RUxK/vwIEDWo/N3NwcjDFERkYO63kbjnR0dKCpqYmfAmKgD96ou9aU5ZYhQZTQcz33Xoyq1CqU5Zbxn0Flu7U5a+Hv7g/GGEQeIqzKXMVfMxlj+OabbwZ9z/3TTz9h8mTFkPimpqb4r//6L41tez8Uc+XKlUFvkyAIgiAIgiCIHkjcEmMZErcEMYogcat7lNI2Jy4VmcJINESX4JzkdXzR3I4nW0/1VCkFJWmUtprkrbe7J8LDw7F06VJ+OD8jI6N+5649cuRInyotimqeF7b5aaVYtqgchZml2LRpk9ZlW1tbISkuhiwgADtDQ/GDWDwgcfuDWIydoaGQBQRAUlyM1tbWEe8PXTPYKqeBiltdz6GtrS0YYxg/frzWqrPnh+7tPf+hrpL71KlTkMvliIyM5JeNjIxEWFgYfNznI2i2FyIdfSD2jeMT6eiD0JleSJ2zEPsWV6FpYSG/rMcEewgmOSHRWaTSXjTLC+6znTF79my+bbAwgK/C1aXydqDi9une20j2C+dFk7phkLu6unhpNX78eJWhe5/PyZMnMWfOHL7tQIYoXhrhBi7bHpc/8FfJtWMi/O5O2oDFrTjDFpc/GJgIvvyBPy4ecMZHbZb8UMhK+dpb3H72kXUfcfufX0wCvnXA/+k05f+2pdasj7htqFNIfBNjA3zdWaBW3HZ3d2PLli28IJo4cSJEIhF8PV3g4TAZC+ytYWSgeM1QXw/vZs/HCj8rxDmbYf7kcfCeZYOCkLm82DUxUPxvWvA8PHynSkXCfvjhh1i5ciW4gmyUxgXi2Lo8fLq3ro+4PbYuD5I4EQqz01FQUNDnoZPe1aaHDx9+4dek3+phEmVqamr45TSJ6d7bu3PnDtra2ni5zBiDnY0jotyKEO9WhdqQY3g3+RvsSfkOe1K+w8rQnvuGWCcZwuwVlZjjDEzQkvMRTq79A06s/T025h3GspDlyI4tA8dxGh9yiYuL0+maffXqVb5daWnpCz9v6vK8nFWGH76bK+QrxAf64I26a2BZbhlSglP44y4ML0RheCGiA6MREhICmUwGiUTCi1tpgmIkiHGG41CbUQsTIxP+mvn6669jx44dfN5++23cv38fZ86c0Xq//d///d9YtqxnqPq8vDyt7devX89/l2kTvARBEARBEARB6A6JW2IsQ+KWIEYRJG51Sx9pG1mMy9ktuFC8HR+V7sD2rJ4feLfGlGuVtspkz4/gl3k+JiYm2LZtW7/71dXVxYve1NTUEe+nlymahG1acAXSgit0ErednZ2orq6GNCMDNQIBDkZF6SxvfxCLcTAqCjUCAaQZGaiurkZnZ+eI94umnDx5EnK5nBdr7u6KuTmtra37rfrsnRchbru7uxEeHs6vV1t17vND9zY3N/P/f9++fQPa5vPHIpPJ4D/HC8kuQSj2iMJq/0w+xR5RyJ67CPV+WbiU+Bq+kRzklxXYOqHANQK1glSV9snOQfB1cIftRJseobAoia/KrY0v7Heu28GI289eb8c0a4UIHzduHEpLS7F79268//772LhxI18xaGJigh07dmjtI7lcDh/hPH4finIjdBqiOChAMUSxOMMWFw84q+T8AQ9cOyZ6qcTtJx2WvLj98dOJ+OXrmcC3DsC3Dvj3Tybw4nZTlXEfcfvl3TwYj1MMvbqzKVSjuO3u7sbKlSthZGSk8bvBbJwB3szyRufKELwbOwmprmaYa2MEJ2tDpM+3xbxJqsu+linCJ3tqeQnLFeQgJycHJSXFkCQvwvq8KHyyp1atuP1kTy1WZYRBMEMxBLNQKFS5himH5nV3d+f/duvWLRw4cECr7B9sfuuHSTZv3tzzQJZEorXt48eP0djYCE7MIdA7jF/Ox2UxkgTLkexRh3eTv+al7Z6U77A76Q8w0lcM+xw+pwhVvkegxxRzYy/xKMHm9HMKebvmd8heVIO8ZCkqKirUjtpw7949vmLb2NgY9+/f17ivb775Jr9/b7/99rCfp/6iTs4qX2tpaYGEK4SsNAASrlBlVJHBji6hFLc+c334da1NXIv84HxECCIgEohQlluGstwyVGRUoKGgAa3VrT3X7zkCWIxTfAb0mB7CAsMQERyB6LBolOaWYv2q9di4cSMYY5gzZw5WrVqF9vZ2dHV14dNPP8X169exefNmODo69gh9Ozv8y7/8i9b7c5FIBMYYEhMTf5t/EBAEQRAEQRDEGIDELTGWIXFLEKMIErf9R620zWrBx0W7cCV7Ky4Ub0eez5IeORRX16+0/bHxKrIX9FTz9c6MGTMG9GOqcpjSgICAEe+rlyGahG168HLUpr6F1spbOovb7m5FZVBpaSnKk5NRIxBgZ2goft/PsMm/z8/HztBQ1AgEKE9ORmlpab/V0y8iz8vY3nlexsrlchQWlCInsww5mWUwN1f8UD17lgsKC0p1mm+1u/vFidvg4J5hi7XNTdzdrTp0r7IClzE24PmF1YlbgYMblrmE4MOYenyV9x6fjtj1OBRZi33hMnySuxv/V9bBLxs50xvnYtbjDzl78Pvsd/H77Hdxdmk9Mp1DMN/WESZGPfORfrzpMC9YN6SXDUjcRkZG9jnPEomkj7h9uvc21iSLsVDgD1NTU7XXIS8vL7z55pv99pFMJkPowl7iNstdpyGKI0PtkRBpi7IcS9w6asfn6sGpuHjAeUACdjjF7XfXzbG2zBiSTFOVfTu1cxyOv85w5i2Gu0fM0XnSms/HxyxwoY3hQhsDt0wPyVGmCBdZ8OL26ecckpY6gTGGMNEMreK2u7sb+/btg6urK0zGGUFfTw9GBnqwn2iGwqDZuF4Xhs8al6BzVQj2J0xG0XwLzJ1oiKCZxkhxNceahT1z4E4y00dd6HScrEtA97s1WJ8XhZL4EPj4+CAhMhTSeBGubZPy0vb5/ENbDeoineAz3RiTzRRC0dvbG3fu3MHdu3cxfvx4MMYQERGBRYsW8ZWRjDHY2tri8uXLw3o9G+yQuYO9Jim3xxiDn5+f1rbXr18Hx3HIji2Dr0vPQybRwmykBlYgzrUSm6JuqIjbPSnfwcXWD4wxONv6oi3lW8y29lYco5UHVkV/gN1lN1EUtQ5pwRUozpeofaDrwYMHKqMD9FeZKhaLdRK8LyrPy9nnh++uLI1AjVSAytJILF68eNAP3vS+RuWn5GOc4TgwxmBpaokTkhMoWViCWO9YhAvCsTZnLdbmrEVDQQOubLuCe7vu8dv1dvSG93Rv6DFFxbvAUYAk/yQs9VuKKP8o1FfVY926dRoftng+gYGB+P7777Xem//pT3/iq+9Pnz79G/2LgCAIgiAIgiBefUjcEmMZErcEMYogcas97e3taqWtUsx+Vr4fZ1M3YomTL9+Pt4p29ittf2y8iq9qj6KrfA8elrWhKVKMYAcvWBib8T9691fppoxymFVnZ+cR76+RTH/Cdl91J06t+0ccWfnpgMRtd3c3jh8/jtLSUkgzMiALCECdUIg94eG4mZqKL/Py8G1hIb7My8PN1FTsCQ9HnVAIWUAApBkZKC0tHVB12HDmeRnbO8/LWJlMhpzMMiTHVSEpZnmPwPMIRU5mmVZ52DsvQtx2dXXB2lohpGxsbNS+3t7ejra2NjQ3N/Pz3FpbW/NVgYxpr9TV5VhkMhnmTXPCMucQnF2yDl/nvoevcvfiq9y96IhZj0MRtXhvcRXaY+txNXULjA0U1Y8LbB1xKLwGV+M34XpCE/6Q3Yar8ZtQMDcC3rZOfDvGGL7Y8eGgxe1i/2CVYZaVqUopRFPmChVxmxscj8nWNhrlgomJCfz8/PDw4UOtfSSTyRAV7t0jV96I0Fm2yqXOKlWtP/5OgFtH7UZG3O6xwtfXJuGbaxOxWmKKknQLlWrgtkYT7F7PsG8Tw9X3J+D2kSl8bh2ZjBNvMBx/nSEvgSFm0XiEBdqiVuqBptWKyuHzHySCMQYDAz08upypVdyePHkS48ePh+k4Q4Q5WWLFIkd8ujEanzUu4fNwVSjeWWqLZFczLJxpgignM6wUWWNrxER+uOSZlgYo87FCmY8VVofb4x3xYiwLckWwtyt8XR2wVRKnUdp+urcOrUVBKPOxwtI5ZlgwdRwM9XrmezUzM9NJUD158mTYrmeDHTJ3sNek3iLayMgI9+7d03qNqqioQF6yFAGu0fxymWEypAVXIN6jEuUBbX3EbbrnWsX69Y3xVvxniHYpVbxP9AxRF3UAu8qugTGG8aZWmD9/Purq6nDw4EEcPXoUu3fvRnl5Oezs7PjtTZ48GVeuXNF6XF5eXmCMITQ0dNjOja5RJ2d7D98tlWShRirArs1hqJEKEBjQc20Z6IM3ylRVVcHBzoFfT3FoMS6suIANyRsgi5dhbc5afH/se5X84eAf+Pbz7Och3zcfjhMVFbNzps7BmqQ1WJOxBrGiWNRX1WP79u24d+8e1q9fj+joaLi6umLChAkwNDSEtbU1vLy8UFxcjMuXL+PXX3/t9958y5YtYIxh+vTp+Pvf//4b/GuAIAiCIAiCIMYGJG6JsQyJW4IYRZC41Z4tW7YgPUkhbcsDk1Wk7Y+NV/FdzXGcSFyHRTO8+H78Qd7er7RVN+ftjtjl4HziMc3Klq+GaW5u7ncflT/CzpgxY8T7aySiq7BVZjDitrtbUXlbXV0NSXExKhITIROJUCMQ9IlMJEJFYiIkxcWorq4e9krbgVTR9pax2Wlr+STHVfWRscq22WlrsZzrGZI0IixvxMXtypUr+XUuW7aM/3tnZydaW1sV557jICkqgjQjA74eHnx75fyrjDF+zktdo17cOmKZczBORa3GP2bvwVfP0rF0PQ6H12LfoiocjKjB0eiVsDGxBGMMHhPtcSSiDkcj6nBocTUOLa7BpdiNKHKNhHDSHIwzMOS380/v3hi0uI1eEMQPs9w7TZkrcHvj+/x6GzMq+Ooxe9tpyA2Jx6qkEqxLlaAsOhM+Th58tdf8+fO19ptMJkNCjB+/D7s2h70wcfuXT0tw4h1XbKoywAdvOuGf/qFIJ3H77cOcfsXttYOT8d2tGfj2ph3WSC0hzrBVmX93+ypztNQw7FrHcPvYDHSecVTJ2XfMcHgrQ1YsQ8wia0SG2qNptQi3z/bM1RsTPguMMeSmuWoUt5cuXcKkSZMUEs5cHwvtTbAqaALOFrqqyNuHq0NR5mOJxLlmyFkwAVJfa7RE2CDCsaeC2kCPIc/Lgpe3ZT5WSPGyQazXNAS6zcTmkhiN0vb0yiR+mVJfaxSGz4fL5P5l7fNZvXr1sFwDBjNX9VCuSb23p8zu3bu1LrNt2zYU50vg49JTJVoaswmZoVVIEixHyryVKnPc7kn5Djtin8BQX1EJWijcjkLv7fyy3OLN2FV+Tee+9vLy6vf75qOPPuI/28pK198qjx49UitnpZIsfvjuqtIgbG8Ixl8+FWPbhmD4LOiR0toevNH2vejj0zNE8jyHeTi54qSKuK1KreIrbnvH8Nl12XGKIyrDKrE9TnFuDPQNUBdfpyJud+zYMWz35b/88gs/XH1zc/OwrZcgCIIgCIIgCBK3xNiGxC1BjCJI3GrPjh07IBQKEe4ViJx5EXg7tgr/t+EyL22v5mzD1cwWxDv68/3YXfwu/m1Vx4Ck7emcTVgdlou66Dwk+iyCubHix/cpU6bg2LFjWvdx7ty5YIxh1qxZI95fv2UGKmyHKm67uzWLwrL0dEgzMiApKlJUE1VWorW19YXMaTuYKtrstLX4YM/3fLLT1moVt9lpa/n3c1x06YiK246ODn5IVjMzM374VRWRnpCgItLDZ87k98HZpqeqtKKiYkAiXZO4TZjtjxyXMJS4RaHENQpitygUuUai0DUCWwIKcSiyFieWrIaFkeJzPHO8LUrcolAwNxzZzmHInBMC6bwYFLiGw2+yi0rF7de7Lg5a3Cb4LlKpqu2TPbdxcVUr9PUUw94Guwnxz203+rTbkF6GRX4L+fXm5ORo3L5MJkNMVI8Yad26+IWJ289vJqOhgqnkwDZ7yMu91Irb391Jw64NE9FQwbB/60x8/yhPo7i9tN8GT9rN8UmHJTassFUZ5vjp5xx2bZiIN1czHN7K8F9f+QF/DlXJXx444fYhhrIshpwEc6ytEvbZ1t1z6TA01MM4I33IJAv6iNs7d+7A2dkZjDEY6jEsmDoOsc5maAybiDeibPFwVSg+aYjG9eU+eCNmGhJczLDM3Rxl/jZoL3TFtshJMDNSSDnRbGv4zzBDsqu5irit9J+A1AVTkCWag5KlfjiychnOb8jEyboEHCiLwDsFgdiaPh/LAybyy7ydH4DXiyMQ7jYF5s/Wr2tMTExw9uzZIV8HhnOu6oFuT5nly5drXeb06dPgOA5+bj3itjxuC2TJbyAlQDFc8ubo232qbn1nKIZkdp8cDJn/UX7ZlMByvFV2BWFeyVjgKYCLiwtmzZoFS0tLGBgYwMLCAs7OzkhISMCuXbt0qm6uqKgAYwyTJk1SO1fui8z+/fvBceI+cna5OACKe1OgAAAgAElEQVS+Pj5ISQhGbZkA/3A9G08/5/AP17Ph5W7L94e2eZPlcjlKC0v5uWqVCQ/qGbbaerw1DlQewOmq07iw4gKa0ppQHVsNWbxMbcxNzBXXb9uZqIuuw0dFHyHQIRCMMfg6+b4wcXvs2DEwphh55T/+4z+Gbb0EQRAEQRAEQZC4JcY2JG4JYhRB4lZzlHPbLotJQqDLfGT5RmN1WC5O52zCt9XHeGl7Pa0Fld6JfD/eytyOr6QHdZK3z0vb2vhCXKt/D2EePUMv5+TkaJW306ZNA2MMnp6eI95nv0UGK2yHQ9wq8/zQvE1NTWhubkZbWxva29tf6A/ig62iVSdu8/Ly+CqlkJAQBPhFIyyoEP6ClB55EN93vdoynOL2/v37fOVR7/WpG7p6b0QEbj0buvqtsDB+Gd8pU3o+S3FxKC0txfHjxwd1LHK5HPaTpmPBZCcIbJ3gN9kFoiluiJrpjaiZ3kiYpRC6+xdX4Vj0Kug/q2qdYzUdKY4iCGyd4DHBHi5WdvCymY35NrPhaDkVJs/mXmSM4VHz8T7iViKRaKywLi8v10ncfr/rMvYmyuE/eS7fvr3mTbVtldtVDk9tZWWlUQrJZDIsDu0ZceBo6xKNsvZPTwpw61QIbpxYCHm5l87i9i+fluDzm8m4fjyoj7htqGCICmII8TVEXpIFLh32w9PPOVw9GohNVQYq7bavMsen1xNV9unD9+Zj7yZFteztQ4yXrxkxxqgsdsEPn4nx9HMOO+uteXH7929FfcTtf/6jL+4cViybuJghJtQAN08G88sr81aTosqwKNMd5VwM/7nq7OyEUCjk+3GWtSEC7EzACSxRJ7JGS9QUdIg9cTjVDu/FT0KO53gku5ohx3M8Psh0QtfyeVgfZouwWSYIsTdRkbW9sy54AioDJiBhrjlEM4wRbG8CqdBSY3tlpEJLBNiZwGlCT3W4rpk3b57O10RN19a0tLSe9+0Q56rW9Tr7/HEkJyf3u+9lZWUI9O65/pTHbcHr3Dl+uOTlge/1Eberw86AMQZ9PQMUeu7klw1fkI7Vy95FxuJycBw35CH3Hz9+DHt7e50k9HDnzp07KC8vR4UksY+cLc6cjcUhzgjys0PbtnCVz0tkqD3fH42NjVrPV1lumUr17LKwZdDXVzykMt50PA6sOoAP13yI01Wncbb8LFpzWlEaWoqShSV8xCFi1C2tQ+3SWhg/m3vczsYOxUHFeDflXTRENsBAzwD6evqIXhCNCN+IYRW3v/76KzyejRixe/fuYVknQRAEQRAEQRA9kLglxjIkbgliFEHiVn2U0rY8pwQ1cQVoylyBmrgC1EXnoUqUhk1hRbiS0YzraS34ffF7eDuyZ07Qcwkb8TX3fr/yVq20Xf8enu69jcqlOT3iLCoOEolE44/V5uaKqpDIyMgR77cXmaEK2+EUtyOZwVbRqmsbFhbGV+8KFojg7RmBIN98uLtE8O+/zJTVIyJuu7q6EBQUxK8rLS0N3d2KSluJRILy5GTUCATYGRqKP+Tn4ynH8Tm+dCm/XEYv8Zvr6ory5GSUlpbqVHn7/LGcOnUK9vb2sLGwxnhjU0w2nwAHy8kImO4G4VRnRDsIkT83HK2h5dgX3iN+FkxyhO/UuZhlMRkOFpMxY7wt3G0c4G7jACeraZhiNoFve/XZNeDp3ttoylyBqpRCtfPWVmQVQ1pQgqW9jlWTuP3d1g+xY3EpGnyy4WQ5reeY/HNxMn8TvmxuVytue0vzq1evanw/BgW48e3ufJimVtreOhXSR7amROqjptgEf3ng1CNuj0xH+7szcWjHbJzc7YZ3NtritRX6aoVt73UFLlAI0yaZIVpfm6yxbWOlHq4fD8KfnhSgfY8nNi5nvJDtLW4TFyvWu7PeGnfOhOH11eP5dr/8MbiPuMWfQ/EvXS6oyNbjl22oYNjdOAmf30zu0x/irJmYZccwc+ZMHDp0CJGRkXwfjjfSg880Y6S5j+fFaUOYDVoibLA/YTJ2RtsiwcUMGR7mKFpggYvZ03A5ZzreT5yMlnAbrPDXLGBX+FuhMWwCElzMEeloCp9pxiicb9G3ra8VWouC0Fq8EGU+VkhzGw/htHFqK26NjIywaNEibNmyBfX19fD29u7Tpr8q2f5GM1jg6cmva+vWrQMazUDbNUmTKI6O7pmndtw4xYMVISEh/W6rubkZwaJQFXF7dNXnyAhdgSTv5UjzXI225G/7yFvv6Yrt2Vt4wkBfUYHv47wIueFy5CZKIZVKhzyCQ1NTk6Ly1Np6wMPGDzUtLS2QcIWolvri0NvR/Ofgq/uZWL/CCZnxExAWOA1vb1mk8jmpLu15L2VmZuLcuXMar0NluWX8fLVH64/y4tXK3AoXWy7i+2Pf49y6czhVfQqnq06rzZnlZ3BJdgnrk9bzw8lPnzAd/z97bx4eVWH2758kbMq+hOz7nkyWmeyTbbJNyDbZdybrTJJJyEJCEkIgA8oqmwIiahFZRGRRQECxiLiAbLVata1VW79t/fZtf33bt/7etr5vrff3jyGHDFkIikXKua/rc13KnDPLmbPkmvs8z1MVU8XazLWsmreKkpAS5K5yomXRpMSlsKxnGVu3br0tf5N//vnnGI1GVq1axVdffXVbnlNCQkJCQkJCQkJC4jqSuJW4l5HErYTEXYQkbofmRmm7p2UNv338LK8se5LO7GoKFclUyJJZGVPN+bLNfLnoJK+VbRC34+OpbXxc89So8nY0afv5E69RFH39R2NtgoaGGt2w825Pnz4tLtfQ0HDHt913lVOnTn1rYfvvKm4fWXuFxa3HUMVUExWRRnx8vFiRqVKpyEovGXFZd3d3FCFKZP5xBPrHESLLRBlWh8w7U9yvinI6qSg1jFr1OXiu7u0Qt1euXDETkqmpqVy+fJnz58+zcOFCGktK6FAo2J2Wxm91OjNp+7lezy61Wlx30aAqxqagIDoUChpLSli4cOFNRchwn0Wr1RIXGoW7jRPRzgGU+SeyJ6uHMv9EKnwTqfJNYVu8gQejKsV1ExyCUMz1It5eRpZrBDlukZT7JFLuk0iZdwIqh+tS6rH6fvE88NryXawsbR12bm1ntknoDhZ+w824bU0pI8stgqaATIxh5XjPuD4zMtUxBLWjHLWjnAK/eJpURSwraBSfe/B84JHalLa3txPgZ6qKmzjBis+u1g2RlJdPZQwrW3OSTJL0td0C7xydxqVD97F3nUmkjiZqly8Q2LB4CjvXObF/izd56vtFcXvjsqf2RPCfH7Wwc52T2b8PrsbdvFhg/0Yr/uOyL/9x2Ze2qvFm8nXwcnvXCXz9Wfyw4pbPEli32IWqgulm6y5fIHBwuz+/vFwpbpOclEm42A9foeox01RtO7gStjVyOg8mzmJrujVHa/1oSXARK263pltzvMyO5wptWJ08myVxM0etnq1TzCDFYzJp/nMpVXqyrz2DF/tLObdez492dPDRM0Y+P7qe/3hxE78+spb9nblkhzjiazvlptW1FhYWuLm5mUl/GxsbXn311RGPs927d6PRaEiMiyMjMJBCZ2cqHBxoCQwU258HzrneMjdfo7ml+eHDHcc3E8W+g97/tGmmWdURERE3fa0DBw6QkGAubg/2/YzW3A1iu+Q1894wk7bbc39GecgDWAgWWAiWjLc0CUdvhxAK45qpmV/PypUrv9V148qVK7i7uyMIAj09Pf/Sa9axY8dMIwQaUulrj+CTS6bZ1L99V8cr+5Uc3uFPXdEU6ssd6GhU8PbJEvE4Wbv0esv2wvx5dHd3c+nSpWHPQwPi9vkHnhfbHE+eNJkjDxzh0/2f8un+T7n66FWO9R3jhd4XxDzT9gyP1TzGVu1WtpVvY0f5DuZHzRdf132uO5VxlazOXU1PYg89iT3UpdaRn5KPWq0mLy+Prq4uNm7cKGbr1q18+OGHd/LPewkJCQkJCQkJCQmJYZDErcS9jCRuJSTuIiRxa56RpO2ASHll2ZPUJOah9o1kfoBJ3n5Q8wRfLDwqtjtdGJbP7wwHRpS3N5O2H289xZyppgq8cZZW1JdUjVhxu3nzZvH727p16x3fft9VNmzYgK5OT6naQGFcM8XxC9jccPKWhO2/q7ht1T1Lee5jyAOK8HCNxMXJh6iINKIi0ghVxBCmiBWXXdx6jJa6g8SEVyIPTMHRwQMHWy/sbf3w847H1zMemW86Lg7XW3XnZ7dRnN887Ezd4ebq3g5xO7gtqlKpFNusbt++nfraWtqjong4IWFYafu5Xs+mQeLkabWaSVZWppsbAgN5OCGB9qgo6mtr2b59+6jvY7jP0tXVRWNVHTHyCNKClOjCszhZsx5deBblfolU+SSzJbaBKp/rsxXz3ZSEzHEnzj6AYq84HlU18UrJWjFPzetkvKWpBW2BPImXFmwxyxMVfSzJ0ZsJ2dRgJTHyCHHGtSAIJEXGidW4lZlFRHoF4TJ1LsGz3Uh3DmVDYgO5IdfbuHpMt8NlylyzeM1yIDE4irLcQrGaf8qUKaO2SraeMx1BEFAEzR222vadVzSsaLEYVdwOZM8N4nb5AoGtxtkceTyQC8fVfHa1mi9/uxj+YBSzYUUq2SmzKM2cxPIF19sif/x2hbjMV/+xlJf3RQ1bgbv/4bm8ddBNlK8blrrTrnOlOHPGEHH7zHqLEaUtnyWwcak7xo5glrSFifN1B7Ku6z4+Ol92U3E7eZiKW0PYdHpjZ7K7KpifP5TPi61x4ozbmpCp7Mu34fEsa1Ylz6Ev2ZEHc/zY25rOsaXFnF1Xx5Xt7fxs7zJOrNBSFuvLvGAn8uLlXHqyj/94cdOo2bOsjkUVGSxb0stjjz3GkSNH6OnpITExkalTp95U5lpZWREQEEB3d/eQmyWefPJJJk6cyAxBIFIQUAkCRYKAQRBYb23NJzU1vK/VkufhIT5fmCCg9PMbc9vzG4/j0eZjD0RubX294na8qQJWoVDc9LUuXLiAalCrdkPWKg72/YyHdC9QGNtMtn8LLcqdorRdn3GJsuDlZPq24D09BucpIVhZmM4Fc6bZoYmpRq/X33TW/c3y0ksvodfraWpqGlZ8fle5dOkS3d3dNNaX0dGo4OUDeWbnheNPyXlplxNPrbNlscGWzkYZq3qV/Pod0w0gR3drxG2ZnuKDXq9j586dw56HDPMN6DJ0TJ9sOh9NHD+RZ5Y+I0rbkTJQhfuE9gkeL3+cH5T9gEzZ9ZuXQl1DqVXVsq1ymyhuOwo66GvoY2nb0mFzO6twJSQkJCQkJCQkJCRuH5K4lbiXkcSthMRdhCRur+dm0nawvNXGZw+Rt3GOpqq5WEcZXy46OUTeftiyhz3FS0eVtp8+eprs0Os/+nq7eVJfXz/ij7Y6nc70A+XEibz11lt3fBt+Vxmp4rbjhorbA4s/YGvdazxU8RJ7O398V4rb5557Tpw7O1x1a2VlpZm41RY+RnHWDkL8y/ByVeHqFEZMeCXhIcXIA1MIDoyhstTI3sc/pav5BZqrD6EM1aEIzMfbPREvVxWerknIvLMI9NEQE6bDxTFS3AdbGx6lstRoNk93tLm631bcVlZer1RVKBTifn3x4kVaWlpo1mhYFBo6pD3y4BijosTnOFdYSPS1OdBRtrZ8WFnJotBQmnNyaGlpGXX2psFgMKv6bW9vp7KyEpVKRVBQEP4unkS6ytDH5BLpKiPBKYgC9xgejqknxtbfVK034X7KPOMJmOVMjK0f+e5KNsXXsyerR8y2pGa8ZpoqYf2tXThZs94sDdG5VEdk0qXWitHI4kgLUuLj7jnkPba2tmJnZ8ckq/FMnzCZgJnOlPiqONO4hYeymsXl586aQ2pqKra2tqOKN7VaPeI2WrBgAZaWppaiCxsUI863/dHpbDYsnnJTcXtg0zieXjeD/Vu8h5W0w2XjCjWFGXYYtPa8diiBn71Zwt9+3T3ssh++XsTqjgkYmwWee9SPV5+L47UDwVw47D5Evm5cYRLFezd7iOL24CMTR5S2X/8qnlWLHGgot6Eka8YQWW1sFvjBWkfOHIhFHSOMKG4FwXzG7YC4XZbmyt7aUF7pVPHJxiI2limoUzpTHWbN8lR7Hs13Z3tZIAc6Nfxs77JhJexTiyspjPEjPiKE7Nhg3n3aOKq0ffdpI4vK01jSWs+qVav4y1/+YvY3xD//+U9++tOf8vTTT9PU1ERYWBjjr4nO4WJjY0NfXx8XL17k6NGjVFRUYCMIxAsCuYJAjyBgHJS309I4n5pK+sSJ1/dHQSB72rQxtz0ffE5qbGwcdT72gCiu8fcf8t49PDzGJIrz86/PCNcmd4nXneL4BeTIF5Dl10qOfwcJ7hX4zY3B3zoexWwNipm5pNq3iOtOv38OQb7h5Ofn37XX9507d6LX62hriGG98frM519dqeLE02GcfMqH00/b8vlFGVuWO9NjcKKjUc7R3RrTcldrmTTRdONNWPBcmupzaGpq4ty5c2av097eTpmmjPsn3o8gCFhaWlKsKhbn3RqrjLz80Mtmwvalh17CWGWkOrmayrhKysPKqQirQBumJcw5TPweSsJL2DR/E7ubd4vidlP1Jja2bmRt09oh6avuu61zbyUkJCQkJCQkJCQkbh+SuJW4l5HErYTEXYQkbk0Zq7QdTd52RxQhCAKTxk3g/2s9PETenilfjyAIzLxvKhFuAWjCEnmktpfTy57k2fYN9OTW4TLn+vzJyffdz/z580ettAkKCkIQBBISEu74NvyuM9qM24W5m1ldcZS+zGfpSdtLj3ovD5WfuivFbVdXFzmaIsIUsShClGYJD4tGqVSaidv5Bdspzngcuf98IoKrCQ8uRxlWh6tjBPa2fjjae5Op1lNZaqSmbAvN1Yco1WwnL30lScoOEiLbSYjoJD1hBekJK0iK7sLPM0PcDxfot5jNx73ZXN1vI24bGxvFdf39/Xn99dfFx44cOYJer6ddqeSJlJQRpe3nej1aP9PM1YlWVnxWVyeK3ElWVnxUVcXjycm0K5Xo9XqzSva1a9diNBrFBA6aq+nn7k1SZJyYAE9fVH5h5AYm0KXWovIOJdExmFLPeH6Q0MqsiaZKxDBrLyq8VATPdiPBXkaZVwJ753WbVdxuS1lAuI2pNauVhSV18gwMYRoMYRqawnIokKnQhWfRq9JSFpxCgSyBRNcQopwCcLS+Ll1zcnLo6urCxcXFJGYnTcd9mi1qz3BaIvO5UL+dE2Vr8Ld2Fde5//77ycnJoaCgAH9/f6yuVScPzsyZM9Hr9cNeI/Ly8sTlTj+XP6K4fe1QglgNa2wWyE+bTIVmMp119/Hrt9z583vB/OOTGC4cdjeJ1OPqmwrb4cTtWNb7+296+NMvWuEPRi4cV48qbgfWeXlfFAe32vP6AefrovazeP76s3A+e8OVt5+bOGQ+7s3m8o4mbsdZCITYTiDD836aI2fyuD6B5xblsL85kb01Ct5bqeHHq3JpSfGlOGQueYGzWJnuwr7WeZxdpxtVwtaV5pKYmEhreSYbFxTzu+Mbh13+d8c3smFBEV3VefT393P+/Pkx/V3x97//nUuXLrF161a0Wq1ZVfhA7O3tSUtLo6G4mHmTJlEmCPQLAj+MieGcSiWK2wcsLTEKApmD1q0XBJa6u4+57fngc1JCQsKo87EHsjY2dsh7lnt5jUkUNzQ0iOtkRVSL154FmnUURDeTrWgkzF2Nj104gbaJhNvko7SpoMhtFWW+q69vo2lehPkliPOD7zZ5e+7cOZqammiuz6HToOCdMxXi+eDNF5I5/lQwL++y592TphnXH52V0dtkx6JGH3pawvj5+So+f09PdJjp7yIfj5ksbAynXl/N2rVrh2zzKZNNrbwtLCxQx6kxzDeIaS5pxlhlNBO3xiojzSXNpEWnkaJIIdE3EW20luroavzt/K/J8+mcaD1hmn/bfZjFSYvpSexhY8lG/nbub8NmbdNaSdxKSEhISEhISEhIfE+RxK3EvYwkbiUk7iIkcXvr0nYkebskopQJVqYWhz9I7+TLRadEefuL6p2sjq8ZtarNrCppzlxKS0tHlbbHjx/HwsJU6Xbjj5j/zhkscGtr68hMLCTWJ4cYjzw0/q00hOygK3Efq4uP35Xitr29nTBFLJ5uEbg7R+LmFIGbUwQujmG4OYfi7RFGTGQuhZouM3EbGlhNkrKTlFhTZN5ZBHinESLLJDO1Hc28NpLj9DRXH6Kp8gSbln/OYsM7dOqu0lH3His7f8/Kzt+TnrCCsEAtlhYmgZeRqvuXiNvOzk5xPU9PzyEzMXfs2EF9TQ0dCgVnCwpGFbdB1+ZhKubO5XO9nve1WiZeE5IPJyTwakEBHQoF9TU17NixQ3wNOzu7MR+jMydPIzcwgXZlIavT6snwiSLDNZxyrwTSna7P1S3zjKfGN4Uway8K3GOo8FZRF5BGc4hGTJxDING2vlheO56zvaJZEltBU1gOCU5BuMywIdU9DEOYBpvJM8f8HsdZWBHuFoAxp4GNmhbYeIEDeUvZkd6OzZSxP89ArKysUKlUbN26lcuXL3P16lX8r1Umzpk1iVN7InjraIrZLNfP39Nz7rDKTNq+vC+KDStSTXJ0qbtZ1eq/QtwOzljF7cByr+134cJhd17da8eedcKQlGUKRIcIeLua5OxISQgfKm51OlMb2FdffZX+/n6WtNazqDxNrIq9sn0hBzqz2auL4IWmaD7eUMiaPBnzZDYke81Aq3TlYFcu/+fwmlEl7LKlS+no6GBp90I6y9S8srljWHH7yuYOOsvSWNq9kG3btvHVV1994781fvSjH5GZmWn2eS0FAdWkScyfPJl+4XqV7ZqJE82qbo2CQO2g9QoFgYvz5o257fngc5IqImLU+dgDOarRDNn/57m4jEkUL1myRFwn3DuZMtVCylQLyVM2EOIeh+McD+xnueMzO4ag2fNIcqynwnsjVQGbyfZtF9eN8sgm0a+EwuQ6dLV62tvbefHFF+/4NWqsWbt2LfX6ahY2hrN7a5p4Pvj5W6Ucf0rBqV3uvLrXnv98N4QvPlDwxQcKntvmwWKDPR2NwTy+IZnP39NjXGS68WbiRCsWNYXS0pCKXq/n2LFjXL16lTNnzpidu0NDQ5k/f76YwsJCirOK0WXqOLXuFKfWneL8tvMsqViCYb6BqKgolAol4V7hVMZVUhtTy7T7THONC8ILRHH7Qu8LrC9aL1bd/unlP0niVkJCQkJCQkJCQuIuQxK3EvcykriVkLiLuNfF7ZEjR76RtB1J3gbNcUMQBFJdFdfE7Sn+3nmCfRk9LAjOJt0rkgA7d0JcfPG0dWbG/VMZZ2nF9Pun4DTblgAnT7IS08Y006652dTy1NraetR2r/+Oefvtt9mxYwcFBQVEhEcQ5BdKsJOKcPscIu0K0AS00pez764Vt4oQJe7OkQT7FRDsW0ywbzEBnrkEeOUg884lNLCYnLR+tqy9KorbzMQNZCWtFitnI0N0RARXEymvJja8EWVYJYrAAspynkCb9yyLDe/Q1XB1WHEbEVzNtKk2CIKAo70/Xc0vmGVx6zG2rL1628Rtf3+/eBOCs7Mzp0+fHrLMmjVraCwpoUOh4H2tdkTh8svaWsZbWiIIAgsVCvHfc6/NyFQ5OvK+VitW661Zs0Z8jVsRty7W9nSptaxOq+eLFadZn9GEITiLBbIsZLNMFa+2982kMziflsBsUh3llHur0AemUx+SyZLYCjHJbgpUjqZ5tIIg4D3TkXUqHXWyNBKcgrCeOhOlaxC68Czm3oJwnX7/FGQu3mbidn9OH8/mLKFGpkbpFoT9rLnMmjqdcZZWWFhYYGVlxezZs/Hz8yM0NHTENsoODg40NTUxYYJptneAl+WQubTPPxHEyd3hZtL2pb2RfP2HfjauUH+vxO2AkL1w2J2WqlkUZtihSfNm4wo1G1eoadP5YtA6Y9DaY9DaU5wxkZwkYUjSYgUCPAVmTjOJWQ9nK4L8phEdZkdyvAea9CDKCqOpq0ymubGCdevW8fXXXw+5Np8/f57+/n66qnPFqtj/e3wDL/aX8mxrGntq5LzYEsOuymCU3rbI3eZSEOXF3sXlY5KwH3/8MUajkZ6GCpZWZ/Grw2vNlv/V4bUsrc6ip6ECo9HIL3/5y9vyN8fbb79NUlKSaR8STDNtb2yPPFyWCgLjru17cZaWfFZdPea254PPSanu7qPOxx7Ir2prxdnYA+kND79lUawMVVFZ0IA2vx51XBbBfqHIvZVEuWqIcyuhNuwhFsXvY1H8PrpT9pEtrxfXfbjxFJsbTlKe2EFxYhM1FfXU19ezY8cO8caJ72uOHTuGXq+npSGVvvYIPrlUw+fv6fntuzpe2a/kxadkvLzLlk9e8xWl7RcfKPj91RAe6LCnu9GNjkYFb58s4f3XtUycYPouFjWF0tGooLG+jO7ubi5fvsyOHTtu+SaU/Ph8UdzGx8djmG+gOrmaQ22HeDDnQXG5zSWbeb7peVHcDm6X/MHODyRxKyEhISEhISEhIXGXIYlbiXsZSdxKSNxF3OvidvXq1TTU6OjIrmJ1efstSdvh5O08N9NcNCsLSz7S7+LvnSc5mr+Cvuhy6kMymR+Ywpb8Dt7s2Smu/9vHz7KnZQ0dWVU0VdSNOtN2IJcvX8bZ2RlBEFiwYMEd347/qgzXLrkgoYHEoALiZBoywisJdkwkyk1DckDZkBm4d5O4dXOKINi3mOKMPZRmPkvRvD0UzdtNQdpOijMep1SzlcWtx0RxW645IMrXlZ2/R1dyirriF6jMP4Aqsp3IEC3B/nmmdbP2UKHZT4VmP+XZ+6nQPIeu5BT1padJiu4mMqQGF8dr+7LlOKLDtMSEV4qJjagkKbaWvKw24mLUpKamiu2Fc3JyxHNKTk6OWevhLVu2DPm8GzZsENvzTp48mS1btnDgwIEhaWlpoVitptLPj5/Mnz+icHk2PV18/dP5+eK/v3jtfVlZWLMu5wAAACAASURBVHCusJAOhQJDURErV64c9btoLqulv8gw5LjvLzKYidvLzU/QE1FCkyyDiVamGZ85blEsCS2mV1HM5lg9df5q6kMyMYRpWJ1WLybZI5Q4BxlZrhFm54/mEA2xTjJmTJ1GhEcg+phcXlqwRUx9bB5JwdHEyCPozK5G4xmN2lFOmrOCqugscsITCXDyHFbc6oIzTP9etxhe/Ii86FSC3XyJ9ZKTE54oJlMeT7RPML7uXkybNm1YCWJpKZAUNXprYGOzwMnd4Xz9h35Rtn4fxO2lk+m89lykSd5ei0FrT06aB+rkMIy9VRh7q2hryqE4L4LCnDAKc8JISfDE1cEkZ13sBfw87yMq1JYEpQsx0QEkJSWxcuVKNmzYwMaNG4fN1q1b+fDDD4e9Nn/11Vds27ZtSFXsz/Yu40Cnhn0NMeypkfNgQQjz5G5EhMopSIqgrypzzBL20KFDLOvrZVFFBnv7zdsr71lWx6KKDJb19XLo0KHb+nfHRx99RHV1NeqZMykag7QdiOu1/S1szhzxuB6p7fngLF261KxqdrT52IMTPehGDocpU76RKE5PT6erq4vMzEyUSiVxIfNI8CkiR97M4sw9LM89LGZl4VGUfqaq5DnT7MRr1tOLrtCUtZqiuCa0eY3odXpWrFjxvZW3ly9fpru7m8b6MjoaFZw+kCdW2356SXut2taVM3vt+cv7cjNx+8UHCt446Mtigy2djTJW9Sr5zY915KabbrxJUDqypC2c1oYk9Ho9Z86cuW3itiyujMr4SrxsvRAEgdlTZpsqcFW1bKrcxLG+Y5x+4DQ9iT3URtRiyDBIM24lJCQkJCQkJCQk7jIkcStxLyOJWwmJu4h7Xdx+24rb4eSt01RrBEGgyCeeo/nL6YsuZ0FYrkna5izkeMNGfvrQ0W8sba9evcrKlSsRBIEZM2bwxhtv3PHt+F1ntPm2ndfk7P7F79FfvotA12iCA0JJjMwQlxkscG8Ut2+//TY7d+5kw4YNQ9rz3okMFreBPoUUzdtDbcEPKZ73DEXz9pKRsJm02LWoYx+gRPMIZblbKc54nLKsZ+moe09MueYARRk/QJP8MMG+JXg4J2JvE0yQbyHebmk42obi45ZGsG8xYYFaIoKriQiuJlSmJSFyARHy+VhZmgSki2MoIbJMQmSZBPqpkQemEBWRRkWpgcnX5gqOJQqFYsjnzcrKuuUf3Z9KTR1RthR7m2bF+sycOeSxDFdX07Hp5TVsxe1w38VYxe0XK07z0/qnMASaxIv7NFuuFG7mR0WPcLXoYS4XbebgvF6ezezlRMlqcZ0vVpwm2SMUpa0fVT4pJDuFIAgCZb6J1AWkEeMYwMxpM0iPUA15H/1FBtIjVMTII+gvMvBYVgfGsHKMYeU0J5WYidvl6jo2alqoCEhhfkAyFQHJZuJWE5FEtHsQhf4JGMJzaArPoUamJs8tmsi53rjOdaClpWXY72PGVFP73yfXOPDyvigee9BmiLQ98XSYKG2/T+L2Dz9t4tLJdC4cV4tpqfWmMCcMjUYzonQdLaMJ2Vvhl7/85bBVsWfX6Xh2YSY7q0Ipi/WlIiOeoqIiWpsNtyRh//KXv7Bq1aohLZkHZuEuaa1n1apV/OUvf/nWn2UwZ8+exdjbS398PKeysnjSwWFM4lZ/7WalSVZWfDh/PhfUap6JiRnS9vzGWdXJycnivhprb8+mhAQx++bNG/FcYoyMFNfT+vmNKIpvfL0bb15ZtGgRCQkJRAUlEifLZrl2DweWfMjBvp/xXO+HLMnYT2fyLvb3vM/sqaYK94xwrdkNRweWfMhy7R6K4xdQnmlAr9fzwx/+8I5fr4bLmTNn0Ov1tDYksaQtnN/8WCeK25tV3H7xgYL/+omcFQvt6Ta40tGo4P1zWl7cm3PtJhELdBUBZhW3Y7mmGuYbWFKxxGzG7YC4ValUNFQ3oM3RkhqZyrhrIy+CvIJIi04jR5lDvbqeq49e5ceP/5iexB5SvFJICkpiadvSYbOsZxlbt269rceNhISEhISEhISEhMS3RxK3EvcykriVkLiLuNfF7dWr33zG7UjyNsYtCAvBAksLS7T+yTSH5ZhJ25+sOfKtpO2VK1dwd3dHEAR6enru+Pb7LjMWYXtjNW1+TCPpyTmo1eoh63QUPML2lrMUxjVTWaxHp9OJz62r1bN+/frv9PM899xzdHV10d7ePiRdXV0cPHjQTNwGeOVSmLabonn7KFDvoTBtL9mJ20mP30Ra7DoyVRvIU2+hKP0J5uccoFN3Vcz8nAOUZO4kJ2UbMq9CPJwTcXeOITKkBi/XZJzsFDjYBZgJ2QDvNGTeWaTGdZCXvhK5LBdBELCe7UJeVhvlhUuQByWjCFESHx9Pe3v7iFWY36W43RQfP6xo+bSmhqnjTbJ5VUzMkMdfLypinIUF4y0t0ctkQ2bc3pgBcduZXU1/kcEsqcFKsxm3q9Pq6YwqZpKVqXWw2knO5lg9h9OXcDh9CYfSl/BQTC2V/imU+yeZVdy6zrAlcLYrETbeVPunYGlhgZWFJSFz3HCdYcP0adPIjEocIm67MquJ9AzC08GVSFcZuT6xqB3lqB3lRLrKCHT2wsvOBWOhAWNOA8acBmJdg4hzDULtGU59TC4d6vlcWPI0sV4hhNh5UeQdz6GspbyWs4bXNGswBGQQbePLzAnDC3oLCwuc7AQqcq35n897RSH618+6+PD1Il7aG8nFE/P4+vf9Q2SrsSOY5e0ubFzqLqalahYGrT0ttdfbFN8smjRvctQ230jcjiSCjb1V34uKueGqYv/P4TUc6s6jKyeMwhg/ehZ1snv37m8kYW9syfx/j224Ngs3l/7+fs6fP3/bP9Nzzz2HsbUVY0ICf+zq4uv+fj4qK2OHre2o4rZLuN4uOd/CQvy3qmuzZwduwriVlufRdnYjittdarW4XOe1tuvDzce+ldebO8ORA70fiNesLXWvkWq9kFTrhWT5Xr8xYk3NIQ72/YzdHe+wufoMq4uP8+SCtylP7ECb10hzc/P3dkTCaBW3N5txO1LF7efv6UlTmVrQy/wczGbc3iw3E7eVlZXidVmpVCIIArNmzaKtrY36+nqzdT/Z/wnLM5aT6JGIu7U7RqPxO715Q0JCQkJCQkJCQkLi9iKJW4l7GUncSkjcRUji1pTbLW9ldu4EWrsRauNFoksIW3Lab4u0vXr1Ki+99BJ6vZ6mpiYuXbp0x7fdd5FbFbbDtUE2Go1mzzE/X096mJYUWTmpQfOJCkkgUZUoPve/onVyV1cX1VUNaDLno4xKJyoibVASUKlU1NfXi+LWxy2dIJ8yAr1LCfIpJ8RXS7BPOcE+FSRFrSA/dSdF83ZROO8pCuY9RpJyEUnKDpKUHcSGNxEq0xLsW0aAZz7ervPwdU8jPWEFioAKk6T1j6O8cIkoZP284wnwTiUvfSXdTa/RpntRlHM56c3sffzTYefa/ity5MgR9Ho97UolT6SkDCtatqhUCILAzIkT+UV19bDLPKJSkeXmRrFMNmp71YHvq7Gqjuay2iGJC41C5RdGbmACXWotXWotFWHzcJ9hh8t0G1TOwZT6qnhC3c4T6naeVC+kwj+JJDc5SheZuE6XWovN1Fk4T7UmysaXlmANaW5hRNn5ETbXi3BbH2R2HujmFbOytNXsfNOcUESihwKlUwAprgoqfBMpco+hyD2GFFcFCgdvvO1d2dqwjI11i9lYtxiZizcBDh4oXWW0xhWxq7SPs4ZthDv44jfTiRzXSPYkdfCaxiRum2WZKG39hojbBx98EKPRSH19PQsX5LFhReotydGta9IxdkZi7Ag2S2GGHTlpHhTmXG9TfLOok8PISfOgutCBNp3vmIXvSFnelfC9EbcjVcWee6SNyuQQFtSUiUL2m0hYsSVzl6kl87aOcjrL1OIs3K+++uq2f6ZnnnkGY3MzxoQE/rpkCRiNYDTydX8/Py0u5lFr6xHlreza/udx7f97BYHMyZPN2p7fLnFb4esrLqdydORzvX7Y+di38npzptuzxfCyqdp2yU8x5hwSxa3DpEAEQcBmqhtVwevJdu4VH0u1XkjsnFqU7rlUltfy0EMP3fHr9GgZacbtQN58IZnjTwXz8i573j3pMeqM24F11vTFYGlpgaWlJb29vWN+LwPitq2gjSUVS8S0FbRhmH/9Wvbmm28yY8YMBEHg4YcfNlt3sPR9rOYxEj0ScZruRFdX120/PiQkJCQkJCQkJCQkvjskcStxLyOJWwmJuwhJ3F7P7Za3QY5eeMxxYJ5PFP3pOt5bffhbS9t/93xTYTva/No33niDnp4eoqOj8fbyxsM2kBCHFBTesUT6pVAY10xhXDPaIh16vX5MLZO/aXvl9vZ2KkoNxEaWERtxfWZseEgx8sAUFCFKKkoNyIPjcHIIxMFGjotDHM52Mbg6qPBynkew73yCfCqICm5BX/wmjWVv0lj+OknKLmLD68hMbRejDKskxL8EuV8F0XIDWUmrWdn5eyJDdAR4pyEPSmbv45+KQjYztR2Nup9Nyz8XYzfXJC883eV3VNxevHiRlpYWmjUaFoWGDplT+RudDq9rP7ovCQ8fUcaMdU7l1atXOXjw4IgV0kVFRcSFRpEarBxSiRsuk5OqiDWbSbujrBeFnTdOM21wnG1DarBSzOypM3CcOockx2CWRJWxTqVjnUpHXUAa5X6JFMkSMcQXsqO812zG7Uq1nhI/FeXX2ir3hBbRGZzHwqBcCj1iCJ3rieMsG5YXN7OhtoeNdYtpzqigODSFlqgCzusf5eXStRyYtxj5bHf8ZzqR6xrNnqQO3shbxzuV21msLCPJJcRM3C5YsEC8hmzcuNEkOVcMrXT926+7OXdYxaHHAvjDT5vMHvvwzSa2rkkftnpWnXxrbYrz8vLIzoijOC+CtqacMQvfUbO07XvT6nSsQvabSlixJXO9afkbZ+Hebm6suB0QtwP557Jl/CQ/n+eDgjgZHm4mbusGKr0FgYXXKm4TBIEqjYaenh527NjB2bNnzY7jlStXYigqokOh4JOamjHNt/2oqorpEyaI+7yVhQWXSkv5uLp6TPOxb8yhQ4fQ6/VolDWURS2mIXKrmZhNnN3MOIuJCIJA4NQMM2E7kOBpGhwnBTN58mQ6Ozu5cuXKHb9mj5a1a9dSr69mYWM4u7emmYnbX12p4sTTYZx8yofTT9vyfy/J+OIDBc9t82CxwZ6OxmAe35AsLv+jH5bTaVCQrFIQFhbGtm3bzK7HTk5OCILA2rVrh7yPrq4uGqobMMw3DElDdQNdXV3i+V6v17No0SKza7Y2T4uVpRXjrcZzZuMZnl/8vChui4qKvpNjREJCQkJCQkJCQkLiu0EStxL3MpK4lZC4i7jXxe2NP/jdDnn728fPsm5+B3F+ofi6eWJhYYGlhQXr5ndI0naU7+HbCNvRKm6bm5vJzsomMlCFv300Vpam+XWOsz3RRNWypek0qqA8QoMjSVQlDmmZPFjSvvzyy2bv81bbKw+IW1VMNc3VhyjMeJi4iAZcHSOwt/XDwc4LeVAyM2eY5hxOGH8/ttbB2MyW4TA3DFeHBIJ9KwjyKScyeAE1+WeoLTxDbcErRMubkAcUERtZRm5mO+WFS1DFVCMPKEIRUIEqspuq/OfpqHsPeYAWV6doHOy8qCw1stb4spm4Xd75ExZUn6Kp8gRyWQGCYIGFhQW5GQvIy2q7I+L26tWrbN++nfraWtqjong4IYHf6nSiaNmelIQgCDhMmTKinPmtTsfDCQm0R0VRX1vL9u3bv/F7GWn+bX+RgRh5xJCZtCtLW4lxCUTpFEC0c4BZxW20cwDesxxJcZKzJLKMX+p280vdbk5oVvBsVi9PZ3XzTO4S9uWYZ1vqAjYlNrI/YzFvlG7kvxa8wK8qdvJe8VaqvJOJsPbCetI0AmY6I5vlgtzGgwhHP+Jcg8nwjGRfWpdYWRtr60/gTBcK3WM4OK+Xj3S7+IV+F4sjS1E5BDFn4lRTxeCcOfzzn/8UryHDidu/ftbFmQOxrO6YIM64PbxD9p21Kf7www/ZunXrN5pH+13Pqb0d3IqQ/aYSdqAlc5c2e8gs3NvNwIxbY0ICHxgMQ8TtjflTa6uZvPW79jdLqCBguCZuB1ooC4KAv7+/2bG6Zs0aGktK6FAoeF+rHZO4XRwejiAIeM+YQfq12djzfX2HrbgdS9ra2pg8eTIzxzvhNTmWlDntZlLWc3IMgiAw2WqW+Fiu61LqI7awNOsAfZn78Z4Sx8zxTuLnjIyM5PDhw3f8+j1Szp07R1NTE831OXQaFPzoh+Vm8vadVzQcf0rOS7ucOH/ImZ+/KqO3yY5FjT70tITx8/NV4lzch/rjaGuIQa/XsXPnTrPXaW1tNVVhe3gMkdkvvvgi9fX1BAUFYWNjw9SpUxk3bhxWVlZMmTIFDw8PFixYMOINPAMVt3JPOYIgkKxI5vym86K4DQ8P/86OEwkJCQkJCQkJCQmJ248kbiXuZSRxKyFxF3Gvi9vhfvAbkLfanGJSAqNJ8A8n2NUHh1k2TBo/kUnjJ2A305rUICWP1PTy2fYfmknbwWK2oKAANzc3BEHA3caR1eXtkrS9IadOnfrWwnbojFsNKSkpZGdlEx2chNIzm2iXPJymyRAEgfsmTqExcxWLS3ZQmtCGn1M4Cq84gl3j8PWSMXfuXO6//34sLS2ZMGECs2bNwt7OHplMhlZbOWp75QsXLrBr1y4WLVpEeno6zs7OWFhYiMfZYHEbF9GAMqwGF4conO3DcHOKIESWib93EhYWlgiCgJerGn+PXOT+VcSGLiI8sIFgnwqiQ1rRFb6OrugctQWvEhlsQOZdgDyggKqiHWxZe5Wu5hcoz32Sipz9ZvNvFQEVuDlF4GDvSnF+M5WlRjNxu6D6FI3awzRXHyImvBIXxwBsbRxRp+RRUWqguup6ldK/MhcuXGDhwoWihHlarRbl7bbERDoUCo5kZY0obZ9Wq0XpsnDhQi5cuPCN38utitv+IgOp7mHkecVQ5p9oNuO23D8JhY0neZ5KFikKeG/+Y7w3/zHeKtrAkcylPJvWw6GMPl7I7udYznKO5SznSNZSfpCykK2JTRzM7ON82Wa+7DzJH+oP8JOSR6n2SSHW1h/v6Q7i3FuVnQzFHA9kM13wnGaH21QblDa+KG18CbJ2Q2HtSZlXAkczl4nyuDe8GJVdINaTpmNhYUFycjIajUaMTCYje14gXc3hrO5LoL7ChfR4S9QxglnqK1zuujbF3yduRch+Ewk70JJ5WV/vsLNwbycfffQRRqMRY3o6h4uKbipuMRr5R18fz/n5YRQEmgUBS0HAShDIFATCbmhH7OzsbHas7tixg/qaGjoUCs4WFNxU2n5cXc2sSZMQBIE9aWnibOwJlpYcSE8fMuN2tFy+fJnTp09jaWk6n0+wmIz7/VHEzqoly3ExzTGPsar0KJMnmmaF1yU+wJ7OH3N63ee8te2/xDy3/F1KVK14ufmbfdZx48ZRVVXFG2+8ccev5cNl586d6PU62hpiWG+M47fv6kRx+9t3dbyyX8mLT8l46SkbVnba0mNwoqNRztHdGnG5lw/k0dGooLG+jO7ubrMREa+//jrTp09HEARWr1495PVra2vH1MLa09Nz2Jm5A+K2OaeZ8Vam+emHlh8i2SsZp+lOWFtbj7qv/8///A+enp6m9b6DmyF+85vfMGHCBMaPH89HH310259fQkJCQkJCQkJC4t8NSdxK3MtI4lZC4i7iXha3o/3gt3//fuRy+Zh+8PNzcOft1ftHrKZ95JFHxB9ty2IzJGl7QzZs2ICuTk+p2kBhXDPF8QvY3HDyloTtwb6fsX/xeywrfwqZSxRebn74uShQemajdMkny6Mdrf8GxlmaWlFG+KRSkdRJvrIRpZcG28neWFpY3fS7thAs8LaXi+2VhxO32dnZoz7HYHGrDKsj0EeDn0cWgT5FBPsWExFcTURwNdazvE0VjjO98PfIQ+5fRUSQATdHFW6OiQT7VFCYtpeCtD0Upu0lTKYn0LuEYN9CSjVbqavYSnKcnkh5BWGBWnH2bZKygyDfAjxcI3FxcaGi1CDOuc1MbSdN1YkyrI6Y8ErioytRhpcSFZFGfHy82Ca4q6uLgwcP3pH95ejRozQ0NNCUl0eHQsHDCQl8eEPb5OHaIz+ckECHQkFTXh4NDQ0cPXr0W72Pbypuy/0S2ZPVwxcrTos5UbqKkoBEirzjWajI452KbYPyKFdKt/Bu+aP8dP7jZtW4e1IX8WRyG6dyHuC3hmf5ctEpvlx0il/qdtMekss851DSXMMwRlawLKwMnZ+aUo94ct2iiLbxxXu6A/OcQ8l0iyDbI4oc9ygaZOmcLVgnPteDkZVkuYQTNseLCEc/csITzeLr7EGwvzP52Qp83CfiYi8MG4Munb7uCvp7K++qNsXfJ8YqZL+phP3kk0/Yv38/n3zyye1820P4xz/+wbp16zDW1vKASsWfe3rGJG+/7u/nSmYmRkEgVxBQCgJyQcDhhnPsjXOrxzIfe3BeKyykQ6Hggehos9nYHQoF3aGhtCuVN52PPZDk5OQh1wCfWUp6irbzxpY/8da2/2Jv30Vq0ntoK1xrJmsH56HG59DnLqa/v5/Nmzfj7Oxs9pxz585l9erV37v2yZcuXaK7u5vG+jI6GhW8fCDPrOr252+VcvwpBVuMDmjzptKm82dVr5Jfv1PH5+/p+eRSDX3tEbQ0pKLX64fI1ZaWFgRBwNbWlsuXLw95fZ1Oh7e3N0VFRSxdupSHH36YPXv2sGPHDpYuXUpQUJC4DR0cHHjzzTeHnOcH5uP6u5ikuZeDF+oANU7TTdXPf/zjH0fc1x966CEEQUAmk/H111+bPfbZZ5/xxBNPoNPpCA8Px9nZmfvuu49Jkybh6OhIdnY2e/bs4X//939HPZ4aGhoQBIHs7OxvdVxKSEhISEhISEhI3AtI4lbiXkYStxISdxH3sri92Q9+eXl5zJ49G5m3H6lB0XRkVXGy9zEOdmxivXYRYR4B4rZzmWPHk40rRqymjY6ONi3n5CxJ2xsyUsVtxxgrbvcvfo8HKvdRruogNagCr1mRyKyTkNumk+XRTn3w4/TFniDauQBBEBhvNZFQz0RivXNxmSlj9n2OTB43a9Asw3FMHj+T6ffPZsqk6Uy7fw7TJszFQrAUlylP7BhR3GZlZYnLTZ48GYVCwezZs0cUt36e85B5FZKvfoqiebsp1xygXHOArKRN4jrerukE+1Yg96vC1SEeD+dUQnwrKUzbR4F6N4Vpe5D7VxPkXYafey5ZieuIj64iOjwHeWAKgX5qQmSZYgL91ATLYvHw8BDFbWWpEc28NjJT2wmRZSIPTCEqIu2OVtiOlGeffZaGhgYaS0poj4piUWgojycn82pBAe9rtXxcXc37Wi2vFhTweHIyi0JDaY+KorGkhIaGBg4cOPCt38O3Ebe70hdxtmqTmNMVD6ELz6I8IJkWRQ69EaUsiSwT0yHPY3FoESeyV4hC9Y3SjWxNbKI+MH3I8p3yfAyyTGr91ayMrRbXeb1kA8+kdlHpk0yKYwjRNr40yjLELAjM5qnkdn5R/ZS4zrn8dbQH5aD1TqTKP5WWyHzq5VlUB6ipDEwl0TsUX3dPFArF9WPIygp/f/PKwPvuu08UTA888MBd06b4+8StCNl/lYT9ppw5cwZjXx9GtZrdubl83d8/JnmL0chv6upYP3kyuYJA5LXqW0EQWL9+/bDi8mbzsceaW5mPffXqVa5cucKMa3O3B2fWeGdq0/t4c+ufRxS1g/Pm1j/TlPsgrTVLePDBB/nyyy/561//ytKlS5kwaA6vIAiEh4ffsZtqRsqxY8fQ6/W0NKTS1x7BJ5dqzOTtmQMqqors0KTOJDfdg7dPloiPPb1FzcLGcOr11UPm1166dAkbGxsEQaCqqmrY177Zd3T16lXKysrE7Td4vu3Vq+bzcdNV6aYbuCwsiPCPYNq1KukTJ04Mu49/8cUX4rX/wIEDQx7v6+sb082BgYGBo7Y6/+yzzxg/3lQNfOnSpW97aEpISEhISEhISEj8WyOJW4l7GUncSkjcRdyr4nasP/jdbOZtXXKBuP1UAREjVtNu2rRJ/MHv0UcfveOf//uW0WbcjiRwBwvbeSFVxLuVEeegJWRWFvG2NZR6raEv9gStyl2kuOvEattJ46Yy+35HZt/niN193sye4MJEiylYCuOxnuCB39Rk7Cf5M2X8LGwmuyOfnU3IzGxCZ+diZWH6cfT+iVPIidYPK27b2tpIT09Hq9XS1tZGe3s7Dg4Ow4rbKHk1ro5x+Hvko0naQb76KfJSd5KfupMC9S5mTHNBEATsrOWEyupQ+Ffj7pSMt2sGioA6iuftJz91F4Vpe5H7VRHkXYaPm4bkaCMB3pn4ekXg6xOAIkQ5JJERMYSHh4vidq3xZbFlsjwoGUWIUqyyvZMVtiPl6NGjLFy4kPraWppzcmhXKulQKIakXamkOSeH+tpaFi5c+K0rbQcyIG47s6vpLzKI6cyuFsXt4MdSg5Ukuckp809kZ3YXJ2vWm6UhOpcifxV18gzqQzJZElshZr5fErX+apaGl5mJ2/rAdDSe0dTJM8xS7pfIfN8ktL5JrIjWmq2zN2URNb4p6P3n8UC0lj82PDck/2k4LK7z/7cd592irbydt4HX89ZxqewRcS5uc2AWBfIk1DEq8eYUQRB45JFH2LZt24giore3905f+u5avu9Cdqx8+eWXbNq0CWNrK8aEBF4sKxuzvP26v5+Dublopk9nxqD9SqPRcP78+WGP19HmY48ltzIf+8qVK5w7d44rV67Q398/ZP+faDmFwrhmDj/w/pjE7eEH3qcmvYfFHcvYv3+/2Xb8+OOPycjIMHt+Kysr5s+f/61awd/urF27lnp9NQsbw9m9Nc1M3P5gUxIlt9tgRAAAIABJREFUGgeiwr3IVruJs3B/9MNyOg0KmupzaGpq4ty5c2bPuWXLFvEzf5ubcV5++WXxeZKTk80eO3jwIF1dXbS3t9PS0sKkay20B9ofC4JAX1/fsPv4unXrEART6+7Bc8EHWLZsGcHBwTQ3N/Pkk09y4sQJrly5wtmzZ3nyySdRKpXia7i7u/Pf//3fIx5PpaWlUtWthISEhISEhISExBiQxK3EvYwkbiUk7iLuVXF7Kz/4jSZv33nosPg8Hs6uI1bTXrx4UWzLXFdXd8c///c1YxG4wwnbBMdKEuxrKXB5kFKXjVT5bKPMfxWpHvUEzEnE7j5f8XuyFMYxa4Izsye4MMVqDtOsbHGYGIjvlESCpmYin56Pw6RAZk90xX1qBBqXPgqcV5JsZ8B/Trz4PNF+84YVt11dXVRXNVBRahAz19peXK84v5nUhHpa6g4SE16Jq2MMAZ4FZMRvJj91FwVpuylQ76YgbQ9BPuXXfoifSH7qU8zPPkZCeC/RIe3EKhYRo+gk2KeCIJ9yAr1LCPIpx9c9B3XMKmTeuQT6x+Pl5SW2OB6crq4utFqtKG73Pv6pmPLCJVSUGmhvb7/j+8RouXDhAtu3bzftL3o99TU1NJaUYCgqorGkhPqaGlOlV0sL27dvv60io6uri8aqOprLaockNiKapOg4s3+LkUeQ7BdOrm8spUHJ6GNyzVIWlkZBcCK68CwMYRpWp9XTFlNIlq8SmbUriY5B1Pil8kbpRt4o3ciZwrXogtJJ9QhjfkS62XOVBCZT5p9EXUAa2xObxXX2zevmCVULVT7J6PzUPKis5D8Nh/hPwyE+1z/DR5U/4OfaJ/mkZpfYkvmXut28X7adt/M2iMJ2IIaADDSyONQxKqytrREE08zNN998k6NHjzJ58mTxhhUbGxusrEztyKdNm8af//znO335k7jDfPrpp6xYsQJjfT3GhAR25+byp+7uUaXtn7q72Z2bizEhgaU6HVFRUWbS0t/fnxMnTgx7rhhpPvZYpO1Y5mNfvHiRvr4+8aawiRMn4ujoyMSJE83eY0hwCLqcxWxoOjwmcbuh6TC6HFOb5HfffXfIdvz66685fvw4bm5uZq9TUFBwx8/RAzl37hxNTU001+fQaVAMkbOlhXGEhYXRWBPJemMcv/mxjof642hriEGv17Fz584hzzkwluDGmca3mjfffFPcZnFxcaMuO/Ca9vbXr+mJiYlDvpOvvvoKJydTK+Wenp5h9/9//OMfNz1G2trazG6IGYnjx4+b/r6xtOTTTz+96fNKSEhISEhISEhI3KtI4lbiXkYStxISdxH3mrg9cuQI69evJykp6ZZ+8BtJ3j7ZuELcfs7OzqO2QB74wc/JyemOb4fve4YTuAUJDSQG5RMn0zBPoTUTtoUuq+jwP8GykPPkOC8jdG4untOj8Zwahev94Uy0uCaQBCumWtkw2Wo2M8c54nxfKL5TkgmalkWqdQfVTjuJnFGB0yQ5DvcFEG9fTZZrN7HW1chnZRNik3a9faFb9LDitr29nYpSA3lZbeLs2Llzrs8jrCw10rvwIItbj6GKqcbNKRY/Dw2+7jkE+1YQ4leJwr8GhX8Ngd7XWzgq5QtpKr9CRJABD+dUfNyy8HJJx85ajoNNOK4OCQR4FiHzKiYjYRNBPsXIA1OIj48fcTsPvNe7VdwO5OLFixw5coQdO3awZs0aVq5cyZo1a9ixYwdHjhwZU7vMW83gSqwbU1NTQ21trdm/qVQqVJExZEYlUpVVNET2tuVXY4gv5GTNes5WbeKLFadZn9FEd/J8XGbYEG7jTalXAvszFosp801E6SIjPSSW15bvEjsBvNK6jZVJtVQGpFDhm0R9SCb1IZmU+iRQ4B5DsUcsNb6prFPpxMraz3R7+LhuF7/QD83PanfyZu5DorB9q2C9KG5VzsH4OnuI+2lwcLC4jV5//XWef/55UXLl5eWJy9XU1FBTU4MgCEydOpXjx4/f6cuhxB3gvffeM8nb1laMajUPqFQcKirifYOBP3Z18d+9vfyxq4v3DQYOFRXxgEqFUa3G2NrKihUr+MlPfsIzzzwjtuIWBIEZM2YMWxH7Xc3HvnLlCmvXrh0yd3akTJo0iWbtYmozFtOQ3X/T1GYsprV6CQ888AB///vfR9yWf/vb31i+fLkoii0sLNi3b98dPz8PZOfOnej1OtoaYobIWZ2ujoqKCnEW7pZVKjoaFTTWl9Hd3c2lS5eGPN+APM3IyPhW72vp0qXid6PVakddtre3V1x2oA3y5MmTh0jYl156SVzuJz/5yTc+Pn73u9+Jz1NYWDjicv/7v/8rvp+lS5d+49eTkJCQkJCQkJCQ+HdHErcS9zKSuJWQuIu4V8TtxYsX2bx5M3q9nobKBqZMmYIgCKSnp4/5OW6Ut6vL20kNut7KLjMzc8w/+D3//PN3fJvcDXn77bfZsWMHBQUFRIRHEOQXSrCTCrl1JhFzC8l3WU6H/wmWBL5Go/8eEu31uE2OwOV+BS73hTF7ggszxjliKYwzVa4KE5g+zh7nSQr8p6QSPE1DqnUHOpdnWOjxCi1uJ4iaocV+kgzb+7wJmp2G2rEVlXUDobPykFmrxO8wyC1mVHE7WIb6ekeK6w0WpJWlRjxcovBwVmE/NxRneyXuTkko/KtR+FcTJtMzfpxJOvu6a+is+YSIQAPOdjE4zA3HYW4Y06c6MXOaO3bWckJ8K0lVrqI4fS/BvqVjFreDJXN54RLystruKnF7N2Q00VtfX09zWS36mFwzcbs6rZ4utZbZU2cgs3YlzyuGndldYkoCElH5hhEXGM7K0lZR3H6w7gUqQtQkuiuIdg5AI4tDI4sj2jmA4DnuxNr5E23jS5xDIM0hGppDNNQFpFEfmM62lAVcqdnOx017+bhpL6dK19AVWUxNgJoq/1T0IRnUyzMp80wgzy2ayLnezJwwRdy/a2trR9wGR48eFatub0x9ff2dvhxK3CE+/fRTU9vkvj6MdXUY09MxJiQMTXq66fG+PjZt2mRWWTi43e1A5WFra+uQmbe3ez729u3bh8xzFgTTrNmAgACx08bgTJs2ja6OXhY29I05S7qXsW/fvjFtz/Xr14uvJZfLh537eydy6dIluru7R5Szzz///LVZuCl0NCpoaUhFr9dz7NixIc918uRJ8TPeOJd2LDl79iz79u2jvLycceNMfx+MHz/+pq309+3bJ76un5+f+N/v/D/2zjuqijv9/0MTpIr03pFeLr0XKVKkiFSlcwEpcqk2EAuKKJbYggYLJrbYsAQN9o7IMcU1G/ekRzeb3eS7+0tTY/T9+wMZuXKBiyCIPK9znrPrZcpnZj6fmZt53c/z3LrFdw26fpRiYmIyqLHx22+/sfsIDw/vc9m0tDQwTGcaZ4IgCIIgCIIgBEPilhjLkLgliFHEWBC3ra2tmDNnDriZXBQGFYJrxWWPOSAgAK2trUJva8+ePUhNTUVsSCQ4hhYQFRVl04MO5IVfZWXliJ+X0RAtLS0oLCxERkYmwvymw3NSJDyMohFmVoAZJvVINd2EaP2FcFVOhLGsJwyknaE33gETJfQwQUwLqhKmmCCmwZ53RXFtmMsGwFZ+KoJUysDV24MSo9MoNTqLcuPzSNbeAgNpF0yU0IWejANclBIRqFEEX5VcOEyMhrbc8xe15jqOSIxOHZS4XVF9CqZG7tDRtMcEeR2oKk2Clpoj7C1SYG0aB3uLVCjKd6a/lJVWQ2n6F/BxmgfbSTNgaTwddmbJ0FJzhJ6mJ6xNE57Vu92F9GkfwM68f3ErKK1zV6Sl5qC8vHzE+8DLxoULFxATEwNZWVlISkpCUlISUlJSGD9+PKSlpWFvb4/z588Pe7v279/fQ+B6e3sjxNkXGW4RAsWtvoomnPUsEWvlh+0x89iIt54MRwNLmOsZoTwsjRW397eeB9cjCsE27vCxcGTr7IbYeUJxvBw0ZZWgL68Gbz0bhJm6IszUFZ46Vgg0cECadTAupr2FXxZ/yM76TbCZjBBLdwTbPAtrd3DUTWCpqAsdGWVIiXXWfhYTE+MTW+fPn8eWLVuwdu1aBAcHIzAwsNdZiH/7299G+nFIjCAPHz7EmTNnUFdXh+rqalTPm9c5Czc/v/N/589HdXU16urqcObMGTx8+JBv/SVLlgjsV3FxcT3G4EDqY+eEhSEpLq5Hfex3330Xzs7OPfbn7e2Na9eu8bXtt99+w927d3Hu3Dm8//77+Pjjj7Fjxw5s3LhR6NixYwd+/PFHoc7lo0ePYGJiwraptrZ2xO/HXXH06NE+5WxXLVxejiuyuWlYsWKFwO3U1tayx9fY2CjUvsPDw/ucBb1y5cp+t9HW1saKXltbW3b9TZs28V0DfX19dgbvYGhsbOQT1H3R0NDALvuPf/xjUPslCIIgCIIgiDcVErfEWIbELUGMIt5kcXvz5k00NTUhNzcXOTNzwHPnocKxAvm2+ewxRwRFIDc3F7t27epzVkpfL/wkJSUH/MLvdao99zpHfX09sjK5SAiahele+Yj1zMeCmCbMDXkXSU4L4KQRAX0ZB+iOt+cTtioSppgorgNZMRXIiE5kr5WRtDuCVEqfCdszKDM+hwrjS8jUfRdBqqXwnpgNUxlfmMn6w1ohFBFalai0vgpflVxYKQRDVKRztuA4cSmYaNjD09l3UOL23S1fIj1xPbxcMqCn5QRjfX9Ym8YhzPctmBtGwtI4BlqqTuy6OQnX4e0491lN20REBzTC2jQBFkbTYGuWDEcrLpyts+Fskw0L40gY6bvA0NAQ5eXleP/993uc3+6zQNPS0qClpQU9PT14enoiJSWl3/rPr2u88847fDUIe4v6+vphb5ug2rge9s4ItnFHllM4TiavZMVpl7g10zRAiGXn3z9IX8VGllM4nPQsYKqpj2zPaIHiNtDWnf3s/KId0FfVgqr8ROgqqiPQ1p0NQzUdOOiYIclyMiuOu9oQYeUFJyt7uLq6wtvbmw0nJyc4ODhgypQpKC8vZzMJXLp0CZcvX4a9vX2/14BhGFy5cmWkH4XEa8Ljx49x9+5dnD9/Hvv378fu3buxf/9+nD9/Hnfv3u21Luj06dMF9i0FBQWB41CY+tgBAQGQkOj8UUJVVRU6OjrLLQQEBPTYj62tLVpaWvD06dNhPmOCOXHiBNs2dXV1XLlyZcTvy13RXc6mpiQiOTkZ27Ztw/Xr19lauNncNOTl5eHChQsCt8Hj8djjO3TokFD77e17XFBQkMC6yL1FV0piKysrdhvd69x2/169fv36AV+7//u//8OtW7dQXFzM9r9x48b1W7v21q1b7H7feeedAe+XIAiCIAiCIMYCJG6JsQyJW4IYRbyp4vbKlStYtmwZuFwu8iLzUOxQjOUey/HpzE+x0GUhe8xplmnIi8oDl8vF8uXLe3252dsLPw8Pj5d64efq6jri52g0RNeM2xfr3HqYh4JjMBlGCo7QG8/pJmxNnglbZSiKa0NvvAPUxpmy12u6xkqUGLWi1PgsSozOIFP3XUxRrYC/ciH8lQvgq5QHjsI0eExMR4zWCpSan8JS209gqxABKVE5djuG8o5QlzSHlJgsSktL+dosTI3bFdWnWHE7d/ZRJE1bDQNdZ5jo+8JEPxjmhpFQU7KGjrobNFUd2XWjAxu7idsE+Lsugp6mFzRVO2fd6ms9C21P6Gm5Q1vDCtpaBkLNnp0xY4ZA6REQEIAFCxYITFf5OsTFixexfft2NDQ04MqVK0hOToaIiAh7DDIyMrCxsYG1tTWMjJ7XYpWUlMTp06eHvb08Hg/5iRkonZrGzoQNtHVHhJUXZjlG4GLaW/i6bD+fuHU3tUOUtQ9SbYMxyzGCjVTbYLhom2OShj64HlG9zLh1YvezMHYWfCycEGzj3mP5QFt3OOlZ9CpuPeyde02dffDgQRw5cgQdHR04deoUJk6cKPB++WJISEjg5MmTI/0YJN4A7t27J7CPOTs79zkeBdXHXrp0Kfz9/fm2Exoaiujo6B6pvg0MDLB79248efJkpE8BH0+fPsWUKVPYdmZnZ4/4vborusvZKVOmIG1GCrhZXBQWFqKxsREHDhxATU1Nn1lMutICMwwj9H28paUF+/btw759+7Bt2zbMnTsXZmZmYBgGdnZ2QpewMDDozIJhbGzMV9f48uXLAID9+/f3+Kw/UlNTe71PSktL49ChQ/1u4/Hjx6zozc3NHVT/IQiCIAiCIIg3FRK3xFiGxC1BjCLeRHF7/PjxzrqR6dmY7T8bJZwSvO31Ni5OvojP4j5DgW0Be8wb/TaihFOC2f6zkZ2eDR6Ph+PHj7/yF34mJiYjfp5GS3Svc+vo6AgjvUnQm2AJXVlbKI3ThaKENjQkLaDIJ2wdYSkbDHuFKBhKu7LXm6u3F0WGLUjS2ghfpTx4TMyAj1Iu/JULMVmlCAla6zFTuwHxWmuRoLMO8Xr1mKJZigkSz2dvyomrwl5+GtQlzTFORLpHbWNB6YdVVZ6vHzctHykJ1ay4Xb+iA4E+2dDXtYaejjVUlSZBQ8UWE+T0oKZkwyduvZ3mwcdpPmwnzYSVaTysTeNhqh8MbQ1bqCqZQGWiUWcoGUNddRI01U1hauTE1qttb2/HBx98gK1bt2LRokXgcrkICQmBjY0NZGRk+hVtWlpaiI6OxooVK3DmzJkR7Rfr1q3je2kuKLy8vPDVV1+x97vu6TW7Zr2fP38eO3fuxKJFi5Ceng4/Pz8YGhpCXV0dixYtGvJ2d4nbhbGzWGm6MHYWyoOSsTw4mxWm3cXtFHtPlIakoDwouUdYaxrDTNOgh4jN9oxGkJ0HPOyde8zuDbLz6DFD92XFbUNDAyvKxcXFkZSUJJS0ZRgGly5dGsGnH/GmIaiPFRUVDWh8Hjx4EKampv32XVVVVWzcuBGPHj0a6cPulc8++4yvfmtSUtKAfmj2KqO5uRk1NTUoLi7GrLg08DwTkDctlU/gXr9+vdf1o6Oj2WvR1tb20u24ceMGpk2bBobprD28Z8+eftexsbEBwzDQ1tbGokWL2HYEBQUBAFavXs1+dvfuXaGuVW/iNiEhAd99953Q11xNTY2vLQRBEARBEARB8EPilhjLkLgliFHEmyRu29vb0dDQgOzsbOQm5ILnwsM8x3nY57kPxzjHcNzmOI5xjiFSO5I95m8zv8XF2IuY7zQfPBcechNzkZ2djYaGBrS3t7/SF34jfb5GQ1y/fh2NjY3Iz89HWGgYbIxdYKbsBtXxhlAcpwXd8RxMkvGDorgO5MRUoSvFgaXcFNjKT8UU1TnI1tsHG/nns6XTdXYgQJkHz4kZ8JrIhY9SLnyVZyFOaw3mGF/BErPPkK7bBH/lQthNiISb8gxYyj+vyyklKodpGsvBUYhhxa2trS1fm7unH+4KLS0tdhsvplF+d8uXSJo+H+Eh8XB3d4eSkhImKmpBXlYdakpW0FF/Lp49Hcrg71oNO7NkWJnGw9I4Bib6IQj2z2Jn98ZFz0FkaBGCJ+dishcXtpahMDZ0gKKiIjsbp79YtmwZoqOjoaCg0OsyIiIiMDMzQ0pKCjZu3DjsqTj7SsM7btw41NXV4a+//mLvdQ8fPoS6ujq7jJ6eXr8zQ+3s7Ia83X2J23m+nfK2K+b5dsrZWcHxqEmYzTdztismaRnAw9Suh7gtD0tDmKsfvL29e9TTDXP1Q15AQo+ZuC8jblesWCG0qO1+7m/dujWCTz7iTaTr+do9hEn3funSJezduxdlZWWQkpLqs+/Kyclh6dKl+PXXX0f6cIWie0phhumsQx0eHi4wdf5IxNKlSzErLg0lLvEocYkXWuAmJCSwx3Tx4sVBf8/oEp42Njb9Lj9p0iQwDAN9fX20tbXxPd+vX7+OuXPnsv/+97//DaCz7vDVq1fR3NyMn3/+ucd1unfvHm7fvo3bt2/j6tWrePvtt8HhcDqf+56eQtesNTc3Z4+DIAiCIAiCIIiekLglxjIkbgliFPGmiNv29nYsXrwY3CwuCsIKUMIpQZ1bHZpdmnHM/hhaDFtwSv0UWoxaMFVl6vPZEKl3cZ97H5+nfo41PmtQwilBflg+uFlcLF68uF95O5gXfiN9zl73aGlpQX5+PqaGT4WbrT/cjafCXW8aHNTDoS/LgbncZNjKR0BT0hLKEoYwkvaAhWwgrOVCEKG2GGk625Cjtx928s9FvYviTPgo5WKy8mz4K89GvNZalBtdQPWkT1Bp2oFUnUY4ToiDhWwQ7BWiYCkfBBFGlJW2kepLkKn7LpyV4qHxTNwqKSn1eyxdL2D7Erdds2JTUlLg7hoCI30nGOh4Qkfjubg11PGDl2MF7MxT+MStgbYfpoXUI9BjIbwc5/CFgbYf5GV1+pVp6urqcHd3R1NTE3t/ePz4MW7cuIFly5bBz88P48aN61OWOjs7o6CgALt27cKNGzdeaf8oLi4W2A5ra2t88sknPe51Bw4cGLBgTElJGfJ2CxK3NQmze51RWxqSgpqE2XxS9sWZssE27pjpHMInYkunpiE/MaOHbBVUY7drJq6jvgVmWAkvbtvb21FVVTWgc3ro0KFe65QSxGBoa2vj62sqKiq4efMmbt68iTNnzmDnzp2oqalBTk4OwsLCYGtry5Yv6C/GjRuHkpIS/Oc//xnpwxwQDx8+RFFRkUAh7eXlhcbGxhF9zncXt+0Z7+CdsAqUuiT0K3Bzc3PZ4xCUJWWg0X0Gb0tLS5/LamhosM+ajo4OVFZWsuuGhoYiOzub/ffvv/+Oy5cvo66uDgsXVqFy4XwcPnxYqGv3119/IScnBwzDQFFRER9//HG/67i7u4NhGBgZGQ226xAEQRAEQRDEGwmJW2IsQ+KWIEYRb4q4PX36NLhcLgoDClHmUIZtnttwlHMUx62P46T2SbRqtOJjo4/RqtGKFPmU5y/oglpwn3sf97n38X3W9zgUfghlDmUoDCgEl8sVqnbaYF74UfQeVVVVcHZygZtpCNz0ouGqGYMEk1pkmL8Nd40k6MjYQGmcPpQlDKAooQO1cZOgz6ZIjoa/UiGCVcqhJWX1XNxOSIKvch7itdZinsl11Fp8hUVmnyJdZwcmKxfBayIXjgqxcFKIh7lsAESZzjST40RlEKa6ADO13wbPshmRVjzoytpgnIg0GIbBuXPn+jyWgYjbrhq5NpZ+0NNyhLLi87Sd6sq2sLdIg7VJPGwmzeATty8K2xfFrYSEBKysrBAREYGioiK89dZbOH78OO7cuYPff/9dqPvF77//jlOnTqGsrAx2dnZ9ig55eXn4+/tj7ty5OHLkCG7evDmk/aO9vR3Ozs58+8zNzcXDhw8Ftv3w4cM92qimpgZvb29wuVysXr0aJ06c4Js9dfDgwSHv14Jq3M4KjscUe08E2rojxM4Ts4Kez4atSZiN7XlLe51x62/lAm9rJ4Q4+/aQsbmpmT1qGwuaEd41E9fF2AYJ1v7I5oTz1dENNXcXKG67Cwth4qOPPhrKxxdB9ODFPmdmZiZUGvjuweVy8dlnn0FJSQmioqJIT0/Ht99+O9KHNih+/PFHVFZWQlFRscfxOjs74/z58yPynO8ubr/I34f7RUdwO7upX4E7b948tv27d+8edDvS09PZ7W3fvr3PZbv6U2BgIDo6On/A1/XdjmEYxMfHs/9/yZIlWLiwCsULs5CxMAhlC/Pw3nvvCX3dHj16BB2dzh9eubm59bt8VyYKMzOzwXQXgiAIgiAIgnhjIXFLjGVI3BLEKOJNEbdtbW3Iz8/HrCmzkG2YjSP2R3Bi0gmc0jiFSzqX8C/rf+EXzi/4l/W/UKpYyh7zOrN1uOR/Cd+mf4v73Pv4LvM7zHOah/ywfOTn5wtVO20wL/woeo+qqio4OTnD0sARFmqesFWaAg+NGYg1Wgqe+RH4qmZBa7wlTGQ9YS4bCCNpd5jLBsJePhqWslOgKWkJDUlzqI2bxF4fP+V8lBmdwyKz26iadAsZuk0IVCmFv3IBfJXy4KuUB/eJaXCfmAYJkc4ZSuNEpBGuthAztd9GptF21AW2I9q6GMYTHVlxu3Hjxj6PRVhxW1RUhIiICBjq20FDxR7S41Uwbpwcu66SgiksjafDZlIS/FwWw9JkOkz0Q6Cl5gwj3QBYmITCwToGni4zEejLRWRoEaLCCsHNLEN9ff2Q3z/+/e9/Y9++fcjKyoKenl6fMkRDQwORkZFYtmwZWltbh6SPnDp1ik9ErF27tte2Pn36FC0tLWhqasKNGzfw3//+t8cyN27c4Gvv+vXrsXPnzh7SuaWlBbW1tbh69Srf54cPH8a2bdv6bHNvM167omhaWo8ZtjUJs1E0LU3g8omh0fB0doOvr28PGVteXi50StTy8nL4u3khyM4DwTbufOFt7QRPZ7ceErimpqbX611eXo4JEybwfbZv374h74ME0R05Obk+70Mvhrq6Ojw8PJCSkoLFixfj4sWL7LZ+/vlngfeJ0cyvv/6KNWvWQFtbm+88LF68eESe84LEbVf0JXC7pyOura0ddDvCw8P57lO9Lffhhx+yy+Xk5LCfdxfJ3WuvZ86OR8bCIKQs9EHKQp8Bi1sA4HK57Pbu3bvX57Jdz2FXV9fBdBOCIAiCIAiCeGMhcUuMZUjcEsQo4k0Rt10vzrw4XkhQS0CjViNOqZ/Cx0Yf43/2/8MvnF/Y+NDk+Yu3uSpzcczuGE66nMTdxLu4HHcZJZwS5MzMwcqVK4flhR+F4GhpaUFKSgrMzcyhrWYALYVJMJZ3AWdiFHzUMzHdcCn8NbkwU/CFrrQ9TGS8YC4bABu5cOhJOUBjnAXMZQNgJO3OnvdwtSqUGp3BDO23MVm5CD5Ks+CrNAt+SvnwVy5EotYGxGu9BUlRWTAMAzGRcYjTXINk7QYkaK9FlskO1AW2I8q6mG/G7YYNG/o8lv7Ebfy0OfBwC2FFl+Q4ecjL6kBGWh3iYuOfrSsCY71gBHkZyfgPAAAgAElEQVSsQIj3GkwL3A6ORSpszKbB2MAZWWnzMLugUmBUlFdhw4YNr/Re8vTpU3zxxRdoaGhATEyMwJld3cPU1BQzZ87E+vXrcfny5ZfuJ+vXr2e3KSEhgYaGBlRVVcHNzQ07duzAgwcPhD6GoqIigW1NSEhg93f9+nX28+joaPbzQ4cOYfz4zmu1YsWKXtvb24xXHo+H7OzsHmmUu2rg5idmIDs7W+B6AxG0fbUrIyMDvr6+8Pb25gtfX1+kp6f32MeePXt6vb7ffPMNHj9+jG3btsHHxwfx8fFvnAQjXj8++eQTvn4oKioKAwMDBAQEICcnB6tWrcLhw4fxySefjJo6ta+CP//8EyUlJex5mjdv3og85/sSt30J3Iz0DIiJiYFhGCQlJQ2qDZcvX2brnUtKSvZZr33t2rXsOev+3L948aLAZ97UHAcsOhCHvd/wXlrczp8/n93etWvX+lxWXl4eDMMgLi5uMN2DIAiCIAiCIN5YSNwSYxkStwQxingTxG17ezsaGhoQGxsLB0sHxCnEYcnEJfjG4hs+YdsVP9n9BKlnsyljZWJxUuskjlsdxzHOMdQ71qPIrQhcLleoNKlD8cKPovdYsWIFwsOnwtrYGXqqZtBQMIThRHtYKvvDXT0JrqoJcFKaDrsJkTCR8YLueHuYyvjCRNobGuPMoTbOFPpSTmydWpVxRuAoTIObYgo8J2bCRykXfsoFSNRaj7km1zHbsAXSYp0vX0UZcURpLEWF6Xkk67yN6Zp1iNNdiRKnA/DVSYN6txq3fV33jo6e4jY6vAhJ0+djekQZPF1mwlDHp0cdWhUVFZiamkJSUuqZzJWGhUkI7Cxi4WCVjMnupfB1K0Bs5Dy4OYdhdkElFi1ahNWrV/eIDRs24M6dO8N6b/nrr79w8+ZN1NbWYvLkyZCUlOxV8klISMDBwQGzZs3Czp07hZrp3j2Cg4N73fbq1auFbnN3kdE9dHV12X11r63IMAz7efcUywEBAS/V3wXVv+0ubl9MVTySsW7duh7nycTEBHV1dTh+/Pgr7FkE0TdffvklWltb8Y9//AOPHj0a6ea8tmzfvn1UiNveBK6mshoYhoGmpmaPGrgdHR04c+YM6urq+tz/1atXERgYyJ6H0NDQPpfPysri+753/fp1NDY2orCwEO4ebpDVYKBs8fyeWLp1Ks4+qUbLb/NfWtympqay2/v00097Xe5f//oX3wxqgiAIgiAIgiB6QuKWGMuQuCWIUcRoF7ft7e1YvHgxuFlczAqZBQ8ND8SqxmKhxsIeM227h6esJxiGgZuMG67pXcMp9VM4bnwcqZqpiLKJQlpaGpYvX/5KX/iN9LkbDdHS0oLCwkJkpGdgim8krAxcoK9qDr2JFjCYYA9jOTdYyAfAViEcDhOmw04hEiYy3tAf7wRTGR/oj3eGuoQZe43EGAnoj3eCrXwE3BVTEatZj3Kj81g06VMUG52Ggrg6GIaBCCOKENW5mG9xFUtsP0aybgOiNJcgRm8pMi3ehqVcENQlzSEpIoOoqCgwTGdN17Nnz6KtrQ2nTp3Cnj17sHHjRtTU1MDS0pJtQ1pqDsJCkmA+yRUT5HQhL6sDeVkdSI7rnCkzefJknDhxAk+ePMFHH33EzioyMDCBlbk7zIw9YW4SAD8PLqYGFyNx+jx4ukVgdkHlgCTlcPPHH3/g9OnTmDNnDhwcHCAiItKrbJWVlYWvry8qKipw8ODBHqmKT506hZqaGkRHR/OlpRQUe/bsEbqNv/32G3bs2IEVK1agpqYG0tKdM6q1tLTYfXfftqurKzo6OgVB98/T09Nfqr+/anG7ZcsWODs7Iz09vd+6zP1FSEiIwPP9yy+/vMJeRBDEULFt2zZ23M6fP39EnvEDEbcvClxf3c56rmKiYkhNSeWrgdvR0YFjx46BYRjo6OggNTUVK1euxM6dO7F7925s2rQJeXl5fD+4UVVVxalTp/psr42NDRiGgbe3NytsudwsJOdFIXq2M4wDxGEew0BEvHObcaVugxK3v/32G1RVVcEwDMaPH48//vij12WPHz/OHsupU6eGoosQBEEQBEEQxBsHiVtiLEPiliBGEaNd3J4+fRpcLheFAYUocyhDCacEJVYlmKs+F59aftqruF2utRwMw0BKRAr3bO7hM5PPsFNlJ5ImJMHNyg0FBQWv7IWfj4/PiJ+30RTdZ7SkpqbBzd4XekrmUJXThZq0EbSkraAv7QhL+SDYTYiEk2Ic7CdEwVTWB/rjnaAsYcheJxFGBJNk/GAtH4apatXI0nsPGbq7EKq6AFKiPWsjuimlIMugCdGaSxGoVoTJWrPgrZYG3fEcKEsYQFZyAmxsbKCgoMBKeUEyq7ukFJROUVRUFC4uLjh06BDf+GxtbWWXmTNnDiIiIuDpEQA35zDkZq5AbuYKFOSsRty04tde3L7ITz/9hAMHDiA7OxuGhoYCz1tXqKmpYerUqYiJiem3lm5XWFhY4MSJE4Nqo7p6p8hXUlLCsmXLEBsby7eP9957Dx0dHcjLy+P7fO7cuS/V11+luL1w4QJfzVk5OTkUFBS81I9Irl692mtfv3Xr1hD1EIIgXiWNjY3suF2wYMGIPN9fRtx2xeWUTRAX7fxhU5CJC18N3JaWFlbcChM2NjZobm7us63Hjh1jn+UhISGssI3huSK6hIPZWwNQuM8R3gsZKOg92663nkBx+5///AcHDx7s8/o8ePAAcXFxbBuTk5P7XL6qqqrze62UVJ+ClyAIgiAIgiDGMiRuibEMiVuCGEWMdnHb1taG/Px85IflY57TPJyOPo0STgnmaM3B+0bv9ypuv7b5GpIineKhQa8B/7P/H2om1iBWORZOTk58NcWG+oVfX/UvKXqPo0ePIiYmBs5OzrAys4exqj20ZM2hJmMELVkLGMg5wEjODVYKwbCfEAUnxTjYKIRBlBHnu17yYuowlvaAhVwQrOVChb7OL4YYMw4iTO+zRoWNiIgI/PDDDwLHZ1paGhiGgaWlJQBg9erVmF1QidzMFThz/A82cjNXjDpx+yJffvkltm7diri4OCgpKQl9/iQkJODh4YHKykqcOXMGv//++5C1qfuPMwRFUVER9u/fD2VlZb7PFy9e/FJ9/FWK264Z/y+GsrIy5s2bx5eeuq2tDXPnzkVeXh7WrVuHkydP8s16vnnzJkxNTXuOCTGxIT3/BEG8OrqL2/T09B6ZDYYjBiNu7xcdQZSpFxiGgb6COkpc4lHkn4TsjCzU19ejvb0djY2NyMrKgpubG/T19SEvLw8xMTHIycnBxMQEERERWL9+fb/Hfv36dUybNg0Mw0BaWhozciL4hO3mT5Px7j0udnyTjuDa8TAMevZ8khLD8f/N7SFuv/76azAMA2NjY8yZMweHDh1CW1sbPvroI5w+fRrLli3j+0GTlpYW/vnPf/Z5Pd3d3cEwDCIjI4epBxEEQRAEQRDE6IPELTGWIXFLEKOI0S5uOzo6sHLlSuTMzEEJpwTnYs6h3KEc5UblWKa1DP/P/v/1Km+nK04HwzCYLD8Z35h/gyy5LATpBcHe3h7p6emICI6Avb09zMzMoKen99Iv/Do6OpCfnw+G6axbOtD6nRSdUV9fj6xMLmIDsuFrMw02Bu4IsIuH96QYmKm6QlvBAjpylnwCV1OqM0WxhMh4SDDjwTAMxEUkoSCuBbVxk6ApaTUocdv9332l/u0rduzYIXBsPnjwAPLynemTN23aBODNFrfdefLkCW7duoWVK1ciKCgIUlJS7PkSFxeHm5sb5s+fj9bWVvz222+vrB2C5KQwUV9f/1J9vEvclk5Nw8LYWWyUTk0blLhtb2+HnFzPGeXdQ1dXF7W1tbh+/ToCAgJ6/H3ixIlwdXVFbGwstm3bhosXL2L69Ok9ltPW1saOHTvw119/vbLrQhDE4Nm9ezff2J00aRJWr149rAJ3MOL2dnYT5rrP7Hz+MiJInhLDN+N2KNrXlfGjoKCAzaxh5aHTQ9h2j/IPXOBWxkBErPO8ztkR1au4FSbc3Nzw5Zdf9nktv/76a/Y7yIEDB4apBxEEQRAEQRDE6IPELTGWIXFLEKOIN0HcHjhwAFwuFzw3HnYE7cAmv00otSrFXPW5uGN1p1dxe3bS2WcCTgw7NHcgRiYGBhoGcHV2RWFQIUo4JSgMLgQ3k4s5c+agtbX1paVJVx3OgoKCET9fozW66t1ys7hImZ6DGJ8c+NnEwMsqAmFOqT0Err4sB+IinXJVRdIYGpLP68xOkNCGkoQeZMVUISumAk1JS5jKeMFdMRUOCs9llK/SLGTr7UWa8duYaV6PWW6bMT/8PQTZJmNaaCIqKytx+/ZtHDlypN90vwzDICgoCCdPnsSTJ0/6HZvvvvsuGKYzTe+vv/4K4Lm4TUlawKZKzs1cgZSkBW+UuH2RBw8e4MKFCzh79ix7LoaDrVu3QktLC15eXliwYAFOnTqFTZs2wdjYuM/rvHnz5pfq4+Xl5chNzUR+YkaPyE3NRHl5+Utt9+bNm7CwsBBKEnTJCWF+cNDR0YGTJ08iOjoaoqKifH+3sbFBe3v7sF0rgiAGxn//+194eHj0GNvm5uZYu3btsAjcl61xuzW0AqUuCeB5JsBQs/P7lZWVFV+N2yH7zsHNgmegIxiGwbjx4shd7ytQ2HbF9q/TELRcEipWnefT1k+3h7h98uQJLl++jKqqKgQHB8PMzAyKiooQExODjIwMLC0tkZGRgZMnT+Lp06f9XsvlyzvLf2hqauLPP/8cht5DEARBEARBEKMTErfEWIbELUGMIt4EcdvW1oZZs2ahILQAC5wX4MPoD1Fi35ku+ZDRoV7F7S+cXxAxIQIMw8BCwgJW461gqGaILJssVDhWYFfwLlQ4VoDnwUPOzBzk5uZi165dA36ZWVNT0ykLJ0zApUuXRvx8jeboXu+2P4GrLK37fBagtA3M5PwgIdI561Z2nCKUJHU7Y5weJkhoQmWcIfSlnaAuZfZ8potiCgrNDqLM9QBKfd9F1dT9OLH8K6SHzEFp/nxUVVWBy+VCQWECZESVBQouSUlJZGZm4vbt20KPyydPnsDc3BwM05lau4sNGzagorwKswsqe0RFeRU2bNjwKm4TxAs8ffoUn3/+OVatWgUfHx/IysryXfN169a9VP9+//33UV5eDh6P1yPKy8vx/vvvv/TYuXz5MubNmwdLS0uB/VRQv125ciVKSkp6/E1UVBQ7d+7s0XYvLy++5QwNDUf6UhEE0QdPnz7F8ePHweFweoxzCwsLvPPOO6/0mS5I3P4tZxe2h89Fc2wtvi54v1dh21XTdubMmRATE4OEhMSQfo+tr69HVnYGYgu9IKfUmfUhimffq7DtHmUnnGCX8SwbhyiDHZ/l84nb7jx69AiXL19GXV0dFi6sQuXC+Th8+LDQ1/DJkydsdoja2tqh7iIEQRAEQRAE8UZB4pYYy5C4JYhRxJsgbjs6OlBbW4vcGbko4ZTgfMx5lDmUodyoHPM05qFas7rXyFHJgQgjAhFGBHbj7RCpGIllbsvw6cxPcZ97H5/O/BTLPZaj2KEYeVF54HK5WL58Oa5cuSJUu27evMnOxJwzZ86In6c3JYQRuGryemAYBuKi4zpn4MpxIC+hyqZV1J9oCR1FM6jL60N7ghl05C2hMF4V8pLPBayhtBuSjFaj1PV9VIcdweacy2hddQ/T3HPh6xoMLS0tyImpQne8PQylXSElKs+uq6qqikWLFuHHH38c8Ljct28fGKYzfe0ff/zBfn7nzh1s2LABq1ev7hEbNmzAnTt3hvL2QAyAiooK9trLyMi8tLwdjti3bx+SkpIwYcIEgdJWSkoKH374IQBgz549Pf5uZGTU67YDAwPZ5dzd3XH//n3cu3cP33//Pb7//nuhZpsTBDG8PH36FEePHoW9vT3fWJeQkBjUD0b6C0HitjFsDkqc4lDiHIcSl3jMdpqOMpcE8Jxi+YRtYWEhO8N28eLF4HK52LZt25C1rWvGbVJSImwcJ8HSXQdRPHvM3iI4RTLfrNuv0hC4TBLKZp3n0X+mRQ9x+6KwLV6YhYyFQQLlbl903aOVlZWHNSMFQRAEQRAEQYxGSNwSYxkStwQxinhTxO2+ffs60yW78tAU3IT1vutRalOKMtOyXoNrwIWvii90JHWgL6oPD0kPLDJZhG8zv8V97n02vs38FruCd6GEU4LZ/rORnZ4NHo+H48eP99uukydPgsvlIi8vDzdu3Bjx8/SmRV8CV1JCulOgyut2plCWN4emnCn0lM0xSZsDQ3UrWJvbw97CFTaGbjDTdoC+qgWUFFXYMTFRQhcmMt5wVZyJAOUi5Hu8jZrYw3DQCsEEcU0oSejBUNoVNvLh8JqYhQnimuyMxJ9++umlx+Xu3btRXV2NixcvDuFoJ14lP/74I5/0EBUVRXFx8bDWi3yZ8bNy5Uro6+uz7U5LS+P7j5c7d+5ARUWFT+aIi4ujvb29x/b27t3bb61nAwMDXLhwYQSvFEEQvfH06VMcOXIEtra27Jh1cHB4ZfcxQeJ2QzAPZbbTUaIfjskqNtCVVYWughosDSYhLDQMeXl5Q5oSWejvGNwsJOdFIYbn2lnjth+BW3LMAY55nTNuRcVFEMNzRdnCPOzcuVOgsE1Z6NPrrNy+rldXFoVNmza94t5BEARBEARBEKMfErfEWIbELUGMIt4UcXvt2jXk5uaiIKQAVS5V+HjGx1jjswbL3Jf1iKVuS5FpmQl/HX+EqIcgXCoc06WnY7nmctxNvMsnbbvHxdiLmO80HzwXHnITc5GdnY2GhgaBAuN1j+vXr0NHR4dNxTvU229qagLDMJCXl8fZs2eH5Xi6C9yY0BnPZ81qWHWmUDaLgZNOGMI4mZgVtgzTPHIRMjkSQUFByEjPQIhfJDysQ+Bk78Ynmrpm1BpJu8FGPhz+yoUwlw2AuqQ5dMbbwUcpF4EqxeA6r4Wz6fPZhqdPnx7p4U0MM7/99htiYmL4+k90dPSwCIbt27djy5YtL7VuV5rN3v7D5X//+x+ysrLYZTw9PQVuZ+nSpUKlYRYREcG8efPYWow///wz6uvrceXKleG+ZARBCOCPP/7gq9u+ePHiV3LfEiRua/1yMF3fEzMnuiNajoMQORt4yJnCSEUb5mbmiI6ORkNDw7DcVwV+xxBS4G77KhUBNRKYFMVA14uBb4IZEtKikZCQwCdsU6t9sOhAHPZ+w0PKQh8UV+Zg4cKFaG5uxs8//9zndbp//z6qq6uxbNky/PXXX8PUOwiCIAiCIAhi9ELilhjLkLgliFHEmyJuOzo6a8nmJnamS25PbBcoX7/P+h5v+b6FEvsSlBuXo1ilGCXyJdhvvh8X/S72Km274vPUz7HGZw1KOCXID8sHN4uLxYsXjzp5O3v2bDblqaCZNEeOHEFNTQ0SExNhY2MDSUlJtp9UV1cLtQ83t04BGh8fP2zH1fVydcqUKWx7fewi2BTKU10yEOORj6Ko1ZjulY+0hBxUV1fzSV9vLx+BsklRXBsmMt6wkA2CtVwYTKS9YCU3BXnum3Fk0Rc4u+YHxPrOYpfvXpuWGDs8efIElZWVfH2Hw+HgzJkzr6zfb9q0CaKiomAYBnV1dQNa99ixY2w7nZycBB7T48ePYWRkxC5XVVWFd955B/X19aisrMTs2bNRUFCAgwcPIiUlBd7e3vDx8YGvry/8/Pzg5+cHf39/tm5z9/1duXIFFhYWbIrm7777bpivGEEQgjh58uTz55+iIs6dOzfk967u4rY94x1sDa1AqJEr/DXtkKjuidXGyShQCUSiggviJ7ogSMMeTma2cHZyRkxMzGsvcHnNHHguYGA9k4GurRzcfBwwNcmXT9ge/rEcZ59U4/j/m4PIIjv4T3VFdHTUgGvdEgRBEARBEATRPyRuibEMiVuCGEW8SeJ2z549nemSXXh4b8p7AsXrpzM/RQmnBBUGFZivMR/bNbfjA80PcIxzDJ9O+7Rfcdslfw+FH0KZQxkKAwrB5XJx+vTpET9+YePixYtQUFAAwzBYvnx5j79v2bKlz9lyworbbdu2sTXyTpw4MazH2CWmGYZBbGwsm0LZ3zYGkW5ZWMVtZsXt0qVL0dHR+UJ2+/btiIuL6zYzUBSyoirQkrGEuowxNKUtYCrjC47CNNgqh2BOwgZc2fg/XNn4P5xd8wOSg0rZdbOzs0d6eBMjyO7du/l+8KCtrY1jx44Nql/fuHEDU6dOhbm5OZKSkvD222/j+vXrfDPjVFRUsHnzZvj5+WHVqlX9brO09HmfXbZsWa/HIsxMWhsbm37bX1BQADExsV63UVFRMcxXiiCI3pg+fTo7NqdNmzbkz+ru4rbEJR48zwQEOHrB29IJSXo+eN+1Ascd5mK/YT62TuIiR80f8Uquo0Lg7vgqA3P2B8M4SBQ6ngzUOQxc4jUQnGvGJ2xb/6zEjq/TUXXaD14punCdYg6faOsB17olCIIgCIIgCKJ/SNwSYxkStwQxiniTxO2VK1eQk5ODguAClHJKMddpbo+ocKyAj5YPwpXCkSmXiRa1Fnxg9AGOOxzHdxnfCSVu73Pv47vM7zDPaR7yw/KRn5+Ptra2ET9+YaOwsBAMw0BdXV3gTOGGhga+Op2GhoZsDbWBiNuOjg5YW1u/slm3bW1tOHToEBoaGlBbW4uamhrU1taioaEB0dHRbHvXrl3LVwM3zi8P073yBYrbxsZGBAQEsOtOlNCFobQrAo0zcaTm79hcfAqzIhcjfcocpAXPwTLuu3ziNj1kDsTFxcEwDCIiIkZ6eBMjTFtbG9TU1PjSJg+mz9fX1/cQnePHjxeYiphhGIiJiWHbtm19btPBwYFd786dOwKPo/sPIfoKcXFxoWphNjU1QVdXV+A2FBQU8Ouvvw7zlSIIQhD37t2DrKwse1/ZuXPnkD7Hu8QtzzMBedNSwc3iIigoCLH+4Sh2jkXrlOU44TgPp0zK8bPPNnztsQHbzXJea4EbXegMr3hTeEwzRmiuNVxTJsIygYFpBAPPfHksPR/KJ2yXXApA5VlvFLfYwiVlAuymaMAz2ozELUEQBEEQBEG8AkjcEmMZErcEMYp4k8RtR0cHlixZgpzkHORH5PcaUxynwMPQA0kTk/CO/js4bnNcqDTJ3eNy3GWUcEqQMzMHK1euHPHjFjZu3LjBiqTU1FSByxw+fBhFRUXYsmULLl26hI6ODlRXV7+UuC0rKwPDMJCRkcGFCxeG5BiuXbuGzZs3P3tRykV2ejpy4+MxKzYWufHxyE5Ph5mZGdveS5cu9aiB2yVwX0yVnJmRCSOd5+lctaVs4aOUi3XpZ1lBe37dv9FQ0ooV2XvQUvd1D3ErKyMHhmEwefLkkR7exGtAbm4u258KCgoG1fdfrJ8rTKiqqiIhIQE+Pj49ZvyeOXOGTbFsYmKCp0+fCjyGv//97wgKCoK7uzvCw8ORmpqKkpISgfszMjKCm5sb/Pz8EBYWhri4OOzYsaPHsVy6dAmRkZFgGAZ6enrw9PRkt7F+/fphvkoEQfTGmjVr2LFpamo6pD9UW7VqFbLTs8DN4qKwsBCNjY1YtGgROwv3RXH7i99O/OK387UUuA0NDYiJiYGzsxNsnCbBOkgF9vFycMtSgFclg6B1DCbXMai5GsQnbCvO2qPorCFmtejAe5YyIottSNwSBEEQBEEQxCuCxC0xliFxSxCjiDdN3La2tqK6uhoVFRW9RmZmJtzd3RFvEI/FZotx3uc8vpj5xYDE7Y6gHeC58cDlcnHw4MERP25hY/369ez13rdvn9Drvay4bW1tZdOiVlZWDrr9zc3NKC4uRnZGBvIjIsBzd0cJh9Mj7DQ02Pbm5+ejubmZfbm6ceNGZGZmgpvFRWJ8EkJDQ8HN4iIyMAHmyp5QGfc87ayjaiR28jpYOdtXdIlbKUkpMAyDKVOmjPTwJkaYH3/8EVJSUmx/qqmpwaZNm7BlyxY0Njbivffew7Vr14Tu/1paWmz68V27diEpKQmKiopgGAaenp58dWhVVVV7SNW4uDi+7S1atIj9W3l5+YCP729/+5tQ8lhWVhYXL14UeExnzpzBjRs3sG/fPnZ5Q0ND/PXXX6/gihAEMVAeP34MW1tbdnyWlpYO2XeSs2fPYvXq1di+fTsrWrunT+5N3L5OArf7D8MyMtMRGu8Ft1gduCaoI2SeJlL2qiNxvwzCGxn4LWMQ/dZEPmFbeFYPVbctsOZHF0yt0kPsfA6JW4IgCIIgCIJ4RZC4JcYyJG4JYhTxpolbYaKtrQ2zZs1CQWgBFjgvwPdZ3w9I2n6f9T0WOC9AQWgB8vLyRlWa5KlTp4JhGOjq6g5ovZcVtx0dz1OxOjs7D6rte/fuRU5ODnLj48FzdUWZgwO2BgTgXEwMbicn44v0dNxOTsa5mBhEdqv5OSM8HDk5Odi7dy8uXrwIFRUVMAwDa2trhIeHIzFhBlxMpsBQxhWG0m4wlvZg161IWC+UtO0St2lTKtg0tQkJCSM9vIkRpq6url+paWpqisuXL/fb/5ubm9l1fH192X08fvwYX375JR4+fIgbN24gJCQEmzZtwv3793vIWxMTE75t+vr6sn+7evXqSx3jgwcPYGpq2u9xdqUk7ytcXV3Z5ffv348HDx7gwYMHePjwIR4/fjxUl4UgiAFy7do1dmzKyMjg5MmTr+x7ykDE7UgL3JaWFoF1bgsbJmPRmSCUnXBG0RE7pLyrhcDVDHyXMghcxSD/Qz1W2G78xR2Nf/lg86+eJG4JgiAIgiAI4hVD4pYYy5C4JYhRxFgUtx0dHaitrUXujFyUcEpwPf76gMTttfhrKOGUIHdGLlasWDHixzKQ0NTUBMMwCA0NHdB6gxG3aWlp7CxBYQSVoGhubkZ2djbyoqNRwuFgnY8PPktJwX0uV2Cs6JZ2daaZGfKio5GTk4OqqqoeQqlrRqScmCp0x8KKSnQAACAASURBVNtDW+55quT5MzcNSNwmBRQ9l74VFSM9vIkRZuXKlULNSI2IiOi17587dw55eXl8yy9fvlyo/Z85c4ZvPXNzc3a7V65cgaSkJBiGgZqa2pDNcP3zzz/x3//+F99//z0OHDjA7tvDw6Pfcb5hw4Y+z9PmzZuHpI0EQQwcLpfLjkVvb2+sW7cOy5cvR2VlJYqLi5GTk4Pk5GTExMQgJCQE3t7eSExMxNWrVwf0vH8ZcSuMwE1PT0djY+OQCtz6+npkZWcgbrY3oos5mFbqgLoLsXj3HhdN32airj0MOXvNkbhFE1M3SCJsK4Op2xhkn5nICtuuIHFLEARBEARBEK8eErfEWIbELUGMIsaquN23bx+4XC54rjw0BTcNSNw2BTeB59qZJnkg6YZHOj744AP2WpeVlQ1o3cGI21WrVrHrbtq0acDtvnr1KoqLi5EbH48SDgdNwcG4l5XVq7S9z+WiOSKC3WeejQ1KOBzkxsfD39+/VykkJiYGP18/BPqEsZ9N88rCiRVfCi1uw92S2XWbmppGengTI8yjR4+wZ88e1NXVYdmyZVi0aBEWLFiAiooK8Hg8yMjIsP2lpqaGr9+fOHECSUlJGD9+fI++2tHRIXQb2tvb2fVUVVXZ7dfX17Ofc7ncV3L8T548gY6ODju+Tp8+3edYv3nzJluDW1B4eXm9knYSBNE/P//8M5SVlYX6MUr3GOj3jcGI267ocF6OCt2pyFbzQ4yyM9y0rRDi6sfW0m1paRmS71WCZtxGFdsjuc4BebvtwWu2R8HxScj5QBOpRxQRs59B0ikGqedFsPmBG4lbgiAIgiAIghhmSNwSYxkStwQxihir4vbatWvIzc1FQUgBqlyqcC/rnlDS9l7WPVS5VKEgpAC5ubkDqk850lFbW8te68bGxgGtOxhxe+LECXbdgoKCAbd78+bNyM7IAM/VFet8fPqVtve5XHydkQGpZ7V1c6ytsc7HBzxXV9hZWbFtyc3NhZ6eHjsb8OOPP8aVK1cQGxvLLuNjH4qM0LmoyWzqV+CeXfMDXCwC2HU///zzkR7exGtOU1MT21+kpaVx+PBhvP/++wgPD2drQwuKJ0+eDGg/dnZ2YBgG4uLi2L17NyIjI9nZtl33/ldFeXk5u5+5c+eivb0d27ZtQ0pKCvz8/FBSUsI3A+6tt97q9bhfNp0zQRBDw86dOwcsbkNCQgb0zB/sjNt3LfMxTz8KcwyjUGY9HWnWIfDWtQXXfiqK/JOQnZGF+vr6Iftu1VXjNj8/H1MjwuESYAGXGC04JykhcP5EpOxTRflNA6z4wQalt1WQfJZB8lkG8/+hQ+KWIAiCIAiCIIYZErfEWIbELUGMIsaquO3o6EBNTQ1yEzvTJbcntgslbtsT2zvTJCfm9pgh97oHj8djr/WhQ4cGtO5gxO3Vq1fZdaOjowe0bltbGwoLC5EfEYEyB4c+0yO/GG4aGmAYBq7q6riTkoIyBwc4PfuMYRh89dVX+PPPP/HVV1/h6dOn7Jh455132GUiIiJQkrsA3Ki5/Qrcs2t+gJGmJRiGgZKS0giOamI0kZKSwvY3BQWFHtJDSkoKNjY27L+TkpIGvI8pU6b0KlU0NDTw8OHDV3BknXz00UfsvlRUVKCkpNSjDVZWVrhw4QI77rds2dJjpvHMmTNfWRsJghCOp0+foqmpCWVlZVi8eDHWrFmDrVu3Yu/evThx4gQuXryIW7du4e9//zvExcXBMAyMjY0H9Nx/2Rq3LwrbWZxITJvkgwSLySh0j0XetNQhn3HbFS0tLcjLy8PUqeHguFnC3FULVkFKcMuYiIAyNaQ1GWDplzao+7cVUs51itvU86J4+4E7iVuCIAiCIAiCGEZI3BJjGRK3BDGKGMvids+ePZ3pkl14eG/Ke0KJ2/emvAeeS2ea5D179oz4MfQmOw8dOoSGhgbU1taipqYGtbW1CA4OZq91fylLX4zBiNuOjg52dp+3t/eA1jt06FDnNXJ3x9aAAKGl7X0uF9Wurp3iS0wMd1NTsWXyZPg+S00rIiKCo0ePoqysDOXl5dixYwcbmZmZ7LGGh4cjNjYWERERCPYNxxS3uF4F7pnV/4S0lBwYhkFwcPBID21ilPDrr79i0qRJPWSmoqIiKisr8eOPPwIANm/ejBkzZuCf//zngPeRmpraY/vy8vLg8Xj47rvvhvqQ+Hj69CnMzc177P/FsLW1xaVLl9DR0Vl/197env2bgYEBfvjhh1faToIghharZxkuxMTEBlRXdiDidqDCdqhr3HZF91q3kbPt4JMwCSE51ogqtkd46SRMqdBC8FwNpDUZYNbFieys23l3tUncEgRBEARBEMQwQuKWGMuQuCWIUcRYFrdXrlxBTk4OCoILUMopxVynuf1GKacUBcGdaZKvXr064sfQPa5du4bNmzc/q7fGRXZ6OnLj4zErNha58fEwMzVlr/WGDRsGlOZ5sOJWRUUFDMPA2dl5QOs1NDQgOz0dJRwOzsXEDEjc3k5OhuSzdLPrfHxwNiYG/qKiEB9gmsfuoaen1+sM3DV5h9jllixZMtJDmxhFfPzxx2y9W21tbaxZswa//PLLkG1/06ZNbN80NzfH5s2b8euvvw7Z9vtj/fr1Qo0vR0dHXLp0CX5+fnyzdP/xj38MW1sJghgakpKS2HG8d+9eoZ/7wojb10XYdoWgWreRRXaYXu6IKB6HT+AGlKvCZxGD2MOd8nbVTzYkbgmCIAiCIAhimCBxS4xlSNwSxChiLIvbjo4OLFmyBDnJOciPyBc6cpJzsHTp0hFve/dobm5GcXExsjMykB8RAZ67O0o4HL6wfyZPGYZBWnIyiouL0dzcLNT2Bytu5eXlwTAM3N3dB7RebW0tcuPjUcLh4HZy8oDE7X0uF1FGRmAYBr7a2rgVHw8fhsGEF2SRqKio0OLWzs4OdXV1WFi1sIfADXTsrI2rrqpJL1uJAfPVV1/hzJkzePTo0ZBv+8mTJ2hubsbFixf50oIPF0+fPsXRo0exffv2HmOqrq4OEyZMYP/dPZWyjIwMbt68OeztJQhi8KxYsYLvx0zCPvf7Erevm7DtHl21boURuB6z5GGTysC7msGM4+LY/MCNxC1BEARBEARBDAMkbomxDIlbghhFjHVx29raiurqalRUVAgd1dXVaG1tHfG2d8XevXuRk5OD3Ph48FxdUebggK0BATgXE4Pbycn4Ij0dt5OTkW5hwV7rDHt75MbHIycnR6iZMIMRt+3t7awcDQoKGtC6NTU1mBUbixIOB1+kpw9Y3B6PjOxM1SgigsP+/vBhGCi9II4Gmnr20aNHuHLlCp/ATQ0rxjjxznTQ4cHR9LKVIATg5ubGN/a6Zqa3tbVBTk6O72/i4uL48MMPR7jFBEG8LC0tLex4joqKEvq5L0jc7jfMxw6LWa+FsN2/fz/Ky8vB4/F6RHl5Ofbs2SOEwLWDXZw0rJIY2KQyCF0lg7qvnUncEgRBEARBEMQrhsQtMZYhcUsQo4ixLm5HezQ3NyM7Oxt50dEo4XCwzscHn6WkCJSYKzw92Wtd5uCAEg4HedHRyMnJ6Xfm7WDE7blz59h1U1JSBrTuYGfc3udyEaqvD4Zh4CAmxjfjtqqqalCzD7sLXH8/fzAMgwlyyigrWEAvWwniBZqbm/nErLu7O548ecL+/dKlS5CWlmb/TmOIIEY3//rXvyD2rFwBwzBIT0/HzZs3+33udxe3B/wXYJ5RNGZOdEe5QcRrMcO2vLwcGdwZSOVO6xEZ3BkoLy9HR0f/M3DD8q1hNFkMxmEMrJIYeBdNIHFLEARBEARBEK8YErfEWIbELUGMIkjcjt64evUqiouLWbHZFByMe1lZvQrM5ogI9lq/7e+PnUFBKOFwkBsfj+Li4j5r3g5G3O7cuZNdd9GiRQNadzA1brviHVtbiDIMRBkGrgwDBWlprF27dsjG0P/93/+xqV4TExJROX8hDh8+PGTbJ4jRzh9//NEjRbKgGr7Xrl1DdDTNWCeIN4Xa2lq+cR8ZGYm2trY+n/vdxW2aSSBitdwRrGaPLLvw1yIlMo/HQyp3GhKzfZDBC2QjMdsHqdxp4PF4fMv3JXADc0yg681A14eBSTiD4AotErcEQRAEQRAE8QohcUuMZUjcEsQogsTt6I3NmzcjOyMDPFdXrPPx6VPa3udy8XVGBqSezX7JtbHBvawsrPPxAc/VFdkZGdi8eXOv+xqMuC0vL2fXPXjw4IDWPXToELhcLnju7tgaEDAgYft1aiqaDAxQzTCIYhhYMAyc5eRQUlKCu3fvDtkYunPnDqqrq7F69Wpcu3YNR48exc8//zxk2yeI0Y6HhwefvPn8889HukkEQQwTGzduhIiICDv+fX19ceXKlV6f+13ilueZgKlO/nC0sIWXjg3iLfxHVNh2RZe4zeAF4ljHQjYyeIECxW1X9CZwnaarQc+Pga43A9PgcYgtd4ZvnCWJW4IgCIIgCIJ4BZC4JcYyJG4JYhRB4nZ0RltbGwoLC5EfEYEyB4de0yO/GG4aGmAYBq7q6rjP5eJOSgrKHByQHxmJwsLCXmfCDEbchoaGgmEYqKurD9tx3o6JwRp5eVQzDKoZBhUMgxQdHVSlp6Ourg6PHz8e6aFHEGMGX19f9v5RV1c30s0hCGKY2bdvHyQkJNj7AIfDwfnz5wU+91etWoXs9Cxws7gICgpClH/IayFsu+JlxW1XvChwZ+RGYFKALHS9GOj5M/DJ1kBcmRuJW4IgCIIgCIJ4BZC4JcYyJG4JYhRB4nZ0xsvORK12dQXDMJASE8Pd1FTc53KxZfJk8NzdweVycejQIXR0dGDFihWorq5mIzIyki/VYfe/rV+/vtd23rx5E2pqap1phBMTX+pYhZ1ZfC8rCx9HReGovT2Wiomx0nb5uHGodXZGdVAQqhcswJkzZ0Z62BHEmKK1tRX+/v5obGwc6aYQBDHM/PTTT6ioqOiRLt3BwUFgzduzZ89i9erV2L59O2pra1mJO9LCtisGK267orvATUiMh6KuODRdOmfeBmSZkLglCIIgCIIgiFcAiVtiLEPiliBGESRuR2e8bO3X28nJkHyWLnmdjw/uc7k4GxODEg4H2enpaGhoQEdHBzSezcwVJjgcTq/t3LJlC7vcrl27XupYr127xlfLd2dQECtvv0lLw9XAQOwxNUXd+PGsrO2Kzaqq2BMejmofH1TPno01a9bg4cOHIz3sCIIgCGJMEBIS0uv3h/4kbHeJO9LCdv/+/SgvL4e3tzc8J9siJN4Ky7ZHYdn2KNQ2xSAxx3NA4rYrugRuV3YSWQ0GOm4iSM+PJ3FLEARBEARBEEMMiVtiLEPiliBGESRuR2fU1tayIvN2cvKAar9GGRl11pnT1mZlbgmHg9z4eNTW1qKjY+jEbXR0NBiGgYWFxaCOt7m5GTn/v737D66ysPM9HvFa0fqLooIiP+RHCEgSCDEJAU4CIcivSoBgiAhI4CQBQQPlWK0I/gCECuoKVbJ3ymq7VUG969a6dVu20qogJDu12r07nW3HvbvtdmfsdmZ3dsZx3PV7/+ByLjER0XX7GPN6zXymNeaQyHkyeea85zxPU1OsnjcvbrrqqtgwfHg8dNllcfcZZ3SKtSf2REFBfPPLXz4ebRsb4+67745f/epXSf/IAUCPsWTJki7PHYYPH574udSH7USkbWlpya6ysjJKSouisGhUlFQMj2m1w2Jj65TY2DolNrVOj1n1+bEsPT8aGxs7PO7EMplMHDhw4EO/5pEjR2LKlCnZv59L+veNJ554IumnDwAAPleEW3oy4Ra6EeG2e27Lli2xauHCWF9UFL9cvvxjhdvn/99lj88844w4umhR/N2NN8b6oqJYtXBhbNmy5SO/9ssvvxzf//73P/LzfvzjH8f5558fOTk5sXXr1k/83/raa69Fa2trzJkzJy666KK4KCcnSnNyojInJxbm5MSqnJzI5OTEpjPPjNZhw+KpVCoenz077qmsPH555JtvjrvvvjveeOONpH/cAKBHee+992Lv3r0xZcqUGDlyZPac89prr038XOrDlslkoiG9OJal52c3qaowSiqGR3HFwJg4Y1DMWDw0Nu2bGLe3lsXG1ikxZ3FB3JCe0eExJ68hvTgymcwpv+6rr74aI0aMyP4d3XDDDUk/fQAA8Lki3NKTCbfQjQi33XP/lXfc/iadjllDhhx/UTAvr8t33J7Yyy+/HHv27IlXXnkl2tvb45VXXolBgwZFTk5OLFu27JTfY3V1deTk5MS5554bhw8f/lj/fQcPHox77703pk+fno2/J69XTk4MyMmJyb17x/WXXx5r8/PjzsmTj7+7tqIiNs+cGZtXrIjNd9wRDzzwgHfaAkDC3nzzzezv8ZqamkTOn7p6N+0H3xV74j629Y0V0dBSHQ0t1TGzbkxMqx0W1XVDYlmmKHYcmBHfaa+LTfsmxsbWKXHLvVOjMTMj+/knr76x4rQvo/zMM8/EOeeck/17evLJJ5N+2gAA4HNDuKUnE26hGxFuu+c+6T1uT+zHCxfG/zjjjPhCr17x1MyZ2XvcPvroo7Fnz5544oknoq2tLaZOnRo5OTlRXl4e7e3t8aMf/ahDQH3ppZc6fW+HDh3K3qvtdO9v29bWFk899VSsWbMmCgsLo1evXl1eWrFXr15RXl4eK1eujPXr18emTZti8+23x+abb47NN910/H+/9rXYvHlz7NixIw4ePOietgDwGfDGG29kf5/PmzcvkfOnrt5N+8F3xZ4Itw0t1fHd9k3x3fZNsXVfzfHLIu+bGN9pr8vuRLjduq8m+7kfXENL9ce6/+1dd92V/Xs6//zz45e//GXSTx0AAHwuCLf0ZMItdCPCbffcs88+G+l0OlrKy+OPp0372OH2N+l0/FFlZawvKopbx4+PlvLySKfTsWjRouzxcPnll3eIpie+9skfGzp0aIfv65FHHon+/ft3Cq4f9o7bgwcPRn19/WnfU/fkk6r33nsvfvGLX8RLL70U+/fvj+985zuxf//+eOmll+IXv/hFvPfeewn+ZAEAJ3v99dcTD7ddvZv2g++K/WC4ffyHa2PttrK4afvYWPdwYTz4QmV263cXxq0PT/xUw21bW1vMnDkz+3dVXFwc7777btJPHwAAdHvCLT2ZcAvdiHDbPffaa6/F2rVr46Zrr40N48fH/1669BPF279ZujQ2jB8fN82dG2vXro3Zs2d/aDRtb2+PI0eOxNKlSzt8/ODBg/GTn/wkamtru3zcnj17PvS/Y86cOacVbHNycmLcuHHxH//xH0n/yAAAn8BPf/rT7O/0BQsWJHL+1NW7aT8YVz/4Ofc9viCa7ymK5m1XxS0PjY77n5+Q3S0PjYk1O8Z9quG2vb09fvzjH2dvTZGTkxPr169P+ukDAIBuT7ilJxNuoRsRbrvvHnnkkWhsaIiWsrJ4qKIifr1y5ceKtr9euTIeqqiIlrKyaGxoiEceeSRWr159ynA7duzYTh8/++yzY8CAAV0+ZsaMGR2+57a2tnj66adj9erVMXjw4NOOtmvWrPEOWgDoxv76r/86+3u9trY2kXOnU4XbaxdMi8rKykilUjGpqjCmzs2LmXVjYuLMQVE6vX9MmHVJTK65NGqaB8eGR/Njx/PFcctDo+Om7WNj9eZUzFlcEDPrxnTYrPr8qFlacspwe/To0diwYUPcdttt8corr2Q//qd/+qdx1llnZf/Ovve97yX9FAIAQLcm3NKTCbfQjQi33XeHDx+OdevWRXNdXawvKorHpk8/7Xj765Ur47Hp02N9UVE019XFunXr4vDhw/H1r389ezzU19dn/3/v3r1jwoQJpx1aT6ykpCR27doVjz32WCxbtqzDu0dOZ3/2Z38W77//ftI/JgDAf1F7+/+/3cLChQsTOXc6VbgtKS+M8snjo6S8MIrKcqOkYniUVAyPUUX9YuTYvpFX3CdKqvvH3PTwWJwZGTtfKImWh6+KNV8viGsWjYjy6qHZx5xYacXISFWPy94/t6vv6eRzr5ycnNi0aVMcPXo02tvbY8OGDdmP9+3bN379618n/TQCAEC3JdzSkwm30I0It917zz33XDQ1NcXqefNifVFRPFRREX/zEZdN/pulS+OhiopYX1QUq+fNi6ampnjuueeivb099u/fnz0errvuutO+92xOTk5MmjQpnnzyyY8ddz+40aNHx5tvvpn0jwYA8Ck6duxYh3OMJM6bPhhu9+xvjsbMjChJ5cYVg/rHlSMuj7yCK2LwsEti8LBLYsz4wZE3tn+MKOgbI4u+FNMWDo+adG4sahkRO18oibueGB9f2TM2quuGRGnV4BhXNjRKUrlRksqNcWVDo7g0P1KpVGQymThw4ECX31Nra2unc6Fhw4bFN7/5zWhra4tUKpX9eEVFhdtGAADAJyTc0pMJt9CNCLfdf08++WQ0NTVFc11dtJSVxYbx46O1qir+asGCeHPJkvi7G2+MN5csib9asCBaq6piw/jx0VJWFs11ddHU1BRPPfVU9s86fPhw9OrVK3JyciI/Pz/+/u//Ppqbm+MLX/jCKWPr1q1bsy8kXnvttZ8o2DY1NcU//MM/JPwTAQD8dzh69Gj2d35dXd0pz232798fmUwme8/Zk3eqCPpRj21sbOwQbhszM+K69IQorRocufmXRt7YS6JgwqUxrXZYVM0bEXMWF8SaraWxZse4uP2PS2Jxy9gO4fb+5yfEgy9UxuKWsbEwXdzhnbyne2/btra2Ls+L+vTpE21tbXHw4MHo169fh3MuAADg4xNu6cmEW+hGhNvPx5577rlYt25dNDY0xE1z50ZLeXmsLyrqtJby8rhp7txobGiIdevWZd9pe/IGDhyYPSYKCwvjxRdfjN/85jedXlDs27dvbNu2Lf7lX/6lwzHVt2/f0461l156aWzdujV+//vfJ/QTAAD8IRw5cqTD7RhOdV6TyWSiIb04lqXnd9qpLjv8UY9dlp4fN6RnRGNmRjauLkwXR2XNoCi7pn9MmNUvJs/tF9XXXxFT5g+KabXDoumewmjeNibW7y78bwm37e3tcdttt3V5nnTo0KFob2+PHTt2xBlnnJE9/3r33XeTfjoBAKDbEW7pyYRb6EaE28/PDh8+HI888kisXbs20ul0NC5fHs11dbFq4cJorquLxuXLI51Ox9q1a+ORRx6Jw4cPd/nnrFq1qtMLh1VVVXHBBRdkXzDcvn17/Nu//VuXx9TWrVvj3HPPPWWwHT58eOzduzfeeeedP/ARDwAk4fDhw6cdbk9c0ri+sSIaWqqzq2+s+MgY+mGPPbHGzIzYc2BVh3A7Z9mIWHL78Lhx07BYdf+IuGbJ5TFh9qUxYWb/WHFXXjRvuyrWPdx1uN31fCrmrhwW02qHxcy6MbF1X01s3VcTs+rzY/6i6tMKtz/5yU/ivPPO63S+9N3vfjfa2tqipaUlhg0bmv34M888k/TTCQAA3Y5wS08m3EI3Itx+/vbaa6/Fs88+G3v37o377rsvtmzZEvfdd1/s3bs3nn322Xjttdeyn3v06NEu/4y9e/fG6NGjO72AeMUVV8Qbb7xxymPq3XffjTPPPLPLYFtcXBxPP/20+7MBQA/zJ3/yJ9nzgXQ6fcpzmQ/ei/bjvIv1wx7b1U6E2+n1V8bKe/KicduIWL1zREyae0lcVXZhDCu4ICbMvjTKZ/eLqQsHxOylI7Phdtf3S+KuJ8ZFy8NXxeS5/WJM2ZdiREHfmFZ7POJWzBkWqepxpxVu29vb4/rrr+903vTtb387vve970U6nY75s8uzH589e3bSTycAAHQ7wi09mXAL3Yhw2zPX1tYWVVVV0bt371i5cmWXn3Ps2LHYtm1bDBgwoMOLiGeddVbccsst8fbbb3d5TD344IOdXngsKCiIl156Kd5///0/8BEOAHwWzJkzJ3tesG/fvlOep/yhw2113ZBI35sXK+4ZFk3bh8eE2X0jt+iCuGLEeTFmQp/IL+8bFdcOjOLKAVGTzo25jUOjds3QSM3rF+VzLo3iaRfHyKI+MWhEnyitGhzFFQOjpGJ4lE8ef8rLOp+85557Lns55BPbs2dP7N69O9Irl0fz4vK48IIvRk5OTvTq1Sv+6Z/+KemnFAAAuhXhlp5MuIVuRLjtmTt27FiHFwa/8Y1vfOjnHjlyJDZs2BAXXXRRh8dccMEFsW/fvk7H1FNPPdXh815//fUEjmwAIAk///nPY/fu3bFr167stm3blr0aR58+feLYsWOnPE9JIty2PFQQTdty42v7xkVV3YAoruoXRanLo7puSKTmDIlptcOiuHJAzEvnRU06N2rSucc/p+KyKK4YGMWTh0RZ5choaKmOklRuFJfmR2VlZRw4cOC0z88mT57c4Rxqy5YtsW7dumhcviCWzRsbuVf2zf67nTt3Jv1UAwBAtyLc0pMJt9CNCLc9bw888EAsXLiw07tiDx06dMrHHTp0KMaPH9/hMb169Yp///d/73Rc/e3f/m389re/TeCIBgCStHv37rjtjvWx/rZ0dvMWTYsvXXZWnHNerxg3btxHnqt8GuH2xD1u5y2ZEGWVI6MklRslqdwoqxwZ85aWZ++ZuzBdHJXzB8aqHaPilodHxc4XSuLLKwfG1NoBUTF3YFTVDo4RBX1jREHfGDX+kiiuHBDFlccvm1yUujwKS6+IklRup3vnftT32dX27NnT4TyrsbExysvLY/zoPlGSd3bkDTor++9uv/32pJ9qAADoVoRbejLhFroR4bZn7eDBgx96/9nKyspoa2vr9Jhjx47Frl27urznbWVlpfvVAgBZu3btivW3paPxK3OiZVNttGyqjSk1IyJ3/HnxpcvOigULFkR7e3vs378/MplMtLS0dFpjY+Mpw21jY2OXj8tkMrF8+fJoSC+OZen5sSw9P0rKC6OoLDdKKoZHScXwuLpiSEyoHhILEIpYLgAAESdJREFU08WxMF0cC9JjY9KXL4umbaPilodGx/3PT4iapiFRtXBgTJk/KKbMHxRjyi6OMRP6RnFVv6hJ58a8dF4syxTF4paxsTBd/IkCc1dra2vrdK51Zq+cuDrv7Jg67py4Ou/sOPsLZ8a0adPiX//1X5N+qgEAoFsRbunJhFvoRoTbnrVXX301zj333C7DbU5OTtxxxx3Zzz169Ghs27Ythg8f3unz8vLy4lvf+la89957SR/CAMBnyIlw27KpNtp/szeO/J/dMX/NoBhddn70H/TFuPnmm6O9vT0ymUyHwPrB3ZCeEY2ZGR2CaGNmRtyQnvGhj2lIL46GhoYOQTiVSsWkqsKYOjcvpteOimm1w6K6bkgsbhkbi1vGxrJMUVx3y/Bo3nZVrN15Vax7uDCW3j4yptQOiFTN5ZGquTxKpl8Sk+f2j6q6ATG3cWjUpHNjQdPomF5/ZZRWDY6SVG40tFRnV99YcVrh9tixY7F9+/ZYu3ZtdkVFRR3OuS6+sFeUjOodG1eOjCVz82PDLQ1x9913x44dO7rcM888E//5n/+Z9GEAAACfOcItPZlwC92IcNvztmDBguxzfv3118f8+fOz/3z22Wd3eRnlEysoKIgDBw54ly0A0KUT4XZJc3VkttTF4lWpGF12fvQbfHZcPvBLkUqlIpPJxJIlSzpc0viDO/nSwye258CqaMzM6PLzPyyWnnzZ5a37amJj65TYtG9ifKe9LrtV28ZE4z1j4qbtY2Nj65ROa7xnTKzaMSq+tm9cLGoZETXp3Jhef2VMq70ySiqGR3FpfpcROZPJnPKc7ODBg5FOp6NxxfXRdOO10XTjtbHihllxxSVnZjfmyi/EzLIL4nc/ezB231MfX11TE7evv7HLbbx9XWzevDnefvvtpA8DAAD4zBFu6cmEW+hGhNuetyeeeCL7nBcWFsb7778fq1ev/tBYm5OTE6WlpfH888/H+++/n/QhCwB8hp0It5UzxkZDS3VMmTckCisujKEF50Z+yYCYVFUYDenFUVlZ2eXlkD/pPuzyxKcTbjPfuDqa7x0ba7aWxtZ9NR12V+vsaLqnMJq358WtrQVRVTcgiqv6Re7YPpGaMyQmVFwVqVSqy8s2Hzhw4JTnZG1tbbF9+/ZIp9PRtHx+NC+eGKsWl8eU8RdFquCcSBWcE1PHnRO33Tg8fvezB+PNH94VD26ui223zottt86LO2+eHZnmayLTPCO+lmmMzZs3x4EDB5yvAQBAF4RbejLhFroR4bZnbsyYMdnn/ciRI/HOO+9EYWFhp2B74YUXxg9/+EMvAAIAp+VEuE1VF8TSmyfHxGsvjorai6Nk5pdiWu2wmDo3L5al50cqlfrMhNtN+ybGxtYpsXVfTac/d+u+mmi+d2w0bR0VX20tiim1A6Ko4rIYNKJPlFQMj/LJ4z/ynbWnWltbWzz22GPR3NwcjSuWRPOSKdG46OpYNPW8WDPvwlg7/6K4c8WQ+NVP7orf/ezB+N3PHoy3X38gXtq/Ie5YOyu+etPcuPNrG+Kee+6J1157zTkbAAB8COGWnky4hW5EuO0Z+8EPfhD5+fmRl5cXL774YmzevDn7vN94440REfHP//zPHaLt008/nfDRCQB8Fv385z+P3bt3x65duzrtrrvuyobb+Q3joqL24vhK64hYs3NUbGydEtNrR8WkqsIYOnRoFJfmZ+8P29WlkT/O5i2ZECXlhZ3e/ZpKpaKkvDBmLSyOmXVjurzH7ap7x3UIt3v2N2cvyTyzbkxUzh0S5bP6R3XdkKiYOzBKqwbHwKGXRHFpflRWVn7kO2tPZy+++GJkMplIp1dE07JZUXbVuTGr9NxYM+/CuOPGgfG91uvi7Z89EG+//kA8/sDyyDRfE7evuyE23bkxdu/eHb/97W+TPiwAAOAzTbilJxNuoRsRbnvGTg6yW7ZsiVdeeSXOP//8yMnJid69e8fvf//7pA9FAKCb2L17d9x2x/pYf1u6y63JLIrKmWNj6vyh2XB766Pj447WSTGtdliUVAyPK0dcfvz+sBXHQ2jx5CFRVjny1Pe4PSmofnDjy4dHUVluTKoq7HCv2VT1uCguGx0l5YUxqaqww9csrRocE2cMiupFQzqE28bMjLghPSOWpednH1NaNTgWpotjYbo4rktPiLLKkV2+w/e/siNHjsSuXbsinU5HzexUlOSdHctmXBBbGgfEMw/PjV+9fFf89Pt3Rqb5mrjj1lWxefPm+PM///N49913kz4kAADgM0+4pScTbqEbEW4/f/uLv/iLuP/++yOdTsfWrVvj0KFDHcLtt7/97Th8+HCHyyV/61vfSvpQBAC6iROXQ278ypxo2VTbaZktdbFkVXWMr+obFbUXR+Z/joxv/GB23PX4pKiuGxKlVYMjb1z/qK7NjWm1wyI1Z8jxoFqanw2uN6RnRGNmRjz+w7Vx3+MLYuu+mpizuCAqZlwVk6qOR9hU9biYv+j4JZKLS/OjtGJkVNWM6hB0a5aWRKp6XKRSqaisrIyS0qIoLs2P4tL8KCwaFSUVw2Na7bDY1Do97nt8QYfLLjc2NkYqlerwzuATUXnekgmferg9sVtvvTUal18XEwvOj+ZrL4j7GvvGH9+ViqP/66b41cvbjofbr66JPXv2JH0o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width=\"951\">"
-      ],
-      "text/plain": [
-       "<IPython.core.display.HTML object>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "%matplotlib notebook\n",
-    "plt.close()\n",
-    "datasplit.plot_clusters_map()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "All clusters are conditionally randomly assigned to the three data sets (test/dev/train). In this example, this is done with a fraction of training data of 60%.\n",
+    "## Datasplit\n",
     "\n",
-    "(Please close the programm after watching by clicking on the off-button on the top right.)"
+    "For the baseline experiments, you are going to perform later, the following data split will be used:"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "application/javascript": [
-       "/* Put everything inside the global mpl namespace */\n",
-       "/* global mpl */\n",
-       "window.mpl = {};\n",
-       "\n",
-       "mpl.get_websocket_type = function () {\n",
-       "    if (typeof WebSocket !== 'undefined') {\n",
-       "        return WebSocket;\n",
-       "    } else if (typeof MozWebSocket !== 'undefined') {\n",
-       "        return MozWebSocket;\n",
-       "    } else {\n",
-       "        alert(\n",
-       "            'Your browser does not have WebSocket support. ' +\n",
-       "                'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
-       "                'Firefox 4 and 5 are also supported but you ' +\n",
-       "                'have to enable WebSockets in about:config.'\n",
-       "        );\n",
-       "    }\n",
-       "};\n",
-       "\n",
-       "mpl.figure = function (figure_id, websocket, ondownload, parent_element) {\n",
-       "    this.id = figure_id;\n",
-       "\n",
-       "    this.ws = websocket;\n",
-       "\n",
-       "    this.supports_binary = this.ws.binaryType !== undefined;\n",
-       "\n",
-       "    if (!this.supports_binary) {\n",
-       "        var warnings = document.getElementById('mpl-warnings');\n",
-       "        if (warnings) {\n",
-       "            warnings.style.display = 'block';\n",
-       "            warnings.textContent =\n",
-       "                'This browser does not support binary websocket messages. ' +\n",
-       "                'Performance may be slow.';\n",
-       "        }\n",
-       "    }\n",
-       "\n",
-       "    this.imageObj = new Image();\n",
-       "\n",
-       "    this.context = undefined;\n",
-       "    this.message = undefined;\n",
-       "    this.canvas = undefined;\n",
-       "    this.rubberband_canvas = undefined;\n",
-       "    this.rubberband_context = undefined;\n",
-       "    this.format_dropdown = undefined;\n",
-       "\n",
-       "    this.image_mode = 'full';\n",
-       "\n",
-       "    this.root = document.createElement('div');\n",
-       "    this.root.setAttribute('style', 'display: inline-block');\n",
-       "    this._root_extra_style(this.root);\n",
-       "\n",
-       "    parent_element.appendChild(this.root);\n",
-       "\n",
-       "    this._init_header(this);\n",
-       "    this._init_canvas(this);\n",
-       "    this._init_toolbar(this);\n",
-       "\n",
-       "    var fig = this;\n",
-       "\n",
-       "    this.waiting = false;\n",
-       "\n",
-       "    this.ws.onopen = function () {\n",
-       "        fig.send_message('supports_binary', { value: fig.supports_binary });\n",
-       "        fig.send_message('send_image_mode', {});\n",
-       "        if (mpl.ratio !== 1) {\n",
-       "            fig.send_message('set_dpi_ratio', { dpi_ratio: mpl.ratio });\n",
-       "        }\n",
-       "        fig.send_message('refresh', {});\n",
-       "    };\n",
-       "\n",
-       "    this.imageObj.onload = function () {\n",
-       "        if (fig.image_mode === 'full') {\n",
-       "            // Full images could contain transparency (where diff images\n",
-       "            // almost always do), so we need to clear the canvas so that\n",
-       "            // there is no ghosting.\n",
-       "            fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
-       "        }\n",
-       "        fig.context.drawImage(fig.imageObj, 0, 0);\n",
-       "    };\n",
-       "\n",
-       "    this.imageObj.onunload = function () {\n",
-       "        fig.ws.close();\n",
-       "    };\n",
-       "\n",
-       "    this.ws.onmessage = this._make_on_message_function(this);\n",
-       "\n",
-       "    this.ondownload = ondownload;\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype._init_header = function () {\n",
-       "    var titlebar = document.createElement('div');\n",
-       "    titlebar.classList =\n",
-       "        'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n",
-       "    var titletext = document.createElement('div');\n",
-       "    titletext.classList = 'ui-dialog-title';\n",
-       "    titletext.setAttribute(\n",
-       "        'style',\n",
-       "        'width: 100%; text-align: center; padding: 3px;'\n",
-       "    );\n",
-       "    titlebar.appendChild(titletext);\n",
-       "    this.root.appendChild(titlebar);\n",
-       "    this.header = titletext;\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n",
-       "\n",
-       "mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n",
-       "\n",
-       "mpl.figure.prototype._init_canvas = function () {\n",
-       "    var fig = this;\n",
-       "\n",
-       "    var canvas_div = (this.canvas_div = document.createElement('div'));\n",
-       "    canvas_div.setAttribute(\n",
-       "        'style',\n",
-       "        'border: 1px solid #ddd;' +\n",
-       "            'box-sizing: content-box;' +\n",
-       "            'clear: both;' +\n",
-       "            'min-height: 1px;' +\n",
-       "            'min-width: 1px;' +\n",
-       "            'outline: 0;' +\n",
-       "            'overflow: hidden;' +\n",
-       "            'position: relative;' +\n",
-       "            'resize: both;'\n",
-       "    );\n",
-       "\n",
-       "    function on_keyboard_event_closure(name) {\n",
-       "        return function (event) {\n",
-       "            return fig.key_event(event, name);\n",
-       "        };\n",
-       "    }\n",
-       "\n",
-       "    canvas_div.addEventListener(\n",
-       "        'keydown',\n",
-       "        on_keyboard_event_closure('key_press')\n",
-       "    );\n",
-       "    canvas_div.addEventListener(\n",
-       "        'keyup',\n",
-       "        on_keyboard_event_closure('key_release')\n",
-       "    );\n",
-       "\n",
-       "    this._canvas_extra_style(canvas_div);\n",
-       "    this.root.appendChild(canvas_div);\n",
-       "\n",
-       "    var canvas = (this.canvas = document.createElement('canvas'));\n",
-       "    canvas.classList.add('mpl-canvas');\n",
-       "    canvas.setAttribute('style', 'box-sizing: content-box;');\n",
-       "\n",
-       "    this.context = canvas.getContext('2d');\n",
-       "\n",
-       "    var backingStore =\n",
-       "        this.context.backingStorePixelRatio ||\n",
-       "        this.context.webkitBackingStorePixelRatio ||\n",
-       "        this.context.mozBackingStorePixelRatio ||\n",
-       "        this.context.msBackingStorePixelRatio ||\n",
-       "        this.context.oBackingStorePixelRatio ||\n",
-       "        this.context.backingStorePixelRatio ||\n",
-       "        1;\n",
-       "\n",
-       "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
-       "\n",
-       "    var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n",
-       "        'canvas'\n",
-       "    ));\n",
-       "    rubberband_canvas.setAttribute(\n",
-       "        'style',\n",
-       "        'box-sizing: content-box; position: absolute; left: 0; top: 0; z-index: 1;'\n",
-       "    );\n",
-       "\n",
-       "    var resizeObserver = new ResizeObserver(function (entries) {\n",
-       "        var nentries = entries.length;\n",
-       "        for (var i = 0; i < nentries; i++) {\n",
-       "            var entry = entries[i];\n",
-       "            var width, height;\n",
-       "            if (entry.contentBoxSize) {\n",
-       "                if (entry.contentBoxSize instanceof Array) {\n",
-       "                    // Chrome 84 implements new version of spec.\n",
-       "                    width = entry.contentBoxSize[0].inlineSize;\n",
-       "                    height = entry.contentBoxSize[0].blockSize;\n",
-       "                } else {\n",
-       "                    // Firefox implements old version of spec.\n",
-       "                    width = entry.contentBoxSize.inlineSize;\n",
-       "                    height = entry.contentBoxSize.blockSize;\n",
-       "                }\n",
-       "            } else {\n",
-       "                // Chrome <84 implements even older version of spec.\n",
-       "                width = entry.contentRect.width;\n",
-       "                height = entry.contentRect.height;\n",
-       "            }\n",
-       "\n",
-       "            // Keep the size of the canvas and rubber band canvas in sync with\n",
-       "            // the canvas container.\n",
-       "            if (entry.devicePixelContentBoxSize) {\n",
-       "                // Chrome 84 implements new version of spec.\n",
-       "                canvas.setAttribute(\n",
-       "                    'width',\n",
-       "                    entry.devicePixelContentBoxSize[0].inlineSize\n",
-       "                );\n",
-       "                canvas.setAttribute(\n",
-       "                    'height',\n",
-       "                    entry.devicePixelContentBoxSize[0].blockSize\n",
-       "                );\n",
-       "            } else {\n",
-       "                canvas.setAttribute('width', width * mpl.ratio);\n",
-       "                canvas.setAttribute('height', height * mpl.ratio);\n",
-       "            }\n",
-       "            canvas.setAttribute(\n",
-       "                'style',\n",
-       "                'width: ' + width + 'px; height: ' + height + 'px;'\n",
-       "            );\n",
-       "\n",
-       "            rubberband_canvas.setAttribute('width', width);\n",
-       "            rubberband_canvas.setAttribute('height', height);\n",
-       "\n",
-       "            // And update the size in Python. We ignore the initial 0/0 size\n",
-       "            // that occurs as the element is placed into the DOM, which should\n",
-       "            // otherwise not happen due to the minimum size styling.\n",
-       "            if (width != 0 && height != 0) {\n",
-       "                fig.request_resize(width, height);\n",
-       "            }\n",
-       "        }\n",
-       "    });\n",
-       "    resizeObserver.observe(canvas_div);\n",
-       "\n",
-       "    function on_mouse_event_closure(name) {\n",
-       "        return function (event) {\n",
-       "            return fig.mouse_event(event, name);\n",
-       "        };\n",
-       "    }\n",
-       "\n",
-       "    rubberband_canvas.addEventListener(\n",
-       "        'mousedown',\n",
-       "        on_mouse_event_closure('button_press')\n",
-       "    );\n",
-       "    rubberband_canvas.addEventListener(\n",
-       "        'mouseup',\n",
-       "        on_mouse_event_closure('button_release')\n",
-       "    );\n",
-       "    // Throttle sequential mouse events to 1 every 20ms.\n",
-       "    rubberband_canvas.addEventListener(\n",
-       "        'mousemove',\n",
-       "        on_mouse_event_closure('motion_notify')\n",
-       "    );\n",
-       "\n",
-       "    rubberband_canvas.addEventListener(\n",
-       "        'mouseenter',\n",
-       "        on_mouse_event_closure('figure_enter')\n",
-       "    );\n",
-       "    rubberband_canvas.addEventListener(\n",
-       "        'mouseleave',\n",
-       "        on_mouse_event_closure('figure_leave')\n",
-       "    );\n",
-       "\n",
-       "    canvas_div.addEventListener('wheel', function (event) {\n",
-       "        if (event.deltaY < 0) {\n",
-       "            event.step = 1;\n",
-       "        } else {\n",
-       "            event.step = -1;\n",
-       "        }\n",
-       "        on_mouse_event_closure('scroll')(event);\n",
-       "    });\n",
-       "\n",
-       "    canvas_div.appendChild(canvas);\n",
-       "    canvas_div.appendChild(rubberband_canvas);\n",
-       "\n",
-       "    this.rubberband_context = rubberband_canvas.getContext('2d');\n",
-       "    this.rubberband_context.strokeStyle = '#000000';\n",
-       "\n",
-       "    this._resize_canvas = function (width, height, forward) {\n",
-       "        if (forward) {\n",
-       "            canvas_div.style.width = width + 'px';\n",
-       "            canvas_div.style.height = height + 'px';\n",
-       "        }\n",
-       "    };\n",
-       "\n",
-       "    // Disable right mouse context menu.\n",
-       "    this.rubberband_canvas.addEventListener('contextmenu', function (_e) {\n",
-       "        event.preventDefault();\n",
-       "        return false;\n",
-       "    });\n",
-       "\n",
-       "    function set_focus() {\n",
-       "        canvas.focus();\n",
-       "        canvas_div.focus();\n",
-       "    }\n",
-       "\n",
-       "    window.setTimeout(set_focus, 100);\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype._init_toolbar = function () {\n",
-       "    var fig = this;\n",
-       "\n",
-       "    var toolbar = document.createElement('div');\n",
-       "    toolbar.classList = 'mpl-toolbar';\n",
-       "    this.root.appendChild(toolbar);\n",
-       "\n",
-       "    function on_click_closure(name) {\n",
-       "        return function (_event) {\n",
-       "            return fig.toolbar_button_onclick(name);\n",
-       "        };\n",
-       "    }\n",
-       "\n",
-       "    function on_mouseover_closure(tooltip) {\n",
-       "        return function (event) {\n",
-       "            if (!event.currentTarget.disabled) {\n",
-       "                return fig.toolbar_button_onmouseover(tooltip);\n",
-       "            }\n",
-       "        };\n",
-       "    }\n",
-       "\n",
-       "    fig.buttons = {};\n",
-       "    var buttonGroup = document.createElement('div');\n",
-       "    buttonGroup.classList = 'mpl-button-group';\n",
-       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
-       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
-       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
-       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
-       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
-       "\n",
-       "        if (!name) {\n",
-       "            /* Instead of a spacer, we start a new button group. */\n",
-       "            if (buttonGroup.hasChildNodes()) {\n",
-       "                toolbar.appendChild(buttonGroup);\n",
-       "            }\n",
-       "            buttonGroup = document.createElement('div');\n",
-       "            buttonGroup.classList = 'mpl-button-group';\n",
-       "            continue;\n",
-       "        }\n",
-       "\n",
-       "        var button = (fig.buttons[name] = document.createElement('button'));\n",
-       "        button.classList = 'mpl-widget';\n",
-       "        button.setAttribute('role', 'button');\n",
-       "        button.setAttribute('aria-disabled', 'false');\n",
-       "        button.addEventListener('click', on_click_closure(method_name));\n",
-       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
-       "\n",
-       "        var icon_img = document.createElement('img');\n",
-       "        icon_img.src = '_images/' + image + '.png';\n",
-       "        icon_img.srcset = '_images/' + image + '_large.png 2x';\n",
-       "        icon_img.alt = tooltip;\n",
-       "        button.appendChild(icon_img);\n",
-       "\n",
-       "        buttonGroup.appendChild(button);\n",
-       "    }\n",
-       "\n",
-       "    if (buttonGroup.hasChildNodes()) {\n",
-       "        toolbar.appendChild(buttonGroup);\n",
-       "    }\n",
-       "\n",
-       "    var fmt_picker = document.createElement('select');\n",
-       "    fmt_picker.classList = 'mpl-widget';\n",
-       "    toolbar.appendChild(fmt_picker);\n",
-       "    this.format_dropdown = fmt_picker;\n",
-       "\n",
-       "    for (var ind in mpl.extensions) {\n",
-       "        var fmt = mpl.extensions[ind];\n",
-       "        var option = document.createElement('option');\n",
-       "        option.selected = fmt === mpl.default_extension;\n",
-       "        option.innerHTML = fmt;\n",
-       "        fmt_picker.appendChild(option);\n",
-       "    }\n",
-       "\n",
-       "    var status_bar = document.createElement('span');\n",
-       "    status_bar.classList = 'mpl-message';\n",
-       "    toolbar.appendChild(status_bar);\n",
-       "    this.message = status_bar;\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {\n",
-       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
-       "    // which will in turn request a refresh of the image.\n",
-       "    this.send_message('resize', { width: x_pixels, height: y_pixels });\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype.send_message = function (type, properties) {\n",
-       "    properties['type'] = type;\n",
-       "    properties['figure_id'] = this.id;\n",
-       "    this.ws.send(JSON.stringify(properties));\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype.send_draw_message = function () {\n",
-       "    if (!this.waiting) {\n",
-       "        this.waiting = true;\n",
-       "        this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));\n",
-       "    }\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
-       "    var format_dropdown = fig.format_dropdown;\n",
-       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
-       "    fig.ondownload(fig, format);\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype.handle_resize = function (fig, msg) {\n",
-       "    var size = msg['size'];\n",
-       "    if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {\n",
-       "        fig._resize_canvas(size[0], size[1], msg['forward']);\n",
-       "        fig.send_message('refresh', {});\n",
-       "    }\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n",
-       "    var x0 = msg['x0'] / mpl.ratio;\n",
-       "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
-       "    var x1 = msg['x1'] / mpl.ratio;\n",
-       "    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
-       "    x0 = Math.floor(x0) + 0.5;\n",
-       "    y0 = Math.floor(y0) + 0.5;\n",
-       "    x1 = Math.floor(x1) + 0.5;\n",
-       "    y1 = Math.floor(y1) + 0.5;\n",
-       "    var min_x = Math.min(x0, x1);\n",
-       "    var min_y = Math.min(y0, y1);\n",
-       "    var width = Math.abs(x1 - x0);\n",
-       "    var height = Math.abs(y1 - y0);\n",
