From 3d4d32de73ae388909ec3ca8abb39c12f6fb95ef Mon Sep 17 00:00:00 2001 From: gong1 <b.gong@fz-juelich.de> Date: Sat, 5 Feb 2022 01:43:31 +0100 Subject: [PATCH] upload jupyter notebook for GMD plots --- Jupyter_Notebooks/plots_GMD.ipynb | 2579 +++++++++++++++++++++++++++++ 1 file changed, 2579 insertions(+) create mode 100644 Jupyter_Notebooks/plots_GMD.ipynb diff --git a/Jupyter_Notebooks/plots_GMD.ipynb b/Jupyter_Notebooks/plots_GMD.ipynb new file mode 100644 index 00000000..585e0afd --- /dev/null +++ b/Jupyter_Notebooks/plots_GMD.ipynb @@ -0,0 +1,2579 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "intense-memorabilia", + "metadata": {}, + "outputs": [], + "source": [ + "import os,sys\n", + "import xarray as xr\n", + "import time\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "# from mpl_toolkits.basemap import Basemap, cm\n", + "from datetime import datetime\n", + "import glob\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "exceptional-sending", + "metadata": {}, + "outputs": [], + "source": [ + "prefix = '/p/project/deepacf/deeprain/video_prediction_shared_folder/results/era5-Y2007-2019M01to12-92x56-3840N0000E-2t_tcc_t_850/convLSTM/20210712T104840_gong1_convLSTM_cv11_epoch20'\n", + "filename = 'evaluation_metrics.nc'\n", + "filepath = os.path.join(prefix,filename)\n", + "with xr.open_dataset(filepath) as dfiles:\n", + " mse_persi1 = np.array(dfiles['2t_persistence_mse_bootstrapped'][:])\n", + " mse_conv1 = np.array(dfiles['2t_convLSTM_mse_bootstrapped'][:])\n", + " acc_persi1 = np.array(dfiles['2t_persistence_acc_bootstrapped'][:])\n", + " acc_conv1 = np.array(dfiles['2t_convLSTM_acc_bootstrapped'][:]) \n", + " ssim_persi1 = np.array(dfiles['2t_persistence_ssim_bootstrapped'][:])\n", + " ssim_conv1 = np.array(dfiles['2t_convLSTM_ssim_bootstrapped'][:])\n", + " texture_persi1 = np.array(dfiles['2t_persistence_texture_bootstrapped'][:])\n", + " texture_conv1 = np.array(dfiles['2t_convLSTM_texture_bootstrapped'][:])\n", + "\n", + "prefix = '/p/project/deepacf/deeprain/video_prediction_shared_folder/results/era5-Y2007-2019M01to12-92x56-3840N0000E-2t_tcc_t_850/convLSTM/20210709T225929_gong1_convLSTM_epoch20'\n", + "filename = 'evaluation_metrics.nc'\n", + "filepath = os.path.join(prefix,filename)\n", + "with xr.open_dataset(filepath) as dfiles:\n", + " mse_persi2 = np.array(dfiles['2t_persistence_mse_bootstrapped'][:])\n", + " mse_conv2 = np.array(dfiles['2t_convLSTM_mse_bootstrapped'][:])\n", + " acc_persi2 = np.array(dfiles['2t_persistence_acc_bootstrapped'][:])\n", + " acc_conv2 = np.array(dfiles['2t_convLSTM_acc_bootstrapped'][:]) \n", + " ssim_persi2 = np.array(dfiles['2t_persistence_ssim_bootstrapped'][:])\n", + " ssim_conv2 = np.array(dfiles['2t_convLSTM_ssim_bootstrapped'][:])\n", + " texture_persi2 = np.array(dfiles['2t_persistence_texture_bootstrapped'][:])\n", + " texture_conv2 = np.array(dfiles['2t_convLSTM_texture_bootstrapped'][:])\n", + " \n", + "prefix = '/p/project/deepacf/deeprain/video_prediction_shared_folder/results/era5-Y2007-2019M01to12-92x56-3840N0000E-2t_tcc_t_850/convLSTM/20210712T110410_gong1_convLSTM_cv13_epoch20'\n", + "filename = 'evaluation_metrics.nc'\n", + "filepath = os.path.join(prefix,filename)\n", + "with xr.open_dataset(filepath) as dfiles:\n", + " mse_persi3 = np.array(dfiles['2t_persistence_mse_bootstrapped'][:])\n", + " mse_conv3 = np.array(dfiles['2t_convLSTM_mse_bootstrapped'][:])\n", + " acc_persi3 = np.array(dfiles['2t_persistence_acc_bootstrapped'][:])\n", + " acc_conv3 = np.array(dfiles['2t_convLSTM_acc_bootstrapped'][:]) \n", + " ssim_persi3 = np.array(dfiles['2t_persistence_ssim_bootstrapped'][:])\n", + " ssim_conv3 = np.array(dfiles['2t_convLSTM_ssim_bootstrapped'][:])\n", + " texture_persi3 = np.array(dfiles['2t_persistence_texture_bootstrapped'][:])\n", + " texture_conv3 = np.array(dfiles['2t_convLSTM_texture_bootstrapped'][:])" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "offensive-diary", + "metadata": {}, + "outputs": [], + "source": [ + "prefix = '/p/project/deepacf/deeprain/video_prediction_shared_folder/results/era5-Y2007-2019M01to12-92x56-3840N0000E-2t_tcc_t_850/savp/20210709T224456_gong1_savp_cv11_best_model'\n", + "filename = 'evaluation_metrics.nc'\n", + "filepath = os.path.join(prefix,filename)\n", + "with xr.open_dataset(filepath) as dfiles:\n", + " mse_savp1 = np.array(dfiles['2t_savp_mse_bootstrapped'][:])\n", + " acc_savp1 = np.array(dfiles['2t_savp_acc_bootstrapped'][:])\n", + " ssim_savp1 = np.array(dfiles['2t_savp_ssim_bootstrapped'][:])\n", + " texture_savp1 = np.array(dfiles['2t_savp_texture_bootstrapped'][:])\n", + " \n", + "prefix = '/p/project/deepacf/deeprain/video_prediction_shared_folder/results/era5-Y2007-2019M01to12-92x56-3840N0000E-2t_tcc_t_850/savp/20210901T090059_gong1_savp_cv12/'\n", + "filename = 'evaluation_metrics.nc'\n", + "filepath = os.path.join(prefix,filename)\n", + "with xr.open_dataset(filepath) as dfiles:\n", + " mse_savp2 = np.array(dfiles['2t_savp_mse_bootstrapped'][:])\n", + " acc_savp2 = np.array(dfiles['2t_savp_acc_bootstrapped'][:])\n", + " ssim_savp2 = np.array(dfiles['2t_savp_ssim_bootstrapped'][:])\n", + " texture_savp2 = np.array(dfiles['2t_savp_texture_bootstrapped'][:])\n", + " \n", + "prefix = '/p/project/deepacf/deeprain/video_prediction_shared_folder/results/era5-Y2007-2019M01to12-92x56-3840N0000E-2t_tcc_t_850/savp/20210709T225131_gong1_savp_cv13_best_model'\n", + "filename = 'evaluation_metrics.nc'\n", + "filepath = os.path.join(prefix,filename)\n", + "with xr.open_dataset(filepath) as dfiles:\n", + " mse_savp3 = np.array(dfiles['2t_savp_mse_bootstrapped'][:])\n", + " acc_savp3 = np.array(dfiles['2t_savp_acc_bootstrapped'][:])\n", + " ssim_savp3 = np.array(dfiles['2t_savp_ssim_bootstrapped'][:])\n", + " texture_savp3 = np.array(dfiles['2t_savp_texture_bootstrapped'][:])" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "dangerous-vocabulary", + "metadata": {}, + "outputs": [], + "source": [ + "leadtimelist = ['leadhour1','leadhour2','leadhour3','leadhour4','leadhour5','leadhour6', \\\n", + " 'leadhour7','leadhour8','leadhour9','leadhour10','leadhour11','leadhour12']\n", + "n_leadtime = len(leadtimelist)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "polished-recruitment", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 576x432 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(8,6))\n", + "ax = fig.add_axes([0.1,0.1,0.8,0.8])\n", + "\n", + "# # plt.boxplot(mse_persi1,positions=np.arange(1,n_leadtime+1),\n", + "# # medianprops={'color':'r'},capprops={'color':'r'},boxprops={'color':'r'},showfliers=False) \n", + "# score_plot = np.nanquantile(mse_persi1,0.5,axis=0)\n", + "# plt.plot(np.arange(1,1+n_leadtime),score_plot,label='persi1',color='r',marker='X',markeredgecolor='k',linewidth=1.2)\n", + "\n", + "# # plt.boxplot(mse_persi2,positions=np.arange(1,n_leadtime+1),\n", + "# # medianprops={'color':'g'},capprops={'color':'g'},boxprops={'color':'g'},showfliers=False) \n", + "# score_plot = np.nanquantile(mse_persi2,0.5,axis=0)\n", + "# plt.plot(np.arange(1,1+n_leadtime),score_plot,label='persi2',color='g',marker='P',markeredgecolor='k',linewidth=1.2)\n", + "\n", + "# # plt.boxplot(mse_persi3,positions=np.arange(1,n_leadtime+1),\n", + "# # medianprops={'color':'b'},capprops={'color':'b'},boxprops={'color':'b'},showfliers=False) \n", + "# score_plot = np.nanquantile(mse_persi3,0.5,axis=0)\n", + "# plt.plot(np.arange(1,1+n_leadtime),score_plot,label='persi3',color='b',marker='D',markeredgecolor='k',linewidth=1.2)\n", + "\n", + "# convLSTM\n", + "# plt.boxplot(mse_conv1,positions=np.arange(1,n_leadtime+1),\n", + "# medianprops={'color':'r'},capprops={'color':'r'},boxprops={'color':'r'},showfliers=False) \n", + "score_plot = np.nanquantile(texture_conv1,0.5,axis=0)\n", + "plt.plot(np.arange(1,1+n_leadtime),score_plot,label='ConvLSTM_cv1',color='r',marker='X',markeredgecolor='k',linewidth=1.2)\n", + "plt.fill_between(np.arange(1,1+n_leadtime), \n", + " np.nanquantile(texture_conv1,0.95,axis=0), \n", + " np.nanquantile(texture_conv1,0.05,axis=0), color='r',alpha=0.2)\n", + "\n", + "# plt.boxplot(mse_conv2,positions=np.arange(1,n_leadtime+1),\n", + "# medianprops={'color':'g'},capprops={'color':'g'},boxprops={'color':'g'},showfliers=False) \n", + "score_plot = np.nanquantile(texture_conv2,0.5,axis=0)\n", + "plt.plot(np.arange(1,1+n_leadtime),score_plot,label='ConvLSTM_cv2',color='g',marker='X',markeredgecolor='k',linewidth=1.2)\n", + "plt.fill_between(np.arange(1,1+n_leadtime), \n", + " np.nanquantile(texture_conv2,0.95,axis=0), \n", + " np.nanquantile(texture_conv2,0.05,axis=0), color='g',alpha=0.2)\n", + "\n", + "# plt.boxplot(mse_conv3,positions=np.arange(1,n_leadtime+1),\n", + "# medianprops={'color':'b'},capprops={'color':'b'},boxprops={'color':'b'},showfliers=False) \n", + "score_plot = np.nanquantile(texture_conv3,0.5,axis=0)\n", + "plt.plot(np.arange(1,1+n_leadtime),score_plot,label='ConvLSTM_cv3',color='b',marker='X',markeredgecolor='k',linewidth=1.2)\n", + "plt.fill_between(np.arange(1,1+n_leadtime), \n", + " np.nanquantile(texture_conv3,0.95,axis=0), \n", + " np.nanquantile(texture_conv3,0.05,axis=0), color='b',alpha=0.2)\n", + "\n", + "# savp\n", + "# plt.boxplot(mse_savp1,positions=np.arange(1,n_leadtime+1),\n", + "# medianprops={'color':'r'},capprops={'color':'r'},boxprops={'color':'r'},showfliers=False) \n", + "score_plot = np.nanquantile(texture_savp1,0.5,axis=0)\n", + "plt.plot(np.arange(1,1+n_leadtime),score_plot,label='SAVP_cv1',color='r',marker='P',markeredgecolor='k',linewidth=1.2)\n", + "plt.fill_between(np.arange(1,1+n_leadtime), \n", + " np.nanquantile(texture_savp1,0.95,axis=0), \n", + " np.nanquantile(texture_savp1,0.05,axis=0), color='r',alpha=0.2)\n", + "\n", + "# plt.boxplot(mse_savp2,positions=np.arange(1,n_leadtime+1),\n", + "# medianprops={'color':'g'},capprops={'color':'g'},boxprops={'color':'g'},showfliers=False) \n", + "score_plot = np.nanquantile(texture_savp2,0.5,axis=0)\n", + "plt.plot(np.arange(1,1+n_leadtime),score_plot,label='SAVP_cv2',color='g',marker='P',markeredgecolor='k',linewidth=1.2)\n", + "plt.fill_between(np.arange(1,1+n_leadtime), \n", + " np.nanquantile(texture_savp2,0.95,axis=0), \n", + " np.nanquantile(texture_savp2,0.05,axis=0), color='g',alpha=0.2)\n", + "\n", + "# plt.boxplot(mse_savp3,positions=np.arange(1,n_leadtime+1),\n", + "# medianprops={'color':'b'},capprops={'color':'b'},boxprops={'color':'b'},showfliers=False) \n", + "score_plot = np.nanquantile(texture_savp3,0.5,axis=0)\n", + "plt.plot(np.arange(1,1+n_leadtime),score_plot,label='SAVP_cv3',color='b',marker='P',markeredgecolor='k',linewidth=1.2)\n", + "plt.fill_between(np.arange(1,1+n_leadtime), \n", + " np.nanquantile(texture_savp3,0.95,axis=0), \n", + " np.nanquantile(texture_savp3,0.05,axis=0), color='b',alpha=0.2)\n", + "\n", + "\n", + "plt.yticks(fontsize=16)\n", + "plt.xticks(np.arange(1,13), np.arange(1,13,1), fontsize=16)\n", + "# plt.xticks(np.arange(1,13300,365), np.arange(2010,2019,1), fontsize=16)\n", + "# ax.set_ylim(0.1, 