-       "\n",
-       "    fig.rubberband_context.clearRect(\n",
-       "        0,\n",
-       "        0,\n",
-       "        fig.canvas.width / mpl.ratio,\n",
-       "        fig.canvas.height / mpl.ratio\n",
-       "    );\n",
-       "\n",
-       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype.handle_figure_label = function (fig, msg) {\n",
-       "    // Updates the figure title.\n",
-       "    fig.header.textContent = msg['label'];\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype.handle_cursor = function (fig, msg) {\n",
-       "    var cursor = msg['cursor'];\n",
-       "    switch (cursor) {\n",
-       "        case 0:\n",
-       "            cursor = 'pointer';\n",
-       "            break;\n",
-       "        case 1:\n",
-       "            cursor = 'default';\n",
-       "            break;\n",
-       "        case 2:\n",
-       "            cursor = 'crosshair';\n",
-       "            break;\n",
-       "        case 3:\n",
-       "            cursor = 'move';\n",
-       "            break;\n",
-       "    }\n",
-       "    fig.rubberband_canvas.style.cursor = cursor;\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype.handle_message = function (fig, msg) {\n",
-       "    fig.message.textContent = msg['message'];\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype.handle_draw = function (fig, _msg) {\n",
-       "    // Request the server to send over a new figure.\n",
-       "    fig.send_draw_message();\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype.handle_image_mode = function (fig, msg) {\n",
-       "    fig.image_mode = msg['mode'];\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype.handle_history_buttons = function (fig, msg) {\n",
-       "    for (var key in msg) {\n",
-       "        if (!(key in fig.buttons)) {\n",
-       "            continue;\n",
-       "        }\n",
-       "        fig.buttons[key].disabled = !msg[key];\n",
-       "        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n",
-       "    }\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n",
-       "    if (msg['mode'] === 'PAN') {\n",
-       "        fig.buttons['Pan'].classList.add('active');\n",
-       "        fig.buttons['Zoom'].classList.remove('active');\n",
-       "    } else if (msg['mode'] === 'ZOOM') {\n",
-       "        fig.buttons['Pan'].classList.remove('active');\n",
-       "        fig.buttons['Zoom'].classList.add('active');\n",
-       "    } else {\n",
-       "        fig.buttons['Pan'].classList.remove('active');\n",
-       "        fig.buttons['Zoom'].classList.remove('active');\n",
-       "    }\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype.updated_canvas_event = function () {\n",
-       "    // Called whenever the canvas gets updated.\n",
-       "    this.send_message('ack', {});\n",
-       "};\n",
-       "\n",
-       "// A function to construct a web socket function for onmessage handling.\n",
-       "// Called in the figure constructor.\n",
-       "mpl.figure.prototype._make_on_message_function = function (fig) {\n",
-       "    return function socket_on_message(evt) {\n",
-       "        if (evt.data instanceof Blob) {\n",
-       "            /* FIXME: We get \"Resource interpreted as Image but\n",
-       "             * transferred with MIME type text/plain:\" errors on\n",
-       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
-       "             * to be part of the websocket stream */\n",
-       "            evt.data.type = 'image/png';\n",
-       "\n",
-       "            /* Free the memory for the previous frames */\n",
-       "            if (fig.imageObj.src) {\n",
-       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
-       "                    fig.imageObj.src\n",
-       "                );\n",
-       "            }\n",
-       "\n",
-       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
-       "                evt.data\n",
-       "            );\n",
-       "            fig.updated_canvas_event();\n",
-       "            fig.waiting = false;\n",
-       "            return;\n",
-       "        } else if (\n",
-       "            typeof evt.data === 'string' &&\n",
-       "            evt.data.slice(0, 21) === 'data:image/png;base64'\n",
-       "        ) {\n",
-       "            fig.imageObj.src = evt.data;\n",
-       "            fig.updated_canvas_event();\n",
-       "            fig.waiting = false;\n",
-       "            return;\n",
-       "        }\n",
-       "\n",
-       "        var msg = JSON.parse(evt.data);\n",
-       "        var msg_type = msg['type'];\n",
-       "\n",
-       "        // Call the  \"handle_{type}\" callback, which takes\n",
-       "        // the figure and JSON message as its only arguments.\n",
-       "        try {\n",
-       "            var callback = fig['handle_' + msg_type];\n",
-       "        } catch (e) {\n",
-       "            console.log(\n",
-       "                \"No handler for the '\" + msg_type + \"' message type: \",\n",
-       "                msg\n",
-       "            );\n",
-       "            return;\n",
-       "        }\n",
-       "\n",
-       "        if (callback) {\n",
-       "            try {\n",
-       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
-       "                callback(fig, msg);\n",
-       "            } catch (e) {\n",
-       "                console.log(\n",
-       "                    \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n",
-       "                    e,\n",
-       "                    e.stack,\n",
-       "                    msg\n",
-       "                );\n",
-       "            }\n",
-       "        }\n",
-       "    };\n",
-       "};\n",
-       "\n",
-       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
-       "mpl.findpos = function (e) {\n",
-       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
-       "    var targ;\n",
-       "    if (!e) {\n",
-       "        e = window.event;\n",
-       "    }\n",
-       "    if (e.target) {\n",
-       "        targ = e.target;\n",
-       "    } else if (e.srcElement) {\n",
-       "        targ = e.srcElement;\n",
-       "    }\n",
-       "    if (targ.nodeType === 3) {\n",
-       "        // defeat Safari bug\n",
-       "        targ = targ.parentNode;\n",
-       "    }\n",
-       "\n",
-       "    // pageX,Y are the mouse positions relative to the document\n",
-       "    var boundingRect = targ.getBoundingClientRect();\n",
-       "    var x = e.pageX - (boundingRect.left + document.body.scrollLeft);\n",
-       "    var y = e.pageY - (boundingRect.top + document.body.scrollTop);\n",
-       "\n",
-       "    return { x: x, y: y };\n",
-       "};\n",
-       "\n",
-       "/*\n",
-       " * return a copy of an object with only non-object keys\n",
-       " * we need this to avoid circular references\n",
-       " * http://stackoverflow.com/a/24161582/3208463\n",
-       " */\n",
-       "function simpleKeys(original) {\n",
-       "    return Object.keys(original).reduce(function (obj, key) {\n",
-       "        if (typeof original[key] !== 'object') {\n",
-       "            obj[key] = original[key];\n",
-       "        }\n",
-       "        return obj;\n",
-       "    }, {});\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.mouse_event = function (event, name) {\n",
-       "    var canvas_pos = mpl.findpos(event);\n",
-       "\n",
-       "    if (name === 'button_press') {\n",
-       "        this.canvas.focus();\n",
-       "        this.canvas_div.focus();\n",
-       "    }\n",
-       "\n",
-       "    var x = canvas_pos.x * mpl.ratio;\n",
-       "    var y = canvas_pos.y * mpl.ratio;\n",
-       "\n",
-       "    this.send_message(name, {\n",
-       "        x: x,\n",
-       "        y: y,\n",
-       "        button: event.button,\n",
-       "        step: event.step,\n",
-       "        guiEvent: simpleKeys(event),\n",
-       "    });\n",
-       "\n",
-       "    /* This prevents the web browser from automatically changing to\n",
-       "     * the text insertion cursor when the button is pressed.  We want\n",
-       "     * to control all of the cursor setting manually through the\n",
-       "     * 'cursor' event from matplotlib */\n",
-       "    event.preventDefault();\n",
-       "    return false;\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype._key_event_extra = function (_event, _name) {\n",
-       "    // Handle any extra behaviour associated with a key event\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype.key_event = function (event, name) {\n",
-       "    // Prevent repeat events\n",
-       "    if (name === 'key_press') {\n",
-       "        if (event.which === this._key) {\n",
-       "            return;\n",
-       "        } else {\n",
-       "            this._key = event.which;\n",
-       "        }\n",
-       "    }\n",
-       "    if (name === 'key_release') {\n",
-       "        this._key = null;\n",
-       "    }\n",
-       "\n",
-       "    var value = '';\n",
-       "    if (event.ctrlKey && event.which !== 17) {\n",
-       "        value += 'ctrl+';\n",
-       "    }\n",
-       "    if (event.altKey && event.which !== 18) {\n",
-       "        value += 'alt+';\n",
-       "    }\n",
-       "    if (event.shiftKey && event.which !== 16) {\n",
-       "        value += 'shift+';\n",
-       "    }\n",
-       "\n",
-       "    value += 'k';\n",
-       "    value += event.which.toString();\n",
-       "\n",
-       "    this._key_event_extra(event, name);\n",
-       "\n",
-       "    this.send_message(name, { key: value, guiEvent: simpleKeys(event) });\n",
-       "    return false;\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype.toolbar_button_onclick = function (name) {\n",
-       "    if (name === 'download') {\n",
-       "        this.handle_save(this, null);\n",
-       "    } else {\n",
-       "        this.send_message('toolbar_button', { name: name });\n",
-       "    }\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {\n",
-       "    this.message.textContent = tooltip;\n",
-       "};\n",
-       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
-       "\n",
-       "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
-       "\n",
-       "mpl.default_extension = \"png\";/* global mpl */\n",
-       "\n",
-       "var comm_websocket_adapter = function (comm) {\n",
-       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
-       "    // object with the appropriate methods. Currently this is a non binary\n",
-       "    // socket, so there is still some room for performance tuning.\n",
-       "    var ws = {};\n",
-       "\n",
-       "    ws.close = function () {\n",
-       "        comm.close();\n",
-       "    };\n",
-       "    ws.send = function (m) {\n",
-       "        //console.log('sending', m);\n",
-       "        comm.send(m);\n",
-       "    };\n",
-       "    // Register the callback with on_msg.\n",
-       "    comm.on_msg(function (msg) {\n",
-       "        //console.log('receiving', msg['content']['data'], msg);\n",
-       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
-       "        ws.onmessage(msg['content']['data']);\n",
-       "    });\n",
-       "    return ws;\n",
-       "};\n",
-       "\n",
-       "mpl.mpl_figure_comm = function (comm, msg) {\n",
-       "    // This is the function which gets called when the mpl process\n",
-       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
-       "\n",
-       "    var id = msg.content.data.id;\n",
-       "    // Get hold of the div created by the display call when the Comm\n",
-       "    // socket was opened in Python.\n",
-       "    var element = document.getElementById(id);\n",
-       "    var ws_proxy = comm_websocket_adapter(comm);\n",
-       "\n",
-       "    function ondownload(figure, _format) {\n",
-       "        window.open(figure.canvas.toDataURL());\n",
-       "    }\n",
-       "\n",
-       "    var fig = new mpl.figure(id, ws_proxy, ondownload, element);\n",
-       "\n",
-       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
-       "    // web socket which is closed, not our websocket->open comm proxy.\n",
-       "    ws_proxy.onopen();\n",
-       "\n",
-       "    fig.parent_element = element;\n",
-       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
-       "    if (!fig.cell_info) {\n",
-       "        console.error('Failed to find cell for figure', id, fig);\n",
-       "        return;\n",
-       "    }\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype.handle_close = function (fig, msg) {\n",
-       "    var width = fig.canvas.width / mpl.ratio;\n",
-       "    fig.root.removeEventListener('remove', this._remove_fig_handler);\n",
-       "\n",
-       "    // Update the output cell to use the data from the current canvas.\n",
-       "    fig.push_to_output();\n",
-       "    var dataURL = fig.canvas.toDataURL();\n",
-       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
-       "    // the notebook keyboard shortcuts fail.\n",
-       "    IPython.keyboard_manager.enable();\n",
-       "    fig.parent_element.innerHTML =\n",
-       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
-       "    fig.close_ws(fig, msg);\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype.close_ws = function (fig, msg) {\n",
-       "    fig.send_message('closing', msg);\n",
-       "    // fig.ws.close()\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype.push_to_output = function (_remove_interactive) {\n",
-       "    // Turn the data on the canvas into data in the output cell.\n",
-       "    var width = this.canvas.width / mpl.ratio;\n",
-       "    var dataURL = this.canvas.toDataURL();\n",
-       "    this.cell_info[1]['text/html'] =\n",
-       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype.updated_canvas_event = function () {\n",
-       "    // Tell IPython that the notebook contents must change.\n",
-       "    IPython.notebook.set_dirty(true);\n",
-       "    this.send_message('ack', {});\n",
-       "    var fig = this;\n",
-       "    // Wait a second, then push the new image to the DOM so\n",
-       "    // that it is saved nicely (might be nice to debounce this).\n",
-       "    setTimeout(function () {\n",
-       "        fig.push_to_output();\n",
-       "    }, 1000);\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype._init_toolbar = function () {\n",
-       "    var fig = this;\n",
-       "\n",
-       "    var toolbar = document.createElement('div');\n",
-       "    toolbar.classList = 'btn-toolbar';\n",
-       "    this.root.appendChild(toolbar);\n",
-       "\n",
-       "    function on_click_closure(name) {\n",
-       "        return function (_event) {\n",
-       "            return fig.toolbar_button_onclick(name);\n",
-       "        };\n",
-       "    }\n",
-       "\n",
-       "    function on_mouseover_closure(tooltip) {\n",
-       "        return function (event) {\n",
-       "            if (!event.currentTarget.disabled) {\n",
-       "                return fig.toolbar_button_onmouseover(tooltip);\n",
-       "            }\n",
-       "        };\n",
-       "    }\n",
-       "\n",
-       "    fig.buttons = {};\n",
-       "    var buttonGroup = document.createElement('div');\n",
-       "    buttonGroup.classList = 'btn-group';\n",
-       "    var button;\n",
-       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
-       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
-       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
-       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
-       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
-       "\n",
-       "        if (!name) {\n",
-       "            /* Instead of a spacer, we start a new button group. */\n",
-       "            if (buttonGroup.hasChildNodes()) {\n",
-       "                toolbar.appendChild(buttonGroup);\n",
-       "            }\n",
-       "            buttonGroup = document.createElement('div');\n",
-       "            buttonGroup.classList = 'btn-group';\n",
-       "            continue;\n",
-       "        }\n",
-       "\n",
-       "        button = fig.buttons[name] = document.createElement('button');\n",
-       "        button.classList = 'btn btn-default';\n",
-       "        button.href = '#';\n",
-       "        button.title = name;\n",
-       "        button.innerHTML = '<i class=\"fa ' + image + ' fa-lg\"></i>';\n",
-       "        button.addEventListener('click', on_click_closure(method_name));\n",
-       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
-       "        buttonGroup.appendChild(button);\n",
-       "    }\n",
-       "\n",
-       "    if (buttonGroup.hasChildNodes()) {\n",
-       "        toolbar.appendChild(buttonGroup);\n",
-       "    }\n",
-       "\n",
-       "    // Add the status bar.\n",
-       "    var status_bar = document.createElement('span');\n",
-       "    status_bar.classList = 'mpl-message pull-right';\n",
-       "    toolbar.appendChild(status_bar);\n",
-       "    this.message = status_bar;\n",
-       "\n",
-       "    // Add the close button to the window.\n",
-       "    var buttongrp = document.createElement('div');\n",
-       "    buttongrp.classList = 'btn-group inline pull-right';\n",
-       "    button = document.createElement('button');\n",
-       "    button.classList = 'btn btn-mini btn-primary';\n",
-       "    button.href = '#';\n",
-       "    button.title = 'Stop Interaction';\n",
-       "    button.innerHTML = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\n",
-       "    button.addEventListener('click', function (_evt) {\n",
-       "        fig.handle_close(fig, {});\n",
-       "    });\n",
-       "    button.addEventListener(\n",
-       "        'mouseover',\n",
-       "        on_mouseover_closure('Stop Interaction')\n",
-       "    );\n",
-       "    buttongrp.appendChild(button);\n",
-       "    var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n",
-       "    titlebar.insertBefore(buttongrp, titlebar.firstChild);\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype._remove_fig_handler = function () {\n",
-       "    this.close_ws(this, {});\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype._root_extra_style = function (el) {\n",
-       "    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n",
-       "    el.addEventListener('remove', this._remove_fig_handler);\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype._canvas_extra_style = function (el) {\n",
-       "    // this is important to make the div 'focusable\n",
-       "    el.setAttribute('tabindex', 0);\n",
-       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
-       "    // off when our div gets focus\n",
-       "\n",
-       "    // location in version 3\n",
-       "    if (IPython.notebook.keyboard_manager) {\n",
-       "        IPython.notebook.keyboard_manager.register_events(el);\n",
-       "    } else {\n",
-       "        // location in version 2\n",
-       "        IPython.keyboard_manager.register_events(el);\n",
-       "    }\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype._key_event_extra = function (event, _name) {\n",
-       "    var manager = IPython.notebook.keyboard_manager;\n",
-       "    if (!manager) {\n",
-       "        manager = IPython.keyboard_manager;\n",
-       "    }\n",
-       "\n",
-       "    // Check for shift+enter\n",
-       "    if (event.shiftKey && event.which === 13) {\n",
-       "        this.canvas_div.blur();\n",
-       "        // select the cell after this one\n",
-       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
-       "        IPython.notebook.select(index + 1);\n",
-       "    }\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
-       "    fig.ondownload(fig, null);\n",
-       "};\n",
-       "\n",
-       "mpl.find_output_cell = function (html_output) {\n",
-       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
-       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
-       "    // IPython event is triggered only after the cells have been serialised, which for\n",
-       "    // our purposes (turning an active figure into a static one), is too late.\n",
-       "    var cells = IPython.notebook.get_cells();\n",
-       "    var ncells = cells.length;\n",
-       "    for (var i = 0; i < ncells; i++) {\n",
-       "        var cell = cells[i];\n",
-       "        if (cell.cell_type === 'code') {\n",
-       "            for (var j = 0; j < cell.output_area.outputs.length; j++) {\n",
-       "                var data = cell.output_area.outputs[j];\n",
-       "                if (data.data) {\n",
-       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
-       "                    data = data.data;\n",
-       "                }\n",
-       "                if (data['text/html'] === html_output) {\n",
-       "                    return [cell, data, j];\n",
-       "                }\n",
-       "            }\n",
-       "        }\n",
-       "    }\n",
-       "};\n",
-       "\n",
-       "// Register the function which deals with the matplotlib target/channel.\n",
-       "// The kernel may be null if the page has been refreshed.\n",
-       "if (IPython.notebook.kernel !== null) {\n",
-       "    IPython.notebook.kernel.comm_manager.register_target(\n",
-       "        'matplotlib',\n",
-       "        mpl.mpl_figure_comm\n",
-       "    );\n",
-       "}\n"
-      ],
-      "text/plain": [
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-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
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\" width=\"950\">"
-      ],
-      "text/plain": [
-       "<IPython.core.display.HTML object>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "%matplotlib notebook\n",
-    "plt.close()\n",
-    "datasplit.plot_datasplit()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "For the baseline experiments, you are going to perform later, the following data split will be used. It is similar to the calculated data split in the previous cell: Clusters are the same, but, of course, the (random) allocation is different."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "application/javascript": [
-       "/* Put everything inside the global mpl namespace */\n",
-       "/* global mpl */\n",
-       "window.mpl = {};\n",
-       "\n",
-       "mpl.get_websocket_type = function () {\n",
-       "    if (typeof WebSocket !== 'undefined') {\n",
-       "        return WebSocket;\n",
-       "    } else if (typeof MozWebSocket !== 'undefined') {\n",
-       "        return MozWebSocket;\n",
-       "    } else {\n",
-       "        alert(\n",
-       "            'Your browser does not have WebSocket support. ' +\n",
-       "                'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
-       "                'Firefox 4 and 5 are also supported but you ' +\n",
-       "                'have to enable WebSockets in about:config.'\n",
-       "        );\n",
-       "    }\n",
-       "};\n",
-       "\n",
-       "mpl.figure = function (figure_id, websocket, ondownload, parent_element) {\n",
-       "    this.id = figure_id;\n",
-       "\n",
-       "    this.ws = websocket;\n",
-       "\n",
-       "    this.supports_binary = this.ws.binaryType !== undefined;\n",
-       "\n",
-       "    if (!this.supports_binary) {\n",
-       "        var warnings = document.getElementById('mpl-warnings');\n",
-       "        if (warnings) {\n",
-       "            warnings.style.display = 'block';\n",
-       "            warnings.textContent =\n",
-       "                'This browser does not support binary websocket messages. ' +\n",
-       "                'Performance may be slow.';\n",
-       "        }\n",
-       "    }\n",
-       "\n",
-       "    this.imageObj = new Image();\n",
-       "\n",
-       "    this.context = undefined;\n",
-       "    this.message = undefined;\n",
-       "    this.canvas = undefined;\n",
-       "    this.rubberband_canvas = undefined;\n",
-       "    this.rubberband_context = undefined;\n",
-       "    this.format_dropdown = undefined;\n",
-       "\n",
-       "    this.image_mode = 'full';\n",
-       "\n",
-       "    this.root = document.createElement('div');\n",
-       "    this.root.setAttribute('style', 'display: inline-block');\n",
-       "    this._root_extra_style(this.root);\n",
-       "\n",
-       "    parent_element.appendChild(this.root);\n",
-       "\n",
-       "    this._init_header(this);\n",
-       "    this._init_canvas(this);\n",
-       "    this._init_toolbar(this);\n",
-       "\n",
-       "    var fig = this;\n",
-       "\n",
-       "    this.waiting = false;\n",
-       "\n",
-       "    this.ws.onopen = function () {\n",
-       "        fig.send_message('supports_binary', { value: fig.supports_binary });\n",
-       "        fig.send_message('send_image_mode', {});\n",
-       "        if (mpl.ratio !== 1) {\n",
-       "            fig.send_message('set_dpi_ratio', { dpi_ratio: mpl.ratio });\n",
-       "        }\n",
-       "        fig.send_message('refresh', {});\n",
-       "    };\n",
-       "\n",
-       "    this.imageObj.onload = function () {\n",
-       "        if (fig.image_mode === 'full') {\n",
-       "            // Full images could contain transparency (where diff images\n",
-       "            // almost always do), so we need to clear the canvas so that\n",
-       "            // there is no ghosting.\n",
-       "            fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
-       "        }\n",
-       "        fig.context.drawImage(fig.imageObj, 0, 0);\n",
-       "    };\n",
-       "\n",
-       "    this.imageObj.onunload = function () {\n",
-       "        fig.ws.close();\n",
-       "    };\n",
-       "\n",
-       "    this.ws.onmessage = this._make_on_message_function(this);\n",
-       "\n",
-       "    this.ondownload = ondownload;\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype._init_header = function () {\n",
-       "    var titlebar = document.createElement('div');\n",
-       "    titlebar.classList =\n",
-       "        'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n",
-       "    var titletext = document.createElement('div');\n",
-       "    titletext.classList = 'ui-dialog-title';\n",
-       "    titletext.setAttribute(\n",
-       "        'style',\n",
-       "        'width: 100%; text-align: center; padding: 3px;'\n",
-       "    );\n",
-       "    titlebar.appendChild(titletext);\n",
-       "    this.root.appendChild(titlebar);\n",
-       "    this.header = titletext;\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n",
-       "\n",
-       "mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n",
-       "\n",
-       "mpl.figure.prototype._init_canvas = function () {\n",
-       "    var fig = this;\n",
-       "\n",
-       "    var canvas_div = (this.canvas_div = document.createElement('div'));\n",
-       "    canvas_div.setAttribute(\n",
-       "        'style',\n",
-       "        'border: 1px solid #ddd;' +\n",
-       "            'box-sizing: content-box;' +\n",
-       "            'clear: both;' +\n",
-       "            'min-height: 1px;' +\n",
-       "            'min-width: 1px;' +\n",
-       "            'outline: 0;' +\n",
-       "            'overflow: hidden;' +\n",
-       "            'position: relative;' +\n",
-       "            'resize: both;'\n",
-       "    );\n",
-       "\n",
-       "    function on_keyboard_event_closure(name) {\n",
-       "        return function (event) {\n",
-       "            return fig.key_event(event, name);\n",
-       "        };\n",
-       "    }\n",
-       "\n",
-       "    canvas_div.addEventListener(\n",
-       "        'keydown',\n",
-       "        on_keyboard_event_closure('key_press')\n",
-       "    );\n",
-       "    canvas_div.addEventListener(\n",
-       "        'keyup',\n",
-       "        on_keyboard_event_closure('key_release')\n",
-       "    );\n",
-       "\n",
-       "    this._canvas_extra_style(canvas_div);\n",
-       "    this.root.appendChild(canvas_div);\n",
-       "\n",
-       "    var canvas = (this.canvas = document.createElement('canvas'));\n",
-       "    canvas.classList.add('mpl-canvas');\n",
-       "    canvas.setAttribute('style', 'box-sizing: content-box;');\n",
-       "\n",
-       "    this.context = canvas.getContext('2d');\n",
-       "\n",
-       "    var backingStore =\n",
-       "        this.context.backingStorePixelRatio ||\n",
-       "        this.context.webkitBackingStorePixelRatio ||\n",
-       "        this.context.mozBackingStorePixelRatio ||\n",
-       "        this.context.msBackingStorePixelRatio ||\n",
-       "        this.context.oBackingStorePixelRatio ||\n",
-       "        this.context.backingStorePixelRatio ||\n",
-       "        1;\n",
-       "\n",
-       "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
-       "\n",
-       "    var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n",
-       "        'canvas'\n",
-       "    ));\n",
-       "    rubberband_canvas.setAttribute(\n",
-       "        'style',\n",
-       "        'box-sizing: content-box; position: absolute; left: 0; top: 0; z-index: 1;'\n",
-       "    );\n",
-       "\n",
-       "    var resizeObserver = new ResizeObserver(function (entries) {\n",
-       "        var nentries = entries.length;\n",
-       "        for (var i = 0; i < nentries; i++) {\n",
-       "            var entry = entries[i];\n",
-       "            var width, height;\n",
-       "            if (entry.contentBoxSize) {\n",
-       "                if (entry.contentBoxSize instanceof Array) {\n",
-       "                    // Chrome 84 implements new version of spec.\n",
-       "                    width = entry.contentBoxSize[0].inlineSize;\n",
-       "                    height = entry.contentBoxSize[0].blockSize;\n",
-       "                } else {\n",
-       "                    // Firefox implements old version of spec.\n",
-       "                    width = entry.contentBoxSize.inlineSize;\n",
-       "                    height = entry.contentBoxSize.blockSize;\n",
-       "                }\n",
-       "            } else {\n",
-       "                // Chrome <84 implements even older version of spec.\n",
-       "                width = entry.contentRect.width;\n",
-       "                height = entry.contentRect.height;\n",
-       "            }\n",
-       "\n",
-       "            // Keep the size of the canvas and rubber band canvas in sync with\n",
-       "            // the canvas container.\n",
-       "            if (entry.devicePixelContentBoxSize) {\n",
-       "                // Chrome 84 implements new version of spec.\n",
-       "                canvas.setAttribute(\n",
-       "                    'width',\n",
-       "                    entry.devicePixelContentBoxSize[0].inlineSize\n",
-       "                );\n",
-       "                canvas.setAttribute(\n",
-       "                    'height',\n",
-       "                    entry.devicePixelContentBoxSize[0].blockSize\n",
-       "                );\n",
-       "            } else {\n",
-       "                canvas.setAttribute('width', width * mpl.ratio);\n",
-       "                canvas.setAttribute('height', height * mpl.ratio);\n",
-       "            }\n",
-       "            canvas.setAttribute(\n",
-       "                'style',\n",
-       "                'width: ' + width + 'px; height: ' + height + 'px;'\n",
-       "            );\n",
-       "\n",
-       "            rubberband_canvas.setAttribute('width', width);\n",
-       "            rubberband_canvas.setAttribute('height', height);\n",
-       "\n",
-       "            // And update the size in Python. We ignore the initial 0/0 size\n",
-       "            // that occurs as the element is placed into the DOM, which should\n",
-       "            // otherwise not happen due to the minimum size styling.\n",
-       "            if (width != 0 && height != 0) {\n",
-       "                fig.request_resize(width, height);\n",
-       "            }\n",
-       "        }\n",
-       "    });\n",
-       "    resizeObserver.observe(canvas_div);\n",
-       "\n",
-       "    function on_mouse_event_closure(name) {\n",
-       "        return function (event) {\n",
-       "            return fig.mouse_event(event, name);\n",
-       "        };\n",
-       "    }\n",
-       "\n",
-       "    rubberband_canvas.addEventListener(\n",
-       "        'mousedown',\n",
-       "        on_mouse_event_closure('button_press')\n",
-       "    );\n",
-       "    rubberband_canvas.addEventListener(\n",
-       "        'mouseup',\n",
-       "        on_mouse_event_closure('button_release')\n",
-       "    );\n",
-       "    // Throttle sequential mouse events to 1 every 20ms.\n",
-       "    rubberband_canvas.addEventListener(\n",
-       "        'mousemove',\n",
-       "        on_mouse_event_closure('motion_notify')\n",
-       "    );\n",
-       "\n",
-       "    rubberband_canvas.addEventListener(\n",
-       "        'mouseenter',\n",
-       "        on_mouse_event_closure('figure_enter')\n",
-       "    );\n",
-       "    rubberband_canvas.addEventListener(\n",
-       "        'mouseleave',\n",
-       "        on_mouse_event_closure('figure_leave')\n",
-       "    );\n",
-       "\n",
-       "    canvas_div.addEventListener('wheel', function (event) {\n",
-       "        if (event.deltaY < 0) {\n",
-       "            event.step = 1;\n",
-       "        } else {\n",
-       "            event.step = -1;\n",
-       "        }\n",
-       "        on_mouse_event_closure('scroll')(event);\n",
-       "    });\n",
-       "\n",
-       "    canvas_div.appendChild(canvas);\n",
-       "    canvas_div.appendChild(rubberband_canvas);\n",
-       "\n",
-       "    this.rubberband_context = rubberband_canvas.getContext('2d');\n",
-       "    this.rubberband_context.strokeStyle = '#000000';\n",
-       "\n",
-       "    this._resize_canvas = function (width, height, forward) {\n",
-       "        if (forward) {\n",
-       "            canvas_div.style.width = width + 'px';\n",
-       "            canvas_div.style.height = height + 'px';\n",
-       "        }\n",
-       "    };\n",
-       "\n",
-       "    // Disable right mouse context menu.\n",
-       "    this.rubberband_canvas.addEventListener('contextmenu', function (_e) {\n",
-       "        event.preventDefault();\n",
-       "        return false;\n",
-       "    });\n",
-       "\n",
-       "    function set_focus() {\n",
-       "        canvas.focus();\n",
-       "        canvas_div.focus();\n",
-       "    }\n",
-       "\n",
-       "    window.setTimeout(set_focus, 100);\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype._init_toolbar = function () {\n",
-       "    var fig = this;\n",
-       "\n",
-       "    var toolbar = document.createElement('div');\n",
-       "    toolbar.classList = 'mpl-toolbar';\n",
-       "    this.root.appendChild(toolbar);\n",
-       "\n",
-       "    function on_click_closure(name) {\n",
-       "        return function (_event) {\n",
-       "            return fig.toolbar_button_onclick(name);\n",
-       "        };\n",
-       "    }\n",
-       "\n",
-       "    function on_mouseover_closure(tooltip) {\n",
-       "        return function (event) {\n",
-       "            if (!event.currentTarget.disabled) {\n",
-       "                return fig.toolbar_button_onmouseover(tooltip);\n",
-       "            }\n",
-       "        };\n",
-       "    }\n",
-       "\n",
-       "    fig.buttons = {};\n",
-       "    var buttonGroup = document.createElement('div');\n",
-       "    buttonGroup.classList = 'mpl-button-group';\n",
-       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
-       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
-       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
-       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
-       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
-       "\n",
-       "        if (!name) {\n",
-       "            /* Instead of a spacer, we start a new button group. */\n",
-       "            if (buttonGroup.hasChildNodes()) {\n",
-       "                toolbar.appendChild(buttonGroup);\n",
-       "            }\n",
-       "            buttonGroup = document.createElement('div');\n",
-       "            buttonGroup.classList = 'mpl-button-group';\n",
-       "            continue;\n",
-       "        }\n",
-       "\n",
-       "        var button = (fig.buttons[name] = document.createElement('button'));\n",
-       "        button.classList = 'mpl-widget';\n",
-       "        button.setAttribute('role', 'button');\n",
-       "        button.setAttribute('aria-disabled', 'false');\n",
-       "        button.addEventListener('click', on_click_closure(method_name));\n",
-       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
-       "\n",
-       "        var icon_img = document.createElement('img');\n",
-       "        icon_img.src = '_images/' + image + '.png';\n",
-       "        icon_img.srcset = '_images/' + image + '_large.png 2x';\n",
-       "        icon_img.alt = tooltip;\n",
-       "        button.appendChild(icon_img);\n",
-       "\n",
-       "        buttonGroup.appendChild(button);\n",
-       "    }\n",
-       "\n",
-       "    if (buttonGroup.hasChildNodes()) {\n",
-       "        toolbar.appendChild(buttonGroup);\n",
-       "    }\n",
-       "\n",
-       "    var fmt_picker = document.createElement('select');\n",
-       "    fmt_picker.classList = 'mpl-widget';\n",
-       "    toolbar.appendChild(fmt_picker);\n",
-       "    this.format_dropdown = fmt_picker;\n",
-       "\n",
-       "    for (var ind in mpl.extensions) {\n",
-       "        var fmt = mpl.extensions[ind];\n",
-       "        var option = document.createElement('option');\n",
-       "        option.selected = fmt === mpl.default_extension;\n",
-       "        option.innerHTML = fmt;\n",
-       "        fmt_picker.appendChild(option);\n",
-       "    }\n",
-       "\n",
-       "    var status_bar = document.createElement('span');\n",
-       "    status_bar.classList = 'mpl-message';\n",
-       "    toolbar.appendChild(status_bar);\n",
-       "    this.message = status_bar;\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {\n",
-       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
-       "    // which will in turn request a refresh of the image.\n",
-       "    this.send_message('resize', { width: x_pixels, height: y_pixels });\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype.send_message = function (type, properties) {\n",
-       "    properties['type'] = type;\n",
-       "    properties['figure_id'] = this.id;\n",
-       "    this.ws.send(JSON.stringify(properties));\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype.send_draw_message = function () {\n",
-       "    if (!this.waiting) {\n",
-       "        this.waiting = true;\n",
-       "        this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));\n",
-       "    }\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
-       "    var format_dropdown = fig.format_dropdown;\n",
-       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
-       "    fig.ondownload(fig, format);\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype.handle_resize = function (fig, msg) {\n",
-       "    var size = msg['size'];\n",
-       "    if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {\n",
-       "        fig._resize_canvas(size[0], size[1], msg['forward']);\n",
-       "        fig.send_message('refresh', {});\n",
-       "    }\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n",
-       "    var x0 = msg['x0'] / mpl.ratio;\n",
-       "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
-       "    var x1 = msg['x1'] / mpl.ratio;\n",
-       "    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
-       "    x0 = Math.floor(x0) + 0.5;\n",
-       "    y0 = Math.floor(y0) + 0.5;\n",
-       "    x1 = Math.floor(x1) + 0.5;\n",
-       "    y1 = Math.floor(y1) + 0.5;\n",
-       "    var min_x = Math.min(x0, x1);\n",
-       "    var min_y = Math.min(y0, y1);\n",
-       "    var width = Math.abs(x1 - x0);\n",
-       "    var height = Math.abs(y1 - y0);\n",
-       "\n",
-       "    fig.rubberband_context.clearRect(\n",
-       "        0,\n",
-       "        0,\n",
-       "        fig.canvas.width / mpl.ratio,\n",
-       "        fig.canvas.height / mpl.ratio\n",
-       "    );\n",
-       "\n",
-       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype.handle_figure_label = function (fig, msg) {\n",
-       "    // Updates the figure title.\n",
-       "    fig.header.textContent = msg['label'];\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype.handle_cursor = function (fig, msg) {\n",
-       "    var cursor = msg['cursor'];\n",
-       "    switch (cursor) {\n",
-       "        case 0:\n",
-       "            cursor = 'pointer';\n",
-       "            break;\n",
-       "        case 1:\n",
-       "            cursor = 'default';\n",
-       "            break;\n",
-       "        case 2:\n",
-       "            cursor = 'crosshair';\n",
-       "            break;\n",
-       "        case 3:\n",
-       "            cursor = 'move';\n",
-       "            break;\n",
-       "    }\n",
-       "    fig.rubberband_canvas.style.cursor = cursor;\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype.handle_message = function (fig, msg) {\n",
-       "    fig.message.textContent = msg['message'];\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype.handle_draw = function (fig, _msg) {\n",
-       "    // Request the server to send over a new figure.\n",
-       "    fig.send_draw_message();\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype.handle_image_mode = function (fig, msg) {\n",
-       "    fig.image_mode = msg['mode'];\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype.handle_history_buttons = function (fig, msg) {\n",
-       "    for (var key in msg) {\n",
-       "        if (!(key in fig.buttons)) {\n",
-       "            continue;\n",
-       "        }\n",
-       "        fig.buttons[key].disabled = !msg[key];\n",
-       "        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n",
-       "    }\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n",
-       "    if (msg['mode'] === 'PAN') {\n",
-       "        fig.buttons['Pan'].classList.add('active');\n",
-       "        fig.buttons['Zoom'].classList.remove('active');\n",
-       "    } else if (msg['mode'] === 'ZOOM') {\n",
-       "        fig.buttons['Pan'].classList.remove('active');\n",
-       "        fig.buttons['Zoom'].classList.add('active');\n",
-       "    } else {\n",
-       "        fig.buttons['Pan'].classList.remove('active');\n",
-       "        fig.buttons['Zoom'].classList.remove('active');\n",
-       "    }\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype.updated_canvas_event = function () {\n",
-       "    // Called whenever the canvas gets updated.\n",
-       "    this.send_message('ack', {});\n",
-       "};\n",
-       "\n",
-       "// A function to construct a web socket function for onmessage handling.\n",
-       "// Called in the figure constructor.\n",
-       "mpl.figure.prototype._make_on_message_function = function (fig) {\n",
-       "    return function socket_on_message(evt) {\n",
-       "        if (evt.data instanceof Blob) {\n",
-       "            /* FIXME: We get \"Resource interpreted as Image but\n",
-       "             * transferred with MIME type text/plain:\" errors on\n",
-       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
-       "             * to be part of the websocket stream */\n",
-       "            evt.data.type = 'image/png';\n",
-       "\n",
-       "            /* Free the memory for the previous frames */\n",
-       "            if (fig.imageObj.src) {\n",
-       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
-       "                    fig.imageObj.src\n",
-       "                );\n",
-       "            }\n",
-       "\n",
-       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
-       "                evt.data\n",
-       "            );\n",
-       "            fig.updated_canvas_event();\n",
-       "            fig.waiting = false;\n",
-       "            return;\n",
-       "        } else if (\n",
-       "            typeof evt.data === 'string' &&\n",
-       "            evt.data.slice(0, 21) === 'data:image/png;base64'\n",
-       "        ) {\n",
-       "            fig.imageObj.src = evt.data;\n",
-       "            fig.updated_canvas_event();\n",
-       "            fig.waiting = false;\n",
-       "            return;\n",
-       "        }\n",
-       "\n",
-       "        var msg = JSON.parse(evt.data);\n",
-       "        var msg_type = msg['type'];\n",
-       "\n",
-       "        // Call the  \"handle_{type}\" callback, which takes\n",
-       "        // the figure and JSON message as its only arguments.\n",
-       "        try {\n",
-       "            var callback = fig['handle_' + msg_type];\n",
-       "        } catch (e) {\n",
-       "            console.log(\n",
-       "                \"No handler for the '\" + msg_type + \"' message type: \",\n",
-       "                msg\n",
-       "            );\n",
-       "            return;\n",
-       "        }\n",
-       "\n",
-       "        if (callback) {\n",
-       "            try {\n",
-       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
-       "                callback(fig, msg);\n",
-       "            } catch (e) {\n",
-       "                console.log(\n",
-       "                    \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n",
-       "                    e,\n",
-       "                    e.stack,\n",
-       "                    msg\n",
-       "                );\n",
-       "            }\n",
-       "        }\n",
-       "    };\n",
-       "};\n",
-       "\n",
-       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
-       "mpl.findpos = function (e) {\n",
-       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
-       "    var targ;\n",
-       "    if (!e) {\n",
-       "        e = window.event;\n",
-       "    }\n",
-       "    if (e.target) {\n",
-       "        targ = e.target;\n",
-       "    } else if (e.srcElement) {\n",
-       "        targ = e.srcElement;\n",
-       "    }\n",
-       "    if (targ.nodeType === 3) {\n",
-       "        // defeat Safari bug\n",
-       "        targ = targ.parentNode;\n",
-       "    }\n",
-       "\n",
-       "    // pageX,Y are the mouse positions relative to the document\n",
-       "    var boundingRect = targ.getBoundingClientRect();\n",
-       "    var x = e.pageX - (boundingRect.left + document.body.scrollLeft);\n",
-       "    var y = e.pageY - (boundingRect.top + document.body.scrollTop);\n",
-       "\n",
-       "    return { x: x, y: y };\n",
-       "};\n",
-       "\n",
-       "/*\n",
-       " * return a copy of an object with only non-object keys\n",
-       " * we need this to avoid circular references\n",
-       " * http://stackoverflow.com/a/24161582/3208463\n",
-       " */\n",
-       "function simpleKeys(original) {\n",
-       "    return Object.keys(original).reduce(function (obj, key) {\n",
-       "        if (typeof original[key] !== 'object') {\n",
-       "            obj[key] = original[key];\n",
-       "        }\n",
-       "        return obj;\n",
-       "    }, {});\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.mouse_event = function (event, name) {\n",
-       "    var canvas_pos = mpl.findpos(event);\n",
-       "\n",
-       "    if (name === 'button_press') {\n",
-       "        this.canvas.focus();\n",
-       "        this.canvas_div.focus();\n",
-       "    }\n",
-       "\n",
-       "    var x = canvas_pos.x * mpl.ratio;\n",
-       "    var y = canvas_pos.y * mpl.ratio;\n",
-       "\n",
-       "    this.send_message(name, {\n",
-       "        x: x,\n",
-       "        y: y,\n",
-       "        button: event.button,\n",
-       "        step: event.step,\n",
-       "        guiEvent: simpleKeys(event),\n",
-       "    });\n",
-       "\n",
-       "    /* This prevents the web browser from automatically changing to\n",
-       "     * the text insertion cursor when the button is pressed.  We want\n",
-       "     * to control all of the cursor setting manually through the\n",
-       "     * 'cursor' event from matplotlib */\n",
-       "    event.preventDefault();\n",
-       "    return false;\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype._key_event_extra = function (_event, _name) {\n",
-       "    // Handle any extra behaviour associated with a key event\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype.key_event = function (event, name) {\n",
-       "    // Prevent repeat events\n",
-       "    if (name === 'key_press') {\n",
-       "        if (event.which === this._key) {\n",
-       "            return;\n",
-       "        } else {\n",
-       "            this._key = event.which;\n",
-       "        }\n",
-       "    }\n",
-       "    if (name === 'key_release') {\n",
-       "        this._key = null;\n",
-       "    }\n",
-       "\n",
-       "    var value = '';\n",
-       "    if (event.ctrlKey && event.which !== 17) {\n",
-       "        value += 'ctrl+';\n",
-       "    }\n",
-       "    if (event.altKey && event.which !== 18) {\n",
-       "        value += 'alt+';\n",
-       "    }\n",
-       "    if (event.shiftKey && event.which !== 16) {\n",
-       "        value += 'shift+';\n",
-       "    }\n",
-       "\n",
-       "    value += 'k';\n",
-       "    value += event.which.toString();\n",
-       "\n",
-       "    this._key_event_extra(event, name);\n",
-       "\n",
-       "    this.send_message(name, { key: value, guiEvent: simpleKeys(event) });\n",
-       "    return false;\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype.toolbar_button_onclick = function (name) {\n",
-       "    if (name === 'download') {\n",
-       "        this.handle_save(this, null);\n",
-       "    } else {\n",
-       "        this.send_message('toolbar_button', { name: name });\n",
-       "    }\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {\n",
-       "    this.message.textContent = tooltip;\n",
-       "};\n",
-       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
-       "\n",
-       "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
-       "\n",
-       "mpl.default_extension = \"png\";/* global mpl */\n",
-       "\n",
-       "var comm_websocket_adapter = function (comm) {\n",
-       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
-       "    // object with the appropriate methods. Currently this is a non binary\n",
-       "    // socket, so there is still some room for performance tuning.\n",
-       "    var ws = {};\n",
-       "\n",
-       "    ws.close = function () {\n",
-       "        comm.close();\n",
-       "    };\n",
-       "    ws.send = function (m) {\n",
-       "        //console.log('sending', m);\n",
-       "        comm.send(m);\n",
-       "    };\n",
-       "    // Register the callback with on_msg.\n",
-       "    comm.on_msg(function (msg) {\n",
-       "        //console.log('receiving', msg['content']['data'], msg);\n",
-       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
-       "        ws.onmessage(msg['content']['data']);\n",
-       "    });\n",
-       "    return ws;\n",
-       "};\n",
-       "\n",
-       "mpl.mpl_figure_comm = function (comm, msg) {\n",
-       "    // This is the function which gets called when the mpl process\n",
-       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
-       "\n",
-       "    var id = msg.content.data.id;\n",
-       "    // Get hold of the div created by the display call when the Comm\n",
-       "    // socket was opened in Python.\n",
-       "    var element = document.getElementById(id);\n",
-       "    var ws_proxy = comm_websocket_adapter(comm);\n",
-       "\n",
-       "    function ondownload(figure, _format) {\n",
-       "        window.open(figure.canvas.toDataURL());\n",
-       "    }\n",
-       "\n",
-       "    var fig = new mpl.figure(id, ws_proxy, ondownload, element);\n",
-       "\n",
-       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
-       "    // web socket which is closed, not our websocket->open comm proxy.\n",
-       "    ws_proxy.onopen();\n",
-       "\n",
-       "    fig.parent_element = element;\n",
-       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
-       "    if (!fig.cell_info) {\n",
-       "        console.error('Failed to find cell for figure', id, fig);\n",
-       "        return;\n",
-       "    }\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype.handle_close = function (fig, msg) {\n",
-       "    var width = fig.canvas.width / mpl.ratio;\n",
-       "    fig.root.removeEventListener('remove', this._remove_fig_handler);\n",
-       "\n",
-       "    // Update the output cell to use the data from the current canvas.\n",
-       "    fig.push_to_output();\n",
-       "    var dataURL = fig.canvas.toDataURL();\n",
-       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
-       "    // the notebook keyboard shortcuts fail.\n",
-       "    IPython.keyboard_manager.enable();\n",
-       "    fig.parent_element.innerHTML =\n",
-       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
-       "    fig.close_ws(fig, msg);\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype.close_ws = function (fig, msg) {\n",
-       "    fig.send_message('closing', msg);\n",
-       "    // fig.ws.close()\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype.push_to_output = function (_remove_interactive) {\n",
-       "    // Turn the data on the canvas into data in the output cell.\n",
-       "    var width = this.canvas.width / mpl.ratio;\n",
-       "    var dataURL = this.canvas.toDataURL();\n",
-       "    this.cell_info[1]['text/html'] =\n",
-       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype.updated_canvas_event = function () {\n",
-       "    // Tell IPython that the notebook contents must change.\n",
-       "    IPython.notebook.set_dirty(true);\n",
-       "    this.send_message('ack', {});\n",
-       "    var fig = this;\n",
-       "    // Wait a second, then push the new image to the DOM so\n",
-       "    // that it is saved nicely (might be nice to debounce this).\n",
-       "    setTimeout(function () {\n",
-       "        fig.push_to_output();\n",
-       "    }, 1000);\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype._init_toolbar = function () {\n",
-       "    var fig = this;\n",
-       "\n",
-       "    var toolbar = document.createElement('div');\n",
-       "    toolbar.classList = 'btn-toolbar';\n",
-       "    this.root.appendChild(toolbar);\n",
-       "\n",
-       "    function on_click_closure(name) {\n",
-       "        return function (_event) {\n",
-       "            return fig.toolbar_button_onclick(name);\n",
-       "        };\n",
-       "    }\n",
-       "\n",
-       "    function on_mouseover_closure(tooltip) {\n",
-       "        return function (event) {\n",
-       "            if (!event.currentTarget.disabled) {\n",
-       "                return fig.toolbar_button_onmouseover(tooltip);\n",
-       "            }\n",
-       "        };\n",
-       "    }\n",
-       "\n",
-       "    fig.buttons = {};\n",
-       "    var buttonGroup = document.createElement('div');\n",
-       "    buttonGroup.classList = 'btn-group';\n",
-       "    var button;\n",
-       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
-       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
-       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
-       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
-       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
-       "\n",
-       "        if (!name) {\n",
-       "            /* Instead of a spacer, we start a new button group. */\n",
-       "            if (buttonGroup.hasChildNodes()) {\n",
-       "                toolbar.appendChild(buttonGroup);\n",
-       "            }\n",
-       "            buttonGroup = document.createElement('div');\n",
-       "            buttonGroup.classList = 'btn-group';\n",
-       "            continue;\n",
-       "        }\n",
-       "\n",
-       "        button = fig.buttons[name] = document.createElement('button');\n",
-       "        button.classList = 'btn btn-default';\n",
-       "        button.href = '#';\n",
-       "        button.title = name;\n",
-       "        button.innerHTML = '<i class=\"fa ' + image + ' fa-lg\"></i>';\n",
-       "        button.addEventListener('click', on_click_closure(method_name));\n",
-       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
-       "        buttonGroup.appendChild(button);\n",
-       "    }\n",
-       "\n",
-       "    if (buttonGroup.hasChildNodes()) {\n",
-       "        toolbar.appendChild(buttonGroup);\n",
-       "    }\n",
-       "\n",
-       "    // Add the status bar.\n",
-       "    var status_bar = document.createElement('span');\n",
-       "    status_bar.classList = 'mpl-message pull-right';\n",
-       "    toolbar.appendChild(status_bar);\n",
-       "    this.message = status_bar;\n",
-       "\n",
-       "    // Add the close button to the window.\n",
-       "    var buttongrp = document.createElement('div');\n",
-       "    buttongrp.classList = 'btn-group inline pull-right';\n",
-       "    button = document.createElement('button');\n",
-       "    button.classList = 'btn btn-mini btn-primary';\n",
-       "    button.href = '#';\n",
-       "    button.title = 'Stop Interaction';\n",
-       "    button.innerHTML = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\n",
-       "    button.addEventListener('click', function (_evt) {\n",
-       "        fig.handle_close(fig, {});\n",
-       "    });\n",
-       "    button.addEventListener(\n",
-       "        'mouseover',\n",
-       "        on_mouseover_closure('Stop Interaction')\n",
-       "    );\n",
-       "    buttongrp.appendChild(button);\n",
-       "    var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n",
-       "    titlebar.insertBefore(buttongrp, titlebar.firstChild);\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype._remove_fig_handler = function () {\n",
-       "    this.close_ws(this, {});\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype._root_extra_style = function (el) {\n",
-       "    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n",
-       "    el.addEventListener('remove', this._remove_fig_handler);\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype._canvas_extra_style = function (el) {\n",
-       "    // this is important to make the div 'focusable\n",
-       "    el.setAttribute('tabindex', 0);\n",
-       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
-       "    // off when our div gets focus\n",
-       "\n",
-       "    // location in version 3\n",
-       "    if (IPython.notebook.keyboard_manager) {\n",
-       "        IPython.notebook.keyboard_manager.register_events(el);\n",
-       "    } else {\n",
-       "        // location in version 2\n",
-       "        IPython.keyboard_manager.register_events(el);\n",
-       "    }\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype._key_event_extra = function (event, _name) {\n",
-       "    var manager = IPython.notebook.keyboard_manager;\n",
-       "    if (!manager) {\n",
-       "        manager = IPython.keyboard_manager;\n",
-       "    }\n",
-       "\n",
-       "    // Check for shift+enter\n",
-       "    if (event.shiftKey && event.which === 13) {\n",
-       "        this.canvas_div.blur();\n",
-       "        // select the cell after this one\n",
-       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
-       "        IPython.notebook.select(index + 1);\n",
-       "    }\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
-       "    fig.ondownload(fig, null);\n",
-       "};\n",
-       "\n",
-       "mpl.find_output_cell = function (html_output) {\n",
-       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
-       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
-       "    // IPython event is triggered only after the cells have been serialised, which for\n",
-       "    // our purposes (turning an active figure into a static one), is too late.\n",
-       "    var cells = IPython.notebook.get_cells();\n",
-       "    var ncells = cells.length;\n",
-       "    for (var i = 0; i < ncells; i++) {\n",
-       "        var cell = cells[i];\n",
-       "        if (cell.cell_type === 'code') {\n",
-       "            for (var j = 0; j < cell.output_area.outputs.length; j++) {\n",
-       "                var data = cell.output_area.outputs[j];\n",
-       "                if (data.data) {\n",
-       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
-       "                    data = data.data;\n",
-       "                }\n",
-       "                if (data['text/html'] === html_output) {\n",
-       "                    return [cell, data, j];\n",
-       "                }\n",
-       "            }\n",
-       "        }\n",
-       "    }\n",
-       "};\n",
-       "\n",
-       "// Register the function which deals with the matplotlib target/channel.\n",
-       "// The kernel may be null if the page has been refreshed.\n",
-       "if (IPython.notebook.kernel !== null) {\n",
-       "    IPython.notebook.kernel.comm_manager.register_target(\n",
-       "        'matplotlib',\n",
-       "        mpl.mpl_figure_comm\n",
-       "    );\n",
-       "}\n"
-      ],
-      "text/plain": [
-       "<IPython.core.display.Javascript object>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/html": [
-       "<img 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width=\"951\">"
-      ],
-      "text/plain": [
-       "<IPython.core.display.HTML object>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "%matplotlib notebook\n",
+    "datasplit = DataSplit()\n",
     "datasplit.read_datasplit()\n",
-    "plt.close()\n",
     "datasplit.plot_datasplit()"
    ]
   },
@@ -5094,34 +183,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "application/vnd.jupyter.widget-view+json": {
-       "model_id": "4924336172584c3f990dec1730b5762c",
-       "version_major": 2,
-       "version_minor": 0
-      },
-      "text/plain": [
-       "interactive(children=(Dropdown(description='variable:', options=('country', 'htap_region', 'climatic_zone', 'l…"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/plain": [
-       "<function __main__.plot_previs_sets(column_name, set_)>"
-      ]
-     },
-     "execution_count": 17,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "%matplotlib inline\n",
     "\n",
@@ -5162,40 +226,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": null,
    "metadata": {
     "scrolled": false
    },
-   "outputs": [
-    {
-     "data": {
-      "application/vnd.jupyter.widget-view+json": {
-       "model_id": "52aa615a90ea425c884e50af00b19a47",
-       "version_major": 2,
-       "version_minor": 0
-      },
-      "text/plain": [
-       "Tab(children=(VBox(children=(Dropdown(description='target', layout=Layout(height='auto', width='99%'), options…"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "application/vnd.jupyter.widget-view+json": {
-       "model_id": "03ce3c73e5b940089477ec79aec84f5d",
-       "version_major": 2,
-       "version_minor": 0
-      },
-      "text/plain": [
-       "Output()"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "%run mapping_jupyter.ipynb"
    ]
@@ -5224,7 +259,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.7.6"
+   "version": "3.6.9"
   }
  },
  "nbformat": 4,
diff --git a/source/mapping_baseline_experiments.py b/source/mapping_baseline_experiments.py
deleted file mode 100644
index 84b126d72d6bcb273966c048768fbd09111dabfd..0000000000000000000000000000000000000000
--- a/source/mapping_baseline_experiments.py
+++ /dev/null
@@ -1,404 +0,0 @@
-import numpy as np
-import pandas as pd
-import matplotlib.pyplot as plt
-
-import csv
-from datetime import datetime
-
-from settings import *
-from mapping_linear_regression import LinearRegression
-from mapping_tensorflow import NNTensorflow
-from mapping_random_forest import RandomForest
-
-__author__ = 'Timo Stomberg'
-
-
-class BaselineExperiments:
-    """
-    In this class several machine learning models can be run with
-    all available targets. Results are stored in a csv table.
-    """
-
-    def __init__(self):
-
-        self.info = pd.read_csv(resources_dir + AQbench_variables_file)
-        self.targets = []
-        self.plot_naming_common = 'benchmarks'
-        self.table_naming_common = 'benchmarks'  # '_' + datetime.now().strftime("%Y-%m-%d_%H-%M-%S")
-        self.plot_naming_random = 'benchmarks_random'
-        self.table_naming_random = 'benchmarks_random'
-
-        # Run functions.
-
-        self.get_targets()
-
-    def get_targets(self):
-        self.targets = self.info[self.info['input_target'] == 'target']['column_name'].to_list()
-        self.targets = [target for target in self.targets if target[:2] == 'o3']
-
-    def run_all(self, random=False):
-        self.run_linear_nn(random=random)
-        self.run_neural_network(random=random)
-        self.run_random_forest(random=random)
-
-    def run_linear_nn(self, random=False):
-        for target in self.targets:
-            model = LinearRegression()
-
-            model.get_data(target=target)
-            model.analyze_test = True
-
-            if random:
-                model.run_random_training(
-                    plot_naming=self.plot_naming_random,
-                    table_naming=self.table_naming_random)
-            else:
-                model.run_training(
-                    plot_naming=self.plot_naming_common,
-                    table_naming=self.table_naming_common)
-
-    def run_neural_network(self, random=False):
-        for target in self.targets:
-            model = NNTensorflow()
-
-            model.get_data(target=target)
-            model.get_hyperparams()
-            model.analyze_test = True
-
-            if random:
-                model.run_random_training(
-                    plot_naming=self.plot_naming_random,
-                    table_naming=self.table_naming_random)
-            else:
-                model.run_training(
-                    plot_naming=self.plot_naming_common,
-                    table_naming=self.table_naming_common)
-
-    def run_random_forest(self, random=False):
-        for target in self.targets:
-            model = RandomForest()
-
-            model.get_data(target=target)
-            model.analyze_test = True
-
-            if random:
-                np.random.shuffle(model.data.y_train)
-                np.random.shuffle(model.data.y_val)
-                np.random.shuffle(model.data.y_test)
-
-            if random:
-                model.run_random_training(
-                    plot_naming=self.plot_naming_random,
-                    table_naming=self.table_naming_random)
-            else:
-                model.run_training(
-                    plot_naming=self.plot_naming_common,
-                    table_naming=self.table_naming_common)
-
-    def transform_results(self):
-        results_linreg_common = pd.read_csv(output_dir + 'LinearRegression_' + self.table_naming_common + '.csv')
-        results_nn_common = pd.read_csv(output_dir + 'NNTensorflow_' + self.table_naming_common + '.csv')
-        results_forest_common = pd.read_csv(output_dir + 'RandomForest_' + self.table_naming_common + '.csv')
-
-        results_linreg_random = pd.read_csv(output_dir + 'LinearRegression_' + self.table_naming_random + '.csv')
-        results_nn_random = pd.read_csv(output_dir + 'NNTensorflow_' + self.table_naming_random + '.csv')
-        results_forest_random = pd.read_csv(output_dir + 'RandomForest_' + self.table_naming_random + '.csv')
-
-        keep = ['target',
-                'mse(train)', 'mae(train)', 'r2(train)',
-                'mse(val)', 'mae(val)', 'r2(val)',
-                'mse(test)', 'mae(test)', 'r2(test)']
-
-        results_linreg_common = results_linreg_common[keep]
-        results_nn_common = results_nn_common[keep]
-        results_forest_common = results_forest_common[keep]
-
-        results_linreg_random = results_linreg_random[keep]
-        results_nn_random = results_nn_random[keep]
-        results_forest_random = results_forest_random[keep]
-
-        results_linreg_common['training'] = 'common'
-        results_nn_common['training'] = 'common'
-        results_forest_common['training'] = 'common'
-
-        results_linreg_random['training'] = 'random'
-        results_nn_random['training'] = 'random'
-        results_forest_random['training'] = 'random'
-
-        results_linreg_common['model'] = 'linear'
-        results_linreg_random['model'] = 'linear'
-
-        results_nn_common['model'] = 'nn'
-        results_nn_random['model'] = 'nn'
-
-        results_forest_common['model'] = 'random forest'
-        results_forest_random['model'] = 'random forest'
-
-        results_pd = pd.concat([results_linreg_common, results_nn_common, results_forest_common,
-                               results_linreg_random, results_nn_random, results_forest_random])
-
-        # Transform.
-        # Bring results_pd to a dictionary of the form
-        # results[training][target][model][dataset][score].
-
-        trainings = ['common', 'random']
-
-        targets = list(set(results_pd['target'].to_list()))
-
-        models = ['linear', 'nn', 'random forest']
-        datasets = ['train', 'val', 'test']
-        scores = ['mse', 'mae', 'r2']
-
-        results = {}
-        for training in trainings:
-            results[training] = {}
-            for target in targets:
-                results[training][target] = {}
-                for model in models:
-                    results[training][target][model] = {}
-                    for dataset in datasets:
-                        results[training][target][model][dataset] = {}
-                        for score in scores:
-                            results[training][target][model][dataset][score] = {}
-
-                            results_tmp = results_pd[results_pd['training'] == training]
-                            results_tmp = results_tmp[results_tmp['target'] == target]
-                            results_tmp = results_tmp[results_tmp['model'] == model]
-
-                            column_name = score + '(' + dataset + ')'
-                            results_tmp = results_tmp[column_name]
-
-                            results[training][target][model][dataset][score] = results_tmp.values[0]
-
-        return results, targets, scores, trainings, models
-
-    def plot_results(self, dataset_to_plot='val'):
-
-        results, targets, scores, trainings, models = self.transform_results()
-
-        # Plot.
-
-        dataset = dataset_to_plot
-
-        bars = {}
-        for target in targets:  # plots (images)
-            for score in scores:
-                bars[score] = {}
-                for training in trainings:  # bars
-                    bars[score][training] = []
-                    for model in models:  # groups
-                        # subplots:
-                        bars[score][training].append(results[training][target][model][dataset][score])
-
-            fig, axs = plt.subplots(len(bars), figsize=(8, 12))
-            fig.suptitle(target)
-
-            for count, score in enumerate(scores):
-                axs[count] = self.plot_bars(groups=models, bars=bars[score], ax=axs[count])
-                axs[count].set_title(score)
-
-            plt.savefig(output_dir + self.table_naming_common + '_' + dataset + '_' + target + '.png', bbox_inches='tight', dpi=180)
-
-    def plot_bars(self, groups, bars, ax=None):
-        """
-        Takes a dictionary 'bars'. The keys of the bars are plotted in
-        different colors and shown in the legend. Each value
-        of the dictionary is a list.
-        Takes a list 'group' of strings. The length of this list must
-        be equal to the length of each value of bars.
-
-        Example:
-        groups = ['group1', 'group2', 'group3', 'group4']
-        bars['bar1'] = [150, 160, 146, 172]
-        bars['bar2'] = [145, 149, 172, 165]
-        bars['bar3'] = [145, 149, 172, 165]
-        """
-
-        total_width = np.arange(len(groups))  # the x locations for the groups
-        width = 1 / (len(bars.keys()) + 1)
-
-        for count, key in enumerate(bars):
-            rects = ax.bar(total_width + count * width, bars[key], width, label=key)
-
-            for rect in rects:
-                ax.annotate(text=str(round(rect.get_height(), 1)),
-                            xy=(rect.get_x() + rect.get_width() / 2, rect.get_height()),
-                            xytext=(0, 3),
-                            textcoords="offset points",
-                            ha='center')
-
-        ax.set_xticks(total_width + width * (len(bars.keys()) - 1) / 2)
-        ax.set_xticklabels(groups)
-        ax.legend()
-
-        return ax
-
-    def plot_scatter(self, fig, groups, bars, ax=None):
-
-        total_width = np.arange(len(groups))  # the x locations for the groups
-        width = 1 / (len(bars.keys()) + 1 + 2)
-
-        bars_list = ['linear regression', 'neural network', 'random forest']
-
-        for count, key in enumerate(bars_list):
-            ax.scatter(total_width + count * width, bars[key], s=100,
-                       label=key, marker='d')
-
-            color = 'C' + str(count % len(bars.keys()))
-            for i in range(len(bars[key])):
-                ax.plot([total_width[i] + count * width] * 2, [0, bars[key][i]], color=color, linestyle='--')
-
-        ax.set_xticks(total_width + width * (len(bars.keys()) - 1) / 2)
-        ax.set_xticklabels(groups)
-        ax.grid(b=False, axis='x')
-        ax.set_xlim(-2 * width, total_width[-1] + (len(bars.keys()) + 1) * width)
-        ax.legend(loc='upper right', frameon=True)
-
-        for i in range(len(total_width)):
-            if i % 2 == 0:
-                plt.axvspan(total_width[i] - 2 * width, total_width[i] + 4 * width, facecolor='grey', alpha=0.1, zorder=0)
-
-        return ax
-
-    def plot_r2(self):
-
-        results, targets, scores, trainings, models = self.transform_results()
-        #targets.sort()
-
-        targets = ['o3_average_values',
-                   'o3_daytime_avg',
-                   'o3_nighttime_avg',
-                   'o3_median',
-                   'o3_perc25',
-                   'o3_perc75',
-                   'o3_perc90',
-                   'o3_perc98',
-                   'o3_dma8eu',
-                   'o3_avgdma8epax',
-                   'o3_drmdmax1h',
-                   'o3_w90',
-                   'o3_aot40',
-                   'o3_nvgt070',
-                   'o3_nvgt100'
-                   ]
-
-        # Plot.
-
-        datasets = ['train', 'val', 'test']
-
-        training = 'common'
-        score = 'r2'
-
-        for dataset in datasets:  # plots (images)
-            bars = {}
-            for model in models:  # bars
-                bars[model] = []
-                for target in targets:  # groups
-                    # subplots:
-                    bars[model].append(results[training][target][model][dataset][score])
-
-                    for i in range(len(bars[model])):
-                        if bars[model][i] < 0:
-                            bars[model][i] = -2
-
-            plt.style.use('seaborn')
-
-            fig, ax = plt.subplots(1, figsize=(20, 8))
-            #fig.suptitle(dataset)
-
-            target_names = []
-            for target in targets:
-                target_names.append(self.info[self.info['column_name'] == target]['description'].values[0])
-                target_names[-1] = target_names[-1][6:]
-                target_names[-1] = target_names[-1].replace(' ', '\n')
-
-            bars['linear regression'] = bars['linear']
-            bars['random forest'] = bars['random forest']
-            bars['neural network'] = bars['nn']
-
-            del bars['nn']
-            del bars['linear']
-
-            ax = self.plot_scatter(fig=fig, groups=target_names, bars=bars, ax=ax)
-
-            plt.ylabel('R2')
-
-            ylim_max = []
-            for key, value in bars.items():
-                ylim_max.append(max(value))
-            ylim_max = round(max(ylim_max) + 5, -1)
-            plt.ylim(-4, ylim_max)
-
-            plt.savefig(output_dir + self.table_naming_common + '_' + dataset + '.png', bbox_inches='tight', dpi=180)
-
-    def tune_learn(self):
-        """
-        Tune hyperparameters for all targets.
-        """
-
-        for target in self.targets:
-            model = NNTensorflow()
-            model.get_data(target=target)
-            model.get_hyperparams()
-            model.hidden_layers = [20, 5]
-            model.l2 = 0.1
-            model.tune_learn(lr_from=-6, lr_to=0, epochs=100)
-
-    def tune_learn_reg(self):
-        """
-        Tune hyperparameters for all targets.
-        """
-
-        for target in self.targets:
-            model = NNTensorflow()
-            model.get_data(target=target)
-            model.get_hyperparams()
-            model.tune_learn_reg(epochs=100, samples=400)
-
-
-if __name__ == '__main__':
-    baseline = BaselineExperiments()
-
-    choice = input("\nWhat would you like to do? Type number:\n\n"
-                   " (1) run all (both, true and random labels)\n"
-                   " (2) run linear only\n"
-                   " (3) run NN only\n"
-                   " (4) run random forest\n\n"
-                   " (5) plot train set results (from csv table)\n"
-                   " (6) plot validation set results (from csv table)\n"
-                   " (7) plot test set results (from csv table)\n"
-                   " (8) plot results for all sets (from csv table)\n\n"
-                   " (9) plot R2 summary plot\n\n"
-                   "(10) tune learning rate for all targets\n"
-                   "(11) tune learning rate and l2 lambda for all targets\n\n"
-                   )
-
-    if choice == '1':
-        baseline.run_all()
-        baseline.run_all(random=True)
-    elif choice == '2':
-        baseline.run_linear_nn()
-        baseline.run_linear_nn(random=True)
-    elif choice == '3':
-        baseline.run_neural_network()
-        baseline.run_neural_network(random=True)
-    elif choice == '4':
-        baseline.run_random_forest()
-        baseline.run_random_forest(random=True)
-    elif choice == '5':
-        baseline.plot_results(dataset_to_plot='train')
-    elif choice == '6':
-        baseline.plot_results(dataset_to_plot='val')
-    elif choice == '7':
-        baseline.plot_results(dataset_to_plot='test')
-    elif choice == '8':
-        baseline.plot_results(dataset_to_plot='train')
-        baseline.plot_results(dataset_to_plot='val')
-        baseline.plot_results(dataset_to_plot='test')
-    elif choice == '9':
-        baseline.plot_r2()
-    elif choice == '10':
-        baseline.tune_learn()
-    elif choice == '11':
-        baseline.tune_learn_reg()
-
diff --git a/source/mapping_comparison.py b/source/mapping_comparison.py
deleted file mode 100644
index c5754a6da73d96de3e44bac1b24a2d7b7dec4c00..0000000000000000000000000000000000000000
--- a/source/mapping_comparison.py
+++ /dev/null
@@ -1,72 +0,0 @@
-from matplotlib import pyplot as plt
-import numpy as np
-
-import time
-from datetime import datetime
-import time
-
-from settings import *
-from mapping_tensorflow import NNTensorflow
-from mapping_pytorch import NNPytorch
-
-durations_keras = []
-durations_pytorch = []
-
-plt.rcParams['figure.figsize'] = [20, 10]
-plot_name = 'compare_' + datetime.now().strftime("%Y-%m-%d_%H-%M-%S_") \
-            + str(np.random.randint(10000, 99999))
-
-keras_losses = []
-pytorch_losses = []
-
-for i in range(2):
-    print(f"\n---------- {i} ----------\n")
-
-    # Keras
-
-    model_keras = NNTensorflow()
-    model_keras.get_data(target='o3_average_values')
-    model_keras.get_hyperparams()
-
-    start_time = time.time()
-    model_keras.run_training()
-    durations_keras.append(time.time() - start_time)
-
-    # Pytorch
-
-    model_pytorch = NNPytorch()
-    model_pytorch.get_data(target='o3_average_values')
-    model_pytorch.get_hyperparams()
-
-    start_time = time.time()
-    model_pytorch.run_training()
-    durations_pytorch.append(time.time() - start_time)
-
-    # Plot and Analysis
-
-    epochs_list = np.arange(1, model_keras.epochs + 1, 1)
-
-    keras_losses.append(model_keras.evals_train['loss'])
-    pytorch_losses.append(model_pytorch.evals_train['loss'])
-
-fig = plt.figure()
-for i in range(len(keras_losses)):
-    plt.plot(epochs_list, keras_losses[i], color='C0', label='Keras')
-    plt.plot(epochs_list, pytorch_losses[i], color='C1', label='PyTorch')
-
-
-plot_title = f'epochs: {model_keras.epochs}, ' \
-             f'batch size: {model_keras.batch_size}\n' \
-             f'duration(mean) keras: {np.round(np.mean(durations_keras), 2)}, ' \
-             f'duration(mean) pytorch: {np.round(np.mean(durations_pytorch), 2)}\n' \
-             f'durations keras: {np.around(durations_keras, 2)}\n' \
-             f'durations pytorch: {np.around(durations_pytorch, 2)}'
-
-plt.grid(linestyle='dotted')
-plt.ylabel('loss')
-plt.xlabel('iteration')
-plt.yscale('log')
-plt.legend(loc='upper right')
-plt.title(plot_title)
-
-plt.savefig(output_dir + plot_name + '.png', bbox_inches='tight', dpi=180)
diff --git a/source/mapping_data.py b/source/mapping_data.py
index 1c2afaee604d1e2f1d18ea6abb6b64ea5f817e9f..112b9b521e9932f1d98ead1b3fc6dfc449cea106 100644
--- a/source/mapping_data.py
+++ b/source/mapping_data.py
@@ -3,7 +3,7 @@ import pandas as pd
 from sklearn import preprocessing
 import math
 
-import logging
+# import logging
 
 from settings import *
 from dataset_datasplit import DataSplit
@@ -73,7 +73,7 @@ class Data:
 
         # Logging
 
-        logging.info(f'{self.data_yx.shape[0]} rows were read in.')
+        # logging.info(f'{self.data_yx.shape[0]} rows were read in.')
 
     def delete_rows(self):
         """
@@ -93,7 +93,7 @@ class Data:
 
         # Logging
 
-        logging.info(f'{self.data_yx.shape[0]} rows are remaining after deleting invalid ones.')
+        # logging.info(f'{self.data_yx.shape[0]} rows are remaining after deleting invalid ones.')
 
     def transform(self):
         """
@@ -126,7 +126,7 @@ class Data:
 
             elif column_name != self.target:
                 print(f"!!! Warning !!! Preparation could not be found: {row['column_name']}")
-                logging.warning(f"!!! Warning !!! Preparation could not be found: {row['column_name']}")
+                # logging.warning(f"!!! Warning !!! Preparation could not be found: {row['column_name']}")
 
     def list_inputs(self):
         """
@@ -210,12 +210,12 @@ class Data:
 """
 Set up logging
 """
-log_file = __file__.replace('py', 'log').split("/")[-1]
-logging.basicConfig(
-    level=logging.DEBUG,
-    format="%(asctime)s [%(levelname)s] %(message)s",
-    filename=log_dir+log_file
-)
+# log_file = __file__.replace('py', 'log').split("/")[-1]
+# logging.basicConfig(
+#     level=logging.DEBUG,
+#     format="%(asctime)s [%(levelname)s] %(message)s",
+#     filename=log_dir+log_file
+# )
 
 if __name__ == '__main__':
     data = Data(target='o3_average_values', scaling='robust', scale_target=False)
diff --git a/source/mapping_pytorch.py b/source/mapping_pytorch.py
deleted file mode 100644
index a952dcff6d9e814a1b0852472f75231454a32f92..0000000000000000000000000000000000000000
--- a/source/mapping_pytorch.py
+++ /dev/null
@@ -1,173 +0,0 @@
-import torch
-
-from mapping_neural_network import NeuralNetwork
-
-__author__ = 'Timo Stomberg'
-
-
-class NNPytorch(NeuralNetwork):
-    """
-    In this class a neural network can be defined and tested with tensorflow.
-    """
-
-    def __init__(self):
-        NeuralNetwork.__init__(self)
-
-        self.criterion = None
-        self.optimizer = None
-        self.dataloader = None
-
-        self.x_train = None
-        self.y_train = None
-
-        self.x_val = None
-        self.y_val = None
-
-        self.x_test = None
-        self.x_test = None
-
-    def define(self):
-        """
-        Defines a NN model with Pytorch.
-        """
-
-        # Create tensors from data.
-
-        self.x_train = torch.Tensor(self.data.x_train)
-        self.y_train = torch.Tensor(self.data.y_train.reshape((-1, 1)))
-
-        self.x_val = torch.Tensor(self.data.x_val)
-        self.y_val = torch.Tensor(self.data.y_val.reshape((-1, 1)))
-
-        self.x_test = torch.Tensor(self.data.x_test)
-        self.y_test = torch.Tensor(self.data.y_test.reshape((-1, 1)))
-
-        # Define dataloader.
-
-        dataset_train = torch.utils.data.TensorDataset(self.x_train, self.y_train)
-        self.dataloader = torch.utils.data.DataLoader(dataset=dataset_train, batch_size=self.batch_size)
-
-        # Define model.
-
-        self.model = torch.nn.Sequential()
-
-        # activation function and loss function
-        activation = torch.nn.ReLU()
-        self.criterion = torch.nn.MSELoss()
-
-        # first layer
-        self.model.add_module('lin1', torch.nn.Linear(self.x_train.shape[1], self.hidden_layers[0]))
-        self.model.lin1.bias.data.fill_(0.)
-
-        self.model.add_module('act1', activation)
-
-        # other layers
-        for i in range(1, len(self.hidden_layers)):
-            self.model.add_module(
-                'lin' + str(i + 1),
-                torch.nn.Linear(self.hidden_layers[i - 1], self.hidden_layers[i]))
-            eval('self.model.lin' + str(i + 1) + '.bias.data.fill_(0.)')
-
-            self.model.add_module('act' + str(i + 1), activation)
-
-        # last layer
-        self.model.add_module('lin' + str(len(self.hidden_layers)+1),
-                              torch.nn.Linear(self.hidden_layers[-1], 1))
-        eval('self.model.lin' + str(len(self.hidden_layers)+1) + '.bias.data.fill_(0.)')
-
-        # backpropagation with Adam
-        self.optimizer = torch.optim.Adam(params=self.model.parameters(), lr=self.learning_rate, weight_decay=self.l2)
-
-    def print_model(self):
-        """
-        Prints information about the defined model.
-        """
-
-        NeuralNetwork.print_model(self)
-
-        print("\n--- Model Definition ---\n")
-        print(self.model)
-        print("")
-
-    def predict(self, numpy=True):
-        self.pred_train = self.model(self.x_train)
-        self.pred_val = self.model(self.x_val)
-
-        if self.analyze_test:
-            self.pred_test = self.model(self.x_test)
-
-        if numpy:
-            self.pred_train = self.pred_train.detach().numpy().ravel()
-            self.pred_val = self.pred_val.detach().numpy().ravel()
-
-            if self.analyze_test:
-                self.pred_test = self.pred_test.detach().numpy().ravel()
-
-    def evaluate(self):
-
-        self.predict(numpy=False)
-
-        self.eval_train['loss'] = self.criterion(self.pred_train, self.y_train).item()
-        self.eval_val['loss'] = self.criterion(self.pred_val, self.y_val).item()
-
-        if self.analyze_test:
-            self.eval_test['loss'] = self.criterion(self.pred_test, self.y_test).item()
-
-        NeuralNetwork.evaluate(self)
-
-    def train(self):
-        """
-        Trains the model.
-        """
-
-        # Define metrics.
-
-        metrics = ['loss', 'mse', 'mae', 'r2']
-
-        # if dict is emtpy, create emtpy list in dict for each metric
-        if len(self.evals_train.keys()) == 0:
-            for metric in metrics:
-                self.evals_train[metric] = []
-                self.evals_val[metric] = []
-
-                if self.analyze_test:
-                    self.evals_test[metric] = []
-
-        # Run learning.
-
-        print("\n--- Training ---\n")
-        for epoch in range(self.epochs):
-            epoch += 1
-            for batch, (x_batch, y_batch) in enumerate(self.dataloader):
-                batch += 1
-
-                y_predict = self.model(x_batch)
-                loss = self.criterion(y_predict, y_batch)
-
-                self.optimizer.zero_grad()
-                loss.backward()
-
-                self.optimizer.step()
-
-            # Evaluate.
-
-            self.evaluate()
-
-            for metric in metrics:
-                self.evals_train[metric].append(self.eval_train[metric])
-                self.evals_val[metric].append(self.eval_val[metric])
-
-                if self.analyze_test:
-                    self.evals_test[metric].append(self.eval_test[metric])
-
-            # Print.
-
-            print(f'epoch:       {epoch}\n'
-                  f'loss(train): {round(self.evals_train["loss"][-1], 4)}\n'
-                  f'loss(val):   {round(self.evals_val["loss"][-1], 4)}\n'
-                  )
-
-
-if __name__ == '__main__':
-    model = NNPytorch()
-    model.run_model()
diff --git a/source/mapping_sklearn.py b/source/mapping_sklearn.py
deleted file mode 100644
index 27d6a4c55d56763deb8a6d5a22c2868e9f18529b..0000000000000000000000000000000000000000
--- a/source/mapping_sklearn.py
+++ /dev/null
@@ -1,152 +0,0 @@
-"""
-This script contains two first tryouts for mapping
-
-- MLP
-- RandomForest
-"""
-
-# general
-import logging
-import pdb
-
-# utils etc
-from utils import read_csv_to_df
-from mapping_data import Data
-
-# data science
-import numpy as np
-import matplotlib.pyplot as plt
-
-# machine learning
-import sklearn
-from sklearn.neural_network import MLPRegressor
-from sklearn.ensemble import RandomForestRegressor
-
-# settings
-from settings import resources_dir, output_dir, log_dir, \
-                     AQbench_dataset_file, AQbench_variables_file
-
-__author__ = 'Clara Betancourt, Scarlet Stadtler, Timo Stomberg'
-
-
-class ModelSkLearn():
-    """
-    Class for MLP tryouts
-    """
-    def __init__(self, x_train, x_test, y_train, y_test):
-        """
-        Initialize instance.
-        """
-        self.x_train = x_train
-        self.x_test = x_test
-        self.y_train = np.ravel(y_train)
-        self.y_test = np.ravel(y_test)
-
-        self.mse_train = -999.
-        self.mse_test = -999.
-
-    def network(self, epochs=100):
-        """
-        carry out a MLP regression
-        """
-        hidden_layer_sizes = (100, 50, 25, 10) # (20, 8)
-        logging.info(f'start MLP model, hidden layers {str(hidden_layer_sizes)}')
-        regr = MLPRegressor(hidden_layer_sizes=hidden_layer_sizes,
-                            random_state=1,
-                            max_iter=500, verbose=True,
-                            alpha=0.1, batch_size=500,
-                             learning_rate_init=0.0005,
-                             )
-        # regr.fit(self.x_train, self.y_train)
-        # pdb.set_trace()
-        iteration_list = []
-        train_list = []
-        test_list = []
-        for i in range(1, epochs+1):
-            iteration_list.append(i)
-            regr.partial_fit(self.x_train, self.y_train)
-            train_score = regr.score(self.x_train, self.y_train)
-            train_list.append(train_score)
-            test_score = regr.score(self.x_test, self.y_test)
-            test_list.append(test_score)
-            print(round(train_score, 2), round(test_score, 2))
-        logging.info(f'train score {train_score}')
-        test_score = regr.score(self.x_test, self.y_test)
-        logging.info(f'test score {test_score}')
-
-        predict_train = regr.predict(self.x_train)
-        self.mse_train = sklearn.metrics.mean_squared_error(self.y_train, predict_train)
-        print("train mse: " + str(self.mse_train))
-
-        predict_test = regr.predict(self.x_test)
-        self.mse_test = sklearn.metrics.mean_squared_error(self.y_test, predict_test)
-        print("test mse: " + str(self.mse_test))
-
-        import matplotlib.pyplot as plt
-        fig, ax = plt.subplots(nrows=1, ncols=1)
-        plt.title('MLP training')
-        # pdb.set_trace()
-        ax.plot(iteration_list, train_list, label='train', linewidth=3)
-        ax.plot(iteration_list, test_list, label='test', linewidth=3)
-        ax.set_xlabel('# iteration')
-        # ax.set_ylabel('score')
-        ax.legend(['train score', 'test score'], loc='lower right')
-        fig.savefig(output_dir+'mlp_training.png')
-        plt.close(fig)
-
-    def random_forest(self):
-        """
-        tryout with random forest
-        """
-        logging.info(f'start random forest model')
-        regr = RandomForestRegressor(random_state=2, verbose=0, n_jobs=-1, max_depth=10)
-        regr.fit(self.x_train, self.y_train)
-        logging.info('training finished')
-        train_score = regr.score(self.x_train, self.y_train)
-        # logging.info(f'train score {train_score:.2f}')
-        print('\n SCORES\n')
-        print(f' train score {train_score:.2f}')
-        test_score = regr.score(self.x_test, self.y_test)
-        # logging.info(f'test score {test_score:.2f}')
-        print(f' test score {test_score:.2f}')
-        print('\n\n HIGHEST IMPURITY-BASED\n FEATURE IMPORTANCES\n')
-        for idx, x in enumerate(data.inputs):#(dataset.X_cols):
-            if regr.feature_importances_[idx] >= 0.01:
-                print('', x, round(regr.feature_importances_[idx]*100, 1), '%')
-        print('')
-        # pdb.set_trace()
-
-if __name__ == '__main__':
-    """
-    Set up logging, start retrieval function
-    """
-    # logging
-    log_file = __file__.replace('py', 'log')
-    logging.basicConfig(
-        level=logging.INFO,
-        format="%(asctime)s [%(levelname)s] %(message)s",
-        handlers=[logging.FileHandler(log_dir+log_file),
-                  logging.StreamHandler()])
-
-    # Get data and model.
-
-    data = Data(target='o3_average_values', scaling='robust')
-
-    model = ModelSkLearn(data.x_train, data.x_val,
-                         data.y_train, data.y_val)
-
-    # Perform.
-
-    perform = input("\nWhat do you want to do? Type number:\n\n"
-                    "(1) Neural Network\n"
-                    "(2) Random Forest\n\n")
-
-    if perform == "1":
-        epochs = int(input("epochs: "))
-        model.network(epochs=epochs)
-
-    elif perform == "2":
-        model.random_forest()
-
-    else:
-        print("invalid")
diff --git a/source/public_introduction_jupyter.ipynb b/source/public_introduction_jupyter.ipynb
deleted file mode 100644
index eeb01770ab2e39a24c080104ad0ab1764450f7ea..0000000000000000000000000000000000000000
--- a/source/public_introduction_jupyter.ipynb
+++ /dev/null
@@ -1,2719 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# Ozone Mapping Introduction\n",
-    "\n",
-    "The following Jupyter notebook will introduce you to the AQ-Bench data set, its' data preprocessing and three different baseline experiments: linear regression, neural network and random forest. Let's first import some modules and do some settings."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import numpy as np\n",
-    "from matplotlib import pyplot as plt\n",
-    "import pandas as pd\n",
-    "\n",
-    "import ipywidgets as widgets\n",
-    "from IPython.display import display, clear_output, display_html\n",
-    "\n",
-    "from settings import *\n",
-    "\n",
-    "from dataset_preanalysis import PreVis\n",
-    "from dataset_preanalysis import PreMis\n",
-    "from dataset_datasplit import DataSplit\n",
-    "\n",
-    "from mapping_data import Data\n",
-    "from mapping_linear_regression import LinearRegression\n",
-    "from mapping_neural_network import NeuralNetwork\n",
-    "from mapping_random_forest import RandomForest\n",
-    "\n",
-    "pd.set_option('display.max_columns', 200)\n",
-    "pd.set_option('display.max_rows', 200)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## AQ-Bench data set\n",
-    "\n",
-    "Let's have a look to the AQ-Bench data set. You see several meta data and ozone metrics - each of them has its' own collumn. Each row shows data from a different station. It is linked to a unique ID."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>id</th>\n",
-       "      <th>country</th>\n",
-       "      <th>htap_region</th>\n",
-       "      <th>climatic_zone</th>\n",
-       "      <th>lon</th>\n",
-       "      <th>lat</th>\n",
-       "      <th>alt</th>\n",
-       "      <th>relative_alt</th>\n",
-       "      <th>type</th>\n",
-       "      <th>type_of_area</th>\n",
-       "      <th>water_25km</th>\n",
-       "      <th>evergreen_needleleaf_forest_25km</th>\n",
-       "      <th>evergreen_broadleaf_forest_25km</th>\n",
-       "      <th>deciduous_needleleaf_forest_25km</th>\n",
-       "      <th>deciduous_broadleaf_forest_25km</th>\n",
-       "      <th>mixed_forest_25km</th>\n",
-       "      <th>closed_shrublands_25km</th>\n",
-       "      <th>open_shrublands_25km</th>\n",
-       "      <th>woody_savannas_25km</th>\n",
-       "      <th>savannas_25km</th>\n",
-       "      <th>grasslands_25km</th>\n",
-       "      <th>permanent_wetlands_25km</th>\n",
-       "      <th>croplands_25km</th>\n",
-       "      <th>urban_and_built-up_25km</th>\n",
-       "      <th>cropland-natural_vegetation_mosaic_25km</th>\n",
-       "      <th>snow_and_ice_25km</th>\n",
-       "      <th>barren_or_sparsely_vegetated_25km</th>\n",
-       "      <th>wheat_production</th>\n",
-       "      <th>rice_production</th>\n",
-       "      <th>nox_emissions</th>\n",
-       "      <th>no2_column</th>\n",
-       "      <th>population_density</th>\n",
-       "      <th>max_population_density_5km</th>\n",
-       "      <th>max_population_density_25km</th>\n",
-       "      <th>nightlight_1km</th>\n",
-       "      <th>nightlight_5km</th>\n",
-       "      <th>max_nightlight_25km</th>\n",
-       "      <th>o3_average_values</th>\n",
-       "      <th>o3_daytime_avg</th>\n",
-       "      <th>o3_nighttime_avg</th>\n",
-       "      <th>o3_median</th>\n",
-       "      <th>o3_perc25</th>\n",
-       "      <th>o3_perc75</th>\n",
-       "      <th>o3_perc90</th>\n",
-       "      <th>o3_perc98</th>\n",
-       "      <th>o3_dma8eu</th>\n",
-       "      <th>o3_avgdma8epax</th>\n",
-       "      <th>o3_drmdmax1h</th>\n",
-       "      <th>o3_w90</th>\n",
-       "      <th>o3_aot40</th>\n",
-       "      <th>o3_nvgt070</th>\n",
-       "      <th>o3_nvgt100</th>\n",
-       "      <th>dataset</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>3336</td>\n",
-       "      <td>Germany</td>\n",
-       "      <td>EUR</td>\n",
-       "      <td>cool_moist</td>\n",
-       "      <td>8.308210</td>\n",
-       "      <td>54.924970</td>\n",
-       "      <td>12.0</td>\n",
-       "      <td>3</td>\n",
-       "      <td>background</td>\n",
-       "      <td>rural</td>\n",
-       "      <td>86.1</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>4.8</td>\n",
-       "      <td>1.8</td>\n",
-       "      <td>4.6</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>1.1</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.000</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.672115</td>\n",
-       "      <td>2.27</td>\n",
-       "      <td>953</td>\n",
-       "      <td>953</td>\n",
-       "      <td>1017</td>\n",
-       "      <td>46</td>\n",
-       "      <td>20.73</td>\n",
-       "      <td>56</td>\n",
-       "      <td>33.4050</td>\n",
-       "      <td>34.7121</td>\n",
-       "      <td>32.1032</td>\n",
-       "      <td>35.3825</td>\n",
-       "      <td>25.9166</td>\n",
-       "      <td>41.2871</td>\n",
-       "      <td>46.4399</td>\n",
-       "      <td>54.8468</td>\n",
-       "      <td>53.5738</td>\n",
-       "      <td>38.8078</td>\n",
-       "      <td>50.7704</td>\n",
-       "      <td>86.1266</td>\n",
-       "      <td>10197.4742</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>test</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>3338</td>\n",
-       "      <td>Germany</td>\n",
-       "      <td>EUR</td>\n",
-       "      <td>cool_moist</td>\n",
-       "      <td>12.725280</td>\n",
-       "      <td>54.436670</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>background</td>\n",
-       "      <td>rural</td>\n",
-       "      <td>55.7</td>\n",
-       "      <td>1.2</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>8.7</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>2.2</td>\n",
-       "      <td>2.3</td>\n",
-       "      <td>20.5</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>8.3</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>1.380</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.093612</td>\n",
-       "      <td>2.31</td>\n",
-       "      <td>349</td>\n",
-       "      <td>386</td>\n",
-       "      <td>6619</td>\n",
-       "      <td>9</td>\n",
-       "      <td>6.38</td>\n",
-       "      <td>60</td>\n",
-       "      <td>29.8555</td>\n",
-       "      <td>32.2933</td>\n",
-       "      <td>27.3245</td>\n",
-       "      <td>30.2799</td>\n",
-       "      <td>21.9242</td>\n",
-       "      <td>37.6381</td>\n",
-       "      <td>44.0575</td>\n",
-       "      <td>53.7778</td>\n",
-       "      <td>51.3996</td>\n",
-       "      <td>35.8313</td>\n",
-       "      <td>48.3935</td>\n",
-       "      <td>69.0987</td>\n",
-       "      <td>7573.2222</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>train</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>3339</td>\n",
-       "      <td>Germany</td>\n",
-       "      <td>EUR</td>\n",
-       "      <td>cool_moist</td>\n",
-       "      <td>6.093923</td>\n",
-       "      <td>50.754704</td>\n",
-       "      <td>205.0</td>\n",
-       "      <td>66</td>\n",
-       "      <td>background</td>\n",
-       "      <td>urban</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>1.9</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>32.8</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>3.5</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>15.9</td>\n",
-       "      <td>16.5</td>\n",
-       "      <td>29.2</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.959</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>4.941520</td>\n",
-       "      <td>7.06</td>\n",
-       "      <td>14514</td>\n",
-       "      <td>20125</td>\n",
-       "      <td>26839</td>\n",
-       "      <td>48</td>\n",
-       "      <td>46.87</td>\n",
-       "      <td>62</td>\n",
-       "      <td>23.8597</td>\n",
-       "      <td>28.0062</td>\n",
-       "      <td>19.3949</td>\n",
-       "      <td>23.8515</td>\n",
-       "      <td>13.9652</td>\n",
-       "      <td>32.0123</td>\n",
-       "      <td>41.1803</td>\n",
-       "      <td>58.4009</td>\n",
-       "      <td>54.9030</td>\n",
-       "      <td>32.6169</td>\n",
-       "      <td>49.8276</td>\n",
-       "      <td>154.1263</td>\n",
-       "      <td>8655.4730</td>\n",
-       "      <td>5.4</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>train</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>3340</td>\n",
-       "      <td>Germany</td>\n",
-       "      <td>EUR</td>\n",
-       "      <td>cool_moist</td>\n",
-       "      <td>8.548389</td>\n",
-       "      <td>52.023169</td>\n",
-       "      <td>102.0</td>\n",
-       "      <td>29</td>\n",
-       "      <td>background</td>\n",
-       "      <td>urban</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>11.4</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>38.6</td>\n",
-       "      <td>16.4</td>\n",
-       "      <td>32.5</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>2.332</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>14.142200</td>\n",
-       "      <td>5.23</td>\n",
-       "      <td>16176</td>\n",
-       "      <td>16191</td>\n",
-       "      <td>16191</td>\n",
-       "      <td>60</td>\n",
-       "      <td>54.30</td>\n",
-       "      <td>62</td>\n",
-       "      <td>20.3253</td>\n",
-       "      <td>23.9555</td>\n",
-       "      <td>16.3471</td>\n",
-       "      <td>19.8611</td>\n",
-       "      <td>8.9930</td>\n",
-       "      <td>29.0232</td>\n",
-       "      <td>38.1730</td>\n",
-       "      <td>53.5109</td>\n",
-       "      <td>50.1112</td>\n",
-       "      <td>28.6179</td>\n",
-       "      <td>46.2694</td>\n",
-       "      <td>120.2575</td>\n",
-       "      <td>6036.5851</td>\n",
-       "      <td>2.6</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>test</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>3341</td>\n",
-       "      <td>Germany</td>\n",
-       "      <td>EUR</td>\n",
-       "      <td>cool_moist</td>\n",
-       "      <td>6.874554</td>\n",
-       "      <td>51.862000</td>\n",
-       "      <td>45.0</td>\n",
-       "      <td>8</td>\n",
-       "      <td>background</td>\n",
-       "      <td>rural</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>18.5</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>15.2</td>\n",
-       "      <td>9.8</td>\n",
-       "      <td>55.4</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>2.954</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>2.209770</td>\n",
-       "      <td>7.99</td>\n",
-       "      <td>3566</td>\n",
-       "      <td>3569</td>\n",
-       "      <td>12635</td>\n",
-       "      <td>48</td>\n",
-       "      <td>24.14</td>\n",
-       "      <td>58</td>\n",
-       "      <td>21.4072</td>\n",
-       "      <td>26.1913</td>\n",
-       "      <td>16.1860</td>\n",
-       "      <td>20.5503</td>\n",
-       "      <td>9.2702</td>\n",
-       "      <td>30.4239</td>\n",
-       "      <td>40.6623</td>\n",
-       "      <td>58.4082</td>\n",
-       "      <td>53.9564</td>\n",
-       "      <td>31.0051</td>\n",
-       "      <td>50.6809</td>\n",
-       "      <td>203.4584</td>\n",
-       "      <td>9045.4745</td>\n",
-       "      <td>6.8</td>\n",
-       "      <td>1.2</td>\n",
-       "      <td>train</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "     id  country htap_region climatic_zone        lon        lat    alt  \\\n",
-       "0  3336  Germany         EUR    cool_moist   8.308210  54.924970   12.0   \n",
-       "1  3338  Germany         EUR    cool_moist  12.725280  54.436670    1.0   \n",
-       "2  3339  Germany         EUR    cool_moist   6.093923  50.754704  205.0   \n",
-       "3  3340  Germany         EUR    cool_moist   8.548389  52.023169  102.0   \n",
-       "4  3341  Germany         EUR    cool_moist   6.874554  51.862000   45.0   \n",
-       "\n",
-       "   relative_alt        type type_of_area  water_25km  \\\n",
-       "0             3  background        rural        86.1   \n",
-       "1             1  background        rural        55.7   \n",
-       "2            66  background        urban         0.0   \n",
-       "3            29  background        urban         0.0   \n",
-       "4             8  background        rural         0.0   \n",
-       "\n",
-       "   evergreen_needleleaf_forest_25km  evergreen_broadleaf_forest_25km  \\\n",
-       "0                               0.0                              0.0   \n",
-       "1                               1.2                              0.0   \n",
-       "2                               1.9                              0.0   \n",
-       "3                               0.0                              0.0   \n",
-       "4                               0.0                              0.0   \n",
-       "\n",
-       "   deciduous_needleleaf_forest_25km  deciduous_broadleaf_forest_25km  \\\n",
-       "0                               0.0                              0.0   \n",
-       "1                               0.0                              0.0   \n",
-       "2                               0.0                              0.0   \n",
-       "3                               0.0                              0.0   \n",
-       "4                               0.0                              0.0   \n",
-       "\n",
-       "   mixed_forest_25km  closed_shrublands_25km  open_shrublands_25km  \\\n",
-       "0                0.0                     0.0                   0.0   \n",
-       "1                8.7                     0.0                   0.0   \n",
-       "2               32.8                     0.0                   0.0   \n",
-       "3               11.4                     0.0                   0.0   \n",
-       "4               18.5                     0.0                   0.0   \n",
-       "\n",
-       "   woody_savannas_25km  savannas_25km  grasslands_25km  \\\n",
-       "0                  0.0            0.0              4.8   \n",
-       "1                  0.0            0.0              2.2   \n",
-       "2                  0.0            0.0              3.5   \n",
-       "3                  0.0            0.0              0.0   \n",
-       "4                  0.0            0.0              0.0   \n",
-       "\n",
-       "   permanent_wetlands_25km  croplands_25km  urban_and_built-up_25km  \\\n",
-       "0                      1.8             4.6                      0.0   \n",
-       "1                      2.3            20.5                      0.0   \n",
-       "2                      0.0            15.9                     16.5   \n",
-       "3                      0.0            38.6                     16.4   \n",
-       "4                      0.0            15.2                      9.8   \n",
-       "\n",
-       "   cropland-natural_vegetation_mosaic_25km  snow_and_ice_25km  \\\n",
-       "0                                      1.1                0.0   \n",
-       "1                                      8.3                0.0   \n",
-       "2                                     29.2                0.0   \n",
-       "3                                     32.5                0.0   \n",
-       "4                                     55.4                0.0   \n",
-       "\n",
-       "   barren_or_sparsely_vegetated_25km  wheat_production  rice_production  \\\n",
-       "0                                0.0             0.000              0.0   \n",
-       "1                                0.0             1.380              0.0   \n",
-       "2                                0.0             0.959              0.0   \n",
-       "3                                0.0             2.332              0.0   \n",
-       "4                                0.0             2.954              0.0   \n",
-       "\n",
-       "   nox_emissions  no2_column  population_density  max_population_density_5km  \\\n",
-       "0       0.672115        2.27                 953                         953   \n",
-       "1       0.093612        2.31                 349                         386   \n",
-       "2       4.941520        7.06               14514                       20125   \n",
-       "3      14.142200        5.23               16176                       16191   \n",
-       "4       2.209770        7.99                3566                        3569   \n",
-       "\n",
-       "   max_population_density_25km  nightlight_1km  nightlight_5km  \\\n",
-       "0                         1017              46           20.73   \n",
-       "1                         6619               9            6.38   \n",
-       "2                        26839              48           46.87   \n",
-       "3                        16191              60           54.30   \n",
-       "4                        12635              48           24.14   \n",
-       "\n",
-       "   max_nightlight_25km  o3_average_values  o3_daytime_avg  o3_nighttime_avg  \\\n",
-       "0                   56            33.4050         34.7121           32.1032   \n",
-       "1                   60            29.8555         32.2933           27.3245   \n",
-       "2                   62            23.8597         28.0062           19.3949   \n",
-       "3                   62            20.3253         23.9555           16.3471   \n",
-       "4                   58            21.4072         26.1913           16.1860   \n",
-       "\n",
-       "   o3_median  o3_perc25  o3_perc75  o3_perc90  o3_perc98  o3_dma8eu  \\\n",
-       "0    35.3825    25.9166    41.2871    46.4399    54.8468    53.5738   \n",
-       "1    30.2799    21.9242    37.6381    44.0575    53.7778    51.3996   \n",
-       "2    23.8515    13.9652    32.0123    41.1803    58.4009    54.9030   \n",
-       "3    19.8611     8.9930    29.0232    38.1730    53.5109    50.1112   \n",
-       "4    20.5503     9.2702    30.4239    40.6623    58.4082    53.9564   \n",
-       "\n",
-       "   o3_avgdma8epax  o3_drmdmax1h    o3_w90    o3_aot40  o3_nvgt070  o3_nvgt100  \\\n",
-       "0         38.8078       50.7704   86.1266  10197.4742         2.0         0.0   \n",
-       "1         35.8313       48.3935   69.0987   7573.2222         1.0         0.0   \n",
-       "2         32.6169       49.8276  154.1263   8655.4730         5.4         1.0   \n",
-       "3         28.6179       46.2694  120.2575   6036.5851         2.6         0.0   \n",
-       "4         31.0051       50.6809  203.4584   9045.4745         6.8         1.2   \n",
-       "\n",
-       "  dataset  \n",
-       "0    test  \n",
-       "1   train  \n",
-       "2   train  \n",
-       "3    test  \n",
-       "4   train  "
-      ]
-     },
-     "execution_count": 2,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "dataset = pd.read_csv(resources_dir + AQbench_dataset_file)\n",
-    "dataset.head()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "To get some informations about the different variables, the following table will help you. The first column \"column name\" contains all variables, you have seen before. They are descibed by all other columns. Example: \"input_target\" shows you, if the varibale is meta data (input) or a metric (target)."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>column_name</th>\n",
-       "      <th>description</th>\n",
-       "      <th>categorical_continuous</th>\n",
-       "      <th>input_target</th>\n",
-       "      <th>unit</th>\n",
-       "      <th>data_type</th>\n",
-       "      <th>fill_value</th>\n",
-       "      <th>preparation</th>\n",
-       "      <th>sanity_check</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>id</td>\n",
-       "      <td>Station ID</td>\n",
-       "      <td>categorical</td>\n",
-       "      <td>index</td>\n",
-       "      <td>-</td>\n",
-       "      <td>int</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>None</td>\n",
-       "      <td>x &gt;= 0. and x &lt;= 100000.</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>country</td>\n",
-       "      <td>Country</td>\n",
-       "      <td>categorical</td>\n",
-       "      <td>input</td>\n",
-       "      <td>-</td>\n",
-       "      <td>str</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>one-hot</td>\n",
-       "      <td>len(x) &gt;= 1 and len(x) &lt;=30</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>htap_region</td>\n",
-       "      <td>HTAP region</td>\n",
-       "      <td>categorical</td>\n",
-       "      <td>input</td>\n",
-       "      <td>-</td>\n",
-       "      <td>str</td>\n",
-       "      <td>unknown</td>\n",
-       "      <td>one-hot</td>\n",
-       "      <td>len(x) == 3</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>climatic_zone</td>\n",
-       "      <td>Climatic zone</td>\n",
-       "      <td>categorical</td>\n",
-       "      <td>input</td>\n",
-       "      <td>-</td>\n",
-       "      <td>str</td>\n",
-       "      <td>unknown</td>\n",
-       "      <td>one-hot</td>\n",
-       "      <td>len(x) &gt;= 1 and len(x) &lt;=30</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>lon</td>\n",
-       "      <td>Longitude</td>\n",
-       "      <td>continuous</td>\n",
-       "      <td>input</td>\n",
-       "      <td>deg</td>\n",
-       "      <td>float</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>circular</td>\n",
-       "      <td>(country == 'Germany' and x &gt;= 5. and x &lt;= 17....</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>5</th>\n",
-       "      <td>lat</td>\n",
-       "      <td>Latitude</td>\n",
-       "      <td>continuous</td>\n",
-       "      <td>input</td>\n",
-       "      <td>deg</td>\n",
-       "      <td>float</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>scale</td>\n",
-       "      <td>(country == 'Japan' and x &gt;= 19. and x &lt;= 47.)...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>6</th>\n",
-       "      <td>alt</td>\n",
-       "      <td>Altitude</td>\n",
-       "      <td>continuous</td>\n",
-       "      <td>input</td>\n",
-       "      <td>m</td>\n",
-       "      <td>float</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>scale</td>\n",
-       "      <td>x &gt;= -450. and x &lt;= 9000.</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>7</th>\n",
-       "      <td>relative_alt</td>\n",
-       "      <td>Relative altitude</td>\n",
-       "      <td>continuous</td>\n",
-       "      <td>input</td>\n",
-       "      <td>m</td>\n",
-       "      <td>float</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>scale</td>\n",
-       "      <td>x &gt;= -2000. and x &lt;= 2000.</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8</th>\n",
-       "      <td>type</td>\n",
-       "      <td>Type</td>\n",
-       "      <td>categorical</td>\n",
-       "      <td>input</td>\n",
-       "      <td>-</td>\n",
-       "      <td>str</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>one-hot</td>\n",
-       "      <td>len(x) &gt;= 1 and len(x) &lt;=30</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>9</th>\n",
-       "      <td>type_of_area</td>\n",
-       "      <td>Type of area</td>\n",
-       "      <td>categorical</td>\n",
-       "      <td>input</td>\n",
-       "      <td>-</td>\n",
-       "      <td>str</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>one-hot</td>\n",
-       "      <td>len(x) &gt;= 1 and len(x) &lt;=30</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>10</th>\n",
-       "      <td>water_25km</td>\n",
-       "      <td>Water in 25km area</td>\n",
-       "      <td>continuous</td>\n",
-       "      <td>input</td>\n",
-       "      <td>%</td>\n",
-       "      <td>float</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>scale</td>\n",
-       "      <td>x &gt;= 0. and x &lt;= 100.</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>11</th>\n",
-       "      <td>evergreen_needleleaf_forest_25km</td>\n",
-       "      <td>Evergreen needleleaf forest in 25km area</td>\n",
-       "      <td>continuous</td>\n",
-       "      <td>input</td>\n",
-       "      <td>%</td>\n",
-       "      <td>float</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>scale</td>\n",
-       "      <td>x &gt;= 0. and x &lt;= 100.</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>12</th>\n",
-       "      <td>evergreen_broadleaf_forest_25km</td>\n",
-       "      <td>Evergreen broadleaf forest in 25km area</td>\n",
-       "      <td>continuous</td>\n",
-       "      <td>input</td>\n",
-       "      <td>%</td>\n",
-       "      <td>float</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>scale</td>\n",
-       "      <td>x &gt;= 0. and x &lt;= 100.</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>13</th>\n",
-       "      <td>deciduous_needleleaf_forest_25km</td>\n",
-       "      <td>Deciduous needleleaf forest in 25km area</td>\n",
-       "      <td>continuous</td>\n",
-       "      <td>input</td>\n",
-       "      <td>%</td>\n",
-       "      <td>float</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>scale</td>\n",
-       "      <td>x &gt;= 0. and x &lt;= 100.</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>14</th>\n",
-       "      <td>deciduous_broadleaf_forest_25km</td>\n",
-       "      <td>Deciduous broadleaf forest in 25km area</td>\n",
-       "      <td>continuous</td>\n",
-       "      <td>input</td>\n",
-       "      <td>%</td>\n",
-       "      <td>float</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>scale</td>\n",
-       "      <td>x &gt;= 0. and x &lt;= 100.</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>15</th>\n",
-       "      <td>mixed_forest_25km</td>\n",
-       "      <td>Mixed forest in 25km area</td>\n",
-       "      <td>continuous</td>\n",
-       "      <td>input</td>\n",
-       "      <td>%</td>\n",
-       "      <td>float</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>scale</td>\n",
-       "      <td>x &gt;= 0. and x &lt;= 100.</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>16</th>\n",
-       "      <td>closed_shrublands_25km</td>\n",
-       "      <td>Closed shrublands in 25km area</td>\n",
-       "      <td>continuous</td>\n",
-       "      <td>input</td>\n",
-       "      <td>%</td>\n",
-       "      <td>float</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>scale</td>\n",
-       "      <td>x &gt;= 0. and x &lt;= 100.</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>17</th>\n",
-       "      <td>open_shrublands_25km</td>\n",
-       "      <td>Open shrublands in 25km area</td>\n",
-       "      <td>continuous</td>\n",
-       "      <td>input</td>\n",
-       "      <td>%</td>\n",
-       "      <td>float</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>scale</td>\n",
-       "      <td>x &gt;= 0. and x &lt;= 100.</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>18</th>\n",
-       "      <td>woody_savannas_25km</td>\n",
-       "      <td>Woody savannas in 25km area</td>\n",
-       "      <td>continuous</td>\n",
-       "      <td>input</td>\n",
-       "      <td>%</td>\n",
-       "      <td>float</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>scale</td>\n",
-       "      <td>x &gt;= 0. and x &lt;= 100.</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>19</th>\n",
-       "      <td>savannas_25km</td>\n",
-       "      <td>Savannas in 25km area</td>\n",
-       "      <td>continuous</td>\n",
-       "      <td>input</td>\n",
-       "      <td>%</td>\n",
-       "      <td>float</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>scale</td>\n",
-       "      <td>x &gt;= 0. and x &lt;= 100.</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>20</th>\n",
-       "      <td>grasslands_25km</td>\n",
-       "      <td>Grasslands in 25km area</td>\n",
-       "      <td>continuous</td>\n",
-       "      <td>input</td>\n",
-       "      <td>%</td>\n",
-       "      <td>float</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>scale</td>\n",
-       "      <td>x &gt;= 0. and x &lt;= 100.</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>21</th>\n",
-       "      <td>permanent_wetlands_25km</td>\n",
-       "      <td>Permanent wetlands in 25km area</td>\n",
-       "      <td>continuous</td>\n",
-       "      <td>input</td>\n",
-       "      <td>%</td>\n",
-       "      <td>float</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>scale</td>\n",
-       "      <td>x &gt;= 0. and x &lt;= 100.</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>22</th>\n",
-       "      <td>croplands_25km</td>\n",
-       "      <td>Croplands in 25km area</td>\n",
-       "      <td>continuous</td>\n",
-       "      <td>input</td>\n",
-       "      <td>%</td>\n",
-       "      <td>float</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>scale</td>\n",
-       "      <td>x &gt;= 0. and x &lt;= 100.</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>23</th>\n",
-       "      <td>urban_and_built-up_25km</td>\n",
-       "      <td>Urban And Built-Up in 25km area</td>\n",
-       "      <td>continuous</td>\n",
-       "      <td>input</td>\n",
-       "      <td>%</td>\n",
-       "      <td>float</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>scale</td>\n",
-       "      <td>x &gt;= 0. and x &lt;= 100.</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>24</th>\n",
-       "      <td>cropland-natural_vegetation_mosaic_25km</td>\n",
-       "      <td>Cropland / Natural vegetation mosaic in 25km area</td>\n",
-       "      <td>continuous</td>\n",
-       "      <td>input</td>\n",
-       "      <td>%</td>\n",
-       "      <td>float</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>scale</td>\n",
-       "      <td>x &gt;= 0. and x &lt;= 100.</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>25</th>\n",
-       "      <td>snow_and_ice_25km</td>\n",
-       "      <td>Snow and ice in 25km area</td>\n",
-       "      <td>continuous</td>\n",
-       "      <td>input</td>\n",
-       "      <td>%</td>\n",
-       "      <td>float</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>scale</td>\n",
-       "      <td>x &gt;= 0. and x &lt;= 100.</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>26</th>\n",
-       "      <td>barren_or_sparsely_vegetated_25km</td>\n",
-       "      <td>Barren or sparsely vegetated in 25km area</td>\n",
-       "      <td>continuous</td>\n",
-       "      <td>input</td>\n",
-       "      <td>%</td>\n",
-       "      <td>float</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>scale</td>\n",
-       "      <td>x &gt;= 0. and x &lt;= 100.</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>27</th>\n",
-       "      <td>wheat_production</td>\n",
-       "      <td>Wheat production</td>\n",
-       "      <td>continuous</td>\n",
-       "      <td>input</td>\n",
-       "      <td>1000 tons</td>\n",
-       "      <td>float</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>scale</td>\n",
-       "      <td>x &gt;= 0. and x &lt;= 50.</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>28</th>\n",
-       "      <td>rice_production</td>\n",
-       "      <td>Rice production</td>\n",
-       "      <td>continuous</td>\n",
-       "      <td>input</td>\n",
-       "      <td>1000 tons</td>\n",
-       "      <td>float</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>scale</td>\n",
-       "      <td>x &gt;= 0. and x &lt;= 50.</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>29</th>\n",
-       "      <td>nox_emissions</td>\n",
-       "      <td>NOx emissions</td>\n",
-       "      <td>continuous</td>\n",
-       "      <td>input</td>\n",
-       "      <td>g m-2 y-1</td>\n",
-       "      <td>float</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>scale</td>\n",
-       "      <td>x &gt;= 0. and x &lt;= 1500.</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>30</th>\n",
-       "      <td>no2_column</td>\n",
-       "      <td>NO2 column</td>\n",
-       "      <td>continuous</td>\n",
-       "      <td>input</td>\n",
-       "      <td>10^5 molec cm-2</td>\n",
-       "      <td>float</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>scale</td>\n",
-       "      <td>x &gt;= 0. and x &lt;= 400.</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>31</th>\n",
-       "      <td>population_density</td>\n",
-       "      <td>Population density</td>\n",
-       "      <td>continuous</td>\n",
-       "      <td>input</td>\n",
-       "      <td>person km-2</td>\n",
-       "      <td>float</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>scale</td>\n",
-       "      <td>x &gt;= 0. and x &lt;= 1000000.</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>32</th>\n",
-       "      <td>max_population_density_5km</td>\n",
-       "      <td>Max population density 5km</td>\n",
-       "      <td>continuous</td>\n",
-       "      <td>input</td>\n",
-       "      <td>person km-2</td>\n",
-       "      <td>float</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>scale</td>\n",
-       "      <td>x &gt;= 0. and x &lt;= 1000000.</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>33</th>\n",
-       "      <td>max_population_density_25km</td>\n",
-       "      <td>Max population density 25km</td>\n",
-       "      <td>continuous</td>\n",
-       "      <td>input</td>\n",
-       "      <td>person km-2</td>\n",
-       "      <td>float</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>scale</td>\n",
-       "      <td>x &gt;= 0. and x &lt;= 1000000.</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>34</th>\n",
-       "      <td>nightlight_1km</td>\n",
-       "      <td>Nightlight 1km</td>\n",
-       "      <td>continuous</td>\n",
-       "      <td>input</td>\n",
-       "      <td>-</td>\n",
-       "      <td>float</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>scale</td>\n",
-       "      <td>x &gt;= 0. and x &lt;= 100.</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>35</th>\n",
-       "      <td>nightlight_5km</td>\n",
-       "      <td>Nightlight 5km</td>\n",
-       "      <td>continuous</td>\n",
-       "      <td>input</td>\n",
-       "      <td>-</td>\n",
-       "      <td>float</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>scale</td>\n",
-       "      <td>x &gt;= 0. and x &lt;= 100.</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>36</th>\n",
-       "      <td>max_nightlight_25km</td>\n",
-       "      <td>Max nightlight 25km</td>\n",
-       "      <td>continuous</td>\n",
-       "      <td>input</td>\n",
-       "      <td>-</td>\n",
-       "      <td>float</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>scale</td>\n",
-       "      <td>x &gt;= 0. and x &lt;= 100.</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>37</th>\n",
-       "      <td>o3_average_values</td>\n",
-       "      <td>Ozone average values</td>\n",
-       "      <td>continuous</td>\n",
-       "      <td>target</td>\n",
-       "      <td>ppb</td>\n",
-       "      <td>float</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>scale</td>\n",
-       "      <td>x &gt;= 0. and x &lt;= 80.</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>38</th>\n",
-       "      <td>o3_daytime_avg</td>\n",
-       "      <td>Ozone daytime avg</td>\n",
-       "      <td>continuous</td>\n",
-       "      <td>target</td>\n",
-       "      <td>ppb</td>\n",
-       "      <td>float</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>scale</td>\n",
-       "      <td>x &gt;= 0. and x &lt;= 80.</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>39</th>\n",
-       "      <td>o3_nighttime_avg</td>\n",
-       "      <td>Ozone nighttime avg</td>\n",
-       "      <td>continuous</td>\n",
-       "      <td>target</td>\n",
-       "      <td>ppb</td>\n",
-       "      <td>float</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>scale</td>\n",
-       "      <td>x &gt;= 0. and x &lt;= 65.</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>40</th>\n",
-       "      <td>o3_median</td>\n",
-       "      <td>Ozone mediam</td>\n",
-       "      <td>continuous</td>\n",
-       "      <td>target</td>\n",
-       "      <td>ppb</td>\n",
-       "      <td>float</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>scale</td>\n",
-       "      <td>x &gt;= 0. and x &lt;= 65.</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>41</th>\n",
-       "      <td>o3_perc25</td>\n",
-       "      <td>Ozone 25% percentile</td>\n",
-       "      <td>continuous</td>\n",
-       "      <td>target</td>\n",
-       "      <td>ppb</td>\n",
-       "      <td>float</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>scale</td>\n",
-       "      <td>x &gt;= 0. and x &lt;= 60.</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>42</th>\n",
-       "      <td>o3_perc75</td>\n",
-       "      <td>Ozone 75% percentile</td>\n",
-       "      <td>continuous</td>\n",
-       "      <td>target</td>\n",
-       "      <td>ppb</td>\n",
-       "      <td>float</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>scale</td>\n",
-       "      <td>x &gt;= 0. and x &lt;= 80.</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>43</th>\n",
-       "      <td>o3_perc90</td>\n",
-       "      <td>Ozone 90% percentile</td>\n",
-       "      <td>continuous</td>\n",
-       "      <td>target</td>\n",
-       "      <td>ppb</td>\n",
-       "      <td>float</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>scale</td>\n",
-       "      <td>x &gt;= 0. and x &lt;= 90.</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>44</th>\n",
-       "      <td>o3_perc98</td>\n",
-       "      <td>Ozone 98% percentile</td>\n",
-       "      <td>continuous</td>\n",
-       "      <td>target</td>\n",
-       "      <td>ppb</td>\n",
-       "      <td>float</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>scale</td>\n",
-       "      <td>x &gt;= 0. and x &lt;= 140.</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>45</th>\n",
-       "      <td>o3_dma8eu</td>\n",
-       "      <td>Ozone dma8eu</td>\n",
-       "      <td>continuous</td>\n",
-       "      <td>target</td>\n",
-       "      <td>-</td>\n",
-       "      <td>float</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>scale</td>\n",
-       "      <td>x &gt;= 0. and x &lt;= 130.</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>46</th>\n",
-       "      <td>o3_avgdma8epax</td>\n",
-       "      <td>Ozone avgdma8epax</td>\n",
-       "      <td>continuous</td>\n",
-       "      <td>target</td>\n",
-       "      <td>-</td>\n",
-       "      <td>float</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>scale</td>\n",
-       "      <td>x &gt;= 0. and x &lt;= 80.</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>47</th>\n",
-       "      <td>o3_drmdmax1h</td>\n",
-       "      <td>Ozone drmdmax1h</td>\n",
-       "      <td>continuous</td>\n",
-       "      <td>target</td>\n",
-       "      <td>-</td>\n",
-       "      <td>float</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>scale</td>\n",
-       "      <td>x &gt;= 0. and x &lt;= 130.</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>48</th>\n",
-       "      <td>o3_w90</td>\n",
-       "      <td>Ozone w90</td>\n",
-       "      <td>continuous</td>\n",
-       "      <td>target</td>\n",
-       "      <td>-</td>\n",
-       "      <td>float</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>scale</td>\n",
-       "      <td>x &gt;= 0. and x &lt;= 700.</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>49</th>\n",
-       "      <td>o3_aot40</td>\n",
-       "      <td>Ozone aot40</td>\n",
-       "      <td>continuous</td>\n",
-       "      <td>target</td>\n",
-       "      <td>-</td>\n",
-       "      <td>float</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>scale</td>\n",
-       "      <td>x &gt;= 0. and x &lt;= 86916.</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>50</th>\n",
-       "      <td>o3_nvgt070</td>\n",
-       "      <td>Ozone nvgt070</td>\n",
-       "      <td>continuous</td>\n",
-       "      <td>target</td>\n",
-       "      <td>-</td>\n",
-       "      <td>float</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>scale</td>\n",
-       "      <td>x &gt;= 0. and x &lt;= 120.</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>51</th>\n",
-       "      <td>o3_nvgt100</td>\n",
-       "      <td>Ozone nvgt100</td>\n",
-       "      <td>continuous</td>\n",
-       "      <td>target</td>\n",
-       "      <td>-</td>\n",
-       "      <td>float</td>\n",
-       "      <td>-999</td>\n",
-       "      <td>scale</td>\n",
-       "      <td>x &gt;= 0. and x &lt;= 80.</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>52</th>\n",
-       "      <td>dataset</td>\n",
-       "      <td>Data Set (train, val, test)</td>\n",
-       "      <td>categorical</td>\n",
-       "      <td>dataset</td>\n",
-       "      <td>-</td>\n",
-       "      <td>str</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>None</td>\n",
-       "      <td>len(x) &gt;= 1 and len(x) &lt;=5</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                                column_name  \\\n",
-       "0                                        id   \n",
-       "1                                   country   \n",
-       "2                               htap_region   \n",
-       "3                             climatic_zone   \n",
-       "4                                       lon   \n",
-       "5                                       lat   \n",
-       "6                                       alt   \n",
-       "7                              relative_alt   \n",
-       "8                                      type   \n",
-       "9                              type_of_area   \n",
-       "10                               water_25km   \n",
-       "11         evergreen_needleleaf_forest_25km   \n",
-       "12          evergreen_broadleaf_forest_25km   \n",
-       "13         deciduous_needleleaf_forest_25km   \n",
-       "14          deciduous_broadleaf_forest_25km   \n",
-       "15                        mixed_forest_25km   \n",
-       "16                   closed_shrublands_25km   \n",
-       "17                     open_shrublands_25km   \n",
-       "18                      woody_savannas_25km   \n",
-       "19                            savannas_25km   \n",
-       "20                          grasslands_25km   \n",
-       "21                  permanent_wetlands_25km   \n",
-       "22                           croplands_25km   \n",
-       "23                  urban_and_built-up_25km   \n",
-       "24  cropland-natural_vegetation_mosaic_25km   \n",
-       "25                        snow_and_ice_25km   \n",
-       "26        barren_or_sparsely_vegetated_25km   \n",
-       "27                         wheat_production   \n",
-       "28                          rice_production   \n",
-       "29                            nox_emissions   \n",
-       "30                               no2_column   \n",
-       "31                       population_density   \n",
-       "32               max_population_density_5km   \n",
-       "33              max_population_density_25km   \n",
-       "34                           nightlight_1km   \n",
-       "35                           nightlight_5km   \n",
-       "36                      max_nightlight_25km   \n",
-       "37                        o3_average_values   \n",
-       "38                           o3_daytime_avg   \n",
-       "39                         o3_nighttime_avg   \n",
-       "40                                o3_median   \n",
-       "41                                o3_perc25   \n",
-       "42                                o3_perc75   \n",
-       "43                                o3_perc90   \n",
-       "44                                o3_perc98   \n",
-       "45                                o3_dma8eu   \n",
-       "46                           o3_avgdma8epax   \n",
-       "47                             o3_drmdmax1h   \n",
-       "48                                   o3_w90   \n",
-       "49                                 o3_aot40   \n",
-       "50                               o3_nvgt070   \n",
-       "51                               o3_nvgt100   \n",
-       "52                                  dataset   \n",
-       "\n",
-       "                                          description categorical_continuous  \\\n",
-       "0                                          Station ID            categorical   \n",
-       "1                                             Country            categorical   \n",
-       "2                                         HTAP region            categorical   \n",
-       "3                                       Climatic zone            categorical   \n",
-       "4                                           Longitude             continuous   \n",
-       "5                                            Latitude             continuous   \n",
-       "6                                            Altitude             continuous   \n",
-       "7                                   Relative altitude             continuous   \n",
-       "8                                                Type            categorical   \n",
-       "9                                        Type of area            categorical   \n",
-       "10                                 Water in 25km area             continuous   \n",
-       "11           Evergreen needleleaf forest in 25km area             continuous   \n",
-       "12            Evergreen broadleaf forest in 25km area             continuous   \n",
-       "13           Deciduous needleleaf forest in 25km area             continuous   \n",
-       "14            Deciduous broadleaf forest in 25km area             continuous   \n",
-       "15                          Mixed forest in 25km area             continuous   \n",
-       "16                     Closed shrublands in 25km area             continuous   \n",
-       "17                       Open shrublands in 25km area             continuous   \n",
-       "18                        Woody savannas in 25km area             continuous   \n",
-       "19                              Savannas in 25km area             continuous   \n",
-       "20                            Grasslands in 25km area             continuous   \n",
-       "21                    Permanent wetlands in 25km area             continuous   \n",
-       "22                             Croplands in 25km area             continuous   \n",
-       "23                    Urban And Built-Up in 25km area             continuous   \n",
-       "24  Cropland / Natural vegetation mosaic in 25km area             continuous   \n",
-       "25                          Snow and ice in 25km area             continuous   \n",
-       "26          Barren or sparsely vegetated in 25km area             continuous   \n",
-       "27                                   Wheat production             continuous   \n",
-       "28                                    Rice production             continuous   \n",
-       "29                                      NOx emissions             continuous   \n",
-       "30                                         NO2 column             continuous   \n",
-       "31                                 Population density             continuous   \n",
-       "32                         Max population density 5km             continuous   \n",
-       "33                        Max population density 25km             continuous   \n",
-       "34                                     Nightlight 1km             continuous   \n",
-       "35                                     Nightlight 5km             continuous   \n",
-       "36                                Max nightlight 25km             continuous   \n",
-       "37                               Ozone average values             continuous   \n",
-       "38                                  Ozone daytime avg             continuous   \n",
-       "39                                Ozone nighttime avg             continuous   \n",
-       "40                                       Ozone mediam             continuous   \n",
-       "41                               Ozone 25% percentile             continuous   \n",
-       "42                               Ozone 75% percentile             continuous   \n",
-       "43                               Ozone 90% percentile             continuous   \n",
-       "44                               Ozone 98% percentile             continuous   \n",
-       "45                                       Ozone dma8eu             continuous   \n",
-       "46                                  Ozone avgdma8epax             continuous   \n",
-       "47                                    Ozone drmdmax1h             continuous   \n",
-       "48                                          Ozone w90             continuous   \n",
-       "49                                        Ozone aot40             continuous   \n",
-       "50                                      Ozone nvgt070             continuous   \n",
-       "51                                      Ozone nvgt100             continuous   \n",
-       "52                        Data Set (train, val, test)            categorical   \n",
-       "\n",
-       "   input_target             unit data_type fill_value preparation  \\\n",
-       "0         index                -       int        NaN        None   \n",
-       "1         input                -       str        NaN     one-hot   \n",
-       "2         input                -       str    unknown     one-hot   \n",
-       "3         input                -       str    unknown     one-hot   \n",
-       "4         input              deg     float       -999    circular   \n",
-       "5         input              deg     float       -999       scale   \n",
-       "6         input                m     float       -999       scale   \n",
-       "7         input                m     float       -999       scale   \n",
-       "8         input                -       str        NaN     one-hot   \n",
-       "9         input                -       str        NaN     one-hot   \n",
-       "10        input                %     float       -999       scale   \n",
-       "11        input                %     float       -999       scale   \n",
-       "12        input                %     float       -999       scale   \n",
-       "13        input                %     float       -999       scale   \n",
-       "14        input                %     float       -999       scale   \n",
-       "15        input                %     float       -999       scale   \n",
-       "16        input                %     float       -999       scale   \n",
-       "17        input                %     float       -999       scale   \n",
-       "18        input                %     float       -999       scale   \n",
-       "19        input                %     float       -999       scale   \n",
-       "20        input                %     float       -999       scale   \n",
-       "21        input                %     float       -999       scale   \n",
-       "22        input                %     float       -999       scale   \n",
-       "23        input                %     float       -999       scale   \n",
-       "24        input                %     float       -999       scale   \n",
-       "25        input                %     float       -999       scale   \n",
-       "26        input                %     float       -999       scale   \n",
-       "27        input        1000 tons     float       -999       scale   \n",
-       "28        input        1000 tons     float       -999       scale   \n",
-       "29        input        g m-2 y-1     float       -999       scale   \n",
-       "30        input  10^5 molec cm-2     float       -999       scale   \n",
-       "31        input      person km-2     float       -999       scale   \n",
-       "32        input      person km-2     float       -999       scale   \n",
-       "33        input      person km-2     float       -999       scale   \n",
-       "34        input                -     float       -999       scale   \n",
-       "35        input                -     float       -999       scale   \n",
-       "36        input                -     float       -999       scale   \n",
-       "37       target              ppb     float       -999       scale   \n",
-       "38       target              ppb     float       -999       scale   \n",
-       "39       target              ppb     float       -999       scale   \n",
-       "40       target              ppb     float       -999       scale   \n",
-       "41       target              ppb     float       -999       scale   \n",
-       "42       target              ppb     float       -999       scale   \n",
-       "43       target              ppb     float       -999       scale   \n",
-       "44       target              ppb     float       -999       scale   \n",
-       "45       target                -     float       -999       scale   \n",
-       "46       target                -     float       -999       scale   \n",
-       "47       target                -     float       -999       scale   \n",
-       "48       target                -     float       -999       scale   \n",
-       "49       target                -     float       -999       scale   \n",
-       "50       target                -     float       -999       scale   \n",
-       "51       target                -     float       -999       scale   \n",
-       "52      dataset                -       str        NaN        None   \n",
-       "\n",
-       "                                         sanity_check  \n",
-       "0                            x >= 0. and x <= 100000.  \n",
-       "1                         len(x) >= 1 and len(x) <=30  \n",
-       "2                                         len(x) == 3  \n",
-       "3                         len(x) >= 1 and len(x) <=30  \n",
-       "4   (country == 'Germany' and x >= 5. and x <= 17....  \n",
-       "5   (country == 'Japan' and x >= 19. and x <= 47.)...  \n",
-       "6                           x >= -450. and x <= 9000.  \n",
-       "7                          x >= -2000. and x <= 2000.  \n",
-       "8                         len(x) >= 1 and len(x) <=30  \n",
-       "9                         len(x) >= 1 and len(x) <=30  \n",
-       "10                              x >= 0. and x <= 100.  \n",
-       "11                              x >= 0. and x <= 100.  \n",
-       "12                              x >= 0. and x <= 100.  \n",
-       "13                              x >= 0. and x <= 100.  \n",
-       "14                              x >= 0. and x <= 100.  \n",
-       "15                              x >= 0. and x <= 100.  \n",
-       "16                              x >= 0. and x <= 100.  \n",
-       "17                              x >= 0. and x <= 100.  \n",
-       "18                              x >= 0. and x <= 100.  \n",
-       "19                              x >= 0. and x <= 100.  \n",
-       "20                              x >= 0. and x <= 100.  \n",
-       "21                              x >= 0. and x <= 100.  \n",
-       "22                              x >= 0. and x <= 100.  \n",
-       "23                              x >= 0. and x <= 100.  \n",
-       "24                              x >= 0. and x <= 100.  \n",
-       "25                              x >= 0. and x <= 100.  \n",
-       "26                              x >= 0. and x <= 100.  \n",
-       "27                               x >= 0. and x <= 50.  \n",
-       "28                               x >= 0. and x <= 50.  \n",
-       "29                             x >= 0. and x <= 1500.  \n",
-       "30                              x >= 0. and x <= 400.  \n",
-       "31                          x >= 0. and x <= 1000000.  \n",
-       "32                          x >= 0. and x <= 1000000.  \n",
-       "33                          x >= 0. and x <= 1000000.  \n",
-       "34                              x >= 0. and x <= 100.  \n",
-       "35                              x >= 0. and x <= 100.  \n",
-       "36                              x >= 0. and x <= 100.  \n",
-       "37                               x >= 0. and x <= 80.  \n",
-       "38                               x >= 0. and x <= 80.  \n",
-       "39                               x >= 0. and x <= 65.  \n",
-       "40                               x >= 0. and x <= 65.  \n",
-       "41                               x >= 0. and x <= 60.  \n",
-       "42                               x >= 0. and x <= 80.  \n",
-       "43                               x >= 0. and x <= 90.  \n",
-       "44                              x >= 0. and x <= 140.  \n",
-       "45                              x >= 0. and x <= 130.  \n",
-       "46                               x >= 0. and x <= 80.  \n",
-       "47                              x >= 0. and x <= 130.  \n",
-       "48                              x >= 0. and x <= 700.  \n",
-       "49                            x >= 0. and x <= 86916.  \n",
-       "50                              x >= 0. and x <= 120.  \n",
-       "51                               x >= 0. and x <= 80.  \n",
-       "52                         len(x) >= 1 and len(x) <=5  "
-      ]
-     },
-     "execution_count": 3,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "information = pd.read_csv(resources_dir + AQbench_variables_file)\n",
-    "information"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "If you like to get information about the variables' distributions, feel free to  play around with the following widget. Just choose a variable and a plot, which describes the variable, will emerge automatically:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "application/vnd.jupyter.widget-view+json": {
-       "model_id": "6bbd90aa62144f00a962690f805bfbf4",
-       "version_major": 2,
-       "version_minor": 0
-      },
-      "text/plain": [
-       "interactive(children=(Dropdown(description='variable:', options=('country', 'htap_region', 'climatic_zone', 'l…"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/plain": [
-       "<function __main__.plot_previs(column_name)>"
-      ]
-     },
-     "execution_count": 4,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "%matplotlib inline\n",
-    "\n",
-    "def plot_previs(column_name):\n",
-    "    previs = PreVis(resources_dir + AQbench_dataset_file, output_dir, resources_dir)\n",
-    "    previs.read_csv_to_df()\n",
-    "    previs.vis(column_name)\n",
-    "    plt.show()\n",
-    "\n",
-    "options = information[information['input_target'].isin(['input', 'target'])]['column_name'].to_list()\n",
-    "column_name = widgets.Dropdown(options=options, description='variable:')\n",
-    "widgets.interact(plot_previs, column_name=column_name)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "The data set has some missing values. Common machine learning algorithms cannot handle this so that rows with missing values will be dropped later. The following two plots (matrix and heatmap) will give you an overview of missing data:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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-      "text/plain": [
-       "<Figure size 1800x720 with 2 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
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zs86iUIWvVLc6T9LE1J10gaT10r6fStpL0kqSxku6U9Jf0r7hki4GbgFWTvtvlnRl6prqk+ZfDQyRtGvqfLpH0k4pRqWx+1IO00pjFSyRupYekrRrOq5Z0hnAJZLWSNczRdKxaf9Oac5Dkr6fxtZK3VDjgbUr3JsT0jET0/V0S91UkyRdI6mrpFOA/pJuqJDnGcC2qSNsOUk3pGPPSfGHSLpK0oQUo/x860q6N93H30g6FFg/zVm//GQR8ULanAuUCm2R7sn1ktYsu75tJV2Wrus+SedLelTSQZL+LukxSRtU+R202fvPvsjMMePaK1yhYpqZmZmZmZl1FkVb3H5XYEZEHCFpZ2BTYE/gZODbafskYERE3CvpdElbpGOfiYiDJO0N3BMRp0k6Lxd7ZWB7suLLRGA7ssLgTZJuBY7OjwE3A72A44FuwLlprNxKwF7Av4BbgVLRaVzK8c/AiRFxdyrGXQpMioibJS0B3AVcAhwD/BK4H3g0fwJJ/YHVIqIpFQKHAocDu0bEnFTw2i4ihklqiohdK+Q5DCAiDpF0DHBVRFyaCmGbpTlvR8TeVc73AHB+RIyWpIgISd+PiKYK5yrl3TWd97A09KuIeFPSVsBZZL9PgKZ0738QEXMl9QJOALoCDwN9gK8DBwM/q3Y+MzMzMzMzsyJTl0L1L3UIRSt8rQfsI2kgWe4PAhtIOh94LyLeT4WY0yQFsDRZQQZgavq5FvBY2p6Wi/1oRHwiaeV0ntvT+Mpkxav5xiQJeD0iXgOQtHyVnP8VETPSnPwjhKV81iEr3pTyWQvoIulEsoLaV9O+tYFHIuJjSY8xv68ATZKa0/uXgZ7ASGVrefUGnq2SXyXrADem7YeA0hpbpZwrne9vwHBJlwFjyYqDC3IWcElEPA8QEW+mn5MlnZabdwIwICLmpvevR8SrAJKej4gPJM0GVmjDNbaoe+8VWWXwQLr2WIp3pz3NnBmzGyammZmZmZmZWWdRtMLXdLJCyVkAkroBfyXrhhqXmzM2IqamOUsA6wPz0v4X0vsbgf5kxTNy+98AHgcGpkJYN7JH8eYbSx1Nkcut2tphvZQt3v4mWYdSSel8zwMbA5OAjYD/Sdd0CDALeCaX9waSHkj55z0D3BoRP83dl0FkXW77STq1hfwqKeX0JLAJcCFZsauUc6XzLRERv5S0JDCFrPAV5YFLJB0MRERckhtbNiLeldQPeDs3fQhwnqR9IuKNsrit+R202YevvsGTR53cXuEKFdPMzMzMzMyssyha4Ws8cI6kien9n4BrgP8lW5wd4HdknU7LkRVqyr/18Frgb5JuAd4jW2PqUxExT9IfgDtSYeupiPhx+Rjw41bm/AYwHNiQ7DHMcmcAY1LB6PqImCVpHHAdWQfY22ne74HLgVfTK5/zNEmvpA6sAK4gK+wdL2kT4B3a1vF1AXC5pB8Bj0XEfZK+soDzvSPpJ8AXyDq+AP4p6Rrg+Ij4v7Jz/AV4IMW4KyJOBC6TtEKKeURu7gzgKGCspD0xMzMzMzMza0BF/FbFelNE1aacTkvSEumRwfPIOsjurXdOtnhM6Nav8f7gy+wyd7r/L6WZmZmZmVkBPb7rtnX/TLv+DXcW6jNl0Tq+2ssESUsDz7Vn0UvSCGCL3NB5EXFVe8VvL6kb7rqy4d0i4p0ana8Q98XMzMzMzMysI+vStVA1pw6hIQtfETGwRnGH1iJue0sFrqbFeL5C3BczMzMzMzMz61z8PZhmZmZmZmZmZtYpNWTHl1kjq8U6Z143zMzMzMzMrPa8uH3buePLzMzMzMzMzMw6JXd8mZmZmZmZmZkVgLq4f6mtfMfMzMzMzMzMzKxTcuHLzMzMzMzMzMw6pUIVviQNkTSklXOPk7Ra2dhwSU01SK3dSWqSNDxtT25hXrOkVj+yKml1SQ9J+p8K+74u6RFJxy9U0p+Pt6Gkr1fZt5mkeyRNlvTH3Pg76ZqaJfVKY1Wv38zMzMzMzKxRqIvq/iqaQhW+2iIiTouIWfXOowPaGrgwIn5aYd9OwNCIOLWlAJJa+3ezIVCx8AW8BGwXEVsBK0taP40/HhFN6fVmK8/T7nr27UP/USPoPWiAY5qZmZmZmZkVVIdf3F7SksDfgO7Af4Dxkk4AtgPmAT+MiBclnQI0AR8BewB/Ak4B3gSuAT4AAmhOXWNLRMSFqauqGZgMXAqsBswCDgQOqDDvI+CPKZexETGqLN8+Kc5rQB9gt4iYWSXnSmMXAWsArwDPlcXeDDgd6EZWvLo4t28lYBSwDPB0RBwpaSfgOGBp4Bzg78AJ2XQtERHn5o5fFzgUeEfS0sDb6f4BDIuI2yU1Aw8Aq0r6RYXz/TjdtznAr1K8L0raNiL2z19LRLySezsX+CRtryfpbmAKWREuUn4CzgbuSffm18DHwErA+em8HwC7lo5ZFO8/+yIzx4yj2/LLLGooxzQzMzMzM7N2UcSOq3orQsfXd4EHImIn4A1gWWC1iGgCfgwMlbQRsHbqHhoAvJM7/hCyItHOQNcWzrM78FREbA08CQyuMm9n4NiI2Ba4qMqcpYHvAX8ABkvqXyHnSmObAp9ExPbAUxXingQMArYC9k9FwZLjgBEpr39L2gKYlOJvDhwWEe8BpwFn5oteABHxHDAa+FVEXA0MB3ZMr5NyU8dFxAFVzrcbsG0aewQYmc41X9ErL92HlSKidL19ybrSVgC+k5v6J+DeiLgyvZ8bEYOA64GNImIAWcFyo2rnMjMzMzMzM7PG0uE7voC1yYooAFOB5YCm1H0E8DLwZbJOIHIdQvnjb0jbD6ef+Y6g0sR1cvsfAjYGZlaYdx4wTNIhZF1UD1TI+amImCdpFrAu8JUKOVcaK7/WLcribgCMT9srknU7lawHnCYpyApvDwBLSDqRrEPsqxXybElExLsAkj7JjU9t4XwnAudJ+gj4fws6QVrD61xgr9xJ30z7riUrYo0n+/1+APw8d/gT6eds4PXc9gqtvcCWdO+9IqsMHkjXHkvx7rSnmTNjtmOamZmZmZmZFUwRCl8vkBV8biQrhPwfcGtpjSpJ3YD/JusOOjeNqcLxT6XjbyHrCCutKbU+cCfwPFmxawKwCdljhh9UmPdWeqxvVbJH/XaukHN5Ye2ZKjmXj30d2DYdV6lz6RFgz4h4X1K3iJibu9TpZI9eTk3xlgDGkXW8zUo5tEUXScum7Xyn3LwWztctIoZI2g8YQlY47F4peJo/Fji69NijpJ7ABxHxCbAl8Hia/gxwBXAmcHQay9/jSoXMRfLhq2/w5FEnt0coxzQzMzMzM7N24Ucd264Iha9rgasl3QK8Rbb21CupUyqAKyJipKSXJE0BPiRb46vkQuAaSd9P+wDuAI6R9A2ydaJK59lT0iSy7qvTgaUqzDtM0h5kXU6nt+YCImKapEo5Vxo7QtIdZIu/zygLdSJwfSrsvcn8j2P+DhgpaTmy4tQhZIWv64Bp6b61xW+B29L2CRX2VzrfbyWtRVbsOojsfo+W9LUKi+l/D/gGcEYq3g0lWxvsIknvkRUsTyxNjohRkoZKOha4v43XYmZmZmZmZmYNSO2wDrhZYUzo1s9/8DWwy9zp/p8dzMzMzMzMauzZ/b9d98+0fS+7sVCf/4rQ8dWhSboJ6JEbOiwiptcrn9aStDdwRG7o3ogYWqNzLUfWeZa3W0S8U2m+mZmZmZmZmVl7cOFrEaVviyyciLgKuGoxnesdoGlxnMvMzMzMzMzMrMSFLzNbZLV4hNSPT5qZmZmZmc2vS1d/TGqrLvVOwMzMzMzMzMzMOgdJO0maLuk5ScdV2P9HSdPS6xlJb+f2fZLbN7498nHHl5mZmZmZmZlZAahLx+74ktQV+DOwAzATeFDS+Ih4qjQnIn6Rm/9TYKNciDkRsWF75uSOLzMzMzMzMzMzaw+bAs9FxD8i4iPgSmC3FubvC1xRy4Rc+DIzMzMzMzMzs/awGvDP3PuZaexzJK0JrAVMzA0vJekhSfdJ+m57JORHHc3MzMzMzMzMCkBd6t+/JOlQ4NDc0MiIGLkQofYBro6IT3Jja0bELElrAxMlPR4Rzy9KvvW/Y4tA0hBJQ1o59zhJq5WNDZfUVIPU8ufoI2lsDeI2p5+jJa3bhuN6Spoi6W8V9q2eKqv/00459pG0XZV9a0m6W9IkSZen54BJC+A1p9dX09jk9sinLXr27UP/USPoPWiAY3bwuGZmZmZmZrb4RMTIiNgk98oXvWYBX8q9Xz2NVbIPZY85RsSs9PMfQDPzr/+1UApd+GqLiDitdAM7EkmL+3ewAXB3RHyvwr6tgQsj4qctBWhDzn2AioUv4G1g14jYGngB+HYafz0imtLrqSrH1tz7z77IzDHjHLMAcc3MzMzMzKzDeBDom5pdliQrbn3u2xklfQVYAbg3N7aCpO5pe0VgS2CR6wKFe9Qx3bi/Ad2B/wDjJZ1AVmCZB/wwIl6UdArQBHwE7AH8CTgFeBO4BvgACKA5dY0tEREXShpOVlWcDFxK9izqLOBA4IAK8z4C/phyGRsRoyqkvVb6Gs6VgX0j4gVJjwKPA09IeijlBjAsIm6XNBTYCVgKODwiHpG0K/Bb4DGgW9l96QFcBPQGXk+5/jdwdopxXUT8DjgD+JKkjyNiWO74pYETsk0tAdwN/AXoCpwbEWMljQbeA74sabcK59sVGJrm/D6NbSlpi4iYr80nIt7KvZ0LlFobe0maBDwNHBURH+Ry/DXZ7/jq9Lt5FVgXOB04CPgCMDAi3q/wOzAzMzMzMzMrtI7+rY4R8bGknwC3kNUTLoqIJyWdBDwUEaUi2D7AlRERucPXA86XNI+sUeu09miIKVzhC/gu8EBEnCppJLAssFpENElaDxgq6a/A2hGxlaTyv4pDyLqaLpN0Swvn2R14KiL2lTQMGFxl3s7AsRHRXOFcJb2AbYCNgWOBw8na/b4ZEe+nR/l2THNvBm4Hzo6IEekxxt8C+5MVlbYhq4reWeG6xkfEFZKOAPYErgWaIiIk3Snpj8AwYPt80QsgIt6TdBqfFfbGp3POAiZLuipNnRIRP0lfOVp+vm8De6XCo8iKgf8oP1eepFXJvua0VPjbKiLelPQbsmeGz0nzjkl5/l5SH2DpdC/2AfaJiB3TMQOBv1c7X2t1770iqwweSNceS/HutKeZM2P2ooZs6Ji1jGtmZmZmZmYdR0TcCNxYNnZC2fvhFY67B1i/vfMpYuFrbeCRtD0VWA5oKq15BbwMfBm4B6BUPczVpNYGbkjbD6ef+QpjaeI6uf0PkRWtZlaYdx4wTNIhZEWaByrk/Hiqek4j61ACmJ7rTIqIeDflWep8OlDS/mQdTqX85kXEe8B7kl4vO8d6wMaSDiPr8LqC7NsRzpL0BaAfWcdZa60QES+mnF7IHTu1hfOdmu7FEmm7RamFcQzwo4j4GCAi3ky7xwG/SNvLkn3F6ea5w5+KiHmSZgNPpLHZZEXBRfbhq2/w5FEnt0cox6xxXDMzMzMzs0bR0Tu+OqIirvH1Atk6VZAtcvYRcGtpXSjg+8B0ckWSsk6s8uMB3gFWSdul6uLzZMUugE3S+0rz3oqII4Ffk3VmVfK1tHj7BikOZAWtki6SlpW0LFkrIMCRZI9q/ojPimxd0uL0qwMrlZ1jOnBGug+bkz2meARwekRsAzyXi9Mab6fF6buRFQtfK8u70vleiohDgJHAL8keYexKdSOBP5daFyUtWXqel+xZ3tK9ehf4DXBxbn2xfLGyUuHSzMzMzMzMzBpcETu+rgWuTo8pvkW2SPorqeMrgCsiYqSklyRNAT4kW+Or5ELgGknfT/sA7gCOkfQN4OPcefZM6029TLaO1FIV5h0maQ+yR+9Or5LzayneSmSPD5b7LXBb2i61/z0ATEqvktPT+4eBV8pijAQukHQkWfFnKDABOFfSU2QFwrY4AbicrHD154iYW/YkZ6Xz7SFpc7J78SuyTqwRkq6KiL3zB0vaguz3sqakn5OtRXYPcJOk98h+tweU5kfEzZJ6kXXV/b6N12JmZmZmZmZmDUjzryNm1rlN6NbPf/AFscvc6e7eMzMzMzMzy5lx+B51/0y7xl//XqjPakXs+OrQJN0E9MgNHRYR0+uVTzWStmH+RzNfiIiDani+QtwXMzMzMzMzM+s8XPhqZxGxc71zaI2IuItsDbHFdb5C3BczMzMzMzOzjsqL27edC19m1iHV4rFUPz5pZmZmZmbWWIr4rY5mZmZmZmZmZmYL5I4vMzMzMzMzM7MCUBf3L7WV75iZmZmZmZmZmXVK7vgyMzMzMzMzMysCednitnLHl5mZmZmZmZmZdUoufBWUpA0lHbyQx46W1KfCeE9JUyT9bZETzOItL2mPKvuWkXSHpEmSbpC0TBpvlnRX+rldbmyxdif27NuH/qNG0HvQAMfswHFrlauZmZmZmZl1Di58FVRETIuIUe0cdgPg7oj4XkuTlLQi3vJAxcIXMBc4ICK2Bq4DhuT2DYiIpoiY2Ipz1MT7z77IzDHjHLODx61VrmZmZmZmZh2Ruqjur6Jx4asDk9Qk6UZJ4yXdK2lI6pKaIGlbSadIWk3SLZK6ShohaXdJK6Vj7pT0lxRrLUn3SxoPrF3llGcA+6a4a0iamDrAjk0xhku6GLgFWFHSeWnOBEkrSPpmOsedqRvtUGCH1LG1Uv5EEfFBRLyc3s4FPknb84DbJV0pqVfZ/dhP0p/S9uOSxqaf+6YcpkpafVHvu5mZmZmZmZl1Dl7cvuObGxG7SfoNsFFEDJA0EtgIICJmSboauABYKiKGSjoLGBER90o6XdIWwIHAL4H7gUernGsYsH1EDJP0Z+DEiLhb0s2SLk1znomIgyR9B5gREUdI2hk4HPgCcGxENKeOsDWBNSLigGoXJ2lp4DBg5zS0Z0S8KWm/lM8v0/i+wDci4mfp/crAIcDXgXOBTYB9gL2AP7Tmxrake+8VWWXwQLr2WIp3pz3NnBmzFzVkQ8esVdxa5WpmZmZmZtYRqYv7l9rKha+O74n0czbwem77UWDb9H4scBYwML1fDzhNUgBLAw+QdXk9EhEfS3qsFeddB3g4bU8D1krbU3Pn2EfSQLK/o3uBPwLDJB0CnAO81tIJUnHsIuD4iHgbICLeTLvHMf/jj8cBW+XePxcRH0iaDTwdEfPS9nqtuLYF+vDVN3jyqJPbI5Rj1jBurXI1MzMzMzOzzsGlwo4vqmznH6wdDvw/4Dfp/XTgl2mdrE3I1tB6AdhAUldg/Vac93lg47S9EfBi2p6XO8cl6RxbpXO/FRFHAr8Gfkv2CGPXFs5xEjAlv5aXpGXT5pYph5IfAGMl9UjvW3NfzMzMzMzMzKyBueOr4CRtAqwaEcemdb5+BPwOGClpObJC1SHA74HLgVfTa0HOAMZIWhK4Pj1Smd8/HjhHUqlo9Sdg7fQtjksDpwOvAL3So5iH5rq5kLQqcCxwj6Tdgasi4jxgoqQ5wAfM3/E1DTgTuETSvq27O2ZmZmZmZmadRxEXl683RcSCZ5l1EhO69fMffAPbZe50/38JMzMzMzMrrJd/tV/dP9Ouctblhfpc5Y6vBiWpH3B+bmhOROxcbX47nO9iPlsnDLKF8++q1fnMzMzMzMzMzFz4alARMR1oWoznO2hxncusmlp1/LmTzMzMzMzMFgd/q2Pb+Y6ZmZmZmZmZmVmn5I4vMzMzMzMzM7MC8OL2beeOLzMzMzMzMzMz65Rc+DIzMzMzMzMzs07JjzqamZmZmZmZmRWAH3VsO3d81YCkZkntUlSUNFxSUyvm9ZE0diHify5XSaMlrdvWWOnY1ua7lqS7JU2SdLmkrml8esqpWdJX09jkhcllUfTs24f+o0bQe9AAx+zAcYsS08zMzMzMzOrDha8GIamj/a7fBnaNiK2BF4Bvp/HXI6IpvZ6qV3LvP/siM8eMc8wOHrcoMc3MzMzMzNpFly71fxVM8TLugCR1kXShpLsk3ZQbX0PSRElTJB2bxn4s6T5Jd0r6uqQekq5I866S1E1Sr7T/JmDTKuf8pqT707yD0/Cakq6RNFXS6qkL7E5JVwND8p1Tkppz4f6Ycjq07Bwbpmu6X9Jv0tiQdI4b00uV8q2S36ci4q2IeCe9nQt8krZ7pS6w8yUtVZbPryUdna7rbklXS5omaV9Jt0qaLKnnAn5dZmZmZmZmZtYgXPhqH7sBr0XENsAuufFjgRMjYktgW0mrprnbRsS2wCPAIcD4iNgOaAb2TGMXRsTOQNcq59wZODbFuSiNLQ18D/gDMDiNrQzsHREXfT7Ep64EtiQrji2ZG58ONEXEZsAOknqk8ZkR8W1gFtC/Sr6V8vucdE92AG5NQ1ulLrCXgENz844BiIjf5651L+AMYJ+I2BG4ERjYwnW2WvfeK7LK4IH03nU7eqyxanuEbOiYtYpblJhmZmZmZmZWH17cvn18GbgHICLmSZ8uNrcO8HDangasBZwInCfpI+D/AesBG0s6DFgKuAJYG7ghHVc6vtx5wDBJhwDnAK8BT6XzzwJKa3Q9GhGf5A9ULsHkkYj4RNJLZIWykrWAsyR9AeiX2/dE+jkLWL5KvuX5PVB+AZK6A2OAH0XExwAR8WbaPQ74RdpeFtgX2Dx3eOlaZ+fymQ2sUH6ehfHhq2/w5FEnt0cox6xh3KLENDMzMzMzaw+f/zhvC+KOr/YxnVSUKVtL63lg47S9EfAiMC0ihpB1dw1Jx56R1rTaHPgL2ZpXG+SOq+StiDgS+DXw2zQWuf2l/xrm5cdSsWn9slgbpMXl1yQroJUcAZyeOtmey8UsP0+lfCvlV24k8OfSWl6Slkz5QdaB9nzafhf4DXBx7v7mc6h03WZmZmZmZmbW4Nzx1T7GA9+RNAl4Lzd+BjAmPT54fUTMkjRG0lpAd+AgsqLRBZKOJCvaDAUuBK6R9H3gwyrnPEzSHmSP/J3eyjxHA5OBm8rGvwf8Cbg4Ij7KVZAnAOdKegr4qIW4lfJtMT9JWwB7kK1L9nPgbLKuuZskvQe8BRxQmh8RN0vqRdY99vvyeGZmZmZmZmadnQq4uHy9KSIWPMusk5jQrZ//4K3d7TJ3ujsNzczMzMys5t444eC6f6Zd8aRRhfr8446vApC0HHBd2fBuuW9F7PDSNz72yA0dFhHT65WPmZmZmZmZmXV+LnwVQCpwNdU7j0WRvvHRzMzMzMzMzBaSuhSq2apDcOHLzGwR1eIRWj8+aWZmZmZmtuhc+DIzMzMzMzMzKwIvbt9mvmNmZmZmZmZmZtYpufBlZmZmZmZmZmadkh91NDMzMzMzMzMrAC9u33bu+OpEJE1eiGNGS1q3bGy4pO0XMochkoa0Yt4yku6QNEnSDZKWSePNku5KP7fLjblIa2ZmZmZmZmZt4sJXg5DU0X7Xc4EDImJr4DpgSG7fgIhoioiJdckM6Nm3D/1HjaD3oAGO2YHjFiVmLeOamZmZmVnjkLrU/VU0xcu4QCQtIemK1NV0haTtJd0q6SZJEyX1SvNOSF1NEyX1Sa+7JV0jaaqk1SvEXlfSvZLulPSbNLycpMslPSppwzTvUUljgV/nO6ckNefCDU05nlR2jlVT/MmS/pLGmlL+10uaImlpSUtKuk7SzcCgFvL7VER8EBEvp7dzgU/S9jzgdklXlu5PLp/9JP0pbT8uaWz6ua+kCdXu1cJ4/9kXmTlmXHuEcswaxi1KzFrGNTMzMzMzs+pc+Kqt3YGnUlfTk8AXAUXEzsD5wKGS+gOrRUQT8GNgaDp2aeB7wB+AwRVibwOcHxHbAiPS2MrAD4EjgR+ksdWBwyLitBbynJhy/Lqk1XLjbwA7RMRWwLKS+qbxjyLiO8CNwADgu8ADEbFTOqZafp8jaWngMODyNLRnuhfjgWG5qfsCm0fEz3PXekg69hjgO8BZwF4tXKeZmZmZmZmZNRCvm1Rb6wAPp+2HgI2BR9L7acAOwFeAplwHVqkL6qmImCdpFjDfGlzJ34Dhki4DxgI3Ac9FxAfpmOXTvOkR8X7ajtzx+RXxSjk9DqyVG/8icJ6k5YE+wKpp/In0s3SeVXIxpraQ33wkCbgIOD4i3gaIiDfT7nHM//jjccBWufela50NPJ3u1WxgvfLzLIzuvVdklcED6dpjKd6d9jRzZsx2zA4YtygxaxnXzMzMzMwaiBe3bzMXvmrrebJi1wRgE+A54KC0b4O0/xng1oj4KYCkbsBqVC9SlcyNiF9KWhKYQlZYqnTMvNzYO8AqkuYA/5Ub3wB4Cvga8Ofc+H7AtRExOhWwSjHLz/NCinEjsBFwX5X8yp0ETMmv5SVp2Yh4F9iS7P6U/AAYK2nPiJhTlsOC7lWbffjqGzx51MntEcoxaxi3KDFrGdfMzMzMzMyqc+Grtq4F9pQ0iayT635gbloLaylgcET8S9IrqeMrgCuAW1sRe5CknwBfIOuoao2RwPXAZOD13Pg2ko4E7oqImVkjFgATgUskfXcBca8FrpZ0C/BWa/KTtCpwLHCPpN2BqyLiPGBiKsx9wPwdX9OAM1M++7bqas3MzMzMzMysoSkiFjzL2oWkJmD7iBi2gKlWIxO69fMfvBXCLnOnu4fZzMzMzMzm8/bpP6n7Z9rljz23UJ9V3PFVEJJuAnrkhg6LiOn1yqetJF3M/OuHnRgRd9UrHzMzMzMzMzPr/Fz4WowiohloXshjd27XZBaziDhowbPMzMzMzMzMrBp5cfs2c+HLzKwDqsVjuX580szMzMzMGk2XeidgZmZmZmZmZmZWC+74MjMzMzMzMzMrArl/qa18x8zMzMzMzMzMrFNyx5eZmZmZmZmZWQF4cfu2c8dXAUhqrncO7U3S9ZLulnSHpNXT2GhJ90tqlrRfbmzd+mZrZmZmZmZmZkXkwpfVy88i4lvAacAvcuP7R0RTRFxep7wA6Nm3D/1HjaD3oAGO2YHjFiVmreLWKlczMzMzM7POwoWvGpF0pqT1Je0gaVoaGyNpL0n3pdf2aXz7CmO7Spoq6WKgm6Tukm7Lxb9DUreycy4paULqmPrfNDZU0l2pk2ojSatJujLt61rqJpP0v2nerZKWTWOPS7pc0qOSNmxhbL5jJfVKOdwp6ZxK9yciXkibc4FPSsPAJakbbM2ya9tW0mWSuqX7dH7K4SBJf5f0mKQNFuJXVdH7z77IzDHj2itcw8esVdyixKxV3FrlamZmZmZmHVSXLvV/FYzX+Kqde4BvAqsAsyUtA/QGfgbsmObcDNwODK8wNhTYBlgBuDMiPpT0UnrsryvwfETMLTvnl4DXI2IXSaUHf8+OiBHpuN9GxP6SVpC0FLA5MCnNGxIR/5F0CLA3cAGwMvBDYGPgB8C0KmPlx/4DaI6I4bk8PkdSV2AYcFga+lVEvClpK+AsYM803gRsB/wgIuZK6gWckO7Dw0Af4OvAwen+mpmZmZmZmZm58FVDU4AzAQGXAbsBrwI9I+JdAEmfdjpVGJsXEe8B70l6PY1dBuxDVvC5ovyEEfF86si6DJgK/AE4UNL+wDyyjiqAW4CdyYpJF6QC1JmS1geWBUotJM9FxAeSZgHLVxqrcuxoYJuUx83ApVXu0VnAJRHxfMr/zfRzsqTTcvNOAAbkCn2vR8Sr6X49n/KZTVYkbBfde6/IKoMH0rXHUrw77WnmzJjtmB0wblFi1ipurXI1MzMzM7OOqYXeEqvCha8aiYjXJK0CzCIrgl0LnAesW3qUkKyABdClylhPsmLOSmnsLuC4NOfk8nNK6g78MSLmpccOLwOOBDYC1iHr4gK4GhgBrBIRj0namKwgt7WkHwGrlS4jH77K2IYVju0aESeknKZRofAl6eDsNsUlubFlI+JdSf2At3PThwDnSdonIt4oy6FSjovsw1ff4MmjPneLHbODxS1KzFrFrVWuZmZmZmZmnYULX7X1MvBYRLwoaSWyxx9fAEprdZ2Qfv62wtjpZI8hPgy8ApAKWo8BS0TEvArnWxO4KHVh/QN4DXggxSk90khEzJC0FtCchqaTFeRuBv5JVqxrrUrHbirpd0A3ssc2K/kL8EBaY+yuiDgRuEzSCmTFrCNyc2cARwFjJe35uUhmZmZmZmZmZhUoIhY8yzoMSWcAf4uIB+udSxFN6NbPf/DWsHaZO9190WZmZmZmBfbv/zmm7p9pl/npmYX6XOGOrwKRdBKwZqnoJWkEsEVuynkRcVVdkmtBUfI0MzMzMzMzs87Fha8CKa2blXs/tF65tEVR8jQzMzMzMzPryNSlUM1WHUKXeidgZmZmZmZmZmZWC+74MjNrELVY487rhpmZmZmZWUfmwpeZmZmZmZmZWRHID+61le+YmZmZmZmZmZl1Su74MjMzMzMzMzMrAi9u32bu+DIzMzMzMzMzs3YhaSdJ0yU9J+m4CvuHSHpd0rT0OiS37weSnk2vH7RHPu74MjMzMzMzMzOzRSapK/BnYAdgJvCgpPER8VTZ1Ksi4idlx/YCTgQ2AQKYmo59a1FycseX1YWkzSTdI2mypD/mxt+R1JxevdLY5MWdX8++feg/agS9Bw1wzA4ctygxaxW3KDHNzMzMzKx9SF3q/lqATYHnIuIfEfERcCWwWysvbyBwW0S8mYpdtwE7LfTNSlz4snp5CdguIrYCVpa0fhp/PCKa0uvNeiX3/rMvMnPMOMfs4HGLErNWcYsS08zMzMzMGsZqwD9z72emsXKDJT0m6WpJX2rjsW3iwlcnJOmbku6XdKekwyTdIWmSpGskdZX0G0k7p7nfkfRrSRtKuisd95u0b0g65sb0UpWxSsfuLukBSRMlfbs8x4h4JSI+SG/nAp+k7fUk3S3pNEmfrtqXznOOpH0kNaVzj5d0b8rpDkkT8seYmZmZmZmZWfuSdKikh3KvQ9sY4nqgT0T0J+vqGtP+WX7Gha/OaWfg2IjYFhgJ7BoRWwNPA9sBVwOD09zB6f10oCkiNgN2kNQj7Z8ZEd8GZgH9q4xVOnYPYK+I2A64qVqikvoDK+We9+0LbA2sAHwnN/VPwL0RcWV6PzciBpH9B7NRRAxI+WzUhvtUVffeK7LK4IH03nU7eqyxanuEbOiYtYpblJi1iluUmGZmZmZm1k66qO6viBgZEZvkXiNzGc4CvpR7v3oa+1RE/CsiPkxvLwQ2bu2xC0MRsagxrIORtCowDFiWrPB1OFl7YG9gRESMkTQR2AW4PiK2l/RV4CzgC0A/YDNgW6BbRFwgaThwJ7BWhbHXKxzbAzia7AsUTo2IZyvk2Qu4lqxA9krZvp3JClq/k/Qa8BiwQ0SEpKa0fbykIWX53B0Rd1S7NxO69fMfvFk72mXudHdZmpmZmZktJu9fMKzun2l7/uiUqp8BJC0BPAOUmlMeBPaLiCdzc1aJiJfT9u5kjTubpxrBVODraerDwMaLugySv9Wxc3orIo5MBbDngdMjYj9JpwKlP9Bm4CRgYnp/RJrXnBaTL83L/0dVbazSsS9FxCGSvgn8Ms357KDsP4axwNGlopeknsAHEfEJsCXweJr+DHAFcCZZMa08h0o5mpmZmZmZmXUq6tKxH9yLiI8l/QS4BegKXBQRT0o6CXgoIsYDP5M0CPgYeBMYko59U9LJZMUygJPaY+1vF746p8Mk7QEsTdbtdZSkTYB3gFLn1dVkXVRfTe8nAOdKegr4qI3nq3TscEmbpxx+VeGY7wHfAM5Iy3INBeYAF0l6D3iB7GtMAYiIUZKGSjoWuL+N+ZmZmZmZmZnZYhARNwI3lo2dkNseSlYDqHTsRcBF7ZmPH3W0huJHHc3alx91NDMzMzNbfP4z6oS6f6b9wsEnFeozgDu+rOYkLQdcVza8W0S8U498zMzMzMzMzApJhao5dQgufFnNpQJXU73zMLP2V6suSneSmZmZmZlZe3Dhy8zMzMzMzMysCDr44vYdke+YmZmZmZmZmZl1Si58mZmZmZmZmZlZp+RHHc3MzMzMzMzMisCL27eZO77scyQNl7T9Qh47RNKQVsxbRtIdkiZJukHSMmm8WdJd6ed2uTEXac3MzMzMzMysTVz46sQkdeTf71zggIjYGrgOGJLbNyAimiJiYl0yA3r27UP/USPoPWiAY3bguEWJWau4jRzTzMzMzKwRqUuXur+KpngZ23wkdZc0XtLNkq5MHVd3SroaGCJpaOqgul/SRumYMWnsTkldJP1O0uT0ftVc7FXT2GRJf0ljTZJuknS9pCmSlpa0pKTrJN0MDErz1pV0bzr+N+V5R8QHEfFyejsX+CRtzwNuT9fSq+xa95P0p7T9uKSx6ee+kiZImipp9fa4r+8/+yIzx4xrj1COWcO4RYlZq7iNHNPMzMzMzKw1XPgqvu8C90TETsBbaWxlYO+IuAg4OyK2AfYHjpbUDVg9jW0XEfOALYGtI2Jb4OVc7DeAHSJiK2BZSX3T+EcR8R3gRmBAyuGBlMMbac42wPkp5ohqyUtaGjgMuDwN7RkRTcB4YFhu6r7A5hHx89w1HpKOPQb4DnAWsFfLt8vMzMzMzMzMGoXXTSq+tYDH0va09PPRiCh1UB0oaX+yTqqIiLmp42ss8JKk/wecAYyR9C/g+FzsLwLnSVoe6AOUusGeSD9nAcsDqwCPpLGp6effgOGSLgPGAjeVJy5JwEXA8RHxNlmCb6bd45j/8cfjgK1y75+LiA8kzQaejoh5aXu9Cveozbr3XpFVBg+ka4+leHfa08yZMdsxO2DcosSsVdxGjmlmZmZm1pA69IpGHZMiot452CKQtDfQJyJOl/Rn4EFg+4g4IO1/FNgIWAe4gKxDq0sqgI0ERgGPRcSc9Eji82TFo8nABsC/ImJ0KmBdkE67fUQMyy1iPwdYOyJGSPorcB9wVYq5JDAlIr5RIfeTgTci4uzc2LIR8W5aXH9wRBwhqRk4GvgtWUfYHEmTI2IrSX2AUyLiAElNpdyq3a8J3fr5D96sAHaZO91fV2NmZmZmVmbO2N/V/TNtjwN+U6h/q7vjq/iuBf4m6RbgPWC1sv0PAJPSC2AZYLykrsC7wOPAdZJ6pP3f47OuqYnAJZK+24ocrk45lB63HCTpJ8AXyDq+5pPWEjsWuEfS7mSFsvOAiZLmAB8wf8fXNODMlM++C8jHzMzMzMzMrPPpUqiaU4fgjq9OQNISEfGxpPOASyLi3nrn1FG548usGNzxZWZmZmb2eXMuH1H3z7Q99htaqH+ru+Orc5iQFol/rqMWvSRdTLYeWcmJEXFXvfIxMzMzMzMzs87Pha9OICIG1juHBYmIg+qdg5mZmZmZmVmRyYvbt5nvmJmZmZmZmZmZdUru+DIzsw6nFuvxed0wMzMzM7PG48KXmZmZmZmZmVkR+Fsd28yPOpqZmZmZmZmZWafkji8zMzMzMzMzsyLw4vZt5jtmZmZmZmZmZmadkgtfBSbph+0Up4+k7XLbYxchVnMr550o6d70GpDGhkiaLqlZ0hm5sUMWNh8zMzMzMzMza1wufLUTqS79hu1S+AL6ANu1U6zWuiQitgB2Bk7MjZ8ZEU0R8evFnM98evbtQ/9RI+g9aIBjduC4RYlZq7iNHLOWcc3MzMzMOiyp/q+CceGrCklNkm6VdJOkiZJ6STohdSNNTJ1RfSTdKelqYIik+ySdL+lRSQdJ+rukxyRtkGKeLekuSXdLWiON3SfpAknTJO2UxnaVNEnSPbmx+eZJGgSsn/LZoSz3ZST9b9qeLGl3SWtJ+osy56VrmCBpBeBQ4EBJd5TFaW2+h6bxP+aOHZOOvbNSUTAiXkibHwKR2/XzdO3zfZKVtFrKd1VJo9M1TJF0iqRzJU1trw44gPeffZGZY8a1V7iGj1mruEWJWau4jRyzlnHNzMzMzKzz8OL2LVNE7Cxpb+AnwGoR0SRpPWAoMAJYGdg+Ij6RdBxwAtAVeJisk+rrwMHAz4ChEfEfSdsDhwHHA73Sz27AuZJuBY4m68DqAtwE3Fw+LyJ2l/R4RDSVJx0R/07Fr+7Am8AWQE/gHmBXYEZEHCFpZ+BwYCTwj4gYJqlPLlRr8r09Xd+WwKbARpK6AatHxDaSFBH5wla54cD5afta4BLgi8CtkjZJ46umHH8UEbOVVZhvTdcwHdgH+BUwEbiohXOZmZmZmZmZFVcX9y+1lQtfLXsk/ZxGVuSam1vD6uX089GI+CRtvx4RrwJIej4iPpA0G1gh7f916mTqBjydO+a1dMzywIrAesDtaf/Kyio95fMW5AXge8CNwObAN4Ez09g+kgaS/f7vbSFGa/N9KSI+ljQVICLmpo6vscBLkv5fRMwrDy5pd+CLEXF5Ou7t0jkkPQP0Tu8PB46PiNm5w59IP18GnkjnbKnA1ibde6/IKoMH0rXHUrw77WnmzJi94IMcc7HHLUrMWsVt5Ji1jGtmZmZmZp2HC18t2yD38wJg1Yj4KUDqaloNyBd0osq2JH0RaIqIb6VHE/evNA94A3gcGJi6yLpFRJQVdVTh2HL3kHWOHQhsBHwlIl5IHVKXRMRZuevYlKxLLZ9wW/JdU1LXdB7S9hURcYmkkcA3gPvL4vcHfgzskhtbNiLeldQD6Au8nnadAnxX0tMRcV+FPNqt4FXy4atv8ORRJztmB49blJi1itvIMWsZ18zMzMzMOg/3yLVsrqSbgSPJHrV7Ja2pdSdwUBtjvQW8J2kiuWJPudQZ9QfgjnSeP7UQ8wFJ10r6VoV9U4A1yTqjHkrnBxgP9ElrfE0kW1z+CWBLSVctRL4fAxeTFdr2SMPLpPynAF8iK+SVO5Oso+sWSdelsV9IuhdoBk6LiLlp/CPgAOC36TFTMzMzMzMzs8ajLvV/FYxaXn6pcUlqIlu7a1idU7F2NKFbP//BmzWoXeZOL95X0JiZmZmZ5Xzw97Pr/pl2qT2OKtS/q/2oYycg6Shg99zQuIg4u175lEtfDnBEbujeiBhar3zMzMzMzMzMCqlLoWpOHYILX1VERDPZI3cdXipydZhCV7mIuAq4aoETzczMzMzMzMzakQtfZmbWEGrxqLMfnzQzMzMz69hc+DIzMzMzMzMzK4ICLi5fb75jZmZmZmZmZmbWKbnjy8zMzMzMzMysCOSVNtrKHV9mZmZmZmZmZtYpufBl85E0RNIhC3lsk6ThrZx7vaS7Jd0hafU0NlrS/ZKaJe2XG1t3YfIxMzMzMzMzs8bmwlcDkDrk6nc/i4hvAacBv8iN7x8RTRFxeZ3yAqBn3z70HzWC3oMGOGYHjluUmLWK28gxaxW3VrmamZmZmbWLLl3q/yqY4mVsVUnqIulCSXdJuil1Tp0BXCJpDUkTJU2RdGyaP1zSFZJulzSqLFa31I01SdI1krpK6pO6tK6RNDXXqXWRpNuBQ9L7Xuncd0o6p1KuEfFC2pwLfFIaTrleL2nNsny2lXRZyus+SedLelTSQZL+LukxSRu01718/9kXmTlmXHuFa/iYtYpblJi1itvIMWsVt1a5mpmZmZlZfbjw1bnsBrwWEdsAu6SxcRFxAHAscGJEbAlsK2nVtP+JiNge+EjS5rlYHwO7RsTWwNPAdml8aeB7wB+AwZI2BT5JMZ5KczYCmiNiW+CoaslK6goMA85PQ7+KiG8CpwNn5aY2AT8ChkTEXKAXcAKwMzAC2A84HDi4FffIzMzMzMzMrJik+r8Kxt/q2Ll8GbgHICLmKfuDnJr2rQM8nLanAWul7UdyY/m1tHoCIyWtBvQGnk2vp1LsWWn+2rkYU4EtgEnANpIuA24GLq2S71nAJRHxfMr5zfRzsqTTcvNOAAakohfA6xHxKoCk5yPiA0mzgRVavDtt0L33iqwyeCBdeyzFu9OeZs6M2Y7ZAeMWJWat4jZyzFrFrVWuZmZmZmZWH4qIeudg7UTSd4FNImJYWtdrIrB9RHws6c/AVRExSdItwA/Juqg+jIgRkv5CVqDqR1YQfQtYPyKGSzqVrOjVDJwSEQdIaiLrxLoJ+GFEHCbpOGAp4LSI+CDlNC0iNqyQ68HA1yLiF7mxZSPiXUn9gLMiYldJo4FLgN8A+0TEG5ImR8RW6ZjJEbGVpD6l3Fq6RxO69fMfvJm1m13mTi/e/+RlZmZmZoX1wYS/1v0z7VK7HF6ofwP7UcfOZTywiqRJwA1l+84ATpJ0D9ljiLPS+HqS7gB6RMS9ufn3A4Mk3QD0qXbCiLgf6J5ifDkNbyppsqT7gdurHPoXYJO0Fthv09hlkiYDFwLH5ebOIHtkcqykpatevZmZmZmZmVlnpi71fxWMO74amKThwOSIqFac6nTc8WVm7ckdX2ZmZma2OH1w48i6f6Zd6tuHFurfwF7jy2pO0giytb9KzouIq+qVj5mZmZmZmZk1Bhe+GlhEDF9M5xm6OM5jZmZmZmZm1ql1Kd6jhvXmO2ZmZmZmZmZmZp2SO77MzMwWUi3WDfS6YWZmZmZWlfxPxbZyx5eZmZmZmZmZmXVKLnyZmZmZmZmZmVmn5EcdzczMzMzMzMyKQO5faivfMTMzMzMzMzMz65Rc+KoRSZPrfP7mKuOjJa3biuOHSNpYUpOkU9LYD9s5x+sl3S3pDkmr5/K7X1KzpP3akrOZmZmZmZlZpybV/1UwLnzVgFT83sOIGB0RU8uG27XwBfwsIr4FnAb8Ije+f0Q0RcTl7Xy+VuvZtw/9R42g96ABjtmB4xYlZq3iNnLMWsUtSkwzMzMzM2udwhdo6iV1RB2StoenzqjxksYDA4ElUqfSQ5J2TfOGSrordTRtlMaaJZ0l6UFJB1c5V6uOk7SrpKmSLga6tZD+UEmTJJ2Ujvu0o6rUKZauaftcDocC66fzrp8b7yNpbNpukjQ8bT8h6W8pn29USiIiXkibc4FPSsPAJakbbM2y+7CtpMskdZN0n6TzJT0q6SBJf5f0mKQNWrjuVnv/2ReZOWZce4RyzBrGLUrMWsVt5Ji1iluUmGZmZmZm1joufLWvJSNiUETcBKwEnABsAwxN+8+OiG2A/YGjc8eNBbYCflAlbmuPG5rOdwLQu4U8J0bE1sDXJa3WmguLiJHA46kT6/FWHLIqcBAwCDix2iRJXYFhwPlp6FcR8U3gdOCs3NQm4EfAkIiYC/Qiu86dgRHAfsDhQMXioZmZmZmZmVnhdelS/1fB+FsdF17ktksPuT6cG/tXRMwAkFTqZjpQ0v7AvLLjn4iIuZLmVTlXa4+bFxHvAe9Jer2F3B9JPx8H1qpyLVWljq//AV4Bjq1y7HO5XJZrIdxZwCUR8TxARLyZfk6WdFpu3gnAgFT0Ang9Il5N+TwfER9Img2ssKD8W6N77xVZZfBAuvZYinenPc2cGbMdswPGLUrMWsVt5Ji1iluUmGZmZmZm1jqKiAXPss+R9F1g/Yg4WdLfgXOA7SNiWNr/HFmX0pvAbRGxpaRHgY2AdYALIqIpPVq4fUR8LKk5IpoqnKtVx0maAuxIVvxpjojPLQgvaTRwS0RcIel64AiyLrJrgAeAFyJi1fTI4mTg49J1Sbo7rcmVj7c8cHVEbC/pZ0CviBgu6U3gS8ByKeddKuRyMPC1iPhFbmzZiHhXUj/grIjYNeV8CfAbYJ+IeEPS5IjYKh0zOSK2ktQHOCUiDqj4SwMmdOvnP3gz69B2mTu9eCuGmpmZmdliMWfipXX/TNtjuwML9e9Vd3wtvDuAY9L6VR9X2P8GMBzYEDgpjT0ATEqvtmjtcaenOQ+TdWNVs42kI4G7ImKmpEuAi4FpCzjun5KuAY6PiP8DiIi3Jc2QdDvwXO74fwIXAesCR1aJ9xfggVTEuysiTgQuk7QCWRfaEbm5M4CjgLGS9mwhRzMzMzMzMzMzwB1fViP5jqyOxB1fZtbRuePLzMzMzKpxx1fbueOrg5F0FLB7bmhcRJy9kLH2Zv6uqXsjYmi1+bUkaQSwRW7ovIi4qh65mJmZmZmZmRWSire4fL2548saiju+zKyjc8eXmZmZmVUz587L6v6Ztse2+xfq36vu+DIzM+tAalWgd0HNzMzMrBNwx1eb+Y6ZmZmZmZmZmVmn5MKXmZmZmZmZmZl1Sn7U0czMzMzMzMysAEJevaKt3PFlZmZmZmZmZmad0mIpfEkaIumQhTy2SdLwhTx2eUl7LMyxuRijJa27KDFaeZ4mSWu3sH9DSV/PbR9c65wWhqT/aeW8tSTdLWmSpMsldU3j0yU1p9dX09jkWuZsZmZmZmZmVgjqUv9XwSx0xlIhrnZ5oFWFrw5wPU1A1cIXsCHwdYCImBYRoxZDTm0WET9t5dS3gV0jYmvgBeDbafz1iGhKr6dqkWNr9Ozbh/6jRtB70ADH7MBxixKzVnEbOWat4jZyTDMzMzOzzmiBxR5JXSRdKOkuSTelTpwzgEskrSFpoqQpko5N84dLukLS7ZJGlcXqJumO1OVzjaSukvqkzp9rJE2VtHqae5Gk24HPdYpVOqZSbOBQYIeU8zckjU3Hf9pFJunRNP5rSQeluQ9J2nEB9+V6Scul7bMkbSppXUm3pns1LO3bTNLD6Z48nMZWkjRe0p2S/iJpSWAIcFaKtWGKcb+k36RTHgocI+mylP8pKdax6f5PlLRGGns8dVE9KmnDKvk/Lmls+rmvpAll93++uJJ6pXtzp6Rz0pyzU5535849Of38Sq5z66jy80fEWxHxTno7F/gkbfdKv8PzJS1VlvOvJR2d+/1fLWlayv9WSZMl9Wzp99Za7z/7IjPHjGuPUI5Zw7hFiVmruI0cs1ZxGzmmmZmZmVln1Joup92A1yJiG2CXNDYuIg4AjgVOjIgtgW0lrZr2PxER2wMfSdo8F+tjPuvyeRrYLo0vDXwP+AMwWNKmwCcpRrWun/mOqRJ7JHBbRDQBr1eJszpwWEScBlyV5g4Ajl7AfbkeGJS2N46IB4BTgYPTvfrvVET6f2neIcAaaf5xwIiI2Bb4N7AxMBr4VUT8CpgONEXEZmSFux7pWs6MiP1LCUj6L2C7dP9PAIamXSsDPwSOBH5QJf+VU06HAccA3wHOAvaqEncjoDnlXCpkDU3X+tsUJ28EcHi6n1Uff0x/MzsAt6ahrdLv8CWyYl9p3jEAEfH7NLQ0sBdwBrBPROwI3AgMrHYuMzMzMzMzs0KT6v8qmNZ8q+OXgXsAImKesoucmvatAzyctqcBa6XtR3Jj+fWxegIjJa0G9AaeTa+nUuxZaf7auRhTgS0k7QAcn2L+qcIx1WKXRG47/5uaHhHvp+2BqTtJZIWhlowD/irpqdw96Adcmu7R8sBqwLIRMRNAUimf9YDTJAVZAeeBsthrkXV/fSHFrJZLH+CxtP0QcGLafi4iPkj3Zvkqx5bmzAaeTvdydsqtUtxJwDaSLgNuBi4l65IbAHQjKzbmrRgR/wfZ302lBCR1B8YAP4qIj9PcN9PuccAv0vaywL5Avoj6VC7nJ9LYbGCFKtfbJt17r8gqgwfStcdSvDvtaebMmO2YHTBuUWLWKm4jx6xV3EaOaWZmZmbWHiTtBJwNdAUuTI1G+f2/JGvE+ZisSemHEfFS2vcJ8HiaOiMiBrGIWlP4mk5WcLhBn62DVSpkPE/WrTSJrCOo1NmzAVn3zQZkBZJ+aXwg8ExE7CfpVD4rQJUXpV4Atk3vNwKIiNuA2yB71LHCMZVizyW70QDvAP+VttfPHZsvygwFtgG6A1Oq3ZCUz+vpUbwhwBVpeDrw84h4OT1qGcC7qavpbT4rAk4HxkbE1HQ9SwBfyeV6BHB6RDSnRwdL19K9LI0Xye4xwCZkvw+oXuSb7xKqbKtK3K4RcULKd5qkG8m60r6VipL7M7/XJX05Ip6R1KVK8Wsk8OfSWl7pkU9FxIfAlrnreRc4BbhY0oGtyH+RffjqGzx51MntEcoxaxi3KDFrFbeRY9YqbiPHNDMzMzNbVKkW8meyJ7tmAg9KGl+2hvcjwCYR8R9JR5A9ybV32jcnIjZsz5xaU/gaD3xH0iTgvbJ9ZwBjUsHi+oiYlbqd1pN0B1l17l5JpcLX/cDxkjYhK0Q9SwURcb+kI1KMl4AZrcizUuxXyNaMuprssbkZytYNey7tK3cDWRHvAbJC1YJMIHvc82fp/fHARamTaS7ZI5gnkz0W+RzwzzTvd2TdacuRFd4OAZqBEZI2S3HPTd1kH6Vj7gNGS/oacA1ARLyS1ty6J82r9lhjm1SJu6mk35F1d90OvAW8J2kin3WH5f0GuCB1tY0jq/Z+StIWZF88sKakn6f99wA3SXovxT8gl9PNknoB5wC/x8zMzMzMzKzRdKn39/It0KZkT5j9A0DSlWRLaH1a+IqIO3Pz7yP32b8WFBELntWWgNmi8ZMj4vZ2DVxQkpaIiI/Touu3pnWzrE4mdOvXvn/wZmYFscvc6cVbkMHMzMzM5vOfKdfU/TPtF7YcXPXflZL2BHaKiEPS+wOBzSLiJ1Xmnwu8EhGlL/D7mGyJq4+B0yLi2kXNtzUdXw0vdaydnxuaExE7t/LwLSWdBCwDnNTuybWCpIv5bP01yL6Q4K7FnMNNQI/c0GERMX1x5mBmZmZmZmZWZNEBFpeXdCi5L6MDRkbEyIWIcwDZ8krb5IbXTE8Trg1MlPR4RDxfOULrtHvhKyKGt3fMeksFmqaFPPYu5v8lLnYRcVA9z59yaG2h0MzMzMzMzMw6qFTkqlbomgV8Kfd+9TQ2H0nbky0XtU1a57sUe1b6+Q9JzWTrvi9S4avDPxxqZmZmZmZmZmaF8CDQV9JaaT34fcjWjv+UpI3InqobFBGv5cZXSGumI2lFsi+9yy+Kv1D8qKOZmVkDqMUah143zMzMzGwxU8fuX0prnP8EuAXoClwUEU+mJaAeiojxwJnA0sDf0hckzoiIQcB6wPmS5pE1ap1W9m2QC8WFLzMzMzMzMzMzaxcRcSNwY9nYCbnt7ascdw+wfnvn48KXmZmZmZmZmVkBRAfv+OqIfMfMzMzMzMzMzKxTcuHLzMzMzMzMzMw6JT/qaGZmZmZmZmZWBPJ3C7WVO76sRZKaq4wPkbTxIsQ9X9IUSZMl9U9jwyU9KqlZ0i9zYxUXvqulnn370H/UCHoPGuCYHThuUWLWKm4jx6xV3EaOWcu4ZmZmZmb14sKXLZSIGB0RUxchxGkRsSVwEHBibvxXEdEUEX9YtAwXzfvPvsjMMeMcs4PHLUrMWsVt5Ji1itvIMWsZ18zMzMzaR6hL3V9FU7yMOzFJ35R0v6Q7JR0s6W5J10iaKmn1NOccSZMk3SBpOUk/lvQdSX0lvanMbyVtWiH+Qamb6iFJO6ax0ZL+mjqvTkxj35D0sKT/BVaokutwSdtL6iLpQkl3Sbop7dssnWeKpIMqHR8RL6TNucAnuV2nS7pd0oZl5/uapOskLZNi/z5dx88kjU2dYgPbdMPNzMzMzMzMrFPzGl8dy87AsRHRLGkt4CfANsC+wGBJ9wA9I2JrSQcAhwO3AnsBXwQeBL4KbAScUiH+VRFxsaTlgL+lYwFuiYjDJd0P/BY4Afgu8Cbw0gJy3g14LSIOkT4t/Z4EDAL+Ddwm6bKI+KjK8SOAc9L2ORExXFJf4CLgW2n8v4GfAQdExL+VPdN8GXA8MDtdc1fgr8AtC8i3Vbr3XpFVBg+ka4+leHfa08yZMdsxO2DcosSsVdxGjlmruI0cs5ZxzczMzMzqRRFR7xwskbQqMAxYlqwYdFRE7C+piawANh34YkT8WdJXgF+RFb+uA2akn2sBu0bErhXi7w4cBQhYOSLWkzQaODUinpXUHBFNku6OiG+lY+6NiC0qxBoOTAY2Bp6MiBty+14B/i+9XREYGBGzKsT4ObBMRJxcYd/dEfGtdJ5Dgf0j4s60rxnYISLmSpqSHpkkn3c1E7r18x+8mVk72WXudK+uamZmZrYY/fvBG+v+mXaZb3y7UP8GdMdXx/JWRByZCmCjgH/l9gl4Htgxvd8EeD4iPpE0D1geaCbrtppYJf5QsgJad2BKbrz8P5x30qOVbwF9F5DzdGBz4AZJXSJiHvAIsGdEvC+pW0TMLT8oPWr5TWDv3NiyEfGupBWZ/2/zZ8BvJP0zIp4ryzmfe6H+4zMzMzMzMzOz2nLhq2M5TNIewNLAVcD6+Z0R8WD6NsW7yR4j3C/tegRYPiI+lPQxcE+V+DcAk4AHgLdbyONkYDzwDFknWUvGA9+RNAl4D/g22WL11yt7JvFNYHCF4/4HeBe4U9L0iDgMOFPS18jWnjsuN/dt4PvAWEn7LyAfMzMzMzMzs86pgIvL15sfdbSG4kcdzczajx91NDMzM1u8/v3QzXX/TLvMJjsV6t+A7vjqpCTtDRyRG7o3IoYuZKxtyBa9L3khIip+W2OV448Cds8NjYuIsxcmFzMzMzMzMzOz1nLHlzUUd3yZmbUfd3yZmZmZLV7vTr2l7p9pl914YKH+DeiOLzMzM1sotfgfE1xMMzMzM7P25MKXmZmZmZmZmVkReHH7NvMdMzMzMzMzMzOzTsmFLzMzMzMzMzMz65Q6ROFLUpOkU+qdR0ciabik7et07u9K6tXC/iZJa7cy1nBJTRXGN5N0j6TJkv6YG39HUnN69Upjk9t+FWZmZmZmZmadS6C6v4qmQxS+2kr67KHW/HatzlGEuO3su0DVwhfQBLSq8NWCl4DtImIrYGVJ66fxxyOiKb3eXMRzLLSeffvQf9QIeg8a4JgdOG5RYtYqbiPHrFXcRo5Zq7i1ytXMzMzMrDU6UhFmU0k3SZooqbekOyRNknSNpK6S+ki6U9LVwBBJ90k6D/i9pHUl3SrpLknDACSNlvTX1FF0YqUTStpA0pQU64DccecCN1eY/01J96c8Dk45TZE0PsVYK83735TLrZKWTWOPShoL/FrS71Jed0paVdJKKcadkv5Sds7zJH0tbf9c0uAKed1VKqhJ+puk/0odVc0pv4PSvkGSpkoaWeqiKr93ktYAdgIuk3SMpJ1SnIckfV/SksAQ4CxJZ0nqIemK9Hu7SlI3Sb3StdwEbFrp3kfEKxHxQXo7F/gkba8n6W5Jp0n6tJSszDmS9kkdZzeme3avpCHp72VC/phF8f6zLzJzzLj2COWYNYxblJi1itvIMWsVt5Fj1ipurXI1MzMzM2uNjlT4UkTsDJwP/BDYNSK2Bp4GtktzVgb2joiLgBWBUyPil8CpwMERsQ3w35JWT/NvSR1F365yzpOB/YFvAT+V1C2NT4mIHSvM3xk4NiK2BS5KY72APYCjgGPT2JCUy/8Ce6ex1YHDIuI0YEtg6xTnZeA4YER6/29JW+TOeRmwT+78EyrkNQXYUtIXgKUj4hXgJGAQsBWwfypYHQtsDfwW6J2One/eAfPIin77R8SZwKSIaAI2T/l/BIwGfhURvwIOAcZHxHZAM7BnGrsw/T67Vsj3U5L6AytFxFNpqG/KcQXgO7mpfwLujYgr0/u5ETEIuB7YKCIGALOAjVo6n5mZmZmZmVlRhbrU/VU0S9Q7gZxH0s9pwA7AKEmrkRVonk2vRyOi1Bn0WkTMTNv9gEtTs8/ywGpp/In0c06Vc64QES8CSHqBrLAGMLXK/POAYZIOAc4BXiN7NO9jSdOAdSV1Bc5Mj+4tC5T+Z+7pEfF+2j4DGCPpX8DxwHrAaZICWBp4IHfOKcBwSX2Al3NdUnlXAz9I+d+UxjYAxqftFYGVgE9SDu9LeiPtq3bvSjZOHXPdgK9WOPd6ac5hwFLAFWSPQd6Q9j9c4RgAlK3hdS6wV2ms9HijpGvJiljjgS8DHwA/zx1e+t3OBl7Pba9Q7Xxt0b33iqwyeCBdeyzFu9OeZs6M2Y7ZAeMWJWat4jZyzFrFbeSYtYpbq1zNzMzMzFpDEVHvHFC2+PnQiBgoaS+yrp9uETFc0qlkRa9m4JSIKD2SODl1cyHpKuDnEfFyKjwFWUfWKRHxnKTm1LVUft7rgZ+SdQpNIevEuqB0XIX5PSJijqRVgVHAEcCNwPrAxsDBwEjgpxExRNKPgNXSdeTzLcX5DfA8WTfV2IiYmvYvAQwDJkfE7ZJ+l+7JqIj43COY6Zi70nUcExGz0mOGe0bE+5K6RcTc9HjjjmQFrrsiom+Ve3c+8PuImF52j56JiLUkHQ88FBG3SDoKmBkR16Q8ugG/BGZExBWSbgZOi4jmsnyXICtqDY+IB9JYT+CDiPhE2ZcdPB4RV6W8LwbWi4ij09/L9hExTNIQYImIuFDS8NI9q3SPACZ061f/P3gzM6tql7nTi7diqpmZmdli8va05rp/pl1+w6ZC/XutI3V8zU1FkqXIupfGSdoEeIes8NWS44GLJHUnWy/qc+tgVXECcDnZ43h/TsWhluYfJmkPsq6s09PYa8C1ZB1V+wOvknV+3Qz8k6xgVO46ST3S9veAicBIScuRPWp4SNn8y8gKf/u2kNv9wOYRUTrficD1ac2rN8nuyRnAJLKuulfTvEr37hbgL5L+Rtaxdl065u10TDMwQtJmwJnABZKOBAQMBS4ErpH0feDDKvl+D/gGcEa650PJOvMukvQe8EK6BgAiYpSkoZKOTddqZmZmZmZmZtaiDtHxVVTp8cNPu9BqeJ6vAkdGxE8WMc4S6bHM1YCREbFL+2RYHO74MjPr2NzxZWZmZladO77ariN1fNWUpL3JHk0suTcihrYwfzmyTqe83SLinVrk10Ie3yLr1PpBer8N2eL0JS9ExEGtDLenpCOAnsDP2jXRFnSUe2lmZmZmZmZWZNHyU2pWgTu+rKG448vMrGNzx5eZmZlZdW89elfdP9OusME2hfr3WsN0fJmZmZmZmZmZFVmoS71TKBwXvszMzKzDqEVnrrvIzMzMzBqXS4VmZmZmZmZmZtYpuePLzMzMzMzMzKwIvLh9m7njy8zMzMzMzMzMOiV3fJmZmZmZmZmZFYAXt28737FORlKzpIUqaEoaItXmv6IUe0gb5n9XUq/csRvXIi8zMzMzMzMz67xc+LK8ISzE34SSds7lu0AvgIgYHRFT2zl+i3r27UP/USPoPWiAY3bguEWJWau4jRyzVnEbOWat4hYlppmZmZl1Ti58FZSkMyWtL2kHSdPS2BhgZeB0SQ9KOjiNb5Y6waZIOiiNDZV0l6T7JW0kaVNgQ+AOSQdWON9oSaMkTZJ0UhobLuli4BZgRUlXpP1XSFpC0pKSrpN0MzAoHdMk6ZS0/WkXmKRTJE2WNFHSGsBOwGWSjknn2T7FLD9Hk6SbJF2frm/p9ri/7z/7IjPHjGuPUI5Zw7hFiVmruI0cs1ZxGzlmreIWJaaZmZlZEQSq+6toXPgqrnuAbwJbArMlLQP0Bl4DxgJbAT9Ic08iKzxtBewvaUng7IjYBtgfODoiHgCmAQMi4tIq55wYEVsDX5e0Whp7JiJ2BJqAp9L+J4HBZF1bD0TETsAb1S5E0kbA2hGxFTAA+CdwM7B/RJyZm7p7hXMAfBQR3wFuTMebmZmZmZmZmXlx+wKbApwJCLgM2A14FVgTeCIi5kqal+ZuAIxP2ysCKwG7StofmAdEK8/5SPr5OLBW2i49grgO8HDafgjYGPgkd0xpXv5cSu+/TFbIIyICoMqTk5XO8SrwRBqbBSzfymtpUffeK7LK4IF07bEU7057mjkzZjtmB4xblJi1itvIMWsVt5Fj1ipuUWKamZmZFYEXt287pTqDFZCkW8mKPb8FrgXOA/YFto+IjyU1R0STpJuAPSPifUndUlHsUWAjsmLSBWnebcCuEfFhhXONBm6JiCskXQ8cARwCTI6I2yV9D1gvIk6SNAx4jqyotXZEjJD0V+A+sq6yn0bEwZL+ADyWxo6OiAPSuQSMBH4fEdMlDQcmAytUOMcr6XqHlR6bjIjR1e7ZhG79/AdvZtZgdpk7vXg9+WZmZmYVvP7k/XX/TLvSf29WqH9buVRYbC8Dj0XEi2RdXPdUmXcicL2kO4Er09gDwCTgoNy8CcC1kgZT2TaS7gYejYiZZfuuBf5b0iRgfeCaNPZNSbfwWSfWY8Cqkm5MORMR04CX0hpdE4HlyNYN+4ukwxdwDjMzMzMzMzOzitzxZa2SOr5OiYjn6p3LonDHl5lZ43HHl5mZmXUWrz/1QN0/06701U0L9W8rr/FlnyNpb7JHGUvurVcuZmZmZmZmZmYLy4Uv+5yIuAq4qt55mJmZmZmZmZktChe+zMzMzMzMzMwKILxUe5u58GVmZmadWq3Wd/TaYWZmZmYdnwtfZmZmZmZmZmYFEPL/7tZW7pEzMzMzMzMzM7NOyYUvMzMzMzMzMzPrlPyoo5mZmZmZmZlZAYTcv9RWvmMNRNL/1Pn8zW2Yu7ykPXLv65q7mZmZmZmZmRWPC1+N5ahaBZbavey8PPBp4SsiftrO8VvUs28f+o8aQe9BAxyzA8ctSsxaxW3kmLWK28gxaxW3kWOamZmZtbdAdX8VjQtfnZykJknjJY0HHkxjX5HUnF5HpbET0vuJkvpUiNNH0pQU6z5Ja6XxRyWNBX4tafu07z5J26f9u0qaKulioFsaa5a0RGm7Sk6HAjuk9ytJmpzmVTpHs6SzJD0o6eD2uG/vP/siM8eMa49QjlnDuEWJWau4jRyzVnEbOWat4jZyTDMzMzOrP6/x1RiWjIidSsUjYARweET8n6QukvoDq0VEk6T1gKHAYRXi9AK2ATYGjgUOB1YHvhkR76f4O6a5NwO3p1jbACsAd7aQ43w5AWsAa0TEAQD67Ctbh1c4B8BY4DfAbcCoVtwTMzMzMzMzM+vkXPhqDA+XvV8xIv4PICLmSfoK0JRbg+vlKnEej4iPJU0D1k1j0yPi/bQdEfEugKRP0ti8iHgPeE/S66V5uZililZ5TtWupdI5AJ6IiLmS5lU7sC26916RVQYPpGuPpXh32tPMmTHbMTtg3KLErFXcRo5Zq7iNHLNWcRs5ppmZmVl78+L2baeIWPAsKyxJTcD2ETFM0uSI2ErS34HjIuKZ1F3VHzi4tI6WpG4RMbcsTh/gRmB9so6vgyPisFLMNGcKsHM65OaI+GYa25Gs46s5ItaVdC3wU2AOMCUi+lXIaRXg9xGxb4pdyr3SOZrTNX4sqTkimqrdjwnd+vkP3szM2sUuc6cXb5ELMzMzK7TZ0x+r+2faVfv1L9S/gdzx1Zh+A1wgKYBxEXG2pFdSASmAK4CRFY57DbgWWAnYv8L+35I9aghwQvp5OjCJrOvslTQ2ErgemAyUusDmywk4F+gl6Wqy9b5aOoeZmZmZmZlZpxfVn46yKtzxZa2SOr5OKa25VVTu+DIzs/biji8zMzNb3GY983jdP9Ou9uX1C/VvIHd8WUWSbgJ65IYqLXZvZmZmZmZmZtZhufBlFUXEzhWGC93tZWZmZmZmZlZkQaGarToEF77MzMzMFkItHp/345NmZmZm7cuFLzMzMzMzMzOzAgh1qXcKheM7ZmZmZmZmZmZmnZILX2ZmZmZmZmZm1in5UUczMzMzMzMzswLw4vZt544vMzMzMzMzMzPrlFz4ssVG0p8kdW3FvA0lHbw4cqqmZ98+9B81gt6DBjhmB45blJi1itvIMWsVt5Fj1ipuI8esZVwzMzNrTKEudX8VTfEytsKKiJ9HxCetmDctIkYtjpyqef/ZF5k5ZpxjdvC4RYlZq7iNHLNWcRs5Zq3iNnLMWsY1MzMzs9Zx4avBSGqSdJOk6yVNkbS0pCskTUo/l5D0e0m7SPovSbdV6tKStJmk5hTjoDTWnI59SNLPJI2V9Kikgbn9S0j6saT7JN0p6euSdpf0gKSJkr6dcjwlHXNsOsdESWukscclXZ5ibyipV4p9p6RzFuf9NDMzMzMzM7OOy4vbN6aPImI3SccDg4GnImJfScPS+/8H3AS8DRxdpUvrJGAQ8G/gNkmXpfHLgOOB2cBXga7AX4FbcsfuBmwbEXMkCfgFsFdEvJjebwMg6b+A7SJiS0lbAUOBI4CVgR8CGwM/AG4AmiNieDp+kXXvvSKrDB5I1x5L8e60p5kzY7ZjdsC4RYlZq7iNHLNWcRs5Zq3iNnLMWsY1MzOzxuTF7dtOEVHvHGwxktQE7BARx0saAqwJPBQREyTtBGwcEaemotjWETGwSpxXgP9Lb1cEBpIVvXaIiLmSpkTElmnu3RHxLUnNwPbAN4DDgI/IimwrAEeTFWJPBVZL824ABkfEMZKWAq6PiB1KsSX1AU4EDk1x1gFujohLq13/hG79/AdvZmYd1i5zp/tfs2ZmZlbVi889U/fPtH3W/XKh/r3iRx0bU/4/lP+QdU4BbAI8L2kVYGvgxVQoq+QRYJeIaAI2iohZZbHz5yj/j2JaRAwBmoEhwEsRcQgwEvhlbt6LwAb53KrE7hoRJ0TE/sCvquRrZmZmZmZmZg3Gjzra28AmkiYBLwOnk3VuHQ28BFwn6f6ImFN23InA9enRwjfJHpFsrb9KWgvoDhwEDJe0ObA0ucJVRLyS1u26h6w77AdV4m0q6XdAN+D2NuRhZmZmZmZmVhhF+FbF9DTZ2WRLH10YEaeV7e8OXELWhPMvYO+IeDHtGwocDHwC/Cwi8ssmLVw+ftTRGokfdTQzs47MjzqamZlZS154/rm6f6Zda511q/57JX053jPADsBM4EFg34h4KjfnSKB/RBwuaR9g94jYW9JXgSuATYFVyRpbvlxl3fFW6/ilQqs7SUelb00svY6qd05mZmZmZmZmjSZQ3V8LsCnwXET8IyI+Aq4k+4K7vN2AMWn7amBAeppsN+DKiPgwIl4AnkvxFokfdbQFioizydoUzczMzMzMzMyqWQ34Z+79TGCzanMi4mNJ7wBfTOP3lR272qIm5MKXmZmZWQdRi0fy/fikmZmZtSdJhwKH5oZGRsTIeuWzIC58mZmZmZmZmZkVQKj+/3tWKnJVK3TNAr6Ue796Gqs0Z6akJYDlyBa5b82xbeY1vszMzMzMzMzMrD08CPSVtJakJYF9gPFlc8YDP0jbewITI/vmxfHAPpK6S1oL6As8sKgJuePLzMzMzMzMzKwAIurf8dWStGbXT4BbgK7ARRHxpKSTgIciYjwwCrhU0nPAm2TFMdK8/wWeAj4Gfryo3+gIoKyoZtYYarF2ipmZWUfmNb7MzMw6j+eef6Hun2nXXWetQv3bwo86mpmZmZmZmZlZp+TCly0USZtJukfSZEl/XMRYoyWt2165tYeeffvQf9QIeg8a4JgdOG5RYtYqbiPHrFXcRo5Zq7iNHLNWcWuVq5mZmXV8QZe6v4qmeBlbR/ESsF1EbAWsLGn9eifUnt5/9kVmjhnnmB08blFi1ipuI8esVdxGjlmruI0cs1Zxa5WrmZmZWWfkxe3tcyQ1AceSLSbXCxgIXACsRvZVogdGxCu5Q+YCFReck3QK0AR8BOwBrAn8hWyRu3MjYmxu7nBgckTcLmk0MDwduyvQg+zv9Tqyhe+eiYhDJA0BvpP2A+wSXrjOzMzMzMzMOqGgUMtrdQgufFk1H0XEbpKOBwYDT0XEvpKGpfdXAUjqD6wUEU+VB5C0EbB2RGwlqfRf58nA/mQFtMmSrmpFLrMi4ihJI4HuEbG1pFsl9Ur7Z6b9FwD9gUcX4boB6N57RVYZPJCuPZbi3WlPM2fG7EUN2dAxaxW3KDFrFbeRY9YqbiPHrFXcRo5Zq7i1ytXMzMysM/K3OtrnpI6vHSLi+NRRtSbZ145OkLQTsHFEnJoKT9cCe5V1gJXi7E1WFDs3N3Z3RHwrbV8J/Ao4FTiFrCA2JXV8jQFOJOv46hYRF6SOsCkRcVvqCDsZ+FbZ/jsj4q5q1+ZvdTQzs0bjb3U0MzPrPJ55fkbdP9N+eZ01CvVvC6/xZdXk/2P6D7Bx2t4EeF7SEsBY4OhKRa9kOrB56U3q+npbUh9J3YC1gddy898BVknz/rtKLvlttTBmZmZmZmZm1qkEqvuraPyoo7XG28AmkiYBLwOnA98DvgGckZ5iHBoR9+YPiohpkl6SNAX4kGyNrxOAy8nW+PpzRMz97ClI/g6MAwYBb9X6oszMzMzMzMysc/OjjtZQ/KijmZk1Gj/qaGZm1nn83/Mz6/6Z9ivrrF6of1u448vajaSb+OzbFQEOi4jp9crHzMzMzMzMzBqbC1/WbiJi53rnYGZmZvOrRbezu8jMzMysKFz4MjMzMzMzMzMrgCIuLl9v/lZHMzMzMzMzMzPrlNzxZWZmZmZmZmZWABHu+Gord3yZmZmZmZmZmVmn5MJXg5I0uYV9QyR1SdvHSVqtnc45XFLTIhz/X5KOT9s/bI+czMzMzMzMzKzzcuHLKhlC+tuIiNMiYlZ908lExCsRcWp6W9PCV8++feg/agS9Bw1wzA4ctygxaxW3kWPWKm4jx6xV3EaOWau4RYlpZmZm7S9Q3V9F48JXQUhqknSrpJskTZTUS9I5kiZJukHScpL6SJoiabyk+yStlcbG5mIML4s7VNJdku6XtJGkTYENgTskHShptKR1U/wb0vnOSccOkXSNpBvT63P/BaQ875R0E7BpGpOk89J1TJC0QsrtJknXp2tYWtI3U153Sjq4dC2SBgHrS2pOOV6V4i4haWJ73O/3n32RmWPGtUcox6xh3KLErFXcRo5Zq7iNHLNWcRs5Zq3iFiWmmZmZWUfgwlexKCJ2Bs4Hfgz0jIitgSuBw9OcXsAewFHAsa2IeXZEbAPsDxwdEQ8A04ABEXFpbt6hwFXpfF+QtFkanxkR3wZmAf0rxD8EuDDl3TWN7QrMiIjtgHNzuX8UEd8BbgQGADsDx0bEtsBFpYARMR54PCKaUo5fkLRMOub2VlyzmZmZmZmZmTUAf6tjsTySfk4DTgX+mN4/BGyTth+PiI8lTQPWBSJ3fKWexAMl7Q/MK5tbbh2yglTpfOum7SfSz1nA8hWOWxu4IW0/nH6uB+wjaSDZ3+C9VWKdBwyTdAhwDvBaldz+DuwGbAec0sI1tFr33iuyyuCBdO2xFO9Oe5o5M2Y7ZgeMW5SYtYrbyDFrFbeRY9YqbiPHrFXcosQ0MzOz9lfERw3rTREt1Tqso0iLwg+NiIGS9gL6AWtFxA8l/X/27jtMqvJ+//j7pggIAiKCigoo9oa9Ia4KYsWCirF8g8Zompr8oomJxpioMcUkRhMLYsRYiBVEQUVRwF6iSEfEgiAINkAFRPfz++M8G8fNLuzszrjM7v26rrl25sw593nO7JmZM595njOnABuT9fwaDewA7Ap8h6zX1z0R0UfSOUCHiLhE0lMR0UvSq8DOZIWtGyOiTNKjwBERsULSULJi0jHAexHxL0lDgCHA1kCziBiShlCOi4hxldr9c7LeXcMkPQz8HmgH9IiIP6d5mgP7An0i4iJJg9Lid0bEMkkbATcB3wcui4hTJD0ZEful5dsCtwPNI+KQVT2Oo5pv5R3ezMysjg5fOdNH3WZmZvVgyusL6v0z7fY9Niip4wAPdSwtK1Px6AfAtcAySU8CJwHXp3kWAiPIekj9MSI+BuZIegzYtorMF4AJwGk500YBIyQNyJl2I1kvrSeBFRHxXA3bPAQ4K53ja0WaNhLols7x9TjZkMaqnCVpAlmPsaGV2y1phKT9ImIJsBx4qIZtMjMzMzMzMys59X1i+1LsceYeXyUi9fjqExEXrWKebqQeUd9Qs9YYku4AfhoR81c1n3t8mZmZ1Z17fJmZmdWPya+/V++faXfo0bmkjgN8ji8rGElbkZ14v8KydFL7Yq93MLBwdUUvMzMzMzMzM2tc3OPLGhX3+DIzM6s79/gyMzOrH5NmLaz3z7Q7btGppI4DfI4vMzMzMzMzMzNrkDzU0czMzMzyUqwe1O5JZmZmtmrlJXhy+frmHl9mZmZmZmZmZtYgufBlZmZmZmZmZmYNkoc6mpmZmZmZmZmVgPBQx7y5x5eZmZmZmZmZmTVILnytwSSVSbpsFfefnnP9mgKud1wdlz9E0uGS2ks6No/lukl6T9I4SWNypt1Wl/aYmZmZmZmZNQQRqvdLqXHhq7T9t/AVEWfXZ0NyRcTDETEKaA/UuPCVPBoRZRFxcOFbVnOtt+jGjjddQef+BzlzDc4tlcxi5TbmzGLlNubMYuU25sxi5TbmTDMzM7N8NdrCV+pNNVrSSEnPShokaaykUZK6SHpC0lOSrk3zHyHpT5KaSHpY0qZVZF4iaZikxyTdlKa1k/SgpAmSrk7TBkm6X9Ij6e9aadoZOTlllbLvkjRe0hhJbSWdCeyQekftIOmpNN9Okp6W9JykU9K0oZKuT9vz62oej90lvSzpLmDdNG399Pg8kfM4XCLpX2kbh6RpP0zre0LSLjnbcibQN7VxoKQfpfl7rqKH2gGSnpT0k0rtay7pDkn7p/x70v/qEUk/SI/vkNX822vs01lvMfeW4YWKa/SZxcotlcxi5TbmzGLlNubMYuU25sxi5TbmTDMzM7N8NdrCV7IyIvoDDwA7R8RBwDygC9A3InoBbSVtEREPAp2BwcADETGnmswpEdEH+FzSXmTFnzsjojewtqQ903wLI6If8Aw16xU1KCL2B+4CBkbEYGBy6h01OWe+S4GTgf2AsyU1T9MfSdtzWDX5FwNHk/Ui2zhNuwC4IiIOAJZK2jtNfyVt46aS2gNHAQek+V7JyRxM6sEFjMxZ90BgWBVtmA9sCRwA9JG0Y5reHBgKDI6I8WnavIg4HHgbaJEe300ldahm+8zMzMzMzMxKWqB6v5Saxv6rjlPS33eBRTnXtwB+mYo63YCNgFnADcBDwA9XkVlR+JkI9AA2B0anaS+laZXn2x14Jyfja3uSpKbAnyTtALQFVvX16boR8VZa7k2gU5pesa3LqlmufUUxT9Jrado2wO8lBdAGeKFS1rtAO+DXwHWSPgd+VVV4RCyTtDD1lNsT+GUV86wAVqQ2PAhsT1YY7E1WuBuXM3tuG3Kvrwt8WM021liLzh3ZcEA/mrZqyZKJ01k25926RjbqzGLllkpmsXIbc2axchtzZrFyG3NmsXIbc6aZmZlZvhQR9d2GepGGEvaJiIskDQKaRcQQSZeQFYfei4ihkm4HbgQmkBWwHgXaRMRvqsi8BFgREVekoYG3Ar1S1r/SULwhwNbA3hFxlqSfkRW9lgE7RMSlku4Drk6xfcgKXWdHxCBJ3wW6RMQlkp6MiP3Sup+KiF6SHgDOJuu59jSwb2r/ZRHxuqRxqQdW5bY/CHwP+Ah4OyI6SvorcFtE/CfN0wy4CHgqIh6TNBS4JG3fMkknAZsA75EVVR8CroyIb6XlDwa+C8yOiAuqaMM6EbE0Xb8NuCZlXQa8ASyKiGuq+H/ltueyiHi9cnaFUc23apw7vJmZWQk4fOXM0vsa2czM7Bv00syP6v0z7W5brVtS79eNfahjdcqBn0oaAbRO084BhkfEn8nOrbVdNctuI2ks0CoiniUrOp0o6Umyothzab71lP1yYS/gPmAscIikkVVkzgR6SHoY2CNn+juS7pW0dc60i4E7gKeAf0TEyhpu86VkwxFvAiqGcf4OuEjS45Ie46shkJVdL2kCcC7ZsNEKC4AO6XxcHdI27kfVwxwB9pP0H0nPkA1lfL7ijoi4mOyxPbGG22NmZmZmZmZmjVyj7fFVDLm9j1Yz3yBSj6Vvol1rijRk8+GI6FtfbXCPLzMzszWXe3yZmZmtmnt85a+xn+Or1iTtD+QOd3yT7ETrazxJA4Hv50x6NiJ+UeR1dgDuJTtPGpLaAfdXmu2oiFhczHaYmZmZmZmZlapSPLl8fXOPL2tU3OPLzMxszeUeX2ZmZqv24syP6/0z7e5btS+p92v3+DIzMzOzNUIxvqByMc3MzKxxc+HLzMzMzMzMzKwERPj7nHz5Vx3NzMzMzMzMzKxBco8vMzMzMzMzM7MSUF7fDShB7vFlZmZmZmZmZmYNkgtfawhJZZIuW8X9p+dcv6aA6x1Xx+UPkXS4pPaSjs1juT0lPSPpKUl/zZm+WNK4dOmQpj1VlzaamZmZmZmZWePkwlfp+G/hKyLOrs+G5IqIhyNiFNAeqHHhC3gbODAiegGdJO2Qpk+OiLJ0+bDAza2x1lt0Y8ebrqBz/4OcuQbnlkpmsXIbc2axchtzZrFyG3NmsXIbc2Yxc83MzEpBhOr9UmoaReEr9aYaLWmkpGclDZI0VtIoSV0kPZF6Hl2b5j9C0p8kNZH0sKRNq8i8RNIwSY9JuilNayfpQUkTJF2dpg2SdL+kR9LftdK0M3Jyyipl3yVpvKQxktpKOhPYIfWC2qGiB5SknSQ9Lek5SaekaUMlXZ+259fVPB67S3pZ0l3Aumna+unxeSLncbhE0r/SNg5J036Y1veEpF1ytuVMoG9q40BJP0rz96yqh1pELIiI5enmSuDLdH0bSU9K+r2k/z6jlLla0omr+X8W5Fn46ay3mHvL8EJEObOIuaWSWazcxpxZrNzGnFms3MacWazcxpxZzFwzMzNrmBpF4StZGRH9gQeAnSPiIGAe0AXom3oetZW0RUQ8CHQGBgMPRMScajKnREQf4HNJe5EVf+6MiN7A2pL2TPMtjIh+wDPUrFfUoIjYH7gLGBgRg/mqJ9TknPkuBU4G9gPOltQ8TX8kbc9h1eRfDBxN1ots4zTtAuCKiDgAWCpp7zT9lbSNm0pqDxwFHJDmeyUnczDwaESUASNz1j0QGFbdhkraEVg/IqalSVsAvckKckfmzHoV8GxE/Dvdru7/uXN16zIzMzMzMzMrZYHq/VJqGtOvOk5Jf98FFuVc3wL4ZSrqdAM2AmYBNwAPAT9cRWZF4Wci0APYHBidpr2UplWeb3fgnZyMr+01kpoCf0pD/9oCq/pKc92IeCst9ybQKU2v2NZl1SzXvqKYJ+m1NG0b4PeSAmgDvFAp612gHfBr4DpJnwO/qio8IpZJWph6yu0J/LKq+dI5vP4OnJCz7IfpvhFkRayRwJbAcuDHOYtX9/9ct5ptzkuLzh3ZcEA/mrZqyZKJ01k2511nroG5pZJZrNzGnFms3MacWazcxpxZrNzGnFnMXDMzM2uYFBH13YaiS0MJ+0TERZIGAc0iYoikS8iKQ+9FxFBJtwM3AhPICliPAm0i4jdVZF4CrIiIK9LQwFuBXinrX2lo4BBga2DviDhL0s/Iil7LgB0i4lJJ9wFXp9g+ZIWusyNikKTvAl0i4hJJT0bEfmndT0VEL0kPAGeT9XR6Gtg3tf+yiHhd0rjUA6ty2x8Evgd8BLwdER2VnWD+toj4T5qnGXAR8FREPCZpKHBJ2r5lkk4CNgHeIyugPgRcGRHfSssfDHwXmB0RF1TRhmZkRa1LIuKFNK01sDwivlR2ov/JEXFnGtp5M7BNRJy3mv/nUxHxWOX1VRjVfKuGv8ObmZnZfx2+cmbpfTVtZmZWjWemL633z7T7bLNOSb23NqahjtUpB36aehi1TtPOAYZHxJ/Jzq21XTXLbiNpLNAqIp4lKzqdKOlJsqLYc2m+9SSNISuM3QeMBQ6RNLKKzJlAD0kPA3vkTH9H0r2Sts6ZdjFwB/AU8I+IWFnDbb6UrOh0E1AxjPN3wEWSHpf0GF8NgazsekkTgHPJhhlWWAB0kHRP6sk1lmwIZnXDHI8n6/32x3ResL3Jet+9mPI3Ae6pmDkibgI+kPTzGm6jmZmZmZmZWYNS3ye2L8WT2zeKHl/FUJPeRWm+QaQeSd9Eu9YUacjmwxHRt77bkss9vszMzBoX9/gyM7OG5Olpn9T7Z9p9t21TUu+tjekcX7UmaX8gd7jjm8Db9dScvEgaCHw/Z9KzEfGLIq+zA3Av2XnSkNQOuL/SbEdFxOJitsPMzMzMzMysISnFk8vXN/f4skbFPb7MzMwaF/f4MjOzhuSpaZ/W+2faXtu2Lqn3Vp/jy8zMzMzMzMzMGiQPdTQzMzOzBqsYvb3di8zMzOpLeb339yo97vFlZmZmZmZmZmYNknt8mZmZmZmZmZmVAJ/cPn/u8WVmZmZmZmZmZg2SC19mZmZmZmZmZtYgufDVSEnqKek7q7j/qSqmnZ5zfZykZpIGSdq1moxukm6rNK29pGNXsd77JX0sqc+q2mJmZmZmZmbW2ESo3i+lxoWvRioiJkbETXkudnrlCRExNCL+k0dGe6DawhfwPeCq/JpVeK236MaON11B5/4HOXMNzi2VzGLlNubMYuU25sxi5TbmzGLlNubMYuUWq61mZmZW/1z4aiQklUl6SNIDkp6WdISky9J9l0maIOkaSUPTIs0k3ShpoqRDJPUHdkg9vfrm5F4iqY+kFpJGSnpY0r8lDUqzdJV0r6T/SNoYOBPom3LWr9zOiJhfTfsl6WpJJ6ZtGZ3W92zqdTZW0ihJBSk/fzrrLebeMrwQUc4sYm6pZBYrtzFnFiu3MWcWK7cxZxYrtzFnFiu3WG01MzMrtIj6v5QaF74al88j4khgNNAUQNKGwC4R0RvIHVLYAbgQOBw4KyJGApMjoiwiHq0i+2jgmYg4BPgoZ3ob4HjgL8AAYDDwaMpZlEfbrwKejYh/p9srI6I/8ACwc0QcBMwDds4j08zMzMzMzMwasGb13QD7Rk1Jf+eRDTkE6JozfSJwaLq+KCIWQnZerhpkdwcm5eRUmBYR5ZLmAT1q02hgS2A58OOcaRVtfhdYlHN93Vqu42tadO7IhgP60bRVS5ZMnM6yOe86cw3MLZXMYuU25sxi5TbmzGLlNubMYuU25sxi5RarrWZmZlb/FKXYT83yJqkM6BMRF+UMQ+wB/AO4MSKOkHQ8cHhEDJL0VET0SsuOi4gySU9GxH4V04A+wEVkPcXWA7pFxB8k/QN4ERgHXBYRp6T1lwE3AldGxLdW0dZLgKci4rF0+yngZmCbiDivim1pFhFDKi9XlVHNt/IOb2ZmZnVy+MqZpXdmXzMzaxDGTl5e759pD9qhZUm9D3qoYyOXzqk1UdKTZIWslauY/QVJIyTtV8V9I4B9JT0CbLCKnAVAB0n3SOpQ+U5JVwP/B/xR0pk57bwJ+EDSz2uyXWZmZmZmZmZm7vFlSGoWEV9IGghsFhFX1DHnOuBfEfFsYVtad+7xZWZmZnXlHl9mZlZf3OMrfz7HlwFcLmlv4EvghDrkjJLUBni9JkUvSTeTnRuswq8jYnwd1m9mZmZmZmbWYEWUVM1pjeDClxERBRk+GBH98pz/tEKs18zMzMzMzMysKi58mZmZmZnloRinTvDwSTMzqwmfrSp/Prm9mZmZmVk983lIzcysMZDUQdKjkmalv+tWMU9PSc9KmippUjofecV9QyW9KWliuvRc3Tpd+DIzMzMzMzMzs2/CBcDYiNgCGJtuV/YZ8H8RsR1wCHCVpPY5958fET3TZeLqVuihjmZmZmZmZmZmJSAo+ZHxRwFl6fotwDjga+cdj4jXcq6/K2khsD7wcW1W6B5fZmZmZmZmZmb2TegcEfPT9QVA51XNLGkPYC1gds7ky9MQyL9KarG6Fbrw1UilMbPfWcX9T1Ux7fSc6+MkNZM0SNKu1WR0k3RbpWntJR27ivXOTNnjJG1bXVvMzMzMzMzMGpvyqP+LpDMlvZRzOTO3jZIekzSlistRufNFRADVnuNS0obArcBpEVGeJv8C2BrYHehApd5iVXHhq5GKiIkRcVOei51eeUJEDI2I/+SR0R6otvAFLIqIsnSZlmf7Cqb1Ft3Y8aYr6Nz/IGeuwbmlklms3MacWazcxpxZrNzGnFms3MacWazcUsk0MzNbE0TE4IjYLecyuNL9fSJi+you9wPvpYJWRWFrYVXrkNQWGAVcGBHP5WTPj8wK4GZgj9W114WvRkJSmaSHJD0g6WlJR0i6LN13maQJkq6RNDQt0kzSjelXEg6R1B/YIfXE6puTe4mkPpJaSBop6WFJ/5Y0KM3SVdK9kv4jaWPgTKBvylm/iqZ2SG25QVLLStvwM0nnpZ5kT0q6J7XvW5LGSHpKUutCPF6fznqLubcML0SUM4uYWyqZxcptzJnFym3MmcXKbcyZxcptzJnFyi2VTDMzswZgJPDtdP3bwP2VZ5C0FjAc+FdE3FPpvoqimYCjgSmrW6ELX43L5xFxJDAaaAr/3Wl2iYjeQO6Qwg7AhcDhwFkRMRKYnHpiPVpF9tHAMxFxCPBRzvQ2wPHAX4ABwGDg0ZSzqIqcXqktb5MVyUjtPB8gIq7MyT0B+CNwYkQcnLarX00fDDMzMzMzM7NSEqF6v9TR78k6w8wC+qTbSNpN0pA0zwlAb2BQ6uwyUVLPdN/tkiYDk4GOwGWrW6F/1bFxqaiEziMbcgjQNWf6RODQdH1RRCyE7LxcNcjuDkzKyakwLSLKJc0DeqwuJCI+TFeHAz9J19sC3wL2qiL33Zz2vwusW4O2rlaLzh3ZcEA/mrZqyZKJ01k2511nroG5pZJZrNzGnFms3MacWazcxpxZrNzGnFms3FLJNDMzK3UR8QHwP+cBiIiXgDPS9duA2yrPk+47MN91KjuXmDV0ksqAPhFxUc4wxB7AP4AbI+IISccDh0fEIElPRUSvtOy4iCiT9GRE7Fcxjaw6exFZT7H1gG4R8QdJ/wBeJPtZ0ssi4pS0/jLgRuDKiPhWFW1ci2yfXCHpDGC9lPcUWRX31HTZtFJu7nY1i4ghlbMrjGq+lXd4MzMzWyMdvnJmyf9GvZmZFdfol1fW+2faw3ZpXlLvVx7q2MilnxGdKOlJskLWylXM/oKkEZL2q+K+EcC+kh4BNlhFzgKy83jdI6lDpfvWBZ6VNAE4Erg2p50Pk53Y7uoabJaZmZmZmZmZmXt8GUhqFhFfSBoIbBYRV9Qx5zqyk9A9W9iW1p17fJmZmdmayj2+zMxsddzjK38+x5cBXC5pb+BLspPI1dYoSW2A12tS9JJ0M9m5wSr8OiLG12H9ZmZmZmZmZg1WOSVVc1ojuPBlRMTPC5ST1y8qRsRphVivmZmZmZmZmVlVXPgyMzMzMzMzMysBPltV/lz4MjMzMzNbAxTjXKQ+b5iZmTV2/lVHMzMzMzMzMzNrkNzjy8zMzMzMzMysBES4I2++3OPLzMzMzMzMzMwaJPf4MjMzMzMzMzMrAeU+uX3e3OOrEZA0SNKu1dzXTdJtlaa1l3Rszu2n0t+rJDVdxTrOqDStp6Rdqpl/T0nPSHpK0l9zpi+WNC5dOuSu38zMzMzMzMwsHy58NQIRMTQi/pPHIu2BYytPjIgfR8SXeeT0BKosfAFvAwdGRC+gk6Qd0vTJEVGWLh/msa6Car1FN3a86Qo69z/ImWtwbqlkFiu3MWcWK7cxZxYrtzFnFiu3MWcWK7cxZ5qZmTV0LnzVI0llkkZLGinp2dRraqykUZK6SHoi9Yi6Ns1/hKQ/SWoi6WFJm1aReYmkf0l6TNKQnGl9JLVI63pY0r8lDUqLdZV0r6T/SNoYOBPom3pdrZ+TPU5SM0mbS3pe0v2pvd3SLIem7RktSSnnfEm3V25nRCyIiOXp5kqgoqC2jaQnJf0+ZVSsW5KulnTiah63gpzp79NZbzH3luGFiHJmEXNLJbNYuY05s1i5jTmzWLmNObNYuY05s1i5jTnTzMxKS0T9X0qNC1/1b2VE9AceAHaOiIOAeUAXoG/qEdVW0hYR8SDQGRgMPBARc6rJfCUi+gCbSmqfM/1o4JmIOAT4KGd6G+B44C/AgJT/aOp1taiK/POAc8l6hXXKmT43Ig5L7d8x5fwpIk6ubuMl7QisHxHT0qQtgN7AusCRObNeBTwbEf9Ot6t73Haubl1mZmZmZmZm1rj45Pb1b0r6+y6wKOf6FsAvU+GqG7ARMAu4AXgI+GENM9vlTO8OTErXJ+ZMnxYR5ZLmAT1q0ObuwKSI+FLSlJzpFdfnkQ2XXKV0Dq+/AydUTKsY3ihpBFkRaySwJbAc+HEV66r8uK1bg/avVovOHdlwQD+atmrJkonTWTbnXWeugbmlklms3MacWazcxpxZrNzGnFms3MacWazcxpxpZmbW0ClKsZ9aAyGpDOgTERelYYfNImKIpEuAZcB7ETE0DRW8EZgAjAYeBdpExG+qyLwEeCoiHpM0FLgEGAQ8BawHdIuIP0j6B/AiMA64LCJOSe0pS+u6MiK+lTKfioheksYBfYBrgKHAS8ArQP+0XG77x5H1WmsTETdU0c5mZEWtSyLihTStNbA8FdQuIzvf153p5PY3A9tExHmredyeiojHqnvMRzXfyju8mZmZNRqHr5xZkNNAmJnZmuG+F+r/dx2P3aNJSb23eKjjmqsc+Gnq+dQ6TTsHGB4RfwZ2kLRdnpkjgH0lPQJsQHZuraosADpIuqfilxUruRL4GzCcbMhkdTnPAadIuqaK+44Hdgf+mM4dtjdZL7cXJU0ANgHuqZg5Im4CPpD089Vso5mZmZmZmZkZ4B5fjY6kZhHxhaTrgH9FxLN1yGgKPA30iogvCt7YInCPLzMzM2tM3OPLzKxhuef5+u/xddyepdXjy+f4KmGS9gdyhzu+GRGnrWaxUZLaAK/XpuiVbJZ+MbI1cNPqil6S2gH3V5p8VEQsruX6zczMzMzMzMxWy4WvEhYR48nOrZXPMv0KsN7XyH55sabzLybPdpqZmZmZmZmZ1ZULX9aobDtjVH03wczMzOwb8+bs1ws+JKb75j1KaoiLmVlD4rNV5c8ntzczMzMzMzMzswbJPb7MzMzMzMzMzEqAe3zlzz2+zMzMzMzMzMysQXLhy8zMzMzMzMzMGiQPdWzgJG0PDAa+BF4HTo+ovnOkpEEAETG0hvk9gSYR8XK6vmtE3FS3VpuZmZmZmZlZZeXh3xfJl3t8NXwzI2KfiNgv3d6twPk9gV0AImKii15mZmZmZmZmtqZwj68GRlIz4FagCzAPODXn7hXAO1UssxZwN9AC+AwYKak58DDQHFgEnACcB0yNiAclHQ1sDgwA1pN0AHAj0CciLpI0GXgV2An4HXAKsAFwVETMlXQG8O3UhHMj4uUq2nUX0Dm1+zjgCKBdRFwnaQfg+8BPUtvXAj4GHq5pbzUzMzMzMzOzUuKT2+fPPb4anmOAaRHRG5gKDJDUX9IUsiLSB1UsczTwQkQcAryfpn0BHJFypgMHAsPICmAAxwN3kg2j/FNEnFwpsxNwBnAWcD5wJPBn4ARJHYH+QG/gKODiarZlUETsD9wFDAQeICt+QVZwuye1/ZnU9o9W+ciYmZmZmZmZWaPiwlfDszlQ0XvqJaBHRIyMiO2BuXxVOMq1GfBKuv6f9Lc1cJOk8WS9rTaKiDlAB0nrAe0jYu4q2vF6RCwH3gWmR0R5ur5uWt9OwBPAfUD7ygtLagr8SdIE4Edp/UuBFalw1hsYD3QHJqXFJq6iPWZmZmZmZmbWyLjw1fDMBnZN13cjK3ZVWAIsq2KZN8kKUQA7p7/9gNdSj6t7gYoz6I0ErifrfQWwEmhaRWZUc11pfS9GRFlElAF9q1i+J9A69Tj7R876RwA/A2ZFxJcpa4d0345V5JiZmZmZmZk1CBH1fyk1Lnw1PCOA7VJPqR2AjyWNTz23OgNjqllmH0mP8FXvq+eB/pIeBLrlzHs3cCjZMEOA54BTJF1T0wZGxCJglKQJkp4ALqhitplAD0kPA3vkTB9J1gPs3py275vavgFZIc7MzMzMzMzMDEUpluus3khaFxgSEQPquy0VJDWLiC8kXQf8KyKerW7eN2e/7h3ezMzMrA66b95Dq5/LzMyK4bYn67+Ic8p+Kqn3Af+qYyMjqR1wf6XJR0XE4hosuzUwBPhlEdp1M9n5uir8OiLG13DxUZLakJ1XrNqil5mZmZmZmZk1Li58NTKpwFVWy2VnAL0K2qCvsk+rw7L9CtkWMzMzMzMzM2sYXPgyMzMzMzMzMysBESU1ynCN4MKXNSqK8vpugpmZmVnJmrnnMbz29V/sLoh+H0z1JzkzMysK/6qjmZmZmZmZmZk1SO7xZWZmZmZmZmZWAur/Nx1Lj3t8mZmZmZmZmZlZg+QeX2ZmZmZmZmZmJaDcPb7y5h5fDYSk7SU9I+lJSTdLqtEJQiX1lPSdVdz/VBXTTs+5PkhSk3T9AkldatN+MzMzMzMzM7NCc+Gr4ZgZEftExH7p9m41WSgiJkbETXmu6/Sc64NI+1FE/D4i5uWZZWZmZmYN0Nqbd2X7v19Op8MOrO+mmJlZI+ahjiVKUjPgVqALMA84NefuFcA7VSxTBvwc+ALoAPQjK5D1iYiLJF0G9AZeBdaJiEFAM0k3ArsDFwBrATtIGgc8BPQExkoaAhwEXAb0Ao4AWpHtY/cDJwKvRcQZkloB/wQ6A4uAUyJiZaW29gT+BrQE7o+I30l6IM27WNKfgTsBAdcBM4GtImKXPB9KMzMzMyuQNlv3oEPvvWjasgULH3qcecNG0LzdOvXdLDOzBsMnt8+fe3yVrmOAaRHRG5gKDJDUX9IUsoLSB9Us93lEHAmMJitUASBpQ2CXlJc7vLEDcCFwOHBWRIwEJkdEWUT8AZgIHBQRt1Zaz7yIOBx4G2iRcjeV1AE4AxgZEQcC44DjqmjnTKAsIvYE+qZi2QNA/3T/rhHxAvCrNO0MYNNVPF5mZmZmVkRte25HjwvPYcWChbw9+DY+nfVmfTfJzMzMha8Stjnwcrr+EtAjIkZGxPbAXLIeV1WZkv7OA9rnTO+ac9/EnOmLImJhGsKYO//qVGS9W+n6usA2wI9Tr7FvA52qWL47MFrS+DR/J2A4cLSkXflq29tGxNyI+BSYlUf7zMzMzKyAlkycysRTz2Hp5BlsfMoA2u+5Cxv0P5j1+5XRcuMN67t5ZmYNQkT9X0qNhzqWrtnArsAosuGKuUMblwDLqlkudzfNPQH+28C26fqOq5k/d9pKoCnZ8Mnq1lM5YyYwNiLuBZDUvIp2fh/4Q0SMSyfYV0QsktSS7Lxiw9J8SyRtBHwM9Kgix8zMzMy+QZ+9OYc5Q+4A4OPnX17N3GZmZsXlHl+lawSwnaQJwA7Ax5LGpx5SnYEx+YRFxHxgoqQngT5kBa3qvCBphKT9yApvIyQNyGN1g4FjJI2V9DhQ1Xm5RgF/l3QX8Hml6f2BZ9PtS8mGQN5MFec1MzMzMzMzM7PGS1GK/dSsKCQ1i4gvJA0ENouIK+q7TauT0+bWwJiI2HdV87/1+mve4c3MzMxqaeaexxQlt98HU7X6uczMbMhY6v0z7RkHUVKv2R7q2EBJakf2a4q5joqIxatY7HJJewNfAicUrXGVSNoKuCFn0rKIOLSGi+8r6bfAOsBvC944MzMzMzMzMytZLnw1UKnAVZbnMj8vTmtWu96Z5NnWnGXHA/sXtEFmZmZmZmZmayAP2sufC1/WqIR8WjszMzOzNUnTVk14bOMdCv5Rrs/cySU1FMfMzIrDVQAzMzMzM2twilFMMzOz0uMeX2ZmZmZmZmZmJaC8vL5bUHrc48vMzMzMzMzMzBok9/gyMzMzMzMzMysBPrl9/tzjy8zMzMzMzMzMGiQXvixvkraX9IykJyXdLKngv5gjaVC6bCDpwkLnm5mZmVlxrb15V7b/++V0OuzAwuZ278q2f7mM9fsVNtfMzBomD3W02pgZEfsASLoZ2A14sRgriogFwOXFyDYzMzOzwmqzdQ869N6Lpi1bsPChx5k3bATN261T59zWW/WgQ689adKiBYseeYL5d4+gWdu2BWixmVlp8VDH/LnHl62WpGaShkmaIGkYkPtUWwG8U8UyZZJGSxop6dnUe2uspFH6ynWSHk/T1pW0lqT7JT0M9E853STdlq7/TdL41NNs0zTtOUk3Spoo6ZDiPxpmZmZmVpW2Pbejx4XnsGLBQt4efBufznqzILnr7Lgtm59/NisWLOKdf97OZ7MLk2tmZo2DC19WE8cA0yKiNzAVGCCpv6QpQGfgg2qWWxkR/YEHgJ0j4iBgHrAzcAQwJyIOBP4OfA84GnghIg4B3q8i7xcRsT/wG+CsNK0DcCFweM40MzMzM/uGLZk4lYmnnsPSyTPY+JQBtN9zFzbofzDr9yuj5cYb1jp36aRpTDrjXJZOnc5GJx5Lu913ptPhB9Ox7/607FL7XDOzUlQe9X8pNR7qaDWxOfByuv4SsGtEXA6MlHQNWRFreBXLTUl/3wUW5VxfF9gGOFFSP7L98FmynmSvpPn+U0XezyQdBDQHpqdpiyJiIYCk9rXaOjMzMzMrmM/enMOcIXcA8PHzL69m7ppb9tY7zB06DIDFL76ymrnNzMwy7vFlNTEb2DVd3w2Ym3PfEmBZNctFNdcFzAT+FRFlEdEL+CXwJrBTmmfn3CBJ6wFlEbEf8KuUUVWumZmZmZmZmRngHl9WMyOA4yRNAOYDkyWNT/fNAsbUInMkcLWkx9Ptq9J67pH0CPBRpfk/Aj5J80+qxfrMzMzMzMzMSlqsEWe3L60+J1ozHjSzb8abs1/3Dm9mZmZWS6/tcVTBM5u2Kt4glD5zJ5fWpzMzs9X4++j6L+L86DCV1Gure3xZnUlqB9xfafJREbG4PtpjZmZmZmZmZgYufFkBpAJXWX23w8zMzMzMzKwhq//+XqXHhS8zMzMzM2twVrz3OaOab1Xwj4iHr5xZUkN8zMwaOxe+zMzMzMzMzMxKQHl5fbeg9BTvTJJmZmZmZmZmZmb1yIUvMzMzMzMzMzNrkFz4MjMzMzMzMzMrARH1f6kLSR0kPSppVvq7bjXzfSlpYrqMzJneXdLzkl6XdKektVa3The+rE4kbS/pGUlPSrpZUtFO9inpSEnPSXpW0k/TtG6S3pM0TtKYYq3bzMzMzMzMzOrsAmBsRGwBjE23q7IsInqmS/+c6X8A/hoRPYCPgO+sboUufFldzYyIfSJiv3R7t0KESqpq33wV2BfYB+gvqV2a/mhElEXEwYVYt5mZmZnV3dqbd2X7v19Op8MOLGxu965s+5fLWL9f3XNbb9GNHW+6gs79DypAy8zMiq886v9SR0cBt6TrtwBH13TB1NHmQOCefJb3rzpaXiQ1A24FugDzgFNz7l4BvFPFMmXAL4EvgRbAcRHxoaSLyXbacuD0NPvNwAfAaEkfklV/lwGXRMT4nMwv0nIAB0h6ErgvIv5amC01MzMzs3y12boHHXrvRdOWLVj40OPMGzaC5u3WqXNu66160KHXnjRp0YJFjzzB/LtH0Kxt2zrnfjrrLebeMpzm7eveRjMzq5HOETE/XV8AdK5mvpaSXgK+AH4fESOA9YCPI+KLNM9cstrEKrnwZfk6BpgWEd+SdBEwQNIy4HfALLKiVVUUEYdKGgicKWk00CUiyiRtA/wCuALoBPQBAnge6B0Ry3J7gEk6FJgdEUslfQ5sSVZ0u1/S2IiYVJQtNzMzM7Nqte25HZv99Czm3/0gi8aMp3z5Ctbq1LHOuevsuC3dzzmLBcNH8f7YLLdFp/UK0GIzM6sNSWcCZ+ZMGhwRg3PufwzYoIpFL8y9EREhqbo+ZF0jYp6kzYDHJU0GFtemvS58Wb42B15O118Cdo2Iy4GRkq4BjgCGV7HcK+nvRKAvsDVQJmlcml5R8X01Ir6U1Bl4OyKWAUREOUDa6X+W1kNErCAreiHpQWB7wIUvMzMzs2/YkolTmXjqOazdfVM2PmUASybPYIP+B9OkZQuWTJrO8rnzVx9ShaWTpjHpjHNp1W0TNjrxWJZOnUGnw7PcpVOms3xe7XIBWnTuyIYD+tG0VUuWTJzOsjnv1jrLzOybUNeTyxemDTEYGLyK+/tUd186R/eGETFf0obAwmoy5qW/b6S6wc7AvUB7Sc1Sr6+NyUairZILX5av2cCuwCiy83nlDm1cQjYssSo75fydDbwGjImIswEkNSfrolgxfHERsKmklhGxPPX4ag0MBQZFxKdpuXUiYmlaZl/gmjpvoZmZmZnV2mdvzmHOkDsA+Pj5l1czd80te+sd5g4dBsDiF19Zzdw1s+K995l67qUFyTIzsxoZCXwb+H36e3/lGdIvPX4WESskdST7rP/H1EPsCeA44N/VLV+ZC1+WrxHAcZImkPXSmiyp4txbs4DqfllxpaSHgZbAgIj4QNKCVLkNYFjushFRLukKYLykT4HfkJ3Uvjvwz/TjkacB20i6lKzX15MR8XxBt9bMzMzMzMxsDREFOLt83akuC/8euEvSd4C3gRMAJO0GfC8izgC2AW6QVE72o4y/j4hpafmfA/+WdBnZyLKbVtvaWBP6yVmDlk5u3yciLqrnpvDm7Ne9w5uZmZnV0mt7HFXwzKativND8yve+7wouYevnFmnT3xmZnVx5X31X/k679gmJfU66B5fVlCS2vG/XQ39S4tmZmZmZmZm9o1z4csKKiIWA2VV3LXacbdmZmZmZmZmVr367+9Velz4MjMzMzMzq6FRzbcq6MdOD500Myuu4gyoNzMzMzMzs9UqdCHNzBq2iPq/lBoXvszMzMzMzMzMrEFy4cvMzMzMzMzMzBokn+PLzMzMzMzMzKwElPvs9nlzjy+rE0nbS3pG0pOSbpZUtJNzShokaVy6fCSpp6Rukt5L08YUa91mZmZmZmZmVnpc+LK6mhkR+0TEfun2boUIlfQ/+2ZEDI2IMqAP8Dbwarrr0Ygoi4iDC7FuMzMzM6u7tTfvyvZ/v5xOhx1Y2NzuXdn2L5exfr+657beohs73nQFnfsfVICWFT/XzKy+T2xfiie391BHy4ukZsCtQBdgHnBqzt0rgHeqWKYM+CXwJdACOC4iPpR0MXAgUA6cnma/GfgAGC3pQ+ACYBlwSUSMT/P0BiZERKQOZgdIehK4LyL+WritNTMzM7N8tNm6Bx1670XTli1Y+NDjzBs2gubt1qlzbuutetCh1540adGCRY88wfy7R9Csbds653466y3m3jKc5u3r3sZvItfMzPLnwpfl6xhgWkR8S9JFwABJy4DfAbPIilZVUUQcKmkgcKak0UCXiCiTtA3wC+AKoBNZj64Angd6R8SySj3AjgXuTdfnA1uSFd3ulzQ2IiYVdIvNzMzMbLXa9tyOzX56FvPvfpBFY8ZTvnwFa3XqWOfcdXbclu7nnMWC4aN4f2yW26LTegVosZmZNQYufFm+NgdeTtdfAnaNiMuBkZKuAY4Ahlex3Cvp70SgL7A1UCZpXJo+P/19NSK+lNQZeDsilgFERDlAOodYL+DcNH0FWdELSQ8C2wMufJmZmZl9w5ZMnMrEU89h7e6bsvEpA1gyeQYb9D+YJi1bsGTSdJbPnb/6kCosnTSNSWecS6tum7DRiceydOoMOh2e5S6dMp3l82qXC9Cic0c2HNCPpq1asmTidJbNebfWWd9ErplZKQ41rG8ufFm+ZgO7AqPIzueVO7RxCdmwxKrslPN3NvAaMCYizgaQ1Jxs+GR5mm8RsKmklhGxXFKTVPzaHXg5Ir5My60TEUvTMvsC1xRgG83MzMyslj57cw5zhtwBwMfPv7yauWtu2VvvMHfoMAAWv/jKauaumRXvvc/Ucy8tSNY3kWtmZvlz4cvyNQI4TtIEsl5akyVVnHtrFlDdLyuulPQw0BIYEBEfSFqQenwFMCx32Ygol3QFMF7Sp8BvgPFkQy3vy8ndT9KlZL2+noyI5wu0nWZmZmZmZmZW4lz4srxExEpgYKXJ99dg0YkRcVGlrMuByyvNd0rO/cOpNGwyIn5R6fZoYHQN1m9mZmZmZmZW0so91jFvLnxZQUlqx/8WwvxLi2ZmZmZmZmb2jXPhywoqIhYDZVXcVZNeYWZmZmZmZmZWjShf/Tz2dU3quwFmZmZmZmZmZmbF4B5fZmZmZmZm9WhU860KftKew1fOVKEzzcxKkQtfZmZmZmZmZmYlIHxy+7x5qKOZmZmZmZmZmTVI7vFlZmZmZmZmZlYCyn1y+7y5x5eZmZmZmZmZmTVILnxZnUjaXtIzkp6UdLOkop1EU1I7SQ9KGifpxznT/5rW/7dirdvMzMzMzMzMSo8LX1ZXMyNin4jYL93erRChkqraN88Ebo+IMmA/SR0l7QK0SetfS9LuhVi/mZmZmdXN2pt3Zfu/X06nww4sbG73rmz7l8tYv1/dc1tv0Y0db7qCzv0PKkDLiptbrLaaWWmJiHq/lBqf48vyIqkZcCvQBZgHnJpz9wrgnSqWKQN+CXwJtACOi4gPJV0MHAiUA6en2W8GPgBGS/oQuABYBlwCbAaMTvNNA3YHugOPpmmPAXsDL9Z5Q83MzMwsb2227kGH3nvRtGULFj70OPOGjaB5u3XqnNt6qx506LUnTVq0YNEjTzD/7hE0a9u2zrmfznqLubcMp3n7urex2LnFaquZWUPnwpfl6xhgWkR8S9JFwABJy4DfAbPIilZVUUQcKmkgcKak0UCXiCiTtA3wC+AKoBPQBwjgeaB3RCxLPcB2BvaXNAPoTVb8ag+8kdaxGNiu8JtsZmZmZqvTtud2bPbTs5h/94MsGjOe8uUrWKtTxzrnrrPjtnQ/5ywWDB/F+2Oz3Bad1itAi83MSk956XW4qncufFm+NgdeTtdfAnaNiMuBkZKuAY4Ahlex3Cvp70SgL7A1UCZpXJo+P/19NSK+lNQZeDsilgFERLmkG4EbgKOBd4H3gA5Axdd9bYGP676JZmZmZpavJROnMvHUc1i7+6ZsfMoAlkyewQb9D6ZJyxYsmTSd5XPnrz6kCksnTWPSGefSqtsmbHTisSydOoNOh2e5S6dMZ/m82uUCtOjckQ0H9KNpq5YsmTidZXPerXVWsXOL1VYzs4bOhS/L12xgV2AU2fm8coc2LiEblliVnXL+zgZeA8ZExNkAkpqTDZ+s+HHWRcCmklpGxHJJTSLiU+AUSU2BO4BnyQpdZwF3kfUUG1qAbTQzMzOzWvrszTnMGXIHAB8///Jq5q65ZW+9w9yhwwBY/OIrq5m7Zla89z5Tz720IFnFzi1WW83MGjoXvixfI4DjJE0g66U1WdL4dN8sYEw1y62U9DDQEhgQER9IWpB6fAUwLHfZ1MPrCmC8pE+B30j6BLgyzf/H1BvsZUnLJT0JTIyIFwq9wWZmZmZmZmZrgvBYx7y58GV5iYiVwMBKk++vwaITI+KiSlmXA5dXmu+UnPuH87/DJg+ook3n1mD9ZmZmZmZmZtbIuPBlBSWpHf9bCPtrfbTFzMzMzMzMrCEJd/jKmwtfVlARsRgoq+KumvQKMzMzMzMzMzMrmCb13QAzMzMzMzMzM7NicI8vMzMzMzOzBmZU862KMiDq8JUzVYxcM6uZcp/cPm/u8WVmZmZmZmZmZg2Se3yZmZmZmZmZmZWA8Nnt8+YeX2ZmZmZmZmZm1iC58GVmZmZmZmZmZg2ShzpanUjaHhgMfAm8DpweRep7KakdcDvQBhgREVdJWhu4G2gNLAZOiIgVxVi/mZmZmZmZWX2K8vpuQelxjy+rq5kRsU9E7Jdu71aIUElV7ZtnArdHRBmwn6SOwCHA82naC+m2mZmZmdWztTfvyvZ/v5xOhx1Y2NzuXdn2L5exfr+657beohs73nQFnfsfVICWFTe3VDLNzNY07vFleZHUDLgV6ALMA07NuXsF8E4Vy5QBvyTrFdYCOC4iPpR0MXAgUA6cnma/GfgAGC3pQ+ACYBlwCbAZMDrNNw3YHZgN7JmmtU/LmpmZmVk9aLN1Dzr03oumLVuw8KHHmTdsBM3brVPn3NZb9aBDrz1p0qIFix55gvl3j6BZ27Z1zv101lvMvWU4zdvXvY3Fzi2VTDOzNY0LX5avY4BpEfEtSRcBAyQtA34HzKL6wpMi4lBJA4EzJY0GukREmaRtgF8AVwCdgD5AAM8DvSNiWeoBtjOwv6QZQG+y4td4YG9JU4GFwM+LtN1mZmZmtgpte27HZj89i/l3P8iiMeMpX76CtTp1rHPuOjtuS/dzzmLB8FG8PzbLbdFpvQK02Mys9JT7Vx3z5qGOlq/NgZfT9ZeAHhExMiK2B+YCR1Sz3Cvp70SgB7A1UCZpHHAdUPGV3asR8SWwPvB2RCwDiIhy4EZgH+Ah4F3gPeDbwAMRsR0wCjilMJtpZmZmZvlYMnEqE089h6WTZ7DxKQNov+cubND/YNbvV0bLjTesde7SSdOYdMa5LJ06nY1OPJZ2u+9Mp8MPpmPf/WnZpfa5AC06d2TDAf3ofMSBtNp0ozplFTu3VDLNzNY07vFl+ZoN7EpWZNqNrw9tXEI2LLEqO+X8nQ28BoyJiLMBJDUnGz5Zcaq+RcCmklpGxHJJTSLiU+AUSU2BO4BnyQpoH6Zl3gfa1X0TzczMzKy2PntzDnOG3AHAx8+/vJq5a27ZW+8wd+gwABa/+Mpq5q6ZFe+9z9RzLy1IVrFzSyXTzIqrSL8l16C58GX5GgEcJ2kCMB+YLGl8um8WMKaa5VZKehhoCQyIiA8kLUg9vgIYlrtsRJRLugIYL+lT4DeSPgGuTPP/MQ2BvAO4U9KpwEpgYIG318zMzMzMzMxKlAtflpeIqKq4dH8NFp0YERdVyrocuLzSfKfk3D8cGF7p/gMqZXwM9KvB+s3MzMzMzMyskXHhywpKUjv+txD21/poi5mZmZmZmVlDUl7uoY75cuHLCioiFgNlVdxVk15hZmZmZmZmZmYF48KXNSqK8tXPZGZmZmZVar5O04Jnln9RnN4LbXq0KkpuYzd+m54F/4ftP32iCp1p1lD53Pb5a1LfDTAzMzMzMzMzMysGF77MzMzMzMzMzKxB8lBHMzMzMzMzM7MSED65fd7c48vMzMzMzMzMzBok9/gyMzMzMzMzMysB5T67fd5c+LIak7Q9MBj4EngdOD2i+medpEEAETG0FutqAvwL2BT4HDgxIt7Pv9VmZmZmVh9ade9Ktx+ewaIxj/P+mCcKlrt29650O/u7LHrkcRY98njey7fZdms69j2Ipi1b8ubV/6B82XK6nfMDVn70MTRpwrxbbqtVu4qR25gzzcwKxUMdLR8zI2KfiNgv3d6tiOvqCXweEb2Bm4GTi7guMzMzMyuA1lv2YOPTTmbT752Gmoj599xfmNyterDJd06m6w9OhyZNmH/3iFpndTrsUN76+/W8P/YJ1t1nbwDW6tiRebfewXq9e61RuY0508ysUNzjy6olqRlwK9AFmAecmnP3CuCdKpZZC7gbaAF8BoyU1C3lvAf0AP4AnAasDfQj69H1MNAcWASckNbXNMW2Bz5I+RcDBwLlwOlAN6BPRFxUlx5mZmZmZlY36+ywLd3OPpMFI0bxwdgJlK9YwVrrd6x77o7b0v2cs1gwfBTvjx1P+fIVtOi0Xt1CKw1a+OiZ59jopIGUf/75mpfbmDPN7H/45Pb5c+HLVuUYYFpEfEvSRcAAScuA3wGzSMWoSo4GXoiIyyUNzpneBtgfOJFs2OLBkn5JVvgaDhwREcskXUZW2HocaCVpOtnQyj0k7Qh0iYgySdsAvwCGFWG7zczMzCxPSydPY/KZP6ZV103YcOAxfDJtJp0O7UuTli34ZOoMls+bX7vcSdOYdMa5tOq2CRudeCxLp86g0+EH06RlC5ZOmZ537sLRD9PtR9+jScuWLJ87DyQQNGnZkgXDR9aqjcXKbcyZZmaFolWcoskaOUkXAJMjYpSkQ4BdI+LydN81wOMRMbyKZSZFxGhJZ5H1DBsHXB4RJ0sqA/pGxIWph1ZT4E6yc4d1AToDVwALyYphP5R0HLAtMAO4FKg4upkPXJ/yLpJ0GhCr6vH11uuveYc3MzMzq6U3+hxX8MzyL4pzeNZ8naarn8nWCPtPn6j6boNZqfjhlR/X+2faf5zXvqSesz7Hl63KbGDXdH03YG7OfUuAZVUs8yawU7q+c870qOa6yHp9vRYR+wP3pmkCPkzzvA+0A14DxkREWUSUAf8HLAY2TPPtUNMNMzMzMzMzM7OGz0MdbVVGAMdJmkDWu2qypPHpvlnAmGqWuUfSI8BHNVzP88CFknYjK2RVZJ8uaRxZgfa0iJgtaUGaFmTDHIcAG0kaTdVDL83MzMzMzMyskfJQR2tUPNTRzMzMrPY81NGKwUMdzWru+3+q/6GO151fWkMd3ePLak1SO6Dyb1QfFRGL66M9ZmZmZmZmZma5XPiyWksFrrL6boeZmZmZmZmZWVVc+DIzMzMzsxopxrDEWFmcUTvFGkJphbVs3gpGr711wf9Zh302o6SGYpnVVJT7tS1f/lVHMzMzMzMzMzNrkNzjy8zMzMzMzMysBPgHCvPnHl9mZmZmZmZmZtYgufBlZmZmZmZmZmYNkoc6NhCStgcGA18CrwOnR5H6QEq6BBgXEeNqsezawN1Aa2AxcEJErChoA83MzMzMzMwaoHKf3D5vLnw1HDMjYh8ASTcDuwEv1m+TqnQI8HxE/FbShen2/fXcJjMzMzMrsLW7d6Xb2d9l0SOPs+iRxwuXu1lXup/7XRY+/DiLHso/t822W7N+v4No2rIVb1z1D8qXLaP7j3/Iyo8+AjVh7tDbatWuYuQ25syqtO7Rjc3PP4v3HnyM9x4YW5BMM2v4PNSxRElqJmmYpAmShgG5Zd8VwDtVLLORpCckPSXp2jRtsKRt0vWzJZ0gaXNJz0u6X9JYSd0kdUjLPgTskeYvkzRa0khJz0oalOYfpcz/rA+YTdbbC6A98EGa9zpJj6dl103ZYyQ9lKZ3kNQ85U+QdK+kppJ2TtuPpNsk7VaEh9vMzMzMaqD1Vj3Y5Dsn0/UHp0OTJsy/e0RhcrfuwSbfPYVuP8py372z9t+bdj7yUN66+noWPfY4HfbdC4C1Oq7H3FvuYL2yXmtUbmPOrNBm2y3o9oNT2ez/nQFNxNzbhtcpz6zURUS9X0qNC1+l6xhgWkT0BqYCAyT1lzQF6Ax8UMUy7wN9I6IX0FbSFsA9wHHp/sOAUcB5wLnAsUCndN8ZwJCIOBRompO5MiL6Aw8AO0fEQcA8YOdq1jcL2FvSVLJeac8ARwBzIuJA4O/A91K20vpuAM4EvgCOSNs8HTgwIl4B3pA0GHg3Il7K/6E0MzMzs7paZ8dt2fz8s1mxYBHv/PN2Ppv9ZkFy2+60HT0uOJsVCxYyZ8jtfPZ63XMrf3D78Onn6HLyQMo/X7nG5TbmzHa7bM+Wvz6X5fMX8ta1t/Lpa4XZp8ys/qROLY9KmpX+rlvFPAdImphzWS7p6HTfUElv5tzXc3Xr9FDH0rU58HK6/hKwa0RcDoyUdA1ZMany1yHrAddJag90AzYCHgcukHQD8ElEfCqpOzApIr5MhTSAzYAH0/WXczIr7n8XWJRzfd1q1tcHeCAi/iTpPOAUYAPgREn9yPbJZ1POK+nvRKAvWU+xwZK6kBX3ZqX7rwfeBLqu+iEzMzMzs2JZOmkak844l1bdNmGjE49l6dQZdDr8YJq0bMHSKdNZPm9+rXKXvDqVVwdluV1OOpalU2bQ6Yi+NG3VkqWTp7N8bn657z34MN3P+T5NWrZk+dx5ICGJJq1asuC+2vckK0ZuY84EWPzyFF4e+CPW3mxTNhl0HEtenc4Gx/SjaasWLJ44neXvvFvrbDOrNxcAYyPi95IuSLd/njtDRDwB9ISsUEZ2HvMxObOcHxH31HSFLnyVrtnArmQ9tHbj60MblwDLqljmJGBERAyVdDtZj6ovJL0JnM9XhbI3gR0kvQRslzNtJ2AaWW+uR9L03K92cq+rqvWly4dpnveBdsBM4F8R8WcASc2BfdP6SH9nA/2A1yLiJEmXpyyA35P1UPst8J2qHy4zMzMz+yYse+sd5g4dBsDiF19Zzdz55b7zzyz34xdqn/vJ1Ol8MnX616YtHP1INXPXb25jzsz12RtzePv62wH46NmXVzO3WcMWpX9y+6OAsnT9FmAclQpflRwHPBQRn9V2hS58la4RwHGSJgDzgcmSxqf7ZvH1amiFx4F/VXQRzHEvcBewYbp9JXA7sBD4CFgJDAHulfR/ZOcQq4mq1ncHcKekU1PuwLSOqyVVnJ30KrLi3UpJDwMtgQFAK+DCdB6vxcCslP12RPxD0t8k9Y2IR2vYPjMzMzMzMzP75nSOiIquugvIRnOtyonAXypNu1zSxcBY4IKIWGWNQqV4YjIrLknNUk+wpsDTQK+I+OIbbkMZ0CciLipk7luvv+Yd3szMzKyWXi8bUPDMWFmcw7NmbZuufiard8vm1fQ79fwc9tkMrX4us9Jz+m8W1vtn2psv6XwW2Xm4KwyOiMEVNyQ9RnZKo8ouBG6JiPY5834UEf9znq9034bAJGCjiFiZM20BsBYwGJgdEb9dVXvd46uBktQOqDyg/qiIWFyDxTeTNITsnFo3fdNFLzMzMzMzMzNbM6Ui1+BV3N+nuvskvSdpw4iYn4pYC1exqhOA4RVFr5Rd0VtshaSbyX6cb5Vc+GqgUoGrrJbLvgb0LmiD8m/DOLKxvmZmZmZmZmbWMIwEvk12ru5v878ddnJ9C/hF7oScopmAo/nqB/eq5cKXNSpfNvEub2ZmZlZbu476e303wWy1FMHHE8cVfDhY+55lHj5p9a689E9X9XvgLknfAd4m69VFOpf39yLijHS7G7AJML7S8rdLWp/sx+4mAt9b3QpdBTAzMzMzMzMzs6KLiA+Ag6qY/hJwRs7tt4AuVcx3YL7rdOHLzMzMzMzMzKwERHnJ9/j6xjWp7waYmZmZmZmZmZkVgwtfZmZmZmZmZmbWIHmoo5mZmZmZmZlZCYjSP7n9N849vhoRSdtLekbSk5JuTj//uar5B0kaVMd1jqvL8lXk3S/pY0l9cqY9Vch1mJmZmVn+ZrzxNtf/ewRX3XIXy5avAOCxZ17i+5dc2eAzS6mtpZJZvLbOyTL/9VXmPY+M46Z7R/HPe0fVqb1mtmZy4atxmRkR+0TEfun2bvkGSKrvfeZ7wFX13AYzMzMzq+TRp1/kjOOPZP/de/LCpGkA9NlnN7bstkmDzyyltpZKZrFyxzzzQpa5W09emDwdgOP6lfF/R/Vj4Ycf16m9Zt+E8vKo90upqe8ihhWRpGaShkmaIGkYkLuHrgDeqWKZtVKvqoeB/mlaN0lPSLoHGCTpOUk3SHpV0mmS7pM0SdJOaf4z0zx/zckdJ+lKSS9JOkfSbWn5fun+X0gaL+l5STtLaippjKQukvpJugogIuZXsantJN2R8noW5tEzMzMzs3ytZkBBg84sVm5jzixWbuXMFZ+v5No7hvPtow8p+LrMrP658NWwHQNMi4jewFRggKT+kqYAnYEPqljmaOCFiDgEeD9neidgYET8E+gAXAwcClwBnETWE+s7kpoB3wF6AXdXyr4d2Bf4NfDTtPwP031/i4j9gZOB8yLiS+AnwHXAL4ALV7GdnYDTgR8A317VA2JmZmZmxdF3390ZctcDTHjpVRZ++BHl5eW8NGUGr705hxGPPdmgM0upraWSWbS27rM7N96dMj/IMi/82400b96M51OvMjNrWOQTozVcki4AJkfEKEmHALtGxOXpvmuAxyNieBXLTIqI0ZLOIusZNg74XUSclOZ5OiL2zb0uqRtwKXA+cHVEnCCpBfBIRJSlc331jYiVlZZ/MiL2S+s6GSgHIiIOSPc/mtp5RU4bLwGeiojHqmjDryPitOoek9lvvOEd3szMzKyWOiz9nwEDZmscFekzbvueZcXp1maWh5N/Ma/eP9PefkWXknouuMdXwzYb2DVd3w2Ym3PfEmBZFcu8CeyUru+cM70853pUc11kvcS6SmpaafnceSsvA1lvrTLguxXTJB0KTAf6SOpYRVura4OZmZmZmZmZGc3quwFWVCOA4yRNAOYDkyWNT/fNAsZUs8w9kh4BPsp3hRHxhaSbgWeA8aubP8cLwIR0QdI6wM+Aw4HtgD8D35Z0NXAE0F/S9RExON82mpmZmZmZmVnj4KGO1qh4qKOZmZlZ7Xmoo5UCD3W0huykC+bW+2faO36/cUk9F9zjqxGT1A64v9LkoyJicX20x8zMzMzMzMyskFz4asRSgausvtthZmZmZmZmZqsX5eWrn8m+xoUva1Saln9R300wMzMzK1nP7/e9gmeWf1GcUTvN1/FHnVKg5oUfMRUrC79P7TbmH3z06vii7Kzr7rR/SQ0bMys1/lVHMzMzMzMzMzNrkPw1iJmZmZmZmZlZCSgvr/dz25cc9/gyMzMzMzMzM7MGyT2+zMzMzMzMzMxKQIR7fOXLPb7MzMzMzMzMzKxBcuHLvjGStpf0jKQnJd0sKa9fL5HUV9Jzkp6QtHWatpGkx1Nun+K03MzMzMzytXaPbuxw3e/odPhBBc1t3aMbO95wBZ2PLFzu2pt1Zbu/Xcb6hx7Y6DKLlVuUzO5d2fYvl7F+vzWrnTPeeJvr/z2Cq265i2XLVwDw2DMv8f1LrixUM82sDjzU0b5JMyNiHwBJNwO7AS/msfzFwEFAW+AqYCBwAfAr4FXgQeCxArbXzMzMzPLQZpstWK9sL5q0aMHCUWOZd/twmrVrW/fcbbegY9leNGnZgvceHMvc24bTvP06dcpsvXUPOuy3F01brMXCh5/g3Tvvp1m7xpFZSm1tvVUPOvTakyYtWrDokSeYf/cImrWt2z5V6HY++vSLfP+kY5g8czYvTJrG/nvsTJ99dmPya7Pr1E6zqoRPbp839/iyopHUTNIwSRMkDQNyn6ErgHeqWOZPknZIvbsmpmm3SOoEEBGfRsR8YPO0yA7AMxHxCbBUUt2PrMzMzMwsb2133o4tfnUOy+cv5O3rb+XTWW8WJLfdLtuz5a/PZfn8hbx17a18+lrdc9vutB09LjibFQsWMmfI7Xz2euPJLFZuMTLX2XFbNj//bFYsWMQ7/7ydz2avme0EyHMwi5l9g+QTo1mxSDoe2DoiLpV0ETALWAb8Ll0/ISJWVlrmGKATsCGwB1mvrrsj4hBJTwLHAesC/4mI1pImRETvtOxtwC8jYk51bXrr9de8w5uZmZnV0oxdjlrtPGtvtikd+/RiyaQZbHjcYTRt2ZLX/3Aty995t8r5y7+o2eHZ2pttyvoH78eSV6ez4fGH07RVC2b9rvrc5uusfnBLq26b0PHAXiydMoPORx9K01YteePP17F87vwatamUM9eUtqr56gtGrbptwnplvVg6dQYbHHUoTVq24M2/Xs/yeVVnxsrV71P5tnO3Mf+oNmvGG28z/oWJLP/8czbqtB4DDi7j5WmvcdPdD9Bvv704us9+q2zLujvt76qZ1dhx575R759p7/nbZiW1z7rwZUUj6QJgckSMknQIsGtEXJ7uuwZ4PCKGV1qmE/AnQMAj6W/fiPi2pL3JimZvAxtFxMGSxkVEWVp2JHBKRCyprk0ufJmZmZnVXk0KX/mqaeErXzUpfFn9q0nhK181KXzla1WFr7py4cvy4cJX/jzU0YppNrBrur4bMDfnviVkvb++JiIWkvX2+hJ4GjgPeCbd92xEHABcDkxPi0yStLek1kDbVRW9zMzMzMzMzKxx8dcgVkwjgOMkTQDmA5MljU/3zQLGVLPcfGBSRLwlaX1S4UvShUAf4APgrDTvH4F/Aa2AXxdjI8zMzMzMzMzWBOVRXt9NKDkufFnRpPN3Daw0+f4aLPftnOtdcq5fTtbbK3feuUBhf8/ZzMzMzMzMzBoEF76s3khqx/8Wwo6KiMX10R4zMzMzMzOzNVmU1/spvkqOC19Wb1KBq+wbXad8WjszMzOzNUmxTkK/cukXRcm1wmrVpUXBM6NZ6RQGXjjwBwAFb3C/D6aW1MnHzYrJVQAzMzMzMzMzM2uQ3OPLzMzMzMzMzKwEeKhj/tzjy8zMzMzMzMzMGiT3+DIzMzMzMzMzKwER7vGVL/f4MjMzMzMzMzOzBsmFLys4SdtLekbSk5JullTrXxSR1E3SgZWmHSvpnZzb50t6StLtkprXpe1mZmZmVhhr9+jGDtf9jk6HH1TY3M26st3fLmP9Qw9c/cw11LpHN3a84Qo6H1m4tpZKZrFyC5HZZtut6f6TH9LjF+fRpFUrALr/+Ids/O2T2HjQKQVpZ6vuXdnmykvpePABtc6Y8cbbXP/vEVx1y10sW74CgMeeeYnvX3JlQdpYYe3Nu7L93y+n02GF2/fNGgMPdbRimBkR+wBIuhnYDXixllndgAOBx3OmHQe8k/I7AQdERC9JPweOBu6u5brMzMzMrA7abLMF65XtRZMWLVg4aizzbh9Os3Zt65zbeusedNhvL5q2WIuFDz/Bu3feT7N269StrdtuQceyvWjSsgXvPTiWubcNp3n7xpFZKm3tfOShvHHl1bTdZSc67LsX7z/2BGt1XI83r/oHOw29nrlDb6tVbuste7DuvnvSpMVavP/oE8y/536ata19Ox99+kW+f9IxTJ45mxcmTWP/PXamzz67Mfm12bXOrNBm6x506L0XTVu2YOFDjzNv2Aia13Hft9JWXl5e300oOe7xZXUmqZmkYZImSBoG5A46XkEqUlVaZiNJT6SeWtdWlSOpGXAmcKqksWmew4DHgIpn+27AuHT9MWDvYmyjmZmZma1a2523Y4tfncPy+Qt5+/pb+XTWm4XJ3Wk7elxwNisWLGTOkNv57PW657bbZXu2/PW5LJ+/kLeuvZVPX2s8mcXKLVZbK5/P6MOnn6PLyQMp/3xlrfLW2WFbNjvvR6x4byFzb76Dz2a/VYBWQh0GuVSrbc/t6HHhOaxYsJC3B99WsOeUWWPjHl9WCMcA0yLiW5IuAgZIWgb8DpgFfFDFMu8DfSPiC0m3SdoC6Fk5BxgMvBERF6Xlvg2cCpyebrcHlqTri9NtMzMzM/uGLXllKq+cdDZrb7YpG//fAJZMmkHno/vRtGVLlkyazvJ33q1d7qtTeXXQubTqtgldTjqWpVNm0OmIvjRt1ZKlk6ezfO78vDMXvzyFlwf+iLU325RNBh3Hklens8Ex/WjaqgWLJ9auraWSWUptfe/Bh+l+zvdp0rIly+fOAwlJNGnVkgX33Z93HsDSydOYfOaPadV1EzYceAyfTJtJp0P70qRlCz6ZOoPl8/Lfn/ruuztD7nqA5Z9/zkad1qO8vJyXp73Ga2/OYcRjT3J0n/1q1dYlE6cy8dRzWLv7pmx8ygCWTJ7BBv0PpknLFtlzqhb7vlljJP8igNWVpAuAyRExStIhwK4RcXm67xrg8YgYXmmZDYHryApV3cgKWntXzgGeBvpExEXpXF87RsRVkp5KwxsPB7aLiD9K2gU4JSL+X3VtfXP2697hzczMzGpp5s5HFjyzaaumBc8EWLn0i6LkWmG16tKi4JmxsvCH/Dvff03BMwFeOPAHRcnt98HUwndBszXCEd+dVu+faR+8cduS2r881NEKYTZZkQqyoYdzc+5bAiyrYpmTgBERUUZW3FIVObOBlUDF0dD2QH9JDwPbSbqM7Nxh+6f7+wDPFWB7zMzMzMzMzKwB8FBHK4QRwHGSJgDzgcmSxqf7ZgFjqljmceBfko5eRc4fgLWBKyTdGREDgasBUo+vi9L1CZKeAuYAVxV208zMzMzMzMzWDBE+uX2+XPiyOouIlcDASpNXOeg+Il4Bdqjirso5i4HeVSzfK+f6H8iKZGZmZmZmZmZm/+XClxWdpHb8byHsqIhYXB/tMTMzMzMzM7PGwYUvK7pU4Cqr73aYmZmZmZmZlbIor/dz25ccF76sUZHHQ5uZmZnVWrO2hf/4UIxf4IPi/FqgFd6yeSsKnlmMfUpRnP20SbPC/zhe01ZNeLzbjgVv8IFvTSqpX/Izq+DCl5mZmZmZmZlZCXCPr/w1qe8GmJmZmZmZmZmZFYMLX2ZmZmZmZmZm1iB5qKOZmZmZmZmZWQko93mr8+YeX1ZjkraX9IykJyXdLKmgJzeU1FPSLjm3/5rW9bd0+xBJ49JlvqSj0/TzJT0l6XZJzQvZJjMzMzMzMzMrXe7xZfmYGRH7AEi6GdgNeLGA+T3J9smXUwGsTUTsJ+k6SbtHxMPAw2n9zwOPSeoEHBARvST9HDgauLuAbTIzMzOzWli7e1e6nf1dFj3yOIseebxwuZt1pfu532Xhw4+z6KH8c9tsuzXr9zuIpi1b8cZV/6B82TK6//iHrPzoI1AT5g69rVbtKkZuY86sSuse3dj8/LN478HHeO+BsXXP26Ibm19wFu/d/xjvjax93ow35jDuhZdZ/vnnnHXCUbRq2YJ7HhnH4k8+RcDpAw6vc1uh7vt+VVp170q3H57BojGP8/6YJwqSacXlk9vnzz2+rFqSmkkaJmmCpGFA7jNsBfBOFcuUSXpI0gOSnpbURtJgSduk+8+WdIKkzSU9L+l+SWMldQPOBM6XdDuwF/Boin0M2DtnHZsB70XEJ2TFt3FVzWdmZmZm36zWW/Vgk++cTNcfnA5NmjD/7hGFyd26B5t89xS6/SjLfffO+2ud1fnIQ3nr6utZ9NjjdNh3LwDW6rgec2+5g/XKeq1RuY05s0Kbbbeg2w9OZbP/dwY0EXNvG16nvFyfznqLubfUPW/MMy9wxvFHsv9uPXlh8nQAjutXxv8d1Y+FH35cp+xC7vv/zdyyBxufdjKbfu801ETMv6fumWZrMhe+bFWOAaZFRG9gKjBAUn9JU4DOwAfVLPd5RBwJjAYOAu4Bjkv3HQaMAs4DzgWOBTql+wYDf4qIk4H2wJI0fXG6XeFYoOIdalXzmZmZmdk3ZJ0dt2Xz889mxYJFvPPP2/ls9psFyW2703b0uOBsVixYyJwht/PZ63XPjfh6j4kPn36OLicPpPzzlWtcbmPObLfL9mz563NZPn8hb117K5++Vph9qhgqnwVmxecrufaO4Xz76ENqnVmMfX+dHbZls/N+xIr3FjL35jv4bPZbdc40W9N5qKOtyubAy+n6S8CuEXE5MFLSNcARfFWAyjUl/Z1HVogaBVwg6Qbgk4j4VFJ3YFJEfJkKaZUtBtqm622Bj3PuO5Ks+FUx38bVzGdmZmZm35Clk6Yx6YxzadVtEzY68ViWTp1Bp8MPpknLFiydMp3l8+bXKnfJq1N5dVCW2+WkY1k6ZQadjuhL01YtWTp5Osvn5pf73oMP0/2c79OkZUuWz50HEpJo0qolC+6rfc+XYuQ25kyAxS9P4eWBP2LtzTZlk0HHseTV6WxwTD+atmrB4onTWf7Ou7XOBmjRuSMbDuhH01YtWTJxOsvm1C6v7z67c+PdD7Bixeds1Kkj5eXlXPi3G9ls4w15ftI0jj5ov1rlFnrfB1g6eRqTz/wxrbpuwoYDj+GTaTPpdGhfmrRswSdTZ9T6eWrfnCj3ye3zpcqVebMKko4HtomI30q6CHgnIm5J910OPJnOu5W7TBnQJyIukjQIICKGSroJ+BB4JSLukHQdMJSsoPYK0B/Yl+y8Xjekc3ydFRFnSboWGBoRL0jaALg1Ivqm9XUCbo6IwyX9DHgrIu6qbpveev017/BmZmZmtfR62YCCZ8bK4hyeNWvbtCi5VljL5q0oeGYx9ql9X7yh4JkAL/b7UcEzm7YqzsCuA9+aVNAfN7Pa6Xvyf+r9M+2jt+9aUvuCe3zZqowAjpM0AZgPTJY0Pt03CxiTR9a9wF3Ahun2lcDtwELgI2Al8BwwVNL2EXG2pOWSngQmRsQLabmjgP9+bRQRC9M5yJ4C5gBX5b+ZZmZmZmZmZms+n9w+fy58WbUiYiUwsNLkVfZVjohxpJPNR8TQnOmjgTY5s74dEXtJago8TXay+i+A/XKWObeK/P/5qiUi/gD8YdVbY2ZmZmZmZmaNjQtfVmuS2vG/hbCjImJxDRbfTNIQoDVwUyp6mZmZmZmZmZkVjAtfVmupwFVWy2VfA3oXtEFmZmZmZmZmDViET26fLxe+zMzMzMysRr5YUvhO+uVf+Hw1jdlaHZoXPLMYJ7cPFedc3p9/uLLgmc3aFv5jfpNm4tHO2xf8ge373pSSOkm6labi/NyDmZmZmZmZmZlZPXOPLzMzMzMzMzOzElDuX3XMm3t8mZmZmZmZmZlZg+QeX2ZmZmZmZmZmJSDKfXL7fLnHl9WYpO0lPSPpSUk3S4U9w6OknpJ2Sdc3kvSypOWSmuXM89e0/r+tapqZmZmZmZmZmQtflo+ZEbFPROyXbu9W4PyewC7p+ofAQcBzFXemolibtP61JO1e1bQCt8nMzMzMamHtHt3Y4brf0enwgwqa27pHN3a84Qo6H1m43LU368p2f7uM9Q89sNFlFiu3KJndu7LtXy5j/X5rVjtnvPE21/97BFfdchfLlq8A4LFnXuL7l1xZkDa23qIbO950BZ37F/a5BLD25l3Z/u+X0+mwNesxNSskD3W0aqWeVrcCXYB5wKk5d68A3qlimTLg58AXQAegH/AX4K8RMV3S2cB7wH+AO4AFQBvgO8CZwHqSDoiIk4HllTqV7QU8mq4/Buyd1lN52ot12GwzMzMzq6U222zBemV70aRFCxaOGsu824fTrF3buuduuwUdy/aiScsWvPfgWObeNpzm7depU2brrXvQYb+9aNpiLRY+/ATv3nk/zdo1jsxSamvrrXrQodeeNGnRgkWPPMH8u0fQrG3d9qlCt/PRp1/k+ycdw+SZs3lh0jT232Nn+uyzG5Nfm12ndlb4dNZbzL2l7vt8hTZb96BD771o2rIFCx96nHnDRtB8DfzfW9XCJ7fPm3t82aocA0yLiN7AVGCApP6SpgCdgQ+qWe7ziDgSGE3Wa+se4Lh032HAKOA84FzgWKBTum8w8KdU9KpKe2BJur443a5qmpmZmZl9w9ruvB1b/Oocls9fyNvX38qns94sSG67XbZny1+fy/L5C3nr2lv59LW657bdaTt6XHA2KxYsZM6Q2/ns9caTWazcYmSus+O2bH7+2axYsIh3/nk7n81eM9sJUOCzwBRN257b0ePCc1ixYCFvD76tIM/TYj2mZoXiHl+2KpsDL6frLwG7RsTlwEhJ1wBHAMOrWG5K+juPrBA1CrhA0g3AJxHxqaTuwKSI+DIV0mpiMVDx9U5b4GPgyyqmmZmZmdk3bMkrU3nlpLNZe7NN2fj/BrBk0gw6H92Ppi1bsmTSdJa/826tche/PIWXB/6ItTfblE0GHceSV6ezwTH9aNqqBYsn1i53yatTeXXQubTqtgldTjqWpVNm0OmIvjRt1ZKlk6ezfO78BptZSm1dOmkak87IMjc68ViWTp1Bp8MPpknLFiydMp3l89aMdvbdd3eG3PUAyz//nI06rUd5eTkvT3uN196cw4jHnuToPvutPmQVWnTuyIYD+tG0VUuWTJzOsjm1ey4BLJk4lYmnnsPa3Tdl41MGsGTyDDbonz2mSyatOf97q16ET26fL0W4m5xVTdLxwDYR8VtJFwHvRMQt6b7LgScj4uFKy5QBfSLiIkmDACJiqKSbyM7b9UpE3CHpOmAoWUHtFaA/sC/Z+bpuyMkbl/K+SOfzOisizpJ0bVr+i8rTIuKF6rbprddf8w5vZmZmVkszdjmq4JnlXxTn8Kz5Ov6OvxSoeeF7SsXKwu9Tu435R8EzAZ7Z7cyCZzZrW/h9v0mz4vRo6/velNLoKrcG6X3MU/X+mXbC8F4l9X/zUEdblRHAdpImADsAH0saL2k82VDHMXlk3Qt8H3gg3b4S+BtZj7GPgJVkJ7I/RdI1kppLegzYCXhE0p4R8TLZeb+eBL6MiBeqmlbXjTYzMzMzMzOzhsFfg1i1ImIlMLDS5PtXs8w4YFy6PjRn+miyk9hXeDsi9pLUFHgaeC8ivgBy+wH3qSL/3JpMMzMzMzMzM2tofHL7/LnHl9WapHaSxlW6tKvh4pulnmQvAP9KRS8zMzMzMzMza6AkHS9pqqRySbutYr5DJM2U9LqkC3Kmd5f0fJp+p6S1VrdO9/iyWouIxUBZLZd9Dehd0AaZmZmZmZmZNWBRXvInt58CHAvcUN0MaWTYP4C+wFzgRUkjI2Ia8AfgrxHxb0nXA98BrlvVCt3jy8zMzMzMzMzMii4ipkfEzNXMtgfwekS8ERGfA/8GjpIk4EDgnjTfLcDRq1une3xZo9Ktx5Yl9esTZmZmZmuSbkum13cTzBqUw1eu7vO/2dc99cD+9f6ZVtKZQO5Pkg6OiMEFXEUX4J2c23OBPYH1gI9zTpU0N827Si58mZmZmZmZmZlZjaQiV7WFLkmPARtUcdeFEbHKH8wrBhe+zMzMzMzMzMysICKiTx0j5gGb5NzeOE37AGgvqVnq9VUxfZV8ji8zMzMzMzMzM1tTvAhskX7BcS3gRGBkRATwBHBcmu/bwGp7kLnwZWZmZmZmZmZmRSfpGElzgb2BUZIeSdM3kjQaIPXm+hHwCDAduCsipqaInwP/T9LrZOf8umm168wKZmZmZmZmZmZmZg2Le3yZmZmZmZmZmVmD5MKXmZmZmZmZmZk1SC58mZmZmZmZ1YIkOdPWZP4/mbnwZbZGk9S0immN6s0rd3sb4bYX/DW6qn3KGo9Sej4VY18txvZXfp6uyY9rY97+Yr32FWk/LYnMlNuoiymSOkaBT5hcpMy1ipDZptCZxVIq+5SkjpLWL3RuEf7335G0t6StC5x7rKTtJLUrZK4ZuPBljZik1oV8YS30m6okRcSXkppIGihpG0nNIyLqsq5SO/jNfbMu1Bt3KRyoS2oSEeXKdJPUvgCZFfuUJO0oqWsBmvrf7Ny/BcoseOE3N1NSs/S3Tu+F39SH1AJse5Nv6vlUgMc0d1/duS5ZuW0q9PZXep52r8gtxPbnXG9d13ZWZFZsc+XHoi5ytn9Qul2Ix7Wgz6lK+9NeRcotK3BmE0lHSlqv4rWqQJknSGpTiMc4dz+StGFd8ypn5kyr8/tKkd73/w78tAQyLwOukXS0pO0KlPkn4CZJp0nauBCZVayjY6GycvbTjdLfur6fqq6v81VkHgrcCfxZ0kUFzD1I0l8lHSGpZwHyfgkcCuwPnCrp1LpmptzLgBPIfsXvdEl9C5FrVqFOb6RmpUpSc2BboIukLYEPI2JIXTJz3lSPB1YA4yNicS3b1zQivkw3/wWsA/QAPpF0XUR8nvshJo/c/x78An8EXgWmRsTLtWlnrpztPwloDoyKiPdrm1fpQ9oPgd2Au4FXImJ+gdq6NTAnIj6rS16lzDOANsCTwKvpp3jzkvthGngY+ASYJOmJiJhQm/ZVyhwFLAaWSBoTEffWJjNXzr64BfBaXfNSZsW++kPgOeDNiHi/Nvs+/M/+fyWwUtJNEfFaxeNTx8wbgVeANyJidL5Z1WT+BpgCTIyImXXY9sr//7eBscATEfFBbdsKX9v3DwXKgSkRMa8Oj2nu699dQGdJw4HRETGzNm2stP13AFOBp4CnIuKLWr6e5mbeBaxIMaem6bXafvjaYzoI6Cbp0ooCS20LSzmZ/wccKulqsv/V0trkVdq+JsCRkl6LiGdqk5eTm7v//wqYFBHD65CXuz/9G9hQ0ijggYiYVqDc28mOJ8YC9wOTC7Dv3wp0AnYCpkp6MCJW1jFzMNAV2AMYLuk/EbE838yUm7v//xxoKun2iHirNnlVZN4MvBMRv6r4wq+2+36l44mTgLXIXqdr9X6acq4DNoiIYyTtQfae+k5djieKlDkA2Ay4FDgQ2EFZj7Lxdcg8j2w/Og84g2w/nVvbvGrWsQ1whKSxdTlGzX2dSsdnGwKX1nWfAppHxOcptxWwsrbvJTkOBK6OiPsl/VPST4Gr6vLar6woeR7Z82kD4GBJj0TEqNo0ML0udwT+HBHPStoe+J6klRHx79pkpty1yf43vwbeInss9k2542qba5bLPb6s0Ukv0nuSHVB8C/g/sg9BufPU+Jug3Hkl7Q2cDRxJ9m1F3l2AKw5SlX0zewzZwdlRZB/W1gLOVS26rKfcimV+DawNLAd+Imn3fNuZk5u7/bsCpwO7Amco61WU97dqlQ5SNyU7SB9JVqw8TOkbuzq29QxgOHCepDNrk1dF5nbA8WRfKhwMHK48v6mvdOC/G1lhYgBZQaWvpANr0cbczL2B5yLiW2Qfgg6VdGK+mTnZuds/CLhH0mWSeua77Tk5uT0R/g70Jvtm8XuSOlUcsOabmbP/nw8sBV4CbpS0eUWhog6Z55K9pkwBTpB0VD5Z1WReAXQGWgK/lLRNLbc9t0DRm6woOxjoRvZ8qtWwikr/+6OA3wI7ALdK2qyWj2mT+KoHzRHA0xHRm+x4pY+kbWvT1pztvwaYDEwje34dLKlZbT5Q5Dynfg88GRGnAAslXVtpnbUi6ViyD5W/AdpL6pz+/7U+dpN0OHAU2WvfMcB+qmVv0viqp9euqbByJ9AuradWvSkq7f8/JvuAdZKks9IHo3zzcveno8he+3oDn5G9nu5Yy3bm5h4HvBQR+wPzgT7AzrV8Pal47x9AVpTsCzxNVrg4RtJatcyUpNOBmSnzKaAM2EtSy3wyK+Ts//8CNgK6kL2fbF6bvEqZ95AV54+WdH66r9a93XOOJ44g61GyDLhY0pG1bSvZ/+UTSROAM8ler0+RtEkdMiekzPEFzHyT7Muz2WTF1InAPpK61SFzBllxdw7ZF52/kDRI0j51yPwvZaMx5gJLgL0l7VTbrJzXqYPJ3p/b5txXqy/QlPWWH55un0RW+P6VpO3qsp8Cc8je7yE7puhBVrSqS0/a5sBKsi+OhpAV/4+QtG++QZKOSO9rDwAD0rHTFOAmYEtJnWrTQEktU3F3JNnr59rAE2THvdtIalqHx9Tsv1z4ssZoI+AHZL1yHiF7E9hcOd30a/oGI32tQHMC2TcUV0TEd4Eg+1C1fT6NqzhIJfvAPxDoJemnEfEm2ZtC87QNNVbpgPqXwKbAbyPibrIPKz+XtGc+mSm38reoRwE3RMQ5wMdkxZ9d8s3NyTwTuBxYnr7xf4DsoOX4fD+sVWprD2A94ACy7V9ftSh+Vco8nayQ+khEXElWVNkKOC6fD0A5B/53Ar8kK6JsHREjyXro9ZO0bj7tzMm8naww+yNJe0fEf4AhZAW6DfLJhP/Z/p3IHtPDgJlAP7IPf/kW/nL31e8ASyLieLIDqw+AsysKAHlkNsnJ/BWwO3Bb2v+HALdL2iKfQkWldv6ZrIhyX/pm8lrgZGWFixqrlPkTssfzxxFxCzAa+E3FgXUemblD8e4j6z3XKSJeAR4FNiE7CG6eZ1tz//e9yHqlfCft+7cAgyVtmW/xJ2dfHQr8hGwf2oqsUNeObP+v8dC/3Odeei3eBHg/Iu4jez7tTDZko8b09cJsc7IPJz1S+38KhKSb88lMuZUP7BcCzwC/AC4GHlQqKNYmM71uHAS8FxF3kfWg3ZusoFjjopKkXSStk24eD/xNWVGpNfADSd1q+YEyt5j0R7JCym+A7wDbkH2Z1CqfzJz96Z9kr307Kyt2DSH73/WT1Cbftubk3kRWoNg5vYcOJevxfTDZ45FPZsV7/w3At4E9lX0pMY7sy7nNgXxf+3MzjwG2V1b8vB94neyYJa/HtJKOQNv0nv9HsmOT/spzGH2lfX9Dsl74vwZ6AcdK+m3anrx7uae/TZQVeq4CbomIO8mGE54raWCemT0lrRcRt5H1nn05Is4ALiD7MmGLfPJS5h8l9YmIYWSv9YXI7CmpA1mx51Wy5/4XZF98NCfrsVWbzPZkXx7MljQMOBy4Os1S20Jy7uvUlsAlwMbAMEBkX9D0zDMz97irB9lr1WlkxxA/lXSOpB3ybWtk3gaelvQE2fvHz4BJwI9r8R69l6Teyr6Avgs4U1L/yHrink1WnN4133ZK2kfSujmfHQYp++LwGWAM2Wtqjb+kUNZD+FZJO0fEE8As4JB07PQK0AFoX4t2XgZcrawI3QpoCuxLVvwaTfYetWEdCn9m/+XClzUaFS/uETGGrMvvD8gOJu8je8E+StKtkvrUNDPng9+JZG+oHYGDJG1B9kGtAzUsUlX6MHUFsGVEnAicRDY04/zIhvlcFXkOJcg5+L2YrOA3D7hTUpeIeBC4jaz3V15ytn8gWdGnOdm3cxUfLETWYyVvKbM32TeUiySdS/Zt2CNk31p/XMu2nkJ2cHE4cGx6TEcCPSQdUMvME8kKPu8C26WDlkeB6cDSmnxQrXTwcTvZENRjgD+Q9crbPiLuIete/lFN2lfpwO9GssftW8ApwCWSekfEc8CPImJBTTJz5Wz/qWQfLPcgO5i6A1gADCArNOSTWbGv/pnsQ083SVeS9dC6D3ifbOhvPpkVH1IvIjuomg78Xlmh6VbgOrLnam3aeTHwEdmQ1L9K2jMiXgD+QvYNe20yLyF73VhBNhypXfqgdj95nqIgZ9+7kayHwkXAx8oKvVPIPriNizyHUOX87w8mG0KzLenDTyrU3QfUuPBXaV/9LfBpRBxE1gPiYLIPQVcBIyLi0xpmNs0p+m1Ptk/+CdhA0tHpOfofssehpu1sllOcPA7YN7IemetIuhAgIn5IVgSoMelrhcRT0+vfxmS9aaZHxLlkPTfy+gCck7kdWa+PfwLvKPui4lWyDxYRNRxKpay37edkRbgngEVkRZqNyT6odCUrpKumH6hy2lrxPP0H2X6+Ntk+tBL4HVlvwhqd86fS/nQx8EVE9AEeI+vptCXZ/npXRHxS0zZWyv0F0DQiDiZ7Hu1N1tv5WrLCeo2GkFZ677+IrDDdn+xLnx7AiRHxMDA4It6rRebZQOeIOJLstXkr4LD0mvKPmr6fVLGOX6SsCZIOTsclM8geg33SPDX6nJGznx5L1rO9q6RDIztdxG/IvkA6P8/25Q4Na5LadwHZF33bRMSr6Xb3PDJvTMvckTL+TTbMk4h4jewYoFee7fwT2ZeGv06FimFkhZS6ZF5D1mPoH2S9pT8jK0odTPZe+jpZ0SKf0Q25mVuTHYv9mew1+Umy9+Z+klrkmZv72teW7Pn+OFmhqj1ZgX4PsoJoTTNzX/t3JjtNwncj4iyyYvWrZMcRn9c0M+VuKakLQET8DhiR2vZWZKeMGANcWjFPDfJ2JzvG3Zjsfe8A4GSyY76KXuNLyI6l82lnC7KRHcOUfakxmuz4vL+yL0CeIyuo1Wj0iLIvIpoA3yf7Aq4D2WvpMuBCZV/87kOeRXR9NQz3KrLHoAvZa3w3svN8HUv2RX3evX3NqhQRvvjS4C+Acq53TH93JiuA7UV2QHAc8OuaZFXK6072BnBEun0a2TeJ2wJr5dnOpmQHOBuSnSfpO2n6JmQH093qsN3HkX1D0yzdPoPsg3CXfDMr5W5KdtB/Srp9EtlB2x5kB5v5ZDdJf9sAfwXuzdn+n5IdADevavtq+BgcRfZBeu30f/s7cFq6b+N8H9N0u336//8s3d4buAw4uTb7aWrbz8kOzNqm6SeTFcNa1zJzfeAc4HlgvTT9MLLeJO1r8jiu4jEtIztXVBeyHgX/D9gn3dcrn30/5/pPyIZRQPYB+CKyQpJy//95tvkk4EFg63T7YrJCUl7P0UqZ+5F9KNkk3T4YeBnYuw6P52kV255u/zTtX23r0M5OZAfoV6TbPdJz6dzaZlb8f8mGI2ybbv8OuKMOeU3IihtnkA116kHWw/P7ZK8pa9cis+KcXveRFSq+n/5vV5AVvmvb1jFpn7wjPd8rhmf9uo6P6fGkb+fJvjw5OE3/K1kxpTb71ElkPVCHkfUa6pWeY9/Lfd7VIHMb4Fvp+sVkQ5E2rfjfpb/nkhWSa/zaX+m5fzzZ+0mH9JryK7IeVa3yfe6n/Wkn4FTgXmA7sl5Y3yUrXrSp5f+oKdnxw/Hpf7470IKsAPjL2jxXU+beZD1HnwKOTtP3Tc+rDWqR2YzstA590n56ZNpP+wMXko6FarNPpdtnkH3Y7U32Ifsast5p3yb74mu1j2/ufpKe6/8m60HTg6xn0s+BZ9NjM5T0/pVnu39EVvC9IO1XB6d27phnzgDg9nT9W2SvKevk3L832ft2Pu97pwFDcto5qNLzqTaZXYH7c5Yfkvb5gWSvf7eRvW4fUMvMvdL/4lyyXmS/I/uy5mnS61Utn1fnkPV0vzT9349Mbb8HuLgWeU3S/nQH2THEvmn6XyqeX3nmHUz25cFPyb6Yrph+Mdmwx3XT7d3zyOwHnJWub0rWq/0ossLPVelycy0fz/PIjvnuJCvybUD2nB2Z/n9/q2FOa+CknNs/A/rl3LcL2bD0fWvRxp5k73NrkR2LHpb2qwPS5Y/57Ke++LK6S703wBdfvslLesO6O112TJd/An0rzVdtIQDokHN9D7ID1TPJDva3JCvanAMcWsO8n/JVgas3cEm6vgnZB/UfpNst8tzW9jnXL0h//wncmjP9B8AeeeZ2zrm+T3oMvkU2lGKX9AZ2JnB4TbY/3b9NzvWDyM7BsW56TH+Zpm+a+5jW4n+/abosBI5K07ZI+8J+ebR1w0pt3Ts9DiOBI9P0MuC4Grbrh0C7dP1MYGDOfnEfXxVqa/zBh+y8dT3T9ROA76frPyEr9nROt/P64FPNY3oo2beJ+5N90BpAdiC8RU0f05z5mpIVz5qQFeUuS9NbkfV+2CqPtu1MKmqRfRjtQFbs+Q2pgEJ2gN0zj8zc/31FEelXZL29KgqKhwJ75ZHZJuf6uenvPcC1OdMvBHbLI3NAzvXzyA4uNyD7pv7sNL0HsHme/+82Ff/LtO+vQ1aQvSJnnhtIr1k1zPwF0D9dv4DsoL8l2WvKJWTFljbUsDCdcnoB66frJ5Fe88g+sF2Q9o1eee5Pp5D1koHsAP36nPtuJftA2QrYJc/HtOLxbELWO/YdvirG70L2oeBccoqpq3s+8fWi1z5kxejO6bn51/SYHggcUot2KuUdQ1ZAfJzsi5r1+KoIdiNwQg1zu6W/Tck+BO6R/kdnk70HbE5WWKzRFzRp2ZPS9fPJvvBpnv7+Jv3vW9Y0Lyf3fL56L/5J2q9E9uH8t2QFqmbkvEbkmXkCXz3/d0nPoxPS7XZ5ZP4Q+Eu6flpO/n5kxalj0+3189n+Sus4kOz1ZHeyD9XN0/9/n/T/2oOsMNyppvsWX71fdSL7QmpdsvfnPciOq/YFxlODoiJZgbN7uj6A7H10a7Ljn5tT2/uTji3y2O7NqfQeQPoyiqxody55HqOQ8xqU2vS7nNvr5pvJV1+e/QbokaadkZ6TO6bb3cnvta+qzNPJilLbkhWoe5Fn4YP0JWy6vjPZsVhFb+/L0mO6I3BObltq0t7092Ky14ONyHr1/p2smHIkOYWrPNp7HHBWeo6dxdeLXz8h60W1dk3amtPGXYEXgf3T7SvJjif2IntPaFKTvKrmIZ3GgKygek96jLuSfbnUt4btPJjs9b3imKkJ2Zcyf69uvXk+puuSFc0OJXv/7EBWpKx4PGr8xYwvvtTkUu8N8MWXb+pCdlBWcb6Aa8mGO+2e3njOrMHyIvvA8zSpqJPe+DdIL94DyT6cb0ceRSqyg7oxZAc9W5LzzVY6oHiYrMBQ4zcWsg8Q16c3/HZkvxJTcd+VwN21ePwqDn7GA99O025Ib6RtyD6wXkFWCMrrzYrsoOyf6fog0gd3soPpP5AN7/taW2qQuTvpgJHsAPr6dH1nsnMbVXwA6JxHO1uRfVNaUaj8LemD7v9n76zDrai6MP5bFxAVREQRGwtbsLu7W1AsVAzAREVUDOxAQTBBRBQDu7u79bO7u7sQ1/fHu4Y793jvOTOHi9Ss57nPPbnOnpm99+z17ne9K/rRJQQjIofP41DqZdPoQ11S7/WOtuZlOnSPPr4QAhB6pN47GDGImlVxnZalFjhZFQFK00Z/Ox6BX0Y+kKYHcFI8XhI4Ix43QYDCgKzXPOVz8WjPVkmfT/k8AYmR52J7IObElQg0mLZkTB0Y4yIvg2ILBES0RfT+tM8LqH6n9/bUOT0WmD8ez47A5D5V+JwL7cIvG9d4WLzeDO2oH19lW9dELMwl4nysHK9Ph8CmccFlRn8zAGvF45lRsHo0AZyh+W/9Kttq1DIybgMOTh1Dv2r8pR4ngcVqiOGRHMOKBBBWxTjYCbFmrk+OGc0Ho8gH0KQZWfOgYGokCqw2RHPiXcCy8ZkzCRCsgt+l0ebOctG/EsBmKQR8HYgCoelytHVZxOZZCQVTa6T6aZfoTzNk9Zfy2wHNmxsi0He9VJ/YCoH9rXP6XCB8bh7HvEfqvWVQSlYuphdinl2DgvOVga1T762N5oPM97x6rv/CaGPvNsRKORmBAEkgPzNasyyRw+eiKDDvG767EqzheH92NB92ytDW6aI/zRznYj4E+vZE83ey+ZN5/qcuQJNmeF0V/XaZuH7T5vCZZq43T/WlG0gBcjn7fvqcHorWTn3iepyI5r68a4lyPk9CjJzcLGwEqFyJmGhLxjUeguaOc+Jc7EjdDdxKgH9NyfOm6J5/DRr7RyHwLu+YKmU6tkfgTA9SGzJUwUxC96vVgafRvfkctHbdsFwbyvhaPh7PioDDEfH8VCRxsnZWv3Gtr42x1wtYMfXe5VSxjojv3kLdjaON0T16KwSs7YTm6TrAX/FX/DXGX6HxVdjUZJ+inY/u6GZ4FNqt/MTdh2b4fkuXrtThqBLgGqgy2DcujYwbkWbYou7+ZyVnJjHTLV0aDvujG8vhwNxmtq+Z7YPAhU3d/SN39ywHGUKTd6FywD3QTbpForXh7ocCb1n+KjkzuXRg9gF2NbOtkIj5ty6NlJvRzXsOry2dXqmti5hZM1cxgL9NIuFjEN0bd/8WsVTuT38v47kYS+hYIZbXP/HdFxCg1N/MlvfQTKmkSWFmc7j772ihtkNoE7wPfBd+nwPOprYiT6VjP9Ak/n0cCnSvRIHE32a2TmgSXQLs6hn1l8ysj5mt4qrc8ywKHOdDZea3MFVcui7xmfU6pexjpLXSFXgP+MXd/0DAxWNIj2FRd3822lPpnE6HNIwWNrP9kVbWnyC9KwSCtjWzhXP0/xXd/VXUFzuY2W5Id61d+Ey0lzKL+Zuq1j2FAOoeCFibNnQ0cPezEUiXRyumvatgwc+I6TcHGqeJFuG+wK+WoziGmW0RDzdFmnVnoMXjGFPxgt/RAviGrD7DbxtUrW4MYqUuB8wU53QMSm1aJsZE8p1K1/44k1D7QwhAHYwCqxVMYvkdUZXMszy7pldbd//Z3R+MPror2jz4C1Wg2g8xSDL5C5+Lmdmi8bQ10MXMeqO+vqGZnYY2AJ7L6jOxpE9Hu0bG/Ocohe54M1vf3Z9y9xHxuczl7OMc7owCvlHA8jHfXYl0nT7P0c5E02w4Smu9Fd07j0dz4M6oCENyDvq6qr2Va98MMRdfgMCOddD1xt1fROl+fyHQ8/cMx3uiqQjIcwjcOAEFU6uYtBtXRnPLmZ5Reyv8Lmhm07n722icHojAnrVM+nbrowD7TM+oOxn3/rXd/V10P90PgQjLmVlXM9sRAUz7e0btRTMbHP3lT3Q9VkZswS3MbBsz2wmBloM9o05Y+E0XBjkYBdcj0Dy6NwIEu8Y5SO7Z27gqvWXxuTsCObqie+DiaB44z2orWH4LHOLS5CrX1nlQWuv38dKVCFD+EoELB6J1wO2eQ9fN3f82VZUbiO4pydz2ImI+nouYaJl1Ut19TBz/IHR/qomxvS8wi6kAD1n6fsrnWDNrZmanos2PG1Hq/VFobVKD1r6ZrYLPQdSCS5kt1p5HIvDkd8RE+xzpjq2JAN8z0AbaD6m2NDj3WW0RlxozuyT66k7x9msIBF0GuC3rmCr9XTNbL+4xH6L7fQt0DxhqZuu4BN/ziMU3RWDXNHHcx7r7fqgP16kIn3Henx4Vr7gOsZx/Au42FfRZnJAlyOLXVMBgbtQf+wFfogIDSQX409AaqFV932/IzGyFeDijmR0XbbgDpTPPgdaDewF3u/s/Pp6VkQsrrNQs21gqrLApwwL8OR7tVq+HwKwzMnxvIwSY7eHuP5nKAB+PbiKnoIDoZ+AJl1h4JX9nIbHdPmbWFi3sWqMgoAlaBLcFfsziL+X3HOA9dz8rnh+KdtNWIHY50Y7ovlnBlPCzIVo07uLu35rZImj3cBW0Qzc90j541CVymsXn+mj3bZcIAIggcg/EUvg6PvqYu18a71cM/MxsTbSjfbWZrYSClBvQzuxQtACqAT717CLxG6Jgand3/zwWpYPRLu8ViK3zPVpU3ZvB38Bow6HJdTCJ7p+E2F/fRjvvdffHMrbxbLTz2jP12nqon76Azuf3wIsBNmQ2M1sX3S/uNZWrHonEcj9DAdB0CGD9xN1fz9HeZ939MlNVteGo70+LNMNmAH5zVQnM2s5BwPfu3j8WleshkGY3xAL5BjEgD88a/JrZ+cDHLiFbIoDcFAVSo6ndWd05azBlEgl+y92HxPNj0flbGgUXzRFDpXcOEPlsdP4OjqDKULCzLxqrsyIg4dwABjNZjNMtUFqWoXlwGqTFcTnqxy2AS3OMpwvQfNkH7eiOjTnlHgSmj0AskNHu/nJGn60RyPMB2jB4BQHJn1ML2q2J5qj763VSv995EYiyHLoed5jZVSitZTARSJQL9OvxuaC+4u+aqoqdhkCEWdD95FB0vVZx95Oy+k35nx7tom+EgO67USrdCsAQV5WvvEDaaei690ag5MyoP/VEjOlfkoAvwxx9LvC1C/RP7q/7IIbq0PD9CXCru3+WoW1D0bg/3CTW/JepquA96Nqfi67TdVn7U/gdjdhCx6Aqe7+Y2VxojP6M5r4lgJtz9NNzUcGTviYh8+9NwPIoNOb7IwD9tRSQWMnnSHQ/O9LMZnP3L0zi9tegc3oQAqgezXP8Kf81CET6HG0iTY+K7HwT57lD+r6X8T5taJ5/BIGeV6fmw3XQOXomZzuXRGP8D9Tnl0ZM9BMQk7IvcL+775+lnen3Y34d49o4TN4/GM1hu2S572f0OVO0c7C7f1qlz3/c/eDU+7Oie9Ugd79pYvlMfXcpdA/e0cxWplYfbg7gQyQV8be7H1PalkptRmvoT9DY3xKN01cRsDrS3W/P09YS//3Rdfk2ns+GNmUfdfdcVcFNhVHmROfwXAScP24Cghd29745fJm7e4z5ruhefb27H2fatOmNjv3RjP6axRqiO9qIuRLNTRsjduLIOPbp3f29HO1s6u5/p55fBbzj7v3ieXN035veVXSqsMIa33wSoJ0Vf8Xff/mHAsFbSOWoU57uuyEq3TwTYonMHq8vglgvpyIAZMsMv22I0v0MCiYHIBDhErRLOwNaCGbSRynxfQwwPB6vgVI9DO1IJsK+s5LSXsrodz20E9ca3agTjYfZ0I7nELSozqND0RGxh9pGu3YgdJHiOK5EQVYuHRKUgvIoIWAeryWppG8iBlF/6qYSVKLPJ0F0q/C1TLS7NXAHWrS1IaNQLmIIvIJ2Sk9GwdOA6F/bIuZcLhF7FNDeh3Sbzkfpc1fH9V4VMVIWq3K8bIIWd4sTaQ8IPLoLgWn7xu91y3FOzwROi8cd4lzWoF3euxBgsSywdI52HhLtNBT8bBmvrx7ndx8E/GbW9kAByCXxeCsEeM2IUhGujXMyA2I5ZvXZn1ox4+WJ9B0Ezl2LxLjnzHO9ECj9Qjw+IK7JRvF8ECFiS05xeMQaeQWlZLUg9A3ReH0Isd82J2MqXlybTigwXQkFjRch8GRONKc+SSrNKWM7k365JgrOb4jnbVAQ0Iv8hUHS2iqnIwbhuqnXbkz6cE6/zVDK2YxxTtuheWS2eH8bUhptVfhfEe3Qz47uMb2J9Bbyac+Vpg31QMDi1ehelWwm5J2jhwFXxuNEc6ZFjK0H43otQba0Nos+8wua+/uie+lBqFJYe8REzZ3aisC3AeiecTi6p84Q77VH7Intc/qcDd1Lt0apZ6PQnLdh9IeHSaW6Zzz+Fki24ZDweU38XxfNqaOpMiWppE8dhO5Zj1HL+Eprc+YtkNIJ6B6PH0RrifFqZ/g6EK0feqL7yKbRJxYglX5bqb3Uzik16P46mLp6XG1Rym+etP5KPmeN/3nSMLO0c25C82xi+Uyf8+ize6K179Now29ztI5oQWr9k+E6pefpFdB9KdH4aw8cVnJMubWoEOCzePT9zVKvL0Ro8ubxHeNoBxQHbIRiiETLdpY8/tKfQcBhKzT290yNr3SKopXzG+esI1p/70VtAYPp0HryYnKmdIffedEmfHNq5UESmYRD0Dows+Zk8Vf8VftXML4Km6KsZJdqJk8xEErea+WiAY+jSJfxuTkCKEajQPVHBKKMRAH7VWjC/qT0d+rx1crFGFsILR4fREBPWwQgHYEWG63d/emcx34supG0Rzvxv6LAb1cUTLQBjnb3vOWbV0S78PeiG/0PwLvofPyENFp2cvfX4vNZd+euQov9GrTgbwn84O6nxU77ja60nEw7s+iGfyvSSHgPLXy/QIDQC9He09z9npzH3xGxkR5EC4KX0Y73jShF8W4U+D+f9fjN7Ehqg8eL0Q7n+u6+g5kdhVIxXsjZzp2RmPGTCFzpiijzm8TjZzwfK6UGLVJeQ9f/VnROX0WLy/fRGHjc3c/M6DPRibsOsSbmRYH/r8BH7n6imd0YPk9vyE8Dbd0CBcFboDTPpDLqiYhR0DGO47ss/TP87oUCtJlQSsZ7CFzZGQGYayDWXlamVxPE6PkRpTKNQTuqY9y9h5mdgFJxjvccaahm1gJdiyXQeX0RMabecffhZpbo57ybcWwaWiD3QOfxa3Rev0asvkNjN7gN2kkely6c0f+6iIE6FM2fCwPt4/qvjnb7n8h47EmKS5M45vbR1qvd/T4zWxyJEl/s7h/n9FmDQMR34tgPQKkYj6D5ah53fymLz/CbvgfNgYC/C1FQtSpiK5xMvjE1bhc9mF5/oD72KQJBVkQg8hUebMwM82n6+Eeiuf8flM75MwqKLkYgTa60ITPbO451dsQYnQHpRd2BxuhuiEFTsf8nx25i9t6JAI7h6Hwu5O7Hm9kyiKWQqT+F3zrnx5Q2uyDwsLs/GK/NhQTyn8rj05S6fA2aT09B7K7d0QZKawQkZmJ5m9nMLgZ2KzQnP4Xu9SsjhtOZqD8s6ZF+Xq2ZGLQnAS8hoG1fpJ34VpX+msXDk1Ga08cIpO/sGZlO9fjcGgXrl6A+8AnaSFkJramGxufyMIiGILB3bsQgOhiBoociUCVz2mgFn21Q+mBvz8ByzOGzL7pHZU5tnhA+6zvnwUbq6+67xfMrUErr5w19p+T7yTxl6Hr/jTZQ1kV96lOkdboV8FW5dX65tsaa7HOUjfAZWvc5Yrv9lm5LBt+roXXPP2gevA/NhWehzdM3sxx7PX73QCD9PUh+4w00n+6EmLPHZVxHL4HWjBsjgsCL6B7yN1r7HooAtfdztC3xuzECOG9391NS7z+C5tcu7v5wVr+FFVaV/RfoWvFX/P3Xf+gGlQgypqvwNIv/LQnR2zI+5qJWcHhD4G0EUM2DgISkUt4iGds0AO1EHol2o9tQV+D0UKKSSc5jXZHaCma9gaNS751EbaWovBXc5qW2ouAy6GY/K1r0bUOtsHPm6lgoXWgDojJTnJP28XhWFAhMMx7XfVW0g3g/SsNcEQUYS6Ng4IgcvhYD5k6uMVpAJ6yMpait6pdJJBot8PtRW6lrrXrezyu4PjC+dwQCPZcqef+E5BiqOJdN4//8ce3fRgvK7ih9ck4EWvVNfafS7mxyPlshwe1EgL0ZAkFWRTu+y+a85kvF442S/h7Pz0U6P0YOZgpaoC2IQNnOKC0jeW/PVLszn1u0CG0VbTmWlBg6CjCS3dk8jLQDUEAyGwIp9yvpv8dWee0TZldTtON7TTLOERByclyzzEya6KNnAqvF8yVS77VDAFAu0eF0v4txnlQBXR0BVL3QfWD+Kv3emj6H0deuQ2BwLgZlemyg+WMpdB85Hs2Jm6OA/aQcPhdG4FkrNEcfinb9myFGziB0H8vMSik5p+ciEL07YvysgnbmR5MSTc/ptwbdn4ekxsWp1DJ+M/UBBBIMIVh4aFMm2cxtg+aTigL7Oa5Z1xgLPaL/ZxYdTx97cozUFQ0/Je81QoD+5dQWWpmeuuuJ80lVK26MPxRYX4XYbrlYmWV8HhJ9+FEqrMnKXZ94vmlqDlgYgbOHEBV3q7zm76We74E2Fm4jCqc0ss8tpzSf9fzG7mhzcn20tjgYbf5eAZxfhb8miCl9Blrv9kLz6R0IVFqt9NhynIPV0XzXMp6vHG3fiKjwW0V72yMwqgfaTD0XzbUbVOnPoq8/iOb6jkgzeCvE0sqUiUEtI65pHOND1DKF50Qs1fOJoh55rk+J3wdQPJU+zw+QqgJf/BV/E/Jvojeg+Cv+GvsPMTLuR0DKS2gHcBy9l9qgu1MZHxuioGd4avKfOfX+CmhR1Szltxx9+GQkhtk+FhQ7lry/CqJR503xGYh2ZU6lFuCaNvX+5uQAe1Lf2ygWDpdRmzLWKvX+YgjEmyHL8ad8PoiClX6UBDgoILqdVACQZbGC2DxDEVOgHVqopGn525IzdQgtnB6MG32veC1Nv2+HFlttM17/c6K/bIh2S5coeX8FtFufOQ0V7RCOQAFfb0oWYuHzBapIcURsgdOorYo5F2INgACW4yipOpTB5wDEkjsOAZLTkKp+igSec6X4UssYuoba1MlpSo7jpCz9KPWdM9HY70eUli9p5/rUVp/LupgehBhOA6gFuNLjdGtSgF1Gn+ejwPcYatM50ovJtREbsQ05qndGH30o+uyh8docqfenJ6pkpl6rNPYHIyCqC0p1W7jk/Y4oSMm0iVDPsW6EmGfp95dGgfpqOXym02aaEymiJa/NQoY0vDK/cTAK8pojxuuWCKBelLpgSMVqVnEtzkWBziLUVhpLgMuXyFi2vp7jX4HQyUn10cMI4eU8/b+B30pXyutDjjS3GE+XxbkbTkmaeao/VTP3lYIp6X52DGKR5A3+rIz/ZRHjefkc/o5H999FEGC8fcn7S6E1UOYNhPjev+aJkj7RBqVorZX1+tfns57j346SjaCc53QdtFG3CQI+1kbrictJVcrM21Z0nz8FrVmap15rU9qGwmem87s3WlduhjYQ9kFSGglzut4xUo+f2ahdd+0a42F6tGZbHa3x14/25+pXJW19Es3XVyHW9wxINL7efpi1z0bfbIbA+6eBVVOfyTLv/+s3ERDeMR5vQ2pDspJfasGpJqiwyrwxhnrH/yQlPW86c0N+D4zrvjQiEsxYbZ8q/oq/vH8TvQHFX/HXmH9xY+qIwKVdEdhQQwTp1KbDNah1grQgnkaLx43RLvzMJZ+5hNhZzNiuFahlZa2O2EPTxvOWKHVms6z+4nu7o3Qe0I5M/5L310K7qLny5qnVRemEAIpRlDAmUNBxcg6fLVDgu3I87w/sk3q/GUr7OzNnW9cGHkfB2O6JT+ouiq9C9PmsPmdDgf9yiOKfUNCT92tQ4Dogoz9DbIlk8XgkcEzq/UVR6miuHT+0MEsWod3S1wPtpD6Z12fqnL6AAOMRwBb1fOby9PXL4PMIFKi1QYveXiXvrxFjYM0cPjcntUOMgKC0hsuqcRyZ+z/aJb0mHrdGgHU6QF8bBamZd3sREDE6+sF8KN04/f6a0YczXyu0gEwYMy2jP66Xen9FlOqQN0BfEgEGq6Ad2vOpW669SYzjwTl8zkBd/bee1GqONUHMuuepcsc3zsVsCFBbOl5bPk9fKvFnwHbx+GYCNEfzwenkZ2Wm56JEEHoWdG/ZDgV/XUmBF1QO/NIbOdMhtkNPBIL3RZpUd5T2tQo+m6R8L4HmpXURcLxmvN6ZnAzSkuP/V/CF0tBeIOOmD7qX7EQte2p3Yh6I/jQ/0s7Jez9tV+7cxPGfnGdMVfBpCEh4NE9b0b1yPYJxFmM90UyrQWlTt1DPvF3Bb03Kx4qUAeIq9c96fBpiY81OBf2mrL5Tn98dzVm7xRxwUPT/e0jdo/O0GbGaDkeg4oII/DiX1L0g77mdGn2WnvOYT2ZFa5e70SZTb+qCq5XmvgFoXu6F5v1F0cbvw2jTpn34nAutNfqRf85eABWGaRHH/wgC6tqQUYMPscMOI6WN2sDnct2jS767KQKUZkapxwci0GsYcEIV1/58xO4fiZjDmyNw7kVi7V5ln6rP75Hj47f4K/6q/ZvoDSj+ir/G+kNA1SFxY30MeCBePw24IB7vTUrosQE/s1KXdXQsEZShXfqtgQtT72cWoCQCFmBYPJ8X7SS1yOor5bMZtelH06NAJ50+dBQ5BOdT35uJlKh43EyTQHAaxIbKVBigxG+aNbI4tWwaQ4Fg7yp8bgxsHo+XQ4Bikp6aVLW6MIuv9G9TlzG2J3BAymcnUkyQjNc/nYKyELVCpomY7cJ52lfPa7NRy3iaJ+lbVVz7GrSQSliOa6AF6gzx3nRIjPzinH7nTx1rBwQszhTPmyL2XN5ArRW1qZPNUUpbWsR1T6pLHZ4t9Xg0qXQhBKbnBZJbEuBRjK17SDH70K50VeM09bgrtXNUCwTYZmY6pfy0JRbi0dcvJNKPYlz0orpgsnXKx+LUMubaoPk2d1+N72+IUlnXBnZEAdARCEjLAySmA69WCIjsHOPqXjSXvkx+IDHtdyXE0LkUzannIgCjD1WIBYfPFdF81ITaypDzI+BqtyquU31pQ+si8H+datpYqQ+jIHuTnO2cMfpSDUrzOTdenzn6U64Ux/DXAwWNR0Qf+BdLi7qMvEoBelafM1Zx3qaPY2+KwLMb4/U5ELg0c57zmW5T9PcjEEM1fU9OQKztUOprJiAkfF6O2On90YZK03T70Px1aM621sS1HhX/j45+2wTNufPm7f/x2SMRg3JGpBO1PNoE6UNKzD9nW6dan+F3HTSXzhC+r4trNABVhM3qpwdijbeOtq4b4+pYBPZshtYWSWGXlmQoFFQyLtNrtfWItU60eZ/6vlOPv43QPeQUxHaeqZ7PNE/7IQPTq+T7B6JN/IHxO6siQKkPGTflS457V2rjkhPR/akdWk/kLYg1QfwWf8VfY/xN9AYUf8VftX+lNwq0iL4VBUELoKD1GOC81GcyVTUDpk3dkPoRuzyxEJixoTbkaPspKFC7m4zVABs6dmp36gegwHUBcu521+M/ndp1ELBvPF6j2uOnduHcBIFUyc2wF3WZOnkXAOlzcX7qfDQnxVQrt1Cpx2eiBWdEUfi2agAAkVNJREFUeeh4vi1R2ava649YNScjFsXl5NBIK+NzPpT+swEKWHLpuZX4mhEBnMn1ujj13ixERZ685zQ+nwQ8I+P//NFfc1Vcqu9zaMG+JAJWdqriuOsbUyegtN75CS2d8fCZnM+BaEG+IAEwVnmd0ovLvRHrb3k05+WqClrmnPakNt11FfKn4tXnc0Y0py6HgOnMul4l88SCCIjdOY5/w7j2+5NjF5m6aSarxP+ZEWtmVwQutKckPTnnud0fuDcet6KW7TuSKipDpnw+hJiUJyPA4yQELqSDt7LXKa7rvPF4t+jzSdrQajHmNyCH9lwD/ahsBcS8c0nqe9NFn18OsYYzV1hN/y4CJt8B7ky/VzLOVslyHiaEzwq/dzximDxIVF2u0s9qqLAGaCNtS1JaZgjEe5h8GzVboPXO9AhMWZu695dt0DqoYlpqA/PJ3kiA/bJ4fiSpDY9K/Yp/p/jtGmPgJpQuNxe67zev1L7C57/PeVzfN4k0f3S/74UY6Xk3EFeidn46NvpNNzQXroHuK2tm9VeP//3Qxt5Z8Rsbovn1VKBnRh/N0AZ8ci/pE+3qSC1DP1lftEbrtly6tig+ORatpXsjzcmTKUnBz3oO0LjfgLpapjeRujdR3Vp3gvgt/oq/8fmrobDCJkOLajAbxeMto/Ii6Ia6gru/ixZEp7h7z/iceVRgqWTu/oe7ezx9OL4/FO1M/5j6XKYqMal2N4nqSEuhxerJnqMqWH2/67XVr95Ci75hqPJW1ebuf6aePgKMNbMLUMpoVceffDba+xrwi5ldjBb9H1XjM/l8VB8DVdrpZGaDkPjye0BScccb8lGPzzHx39Fi3cxsGOpbP6c+l/f6G/AlWsAdC1ziVVawKrHPEJPqKJSG9m61jtz9R3f/K3Vsv5tZGzM7H+l8Za5eWY/vv+PhO1Ex8SLEdhkb72fy18DnfkVjajCqapTLGhhTL6JF7DBUxXJ8fCaP30cL4aGoUlJVVnIOXke73ScDT7r7r+PpL7HvgBXM7GwEpo+Fcde+XCXc1vX5jMqL0xHpacBwz1gV0MzWAHY0s6Wjit9BiD15PWISrAGMdfchnr0i5MzAmWbWzcxmBc43s03d/VuUPt0PpWl+6Pkqoi5kZofE49YI3Ng8qs5tB2xnZgcAX7j74Rl9WslL7VH1wx1RsNUb6ee9nsxfUH6OMrPZETCxhpnNgOa6Jgj0OAVV2tsFeNZzVO+rp62fILAjeb8m+YyZdTGzzcuN/bS/ksdNEHOgG2InXuA5K+KlfvdzYpyn1hNNk/fNbDuU6lqxguuE8JlYyfEn53FLJD9wkru/k8NXk5KX3kPj/QV0/V8ETjOzGcxsCwRgdveoPJfR50vAnyg97TQEBJ4ITGNmmyJgYD+PqtDlLHXe9jSzM2Md+A2qkvuEmQ1AIO5Dpd9pqK3uPjbO43Zm1gGtTeYEfkOAzdXAlyVrogZtavYZfmtS12lNtBm7GWLjTYckOJ5AxaEOjM9VrN4YDz9D/elcNI8egSqL/+PuD7v7icm1z7KWKBlLC6N5+iTgK7Q2uTva+ou7n1f6nfr8xdw7xN0fN7OWCPjpgOKRlaJtY02VWIcB13vOSuvu/gcC41YJn50Qy3fBks/Vew5KjnsFanU9O5rZQWa2Vby9QFS0zLTWnVB+CyusMa0AvgqbXO1rtNBpgxZVSxACuUBLM1siAvgxUP7GWnojS91kE5sO7fr84u79KzXMzBYzs3niccv0e+4+NoL/UYja/2A9v1fJf03J86T9MyPg7+j0wi+Dv6bl/KNA6ALgD3c/KqPP6Sv4/AsFXJ5e/GRtc30/Gf+/RouJ39z9quTN8by5NkeAwu9JkFph8dPg9XTZV2hhOdjd78ly3JX6SCxMfwqf943nuUx+MwlgZkWB8J/u/kDqNzOBVKWBWjxcAgU/x7n7cxn91NT3OGVfIsbXce5+R16fDVhrBNIc4+73Z/FZ5reS8zAL2lk+2t0fyfjdSu38DLG9znL3u6tv5b/sbRTs/uDuRyYvVghStgK6mNmcpe/F/PcFSvc8yt3vzNFXX0FB7hpoTN6O2AjtkEZUe2BMg9/+dzubBcC1PWIidEQB2kFmtj5KF70XBYO5LECi4Wa2tLv/AHyLUvpWRf10TqTLlMwnZa9v+v5lZquaWTN0DjaP3zsMnYdmybxX6bxG4Ps5EoffELE9WqK5+V0Epl2KgLTMQLKZzejuHgH1Zma2LmIi7Wpmy0d7/4nPbIXuWWXBmnR/K3k81t2/Qey8I9z9rqz9ycz2MrN14vGlSHvzCaTts4WZ9UPAJ2a2PUrR27McsDaBfM5jZm3jcfOSsefxfARKw8p0P0l9OQE+hprZzqhfnovuT+0Qa/5W12bPb/EbDQKg0U8TnwPMrCe6LzVB1/gf1N8ejuD9K8TOLQuqltxDFkJgwieINf890jh8E/jQ3fcu/U6F4ze0ZtgazSfdEODzINpI6u/uj1byVfisuyFiZp2JKr5If+o3ojI2KpT0Qnyu7KZkzFPJ+u1bd78GAai3xNrhZ2ArM5vR/g26Zm333kjLq5W7v+/up6L+dAdKoz4xdXwNxhGp99Y0s44otf0gd98N3UtWjM+2QMynM9394WraHGu+75B21pXAS+5+XcbvpufQp1HssAcC5/5Aa4lDgPNQPNW0Pj//ld/CCmtMszLzTWGFTXJmZrMgWvBncWM5Gu3434aCnmOR7tNd7t4ng790QLGKuz9ez2fmQek+F8bzmoaAlFhIdIh2LIYEJq9PvT/uuxHseEM30hK/iyIa81UmtsNzntrVj89Mh0T7HyjXxpLvtEQ351dQ+sL/6vnMbIjpNbLS8cf7zdFO1N9ot+9xT7E6ku+bwMlXsviMz8yEKPdfmFlTr2UPpT/TA2nRbB/PK+4kpq7H3O7+ccn7hhbtG7r7bZXamvxeXNsewOgIzJL36213heNOzlcNSukZmg6UqvFZ2t4KnzkMaO/u+2X5TixUx5Y+LvnMaihl9I6M1z7ZnTY0/v+1A21ir7R39ycb+t2Szzd197/DZ3t3/6CBzy3v7s9kPFf/+t3S44sgdml3v7uKY98EuDs99mOxbyiN4qtyvkr8/ut46mlre2B/dz+0oe/U43cupK/2AXBHuk2p8dHc3f/MOk+lvn8xWkw/hnS8mqFgbR5UFTATkJjy1wwx775BQsGHI0bBESh9eIC735PDn0EdZsq58dZ+Ja+Z12UiZwWR90RBxKoIQL0UBVQrA58nPnO0tyZ8fIXSea9EgEIzotKw59tEaY1Sw59Euj6vIOD0IsRK+N3dB8RnuyAAeA93fzuD757A1xH4Jq8l/amZu4/JeS43QGmyzRDQ9yyqMvYUKgxxHHCFC5y9ABjoZZhOE8Jn3EuXj78NEEN4dOnxl3wn1zxlZgejNcvDaOPgAcQeXwUBSVnZk+l76V6oP82E2Ki3oxS3OYF33f3BLD7r+Y3dEJj4jrufamKMLY3WQ3ekPpenHxwAbOXu68Qaal/gbXe/1cxau4DrvO2c6nzGvWJptBZfFIGRGyDgc3e0gXwekhvJfJ8K3zUIMDUEGH2ENk5BoP0xnmPDx8zm99psgM2inQMRQP2mayMBM9vK3W/M2dZuaBPhOeAH4BF3f9jMhgMfuXt/E/DV3iuwHM1sZQQc3g68Uc/aoi2wDMqaGBKvlQPn0uO+N9o8+RTplx2ENk5/jveXQIWhdvAKbOcJ5bewwiaI+SSQb1n8FX9Z/1Bqy+WINn04usGeR0ogk5zCtvGddYhKi1CvAG1N+n8DPtJ6PmejG9+yaV8pf51RxZfMuf1ID+YbQgQ21SajVpNqPlIaVBl8tou2XIHKnzcreb+OqG+54099pwnS2rkZpXW1KWlv4mt6pEuTKccfiRifgXYRDyr9Hv/Wq6hYGS31eG8UlKT1TGpSbZ6GlC5JA/7apx7fDuyVfDd1XpLzuSlabJUt9V7Sd66ntmply9JjRgvBXUqvYUb/a9OAxgraBf1XH8/QB86irjB8TckYaJH1+FM+7wJ2r+fcJH1qCTLq+MXnm6LAf5eS12uo1SNbjKjIWql9qe8ehCrPzZp6zVI+50r3tQy+a+L671+mD68MzF7FtV8HVbOcvuT1pN9WU81rJEpxOJC6RS2S8dSZjOLzqe8cj+bV2RFL6EAUqLelRNskRzuXolZrsD0CKHaK57kqgdVzTpeJx0eilM7kuAdW6TNh4MyZeq0t0uLpXF+fyOBzNmorAs6PQMCDqU5wfVWk37YtCkxHxeuzIkbdWQgEaRWvbwEsUsZfaUW4LUhp9yVjKh7vQBQ5ydqf4vGKSIQ6qfq8Fko9XKNkbJXVOJqQPhGo+zBiSS5U8plkztmZjJWLqZ2DalCwf36qr24cr61e8p1K99L0WuRslHa6WLx2YoyBVln9NfAb2yE20j5oHZBoD25NFN+pwmdTBKRdTlSeReDPYePRzqnOZ/SlTdCaNqneeUlcJ4vnx5Cq3JvT/8Vovt8AzSE7xjhbiDLVR8u09UpqiwHdRhTHiOcjCQ3SPG2N45wGZXMk+l5bEKm8pLSGM7azrEB+fW0iQ3wSx78BWtcsje6rV6G0zm1Tn5+FDOuJCeW3+Cv+JtRfkepY2GRhqZ30t9AicC+0A/I6WlgtY2b7B4vjo/R3yvmLxwsi+u11ntL2il0MN7MZgZvMrK03zPRJWDkWu5I3AQcA+5vZMia2Uovwtw1iA93iFXL7rS51+xaU0tM6zsU/sdPtrt3uLohpVnFcxw4a7v4lYsp1RDeoFunPpY7/NjObo6HjD5/JNRqLQIpvkNjwikl7k/dN+ga3IFCsEuMl8fsmorV3QbuSaWZK0/A7o5l1N7PpkuvYgM/5geXNrKmZLYcW04OAWc1s1aS9cY5nRNdz9jLXf3WkP7Ssmc2NGBRPmdlxwEVmtr4rLcfNbFuURvCul2ElWd30p3aIQfeWmZ0MjDSzjbx2l21btOh8wkuYgJXMzPZDDJePSl5PNHlqzKxrck7K+Fk12D6gheUP7v6Imc1tZtPGdxOGxg4o5adZhbb1MbMN4+kxwNPuPsLMtjalFE8TPsea9HL6o3Stcj63MqVhJD7/cPfLzGw9ky5FHKr/HZ87HqXolDWvZWUNRMyGtsClZtYu+lLis0v8bqVj3zN1DdZAWitDUu83Sc1V26H+mzdtuicKShcG7jezOeL1adz9rxing01sukq+auL/AJTatzsKeDY3s3Ywbs7aCs2NHzXgatzxJd+Jlx4CPgzfl6GgbQvgR6+HqVrOZ8q+QJqAK7v7hwgEOMTMZnX3anWXtkcB33ZmdjUCPd4xsyuBa9z94NLvZLGYqz9ARTESW8/d73H3q8NnZi3D+P1fkf7UKi4GxP0ItJshT9vi+rpL/zEBk/80s04udscId++NguxecTw3u/sbDfibMeaJrOmSPamQLhl+m6Tu052RNtSRwO5mtpaLiXQ3GmvjzqOX0TiaQD7nTnyiFLFeKJ1xPTNbwMxmj3vc2Dj+bigtq9Lxz+S1LNcz0PX/H3CkmS3lYk3dj+5f46zCvbRJqq1D0D36e2BjEyPlOFTQoV0Wfw38RjuUhvyei3l/Bxq3nd39Bne/No+/VDv+RuDCEGAlk47lVsAz1bRzavRppvRGd78djf2N0YbE4WiuPs6VUj3YgzVfyX898/TpCJTfBwFTWyPQ/C13fyZLO8NvTbR1R2BhM9sFbUbMamb7Rrt2Q4zicZblXMT9/S8EUC9gYms+hjS4HvcUwzdDO5uhzeND3f0IxMLtZWYdTfIuEPd6M2ttZoNMLOoG1ympMXoB0oPcHG3MHYPSXd9AsjHJ57+J61bpuCeI38IKm1BW5NcWNslb3FiTAK8VAiHeBPqa2Ufu/oKZ3YlKeI9L+WroZlXibz6UknAdsJSZtY8AKAlkZ0S7l6e6+9cNtTE1+d+NxCrvj+djUDrmvEDn+L2eVNDKSLVzbASUJ6AUp/XN7CIzOxXdVOYAHolgqztwgKfE58u1N36jKwoY9kLsuW3N7F6U9nh36viP9wqiwalz2hOBNIcjZstmphSY9mgBk4h6HuXur2Y4B4nfFVCwfDjSdPjQ3V+JAOD36BuXI4Hf3yucgtXRNfkHLSBGo/M3GzBtBB5XxfEPRSmrH5bx9xISFl0HMf0eRIvIm1Eq6bLAPSaAal+0w9qgAL3VTW9bEFHmh6GUl8sQULkJcKcp3aMHEh3OEvylz+m0aIG1NwIoZkHA0Rkp4ONSFCSV87kAYnx0MLPb0IL6SzO7DF2zxcxs+wi6tkXnen+Xzks5exQ40cw+Be4DDjWlCH2OBJ17u/t3JjCpO0opazCNwqQ99xMS814VuBNYx8yuQNesp5lt5+7vmMCkvdCY+raMz3Rqwa5AV3dPNHnGAL3NrG8E6dtRO05/qnDs78Y1mBalDUyb+s0lELvtqhjDuwC7eoVCCSVtBaUibYbYFB8AX0Xf+yv6/iWoLzS4UE36amrR/QiqWvieSRT/WmAsAoB3RP1/dy+T3hYBSjL3HYJ0kmZBxSsScKE5cJvnEAZO+RwE/I4C6O5Ij+tiNGb3KdeH6mlrejwth8bT9nH8RyAGwM6oOICXfiej3+TxnShIPRbNp45A5uT48hQbceBnM3sSabJtguavvu7+SY7jr3GBcl+aUv3mRKmNCyC9tIcQu/c84GlgSyuTnh33iq7RriRd8sDw+SgC/p6Jz+ZKl0xd/yGIHf0gqgR9JtAnzvO9WY99Qvg0s7XQpsydKJBMmHgfoI2p3RGzoqtJAuEIxFittJ5YCd1770ZpjD1Q1eMvzOwT4GgzO9Hdb8nR1h2BV9H9bwvUJ89DTO/9UJXQy9y9b1afDdj3KLDuEvPztQEsZNZ0MoGnzwM/l6wTx5rZc2gs7YT0xx4sfGaz1By1A1qfvI7S86ZBIFVvM9vGQ/Kj0txXsu49CjGy3kFr3TfQ+n8FNC/kstS6d3u0ibIHtcUxRpkA99PcfWiWtjZg94e/IxD76V3PURAoPjPGzIbEfTgRyP8UrdNuB273ugL5QzxbAYL9EGN4IzNbG1g21he3uft943HME8pvYYU1vvkkQDsr/oq/LH8oBeNKtABaCKX23BOvda/C336IOn82CtoPRWyNheL9aVBq1SplfKRTzdojSvJCCCgYiIK09kTKI0qtmS9nO68DjozH08f/AUhHZWXE1riOHCXGw0fn8JGknqyFAvfbqaWB3wqsmsNnIuY7IwqAVopzew6quEWcm9VytvVAtIhqEc83QgHlzQgAagnciDTOyvlJp5qchgLg1VC6UJLuMTLOTQ1wTdbjR3T8mxDzarl4bWEkjr12PO9JxtL18fvXooXN4dTS5xdGi75143kXFMBk8Zk+/tni/zHR909GC7VBKKBoFf1/xSw+0WJ0EFr0dY6+sGT0g6vQAnNtpElUtq9SN3XoDKQ7s2j0q1YIUH0GgYrzIYBm0Sw+4/tnokC1K9AGsRFmid9ZAIGNV1RqZ4n/TeL/ZdSmeS0PnBOPl40+WunY03NKZwQkNUHMsxEIpHqGGEPRX8seez3XPuk7J6OA6Lx4fhYCgprHbzU495Wc0xrEtlsNpXmeCayL5pTbqR1b22dpa9LeuAbnoTF1KJoHuqBxuV6Oa5M+9jPjOJdE7OG1kcbR9sAaWX3Wd/2pTUm7JvX6KUCv+trSgJ85aCBdGenkLIgCoH1z+PxXSnHJOVkozkfZ+bPC9V8DzfU9EaiyCAKp7gXWj891ABYs469R0yVTfjtRmx5+cviZG9gfgUsLITCoY45jb3SfqWuxDxKZPxMB3v2i36+AgNVkPbF4ufOZvk6IYWpozmsR1+gBInUWsWg65Wxr2/i/FLov7YvG6bwIVD+KlATA+PxF+1dCDLJuOb97NgK5zwM61Ddm0HpvOZRB0LXwmfv69Ad2i8dbxO9tTY60aere+46ldv7fAd1bjkS6eRuPRz+aA92TWqF7/rVIk7IVEqJvjL7aBmU67JV6LVO6ZOrx+miDczlgiXhtK1RwgBjDD5BxzqY2tXUEmksM6aP1JSQZqjzWCeK3+Cv+JtRfIW5f2CRrwfBp6WJPbYAWvnsh9tPSKF3mYyQUnVmAOHzPBZzv7pub2U3A/9z9GDM7EPjO3S+Lz83hDTCdrK7oeCLmvh5i57yE0kUWc/cz4vOZdjysRCDbzA5HO6ibhO9p3X3fYCV9bBIlncErsBRKf9/MjkSgzHQoKP8KpSY28UhBMaX8lGPQlPpcDQW7X6HF8Bdol/5Br91ta+YV0vESv2ZmaAE9DAE07VFw8Q0qvb6+u59uZkujRcPz5fym/O+CFmVfIAbQNXEuDgIWcPfu8bmZ3P37Mn6SPnAsSm07DgXQrRDNvQMSCM5dEdCU0vglWqSNRGmuDyG2y1+eqrBYhe/90ELyPSTg/V28fg7Sntkr2CtN3f3JjD4vRgy6vxCz4xq0sByNGJM3mir9NfFIR67gzxCD7zngF7T47Yd0mJ5EKRS3xo5oE8/AdAyfF6Hd0++jffei8TocaXvcEJ9t42Wq2VldMec5EZD+urtfahKyXRoxU4e6Ck60QrpeX5bxWZ84fk+0sNwJsbNmBj72YJGUY8+kjzsZp6ZU7L2RxtavZnZDtLMZ0vXaP+aUWb08y3Gcb7T58DK69q3QDv0MaPF+nrvfVclP+BqXMh7HeS4C45uicfWzu19nIY6f0WfCnqxBQMw6wNXu/rIpzf0MFOxVYomW+40N0NzRw90/NLMLgTEeBSFy+NkQ9aPPgEvd/TGrUAAgA4MifU5X91QVsYZ859mdD7/3Aje5+2AT+3NNtBlxBfCri5Fb6Tjaobn3cROTa0mUKjvY3f+Xuo79gLHufkrG9rVB4P0d8Xw9BPCfi2QDBqFg+mp3/zwjK2NC+EwLRM+PtJIWRsDpGNQvPkEC939VOp8pv/OiIPldtE7pgIDEM+I3DkEaWWUZ3SU+lwJei3ZsjxinF6Bxvzq18/4nleamEr+VxLynQZt9M3uqaFAFn9siDbwuprTQjgik9Jj/0nPj5uge9kSFuX+q9VnPbyRrtXXQmu+6mANvQcD16PTnyvhJz9PHIgDlVDQHdEXrs+dRanvu9qWez4A2is9yFZlYGW1a7ulR3CrP/FdNGzJ8vhuNJJBf4rcpAtLWBT5w98vNbGYvw2ifmH4LK2xCWJHqWNikbNMAAyJIfwJpUeyA0iYGo6B4Cw/Qq9zNJRaqHdz9qQBJ/gL+Z2aHorSp4+N3LvaoPgJQbjGYCiauQrvTXwO/uPs5ZrYw2qnqnfp8FtArneJzMFpI/oUC9bNQsH66mU3vAr1qImCrGLSlFjgbI+DoVbQQeh/tCg5BaZoJ6FXjFcC0kmC6LaKif4MYKRch8OOVFEBQ4xlBr3g6O9I4eQUtqDugBXVXV+nmF6IdL2TxmfLdAaVg3GBm3VHQehHwVBJQRVvrBb3s3+ldDyJ2zy+IfTQSpXdd5gF0ZA1QUy+dGD5GIsbcLGjRf5pHlcxqFmimVJptEUj7BEpD7Il2KL9x9+MA3P3ZCn7SwM8qwCzuvoWZLYtAip0QML2XC2Ro4pVT8dLnYEbEVLjQ3X8xs68Qi3IflDb2RXy+rBaT1QWTZkAB+WXu/rYpTXAHdG57RJCaXNuyi+vUsSepNxchXaed3H1PMzsesVEeiM//hEDWcj6TsX8z8CK6/onG2K0oiPklfjfRCqlUvXJ+VDr8FQQmbYcW+b/Gb25t2mSYxaXTQswpDYJeVhcQnh7NIcPRnHwaGg+GQL+/svbT1Jx6OdLbeh6B27ea2S/AJqaNiszBtNemDJ+O0lD+B5xjqpDYLP6mIcMcmlhJwNgEgbF/IIbeGe6+j5ldb2a7eW013ErjvwNwEtrcmQdpRL2Uvh+lgsMZEPPrxUrnNXVOLwLmN7O7EDP1jeS9mBt3QKD3yEo+S8bp6uFrsJkdg1LymqL0qRYeVW29POjVqOmSKb99kL7OHXGPcrTZMT26Vj+jMbE4uid8nuHYJ4TPdNB/Whzj9UgvZwsEBJ0NtPZI7S13PlN+a9B8t0n4ugWlTXZBLMozUd+fC4GtWa0NcLOZOQLQjkBrnWtRmvua0cY8oNdGaHPrITTHH4vWO+Msjv2h1Hcq3lMRA/PGeGkWdOyzAE+a2fVofZVobx4G7Fhu7p+afdZnqfP/MmJB7mnS4XvRUxVIK1ynpCprDQKPm6G11B5o/XMDErR/vNr2pcbqywhEPsm0GbUycIqnKrrnXVNlbUMli3m6GVqb9XNtAmyB0ts7An+6e//w+SsCA+vz01Bq699m9gKanzc0s9k8VXE9Q/smiN/CCvsvrRC3L2ySMwtz90dR2sCpKHXsS3RjPROxCs72lKZRhZvLb8BeJv2hA1G57kQv4wiUqtDJa0vulhPGT+tKbIl2Uvuh9LvXTBolGwA9PUeJ5TiGZDE7EqUbtUGLyMeRQOT1wFXu/lvJ5zOZmfVAi8pNUdrE6Pg7CJWKT5/PsiyD1OOdEAX7ZbQ4+RzdkPsDX3lqZzZLe1MLlX0Q02tbFPgPc/dDov3jdH3KXavk/VTfWDT+vwbMZWKOXISYZK09mFnxnXrbailw0szOMQGJrVGg3wX1gxbAvZ5i91RY+CUCwTVmdoWJ5beJi9XyE1qwrYpYIOMWFFkWVPWcn5eAbdCi8iXE9jkFeMgD9LK6wvoNnYP0+XkJac2t7O7PIRB4GeAld3852loJoEkXiFgIARG3AuebdhTfRn2seXIOKvWn1LUyM1scgUSjkPDy7AhQbga87KFjVamdJf5nQdpoB7g02+4GNjCzXV3irr+bdK4q+Ulfo8EoxfRqNPZPR2DqrSh9jGjnOKvgvj0CI1ojseEHUSpS8tt7u/vTHqBXhms/O7CKqZjBABTg/4PmkUsRSH0jquaYBOl5AomDEFvqETTvLWVm58XrV7r731muUck57YzSsO5xCWEPR/eV09BmR0W2YNpSc9TeKPDvjIKp1UwbKLj7Ngnolf5OGfsZpS++4O43IbbnqiW/m+i6XA/kAb37xPfXjt9ZH1giBXptjRjVT1dyVDJOF0UbKLOZgN530GbF+2i+zsIYHMecNrM1kOD6H0gk+1PU93dG45/wPTAjqPI/tKm1FGJgzY+Cs0QPaw90P3kRaVFapfvJhPDpteDs5QjwPwxp+N2F5qdtEHOuQV3IBvz+E+1aGgEJL7j7D2iz7muUjjTa3StedwAzWyz83o/AvkXD56toXbYrAm0vc/cPsrbTMoh5J+suk5j3wLh3V7ynov7eJvz8ilJyR8fvjYm+txNiwe7q7u8XPhv0u7KZHWZmi6fXwTGPfI3A6iEovf+I5L0KPrcAVjexjLdF6/DuCOitQX3qA+BkzyGKXrJGXRWNyX/QPN0RAbVLAN+7+6VZ2jqhLW7n4yWQH+uNQ9Emynyln4815TPA6a7Nw0zHPKH8FlbYf20F46uwScrSIIWpiuJjJgDkQjP7GTEhRqLqbvuVfqchf+7+h5kNQUHvSy7W0cGxWN8GaZXslcFfmpG1H0rxWAXdqE5GjKd9EECR5yadFjNfAvgOgT4XIBp2K7T73d2V9lEtFXtOpGewL9rlfQfdxL5wgUpZdlHT12gatCs7FGmT/I52ledH1+iW+FzFtIwSv8ugwKcLClB/AJqY2c5oB71flrZCnSB1Z8QeuB4F1CvF83WAxyLYrPOdBvwlDIpzEBi5OAIUvot2dgYGufuL5dpV4jO59uciEOl+BNROj8CEI5CAaVlmWwO+08c/Pxo/nyOG3smInTXGUzup5a5VnPPkHIxGx3wXApVWMlUtXRo4xiswvBrweQUCNtug1FFHGiUtgEM8Y+plchzh81I0hp5CqaKfI0BpXrSzWm91uQxt/saUMryvmR2EQKWxKOjF3XezqGhYxk967NcgptM7iD0xCrFGznD3/fO2MdrwgCm1e38kjv4dsKgJtOiI0qiGpj5fdpy6WHGzovnpNnd/2pR2MSvSIrsMOLNSEJWY/Tu98wfgezNbwVUV9FU0bzXz7KnMdeYbdx9tZp2AG81sW1c66m2o3/9UzXxqYk52RYycVxDTdS/gWjN7x93vjM9lmk8jWPjKaplMf6M0dMxsWXd/zrSpcjHqsw2ei3rO6ffALzGvXoR0uDZEGzWbI6Clm2cruJKMqRHo3jEC2NvdvzWxCw8DnvTKhSuAOmP0HmrTJb9AoO8GaD7Y3GvTJSuK2JtAqf+5+12mSqVnoUD3MgSivY7A2asRuLgHYhGXu04Twud+wM2u1O8OwN/uvreJNXsquh/cilI7M53PEv9GbergR8AKZjYW9dVPgBsrjfcSW8HM+qI57nKkaXdZ3FveRsD/5x5s0qxt9Akg5p1ap12KYp0nkdD4t2b2O0rNmtvMPkP3q96V+v/U7NPKMPJSffw3d//ZzMZtomToX9OhDe0/0fr5HlNRkMFoTtgMmMndP67gJ93W9FqyM1r3DHP3UWb2IkrvbebanPrXdyYBu58qBPJNzL3Z3H1jU2rrjmZ2FlpDjUttdfc/zWx1E6O4YiGXCeW3sMImivkkIDRW/BV/pX9oZ2E0WuRvhAK0h9ENu2Xqcw0KRqbfQ2khcyHWwygUQIN2vqfJ4q/E9+HAufG4L7Wi0w8QItdVHLOh3bJOKL3pDQT8tEMLmIoitmV8b48YE/2irRfF64OANfMef3x2OyIoQSmNN6BF1mBUsS+3z/j8KijQ7Yd2kRNR/C0J0fh4XpPD5xqoOtCciOW3FwqsFgQ2rKI/bYRAlAVRiks3xCRcIGe70mKu86KF5LbxfNFUv/qXOHXOc7oVAlKORhp5K6NUymGI8VLN9T8biRcvi4SSd0ZpTxsjLaFq2jkMBfUQVStRcD0DMG+VPs9CKXeggOoItJiegQzC2Ck/y1ArBD3uP1pEz4IAhfuAdeK9pjl81yBAcst4viRiZcyHANalc/iq9xrG9TkEWBtpcXRGAU+ma1/SV2vQHNWXWuH6pZH+3jJ5jjvl7+Ro3zxoU+EQlH5br9B7peNH8+n1cf4GxzjdJ/rUNHl8NvA7qyBwYwfEIJsuzkFm39SdU5ZCaWkzxPP1EANiKHB0vLY/FQqDpI6/BolBb4HYvbsAvdA9tCkhOo7ugR1yHvsRCIwlzu1+CEg/H2nHZb728XgNau+nxyCWx95xvO2ruDYbIjD+tjiva6NgshMCmE4FZo/Pdshy/I3tE907EnH8hRGz69LUddkLAenrlfaVrH0qnm+JKh2D5uajEVMtcyGD9BhE4NY7qec9Y5zdCSyZ8zpNMDHv+M7haPxPh+b8fjGuniLjfb/wqeuP5uOkwE6f8NcRaBOvNYn/rdG6suw8SN3xfzVal68a42mf8D8dUdCpmr/o77dGH303OW50L89dEOu//COnQD6a71ulrkN3xMYdjDZopqX2frtNzAHzZmjHBPFb/BV/E+uvSHUsbJKw2JlMHi+KFlBd0O7/Vu7+ElrEb+gpjRt3b2jnI73jcwAKqHsjEGEvYBkzuw5V7BuXNlfGX03q8UIo5egjUwrWCBT0zolYLrdXdxY4EJjL3f+HQKS70G7PZahK2DvlvtyQBQNnVZQych0wG3CnmQ1GN7NxmhkNHX89PtdCi9LzXKyuZ5Fe1Dlo13pIXp/hdz0UAI9FjIeOwEgzOx1p/Twbn2swFTF5v+Tx7GiXuwMKLsaiReDvHsLbsTvZ0PVvkupPzZFg/1AUnM2Bdvr/AP4p164Sn+k0vOXQDvyqqPz3Zu7+Oqre+abnSL+r5/jnRsHP8+5+AkoXXAEFbUe5+x7Jd8pdq5IxMAda8MzkSm18Ap3jed39DleaWpZ2lpajfx/Y1MxaxjgahsaXe8bUmXp8PgF0DNbM3YidsxpymonpZWJMfQqMNrOngaVN5boHoEID37jSM3bxSJf1HPo2CDD4zN1vMmkQfo5Sqq4HbvF8TL/W0WZL/3f3UUjHZ0W0gL7a3c9KPlPh2o8rMW/SOOrm2i1/Bekt7YXGwreekZUVbUrYPv0Ry88QQPMQSvHdAAFWmS11HMOAZ13M4FcR2H8hYj8skcdnA/YR2kw4zN33ROzE7sn9JD0GK7XVzPZAQPKxwD6mYgmgDYWfY9zi7kNcEgD1moktlhz/aJQ2twICE75BjNz1UZGFD8PnPV6BRWV105qSFPzfTAy0fuh8bgb08Qzp/dbI6ZIpv83imO5C+oKdkP7YAwioHYr6U38Xc7HG3d8ud/wTyOfcSGdtvZhbrkeA77XAWWZ2CAL/LgZ6mlnrrPfRVJ/awaQ/eBNiS3d1ifEPBrp4PubsGDObNvrlocAIMxsZ752H+m4Pj7T2HH6TtnZDYOouCGBsEx9JBNcT65Wn3Wisf4zmu1tRv5oZpfXdFf0vL9NnqvIZnxmDWHaPWy0jrwOa81eCOmnYw5BW7F8NOmXc3F9jZpcjlvuz1MpEPInm/9k9ZD2yWMkaZTW06XVe9NGuwJFmtqW7P++SuJhkzd2/c/en3H0YVIx3qklt7VppTTWh/BZW2EQ1nwTQt+Kv+Ev+ECthMKoSdjbaOWqKwKo2Vfhbi1pNsCOQMONB8d6iGX0kuxmGFmXt0G5//3g+Q5XH2qTkeXeU2rB6PJ8eMXOWyOm3puT5Xij4XyCeLxft75b6TGa2RzyfGwESPeL5NGhRtWxD7WjAb3rHd3YEIJ4cz+dFi5VjgOOztrXE/2qo+haoiuMhCOyECsyJ+s5BtO+C6FcLICD1TLR7n5uVFX3qErSIuBABX+2RVsIWVfar9DldKP5vGecxYSPtnvaf4fo3TbV3jbjeC6Gd3x4xRjsB8+doZ+KzBjE7Vo3HPRCQ2Drez1wSm9pdyRq04700YmOtG9du5Xi/bQ6fy8S4nAsBEx8QzAZgviqvUel46owAhFEomH4w+lueYzcEej1EsG6S61rSJ/akllWYucR6+L8VpbKdB9yQjKPoW+tWeS72ROlMi8Xz7qgKKASzrgqfrRBj7rLUaycnfSqnr3+dI2rvCfOj1O7+BKswr08U5N+H2H1zoDT0rmiO3a+hPlOPzy4EIzb6zhDEapwGVUDeHelGzlFNX40x1R/NfetTy8yaidoKxpmPndq57yHEmJ05dU5fIMVEzuh32uQ/mps6IgbCHQRjKc7BihPZZ8Ly6oQ2H1ZAc8w90QfmQ2yyReO9m0ix3Ctdp9TzLdEceEG08aQq+n43YHg8vg7doxL27Alonr6G6tm4Fv1zFLVsoi3QfWU/BFrk9pvy3xYx3PaM6/YgOdizU7tPaHxGXj399JiUv27Rp1Yn57q6pK2dUSzRB2lkzRuvr4k2+6o+r5PqH5qfR6H73kEoPZyYW+5C6+lp0Gbd4hPbb/FX/E2sv2QBUlhhE91MZdDPQwHqz4g9tC3aBTQPDaoc/togtlRftAjYBaV3jUapI0kp8nI7Kcu5+7Oxe38bYuW0i7Y1A9ZBC/c7EdMp14CKHaojkdj6x4hJ1hKxfO7P46se3xugm9ZTKPDfBdjDS0oM59lJNLNd0E7f/1BwcgQ6/tGeqtaYhUECdXZ82yM2yipogXUf8KiXVIDMwkry2mp7vcPXD0jg9zy0oOqEAuK3KvkM9s3HLi2ny9G5/Bxds5PRdVsSsanKamTUdxymSoA17r5H/FZP1Gc/Btp5vt3t0t/YGVUGvQn1z/YIvHnbtQOc1U/CzmiCxs7vwFcozfVvlE7wh7sPyuFzBpcWSDN0vJ8iseW2qE91R4HbJpBNcN6kCfh1jKmbqBWb/hQxKOdHQUAPzyhmbtKF+g2lNi2O+vz7CJzviVg/LYEvc4yh5NrXIJbQayhouB0F2D+h87yL59MJTK7TEgj0OM7dH0r9XjU6VnN66LSZ2YoI3L4TBbvtkOD2hnl81vMb06EA7VfEFpgTAYzdXELc1fqdEY3TGVAq4kXonL5Spb9mJXNcos3WEk1lv8breTQSt0f9dC2kPfmAqULqtun7nWXTSEzG1Npofj4AaVLdYNIx7I6qeWauXpk+VnTNH0dabmOR3uZmaAwM93wMR0w6Pm3c/TAT+/gt1O+PR6Bq5sIwZrYp2tTYAoEzfyDAey90D9gDadn1dPf3JqLPORCL6V40fn5HG3x9EOPxPOAAl27e7IgJepxn1IuMOeUi4DkkOv+4ScNtUQSs7+zuN2fxlfI5FM2dt7r7IFPhlUXReVgd+MkrVADO8Bu7IWbX1Wg+HQac6Bl0jTL4njPauSFwhUcV8PFs71TlMxh5u6J+9QPwiLs/bGbDgY/cvb9J57G9u9dbaTD8pPUsu6NNg63QRsXFaH0yADH73szRvvZok+s2BFDfBKzh7p+Z2LRd0X2/oj7g5GoxLudGG1ProjXLk0iM/hivzWzINZYmlN/CCptYVgBfhU0yZhLy7opScS5Hu9arIWDg2PhMpsnVJGj5AgpWt0Ogymto4fqdu1+cwceZSF+gh0m0t18AFCuioPdkFAh+kxP06OHu58ci9WqU2vEnquL1PkpFnBWleXzXsKd/+V0Wpe69Zma7o92ZkWi3bxt00+qF0kUzic+ayhfP5e4jzWxDtCjpjhbq1yO9j/OBAXlAGjObxaPMvZn1QoHEGMTwa480T54B7vegumcIKBdBC7yLEbPhUHfva2aHoTTSi1FayhyeoYqVKaW1J9rFfAgx0j5Au1+vIJDyKlQp7peMx11HdNrM1kdB+U4uIe8V0TU6YDyD/jUQ4NsdXfeZ0KJ1QQTS3JnRz6ZIDP4pYCcUrA1ElSAfQEHWH6gy0vsZfa6NWC37IZBjFcT8uAUBy3+hc9DOMwraRmC/LAK4ALZ29zPM7EkUmD+NFsPfZh1TEaQu7u73mNKxFoy2DkF9dAACAHq4qprlsggo/0SA1wHovL6AxtWZ7n5jXp/hdzuChYLSWm6PQKOJq+z4jKiaYd9yfcyU0rYrOsZlEcvlNqS/8k20+xFgt/EAk5JAaHoEAiagylWNFPi1RterA3B4AIGlwu+VfBg6/gPR+UgD9k3jnE4TL49p2NO//HZBqSEvoGDyN7ThsyIaT4dl9LM08KG7f2eqzrgbmve/Qve+3xA43cfd783RvsOAT9z9ygAnD0UgzTWoovLtpip/f3mGNPz0eY++dWK0bSACPU5H88y1HtWV81gAaZshgOYUkwjz3qi/TovSO1+aBHzuicC9u91997h+ZyLw93fEJHsq+l2LSveW+P7rrgI+dyBg2hFrbBhwn0t0uiPqD/0r9f9SoNUkZD23u28fz49FGz6dKwGyWcyU+tkNrfkWQ/35sHivUQLqvOO+8Dlu7muG1k7nBZC6BVr7/IZYnj1z+qxBDOoV0dx3PFpbNEfVxg939/ty+tsIrfVfC5+noBTxpADWAWgtf2qetk5OZmZrorTTIe7+m5mdi3SRX3T3N+NakncsTSi/hRU20cwnAdpZ8Vf8JX8ovW9btJuwZMl7mUTDEe12EArMl0IB6sEoKD499blK6V07ocXokWgReTG16Vf7AwdWcXx7Aw8lvx9tmxGliu2HdlGnIX86yoJIJ2HB8HUgKgsNsCPwQDzeMIfPVnEON0GMlDUJQVCUUvUgCigzp2PFd9dFQXMNAvkeRADiunE+Fovf3Dan39YI2NovzmmiRTEq+tWzpNKxKl3/+MzqKKVjKwSaLokCtgUQkLJUjvalhbz7R59qCSyP0lzWTc57Ff2qVNB4ewQmrRu/t1v05bwi1gcgBtZyqX56dZyP/sAZ5EgfS52DXojdkIynk9C4XxAF7ZnSplJ+OyGQshe1wvODEFCxWpyLeXP4Swu574TYHR1RuuyJKB1p7mSM5Tn2eNwWpXPPFs9XQikf7ahNT81VFCK+0y7GU3ME0j2FNBKT92dEOkIrZ7xO8yKQ94HUe/uhwOU5tKuetW0Lph7PWc9vTR/n9visx08D6X/p71JbHfSUvOcz1a72wMElryepbjNGX848Z0c/v4/atJFuSINyIAKo6h3XDfhaDqXMPYzmu7kR4LFFXL9Z8o6n8LsAYiZtGs+HIaCzc/zGo1nHFI2cLlnad1LP90Zp/dPF8y7oHpZZIHtC+Czxtw7aLLoQgUkgYPVRcqbiovXNUdQWxVgPrR9uRqz0IWheNTQf3ERl0fF0WvtxwLHxfDBwTupzmdPaMx5LLjHvKvw3mq+pzSdaP+yC7iszo82ZZbL6p+58vCva1AXd9wdRex9sX+1xoXXKOWgObIfSfKua8yfHPyZAuuyE9Fv8FX8T668Qty9skjIXu+dOVBp7keT12PWruLNoShNZHngRlRdvi4KWDVCaX5+Uv0o7FE8gBtpaLiHbp4BzYvdoLwSk5LVbgE/N7Ca0C/8LsJErTeQVBFQ0dffPcvr9gdoKmDujndNEEPlK4ANTKtg4WnIlh+7+EwrEtkG78b8A3cxsDRdT5GMUwH6V1WfYgqhi5QpI0+ZplDJ1HzqnXd39dne/rpIjq7Um0aZDUVrG7mjX+2903c5Gu/bjdhIbuv6WEnJ2ibRfj/QMVkWL878QiHqeZ0xBCV+JkPdoVK1oebTb+SFatJ1gSs/NzXZIjsVUSnoVd0+qbC6FNM1GIvAiE9XfagWdB6PUzvURC68J0slriUDAGz0jMy1YkyvG0/sRXf5UkyDuuwhcugCd1wbTJUp8Nol2/g9pgxiwhSnF45H4vVNRKtYHWXyGv6ToQMdo6zxoPnoXpZHti9hj/8vYzrSY90zu/jW6Pgeb2UwIUFwofL4Vbai4g5oec8Gi+Rpdrzbu/jiaA0aY2bzB2rkcOMvdnyjjs4nXpraOQQHPq2bWNT5yCwr8u7n7w1mOP2wjMzvVzM4nJS4fv9XU3X9z937AvCbGatn1SczhieD+8WbW2cR0xF2pnfH4OzQ3fm5ms1ZqZMk5XQqBcZcCu5vZjma2UFzDMSb23CXAqJxz9mcoVXgTE5vwGjSvXO/up6eOr8E+kOr7zyKAal7gPRdLsj8CqNZ0FV7INJ7S5u7vorlpaDDJjge+RcDKZSgV7YOMvsZGe69F89smCAC6B80rnQm2ctb2pfqpmVk/M7sYXedRwOWmAhmjgR08o0D2BPK5m4nRiJkdg+5Lp6PNn6NNxWdaAhtnnUsTi/vPi8DKJvbwg2gN8ApivcyK2GCOWLr7eWXR8b9jDFyK5qXZzayvux8ANDWzYfHRD/K0NcOxZBbzrtJ/ozNSpiKf96P55QgE2r7rOdJQU+uT1YAvUJYD7n4UWq/1jucf5lhHpv3ugNZTP6KNruVR/21iyv6Y4i3WFBcjyYDNkabfC5Oq38IKm1hWpDoWNkmamTV39z+r+N4iSHx7LgRUXIkCjAPd/ZT4TB4Nlv1QQDIdYjl0QmDabzmDvnRaz9UoiN4FLQL6opSn9RHNO3M6Son/gQg82N7d745F9nIEkOLuO1Xhc3MERlzo7seb2cpoh/lLJPxbjc+WKHCaHwGSXRFN/Xy0APpfEvxl8JXWIFoN6SO9gRb9byNNmhUREHBafK6cpteuKMXyzTjuaVE6X1t0zV5CVRF/d/cvqzj22REb6zwEHrwdbT4V9amf8vpM+e6Nzud3CKA5By0Cl0KB+ZvxuUw6aQF+HYSOf2uUlvggClQXQ2mombTCYjE7F9E/USrbiSYQeQG087smSsPMNK6srvZYL3Q+Z0bAKqiP/oWqDmXSy7O6GnELInBqH7RQ7xn/XwE+z3r906AXSg3+CqVkPB3t3RWlkwzxHPo7JfPUjkjj5EI0lg5Emhy7IjDthOh703kGPSJT+silaLH7UvztifrVUoiV9G7GdqaP/1EkWtyxgc+uiVgrFyTjOoP/Eeh8foRSe7t4Kp3VVG1qfWCfSveUknO6BEo9b46AiSPQPPAGmlMHojniogAZc1kAkZuh83kl8I67/1Hajga+m9xLmqDNgxqUin0CAmU/QUyfVzxnKl7qNy5A+nh3IrZPfxQAz4qE6CuCvtbI6ZIpv81d6XuGQKk3ETNvetTve6C5cDO0zs2iETghfDZF97T546UmKBWrLRKLnw/dT/uNx33/IsSW+walIn+NNqu2RWnYmdLGTJqgP7rSLFdAqdDbmNKFj0bXcaCZzZ9lDilsyjLTplwHoGNWcLJkPl0BAScnIiDlGQSe7o42WF5w95OqbFt/BPqPNKViboRA9fs9o57nlGQ2AdJlJ6Tfwgr7L60Avgqb4syktzIf0uBqhZgJCThSDvTY3N1vicdNPcR6zWw+JLTdEjjX3b8fz/Z1RAvgg4Dz3f3JWFS0c/fXq/CXBJYLoEU5SHz0eZPuV/MkMMuzUEm9tiwKphN2w18ozeP7LD7r+Y1mKJD6EXjV3S8zCbHPhBhkfTP4MBSQ3oxS4z5Hi/OvUZB+CTq/nyMG0e/xvbIi0WbWA6W0fYe0q25BqaL3IcbbZihgywx6pa7POYjRcb+ZHY8WfU+iNNwz3f2NrD7r+Y1ZgX0DnDyUWn2381FJ8Geq8DkKBc6nxvnuhRgATwFPR+CdpRx6EqQ3Q8HzUsDl7n55vH8A6l/75t2ZjnadjzSC/kSg5NdodxoEoGTWXUr57OTuL5oYP2cghsYL6Fqd4xlF50tAn+URy2UAYrgsjADgHxAY9H7esRS/sS4Kyq9FqaldwvdSqHrl4clxZfVtZoegc3olYmGuivSHlkWahpn6U+raNw1/86M08d/c/Qgzmw2lln1m0ibbDzFzGwysS8DJmRATaRACjy9F4Np04XNbBIYd4vnYRHsgkPYJBKCOQKlizd392vhMczRnf5TVbz2/0wIBwb+6WJp5vtsEAalPIbHxgxG7+RAE2PfxHIzUevz3QSzRZwKcehrYMblHZvSxAAJjB7r7bSa20CIoBe8J1L929hxszABHzd0fDHB6oLtvHu8l4ORhaLPj64noMykq0Rxt7iSVa/9GY3RxBJ7+7lVomsVv7IBSmXcwbVItB7yKNihae0bt0QC653D3T0wajI+ha/RggJY7IdDiMbShMkGYSYVNPlblveo8dI++FG38JtXB50GbE0d7jiIZqTG2DrrfXedijd2CNvtGV9vWydkm1PFObeexsCnTCuCrsCnWzGxeYHV3vyzDZ49AJcm3auD9RDj9Vs/IdIjv9SPSbAhx6dR7qyNmxgh3vy2rz/juGigl8v54nt5Z6460s+4DnkoFiZVAr42Q9s+x8TwtRrwYCtqnB0YmwE8VoFcCBNSgRc+OiPE03FNsjAwAVeJnQQRKNEXB7dsm5tsPCLDYOgFYsrQrHq+LAvCrY9G/UPxGV3TOM7GySs+NKRVlaXc/3US/34GoYujuj2bx2cDvLIXYPteiwGpnFOw/Er7vra899fhJX++ZkXB/N8RIeA+xndoAD3tGdobVZWWtgsCPvxEL70sUpDkqOJEVTEr39QORDtuOiD21JwrO3kYaTB/kaWc8TnTcznRVrloUMQc3QrvSZVOFStsZoNf1ceyzIH20P5B22IJIbDpzpb2S458XMVHvcPdzYgwfipijz9V3fJWOP553RkD0GqhfvQIs7+5XZG1n2jcCqJ8C/nH3k8zsQnQ+ZkdjbQF0zrt7mWpeVrcq2K7ovO6FdJhOj98ZivrstAgU3a2cz/CbPqdtECOpOwJTt0Qg/UyoeunwSuczj1kOdnPcp55yged9ECPvEuBWNI4ORYy0tu7+4Xi2axsE1uyDCg4MBE5z98dy+hmOxs5+CEQdgvpUd+BUz1hoI3w1QRqI35vSL+9GgNQProqDmyFQ6V00//9W6f40oXym5tL1UbC/OxrvfRCIvCOaS6uuNGdmc6HzeIm7f2CqjvkPSkP9JqOP0k2+XmhefhXdo5qitPZzgAU8Ixu7sKnXSu6nCRD/EZqvDwIGJ2CviVl7FUofrrZISlu07pmJkDpx9yPG9zgKK6ywKc8Kja/Cplhz9w8S0CsCpXL2CPCLmV1gZktGsJb29QZie71b+l5DZmYbI8Hyz8JHnZ0sl37UIJSWktlMKUuDo73Nw1da0+YiBCa1TQdnFUCPZmhh/pmZtbMSSrOLLfEoCvy/TL1eKQBYwlSpMPn8PxFk/oMWQrcgIdK109+rFFSm3h+DAKm/Cbabux+MdtPNa1lFla6/m7SCTkeB4xBg/dhJbIXYbm2zgl7RjiSQ7mtmHQhtLJPW2tUIED1yfECvsLYo9ehnFFA9F+2/zVPpMxWuf43X6iUNR+y2q1HANyL8ruHuF2cFveI3E7bT5YgxsA4Kgp9HOk/XI2ZCVtCrSclxPI10iDZ19y9QatoOwGc5QK/5U4v0ndDYOR/Y2aQZOC1Ko2yaFfSCOuf7UsTA3BalNx2HUpMuRemN1YJeLeMYzwSWNbNOASIMQilZ6bZkAZHNzM43s73R8e6O2HPPo/NRbcrIgPA3EtjezI5z932Q1t3x7v4JYsDuXAmgSoFeNyO21c8opeVqpJF2GXCxu7/u0iHZKifotT0C5G9Gwu2fIU23xd39XHcfHu1oFNArfOVJ6X8ROM7MlkFA1Ij4Ow2l5w1BgO94gV7RrusRW+swlNJ5jrs/lmEuHWemdMkPENjbB83LnREj6cC8oFfck34wpeXNj0C5O4DpzeyK+I2rEFD3Rw6AqtF8wrh+WmOqhtgD3d9GourAZyG28ojxAb3Cfkbz1XamVPcFgStygF41Lk2vGlPFyj/RHNUKMWj6E5Vb0fjf0qTJWFhh9ZrV1clbCAHzNyJ5hIuQpEH6/vQFsH4l0MvMVjazw8xscUvpsMb8/XX4HoLmqSOS9xrx0AorrLApwArGV2FTtZXsTD2EKgNu5O6fp2+aASxtiXRYXs3ouykKoGZH1SSvTAeZWRbQZXzvhnZh/3T3oxJ/9fnN+lux83YK2uHd1OsyQBL/uXL8Y7d8B2CQS4S59P1mCLT5IqO/pB01gKEA5UYU8F6GdFn+QCkp+2fwV8p02QcBNLujIO0wBExe6e4PZmxjnXNkZrsgzZWLEDvlI8ROy5WCV8/vLIJ2999HINrdSDB5K3ROM4lkl/i8CKWfDgxQdQzStTsbODlroFoCJqwRbToy2nc8AqzGAnN5DgZl+KtBYEpztKieDxUfmBYxh87w7Dphy6LqT2cgthhIw2g4Yjd2Qqyn/p6jxHrJb1yKqlZtEM8TYLZHtX0gdtE7oc2rQ1FQsTPS4nuqCn+JmPXHSHj8RAR090IVXe9199sz+kqzXQylX72GAuqrwv8n7t47/fsVgNn9USGFjwNEPtjde6benwmB09O6+xuWYrFkNTPrgphjLyDG6G8IWFgRsX8OzdLWCWEl42kF1P+PcvdHzOxmBHZui/TGMgsP1zefx/jy1O9Ni0DfX6qY/8c7XbLEnyGgbw40580Rbw1HQPoHKM35bHQfrwgANaZPE2PqE1fhg2FoPL2AxucnSCNtc+AJd38521GPYyE/D/xc2q/NbBYE+q4dfjPpGaa+b0SFSQRQv4cY6mvHsVwSAMYJaB7MXSihsKnLYg65Mp6+irIEPjSzDdH8f49n1AcNfxuhCrAPofvRsV4iOWIpNnCyRmzMDYrCCitsyrCC8VXYVGvJzlTqpaPRzfVEM1s4Fv7JTXRrBIJUZHzE7qnFAvV5FKC3gDoVzJKgYicz61nGXdpveveqBUpx+DrtjxjTZtbKzI4ws+kqBJRpn2PRov89pOWTfKZZnINWwEiTLk8mi8XNe+icrlny200j8P/VzOao18G//SXHMncEYFsCayEWwc6oUuT3CehVbscvBULWxE5ic3e/EAXn1wNvIUDkwhygV7rS3KlmthcCEA5CINKP0cZZsvgr9Z163BSBSXsicOI4xEr5FjFeEtCrpsL1T++czowCvA9MemQDUZA2G5GSVO58pi3Vv3dDwNzPKKg6C6UMnQi0yAp6WV2WZaLpdSOwHdoxvg71/Ruzgl7RzucQ8+jAeL4vGudboaCvH7BZNaBXcq7cfVfglQAVcfeBwAnjAXqtiVJak8qHN6C+ei0Cw3O1L6wjEhg/EgUmfYD13P1od++dA/RK9/9eCOR4Bokiv42YWW/G/3GWAUi6EfjEzNqjoLx9Mg+ZWSeU9viRh05eFaDXggj0GhQAV8LCXQx4a2KCXlDL6I355Bs0n5xkSsMdirTdbskJeqVZnn1MTL+EzWbJmHMJ7s8aj/MKG78DnB7AyZ8I+Pmu/FfK2gkIkNwEFZz5BgGe3V0pmE3Q5sIuWUCvxvRpZssB86fG9UuoUMstSM9sfZSWfUVO0OtsBG6fhED+cWM3+uM37v64u5/kSoFtUsZdfbYf0tbcGKWizoa04h4CHgZwaYX1LECvwjLaIagv9UBaiUeY2aLufpe7H+jut2ZdS5g2RxcHDnUxuT4BeplZR1Naehr0ag0MNLNpCtCrsMIKq88K4KuwqdZSi/4LzOxkFJzfAdwFHG9mCwUwsiPSOtnDK6QmpME0k+7AEMTM2NykRzQuKAswbQ+U9lHW0gGXqTT6cGBjQivIxHhIjqkVYm/c52XSqEp8LokqeK2EgJ+tTWl+xO71jGg3/FzPyM4Kv7sh/al7gcPMbKXUefo72notWmyXPf7U45WAm82scxxfdwR8dUU78oNKj68ef2nR8T0QkHBxgF+jEDPhYuBRj7LdWSwJUFFay+9Ig2cESpO8GwWsvTxjal/6+FPXansUQN2ItIzao+DlIDNbMn3M5RZ/qcDXTKlTTZCmVzuUSvtAPL8rAT4qBf1pgCr66Syo/38DvI40OEagvpkpAE5dqyYRXD6JNG3uAW5CoNWLCKxcxMzWzxL8pYCp61AqZkszWy3AuIfRmG1KVEXNa9EXmsTj3sDvZnZ5PB+fVLSvEUizb7TtSlTN7SFXmnNFs1TKqKnK6qfAkma2uiu9byBwoEkvMLOl+sdtiDm6galIwkcI/HoApX0+mbGdybj/hOg3KLV3GHCZme2J5roXxzPQ+QxV/90kwKRr0CbH9V4Fc3JCWPz2Xwjw/AqJ2Y9CrKLtPEfaYPhL5r+TENN5LTM7MXkPMWoxFR04Nu4Beds83umSiZkYqB8jEG4+NN6nQ4ysG+P3PgIO8IxFYhrTp7s/6+73mdnOce/8DJjPlC79J+q3q6JznclMxRlmC1DqbmDHGK/T1/PZDUxp9HkYeU3R3PmVifH4AAIr2wFvu/t7KQD026x+C5vq7UKkPZmM/T+QdEDL5ANZ5tKYc8cgSYDH4/sboHvJ3mi9ml73DkNzdmZJgsIKK2zqsiLVsbCp2szsBrQL7Qg8OQkF1huhQP0VBHrdnWMxXYOCqL+R3tKoeHwN0l0aGKDX4cCunrHyUvg+GLEzxqLdtIWATQmBeGAaxKY40d2fyOjzEKS9ZIg98ACwGjoH5yLGzijEhigrbFwaHJrZ7ig941pT1an+QG9X9awZEUB0imdMzzJpMLVE9PljkUjqLaYiArj7ifW1o6G2ItDgdne/1FQSewEU8GyBgrSnM7Yrnd7VDp3Pm9A1fxMFPH3c/aEs/krbmQIpekTbHkdi7sPd/eXY+dwkQLtcvlFA9SxaTI5y9xtNLJpLUEn7u6po58lo/LREgeV9qJrbMsAblfpRymc6FfkwxJr7AaXhHIrSc44D9nT3ryPgfNkzVF5LAV9Jm7dBY+lTBNYNcvcHMrazwRSwkmNYKM94L/N7zVDV2hORDtvM7n5KTh81aLz/isD+XxHD8VLEpDwdsWAOrxRIlPT/Fmh3vr+ZXYfmo6sDCJwtD3Ce8n8sAgyGAuchzaEWiKH6R9b+VOE3pkM6gUuheeEdF9tpooNeJlH7axEosQ0aR0NQNbQmWef68FVfcYg93P0nMxsBfOW1lUA7I7bTft6AVlp9fd8aMV2yxO+0iI25COpXHwMzuqoRVpXaNL4+Sz9jqlA8O7r3z4cKgmyJNhH2QfPf8AztqkHz568R2HdHYOd9aI1yPWJp/hNz15EIAP0gx+En4NdywLrAB+5+uZnNXABdhY2Pxbg6EngGzddnjsc8tT4qhjMNmu9fMWnSLe3ux8Y951ZUzCfTpkphhRU2dVrB+CpsqrJ6mCCnoGBqHaTFsRvSdLnW3V+KBe2QLKBXahf7bAQknIYWuwejoG1bJBQL2lHeJSfotTawobvvjsrX34UCobuBj2NnbDEEsDS4wEjvtptSfJZx900RwDUIVa98AunFvIFSNQ/KA3qZ2bIBbP0NrGOint+CFi+LxVe6o8VQg6CX1WUQLURUGHQJwh8O9IngevoE9IKGdxNLmAYGzIWuPa5qlg8g8OuKHKBXOmXoLMTKGI0AiWsQ7f95tOufy0rO6XKIPbclAj5XQbuoG7j7dwnoZVa++ELyfvzfCzH8jkcsgoNMKWo/IPAiE+gF/zrnMyEgeUWgN7C5u7/g7sNzgF5pkdzzkCjuCHe/BKX2HYi0joYlQJe7318O9DKzA8zsyFR7LQWAXY+KLSwKHJMX9Irrf46Z7WHBbEx/Jh6ONbMZsvgtZzHWf0fXbpkE9Crp35XsVMT2GInArmdRf/gcpc6NReei4johdfxzuPuviD32GUpLfRx42MwWqRL0mhals3ZAaXLHoqC/pbvf1xigVxzD70iD7m1g0QT0ivf+a02v0vvUJ8ARqKredag4wqGo2EieYDLN9GuGwO1PUYVRUOr03GY2f4DfOwP7lwG9/ot0yXEWfm5B973dUJXQT1K/+Z/6NKuTLn++mQ0C7kRsr47oXnUGAtTnRHP2g5XaZLXM8Z+BNrGx8SvSGxyNUr/GxG/vhNgvXcuBXma2rpnNFEBX+vj/RmufhxBjdrYC9CosizXUp8KaonGwA7pvZ56noM6GVDc09+2C1qZt4iObI8mDxHoVoFdhhRVWyQrGV2FTjaUDVGpLq3+L9Dw2RuLjF6BKe3k0OErFzGdA4McVKJBaGAWpp7j7H1l3pktZBmY2D2J2dUWMlD+Qps96XssoqSQSnQZSpnP3300paZvFObgg/nbNcw5KfmNfxBR5HlVIXCXeWhB43d0Pic819zIVzdLvx8LKkZ7Vekjc+l2TNtgs7v5SpeM3s008UvbMbAe0E/keYrO979Jz+tcOfsZjTioXPubu50awvi5iEP6OxOwfz+OzxP+BKKXxOCS43AOxB85H2j7XZm2n+7h0zF6I0fh4+LkSneOTgC09Vb0zRzt3R+DckQigc9Sv2qIUrS/znNto52UIjGgPfO7uR8V7zRDg+WOlfp/y1xwFjje5+4h4rZSd0tLdf8naxlQ7B6JqmE8DWyM23qOpz+yAwO/u7p65QqKp6MS3niq4kWrrrO7+VXIcOc9tb8TK64xSE18AZnX3J8xsAQSGnpaMrTI+fnX3C83sWjTvvYZA/9vRLnxnVL0xM4haz+9Mi87pwmijYj4EUOQKpjL+Vtl5aUJbyX3qZCIVDY2l/dA8swM6p2UroTXgvwYBnY7m6JtRCva7Hmni8bk5UfGUslpZ0SdPDn/zIrAnmUuTY9kOBaoH5On7ZX6zBdDKc6aMTyifZnY86vtfoY2dQYiV2h4xR38wpRK+4tmL4yTXqSlieL3rYjcvgzbs9kHAwskIWGjQr0knbCG0uTXQ3d+uZ33RHJjG3X/OOp8WNvVauT5Vss6wAGjzFsYwoBmSnDjPleq4BWJm/gYs5qkCJ4UVVlhhWaxgfBU2VZhJoD0JJkaiXaMVEGtkBlQR7j6UOpcL8EnteF8UO95d4q1PUNrEvMDNCYMgL+hlZp0D+GiNxuysaLf/HeCptL9Ki9WUzz2BoaaKg0uioOVmFFzeNB6gV1uUIrkNOu4l3P0AFAj3TYFeVgH0mhsYbNJ12gkxW/ZA7LaLgaPMbEF3/ywj6DUtcKSJlZCItu+LBHt3AhY0s9PiHFXDHJgF9al3zGwA0pr4CDH+eown6DUPSm8chAL/1RFYexFi+mUFvdJC9+cgQeMHEaNvJpQ2tSuwTzWgF0CASd+gwGwtBM7uFj4/r+Lc9kKpDf0RG2VOMzshfmtMEkRnDdKiz70B9Dazo+K1f4AmVsuUW9XErixrVpdZtzoKRC9x95sRmLqfRUEHk1bP7ohJljfw345aVqJHQNEs3vvVxMzJxE6J//1MaSKPRjvfQSyUYUQRDrQhsH850CtsFLCViZH3mLt3RYFJL3dfHxUd6D4+oBeMY+XcjAojHAQ8MyFAr/itiQZ6xe+PjaDvXMRK/QWxWw0B1NsDF+QBvcxstdTTw9D13Q0x+jZDQPViMdck7fi0IdArAWDDDkBsvFPj+s+ZmkvHmtIl90FVYccb9Aq/vzYm6DU+Pk1pWB0QqDUUAch90Jga6u4/hP/RWUGvsMMQ83Z3NEY7mdl6qA+c5e4fuFKQD6sAepXVCUuB6X8CKwaYXoBehTVolfoUmquS+/K60adyMT3jVvcXcA+wQACzjyFdr8cT0KtkLiqssMIKK2sF8FXYFG+xS7RWgB8LAt8jfZSNUMrMk4hFsKFLMDur37lSTwcDL6NKTnuhgOIFFLBc4qoel9lSAFU3lIbyFQITlkQA2EVAJ1eVm4o3fzNrk3zGVBp6a1TBcuvw+Vv8n8bdj8vis57fWBztTj+L0pHGuHs/U0n76bIAVCn7CmljXYlAqgFoR317FATch4CVcVYG9GoagfPGiI20RIBdJwBzmdnB7r4DYlLktjierxFTqhMSdL0PBS4vu/uL1fhN2XeIRbQdYnp8hwKip7yWWVHp+qfTBjdFQO9yZtbK3X9GQNgqSOPrf9U00mrTmo5H4+p7lEo1o1cv5v4C8HEqGBuKROfnqfC9hto4GAEJWwNrRN/E3f+O87MtSk19v4Kf9Pls6aokuRtwiZl1cFWBvBj4wcw6INA2s+h2/MYuZnYm0nbaOYLe5LfHWG0Ri0xgYgoYuw0BnElq15wIVD3L3e+N/vyDlyk+YLWi/ck4XQeBnLj7zsBqZnaau3+S55grtP9X1K8G+hQoXlwyhjdBjMnBrsq4JwBruPu9CEi8P4ffGRAYmdiXCDj8x933RmLR0yIdr48y+GvUdMnJ3WLNcDvQ0cw6uftIdA+c1lUoolp7Em2cWfSB2ZGu467uflfMPZUY3jUIOOgaL82CNuZOBraMNVGyLtgGpT//Szi/sMISy9inks9ug9at49On7kebqEcg0Pddj4JDGdeShRVWWGHjrEh1LGyKN1P61dxIv+l1pC21HQJTHkY35n7u/nEOn2sgwfLb3P0lMzsl/HdHjLJHkfDy+57Sisngd2GkrbRXPN8LeAqBEqu4+65mNgsSCv4iPlNp8dsCLRhGufvdptSpFdAiemF3725my6MqTj9k8dnAbwxETLQ9EEC1D2I8zeDu+2T0kxYCb40WVLsgbZPpUKpYJxT8fpLBX5Jq04xaWv6T6FycbtJOOQoFmJnAmZI2/us8mVlH1AcOi0B1vC3aWePu35jZxaiK3eDS9lRqN2KRzIOYOIujoOcUlzB85hQvM+uYAjLnTsZO6flIv1eNRV/fF1UyHIP6w6lepei8iS32aASOs6CxdYq7XxSL9AOBvbME6XE+bwE+RCLUJyAQ6XSkt/NO6rNtPYPgfurz06GU1oFonlofgcrHuvsXAXqNirZnLWJxNgKSX0dpWN+7+0OxUz/Wy1SAbcCfoXm1HQJODWn2jY73x/WRwsqb1S0OYGiu2w0VGTkAbdj0QcD32CzjPXy1jbFtKHX1K6Q7eCXa/PkYOAvYOQ84bY2cLjm5Wsm9YHdgfuDGvBtdDfhui+a+z9AmwgEoxf+FjN9P7n2GwImxSCPpbgSEboIYqGNNrOpdEDg/3sU3CpsybWL1qVj/dAA6uvuweK0AvQorrLDcVjC+CptizUJw05V+9RwK9pZEu9MPoYBtBHBNTtBrSbRr/g2wtpktioCu0xDj60kUXEybB/SKtr6JBLAviJd+Cb8rA93M7BwUpGQFvZZHgM8ZQBczWxdoggKqNYGjg1WyQwJ6RTsqVURcwILxZqrWOAeRLheBz7mEtlkCepUwGho6/iSI6IwYWiMQQ+VslJJ3HXBDFtAr/CXprZcCy7v7bwhEXNLMjg1Wy+F5gr4U02dad3erK8A/DVoQHhrsmUaZY6Od35nZfsAPCeiVtCejm2MRa25PdC6TVKnjgsEzJkeT5jOzm0yFBcaxSUrPB+q/VacjRMB8MQK+lkaaU1lBr7Tw9rZmthQCJI8ys7VQuuiDwGsxV8wN7FUO9DKzjcxspni6O/CqK+ViJAIQnkDsz5nj80nKR1nQK31+Yn5JSrXfjeaa+1FKWvv47J7kAL3CnkS6c70R42vHADt/yQp6lVzH3aJdP6Dx9RBwgJntA1CAXtkt1U+vQXPd4Yg1dA/qo8cgsH9MDtBrJnQ91kbsjGuRyPoqKCBdHfWzM7PMf9bI6ZJTgiX3gnh6CUpv/7mRfH+N5r5fEev5pKygV3w/ufddhkDOXYFfXML1v6NKjnPHPWtppENZgF6FNWgTq0+5ivc8VYBehRVW2PhawfgqbIq0ZCc2AtotEDC1NdpJfxGli7UA/nb3Z3L4nQcFuBchwe11UYnlDxDwszgCAi5ypSdk9TtOBDSeJykHBwH9EWDRLtp7UA6/K6FAancEePVG7K+ZEXOqLcIrDs3hszkCzZ5CO/5bIJBrS5Q+9Q4CGm91pSflWqjETuF+1KZPzY7YddsCewR4ldln7MSvi1JQt0Sgz+UIRDsYsfKy+GnqqoCFme0WvrarLxCNHcqfks83lpnZTO7+fTzOK2a+LrrmQ9A4GIw0kx5ypepl8ZFmplwOrO7u9aYdmnSkFkWB9XinpuU93viOAWeiVK5FEHvqXeBExNIa6O53x2crFVuYEVX7ezIedyKKDLj7T2Z2DHC5u7+bt41J/wsw2ZF4+5Kozz4L7I9Sm5+Oz2UW4C9hpcyIAL/+iFG2ZzUAlUn8fg40rzyGUlE6Idabu/uzeX1OjVZybfqhe9JpaL5aE/XTzdGmzT7JfJrD/1ooPfQRd9/SzGZDmwmj3f2S1H2y0gbKDEAXd78onndD96KkkuxtiN37Y2OM9UnNSq7T2WizLF24In1vaOaqutqYv59LGDz1vcMRoH8Y6lNLIQD8JMTMuSs+VwAJhWWyok8VVlhhk7PVV4K2sMIme4vFfA0SRf8QMZyeQwDSOsB97v5QHp+xuP3IVMHpVGA4Kl2+ATBX+L8OVRmsqJWS8pssENykv2VAPxT0nAr0RSyiBRKGR1YQIIL0y9Fu9P4o8D8YAXdnA83c/aeSdlRq65/A3VabJjjI3UcF+2ddBCyMTQdpORdAzRG42B2BfZ2izd8moFdOn68BrVC1yhEITHwB2DoPkOLufycBjruPNKXKrQA8WQIIdUEMvX4E46mxLAV6WZ62h72M2B47ouqgbYE/UeWkipZiUDVF6ZKnAneZ2Y3uvpUpNbWlu39iZtsDPVHaYGMFwtUsopM+3sPMZkf9fri7b5+AR8lYqgB6JamKT5rZyijlcghwF3Cqmd2I0tBuyn1QtaBXdwQk3R6vnxTA3fbAZu5+XXzOcoBedYJwl7j4j2bWA81TmZiTJT7bo3TmzxF4OBNKdbwO+M3zCXhPtZYGnRCI+AlKlf3R3a8zs2WBvxHrZ1rgFDM7pBKoYnXTkV5DqfybmNmartTWnsAwM3sAMZTKzqVWmy453JQqPC5d0sx+Q+mSrVCF1czpvJOTpUCv5giITlifyXVMQK/tgfXNbP9y80kVVk3BFRAgAdpUu9XMNqZWJ+zNhK1WABSF5bCiTxVWWGGTrRWpjoVNUWZmPaxWXHMl4FW0M7U28IEr7fFVpJuRywL4aIK0Vt5FqR0dUTpKE5Q68k8e0Cv8JoHvvkgjawmkFzYABTxXuvtXKdArM+gRO/NroFSs8xHT50wkFLpAHtCrpK3bozSXr4HuZrYQAnlWRUyvWxK/WdpZYh+i4x7jEm//Dulb3V+lz/8hwOtgdN3mIp9OTucANgB6mtk5ZjY/Ckbag1IA4rPbIZbOBVnBiWqsmkWlS4h8BEpp3BHpxzwLbGFKs2rwvCZ9Lj5zFer7xwA3AneY2V0o/aGJma0evvd197fztrNM+7Ow8pqUvHQVsJCZre2q2LYfuoZzohSiLNUQZwGWMbNtTKnGLdAcsgtijz6ICmXs79UXBuiAKqFujwT8m5hZV3c/D+idgF7R3qzMyR2QLkqiyYTJatz9jwT0yjueXGlxpwOPI42XbYG53X21AvTKbqnxdDmak+dH6d3dTdVANwLaxfW+EDg6B+hVAxyN0tzPRWD/CaZU6bWBbd39wwwbHY2aLjm5WXpsmNLvr0TpXb3MbBmTeH+TeH97tFlzZiODXuMDIryGGOk7mjQMFwfe8kjn9rBGamZhU4cVfaqwwgqbbK1IdSxsijGTrsCBSGdgV8SSOhylDV2MWD59keh4VTocZjYvcKK772wSMT8dBS5PIBHfPFph86KAp3MEK30Ri2RLYBt33y4+t7W735DRZ6m4+MHA/9z9/gAkhiNmytc525pOx1oJsX1eA94D3kDMpzvQrv99GX3OE59/o4G2N0VpP7O5qjBW8vcvFpzVTVGZEzHU7nT3m7OCffHdU+PhUSilpwalzs6KgImH47wchfS9JukKZgEQrYKq+e3oGXU4zGwYWuSeYWY7I6BmT5SO2sTdX4yg/f28APD4WnI9I+g/G3gLpTj/g0DkU2Ic5NLeC3+bIZ285919R5Pw9BZIdHwQ8I3nSEWqp6/XRBtvd2nDrQGs6O5nNPSdenyWCqQfhe7xJyS/kRoLW6Gxd0XWNjfwm/MiEPTsAvTKb2Z2EgK3upuKjhyKGFQdULp85uIYFoUkoi+NRun3XwOzofm6HeoTw7LO0eF3LRohXXJys5LxNA1i37VGmx0DUHGJLRDwNz+6l+85qc39cd9bHYmQX+E5KlcXVlh9VvSpwgorbHK1gvFV2BRhsTi/F+1uP4wW5l+iKn5/IQHmixAbKTPolWaQBJPsK5SSuJBLG2c0Yvh8lxNImsfdP0Bg3KgIVsYAz6Cy9duZ2RAz2zMBvSoxM0rAqYT19gYSL5/N3R8J/xt5qgpfhram/XYB1kO72j0R46NN/M4cSUCVoa3NEGiyqYktlgijp7+3EBIP36mSz3TwZWZzmDRpStk8XwFHuPvNye9VOvaU/Y2Yc5e7+3CXyOrZiDE1f3zmY6TDM0kFPvVZBHQfIt2eBkGvehhUXyFWCi59n5sRC+Itd38xXn/ovwa94neT/nNRtPN94Dx0nzsM6B8Mlkz6O8mxRx+6EwHcT5rZpq6UrkcQm7BVtaCXmXU3sz4ogHgI6GhmeyBwdZbS4yvjc8P4bhMzWw+B/ScBrWNuTKdrbQv0QnPBeFnMYfsXoFd+M6XNfQzMZmZLu/sriJF6DdAtJ+i1AtAnGEhzor55BNIHmxGBkz+hdKSKoFfS92M8JemSrUzpkl+gNOadTWmvDlNeapPXFhy4CKXybgD8hoqC/InYb7vEXPAd2sCa5OZ+V4GBq4DuBUBRWGNY0acKK6ywydUKxldhk72lQI+9gbWQTs4+qKrMXgiwmAlpRD2Yw28pg+RPFFTPiVKmnkA7vkd6RnHw8Nsy2tXE3QeY2RHAwu7ezVTN8S8UnDd39/2y+k35PwjpYv2CdMJWRaXQv0YAxVF5fYbfLii98Q0U7FyIdGn6IM20RzL6SQf+g1DQcJm7v1/6GQuNoixsggjSrkDahS8Cd7n7s/F6ok+1OfC9p4SJM7T3EKCtu/c1syGIgbZ9vLcESiPq61NY9bKS/t8H9Z8rUBrjciiIHmtmc7h77tThCWEmFuEKSCfrWtQP1kdtfisr6F1y7EcikPBKNL8shXTR5kdivp/naF+6728HdEZMyTZI2+8hpEHY1N1PyuizKQL2/kIpmCsjltsMiPX2s7tfGZ/dMj67RznAs7D/xmKDYitgEwRWdUNVZjPPT+GnHeqbSwKXuvtbJj2uD9B96mC0WfFGBl/pdMl+qHLn84iFNgS4GgFA17k046YoK2F6jUIA8SeoKu4A4FZU1GI48OXkAvhNaYy8wia+FX2qsMIKm9ysYHwVNtmb12qlzEJtxb6LkNj8VcBj7n5dHtAr/CY39OEogHgK6fl8igLpJxDgkRn0Cr+/IKbYDGa2j7ufArxtZsPcfV8kwn5XAnplYWUlZhLHXx04BOl5jUQL9+2BMxLQK4/P+PyC1GpX9UZC6Vug4P/krKAX1NEJ2xmljSwF7JQwv5LPmCrQ3Wlm7TMuroYAnwYo9QZik63ssrFmtjUCMb6ocKylLKcfCJaQu+8PzBwAJcCPSPMpk0D85GSpcz4aBbqzI4BzIBoD18b7X06E5tVrwTS7DjFdbnb3I9E4nSYr6BV+EtDrLnTsGyCg9zUEUBhw1XiAXh1RitSHLt3Be9D9eFl3Py0BvTIwJ5NqcgOjnXMDN7l7f8QmWhkYGL8H0iPavQC9Jg1zpdzehDQdN0bpjY/mnZ/d/UsE8r4A7Gaquvkw0uMaBozMCHrNnQK9RiPwdBW0gfI5YgquhvrtlAh6WRy/mdlS6LiHovtnMq+sClzi7l9MTkH/5NTWwiYPK/pUYYUVNrlZwfgqbIowk2jvXMHKOQAtzndFzK9H3P35HL7SWjgtEIPkKaTp8THSdtra3Z8bj/buhnb5fwOedfdzzexIxE7bOBUgV9L1KdUKWgz4FtgOWAal4u2DqsJ9Ut93MrZ3eiSIvhxiv32MKru96+6352lrilEwHBgRgd5RiJU33N1fD9BrKKoY+UQD/uqUeDdVxesG7IR26DujQgH9kDBzN6BXuaA/xR6sQWLjvyP20KXAOyhI3S/amRQbaOPu35U7f5OTlfT/Vuj8HYMC6DsRoPSzmc2XZulNSmZK9xuIBOwPzcqgMWmXfOvufwQQu6C7324qbtASMb/6+nhUrzOzA1GBhSsRW/BuV1XUZZFI/I0Z/STjqClit36A+vgY4DaPwgLBLGvhqkSaqRpsYf+txfy6CSrIMsojbbjCd9JA6h5ornoZWAQxvx6K15pm2ZgwpUvugjaNvkP3ufMQKPcW8DMaU59741VqnWSshOl1DdJEuxkB+wsj+YRBqMjAixOpmYUVVlhhhRVWWJVWML4KmyytHlbOt4iRgrsPRmmJlwKDqwG9Ysd3YyQ8/AACfO5GKSMvIWZZNe22YE/tFr4GIO2Ufd39ZOCcNHhUCaBKBT4bmtlmwN+x+780EvL/HRiagF5ZfDbwO7+hNLf7UXA0H3BhAnpV8lsCis0a/59GwsuggGo1YL5gOwwDhpQBvZKd+RozO95UcetN4GTE6poXsf2S8zkTcEAlpksKFLgTMR12RFpJuyJmVw/gend/wmo1oKY40Cv6aTtX1c8xSDPrasRMusbMlpyYoFc94z8RiAfApY/UDWmQPJp+r4zP6YDlEfvwMmDJAL16IsBzRxQAtxmPds+DmJJD4qU7gD3NrJu7P5cV9IJaDSJUTXMP1Dffi7e7BGMFdJ9fM75TgF6ToMX8eicqxvBpxu+k9RyfRZqI86N019cQS/H5LKBX2Ifx+9sD08V99FjgEiTc3iJenxJBryQV3uI++pi7r4FShudCGo83oHvSixOxqYUVVlhhhRVWWJXWdGI3oLDC8loa9EDaVd+jtKu5zOwcxMz6AaUj5AJ5vDZt8nbEoJjLzEaghe9GqFx5X3d/PGd70wLA75jZg8Dy7n6TSSB4TzN7y91vLf1OBv+7odTGoUA/M9sRpWPdATzpqZTJ8aGmu/vvZnY7CoAWdYkxZ/1uEqTtCWxhZtchAKyTmc2NAvN7U+yxvd39h0r+EDvhDZR6dgywM0p5PQ7Y2yMVzd3PKde+EvZEW+AdV0onZjYSgWZ9LDTHwmdmQfPJwdKgF0rr+cHM/kGV4Joj7aneKGX25YnczmT87wn85O6jU0w9c/ex7v6cmc0KlQGf8Pm7mb0K3IjAhwfj7R+BjmiM7efjJ2D9HQJ8t0NpvneheSZzqmzJON4GeB1Vl30esR3vJM5LfOYtBIwUNgmbu/9iZjdVmqNLGJk7IGbSxUgU/0A0978APOTuf+b4/S/N7EV0r9vNzC5G6ZI9ELB6uGdIl5wcLTXvjUDpwp+Y2aIovbkXKuLSxd1fn4jNLKywwgorrLDCxsOKVMfCJlszs+tROsesSNdqfVTJajbgRne/M4evJA3PEHPsBHffM9KPDkBaH78iraAPqmxvT1RhC+BtJJI/BqWlvOnug/K0NR7PgRgkT7n7C6aKbfu7+1pmtoC7v1v6nfE1M2ueJ6BKfW8VlDa3C3A+YtA9jLTIlnb3S+JzDaZjlQR9cyHR9cHAqYiZ8BhKSfvT3b/K2K50iktzdE1uBB52FR9YA1jdM4qNT+5m0i973d3PNrNDEejTHQGerScm0yuxGKfHoWvdDvjY3Y+I95IUwO2QHs/RLl29hnylxbxboVSxNYGPEKC+IJoTvm4MwM/M2qBiC98EuPCWu5+a8btJWw1tXC2DmD3LID2/lxCodk6wiAqbgqwEnG6K0vAXA8a6+8WmlMcNEFBfcf4ruZeMd7rk5GymYgAzu3vPOBctEMP5XVTQ5IOJ2b7CCiussMIKK2z8rEh1LGyysVjsJ49nQppLQ1Ba2wUoEDgR6TjlAb1qUqDX2ShYTrSbnkPi8Ju5+2fjAXpthMSLR6J0qjnRonpapJkyqPQYG7JUoLIVApHaAMfHcVwHvB9pao0OesXvZwK9Sq6XoQDiVqAnYulchAKsd/KAXpGO0hSJ1L8I3Eaw21AhghZZQa84niRl8mqU0tMPgQfrmNnpaNc/c7rs5Gb277TBGZEoOu4+AI2zq9E1m+igV9hJwOLufoi77wzMZmYDYNz13B4xVS4oB3qlPl+DUqNPRwH/+whQ6It0fT5pLJabKzX2O5Mu4Q8J6FVp7Mc4Ttp6J2LgvYmYY18gLaILEWhZgF5TmMX1T0Cvy1A6+OKILVhjZkNRSvY5Wee/1L2ksdIlJ0uLDY9PgFnNrAMCvMeg4gBNCtCrsMIKK6ywwiZ/KxhfhU0WVsLKmSXYEmehFIyuCJi4GKVjVBWghr+P3X2gmR2Cqg0+g6oZ7uvuj+XwNY5BFv87I7DrTxRY9wKW8pT+WCWAqmR3fg1UvXLRSJE5EeiE0pvM3bvmO/oJZ2a2N/AHSsE5BAGVhyENppbu3iuDjzQj7yqUyvol0jRqjRg5HYHz3P2WKtp4ADCfux9sZlei9MmT0LX6091fy+tzcjCrK+a/JfCSu79rZkNQP0rSZOd39/fKOpuw7SwtZDA7Yg3e7u5D47UrUFpmOwReHlopNSvVrw4HHFWyuxNVb/sDadn94e7PTIBjmsndv4/HZUXnS5g+B6Jg/EwzWwYB3wsh4P91d7+nsdta2KRjZnYKSu0eAKyFgM87UYr3P1lAKms4XXJu6qZLfuvuZavgTikW4N9WaDPmaqR5NpOn9DELK6ywwgorrLDJ1wrgq7DJxiI4vx0tyOdDKYgD0E7tqsBpnhJbr8L/RSiVcdd4vi4KMP7Ms+NdAlAtGe2bGbFHOrr7CmZ2JvCNu58yHu29D3jb3feN56uilJcnS9sxsczMNkHHvRlKmVkLsRRaAq3cvU98rsG2lgRp5yDQ6yTERlgXOAulpfztGfWXSoDUwxDL4d5gzCUgymHunkloenK2AFOuAT5DVUY/cvfzzOx8lOK0VyVgZkK3L8CpRMj9ZZQq/ADS5LnL3c9Lfb4D8IuHvlsDPuscj5ltilKkN0IagS+hCntXTegxlAHwToNe+6JKpc2QFtO3CEwf4O5/TMh2FjZxrGT+mxuld/8JHI/m1AFIdy8TQGONnC45JZmpivPWaMPjeHf/dSI3qbDCCiussMIKayQrxO0Lm5ysG2J4DDazL4C53X3XCAaGJ6l9WczMtnT3m+LxfijdsLuZDTSzM9z9MHe/r5pGpkCvfYHOKL1vaZQ+8ZWZnYd25jOBXma2GLCquw8zs92Rptl77r6umZ1tZgPd/eA0I21igV71/O6sKA1xUwR6vQnc4SmR4AqgV1rTaEXgZwRQuKswwPLAr3lTUVI+50Apkl2AlUwplG8iIKxi2unkaiXnfAeUdns5cD2qrNnG3XtE35uo1QBT7TwPgV73oKIGhuaEK83sFuAzl6j92+X8lfSpodSmyV6KGJ7vIfbL6f/FGKr0GymQYhSa/3qZ2YpI1H5WdM2uQimphU1BVgJSbQk8hQpPLI5Sxp9HFYdnQRsslfyVpkv+DTyO1oJuSpdcCOg3tYFeAO7+q5ndANxXgF6FFVZYYYUVNmVZwfgqbJK1etKbugDrIQHqEYj1sYm7D8nptykKnu9HwupNkdZWkwgqLwJ+dPdDxqPt7ZHe2G4ora8dcCRKp5onCc6zAFRmtlB890dUWv1cxKBydz/EzG4CrnT3q6ptb2NYCdNtTcRKeRWBf28gcOEq4CR3f7T0O2X81iDh+mmAWxBD4Q/E/jsT6O4ZS8yXtLEbSonbGBVGWBABCT8Bd7v7jdmOfPKy0nGVen0IqjL4NUpJ7ZMXUGxMM7Om7v53PG6FWJ2PIAD5HpSWdC5wbfK5HL6TwP8XNJZ2QMDBNigV9zZ3v6tRDqRKs38XXXgKeMTd94/XFkVg3dGeQ9OwsMnLoq+ORuyuH1E/+BHp8C0CXBqbAHkqAY93umRhhRVWWGGFFVbY5GQF46uwSdKsbqW1faitsLY1Wpy/gIKBE3P6NXf/2yQ2fwHQ3t3XiffOMrOjgvnVsQq/6aDjYyTmfi3wlbvva9KRetRD1ytroOLub5k0vE5BItv3A/eb2QCTiP2Wedo6oSwFKO0DbI80Ut4HbkDslIHABwnolf5OBTsMMb36oGp7ryBw4mjgWHd/MWsqXqqNC6Dr8zCwBtIIWxRVL/wy+shETxVtbItjSsbVLehcfu8SWP8RgUBzAsdNZNBrMXd/LUDqdaONd5jZesATLn2rWVBaZibQq+R6Lo5SmPc1VW69HDjE3c+aFK57CSttaXd/3sxWRuy2w939NHd/3cx2TbMnC5syrKQPLovSEHczs6UQOHstmr82AWYys7bu/nUZf6Xpki1RuuRfwE0IAPvR3V+dUMdUWGGFFVZYYYUVNjGtqOpY2CRpqaDvZBSkrgmcA+yJmD4HoFSke3P69Qgq/0R6OWZmJ8XbV6A0Otz9paw+S1hEe5qE8dcHno6PPGuqDriIp8Ts8wTX7v4OAnrmMrMe8fIi6NyMa0dWf41pZtbJzPqnXmoPHOHueyIwZR8Esr/g7j3iO3nmnicR8OkuDbdO1Kb8LGlmrfKk4gUbb4/w0xKYCfWt6YFZEyBlYoMfjW0R/CbHtBXqn2cCrU3i7gMQYDvIVc10ophJo+s6M1sHVVndHDjZlDr8DLCVmT2NWHmPZ/TZJDVGWyOduDlNov3PIVD2FDPbalK47ilw8mqgl5kdj4o3dAZWM7Pj4nMF6DWFWck4BW0evGFm7YPZ+hOwUVz75xBreUwFf0k13K1QeuN14bcnsDa16ZKFFVZYYYUVVlhhU6QVqY6FTbJmZn2Bzdx9tXh+GjBLACrj6zthVDQHbgTGAl8B17j7HVX67AJsS23KyB+IUbRktHtgfK5qRkmkPV6MQOuH3b1vNX4a04KVcyXwlLsPCODvD3c/N96/BujloRmT9/jNrC0CKT8DvkdVxw4GfkVB2zXu/m3ONs8ILIDYZPMC+7v7s3l8TE5WwiC6Ol7+2N17Rxrh8cDX7n5SfH5iacQ1Dbbd6sAJwDvBwGyDWC4nIpZaqwCD8/iuQTphY1DgvwRiz4xGGm/nIZCtp09EfZ/k3JtZP9THr0XX7JX4/xCwuLu/MLHaWNiEMatbZfVcxMi6EWkk/oxAq81Q9eKH4zvTeoXCBhMiXbKwwgorrLDCCitscrIC+CpskjVTefFbgcfc/dh47SzgkpyMrNIKbklgmYAB0wHDgXPd/bFqFv8BpIwCXnP3w82sE6oQ94O7X1j622X8pNljzdz9Xzv5ZrY4sIK7j6jv+P5LSwVquyEW3qUImBuGKuOtgoT4DxjP35kTWB3YELjC3e+JYK6Zu/81Hn7nRfppZ0+paT6p/m4ITPoapfaNQiLOZwT4NYe7vzEJtLMpYqQ1RYDc/u5+V7BV5nH3wVX6PwuxXF5G4vjLIlB6RpSWOyNKp93B3X8fz8Oppn2l81Qz4B+kRXYDYiYuC/R19+//6/YV9t9ZsJD/BJ5AYvOfoHHbFvjO3R+pNO+X3EuWQ6m8O5akS45B6ZLfIl27BtMlCyussMIKK6ywwiZnKzS+CpskLUCpP8xsU+ASMzvV3fu6e++cftJVseZFWkE/xOtjzWyaCHK7Jt+pZsfb3X80sz5Af5PuzqURuM5V8rlKFdySQGVb4B8zuzEBLVJg3atINH5cla687W0si3O7K9Je2x6lpo5Bov4LAa+7+w2ptlaFtLv7p8BVZnZNkgYWx1016BV+PzCz/V2pr1OcWV2tvK7Arki/6xsz2wa40cyau/uJKIVqYrUz3TfOBP5y98PM7HNgoJmtghhaF1Tpf3qkM/cGSr09HGgTv3Obmc0DHIM04yYa6BXX6VLgf8Dv7n6OmX2NQK/1gFML0GvKNjNbH1gYuD4A/h/QuD3YU3p2FUCvUlCsTrqkSStvI3c/3czaIX3DBtMlCyussMIKK6ywwiZ3KxhfhU10y8jIugIFq+9kBXpKmC6jUQW3mdHO9ztWt2rcxqgK4W1eT8W7HMfSATgU+J+7n1elj25IZH19d//dzFq4yqw3c/cxJo2iw1B1xN+qbev4WpzXJsD5wM3ufku8fjXS8zol9dlGYaUVqTj5La7TUMTE+x3pmQ1w9xsDEFrUJ6KmV9rMbCUE8HRA6bG/RJB+MmJ+PZXDVzL+90LaZWPQeTgbuB7NKScEuNASVXX9sZEPKbPFdRoGvIfmq+OAt4B70Zwy1CdypcnC/hszs52B+ZG+4ffA6cCe7v5ehu9OkHTJwgorrLDCCiussMnZCuCrsIlqFRhZ/zSU7pfzN4YBb0VK1w7ALkBvd38z3t8WOAjY1d3fr+ArSyriYsCKSSpizrY2B7oBnyO22GwoHWtvd/86UtJGIAHySaLkfARpzYBbgkl0LqoQduREbtpUa1a3ituGKLVvNXf/0MyWRgDLqe5+7URuZ3o8zY4AnjvQXNAauNjdvzMVMMjESCsFR016YUcjHa+NkEj8vEjXqCo9v8aykuu0IHAbYp1dZWYtgCPd/ajGmAcLm/StpD90A1ZFRTdGuvvdeYD/xkiXLKywwgorrLDCCptSrAC+CptoNqEYWQlTLPX8JGBld18nnndDINc6Jt2g/ZGg9Zs52r4t0t8pTUWsOpAwsxWB2YkULKCNuw82s5EoDesbtHPfLw/zZUKbmc2FUhunAxYD3nf3Q+K9gqH1H1sJmNwCBc6bA+siIOUDM1sGmMbdn5yYbU0sxuGjwAzATigtcQYE/p4K/JN3XJkqjd6G0htXRuPpygCXayZGSmNJ+9LMnJ6IhbYwSsUcjdheFwFbAN8WAMXUYSX3xa4ItLoeeCNrSnakS+6D0iWvMLPlqSddsrDCCiussMIKK2xqsZqJ3YDCpl5LASJDgWfcfQ9UHfBsM1s4BXptiwTIX84AelmkR9aYWV8z2xNVgrvFzC4PUOwSxPoCmAPYJyfo1Q1VFbwzApQW8b9ZBLKtzeykSCPL6rMGAWnLAZ+iSoWDzWwgSsH6MN7vPSmBXgDu/gmqiHcdCrQK0GsiWgpMuQMxGQehQgM3A6eY2bzu/vwkBHrNhDSGtkWpWMNQ0P49MMLd/64S9PkQWAqldq6Pxhbu/ufEBr2iHQk4eTvahPoMVYE9AzgKpakd7BIcL8bRFGQxPpPHZ5vZasnzuJc0ddnlKDVxWXKs19z9HrRJsqCZbRAvLwHM0xjtL6ywwgorrLDCCpvcrAC+CvvPzcyalLz0FbAxgLtfBVyDdKMSJkhPoHulNMT4fhIgjgZ+Qwyq+9x9IAKUktSuL+P/Be7+To62NweaI82V3c3seGCUmbV16W+1QhUi7/SM+luRetYdVZu7DlUu3NzM1kZVIneOY/vd3V/O2tb/0tz9e3d/wd1HQQF6TQxLB9PAfsBdwGmINTUtcBNiQLX671vXsLnE2oejYis7IoDqT+BDV1GDimZm06Qe14Tfi919KHASSpvc3MyWbdzWj7fNDrwN3G1mgxDotTQC/j5AjL2qCm4UNulaKp2xOfAsKl5AvFaT2vTZBJgbMZ0zgbWp/j8K+AgVHTkIOMXd3wuwtbDCCiussMIKK2yqsqKqY2H/qaUZWUAfpDlyIrCvmV2OUhAvMbN74isJI6ssOFWijdIKVbEaitgj55rZDO7ex8zmA0gCizxMklQq4hgEHjR192MiFXH60OS5jgqpiPWAQk1QOtr27n5ZMGAOAw5z9wca+M4kbZNTW6cEK0lvnAuBvKugFKnjEftpZ2DUpMB2KjV3/8pUFGF9xKY8zd1fzPJdk8bc7GZ2nrv/mpyHVArym2Z2IDB9sKcmJfsVaS9thED55sCKwAuoGMGOZvaUu/8y8ZpYWGNZeh43s87ADiild6yZfQqMBV5DFX23RwBoT3f/siGfpZbu/8BIdL9aCPjSVMF1iqxgW1hhhRVWWGGFFVbOCo2vwiaKmdk1wCMIQNrE3Vcxs9OBDu6+daLvlUUzK63pZWbt3P1LMzsBOBDpBT0FXIqApKoYUwHULQtsGe1+0N3/jFTEtu6+s6n65IJZf8PMdkWpWA8iweEatPO/EGK7nFBNWwubOi1Ar8tRP3oL6IVYXychRlVfd39wojUwo5nZdHnAOTObFWngvYZEwH9NvWdQF4idWCBy6VyWAucS0HIRxFQ93N3vjM8U1famECu5T02DUhhbA+2BAcAopOe2N6roeCaq5FhvGn7JZs/ZKD3+0dT7aY3MoxEYfuWkCHwXVlhhhRVWWGGFTWgrgK/C/hOrh5HVDwWrw4A7gZvd/Wczmy9LSmN9/lGQ/wwSWO8BHIsE85cFznD326ts+9LA8gg8WxTpgz0OfIuArmFV+NwcAXODgHYI+HoRAV9LelREnNyYXoVNPDMVcWjn7t3NbHGU3vQ6YoDd7u73Tsz2ZbWsfb4ESJgZVW58DxieBr/i/S4I/7p6QrS5kqXArabA4u7+v5L3p0Xi42+6+0MTo42FTXiL+9RQpNd4Pdr0GIvSkJM++ouZdQB+Dd23Sj6bA52BH9z9luR3UvfbTYCtgKPzMMcKK6ywwgorrLDCpiQrUh0Lm+DWACPrT6TtlTCyrjGzXIysEgbFNsCt7n52pIy0d/d9zWx2YNo8YNp/lIr4E/Cku99qZm2AA4B33f1tJPBfgF6FZbYIfj8GOpnZ0u7+gpl9DDyAikJMNpXcMoJeNamU6c0Rm+VQarX3LknSA81sa5Qy1msCNruspeap/qhi6zjgK8b5HwgQSb9WjP0pwKxuleFL0ebMJ6ivDgBuBR5Dem5fAsR9oCF/EzxdsrDCCiussMIKK2xKs4LxVdh/Yo3NyEoxKGqA7RBjankUPAwD3kW73APz6HiV/EajpyKGTthMiC22DvAcSp28ChjtEvcvrLDcFqyhrYBNUJ/qhtLmHi3ztcnO0vpdwN3oWJcF7kXVRQcDb7v7IDPbBjgE2N3d35pYbY3HvdCYP9rdX4vX0sycXYA1EEgx5r9ua2GNbyV9tRPwB9LbG4HYmEsgMOx5z1DIobHTJQsrrLDCCiussMKmFisYX4VNMJtQjCyoFfBFAcQd7n6umd2AgoBXEGvqhPEAvTZHqUeDqJuK+AvQOgG9KjEz6tEomxFYFQXpX6BgqDdKcSpAr8KqNnf/w8xuAqZDLKiL3P3RKYk9VAJ4bw6McPcrzOwWYE8EKh8MLBBf+YuJB3qlQYppkVh9e2BdM3vfVaU1Ab22AboChxSg15RhJUyvq9F95GbE6noHgVSDgI+zgF4AKZZjabrkK6gS6rVI6+sXM2sNdM6SLllYYYUVVlhhhRU2pVvB+CpsgtiEYmSVMCTmRQv94e5+fuyA90UBwXPufsd4tH9NYH1375dKRbw8nYKSAfRaAJgTpbEsCnREgNzawLrAfYgBN6O7f5LFZ2GFVTIzmx6xvlZCVRxfnLgtalwLwLsPCvbvRuL9d6D0sdHA5gmQMLHHU8x/l6P0szeAy5C236fABe7+q5mtAQwEdpwYAF1hjW9Wt8rqpkgLcpCZ9UaVO5ujzaBD3f3uDP7SIOooatMlj6U2XbIHKmLxZXEPKaywwgorrLDCCqtrNRO7AYVNmVbCyKpx93MR22kWFLBeDPwvJ+jVJPFrZl3D397AqmbW2d3/cvfjgVOqBb3MbEUz2wj4DfjZzNYDfkXMrGVLjrFScLEUsAGwMtABgWBbu/v9KM3lAGCeAvQqrDHN3X9DBSMeRQDLZG8xlyQ2AlV/vQ2B3K2BVVCK475p9swkMJ72B752952B2RCr6yiUhjZzfOY5YKsC9JpyrOT+dzCwtJktClyIQNCxQJeMoJcF08vMbCngRMT42h64DjEfVwUucfcvJoE+X1hhhRVWWGGFFTbJWcH4KqxRbUIzsoJBcS5KGXoSuAWleByFUimvrLa98XwDYHWUijgvAurWRamIB1fR3hPDxxVIgHihaO/iwKfufnJen4UVlsWmRCA10rdWRYH/Ru7+spktAmwGPO3uD0/M9pWame0GNHH3i+P5TUBPxMr5u55U6MKmEDOzE4CZ3b2nme2B2M73I7bzbO7+QQYfaabXNdRNl1wYAWuDkG7cixPgMAorrLDCCiussMKmCCsYX4U1mk0oRpaZNUk9PQIBZ13R4n9DVHXxNCBzRcjwuwCwmpk1MbMlos33oEp4G6AqeUOBvRPQq4R5Up/P5qnHuwBLAt+gtM6fgKfRbv/vCehVyWdhhVVjUwLoFUB38nhD4DjgYWA34CwzW87d3wDOmtRAr7DHgV3MrKupsMUswDQeVTYL0GvKtLgPfALMamYd0AbQGJT22CQj6JVULjUz2wx4zN3XQPe/uZCw/Q3AkAL0KqywwgorrLDCCitvBeOrsEa1CcXICr9bAt8BK6C0JgMuQGmDV7r7R3lYLma2LbA0SgtrCywIvOvu15vZzkib7Ch3fzU+X0nTqz0C4i6KNu8PfO/uo8ysC9J0Gebu96a+M8WxcgorrDEtgOEZUUW87VDa8EBgReAYYCPg10kNRErNXYugDYCmwH3uftNEblph/4FZbZXVRZC4/YfATElqe0YfSbrk3AhIOxX4COiFdMKudffXG7flhRVWWGGFFVZYYVOeFcBXYeNtJekYRwFzIKCrC6qydhsCqf5x91eq/I1jkJbPSWjR/zHwM7BHPL7J3W+vwm+jpiKaWSuUIvkDAtUWB8539+/N7B5gpLuPytvOwgqbmszMFnD3d+PxJsDuaNz/iES85wKOB5q5+7cTraH8q3pfndfSwH0qBfxfny9syjQzawFsjZi/x7v7rzm/P97pkoUVVlhhhRVWWGGFFamOhY2npdIxasxsaySo/QHwOzAS7XZvAvzg7q9kTesrSXFaFgFSb0SQezMSn98a2Ad4Atg0Uhb/81TEkvf/iuPtgVIvpwH2N7O7gRcK0KuwwsqbmTUDljKzU8zsMsR0uQ/o7+5/Am8jkHq2SQD0Ss9/p5rZaWY2TfIa4DBO7LyTmTUvQK+pxwLougEYVAXoNd7pkoUVVlhhhRVWWGGFyQrGV2GNYo3JyEqxJQwBUo+ixf6cKAB+NhGGRhUThwA7uvubFfxO0FREMzsQmNPd+5hZX6Q9dgUC6Tq4+6N5fRZW2NRoZjYzYoo2dffl4rUDUAW7psCR7v7ERGziOIt5qh9itf4JLAf8v727D7KzLs84/r0DMRAkFuXFag2IdtqmjEZiZxCpMzBVpChqfYFAcXTQDhQFRVQYxE47ggiILYJQGStVWnmTBCyDSIEWpgpUGjs4SI1KAkKgFAXCqxly9Y/fc+BkSbJ7koVnN3w//2T35Oxz7t2Zc3bOtfd9/w5Msmrotew9wAHAYUnu67FcTSOTMS4pSZIkO760gZ6tjiyAoW6Ji2gnLB5D66S6G9iPtix/MDr0c+C944Ve3XWXA+cDu1TVXNqulLlVtU2SC4AXAy8d8zUTDb3eAOxD28FCkpNonWOfBp4YCr1mGHpJzzR8iEX3OnIycFE37kWS02kB01F9h17Dr3+0vWO7A4uSfAFYAlxcVTO717L9aa+Dxxl6aRRJHqftyfwZ7UAHDL0kSZJGt3nfBWj6WUdH1r8CL6+q3WgdWT+qdvz6G4AjaB1Z6x3xGdMJNR+4lXaK283At5N8v6oW0nZvDfbm3DOBeoevOxhFfBFwDm0P10erag9GGEUc3tnTWUVbvP/w0G1fBnZP8sDghqm2gFuaCrrn6CDwPge4Efhv2gmOh1bVt2gdlB9O8mCPpY59/XstLeh/NfDeqlqe5MSqOh6YV1Uraa83R0wknJfGSvJIVS2iHYww0rikJEmSGkcdtUG6N6gX0rqmQgunZtFOXLsSuL4Lp14KbDVYVD3Ba7+VtnfrYGBn4Gu0N8FHA8ckWbmBNU/6KGJV7Q2soH3v84DZwCW0UyevT3LGqNeUno+6IOly4CpaN/IC4BvA94GDgJ8mubq/Cp/Wvf5dTHvurwbOA94GbAl8bhB2V9XWtH1MD/RTqSRJkiRHHTVhY8YU59M6so4G9gKWJfk6baH7Gh1Z44Vew9etqj+gjQwuoe0Ge5x2QuI5wBUbEXpNyihiVc2tql27jw+mjV79XnfdR4GZwN/Rfh5nDL7O0Et6pjHjjQHOAs4A9qTtCNyH1jV5VpKrJ3o4xrNhzHjjXsCNSQ6nBV5PJDmedurkDoM7JVlp6CVJkiT1y1FHTdggvBnqyHoRcCnw18CKqjqToY6siYz1DY8MVtXsJD+pqruAk5N8oqreSdu9dUKSayda67MxitgtGv4TYJuqmkMbk3wfbdzzVmAxLUw+N8lD66hDEmuMDM4AFgI3AFfQ9vgtAc4GTqN1lQL9Bchjav04cBewXTfOfSTwWFV9BjjRUxslSZKkqcWOL43r2erIGoRC1ZwAfKobRzwHuKOqXp5kcZJLRgm94OkAq6r2rqrX0E5cuxI4pKp2qKoLgA8muWrs97iOWqtbNHw+sBVtt89K2ojTG5N8FDgW2Hso9CpDL2nthvZknUE7UXV/4IO08cHNgGuBv09ya39VrrF/rIATgf9Lcj7wO91dbgPOBH5k6CVJkiRNPe740nqtpSPr0ar6FLDDUEfWDODXo4ZTg+sD/wjcC9wH7EHrztoGuDbJ34x4vbnAtkn+qxtF/Avavq1DaR0kv007gW15kk9vQL0LgQOAh2jh3y600yZfALw4yYdGvab0fFVVHwPeneSPq+pVwL7A1sC5wNZJbuuxvLV1pX2e1tV1dlW9EDgMeAxYmuTKPmuVJEmStHYGX1qn4Y4s4HO0QOrXtIXT7wcuTnLXRj7GR2ijjKcDi4CP0Tqq5tPCqctHuNYWwIG00Oxm2sjUKbRRxHnAUbSQbtaoo4jdz2AWbRn+SbQuj/cDc2i7ve5OcuHgvu70ktZt8Bypqh1pO/GuS3Ja11H6TuCbSX7Za5Gd7rn/VeAfaCHXmbRR7Et7LUySJEnShBh8ab0muyNrLdd/Pe2N7m60kOontFHK87pj3CcUIg29kZ5NW7j/IC1Q2wNYkeTPq+qztHGky4a/ZsR6P0D7/r8FvIK2jPuLg9PmDL2kteu6Q2cmuWjoti2A7WidU79Kcuqgs7SnMgd1PfU8rqp9aMHXG5PcUVWvo41jn5BkUZ91SpIkSRqfO740nr8EltI6vt5KO8XwVOAiWlfVxvoFMJu2L+w3tI6q25M8AhNfZj10v3cAC4DX08Kv5cCyqjoZmDsIvUa59hhXAzvT9nmdBPxwEHptxDWlTVoXSD8E/GFVvbm7bVvgYmB72hjyTlW10xQIvTYb8zz+Lm3J/uer6pVJltBGqFf0UqAkSZKkkdjxpfWarI6scR5jB1pQ9Sbguxu4K+w5G0WsqpcAvw/smuTLk3FNaVM1NDI9B/grYEvgMtofXrZJ8k/d/WYleaLHUp/SdbqeSwu3rgduBPakLeE/Jsmy3oqTJEmSNBI7vjSeSenIWp8k93a7vI7dkNBrUEd36uJlwO8CDwPfoY063jKZ+7eS3J/kPwy9pPEN7Qn8Eu15uZQWpL9gKPSa0XfoVVWbDX26CLgJuAU4EvhT4AfAv9DCdEmSJEnThB1fGtdkdGRN8HEmo3vsFcAHgNW0ExeXJvnsJJQnaQSDExG7j+fQ9mJ9JsnSqjqQ1kF1YZKr+qwToBthvL3r9NoeWJDk8qq6EPgZLey6GfjnvgM6SZIkSaPZvO8CNPUluRe4vKqumMgJiBvxOJPRPXZnVX2FNor4kF1Z0nOv6+B6suv0mgcsA84D9qmqh4FfApt1//aqqv4IOKiqzqN1d80Ebq+qdwM/pwV2X6Dt8zP0kiRJkqYZO740YdM1PJqudUvTWRd6fYPWLXUj7bCJ/wX2A3aidX/9e28FdqrqhbRRxv2AlUkOq6p5wPto6wAOAA6fCp1pkiRJkkbnji9N2HQNj6Zr3dI090XgsSTvAH5IC8Aeo50U++GpEHoBJHmYtrvrKmDHqpqf5FbauPRi4E2GXpIkSdL0ZfAlSdpoY5bDQ1sG/5qqWpDke8CPaYdNkOS257q+9UnyKHABrUPtyKo6FHgLMDvJPb0WJ0mSJGmjOOooSdoog0X23XL4TwLfo50E+1pgIfC1JD+oqu2S3NdnretTVVsCB9NGH09Lcl3PJUmSJEnaSAZfkqQNNgizutDrUuCn3X/dBSwCdgYOAQ5L8mBPZU5YVc0G5tjpJUmSJG0aDL4kSRukqvYCFtACLoB3JTmlqm4A7gBuooVh9yf5VU9lSpIkSXoec8eXJGlD3Q88AuxNW2R/SlX9LfAV4HRgF2CVoZckSZKkvtjxJUkayWCnV/fxy4A/A54ELgN2A/ai7fc6Nsn1vRUqSZIk6XnP4EuSNGFVNSPJ6u4Ux8OBa4GXAK/u7nIv8Btap9c1PZUpSZIkSYDBlyRpRFVVwFnAauAJ4BbgPmCn7i5nJ1nVT3WSJEmS9LTN+y5AkjT1VVXl6b+UHAFsCyykdXsdAvwCuASYaeglSZIkaapwub0kab26nV7D7cE3AcuBfZPcA9wOHADcnWRZDyVKkiRJ0lo56ihJGldVzQBOBWYB5wKvBHYFtgBeBZyS5LreCpQkSZKktbDjS5K0Vl3YNTDY6bUYeA9wD/Bt2u+RxYZekiRJkqYid3xJkp5hzOmNrwNuAP4zyY+r6hHgE7Txxq2AfavqzcA1SZ7sr2pJkiRJWpPBlyRpDYPQq/v0KGAV8ADwyao6GngcmAn8VpJ/6zrDbjH0kiRJkjTVuONLkvSUbpH9k1VVwJnAXOCgJA9W1XHAlsDuwJeSfKfPWiVJkiRpPAZfkqQ1dKHXN4GlwI7AiiTHdf83E5jdBWEVf4lIkiRJmsIMviRJa6iqjwDzk3yoC8G+DtyZ5PieS5MkSZKkkXiqoyRprCXAnVW1fdfR9VXg7VU1t+e6JEmSJGkkLreXJI31P8CewLuqahWwP/DxJHf0W5YkSZIkjcZRR0nSM1TVy4DdaAHYoiTX9FySJEmSJI3M4EuStE5VNSPJ6r7rkCRJkqQN4Y4vSdL6+NcRSZIkSdOWHV+SJEmSJEnaJNnxJUmSJEmSpE2SwZckSZIkSZI2SQZfkiRJkiRJ2iQZfEmSJEmSJGmTZPAlSZIkSZKkTZLBlyRJkiRJkjZJ/w8dG7mO9GQdTwAAAABJRU5ErkJggg==\n",
-      "text/plain": [
-       "<Figure size 1440x864 with 2 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "%matplotlib inline\n",
-    "\n",
-    "premis = PreMis(resources_dir + AQbench_dataset_file, resources_dir + AQbench_variables_file, output_dir)\n",
-    "premis.fill_nan()\n",
-    "premis.missingno_matrix()\n",
-    "premis.missingno_heatmap()\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Preprocessing Data\n",
-    "\n",
-    "To use AQ-Bench meta data as input for ML algorithms, it must be preprocessed. Since basic ML algorithms cannot handle missing data, rows with missing values are erased completely (depending on the chosen target). The longitude is dropped, since this is a circular variable. Categorical meta data is one-hot encoded, which leads to 135 input features in total. Continuous meta data can be scaled - either with normalization or with robust scaling, which normalizes by a quantile range from 25% to 75% to avoid influence from outliers. Feel free to change the parameters of Data with the following widgets."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "application/vnd.jupyter.widget-view+json": {
-       "model_id": "6315c8624cbc4c2bb335d09fb0dc0f6e",
-       "version_major": 2,
-       "version_minor": 0
-      },
-      "text/plain": [
-       "interactive(children=(Dropdown(description='target', options=('o3_average_values', 'o3_daytime_avg', 'o3_night…"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/plain": [
-       "<function __main__.print_data(target, scaling, scale_target)>"
-      ]
-     },
-     "execution_count": 6,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "def print_data(target, scaling, scale_target):\n",
-    "    data = Data(target=target, scaling=scaling, scale_target=scale_target)\n",
-    "    display_html(data.data_yx.head())\n",
-    "\n",
-    "target = widgets.Dropdown(\n",
-    "    options=information[information['input_target'] == 'target']['column_name'].to_list(),\n",
-    "    values='o3_average_values', description='target')\n",
-    "scaling = widgets.RadioButtons(options=['robust', 'normalize', 'None'], value='robust', description='scaling')\n",
-    "scale_target = widgets.Checkbox(value=False, description='scale target')\n",
-    "widgets.interact(print_data, target=target, scaling=scaling, scale_target=scale_target)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Datasplit\n",
-    "\n",
-    "For the baseline experiments, you are going to perform later, the following data split will be used:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 10,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "application/javascript": [
-       "/* Put everything inside the global mpl namespace */\n",
-       "/* global mpl */\n",
-       "window.mpl = {};\n",
-       "\n",
-       "mpl.get_websocket_type = function () {\n",
-       "    if (typeof WebSocket !== 'undefined') {\n",
-       "        return WebSocket;\n",
-       "    } else if (typeof MozWebSocket !== 'undefined') {\n",
-       "        return MozWebSocket;\n",
-       "    } else {\n",
-       "        alert(\n",
-       "            'Your browser does not have WebSocket support. ' +\n",
-       "                'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
-       "                'Firefox 4 and 5 are also supported but you ' +\n",
-       "                'have to enable WebSockets in about:config.'\n",
-       "        );\n",
-       "    }\n",
-       "};\n",
-       "\n",
-       "mpl.figure = function (figure_id, websocket, ondownload, parent_element) {\n",
-       "    this.id = figure_id;\n",
-       "\n",
-       "    this.ws = websocket;\n",
-       "\n",
-       "    this.supports_binary = this.ws.binaryType !== undefined;\n",
-       "\n",
-       "    if (!this.supports_binary) {\n",
-       "        var warnings = document.getElementById('mpl-warnings');\n",
-       "        if (warnings) {\n",
-       "            warnings.style.display = 'block';\n",
-       "            warnings.textContent =\n",
-       "                'This browser does not support binary websocket messages. ' +\n",
-       "                'Performance may be slow.';\n",
-       "        }\n",
-       "    }\n",
-       "\n",
-       "    this.imageObj = new Image();\n",
-       "\n",
-       "    this.context = undefined;\n",
-       "    this.message = undefined;\n",
-       "    this.canvas = undefined;\n",
-       "    this.rubberband_canvas = undefined;\n",
-       "    this.rubberband_context = undefined;\n",
-       "    this.format_dropdown = undefined;\n",
-       "\n",
-       "    this.image_mode = 'full';\n",
-       "\n",
-       "    this.root = document.createElement('div');\n",
-       "    this.root.setAttribute('style', 'display: inline-block');\n",
-       "    this._root_extra_style(this.root);\n",
-       "\n",
-       "    parent_element.appendChild(this.root);\n",
-       "\n",
-       "    this._init_header(this);\n",
-       "    this._init_canvas(this);\n",
-       "    this._init_toolbar(this);\n",
-       "\n",
-       "    var fig = this;\n",
-       "\n",
-       "    this.waiting = false;\n",
-       "\n",
-       "    this.ws.onopen = function () {\n",
-       "        fig.send_message('supports_binary', { value: fig.supports_binary });\n",
-       "        fig.send_message('send_image_mode', {});\n",
-       "        if (fig.ratio !== 1) {\n",
-       "            fig.send_message('set_dpi_ratio', { dpi_ratio: fig.ratio });\n",
-       "        }\n",
-       "        fig.send_message('refresh', {});\n",
-       "    };\n",
-       "\n",
-       "    this.imageObj.onload = function () {\n",
-       "        if (fig.image_mode === 'full') {\n",
-       "            // Full images could contain transparency (where diff images\n",
-       "            // almost always do), so we need to clear the canvas so that\n",
-       "            // there is no ghosting.\n",
-       "            fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
-       "        }\n",
-       "        fig.context.drawImage(fig.imageObj, 0, 0);\n",
-       "    };\n",
-       "\n",
-       "    this.imageObj.onunload = function () {\n",
-       "        fig.ws.close();\n",
-       "    };\n",
-       "\n",
-       "    this.ws.onmessage = this._make_on_message_function(this);\n",
-       "\n",
-       "    this.ondownload = ondownload;\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype._init_header = function () {\n",
-       "    var titlebar = document.createElement('div');\n",
-       "    titlebar.classList =\n",
-       "        'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n",
-       "    var titletext = document.createElement('div');\n",
-       "    titletext.classList = 'ui-dialog-title';\n",
-       "    titletext.setAttribute(\n",
-       "        'style',\n",
-       "        'width: 100%; text-align: center; padding: 3px;'\n",
-       "    );\n",
-       "    titlebar.appendChild(titletext);\n",
-       "    this.root.appendChild(titlebar);\n",
-       "    this.header = titletext;\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n",
-       "\n",
-       "mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n",
-       "\n",
-       "mpl.figure.prototype._init_canvas = function () {\n",
-       "    var fig = this;\n",
-       "\n",
-       "    var canvas_div = (this.canvas_div = document.createElement('div'));\n",
-       "    canvas_div.setAttribute(\n",
-       "        'style',\n",
-       "        'border: 1px solid #ddd;' +\n",
-       "            'box-sizing: content-box;' +\n",
-       "            'clear: both;' +\n",
-       "            'min-height: 1px;' +\n",
-       "            'min-width: 1px;' +\n",
-       "            'outline: 0;' +\n",
-       "            'overflow: hidden;' +\n",
-       "            'position: relative;' +\n",
-       "            'resize: both;'\n",
-       "    );\n",
-       "\n",
-       "    function on_keyboard_event_closure(name) {\n",
-       "        return function (event) {\n",
-       "            return fig.key_event(event, name);\n",
-       "        };\n",
-       "    }\n",
-       "\n",
-       "    canvas_div.addEventListener(\n",
-       "        'keydown',\n",
-       "        on_keyboard_event_closure('key_press')\n",
-       "    );\n",
-       "    canvas_div.addEventListener(\n",
-       "        'keyup',\n",
-       "        on_keyboard_event_closure('key_release')\n",
-       "    );\n",
-       "\n",
-       "    this._canvas_extra_style(canvas_div);\n",
-       "    this.root.appendChild(canvas_div);\n",
-       "\n",
-       "    var canvas = (this.canvas = document.createElement('canvas'));\n",
-       "    canvas.classList.add('mpl-canvas');\n",
-       "    canvas.setAttribute('style', 'box-sizing: content-box;');\n",
-       "\n",
-       "    this.context = canvas.getContext('2d');\n",
-       "\n",
-       "    var backingStore =\n",
-       "        this.context.backingStorePixelRatio ||\n",
-       "        this.context.webkitBackingStorePixelRatio ||\n",
-       "        this.context.mozBackingStorePixelRatio ||\n",
-       "        this.context.msBackingStorePixelRatio ||\n",
-       "        this.context.oBackingStorePixelRatio ||\n",
-       "        this.context.backingStorePixelRatio ||\n",
-       "        1;\n",
-       "\n",
-       "    this.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
-       "    if (this.ratio !== 1) {\n",
-       "        fig.send_message('set_dpi_ratio', { dpi_ratio: this.ratio });\n",
-       "    }\n",
-       "\n",
-       "    var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n",
-       "        'canvas'\n",
-       "    ));\n",
-       "    rubberband_canvas.setAttribute(\n",
-       "        'style',\n",
-       "        'box-sizing: content-box; position: absolute; left: 0; top: 0; z-index: 1;'\n",
-       "    );\n",
-       "\n",
-       "    var resizeObserver = new ResizeObserver(function (entries) {\n",
-       "        var nentries = entries.length;\n",
-       "        for (var i = 0; i < nentries; i++) {\n",
-       "            var entry = entries[i];\n",
-       "            var width, height;\n",
-       "            if (entry.contentBoxSize) {\n",
-       "                if (entry.contentBoxSize instanceof Array) {\n",
-       "                    // Chrome 84 implements new version of spec.\n",
-       "                    width = entry.contentBoxSize[0].inlineSize;\n",
-       "                    height = entry.contentBoxSize[0].blockSize;\n",
-       "                } else {\n",
-       "                    // Firefox implements old version of spec.\n",
-       "                    width = entry.contentBoxSize.inlineSize;\n",
-       "                    height = entry.contentBoxSize.blockSize;\n",
-       "                }\n",
-       "            } else {\n",
-       "                // Chrome <84 implements even older version of spec.\n",
-       "                width = entry.contentRect.width;\n",
-       "                height = entry.contentRect.height;\n",
-       "            }\n",
-       "\n",
-       "            // Keep the size of the canvas and rubber band canvas in sync with\n",
-       "            // the canvas container.\n",
-       "            if (entry.devicePixelContentBoxSize) {\n",
-       "                // Chrome 84 implements new version of spec.\n",
-       "                canvas.setAttribute(\n",
-       "                    'width',\n",
-       "                    entry.devicePixelContentBoxSize[0].inlineSize\n",
-       "                );\n",
-       "                canvas.setAttribute(\n",
-       "                    'height',\n",
-       "                    entry.devicePixelContentBoxSize[0].blockSize\n",
-       "                );\n",
-       "            } else {\n",
-       "                canvas.setAttribute('width', width * fig.ratio);\n",
-       "                canvas.setAttribute('height', height * fig.ratio);\n",
-       "            }\n",
-       "            canvas.setAttribute(\n",
-       "                'style',\n",
-       "                'width: ' + width + 'px; height: ' + height + 'px;'\n",
-       "            );\n",
-       "\n",
-       "            rubberband_canvas.setAttribute('width', width);\n",
-       "            rubberband_canvas.setAttribute('height', height);\n",
-       "\n",
-       "            // And update the size in Python. We ignore the initial 0/0 size\n",
-       "            // that occurs as the element is placed into the DOM, which should\n",
-       "            // otherwise not happen due to the minimum size styling.\n",
-       "            if (width != 0 && height != 0) {\n",
-       "                fig.request_resize(width, height);\n",
-       "            }\n",
-       "        }\n",
-       "    });\n",
-       "    resizeObserver.observe(canvas_div);\n",
-       "\n",
-       "    function on_mouse_event_closure(name) {\n",
-       "        return function (event) {\n",
-       "            return fig.mouse_event(event, name);\n",
-       "        };\n",
-       "    }\n",
-       "\n",
-       "    rubberband_canvas.addEventListener(\n",
-       "        'mousedown',\n",
-       "        on_mouse_event_closure('button_press')\n",
-       "    );\n",
-       "    rubberband_canvas.addEventListener(\n",
-       "        'mouseup',\n",
-       "        on_mouse_event_closure('button_release')\n",
-       "    );\n",
-       "    // Throttle sequential mouse events to 1 every 20ms.\n",
-       "    rubberband_canvas.addEventListener(\n",
-       "        'mousemove',\n",
-       "        on_mouse_event_closure('motion_notify')\n",
-       "    );\n",
-       "\n",
-       "    rubberband_canvas.addEventListener(\n",
-       "        'mouseenter',\n",
-       "        on_mouse_event_closure('figure_enter')\n",
-       "    );\n",
-       "    rubberband_canvas.addEventListener(\n",
-       "        'mouseleave',\n",
-       "        on_mouse_event_closure('figure_leave')\n",
-       "    );\n",
-       "\n",
-       "    canvas_div.addEventListener('wheel', function (event) {\n",
-       "        if (event.deltaY < 0) {\n",
-       "            event.step = 1;\n",
-       "        } else {\n",
-       "            event.step = -1;\n",
-       "        }\n",
-       "        on_mouse_event_closure('scroll')(event);\n",
-       "    });\n",
-       "\n",
-       "    canvas_div.appendChild(canvas);\n",
-       "    canvas_div.appendChild(rubberband_canvas);\n",
-       "\n",
-       "    this.rubberband_context = rubberband_canvas.getContext('2d');\n",
-       "    this.rubberband_context.strokeStyle = '#000000';\n",
-       "\n",
-       "    this._resize_canvas = function (width, height, forward) {\n",
-       "        if (forward) {\n",
-       "            canvas_div.style.width = width + 'px';\n",
-       "            canvas_div.style.height = height + 'px';\n",
-       "        }\n",
-       "    };\n",
-       "\n",
-       "    // Disable right mouse context menu.\n",
-       "    this.rubberband_canvas.addEventListener('contextmenu', function (_e) {\n",
-       "        event.preventDefault();\n",
-       "        return false;\n",
-       "    });\n",
-       "\n",
-       "    function set_focus() {\n",
-       "        canvas.focus();\n",
-       "        canvas_div.focus();\n",
-       "    }\n",
-       "\n",
-       "    window.setTimeout(set_focus, 100);\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype._init_toolbar = function () {\n",
-       "    var fig = this;\n",
-       "\n",
-       "    var toolbar = document.createElement('div');\n",
-       "    toolbar.classList = 'mpl-toolbar';\n",
-       "    this.root.appendChild(toolbar);\n",
-       "\n",
-       "    function on_click_closure(name) {\n",
-       "        return function (_event) {\n",
-       "            return fig.toolbar_button_onclick(name);\n",
-       "        };\n",
-       "    }\n",
-       "\n",
-       "    function on_mouseover_closure(tooltip) {\n",
-       "        return function (event) {\n",
-       "            if (!event.currentTarget.disabled) {\n",
-       "                return fig.toolbar_button_onmouseover(tooltip);\n",
-       "            }\n",
-       "        };\n",
-       "    }\n",
-       "\n",
-       "    fig.buttons = {};\n",
-       "    var buttonGroup = document.createElement('div');\n",
-       "    buttonGroup.classList = 'mpl-button-group';\n",
-       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
-       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
-       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
-       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
-       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
-       "\n",
-       "        if (!name) {\n",
-       "            /* Instead of a spacer, we start a new button group. */\n",
-       "            if (buttonGroup.hasChildNodes()) {\n",
-       "                toolbar.appendChild(buttonGroup);\n",
-       "            }\n",
-       "            buttonGroup = document.createElement('div');\n",
-       "            buttonGroup.classList = 'mpl-button-group';\n",
-       "            continue;\n",
-       "        }\n",
-       "\n",
-       "        var button = (fig.buttons[name] = document.createElement('button'));\n",
-       "        button.classList = 'mpl-widget';\n",
-       "        button.setAttribute('role', 'button');\n",
-       "        button.setAttribute('aria-disabled', 'false');\n",
-       "        button.addEventListener('click', on_click_closure(method_name));\n",
-       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
-       "\n",
-       "        var icon_img = document.createElement('img');\n",
-       "        icon_img.src = '_images/' + image + '.png';\n",
-       "        icon_img.srcset = '_images/' + image + '_large.png 2x';\n",
-       "        icon_img.alt = tooltip;\n",
-       "        button.appendChild(icon_img);\n",
-       "\n",
-       "        buttonGroup.appendChild(button);\n",
-       "    }\n",
-       "\n",
-       "    if (buttonGroup.hasChildNodes()) {\n",
-       "        toolbar.appendChild(buttonGroup);\n",
-       "    }\n",
-       "\n",
-       "    var fmt_picker = document.createElement('select');\n",
-       "    fmt_picker.classList = 'mpl-widget';\n",
-       "    toolbar.appendChild(fmt_picker);\n",
-       "    this.format_dropdown = fmt_picker;\n",
-       "\n",
-       "    for (var ind in mpl.extensions) {\n",
-       "        var fmt = mpl.extensions[ind];\n",
-       "        var option = document.createElement('option');\n",
-       "        option.selected = fmt === mpl.default_extension;\n",
-       "        option.innerHTML = fmt;\n",
-       "        fmt_picker.appendChild(option);\n",
-       "    }\n",
-       "\n",
-       "    var status_bar = document.createElement('span');\n",
-       "    status_bar.classList = 'mpl-message';\n",
-       "    toolbar.appendChild(status_bar);\n",
-       "    this.message = status_bar;\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {\n",
-       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
-       "    // which will in turn request a refresh of the image.\n",
-       "    this.send_message('resize', { width: x_pixels, height: y_pixels });\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype.send_message = function (type, properties) {\n",
-       "    properties['type'] = type;\n",
-       "    properties['figure_id'] = this.id;\n",
-       "    this.ws.send(JSON.stringify(properties));\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype.send_draw_message = function () {\n",
-       "    if (!this.waiting) {\n",
-       "        this.waiting = true;\n",
-       "        this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));\n",
-       "    }\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
-       "    var format_dropdown = fig.format_dropdown;\n",
-       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
-       "    fig.ondownload(fig, format);\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype.handle_resize = function (fig, msg) {\n",
-       "    var size = msg['size'];\n",
-       "    if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {\n",
-       "        fig._resize_canvas(size[0], size[1], msg['forward']);\n",
-       "        fig.send_message('refresh', {});\n",
-       "    }\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n",
-       "    var x0 = msg['x0'] / fig.ratio;\n",
-       "    var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n",
-       "    var x1 = msg['x1'] / fig.ratio;\n",
-       "    var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;\n",
-       "    x0 = Math.floor(x0) + 0.5;\n",
-       "    y0 = Math.floor(y0) + 0.5;\n",
-       "    x1 = Math.floor(x1) + 0.5;\n",
-       "    y1 = Math.floor(y1) + 0.5;\n",
-       "    var min_x = Math.min(x0, x1);\n",
-       "    var min_y = Math.min(y0, y1);\n",
-       "    var width = Math.abs(x1 - x0);\n",
-       "    var height = Math.abs(y1 - y0);\n",
-       "\n",
-       "    fig.rubberband_context.clearRect(\n",
-       "        0,\n",
-       "        0,\n",
-       "        fig.canvas.width / fig.ratio,\n",
-       "        fig.canvas.height / fig.ratio\n",
-       "    );\n",
-       "\n",
-       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype.handle_figure_label = function (fig, msg) {\n",
-       "    // Updates the figure title.\n",
-       "    fig.header.textContent = msg['label'];\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype.handle_cursor = function (fig, msg) {\n",
-       "    var cursor = msg['cursor'];\n",
-       "    switch (cursor) {\n",
-       "        case 0:\n",
-       "            cursor = 'pointer';\n",
-       "            break;\n",
-       "        case 1:\n",
-       "            cursor = 'default';\n",
-       "            break;\n",
-       "        case 2:\n",
-       "            cursor = 'crosshair';\n",
-       "            break;\n",
-       "        case 3:\n",
-       "            cursor = 'move';\n",
-       "            break;\n",
-       "    }\n",
-       "    fig.rubberband_canvas.style.cursor = cursor;\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype.handle_message = function (fig, msg) {\n",
-       "    fig.message.textContent = msg['message'];\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype.handle_draw = function (fig, _msg) {\n",
-       "    // Request the server to send over a new figure.\n",
-       "    fig.send_draw_message();\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype.handle_image_mode = function (fig, msg) {\n",
-       "    fig.image_mode = msg['mode'];\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype.handle_history_buttons = function (fig, msg) {\n",
-       "    for (var key in msg) {\n",
-       "        if (!(key in fig.buttons)) {\n",
-       "            continue;\n",
-       "        }\n",
-       "        fig.buttons[key].disabled = !msg[key];\n",
-       "        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n",
-       "    }\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n",
-       "    if (msg['mode'] === 'PAN') {\n",
-       "        fig.buttons['Pan'].classList.add('active');\n",
-       "        fig.buttons['Zoom'].classList.remove('active');\n",
-       "    } else if (msg['mode'] === 'ZOOM') {\n",
-       "        fig.buttons['Pan'].classList.remove('active');\n",
-       "        fig.buttons['Zoom'].classList.add('active');\n",
-       "    } else {\n",
-       "        fig.buttons['Pan'].classList.remove('active');\n",
-       "        fig.buttons['Zoom'].classList.remove('active');\n",
-       "    }\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype.updated_canvas_event = function () {\n",
-       "    // Called whenever the canvas gets updated.\n",
-       "    this.send_message('ack', {});\n",
-       "};\n",
-       "\n",
-       "// A function to construct a web socket function for onmessage handling.\n",
-       "// Called in the figure constructor.\n",
-       "mpl.figure.prototype._make_on_message_function = function (fig) {\n",
-       "    return function socket_on_message(evt) {\n",
-       "        if (evt.data instanceof Blob) {\n",
-       "            /* FIXME: We get \"Resource interpreted as Image but\n",
-       "             * transferred with MIME type text/plain:\" errors on\n",
-       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
-       "             * to be part of the websocket stream */\n",
-       "            evt.data.type = 'image/png';\n",
-       "\n",
-       "            /* Free the memory for the previous frames */\n",
-       "            if (fig.imageObj.src) {\n",
-       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
-       "                    fig.imageObj.src\n",
-       "                );\n",
-       "            }\n",
-       "\n",
-       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
-       "                evt.data\n",
-       "            );\n",
-       "            fig.updated_canvas_event();\n",
-       "            fig.waiting = false;\n",
-       "            return;\n",
-       "        } else if (\n",
-       "            typeof evt.data === 'string' &&\n",
-       "            evt.data.slice(0, 21) === 'data:image/png;base64'\n",
-       "        ) {\n",
-       "            fig.imageObj.src = evt.data;\n",
-       "            fig.updated_canvas_event();\n",
-       "            fig.waiting = false;\n",
-       "            return;\n",
-       "        }\n",
-       "\n",
-       "        var msg = JSON.parse(evt.data);\n",
-       "        var msg_type = msg['type'];\n",
-       "\n",
-       "        // Call the  \"handle_{type}\" callback, which takes\n",
-       "        // the figure and JSON message as its only arguments.\n",
-       "        try {\n",
-       "            var callback = fig['handle_' + msg_type];\n",
-       "        } catch (e) {\n",
-       "            console.log(\n",
-       "                \"No handler for the '\" + msg_type + \"' message type: \",\n",
-       "                msg\n",
-       "            );\n",
-       "            return;\n",
-       "        }\n",
-       "\n",
-       "        if (callback) {\n",
-       "            try {\n",
-       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
-       "                callback(fig, msg);\n",
-       "            } catch (e) {\n",
-       "                console.log(\n",
-       "                    \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n",
-       "                    e,\n",
-       "                    e.stack,\n",
-       "                    msg\n",
-       "                );\n",
-       "            }\n",
-       "        }\n",
-       "    };\n",
-       "};\n",
-       "\n",
-       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
-       "mpl.findpos = function (e) {\n",
-       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
-       "    var targ;\n",
-       "    if (!e) {\n",
-       "        e = window.event;\n",
-       "    }\n",
-       "    if (e.target) {\n",
-       "        targ = e.target;\n",
-       "    } else if (e.srcElement) {\n",
-       "        targ = e.srcElement;\n",
-       "    }\n",
-       "    if (targ.nodeType === 3) {\n",
-       "        // defeat Safari bug\n",
-       "        targ = targ.parentNode;\n",
-       "    }\n",
-       "\n",
-       "    // pageX,Y are the mouse positions relative to the document\n",
-       "    var boundingRect = targ.getBoundingClientRect();\n",
-       "    var x = e.pageX - (boundingRect.left + document.body.scrollLeft);\n",
-       "    var y = e.pageY - (boundingRect.top + document.body.scrollTop);\n",
-       "\n",
-       "    return { x: x, y: y };\n",
-       "};\n",
-       "\n",
-       "/*\n",
-       " * return a copy of an object with only non-object keys\n",
-       " * we need this to avoid circular references\n",
-       " * http://stackoverflow.com/a/24161582/3208463\n",
-       " */\n",
-       "function simpleKeys(original) {\n",
-       "    return Object.keys(original).reduce(function (obj, key) {\n",
-       "        if (typeof original[key] !== 'object') {\n",
-       "            obj[key] = original[key];\n",
-       "        }\n",
-       "        return obj;\n",
-       "    }, {});\n",
-       "}\n",
-       "\n",
-       "mpl.figure.prototype.mouse_event = function (event, name) {\n",
-       "    var canvas_pos = mpl.findpos(event);\n",
-       "\n",
-       "    if (name === 'button_press') {\n",
-       "        this.canvas.focus();\n",
-       "        this.canvas_div.focus();\n",
-       "    }\n",
-       "\n",
-       "    var x = canvas_pos.x * this.ratio;\n",
-       "    var y = canvas_pos.y * this.ratio;\n",
-       "\n",
-       "    this.send_message(name, {\n",
-       "        x: x,\n",
-       "        y: y,\n",
-       "        button: event.button,\n",
-       "        step: event.step,\n",
-       "        guiEvent: simpleKeys(event),\n",
-       "    });\n",
-       "\n",
-       "    /* This prevents the web browser from automatically changing to\n",
-       "     * the text insertion cursor when the button is pressed.  We want\n",
-       "     * to control all of the cursor setting manually through the\n",
-       "     * 'cursor' event from matplotlib */\n",
-       "    event.preventDefault();\n",
-       "    return false;\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype._key_event_extra = function (_event, _name) {\n",
-       "    // Handle any extra behaviour associated with a key event\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype.key_event = function (event, name) {\n",
-       "    // Prevent repeat events\n",
-       "    if (name === 'key_press') {\n",
-       "        if (event.which === this._key) {\n",
-       "            return;\n",
-       "        } else {\n",
-       "            this._key = event.which;\n",
-       "        }\n",
-       "    }\n",
-       "    if (name === 'key_release') {\n",
-       "        this._key = null;\n",
-       "    }\n",
-       "\n",
-       "    var value = '';\n",
-       "    if (event.ctrlKey && event.which !== 17) {\n",
-       "        value += 'ctrl+';\n",
-       "    }\n",
-       "    if (event.altKey && event.which !== 18) {\n",
-       "        value += 'alt+';\n",
-       "    }\n",
-       "    if (event.shiftKey && event.which !== 16) {\n",
-       "        value += 'shift+';\n",
-       "    }\n",
-       "\n",
-       "    value += 'k';\n",
-       "    value += event.which.toString();\n",
-       "\n",
-       "    this._key_event_extra(event, name);\n",
-       "\n",
-       "    this.send_message(name, { key: value, guiEvent: simpleKeys(event) });\n",
-       "    return false;\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype.toolbar_button_onclick = function (name) {\n",
-       "    if (name === 'download') {\n",
-       "        this.handle_save(this, null);\n",
-       "    } else {\n",
-       "        this.send_message('toolbar_button', { name: name });\n",
-       "    }\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {\n",
-       "    this.message.textContent = tooltip;\n",
-       "};\n",
-       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
-       "\n",
-       "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
-       "\n",
-       "mpl.default_extension = \"png\";/* global mpl */\n",
-       "\n",
-       "var comm_websocket_adapter = function (comm) {\n",
-       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
-       "    // object with the appropriate methods. Currently this is a non binary\n",
-       "    // socket, so there is still some room for performance tuning.\n",
-       "    var ws = {};\n",
-       "\n",
-       "    ws.close = function () {\n",
-       "        comm.close();\n",
-       "    };\n",
-       "    ws.send = function (m) {\n",
-       "        //console.log('sending', m);\n",
-       "        comm.send(m);\n",
-       "    };\n",
-       "    // Register the callback with on_msg.\n",
-       "    comm.on_msg(function (msg) {\n",
-       "        //console.log('receiving', msg['content']['data'], msg);\n",
-       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
-       "        ws.onmessage(msg['content']['data']);\n",
-       "    });\n",
-       "    return ws;\n",
-       "};\n",
-       "\n",
-       "mpl.mpl_figure_comm = function (comm, msg) {\n",
-       "    // This is the function which gets called when the mpl process\n",
-       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
-       "\n",
-       "    var id = msg.content.data.id;\n",
-       "    // Get hold of the div created by the display call when the Comm\n",
-       "    // socket was opened in Python.\n",
-       "    var element = document.getElementById(id);\n",
-       "    var ws_proxy = comm_websocket_adapter(comm);\n",
-       "\n",
-       "    function ondownload(figure, _format) {\n",
-       "        window.open(figure.canvas.toDataURL());\n",
-       "    }\n",
-       "\n",
-       "    var fig = new mpl.figure(id, ws_proxy, ondownload, element);\n",
-       "\n",
-       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
-       "    // web socket which is closed, not our websocket->open comm proxy.\n",
-       "    ws_proxy.onopen();\n",
-       "\n",
-       "    fig.parent_element = element;\n",
-       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
-       "    if (!fig.cell_info) {\n",
-       "        console.error('Failed to find cell for figure', id, fig);\n",
-       "        return;\n",
-       "    }\n",
-       "    fig.cell_info[0].output_area.element.one(\n",
-       "        'cleared',\n",
-       "        { fig: fig },\n",
-       "        fig._remove_fig_handler\n",
-       "    );\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype.handle_close = function (fig, msg) {\n",
-       "    var width = fig.canvas.width / fig.ratio;\n",
-       "    fig.cell_info[0].output_area.element.off(\n",
-       "        'cleared',\n",
-       "        fig._remove_fig_handler\n",
-       "    );\n",
-       "\n",
-       "    // Update the output cell to use the data from the current canvas.\n",
-       "    fig.push_to_output();\n",
-       "    var dataURL = fig.canvas.toDataURL();\n",
-       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
-       "    // the notebook keyboard shortcuts fail.\n",
-       "    IPython.keyboard_manager.enable();\n",
-       "    fig.parent_element.innerHTML =\n",
-       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
-       "    fig.close_ws(fig, msg);\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype.close_ws = function (fig, msg) {\n",
-       "    fig.send_message('closing', msg);\n",
-       "    // fig.ws.close()\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype.push_to_output = function (_remove_interactive) {\n",
-       "    // Turn the data on the canvas into data in the output cell.\n",
-       "    var width = this.canvas.width / this.ratio;\n",
-       "    var dataURL = this.canvas.toDataURL();\n",
-       "    this.cell_info[1]['text/html'] =\n",
-       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype.updated_canvas_event = function () {\n",
-       "    // Tell IPython that the notebook contents must change.\n",
-       "    IPython.notebook.set_dirty(true);\n",
-       "    this.send_message('ack', {});\n",
-       "    var fig = this;\n",
-       "    // Wait a second, then push the new image to the DOM so\n",
-       "    // that it is saved nicely (might be nice to debounce this).\n",
-       "    setTimeout(function () {\n",
-       "        fig.push_to_output();\n",
-       "    }, 1000);\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype._init_toolbar = function () {\n",
-       "    var fig = this;\n",
-       "\n",
-       "    var toolbar = document.createElement('div');\n",
-       "    toolbar.classList = 'btn-toolbar';\n",
-       "    this.root.appendChild(toolbar);\n",
-       "\n",
-       "    function on_click_closure(name) {\n",
-       "        return function (_event) {\n",
-       "            return fig.toolbar_button_onclick(name);\n",
-       "        };\n",
-       "    }\n",
-       "\n",
-       "    function on_mouseover_closure(tooltip) {\n",
-       "        return function (event) {\n",
-       "            if (!event.currentTarget.disabled) {\n",
-       "                return fig.toolbar_button_onmouseover(tooltip);\n",
-       "            }\n",
-       "        };\n",
-       "    }\n",
-       "\n",
-       "    fig.buttons = {};\n",
-       "    var buttonGroup = document.createElement('div');\n",
-       "    buttonGroup.classList = 'btn-group';\n",
-       "    var button;\n",
-       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
-       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
-       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
-       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
-       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
-       "\n",
-       "        if (!name) {\n",
-       "            /* Instead of a spacer, we start a new button group. */\n",
-       "            if (buttonGroup.hasChildNodes()) {\n",
-       "                toolbar.appendChild(buttonGroup);\n",
-       "            }\n",
-       "            buttonGroup = document.createElement('div');\n",
-       "            buttonGroup.classList = 'btn-group';\n",
-       "            continue;\n",
-       "        }\n",
-       "\n",
-       "        button = fig.buttons[name] = document.createElement('button');\n",
-       "        button.classList = 'btn btn-default';\n",
-       "        button.href = '#';\n",
-       "        button.title = name;\n",
-       "        button.innerHTML = '<i class=\"fa ' + image + ' fa-lg\"></i>';\n",
-       "        button.addEventListener('click', on_click_closure(method_name));\n",
-       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
-       "        buttonGroup.appendChild(button);\n",
-       "    }\n",
-       "\n",
-       "    if (buttonGroup.hasChildNodes()) {\n",
-       "        toolbar.appendChild(buttonGroup);\n",
-       "    }\n",
-       "\n",
-       "    // Add the status bar.\n",
-       "    var status_bar = document.createElement('span');\n",
-       "    status_bar.classList = 'mpl-message pull-right';\n",
-       "    toolbar.appendChild(status_bar);\n",
-       "    this.message = status_bar;\n",
-       "\n",
-       "    // Add the close button to the window.\n",
-       "    var buttongrp = document.createElement('div');\n",
-       "    buttongrp.classList = 'btn-group inline pull-right';\n",
-       "    button = document.createElement('button');\n",
-       "    button.classList = 'btn btn-mini btn-primary';\n",
-       "    button.href = '#';\n",
-       "    button.title = 'Stop Interaction';\n",
-       "    button.innerHTML = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\n",
-       "    button.addEventListener('click', function (_evt) {\n",
-       "        fig.handle_close(fig, {});\n",
-       "    });\n",
-       "    button.addEventListener(\n",
-       "        'mouseover',\n",
-       "        on_mouseover_closure('Stop Interaction')\n",
-       "    );\n",
-       "    buttongrp.appendChild(button);\n",
-       "    var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n",
-       "    titlebar.insertBefore(buttongrp, titlebar.firstChild);\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype._remove_fig_handler = function (event) {\n",
-       "    var fig = event.data.fig;\n",
-       "    fig.close_ws(fig, {});\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype._root_extra_style = function (el) {\n",
-       "    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype._canvas_extra_style = function (el) {\n",
-       "    // this is important to make the div 'focusable\n",
-       "    el.setAttribute('tabindex', 0);\n",
-       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
-       "    // off when our div gets focus\n",
-       "\n",
-       "    // location in version 3\n",
-       "    if (IPython.notebook.keyboard_manager) {\n",
-       "        IPython.notebook.keyboard_manager.register_events(el);\n",
-       "    } else {\n",
-       "        // location in version 2\n",
-       "        IPython.keyboard_manager.register_events(el);\n",
-       "    }\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype._key_event_extra = function (event, _name) {\n",
-       "    var manager = IPython.notebook.keyboard_manager;\n",
-       "    if (!manager) {\n",
-       "        manager = IPython.keyboard_manager;\n",
-       "    }\n",
-       "\n",
-       "    // Check for shift+enter\n",
-       "    if (event.shiftKey && event.which === 13) {\n",
-       "        this.canvas_div.blur();\n",
-       "        // select the cell after this one\n",
-       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
-       "        IPython.notebook.select(index + 1);\n",
-       "    }\n",
-       "};\n",
-       "\n",
-       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
-       "    fig.ondownload(fig, null);\n",
-       "};\n",
-       "\n",
-       "mpl.find_output_cell = function (html_output) {\n",
-       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
-       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
-       "    // IPython event is triggered only after the cells have been serialised, which for\n",
-       "    // our purposes (turning an active figure into a static one), is too late.\n",
-       "    var cells = IPython.notebook.get_cells();\n",
-       "    var ncells = cells.length;\n",
-       "    for (var i = 0; i < ncells; i++) {\n",
-       "        var cell = cells[i];\n",
-       "        if (cell.cell_type === 'code') {\n",
-       "            for (var j = 0; j < cell.output_area.outputs.length; j++) {\n",
-       "                var data = cell.output_area.outputs[j];\n",
-       "                if (data.data) {\n",
-       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
-       "                    data = data.data;\n",
-       "                }\n",
-       "                if (data['text/html'] === html_output) {\n",
-       "                    return [cell, data, j];\n",
-       "                }\n",
-       "            }\n",
-       "        }\n",
-       "    }\n",
-       "};\n",
-       "\n",
-       "// Register the function which deals with the matplotlib target/channel.\n",
-       "// The kernel may be null if the page has been refreshed.\n",
-       "if (IPython.notebook.kernel !== null) {\n",
-       "    IPython.notebook.kernel.comm_manager.register_target(\n",
-       "        'matplotlib',\n",
-       "        mpl.mpl_figure_comm\n",
-       "    );\n",
-       "}\n"
-      ],
-      "text/plain": [
-       "<IPython.core.display.Javascript object>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
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\" width=\"966\">"
-      ],
-      "text/plain": [
-       "<IPython.core.display.HTML object>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "%matplotlib notebook\n",
-    "datasplit = DataSplit()\n",
-    "datasplit.read_datasplit()\n",
-    "datasplit.plot_datasplit()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "If you like, you can compare the variables' distributions for the three data sets."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 12,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "application/vnd.jupyter.widget-view+json": {
-       "model_id": "4c066b1c68d94f11842cba02a2f8727b",
-       "version_major": 2,
-       "version_minor": 0
-      },
-      "text/plain": [
-       "interactive(children=(Dropdown(description='variable:', options=('country', 'htap_region', 'climatic_zone', 'l…"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/plain": [
-       "<function __main__.plot_previs_sets(column_name, set_)>"
-      ]
-     },
-     "execution_count": 12,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "%matplotlib inline\n",
-    "\n",
-    "datasplit.read_datasplit()\n",
-    "ids = {'training': datasplit.ids_train, 'development': datasplit.ids_val, 'test': datasplit.ids_test}\n",
-    "\n",
-    "def plot_previs_sets(column_name, set_):\n",
-    "    previs = PreVis(resources_dir + AQbench_dataset_file, output_dir, resources_dir)\n",
-    "    previs.read_csv_to_df()\n",
-    "    previs.data = previs.data[previs.data.index.isin(ids[set_])]\n",
-    "    previs.vis(column_name, plot_naming=set_)\n",
-    "\n",
-    "options = information[information['input_target'].isin(['input', 'target'])]['column_name'].to_list()\n",
-    "column_name = widgets.Dropdown(options=options, description='variable:')\n",
-    "set_ = widgets.RadioButtons(options=['training', 'development', 'test'],\n",
-    "                            value='training', description='data set:')\n",
-    "widgets.interact(plot_previs_sets, column_name=column_name, set_=set_)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## ML Algorithms\n",
-    "\n",
-    "Run the following cell to play with all three ML algorithms: linear regression, neural network and random forest. There are four tabs which are described in the following:\n",
-    "\n",
-    "**Data Preparation:** Before running any ML algorithm, please setup your data. Choose the parameters you want and subsequently click on the yellow button \"Setup Data\". If you want to change any parameters, click this button again, after.\n",
-    "\n",
-    "**Linear Regression:** You can train linear regression by clicking on the green button. You can also randomly mix the labels before training, to test, how this algorithm works, if there is no correlation between input and output values.\n",
-    "\n",
-    "**Neural Network:** Before training your neural network, you can choose the hyperparameters you want. The suggested values are recovered, when setting up data. There are different hyperparameters suggested, depending on the target. Additionally to the green and red button, there is also a blue one to overfit your model. Clicking this one, you can overfit your model with a very small number of data examples.\n",
-    "\n",
-    "**Random Forest:** Similar to linear regression.\n",
-    "\n",
-    "(If the output scrolls out including the widgets, you can click left from the output, to prevent this.)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 13,
-   "metadata": {
-    "scrolled": false
-   },
-   "outputs": [
-    {
-     "data": {
-      "application/vnd.jupyter.widget-view+json": {
-       "model_id": "c66e4d568a3341bba1f5362c366f6584",
-       "version_major": 2,
-       "version_minor": 0
-      },
-      "text/plain": [
-       "Tab(children=(VBox(children=(Dropdown(description='target', layout=Layout(height='auto', width='99%'), options…"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "application/vnd.jupyter.widget-view+json": {
-       "model_id": "ca7a0640b0f9450a83ed297e00065e96",
-       "version_major": 2,
-       "version_minor": 0
-      },
-      "text/plain": [
-       "Output()"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "%run mapping_jupyter.ipynb"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 4
-}
diff --git a/source/settings.py b/source/settings.py
index 3277b79fb4a8cb8f4fc8bb1b420a66e185091a30..165ee32a8f21ec5a7aa9cc50312b649a80a3142d 100644
--- a/source/settings.py
+++ b/source/settings.py
@@ -3,19 +3,28 @@ This file contains paths to all folders
 and data files that we use in our project.
 """
 
+# imports
+import sys
 import os
+import pathlib
+
+
+# find the rood directory
+CWD = os.getcwd()
+CWD_pos = pathlib.Path(CWD)
+ROOTDIR = str(CWD_pos.parent)
 
 # log file directory
-log_dir = '../log/'
+log_dir = ROOTDIR + '/log/'
 
 # for plots, evaluation etc...
-output_dir = '../output/'
+output_dir = ROOTDIR + '/output/'
 
 if not os.path.exists(output_dir):  # if directory does not exist, create it
     os.makedirs(output_dir)
 
 # data resources directory
-resources_dir = '../resources/'
+resources_dir = ROOTDIR + '/resources/'
 
 # dataset files
 AQbench_dataset_file = 'AQbench_dataset.csv'
@@ -23,14 +32,3 @@ AQbench_variables_file = 'AQbench_variables.csv'
 datasplit_file = 'datasplit.csv'
 hyperparameters_file = 'hyperparameters.csv'
 
-# encoded variables files
-decode_file = 'metadata_decoding.csv'
-
-# station groups for cleanup
-station_groups_file = 'station_groups.csv'
-olgas_file = 'toar_dataset_groups.csv'
-
-# files for retrieval
-metadata_cols_file = 'metadata_cols.csv'
-metrics_cols_file = 'metrics_cols.csv'
-seriesid_cols_file = 'seriesid_cols.csv'
diff --git a/source/utils.py b/source/utils.py
index 535d2025d8fe0f7923df5fc3bc02a2c4d64794a5..9433fcbc58d03e2c40c1979920baa1c3825e97f7 100644
--- a/source/utils.py
+++ b/source/utils.py
@@ -5,7 +5,7 @@ Helper functions for our project
 """
 
 # general
-import logging
+# import logging
 import pdb
 
 # data science
@@ -16,69 +16,6 @@ import json
 from settings import *
 
 
-def string_to_dict(string):
-    """
-    Parses a string to a dictionary. For now, only used for the landcover
-    description.
-    """
-
-    fill_value = -999
-    d = {'water_25km': 0.0,
-         'evergreen_needleleaf_forest_25km': 0.0,
-         'evergreen_broadleaf_forest_25km': 0.0,
-         'deciduous_needleleaf_forest_25km': 0.0,
-         'deciduous_broadleaf_forest_25km': 0.0,
-         'mixed_forest_25km': 0.0,
-         'closed_shrublands_25km': 0.0,
-         'open_shrublands_25km': 0.0,
-         'woody_savannas_25km': 0.0,
-         'savannas_25km': 0.0,
-         'grasslands_25km': 0.0,
-         'permanent_wetlands_25km': 0.0,
-         'croplands_25km': 0.0,
-         'urban_and_built-up_25km': 0.0,
-         'cropland-natural_vegetation_mosaic_25km': 0.0,
-         'snow_and_ice_25km': 0.0,
-         'barren_or_sparsely_vegetated_25km': 0.0}
-
-    if string and len(string) > 8:
-        for entry in string.split(','):
-            key, value = entry.split(':')
-            key = key.lstrip()
-            key = key.lower()
-            key = key.replace(' ', '_')
-            key = key.replace('/', '-')
-            key = key + ('_25km')
-            d[key.strip()] = float(value.strip('%'))
-    else:
-        d = dict.fromkeys(d, fill_value)
-    assert len(d) == 17, 'Problem parsing dictionary'
-    return d
-
-
-def decode(df):
-    """
-    When we query from db, some values are not as we like them,
-    e.g. type: 'other-agriculture' should just be 'other'.
-    """
-    # read in decoder file 
-    converters = {'column_name': str,
-                  'in_database': str,
-                  'in_aqbench': str,}
-    decode_df = read_csv_to_df(resources_dir+decode_file,
-                               converters=converters)
-    # which column?
-    col = df.columns[0]
-    decode_df = decode_df[decode_df['column_name']==col]
-    # what datatype?
-    dtype = type(df[col][0])
-    # replace
-    for idx, row in decode_df.iterrows():
-        df.replace(dtype(row['in_database']), row['in_aqbench'],
-                   inplace=True)
-    return df
-
-
 def read_csv_to_df(filename, converters=None):
     """
     Read a given csv file to data frame. Exit program if anything goes
@@ -91,7 +28,7 @@ def read_csv_to_df(filename, converters=None):
         df = pd.read_csv(filename, converters=converters)
         return df
     except Exception as exc:
-        logging.error(f'Error reading csv file {filename}')
+        # logging.error(f'Error reading csv file {filename}')
         print(exc)
         exit()
 
@@ -104,51 +41,10 @@ def read_pkl_to_df(filename):
         df = pd.read_pickle(filename)
         return df
     except Exception as exc:
-        logging.error(f'Error reading pickle {filename}')
-        print(exc)
-
-
-def query_db(query):
-    """
-    Returns a pandas dataframe with the queried data
-    """
-    # database access imports
-    from dataset_dbaccess import db_user, db_password, \
-                                 db_host, db_port, db_name
-
-    # connector imports
-    import psycopg2
-    import pandas.io.sql as sqlio
-
-    try:
-        connection = psycopg2.connect(user=db_user,
-                                      password=db_password,
-                                      host=db_host,
-                                      port=db_port,
-                                      database=db_name)
-        data = sqlio.read_sql_query(query, connection)
-        return data
-    except Exception as exc:
-        logging.error(f'Database query {query} failed')
+        # logging.error(f'Error reading pickle {filename}')
         print(exc)
 
 
-def query_url_to_json(query):
-    """
-    return a json structure with queried data
-    """
-    import urllib.request
-    import urllib
-
-    try:
-        with urllib.request.urlopen(query) as rq:
-            data_raw = rq.read().decode()
-            data_json = json.loads(data_raw)
-            return data_json
-    except Exception as exc:
-        print('No data for one station', exc)
-
-
 def save_data_to_file(df, filename):
     """
     Save data frame to pickle or csv
@@ -156,161 +52,19 @@ def save_data_to_file(df, filename):
     try:
         if filename.endswith('pkl'):
             df.to_pickle(filename)
-            logging.info(f'Data saved to pickle {filename}')
+            # logging.info(f'Data saved to pickle {filename}')
         elif filename.endswith('csv'):
             df.to_csv(filename, index=False)
-            logging.info(f'Data saved to csv {filename}')
+            # logging.info(f'Data saved to csv {filename}')
 
     except Exception as exc:
-        logging.warning(f'Could not write file {filename}')
+        # logging.warning(f'Could not write file {filename}')
         print(exc)
 
 
-def info_series_id(seriesid):
-    """
-    Helper function for station groups. They are given as parameter series
-    ids, but we also need the station id and the network.
-    """
-    query = f"""
-        SELECT
-          numid,
-          TRIM(network_name) AS network_name 
-        FROM stations
-        INNER JOIN parameter_series
-        ON parameter_series.station_numid = stations.numid
-        WHERE parameter_series.id = {seriesid};
-        """
-    result = query_db(query)
-    assert len(result) == 1, f'ambiguous station id for seriesid {seriesid}' 
-
-    stationid = int(result['numid'][0])
-    network = str(result['network_name'][0])
-
-    return {'stationid': stationid, 'network': network}
-
-
-def update_olgas_list(orig_file, new_file):
-    """
-    This function will run only once.
-    We have Olgas list, but we need it in our own format
-    """
-    # read in olgas list
-    orig_df = read_csv_to_df(orig_file)
-
-    # initialize member for row comparison and output rows
-    previous_members = None
-    stationid_list = []
-    network_list = []
-    seriesid_list = []
-
-    for idx, row in orig_df.iterrows():
-        # for tracking
-        print(f'Processing row {idx+1} of {len(orig_df)}')
-        # read members to list
-        members = eval(row['members'].replace(';', ','))
-
-        if members != previous_members:
-            # find all needed info
-            stationids = [info_series_id(sid)['stationid']
-                              for sid in members]
-            networks = [info_series_id(sid)['network']
-                              for sid in members]
-            seriesids = members
-
-            # append to lists
-            stationid_list.append(str(stationids))
-            network_list.append(str(networks))
-            seriesid_list.append(str(seriesids))
-
-            # for comparison
-            previous_members = members
-
-            # for tracking
-            print(idx, stationids, networks, seriesids)
-
-    final_df = pd.DataFrame()
-    final_df['station_ids'] = stationid_list
-    final_df['networks'] = network_list
-    final_df['series_ids'] = seriesid_list
-    final_df.to_csv(new_file, index=True, index_label='group_index')
-
-
-def row_ranking(row_in):
-    """
-    This ranking helps to sort out duplicate stations.
-
-    The ranking is obtained like this:
-      - Initial ranking is 10
-      - For missing mean ozone, 5 points are substracted
-      - For missing ozone_w90, another 5 points are substracted
-      - for unknown 'type' or 'type of area', one point is substracted
-    """
-    
-    ranking = 10
-    
-    for idx, row in row_in.iterrows():
-        
-        if row['o3_average_values'] == -999:
-            ranking -= 5
-        if row['o3_w90'] == -999:
-            ranking -= 5
-        if row['type'] == 'unknown':
-            ranking -= 1
-        if row['type_of_area'] == 'unknown':
-            ranking -= 1
-
-    return ranking
-
-
-def drop_duplicate_stations(data):
-    """
-    input: dataframe containing the AQ-bench dataset, station groups file
-    we go through every group, make a ranking, drop the one(s) with lowest
-    """
-    # package for max element
-    import operator
-
-    # read station groups
-    station_groups = pd.read_csv(resources_dir+station_groups_file)
-
-    # iterate through all groups
-    for group_idx, group_row in station_groups.iterrows():
-        ranking_list = []
-        station_ids = eval(group_row['station_ids'])
-
-        for station_id in station_ids:
-            AQbench_row = data[data['id'] == station_id]
-            assert len(AQbench_row) <= 1, 'station id unclear'
-            ranking_list.append(row_ranking(AQbench_row))
-
-        # find index with highest ranking
-        favourite_station_index, _ = max(enumerate(ranking_list),
-                                         key=operator.itemgetter(1))
-        # drop the others
-        station_ids.pop(favourite_station_index)
-        drop_list = station_ids
-
-        # print(len(data))
-        for _, drop_id in enumerate(drop_list):
-            data = data[data['id'] != drop_id]
-        # print(len(data))
-
-        # print('station ids:', group_row['station_ids'])
-        # print('ranking:', ranking_list)
-        # print('dropped:', drop_list)
-    return data
-
-
 if __name__ == '__main__':
     """
     Tryouts
     """
-    # ranking
-    data = pd.read_csv(resources_dir+AQbench_dataset_file)
-    data = drop_duplicate_stations(data)
-    pdb.set_trace()
+    pass
 
-    # improve olgas list
-    original_file = resources_dir + olgas_file
-    new_file = resources_dir + station_groups_file
-    update_olgas_list(original_file, new_file)
diff --git a/test/test_dataset_retrieval.csv b/test/test_dataset_retrieval.csv
deleted file mode 100644
index a4fbad3eed091404677fd036948424d2cb265687..0000000000000000000000000000000000000000
--- a/test/test_dataset_retrieval.csv
+++ /dev/null
@@ -1,2 +0,0 @@
-id,country,htap_region,climatic_zone,lon,lat,alt,relative_alt,type,type_of_area,water_25km,evergreen_needleleaf_forest_25km,evergreen_broadleaf_forest_25km,deciduous_needleleaf_forest_25km,deciduous_broadleaf_forest_25km,mixed_forest_25km,closed_shrublands_25km,open_shrublands_25km,woody_savannas_25km,savannas_25km,grasslands_25km,permanent_wetlands_25km,croplands_25km,urban_and_built-up_25km,cropland-natural_vegetation_mosaic_25km,snow_and_ice_25km,barren_or_sparsely_vegetated_25km,wheat_production,rice_production,nox_emissions,no2_column,population_density,max_population_density_5km,max_population_density_25km,nightlight_1km,nightlight_5km,max_nightlight_25km,o3_average_values,o3_daytime_avg,o3_nighttime_avg,o3_median,o3_perc25,o3_perc75,o3_perc90,o3_perc98,o3_dma8eu,o3_avgdma8epax,o3_drmdmax1h,o3_w90,o3_aot40,o3_nvgt070,o3_nvgt100,nox_average_values,nox_median,nox_perc05,nox_perc10,nox_perc25,nox_perc75,nox_perc90,nox_perc95,nox_perc98,pm2.5_average_values,pm2.5_median,pm2.5_perc05,pm2.5_perc10,pm2.5_perc25,pm2.5_perc75,pm2.5_perc90,pm2.5_perc95,pm2.5_perc98
-3336,Germany,EUR,cool_moist,8.30821,54.92497,12,3,background,rural,86.1,0,0,0,0,0,0,0,0,0,4.8,1.8,4.6,0,1.1,0,0,0,0,0.672115,2.27,953,953,1017,46,20.73,56,33.405,34.7121,32.1032,35.3825,25.9166,41.2871,46.4399,54.8468,53.5738,38.8078,50.7704,86.1266,10197.4742,2,0,-999,-999,-999,-999,-999,-999,-999,-999,-999,-999,-999,-999,-999,-999,-999,-999,-999,-999
diff --git a/test/test_dataset_retrieval.py b/test/test_dataset_retrieval.py
deleted file mode 100644
index 853c03fa406cbe3eb9285155bd904ee023aad9f0..0000000000000000000000000000000000000000
--- a/test/test_dataset_retrieval.py
+++ /dev/null
@@ -1,68 +0,0 @@
-"""
-Test retrieval
-
-Authors: Timo Stomberg, Clara Betancourt
-Date: 14 July 2020
-
-run with:
- python -m pytest test_dataset_retrieval.py
-
-"""
-
-import pytest
-
-from source.utils import read_csv_to_df
-from source.dataset_retrieval import AQbench
-from source.settings import resources_dir
-
-import pandas as pd
-import os
-import glob
-
-from source.settings import *
-
-def test_retrieval_minimal_example():
-    """
-    We decided to write one minimal example:
-     - we create test_retrieval_data.csv and test_retrieval_database.csv
-     - test_retrieval_database.csv comes from the TOAR database and is manually
-    adjusted
-     - we assert that Retrieval gets the correct data from the toar database.
-    """
-    # directories for test retrieval
-    data_dir = '../test/'
-
-    # files for test and expected data
-    test_data_file = 'AQbench.csv'
-    expected_data_file = 'test_dataset_retrieval.csv'
-
-    # AQbench instance
-    aqbench = AQbench(data_dir, resources_dir, n=1)
-
-    # read column info
-    aqbench.prepare_col_info()
-
-    # initialize data
-    aqbench.initialize_data()
-
-    # obtain data
-    aqbench.get_metadata()
-    aqbench.get_seriesid()
-    aqbench.get_metrics()
-
-    # finally
-    aqbench.finalize()
-
-    # test
-    test_data = read_csv_to_df(test_data_file)
-    expected_data = read_csv_to_df(expected_data_file)
-    pd.testing.assert_frame_equal(test_data, expected_data, check_dtype=False)
-
-    # remove the downloaded files
-    os.remove(test_data_file)
-    for picklefile in glob.glob('*.pkl'):
-        os.remove(picklefile)
-
-
-if __name__ == '__main__':
-    test_retrieval_minimal_example()
diff --git a/test/test_dataset_sanitycheck.py b/test/test_dataset_sanitycheck.py
deleted file mode 100644
index ea3b70234bf4e13dd470cad8d71ce8a4cb47d78c..0000000000000000000000000000000000000000
--- a/test/test_dataset_sanitycheck.py
+++ /dev/null
@@ -1,41 +0,0 @@
-"""
-Test sanity check
-
-Authors: Timo Stomberg, Clara Betancourt
-Date: 13 July 2020 
-
-run with:
- python -m pytest test_dataset_sanitycheck.py
-
-"""
-
-import pytest
-from source.dataset_sanitycheck import SanCheck
-
-
-def test_dataset_sanitycheck_minimal_example():
-    """
-    We decided to write one minimal example:
-     - we create test_sanitycheck_variables.csv and test_sanitycheck_data.csv
-     - We 'hide' faulty values in test_AQbench.csv
-     - we assert that SanCheck finds the faulty values
-    """
-    resources_path = 'test_dataset_sanitycheck_variables.csv'
-    data_path = 'test_dataset_sanitycheck_data.csv'
-
-    expected_output = {'lon': [[1003, -30.12]],
-                       'lat': [[1004, 58.35]],
-                       'a': [[1005, 'String United States of America too long']],
-                       'b': [[1006, 0]],
-                       'c': [[1007, 135.24]]}
-    
-    sancheck = SanCheck(resources_path, data_path)
-    sancheck.read_datasets()
-    sancheck.sanity_check()
-
-    assert sancheck.list_false == expected_output
-
-
-if __name__ == '__main__':
-    test_dataset_sanitycheck_minimal_example()
-
diff --git a/test/test_dataset_sanitycheck_data.csv b/test/test_dataset_sanitycheck_data.csv
deleted file mode 100644
index 901fb98d2c3543ab697345c06d522222d9a62def..0000000000000000000000000000000000000000
--- a/test/test_dataset_sanitycheck_data.csv
+++ /dev/null
@@ -1,9 +0,0 @@
-id,country,lon,lat,a,b,c
-1001,Italy,12.49,41.91,String Italy,2,20.46
-1002,Germany,8.3,54.92,String Germany,3,30.85
-1003,Germany,-30.12,54.92,String Germany,4,40.87
-1004,Japan,141.82,58.35,String Japan,5,50.36
-1005,United States of America,-123.46,19.53,String United States of America too long,6,60.37
-1006,Japan,141.82,39.03,String Japan,0,70.57
-1007,France,0.14,42.93,String France,8,135.24
-1008,-999,-999,-999,-999,-999,-999
diff --git a/test/test_dataset_sanitycheck_variables.csv b/test/test_dataset_sanitycheck_variables.csv
deleted file mode 100644
index 06beca856fbd6956ab0d8738d4095b2f6b28a7ef..0000000000000000000000000000000000000000
--- a/test/test_dataset_sanitycheck_variables.csv
+++ /dev/null
@@ -1,7 +0,0 @@
-column_name,data_type,fill_value,sanity_check
-country,str,-999,len(x) >= 1 and len(x) <=30
-lon,float,-999,(country == 'Germany' and x >= 5. and x <= 17.) or (country == 'United States of America' and x >= -130. and x <= -64.) or (country != 'Germany' and country != 'United States of America' and x >= -180. and x <= 180.) 
-lat,float,-999,(country == 'Japan' and x >= 19. and x <= 47.) or (country == 'France' and x >= 40. and x <= 53.) or (country != 'Japan' and country != 'France' and x >= -90. and x <= 90.) 
-a,str,-999,len(x) >= 1 and len(x) <=30
-b,int,-999,x >= 1 and x <= 10
-c,float,-999,x >= 1. and x <= 100.
diff --git a/test/test_mapping.py b/test/test_mapping.py
deleted file mode 100644
index 723d8376bb4647473d5c9f6cf53777f7c7467caf..0000000000000000000000000000000000000000
--- a/test/test_mapping.py
+++ /dev/null
@@ -1,56 +0,0 @@
-"""
-Test sanity check
-
-Authors: Timo Stomberg
-Date: 21 July 2020
-
-run with:
- python -m pytest test_mapping.py
-
-"""
-
-import pytest
-from source.mapping_sklearn import Mapping
-
-# utils etc
-from source.utils import read_csv_to_df
-from mapping_data import Data
-
-# settings
-from settings import resources_dir, \
-                     AQbench_dataset_file, AQbench_variables_file
-
-
-def test_mapping():
-    """
-    We assert that in Mapping, mean squared error is similar for NN built with Sklearn
-    and NN built with Tensorflow.
-    """
-    # read in data, state info
-    data = read_csv_to_df(resources_dir+AQbench_dataset_file)
-    info = read_csv_to_df(resources_dir+AQbench_variables_file)
-    target_column = 'o3_average_values'
-
-    # test
-    data = Data(frac_train=0.6, random_state=0, scaling='robust',
-                target='o3_average_values')
-
-    # ... MISSING ...
-    """
-    print("\n--- Test ---")
-    print("SK Train:", mapping_sk.mse_train)
-    print("TF Train:", mapping_tf.mse_train)
-    print("\nSK Test:", mapping_sk.mse_test)
-    print("TF Test:", mapping_tf.mse_test)
-    print("\nRelative Deviation Train / %:",
-          (mapping_sk.mse_train - mapping_tf.mse_train) / mapping_sk.mse_train * 100)
-    print("Relative Deviation Test / %:",
-          (mapping_sk.mse_test - mapping_tf.mse_test) / mapping_sk.mse_test * 100)
-
-    assert (mapping_sk.mse_train - mapping_tf.mse_train) / mapping_sk.mse_train * 100 <= 80
-    assert (mapping_sk.mse_test - mapping_tf.mse_test) / mapping_sk.mse_test * 100 <= 80
-    """
-
-if __name__ == '__main__':
-    test_mapping()
-
diff --git a/test/test_utils.py b/test/test_utils.py
deleted file mode 100644
index 9a2e5a0f1372a652688505a1a526fd16d83dab47..0000000000000000000000000000000000000000
--- a/test/test_utils.py
+++ /dev/null
@@ -1,142 +0,0 @@
-"""
-Test helper functions
-
-Authors: Clara Betancourt, Scarlet Stadtler
-Date: 19.06.2020
-
-run with:
- python -m pytest test_utils.py
-
-"""
-
-import pytest
-from source.utils import *
-# import pdb
-
-
-def test_string_to_dict_non_string_argument():
-    # Test if TypeError is raised when we pass a non string varible
-    # This test is passed, because the function is smart enough to
-    # raise a TypeError!
-    with pytest.raises(TypeError):
-        string_to_dict(10)
-
-
-def test_string_to_dict_minimal_example():
-    # Test minimal example
-    example_input = 'Water: 98.2 %'
-    expected_output = {'water_25km': 98.2,
-                       'evergreen_needleleaf_forest_25km': 0.0,
-                       'evergreen_broadleaf_forest_25km': 0.0,
-                       'deciduous_needleleaf_forest_25km': 0.0,
-                       'deciduous_broadleaf_forest_25km': 0.0,
-                       'mixed_forest_25km': 0.0,
-                       'closed_shrublands_25km': 0.0,
-                       'open_shrublands_25km': 0.0,
-                       'woody_savannas_25km': 0.0,
-                       'savannas_25km': 0.0,
-                       'grasslands_25km': 0.0,
-                       'permanent_wetlands_25km': 0.0,
-                       'croplands_25km': 0.0,
-                       'urban_and_built-up_25km': 0.0,
-                       'cropland-natural_vegetation_mosaic_25km': 0.0,
-                       'snow_and_ice_25km': 0.0,
-                       'barren_or_sparsely_vegetated_25km': 0.0}
-    assert string_to_dict(example_input) == expected_output
-
-
-def test_string_to_dict_missing_value():
-    # Test missing value
-    example_input_list = ['', 'unknown']
-    expected_output = {'water_25km': -999,
-                       'evergreen_needleleaf_forest_25km': -999,
-                       'evergreen_broadleaf_forest_25km': -999,
-                       'deciduous_needleleaf_forest_25km': -999,
-                       'deciduous_broadleaf_forest_25km': -999,
-                       'mixed_forest_25km': -999,
-                       'closed_shrublands_25km': -999,
-                       'open_shrublands_25km': -999,
-                       'woody_savannas_25km': -999,
-                       'savannas_25km': -999,
-                       'grasslands_25km': -999,
-                       'permanent_wetlands_25km': -999,
-                       'croplands_25km': -999,
-                       'urban_and_built-up_25km': -999,
-                       'cropland-natural_vegetation_mosaic_25km': -999,
-                       'snow_and_ice_25km': -999,
-                       'barren_or_sparsely_vegetated_25km': -999}
-
-    for example_input in example_input_list:
-        assert string_to_dict(example_input) == expected_output
-
-
-def test_string_to_dict_crash():
-    example_input = 'Closed shrublends: 50%'
-    with pytest.raises(AssertionError):
-        string_to_dict(example_input)
-
-
-def test_info_series_id():
-    example_input = 23884
-    expected_output = {'stationid': 7706, 'network': 'AIRBASE'}
-    assert info_series_id(example_input) == expected_output
-    print('huhu')
-
-
-def test_update_olgas_list():
-    """
-    I did this manually, by checking if the list was updated correctly.
-    [28710; 24281; 25672; 21905],2,PUY,OTHER,... was converted to
-    station_ids
-    [15069, 8363, 13312, 4561]
-    networks
-    ['OTHER', 'AIRBASE', 'EMEP', 'GAW']
-    series_ids
-    [28710, 24281, 25672, 21905]
-    which is correct.
-    """
-    pass
-
-
-def test_row_ranking():
-    example_input_1 = {'o3_average_values': [123],
-                       'o3_w90': [456],
-                       'type': ['something'],
-                       'type_of_area': ['something_else']}
-    example_input_1 = pd.DataFrame.from_dict(example_input_1)
-    expected_output_1 = 10
-
-    example_input_2 = {'o3_average_values': [-999],
-                       'o3_w90': [-999],
-                       'type': ['unknown'],
-                       'type_of_area': ['unknown']}
-    example_input_2 = pd.DataFrame.from_dict(example_input_2)
-    expected_output_2 = -2
-
-    assert row_ranking(example_input_1) == expected_output_1
-    assert row_ranking(example_input_2) == expected_output_2
-
-
-def test_drop_dulicate_stations():
-    """
-    I did this manually, by checking if the right station was dropped in a
-    group.
-    The group I chose:
-    station ids [5147, 5149]
-    row ranking rankings: [0, 10]
-    -> 5147 should be dropped.
-    checking...
-    it is dropped.
-    -> 5149 should still be there
-    checking...
-    it is still there.
-    manual test passed ;)
-    """
-    pass
-
-
-if __name__ == '__main__':
-    """
-    For development
-    """
-    pass