0.3)\n", + "legend = ax.legend(loc='upper right', bbox_to_anchor=(0.96, 0.95), fontsize=14) # 'upper right', bbox_to_anchor=(1.38, 0.8),\n", + "ax.set_xlabel(\"Lead time (hours)\",fontsize=21)\n", + "ax.set_ylabel(\"Ratio of gradient ($r_G$)\",fontsize=21)\n", + "# ax.set_ylabel(\"MSE [$\\mathregular{K^2}$]\",fontsize=18)\n", + "\n", + "prefix = '/p/scratch/deepacf/deeprain/ji4/GMD_figs'\n", + "fig_name = 'texture'\n", + "fig_path = os.path.join(prefix,fig_name)\n", + "plt.savefig(fig_path, bbox_inches=\"tight\")\n", + "plt.show()\n", + "plt.close()" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "fifty-therapy", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 576x432 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(8,6))\n", + "ax = fig.add_axes([0.1,0.1,0.8,0.8])\n", + "\n", + "# plt.boxplot(mse_persi1,positions=np.arange(1,n_leadtime+1),\n", + "# medianprops={'color':'r'},capprops={'color':'r'},boxprops={'color':'r'},showfliers=False) \n", + "data_persi1 = mse_persi1\n", + "score_plot = np.nanquantile(data_persi1,0.5,axis=0)\n", + "plt.plot(np.arange(1,1+n_leadtime),score_plot,label='Persi_cv1',color='r',marker='D',markeredgecolor='k',linewidth=1.2)\n", + "plt.fill_between(np.arange(1,1+n_leadtime), \n", + " np.nanquantile(data_persi1,0.95,axis=0), \n", + " np.nanquantile(data_persi1,0.05,axis=0), color='r',alpha=0.2)\n", + "\n", + "# plt.boxplot(mse_persi2,positions=np.arange(1,n_leadtime+1),\n", + "# medianprops={'color':'g'},capprops={'color':'g'},boxprops={'color':'g'},showfliers=False) \n", + "data_persi2 = mse_persi2\n", + "score_plot = np.nanquantile(data_persi2,0.5,axis=0)\n", + "plt.plot(np.arange(1,1+n_leadtime),score_plot,label='Persi_cv2',color='g',marker='D',markeredgecolor='k',linewidth=1.2)\n", + "plt.fill_between(np.arange(1,1+n_leadtime), \n", + " np.nanquantile(data_persi2,0.95,axis=0), \n", + " np.nanquantile(data_persi2,0.05,axis=0), color='g',alpha=0.2)\n", + "\n", + "# plt.boxplot(mse_persi3,positions=np.arange(1,n_leadtime+1),\n", + "# medianprops={'color':'b'},capprops={'color':'b'},boxprops={'color':'b'},showfliers=False) \n", + "data_persi3 = mse_persi3\n", + "score_plot = np.nanquantile(data_persi3,0.5,axis=0)\n", + "plt.plot(np.arange(1,1+n_leadtime),score_plot,label='Persi_cv3',color='b',marker='D',markeredgecolor='k',linewidth=1.2)\n", + "plt.fill_between(np.arange(1,1+n_leadtime), \n", + " np.nanquantile(data_persi3,0.95,axis=0), \n", + " np.nanquantile(data_persi3,0.05,axis=0), color='g',alpha=0.2)\n", + "\n", + "# convLSTM\n", + "# plt.boxplot(mse_conv1,positions=np.arange(1,n_leadtime+1),\n", + "# medianprops={'color':'r'},capprops={'color':'r'},boxprops={'color':'r'},showfliers=False) \n", + "data_conv1 = mse_conv1\n", + "score_plot = np.nanquantile(data_conv1,0.5,axis=0)\n", + "plt.plot(np.arange(1,1+n_leadtime),score_plot,label='ConvLSTM_cv1',color='r',marker='X',markeredgecolor='k',linewidth=1.2)\n", + "plt.fill_between(np.arange(1,1+n_leadtime), \n", + " np.nanquantile(data_conv1,0.95,axis=0), \n", + " np.nanquantile(data_conv1,0.05,axis=0), color='r',alpha=0.2)\n", + "\n", + "# plt.boxplot(mse_conv2,positions=np.arange(1,n_leadtime+1),\n", + "# medianprops={'color':'g'},capprops={'color':'g'},boxprops={'color':'g'},showfliers=False) \n", + "data_conv2 = mse_conv2\n", + "score_plot = np.nanquantile(data_conv2,0.5,axis=0)\n", + "plt.plot(np.arange(1,1+n_leadtime),score_plot,label='ConvLSTM_cv2',color='g',marker='X',markeredgecolor='k',linewidth=1.2)\n", + "plt.fill_between(np.arange(1,1+n_leadtime), \n", + " np.nanquantile(data_conv2,0.95,axis=0), \n", + " np.nanquantile(data_conv2,0.05,axis=0), color='g',alpha=0.2)\n", + "\n", + "# plt.boxplot(mse_conv3,positions=np.arange(1,n_leadtime+1),\n", + "# medianprops={'color':'b'},capprops={'color':'b'},boxprops={'color':'b'},showfliers=False) \n", + "data_conv3 = mse_conv3\n", + "score_plot = np.nanquantile(data_conv3,0.5,axis=0)\n", + "plt.plot(np.arange(1,1+n_leadtime),score_plot,label='ConvLSTM_cv3',color='b',marker='X',markeredgecolor='k',linewidth=1.2)\n", + "plt.fill_between(np.arange(1,1+n_leadtime), \n", + " np.nanquantile(data_conv3,0.95,axis=0), \n", + " np.nanquantile(data_conv3,0.05,axis=0), color='b',alpha=0.2)\n", + "\n", + "# savp\n", + "# plt.boxplot(mse_savp1,positions=np.arange(1,n_leadtime+1),\n", + "# medianprops={'color':'r'},capprops={'color':'r'},boxprops={'color':'r'},showfliers=False) \n", + "data_savp1 = mse_savp1\n", + "score_plot = np.nanquantile(data_savp1,0.5,axis=0)\n", + "plt.plot(np.arange(1,1+n_leadtime),score_plot,label='SAVP_cv1',color='r',marker='P',markeredgecolor='k',linewidth=1.2)\n", + "plt.fill_between(np.arange(1,1+n_leadtime), \n", + " np.nanquantile(data_savp1,0.95,axis=0), \n", + " np.nanquantile(data_savp1,0.05,axis=0), color='r',alpha=0.2)\n", + "\n", + "# plt.boxplot(mse_savp2,positions=np.arange(1,n_leadtime+1),\n", + "# medianprops={'color':'g'},capprops={'color':'g'},boxprops={'color':'g'},showfliers=False) \n", + "data_savp2 = mse_savp2\n", + "score_plot = np.nanquantile(data_savp2,0.5,axis=0)\n", + "plt.plot(np.arange(1,1+n_leadtime),score_plot,label='SAVP_cv2',color='g',marker='P',markeredgecolor='k',linewidth=1.2)\n", + "plt.fill_between(np.arange(1,1+n_leadtime), \n", + " np.nanquantile(data_savp2,0.95,axis=0), \n", + " np.nanquantile(data_savp2,0.05,axis=0), color='g',alpha=0.2)\n", + "\n", + "# plt.boxplot(mse_savp3,positions=np.arange(1,n_leadtime+1),\n", + "# medianprops={'color':'b'},capprops={'color':'b'},boxprops={'color':'b'},showfliers=False) \n", + "data_savp3 = mse_savp3\n", + "score_plot = np.nanquantile(data_savp3,0.5,axis=0)\n", + "plt.plot(np.arange(1,1+n_leadtime),score_plot,label='SAVP_cv3',color='b',marker='P',markeredgecolor='k',linewidth=1.2)\n", + "plt.fill_between(np.arange(1,1+n_leadtime), \n", + " np.nanquantile(data_savp3,0.95,axis=0), \n", + " np.nanquantile(data_savp3,0.05,axis=0), color='b',alpha=0.2)\n", + "\n", + "\n", + "plt.yticks(fontsize=18)\n", + "plt.xticks(np.arange(1,13), np.arange(1,13,1), fontsize=18)\n", + "# plt.xticks(np.arange(1,13300,365), np.arange(2010,2019,1), fontsize=16)\n", + "# ax.set_ylim(0.1, 0.3)\n", + "legend = ax.legend(loc='upper right', bbox_to_anchor=(1.4, 0.9), fontsize=14) # 'upper right', bbox_to_anchor=(1.38, 0.8),\n", + "ax.set_xlabel(\"Lead time (hours)\",fontsize=21)\n", + "# ax.set_ylabel(\"Ratio of gradient ($r_G$)\",fontsize=21)\n", + "ax.set_ylabel(\"MSE [$\\mathregular{K^2}$]\",fontsize=21)\n", + "\n", + "prefix = '/p/scratch/deepacf/deeprain/ji4/GMD_figs'\n", + "fig_name = 'mse'\n", + "fig_path = os.path.join(prefix,fig_name)\n", + "plt.savefig(fig_path, bbox_inches=\"tight\")\n", + "plt.show()\n", + "plt.close()" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "coupled-dimension", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 576x432 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(8,6))\n", + "ax = fig.add_axes([0.1,0.1,0.8,0.8])\n", + "\n", + "# plt.boxplot(mse_persi1,positions=np.arange(1,n_leadtime+1),\n", + "# medianprops={'color':'r'},capprops={'color':'r'},boxprops={'color':'r'},showfliers=False) \n", + "data_persi1 = acc_persi1\n", + "score_plot = np.nanquantile(data_persi1,0.5,axis=0)\n", + "plt.plot(np.arange(1,1+n_leadtime),score_plot,label='Persi_cv1',color='r',marker='D',markeredgecolor='k',linewidth=1.2)\n", + "plt.fill_between(np.arange(1,1+n_leadtime), \n", + " np.nanquantile(data_persi1,0.95,axis=0), \n", + " np.nanquantile(data_persi1,0.05,axis=0), color='r',alpha=0.2)\n", + "\n", + "# plt.boxplot(mse_persi2,positions=np.arange(1,n_leadtime+1),\n", + "# medianprops={'color':'g'},capprops={'color':'g'},boxprops={'color':'g'},showfliers=False) \n", + "data_persi2 = acc_persi2\n", + "score_plot = np.nanquantile(data_persi2,0.5,axis=0)\n", + "plt.plot(np.arange(1,1+n_leadtime),score_plot,label='Persi_cv2',color='g',marker='D',markeredgecolor='k',linewidth=1.2)\n", + "plt.fill_between(np.arange(1,1+n_leadtime), \n", + " np.nanquantile(data_persi2,0.95,axis=0), \n", + " np.nanquantile(data_persi2,0.05,axis=0), color='g',alpha=0.2)\n", + "\n", + "# plt.boxplot(mse_persi3,positions=np.arange(1,n_leadtime+1),\n", + "# medianprops={'color':'b'},capprops={'color':'b'},boxprops={'color':'b'},showfliers=False) \n", + "data_persi3 = acc_persi3\n", + "score_plot = np.nanquantile(data_persi3,0.5,axis=0)\n", + "plt.plot(np.arange(1,1+n_leadtime),score_plot,label='Persi_cv3',color='b',marker='D',markeredgecolor='k',linewidth=1.2)\n", + "plt.fill_between(np.arange(1,1+n_leadtime), \n", + " np.nanquantile(data_persi3,0.95,axis=0), \n", + " np.nanquantile(data_persi3,0.05,axis=0), color='g',alpha=0.2)\n", + "\n", + "# convLSTM\n", + "# plt.boxplot(mse_conv1,positions=np.arange(1,n_leadtime+1),\n", + "# medianprops={'color':'r'},capprops={'color':'r'},boxprops={'color':'r'},showfliers=False) \n", + "data_conv1 = acc_conv1\n", + "score_plot = np.nanquantile(data_conv1,0.5,axis=0)\n", + "plt.plot(np.arange(1,1+n_leadtime),score_plot,label='ConvLSTM_cv1',color='r',marker='X',markeredgecolor='k',linewidth=1.2)\n", + "plt.fill_between(np.arange(1,1+n_leadtime), \n", + " np.nanquantile(data_conv1,0.95,axis=0), \n", + " np.nanquantile(data_conv1,0.05,axis=0), color='r',alpha=0.2)\n", + "\n", + "# plt.boxplot(mse_conv2,positions=np.arange(1,n_leadtime+1),\n", + "# medianprops={'color':'g'},capprops={'color':'g'},boxprops={'color':'g'},showfliers=False) \n", + "data_conv2 = acc_conv2\n", + "score_plot = np.nanquantile(data_conv2,0.5,axis=0)\n", + "plt.plot(np.arange(1,1+n_leadtime),score_plot,label='ConvLSTM_cv2',color='g',marker='X',markeredgecolor='k',linewidth=1.2)\n", + "plt.fill_between(np.arange(1,1+n_leadtime), \n", + " np.nanquantile(data_conv2,0.95,axis=0), \n", + " np.nanquantile(data_conv2,0.05,axis=0), color='g',alpha=0.2)\n", + "\n", + "# plt.boxplot(mse_conv3,positions=np.arange(1,n_leadtime+1),\n", + "# medianprops={'color':'b'},capprops={'color':'b'},boxprops={'color':'b'},showfliers=False) \n", + "data_conv3 = acc_conv3\n", + "score_plot = np.nanquantile(data_conv3,0.5,axis=0)\n", + "plt.plot(np.arange(1,1+n_leadtime),score_plot,label='ConvLSTM_cv3',color='b',marker='X',markeredgecolor='k',linewidth=1.2)\n", + "plt.fill_between(np.arange(1,1+n_leadtime), \n", + " np.nanquantile(data_conv3,0.95,axis=0), \n", + " np.nanquantile(data_conv3,0.05,axis=0), color='b',alpha=0.2)\n", + "\n", + "# savp\n", + "# plt.boxplot(mse_savp1,positions=np.arange(1,n_leadtime+1),\n", + "# medianprops={'color':'r'},capprops={'color':'r'},boxprops={'color':'r'},showfliers=False) \n", + "data_savp1 = acc_savp1\n", + "score_plot = np.nanquantile(data_savp1,0.5,axis=0)\n", + "plt.plot(np.arange(1,1+n_leadtime),score_plot,label='SAVP_cv1',color='r',marker='P',markeredgecolor='k',linewidth=1.2)\n", + "plt.fill_between(np.arange(1,1+n_leadtime), \n", + " np.nanquantile(data_savp1,0.95,axis=0), \n", + " np.nanquantile(data_savp1,0.05,axis=0), color='r',alpha=0.2)\n", + "\n", + "# plt.boxplot(mse_savp2,positions=np.arange(1,n_leadtime+1),\n", + "# medianprops={'color':'g'},capprops={'color':'g'},boxprops={'color':'g'},showfliers=False) \n", + "data_savp2 = acc_savp2\n", + "score_plot = np.nanquantile(data_savp2,0.5,axis=0)\n", + "plt.plot(np.arange(1,1+n_leadtime),score_plot,label='SAVP_cv2',color='g',marker='P',markeredgecolor='k',linewidth=1.2)\n", + "plt.fill_between(np.arange(1,1+n_leadtime), \n", + " np.nanquantile(data_savp2,0.95,axis=0), \n", + " np.nanquantile(data_savp2,0.05,axis=0), color='g',alpha=0.2)\n", + "\n", + "# plt.boxplot(mse_savp3,positions=np.arange(1,n_leadtime+1),\n", + "# medianprops={'color':'b'},capprops={'color':'b'},boxprops={'color':'b'},showfliers=False) \n", + "data_savp3 = acc_savp3\n", + "score_plot = np.nanquantile(data_savp3,0.5,axis=0)\n", + "plt.plot(np.arange(1,1+n_leadtime),score_plot,label='SAVP_cv3',color='b',marker='P',markeredgecolor='k',linewidth=1.2)\n", + "plt.fill_between(np.arange(1,1+n_leadtime), \n", + " np.nanquantile(data_savp3,0.95,axis=0), \n", + " np.nanquantile(data_savp3,0.05,axis=0), color='b',alpha=0.2)\n", + "\n", + "\n", + "plt.yticks(fontsize=18)\n", + "plt.xticks(np.arange(1,13), np.arange(1,13,1), fontsize=18)\n", + "# plt.xticks(np.arange(1,13300,365), np.arange(2010,2019,1), fontsize=16)\n", + "# ax.set_ylim(0.1, 0.3)\n", + "legend = ax.legend(loc='upper right', bbox_to_anchor=(1.4, 0.9), fontsize=14) # 'upper right', bbox_to_anchor=(1.38, 0.8),\n", + "ax.set_xlabel(\"Lead time (hours)\",fontsize=21)\n", + "# ax.set_ylabel(\"Ratio of gradient ($r_G$)\",fontsize=21)\n", + "# ax.set_ylabel(\"MSE [$\\mathregular{K^2}$]\",fontsize=21)\n", + "ax.set_ylabel(\"ACC\",fontsize=21)\n", + "\n", + "prefix = '/p/scratch/deepacf/deeprain/ji4/GMD_figs'\n", + "fig_name = 'acc'\n", + "fig_path = os.path.join(prefix,fig_name)\n", + "plt.savefig(fig_path, bbox_inches=\"tight\")\n", + "plt.show()\n", + "plt.close()" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "central-frame", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 576x432 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(8,6))\n", + "ax = fig.add_axes([0.1,0.1,0.8,0.8])\n", + "\n", + "# plt.boxplot(mse_persi1,positions=np.arange(1,n_leadtime+1),\n", + "# medianprops={'color':'r'},capprops={'color':'r'},boxprops={'color':'r'},showfliers=False) \n", + "data_persi1 = ssim_persi1\n", + "score_plot = np.nanquantile(data_persi1,0.5,axis=0)\n", + "plt.plot(np.arange(1,1+n_leadtime),score_plot,label='Persi_cv1',color='r',marker='D',markeredgecolor='k',linewidth=1.2)\n", + "plt.fill_between(np.arange(1,1+n_leadtime), \n", + " np.nanquantile(data_persi1,0.95,axis=0), \n", + " np.nanquantile(data_persi1,0.05,axis=0), color='r',alpha=0.2)\n", + "\n", + "# plt.boxplot(mse_persi2,positions=np.arange(1,n_leadtime+1),\n", + "# medianprops={'color':'g'},capprops={'color':'g'},boxprops={'color':'g'},showfliers=False) \n", + "data_persi2 = ssim_persi2\n", + "score_plot = np.nanquantile(data_persi2,0.5,axis=0)\n", + "plt.plot(np.arange(1,1+n_leadtime),score_plot,label='Persi_cv2',color='g',marker='D',markeredgecolor='k',linewidth=1.2)\n", + "plt.fill_between(np.arange(1,1+n_leadtime), \n", + " np.nanquantile(data_persi2,0.95,axis=0), \n", + " np.nanquantile(data_persi2,0.05,axis=0), color='g',alpha=0.2)\n", + "\n", + "# plt.boxplot(mse_persi3,positions=np.arange(1,n_leadtime+1),\n", + "# medianprops={'color':'b'},capprops={'color':'b'},boxprops={'color':'b'},showfliers=False) \n", + "data_persi3 = ssim_persi3\n", + "score_plot = np.nanquantile(data_persi3,0.5,axis=0)\n", + "plt.plot(np.arange(1,1+n_leadtime),score_plot,label='Persi_cv3',color='b',marker='D',markeredgecolor='k',linewidth=1.2)\n", + "plt.fill_between(np.arange(1,1+n_leadtime), \n", + " np.nanquantile(data_persi3,0.95,axis=0), \n", + " np.nanquantile(data_persi3,0.05,axis=0), color='g',alpha=0.2)\n", + "\n", + "# convLSTM\n", + "# plt.boxplot(mse_conv1,positions=np.arange(1,n_leadtime+1),\n", + "# medianprops={'color':'r'},capprops={'color':'r'},boxprops={'color':'r'},showfliers=False) \n", + "data_conv1 = ssim_conv1\n", + "score_plot = np.nanquantile(data_conv1,0.5,axis=0)\n", + "plt.plot(np.arange(1,1+n_leadtime),score_plot,label='ConvLSTM_cv1',color='r',marker='X',markeredgecolor='k',linewidth=1.2)\n", + "plt.fill_between(np.arange(1,1+n_leadtime), \n", + " np.nanquantile(data_conv1,0.95,axis=0), \n", + " np.nanquantile(data_conv1,0.05,axis=0), color='r',alpha=0.2)\n", + "\n", + "# plt.boxplot(mse_conv2,positions=np.arange(1,n_leadtime+1),\n", + "# medianprops={'color':'g'},capprops={'color':'g'},boxprops={'color':'g'},showfliers=False) \n", + "data_conv2 = ssim_conv2\n", + "score_plot = np.nanquantile(data_conv2,0.5,axis=0)\n", + "plt.plot(np.arange(1,1+n_leadtime),score_plot,label='ConvLSTM_cv2',color='g',marker='X',markeredgecolor='k',linewidth=1.2)\n", + "plt.fill_between(np.arange(1,1+n_leadtime), \n", + " np.nanquantile(data_conv2,0.95,axis=0), \n", + " np.nanquantile(data_conv2,0.05,axis=0), color='g',alpha=0.2)\n", + "\n", + "# plt.boxplot(mse_conv3,positions=np.arange(1,n_leadtime+1),\n", + "# medianprops={'color':'b'},capprops={'color':'b'},boxprops={'color':'b'},showfliers=False) \n", + "data_conv3 = ssim_conv3\n", + "score_plot = np.nanquantile(data_conv3,0.5,axis=0)\n", + "plt.plot(np.arange(1,1+n_leadtime),score_plot,label='ConvLSTM_cv3',color='b',marker='X',markeredgecolor='k',linewidth=1.2)\n", + "plt.fill_between(np.arange(1,1+n_leadtime), \n", + " np.nanquantile(data_conv3,0.95,axis=0), \n", + " np.nanquantile(data_conv3,0.05,axis=0), color='b',alpha=0.2)\n", + "\n", + "# savp\n", + "# plt.boxplot(mse_savp1,positions=np.arange(1,n_leadtime+1),\n", + "# medianprops={'color':'r'},capprops={'color':'r'},boxprops={'color':'r'},showfliers=False) \n", + "data_savp1 = ssim_savp1\n", + "score_plot = np.nanquantile(data_savp1,0.5,axis=0)\n", + "plt.plot(np.arange(1,1+n_leadtime),score_plot,label='SAVP_cv1',color='r',marker='P',markeredgecolor='k',linewidth=1.2)\n", + "plt.fill_between(np.arange(1,1+n_leadtime), \n", + " np.nanquantile(data_savp1,0.95,axis=0), \n", + " np.nanquantile(data_savp1,0.05,axis=0), color='r',alpha=0.2)\n", + "\n", + "# plt.boxplot(mse_savp2,positions=np.arange(1,n_leadtime+1),\n", + "# medianprops={'color':'g'},capprops={'color':'g'},boxprops={'color':'g'},showfliers=False) \n", + "data_savp2 = ssim_savp2\n", + "score_plot = np.nanquantile(data_savp2,0.5,axis=0)\n", + "plt.plot(np.arange(1,1+n_leadtime),score_plot,label='SAVP_cv2',color='g',marker='P',markeredgecolor='k',linewidth=1.2)\n", + "plt.fill_between(np.arange(1,1+n_leadtime), \n", + " np.nanquantile(data_savp2,0.95,axis=0), \n", + " np.nanquantile(data_savp2,0.05,axis=0), color='g',alpha=0.2)\n", + "\n", + "# plt.boxplot(mse_savp3,positions=np.arange(1,n_leadtime+1),\n", + "# medianprops={'color':'b'},capprops={'color':'b'},boxprops={'color':'b'},showfliers=False) \n", + "data_savp3 = ssim_savp3\n", + "score_plot = np.nanquantile(data_savp3,0.5,axis=0)\n", + "plt.plot(np.arange(1,1+n_leadtime),score_plot,label='SAVP_cv3',color='b',marker='P',markeredgecolor='k',linewidth=1.2)\n", + "plt.fill_between(np.arange(1,1+n_leadtime), \n", + " np.nanquantile(data_savp3,0.95,axis=0), \n", + " np.nanquantile(data_savp3,0.05,axis=0), color='b',alpha=0.2)\n", + "\n", + "\n", + "plt.yticks(fontsize=18)\n", + "plt.xticks(np.arange(1,13), np.arange(1,13,1), fontsize=18)\n", + "# plt.xticks(np.arange(1,13300,365), np.arange(2010,2019,1), fontsize=16)\n", + "# ax.set_ylim(0.1, 0.3)\n", + "legend = ax.legend(loc='upper right', bbox_to_anchor=(1.4, 0.9), fontsize=14) # 'upper right', bbox_to_anchor=(1.38, 0.8),\n", + "ax.set_xlabel(\"Lead time (hours)\",fontsize=21)\n", + "# ax.set_ylabel(\"Ratio of gradient ($r_G$)\",fontsize=21)\n", + "# ax.set_ylabel(\"MSE [$\\mathregular{K^2}$]\",fontsize=21)\n", + "ax.set_ylabel(\"SSIM\",fontsize=21)\n", + "\n", + "prefix = '/p/scratch/deepacf/deeprain/ji4/GMD_figs'\n", + "fig_name = 'ssim'\n", + "fig_path = os.path.join(prefix,fig_name)\n", + "plt.savefig(fig_path, bbox_inches=\"tight\")\n", + "plt.show()\n", + "plt.close()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "wicked-update", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "victorian-pixel", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "chief-payroll", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "changing-isaac", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[<matplotlib.lines.Line2D at 0x7fc95dbadb80>]" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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UwimNQ7syiReG7vBVPaP4PXz/0pFRojazAcBTQH+CUsn97r6gvdcoUUs2tDkKo4R2e7gAQ/oN4dBxTb3lw8YdxoiBI9JuixJLZnr6/mVDpjXqGmCWu283s77AM2b2qLs/l9VWirTQcnH2eM+234h+1FKLDTO8xGEoTL5qMoePC3rLc5fNZfNPNqfUW46Knp6oevr+ha3DRO1BN2J77Gbf2KafuuREsnG4tQTTiP3ipj/DtR+tZe1Ha7lt1W0A3SpJi3QkpVEfZpYPVAB7Aze5+4pQWyUS89yZz7GwYiH3rb6Pml/X0LC5ISejMFq9R0nz+9RDlFxKKVG7ez3wOTMbBjxoZlPdfXXic8xsLrHzHIwfPz7b7ZReZOuurdz98t0AHHbLYU0PXBRc5GJKsBKxREmnR32Y2c+AHe5+XVvP0cFE6Sx35/kNz7OwfCH3vXIfhQWF/ODgH/D9g77PnkP2bPbcrhiFIRK2jA4mmlkhsNvdt5jZQOA44Jost1G6oWwcyf+k5hPuefkeFlYs5OXKl/n6pK/zwCkPcNxnj2uzzqwJIdLbpFL62BO4I1anzgOWuPuycJsl3UFiIu7s8LXyDeUsLF/IvavvZWTBSM466CyWfWsZY/cYG0ZTRbq1VEZ9vAQclIO2SA+3rWYb97x8D4tWLmLVxlXM3nc2S05ewpf2+pJGaYi0Q2t9SOgqNlSwqGIR96y+h+EDhnPWwWfx0GkPMW6PcV3dNJFuQYlaMpZsYf3ttdu59+V7WVixkBc2vsDX9vka9/7rvXxl76+k3XtuVhMvaV0j10gN6amUqCVl6S6sP7T/UP7yrb9kHF+JWHorJWpJWVtTuvuP7E8NNY1TuvuN7Mf9f7+fr+zzFfrk9cn6MqAivY0StXRK0lMrEUxAiU/prqWW4+87PtdNE+mxlKilU3yB88G2D7jhuRv41Sm/gi3QZ0Qf6i6sy9nC+iK9jRK1dEqzpHtxcFFXUgd077M8i0SZErV06KXKl/jlM78k3/I5euLR/PTIn3LsZ47FLEjGPeEszyKZsA6+NGa6lLkStbTp2fef5epnrubh1x/mhMkn8OyZz3LI2ENaPU9TuqW3S0zEYZxkIi+r7ybdnrvz2JuPcfTtR3PUbUcxYuAIVp+3mgdPfTBpkhaRJmVlZUBB7DJ7lKgFgPqGepa8soTpi6bzzf/6JgeMPoA3L3yTO75xB/sX7t/VzROJvLKyMmbPPgUoYfbsU7KarFX66OVq62u588U7uebv11BZXcn5M8/n0dMfpWhwUVc3TaTbiCfpHTuWAsewY8dMZs8+mWXLllBcXJzx++ss5D1IZ5Yd3V67ncUVi/n18l+zu2E3Fx96MefNPI+hA4aGEk8kl8I+uDdiBGxunKRbBpwCBEm6yRPAycASIEjWw4fDpk3J3zOjs5CnQ4m667V1QGPTzk38bsXv+O0/fsuQfkP48RE/5vsHfZ+BfQd2QStFciPbB/g6+iBoT1vNyPQs5NIDrP9kPdcvv56FFQuZMGwCN37pRk6behp98/t2ddNEQpV4gK8zZYiGBnjvPXjtNVi7tuly7drg8bw82GsvGDmyjPLyU6ira92jLihoXv5IN8GrR90DJZ6q6pmXnuHav1/LHS/ewefGfI7Lj7ycr0/6Onmm48jS8zXVji+loODapDXj7dvh9debknA8Ib/xBuzcCUOHwuTJwTZpUnB54omtItG8/PEELcseoNJHr9TmanYlLbYWhg8YzqaftPHXItJNNa8bQ6rJE4Le8cSJzZNx/Pro0an1hFP5UGiPSh89VFur2eUNz6OBhuCypEFrb0iXC/vgHgRJuro66B0/8EAZ11xzCrt3J5YjjgGWkpd3MrNmLeGYY4qZPBlOOil43YABmcUvLi5m2bIlzJo1m2XLlmVltEdchz1qM/s08CegCHBgkbv/pr3XqEedG5kkXI3IkK5SVlbGrFmzKS1NL5m5w/r1rWvHf/1r+m3KZmEh3QOXmfao64B57r7SzIYAFWb2V3d/tdMtkXDdAGwFhgKXJLkdo0WSpKu0nBTSXnlg586gTtzyQN7rrwd15UGDmsoTn/98y0TduSFzmWr+jcFbfYMIfa0Pd/8A+CB2fZuZrQHGAkrUXcjdefDUB7n0r5eyrXYbPy/+OXPmzyE/L79xsSS2kvU1B0TS1dakkNtvX8KoUcXNEvJrr8G77wYJbvz4prrx97/flJzHjm2eIOfPT4xWTFnZEmbPPrkxXrJRGNkS+r+Zu6e8AROB94A9kjw2FygHysePH+8SnvL15X70bUf7wF8M9Pml831bzbZmjxeNLXLAi8YWdVELRdyHD3cPUpg7lDqMcihLuM9jt0fFHg/uGzDA/d573VeudN++PbM2lJaWekHBKIdrvaBglJeWlmZn50IAlHtbubetB1o9EQYDFcCJHT13+vTpudu7XuS9Le/5t//8bc+7Ms+/8+B3/P2t77f53OAzWCS55smy1GG/ZskyXZs2uT/7rPutt7aM0bktm0pLSx0KIp2k3dtP1CmN+jCzvsADwN3u/uesdumlQ9tqtnHt36/luuXXcdi4w3j+B89z8J4Ht3qeztItqYp/VW8+pKz9mnFcQwO8/35Qolizpql2vGYNfPgh9OkD++zT8lVdWTMuBqqZNavpnu5WEUxl1IcBdwCb3P3iVN5Uoz6yo76hnltfuJX5ZfMZOmAo137hWo6fdHxTDVokAy1rxi1ruLt2BQfzWibj114LDvTtsQfst1/TmOP49c9+FvommfDaUbzeLqMJL2Z2JPA08DLQELv7cnd/pK3XKFFn7vG3HudHj/+I9dvWU3J0CefMOEfTvSUj6S4kZAZf+ELzZDx5MowZ0/kp0ZlOCunJNDOxG3nlw1f40V9/ROk7pVxwyAX8++f/neEDNZxOMhfGQkLpyHQcdU+lmYndQOX2ShY8sYA/rvwjJ+53ImvOX8Nnh3+2q5slOdI8iZYB5wM3Ee/Vppoo3aGyEl59NdheeaXpenOqGXcnWpmni+3cvZOrn76afX63D6s2ruLJ7z3JkpOXKEn3Mo3jL0rLKCg4BZhDQcEplJaWJU1i7rBhA/zv/8JvfgNnnx1M+hg1CvbcE77+dbj9dtixA776Vbj1VnjzTairi8cqprR0CQUFJxMkZ4jXjEtLl+Be3NimthYRSmf/2tqkfSp9hKijKd53ffMuLi+9HMP45Rd+yalTTtWBwl6srYNtt922hKFDixt7xvFtyxYYPBj237/5NmVKMEkkL4VumGrG0aEadRdLXHZ047qNPP3u08x7fB6vffwalx95ORcddhED+mS4Iox0O+ke3Bs4EP785yApf/rT6dWes1VqkexRjbqLVa6vhBKoLKnkX5f8Kw+tfYizp5/Nw//nYQoHFXZ18yTHqqpg9eqWS3IWA1VJnn1Mq/t37oQvfzmzNjRPxMVoRYhoU406i0ZcMwK70pq2YRaUMuKnIRwKfz71z9RfX8/vy3/P6OtGY1caI64Z0aXtlvaVlZUxceL+nT6r9Nat8OyzsGgRXHghHHssFBUF6xt/7WutogCFNNWL456I3d8UOxsH96R7UY86i1ot4n8J7d9u63XS5ZpKA/GSxKXMmnUK8RJEYo90x46mERarVzdt69YFEz8mTw7qxrNmBQl76tRgkfr8/MSIuV1ESLoXJeowadnRbss92cG9mQwYcDLz5i3hiiuKGxPy228HiX3vvYMkPHMmzJkTXN9nn+Sz9JKJLzwfJGsd3JMmOpiYRTV1Nfxx5R/5xdO/oH9+fxYcvYBvH/jtYEZhCVCiZUejLN2De0OGBGOXB2ZwIncd3BMdTAxZXUMdd754J1c+eSW19bXMP2o+Zx18Fv3y+wFQNLaIypJg1IdES01NULZ48cX0D+5t25ZZkgYd3JP2KVFnoMEbWPrKUhY8sYCqHVX89Mifct7M8yjoWwAkjKP+QXBRSWWzsdVazS49ZWVlzJlzPrfddlOnygIffhgk5MRtzRqorw/KFi2ikMuZeyLtUekjDe7OsteXMb9sPm9vfpt5h8/jksMvYY/+e3R103q0oDzQdHAPriUxYcb/lOvqghXeWibljRuDCSLTpsGBBzZtU6cG97ek1d4klzThJYv+9vbfuKLsCl7c+CIXHHIBl/7LpYwsGNnVzeoVkiXOgQNP5qqrlpCXV9yYkF95JShpTJzYPCEfeCB85jOpzdhLNuoj8YNBNWPJtvYSdadOxZXq1hPP8PLse8968e3F3vc/+voPH/6hb/hkQ1c3qcdL91ROgwe7b96cvXaUlpb6hAn7Rf4MIdK90c4ZXtSj7sCqjau4ovQKHnvzMb574Hf52dE/Y8KwCV3drB7NPRjy1rpu3Ln3EOlO2utRa2ZiG9Z+tJZTlp7C9EXTGdJ/CK+e/yq3nHCLknQS6c7cg+BA3po1cPfdMG8eFBcHB+eSH9zTzD3pnXrVqI+OVrPzBc47m9/hyiev5M6X7mT2vrN54ewXmFY0LUct7H4SV1+bPbv9c+7t3h0k5ZUrm7ZVq6C6OqgdH3wwHHcc/OQncNBBwXTrJsWYLSEYcdFUo04cgaFetPRUqZyK61ZgNvChu09N5U27Q+nDzJpNPtmwbQNXPXUVi1cu5uiJR/OL4l9w6LhDu7CF0WfWcgjbEyQmzuefb56UX3opOMi3775BUp4+Pbj83OeCySap0LKc0lNldDAROAo4GFjd0XPjW9QPJhaNLXLAi8YWeVV1lc/7n3k+4BcD/IhbjvCyd8q6unndQmlpqRcUJD+4ZzbK8/JKPS/PfepU9+98x/3GG92fesp969bsxNbBPelpyPRgoplNBJZ5N+tRj7hmRPIFj0pabC0MHzCcTT/JwmktepionHNPpCfKyRRyM5sLzAUYP358tt42I5t3bW42+y++gH/+8HzqqceGGV7ijQv6x3VUy+4t6uqCmvLzz0Prz13N3BPJlR7do84k4Xbn6d3pTLFuaIA33ggScjwxv/BCsITnpEkwY0awKtzMmUFNuaCg4xq1etEiqdOiTHG9YNnRVEZhuMO77zYl5Oefh4oK+OSTYDbfzJlw/PHw858HB/uGDk0eyz1xDWUd3BMJS49L1Lvrd7Ps9WXcXHEzhnH4pw/nnOnncNL+JzFwQbDEWeMJZLf2rGVHW/Zwd+yYyaxZTT3cK64IEnN5OXz0UXC26pkzg7HLl14a9JpHjepczPgaykEPXklaJAypDM+7l+B77SigEljg7re095quKH28t/U9Flcs5pYXbqF6dzXfmfYdzp5xNlNHN1VrGkshbfSku3u5o/k6GHFPACczZMgSjjiimJkzm8oYn/pUlzRVRJLosYsy1TfU88gbj7CwYiGPvPEIM8fO5OzpZ3PqlFMZ1G9Q6PG7mkZhiPQcPa5Gvf6T9dzywi0sXrmYLbu2cPoBp1Mxt4KD9jyoq5sWGnd4801YsQL+8Y/gsjmNwhDpqbrNWh/1DfU8+sajfOO+bzDhxgn899r/Zv5R89nwbxu4efbNkU7S6ayFUVUFDz8MP/sZfPnLMHJkMKNv/vzgtE+nngpPPx1Mvw6mmhQTJOOTaVoP4wlajsJwh00aIi7SrXRpjzqVtTc2bt/IrS/cyuKVi/mw+kO+NfVbLD9zOTM+NaPpoGCEpTIKY8eOYChcvLf8j3/AO+/AsGFwyCHB9sMfBnXlonbO5qVRGCI9U2Rq1PHJKEVji9jw/gZK3ynl5vKbeei1h9hv1H6cM+McTj/gdIYOaGOsWAS1dYaQ//zPoIcbT8wvvRQsZn/QQU2J+dBDgxXkUlnkPlncdE5VJSJdJ1IHE3vLtO6ysjJmzWq/ZnzGGcWNSfnAA6F//y5oqIhEQqQOJrY1rTtveB4NNDRO6x79qdFUrq9sfF53mNbdvBLT8Vms77or2ECjMESkbV1So26WdGNn6G6gAQC/OMhYH/JhpJPz7t2wenXzurIZDBgQLN85ZkwZ99/ffo86OAAoItK+nCfqlpNK4j3q/iP7U3NBDf1/15+aj2taLZSUTZ2t4boHB/fiCXnFimB95ZoamDIlqClfeGFwOWUK9O0LkHhgT2exFpH0df2oj1iPuqakJrj8uAZKoJLKtl+YgVRGYXz8cbD+RWJv+aOPYNy4oJ58wglw1VVBz3nIkLZjxadXaxSGiGQikqM+wuxJJxuFce21S6irK27sLb/1FuyxRzAcLn6wL5Mp1xqFISIdidSoj66SyiiMc88t5tBDg+Q8aVJ6Q+NERNLRKxN1bW1mw900CkNEcqm9RN0j+oy1tcF6yosXwznnBGWKIUOCURj77Qennw7nnlsGFNI0vTruidj9Zc3O/CciEhWRSdSprodRUxOsp7xwIcydGxzQGzw4KFfceGMwHfuMM+BvfwsWwn/11WCs8u9/X0xp6RIKCpqvhVFQcDKlpRoqJyLRFYnSR+JIjMSREbt2BdOrKyqCbeXKYOxyfT3sv3+QpOPbgQfCoBRWNm0rlohIV4p0jTrZSIz8/JOZOHEJ774brPg2ZUpTQj744CApFxSk3z6NwhCRqIlsom59ctS4J4CTuemmJcyZU8zAgVlvoohIpGR8MNHMvmxmr5nZm2Z2WWaNadqa1sM4psWzjgGqOP/84tjZrjM7m4mISHfWYaI2s3zgJuArwP7At8xs/3QDJo6sKC0to6Ag+UiMgoJCSks1EkNEJJUe9SHAm+7+trvXAvcBJ2QjeHyKdbKRGDrIJyISSCVRjwXeT7i9LnZfVjRP1r9SkhYRaSFr46jNbK6ZlZtZeVVVsnWY2xZP1hMm3KYkLSLSQiqr560HPp1we1zsvmbcfRGwCIJRH51tSHFxMf/856udfZmISI+XSo/6eWAfM/uMmfUDTgP+Em6zREQkrsMetbvXmdkPgf8B8oFb3f2V0FsmIiJAiicOcPdHgEdCbouIiCQRmUWZREQkuVCmkJtZFfBuGi+dDKzNcnOiEEvxFE/xek+8dGNNcPfCZA+EkqjTZWb17p7f02IpnuIpXu+JF0YslT5ERCJOiVpEJOKilqif76GxFE/xFK/3xMt6rEjVqEVEpLWo9ahFRKSFLk/UZrbVzNzMGnIUb7aZ7Tazhti2KuR4o82sPiHeP8OMlxC3fyxeTQ5iecL+1ecg3gFmtiMh5tUhxjorIU5DbF9fCjHeywmxqs1sdFixYvFWJcTL+n4l+/82s4PMrDZ2f62ZTQs53v9L+N39LFux2on3QcLPdKeZHZBpnC5P1MCtwL/nMN5OYIG75wH7Agea2XkhxqsC9o7FGwp82syuCjFeXAWwIwdx4g5397wcDYH6O/BC7Gc6ArgnrEDu/sfYfuUB8ZPCLQgjlpl9GZgKjI3FM4Lz1IXCzC4EpgHjgcHAZDM7I8thkv1/Pwy84+4GvAM8GnK8ZcBcIIxORLJ4jwCDY7/DTcBjmQbp8kTt7pcAr+cw3t/c/f/Grr8J1AAHhRjP3f2d2M2hBP98oX57MLOvApOAP4UZpyvEzi40BDgSwN23uPvLOQr/e6De3R8MOc4YMysgWFvnzRDjHAd84u7r3H0HwbrzWe00tfH/vScQ7xydB3wqzHjuvtDd/5itGCnEOzP28wR4juD/PiNdnqi7kpmdBPQHrgs5Tv/YV6P3gQ/cfX6Y8YD7gRJC/kBoYXmsxPNcyHFmE+zX1thXyy1mNiHkmHEnAaGVPdz9MeBFYCVQDex29zPDikfQ0xxqZjPMbBwwERgVYrxG7v632NXSXMTrQl8jSNYZ6bWJ2sw+A/wX8N/u/lqYsdy9JvY1aBowOvaVMxRmdg+w091zUV6J+0ps/44GDjGzG0KMNYDg7/Y3sZi1wFMhxgPAzIYBewAXhxhjGjAFOCIWq4+Z/W9Y8dx9IUEZaQXwT2ALkNNhYN6Dh52Z2RsEP8/jMn2vXpmozWwI8Bqwxt2/mau4sa/o7wFnhxjmKGCEmTlwPtDPzLaFGC/eE8TdnyHYvy+GGO6pWKz4t5K7gDEhxotbRNDDDfND4Sqg2t2Xu/s24FlCLMsBuPuR7p7v7n0Ijmm8F2a8ODM7NvGypzGzJ4HPAvtk48Oo1yVqMzNgA7DF3afmIN7h8aO+ZrYnMIHg620o3H2cu1vsQM1NQK27DwkrnplNMLO949cJzgAU2uQCd38CqDezs2J3nUhwwCZsWfkK24FVwB5mNi72dzqDkBOnmR0ZuzyB4Fyoc8KMF7ORoN5P7PKDHMTMGTO7Hfg8cKS7r8vKm7p7l24EtThP2J4JOd51sTgNCdudIcb7txax3srhz/Y/gZqQY5zWYv/eyMF+XUpwBL8B2AVMCznehNjfzP452Ld/JvwstwEjQ45XlxDv5hDev9X/N8EH0O7Y7VrgoJDjPdDivtqQ48Wvx3+umzKNo5mJIiIR1+tKHyIi3Y0StYhIxClRi4hEnBK1iEjEKVGLiEScErWISMQpUYuIRJwStYhIxP1/XVn0mauzVlcAAAAASUVORK5CYII=\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "mse_persi = np.concatenate((mse_persi1,mse_persi2,mse_persi3),axis=0)\n", + "mse_conv = np.concatenate((mse_conv1,mse_conv2,mse_conv3),axis=0)\n", + "mse_savp = np.concatenate((mse_savp1,mse_savp2,mse_savp3),axis=0)\n", + "\n", + "plt.boxplot(mse_persi,positions=np.arange(1,n_leadtime+1),\n", + " medianprops={'color':'r'},capprops={'color':'r'},boxprops={'color':'r'},showfliers=False) \n", + "score_plot = np.nanquantile(mse_persi,0.5,axis=0)\n", + "plt.plot(np.arange(1,1+n_leadtime),score_plot,label='persi1',color='r',marker='X',markeredgecolor='k',linewidth=1.2)\n", + "\n", + "plt.boxplot(mse_conv,positions=np.arange(1,n_leadtime+1),\n", + " medianprops={'color':'g'},capprops={'color':'g'},boxprops={'color':'g'},showfliers=False) \n", + "score_plot = np.nanquantile(mse_conv,0.5,axis=0)\n", + "plt.plot(np.arange(1,1+n_leadtime),score_plot,label='persi2',color='g',marker='P',markeredgecolor='k',linewidth=1.2)\n", + "\n", + "plt.boxplot(mse_savp,positions=np.arange(1,n_leadtime+1),\n", + " medianprops={'color':'b'},capprops={'color':'b'},boxprops={'color':'b'},showfliers=False) \n", + "score_plot = np.nanquantile(mse_savp,0.5,axis=0)\n", + "plt.plot(np.arange(1,1+n_leadtime),score_plot,label='persi3',color='b',marker='D',markeredgecolor='k',linewidth=1.2)\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "excited-tunnel", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 56, + "id": "dress-press", + "metadata": {}, + "outputs": [], + "source": [ + "def skill_score(tar_score,ref_score,best_score):\n", + " ss = (tar_score-ref_score) / (best_score-ref_score)\n", + " return ss" + ] + }, + { + "cell_type": "code", + "execution_count": 77, + "id": "indirect-projection", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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6fuXKFVm1apXLc3ft2iWANG/eXGrWrCkBAQFy4sSJaGNmz54tgLRr186tDRcuXJBs2bJJ1qxZo9lQvHhxAeTgwYPRxm/fvl2yZMkigKxevToB71ZR0h/AZnFxX/WFZY6k8ClWPMwwxpQ2xhQCPgRKRhwPd3WSiEwUkVoiUit/freOj+g46Cdh6tWDU6dg4ULbitPNuLanAlkz4EdONOlA2a7T6NpVGDMmjcUaBhnMyOhb8amG6SX9CB/ux8V2bbiQ9Q9oAVnfzBprrBlpMKP8ML+2hiADq1fb7qSVK0OnTvDrr95+h4oLNm7cCEC/fv3IlStXrONZs2alSZMmLs+dNGkSYL0K/fr148aNG0ybNi3amM6dO5M3b16+++47jh075nKeOXPmcOXKFbp16+bShphUqlSJxo0bA/Crfq8UJXG4UhgpuQH/AZ+52D8BOOXg/M7ACawnQoAtwDsR/18svvNr1qzpGblmjbH/c/asSNOmIsWLi2zf7nb8vjP7pMyHZaTy4OclZ64w6dlTJDjYY+Z4Fee9S51tN9m2TaRHDxE/P/sZ//ij9WAoPsGwYcMEkMcffzxB512/fl3y5csnuXLlkqtXr8qZM2ckY8aMUqZMGQmP8ft99tlnBZDRo0e7nKtmzZoCyIYNG6Ltd+eZEBG57777BJB33nknQXYrSnoDH/ZM7AAqudhfEdgZ38kishC4PWJ8GRGpCWQH/hGRI5401DGBgfD999C0KdSrBz/+6HJY6Tyl2fjQRrKV30C+p9uxYdMNGjVKO528ncgEMCxYAKXLhJE19xUythtMjQl1+XH/iihjolC1qq2kuWcPlC0LbdpA7dqwaJFNI1G8yv33309AQACffvopvXv3ZtGiRRx210U2CosWLeL06dN0796dLFmykCdPHtq1a8e+fftYtWpVtLEDBw4EYMqUKZEPFDfZunUrW7ZsoXLlytSrV8+RzTt27GDNmjUA3H333Y7OURQlBq4URkpuwLNAKFAqyr4SwA1gcCLmKwycBV52Mj5ZPBORhIeLvPmmSECAyMSJbs+7EnJF2s1pJ7eNqiC1G1yUIkVEtmzxmFlewbnXgXjHBAbG8ULHjokMGSKSI4dI+fIiU6eKXL+eUm9TccH8+fOlYMGCkZ5CASRPnjzSsWNHWbJkictzmjZtKoBs3Ljx5r6lS5cKIN26dYs1vn79+gLIjz/+GG3/E088IYCMGzcu1jmRnolBgwbJiBEjZNiwYdKzZ8+b8RKdOnVK4jtXlLQPbjwTviAmsgH7gL+wqaDtgW3YWhHZo4wrHiE6hkfZFwB8AHQEmgJPA8ewqaEZnbx+soqJSObNE8mUyd70wsJcDrkRdkMeW/qYZH89UNr1PCJZsoh88YXHTPNZYn5mly+LvPGGSI4cYZKn1EExve+T++d1lr9P/R33RGfPioweLZIvn0jRoiJjx9rJnBnhfFMcERISIj/88IO89tpr0rZtW8mdO/dNYdGnT59oSxd79+4VY4yUK1cu2hw3btyQggULSsaMGeXUqVPRjs2YMSOW0Lh69arkypVLMmfOLGfPno1lU6SYiNyMMZIjRw65++675aOPPpIbN254+FNQlLSHz4oJaxvFgIXAReAS8BU25TPqmBIRF4GgKPv8gW+wcRfXgf3YLJCsTl870WIioTegDRvsja5zZ5GrrrMXwsPD5c21b0rAqADp8/LPEhAgMnJk2gkJIIjYGy72BSGnT4s8/7xIQMYwyVdpm/gNvFsGfD1Ajpw/EveLXLki8uGHIsWKieTNKzJqlBUaCbVVhYNHCQ0Nlfnz50u2bNkEkMVRUpiGDBkigIwZMybWeYMHD3YZy3D16lUJDAyMJjSmT58ugPTq1culDXHFTCiK4gyfFhPe3DzpmYiX/futK752bZEYKW9RmbF1hgSMCpABH8yWwMBw6dYtzkzTVE18N+1Dh0T69hXx8wuXfLV+koBBlWTwD4Pl9JXTcU8cEiIybZpIhQoi2bOLvPCCyNGjHrNLSRyRAZpPP/20iFgPRoECBaJ5DFxtd9xxR6y5nn76aQHkvffeE5FbSx9r1651+doqJhQl6bgTE74QgJl+KFUKNm60aaN3321bc7ugd7XefPvgtywIfoz73gpi2zahUSM4ejSF7fUBiheHadNg61ZDnYKNCBv/J9NG16HE6LqMXjuayyGXXZ8YEAB9+8L27TBzJqxda7uSDRwI+/a5PkdJdnLkyAEQ6Vnk66+/5uTJk5QrV44BAwa43EqVKsWePXtuBklGEjUQc9euXaxfv57y5cvToEGDlH1TiqKoZyJFPRORXL8u0q+fSM6cNrXRDX8c/0MKvVtIWk3uIc1bhEqhQiK//hr/9Klp+Z8EGrJunUi9euGSMfMNyX3vx5JvVGn56JeP5HpoPEGX4eEiK1eKNG9u00q7dxf54w+P2aVY5syZI8uXL5cwF7FBx48flzJlygggCxYsEBGRe++9VwCZP3++2zknT54sgDz44IOxjtWpU0cAadCgQTQvhSvUM6EoSQdd5vAhMSFib25vvGEzPSZNcjvs0LlDUmF8Ban9aT0Z+MQVyZxZZO7chL2UL98YE2NbeLjIV1+JVKgYLtlyBUuOtiOk+DvlZOa2mRIaFhr/BL/+KnL//VZUtGql8ZceZNCgQQJIwYIFpUuXLvLiiy/Kiy++KF26dLmZNdGhQwcJDw+XAwcOiDFG8uXLJ9fjyMC5dOmSZM+eXTJlyiRnzpyJduzzzz+/uRSSKVMmOX3a/fKXiglFSToqJnxNTEQSmenx0ktuMz3OXD0jDT5vIGU+LCOjP/hPAgJEhg1zOzwWviImPH3TDg0V+fxzkduLhEmuAuclS5fHpfL4arJ099JYhY6iERgYrwE4NTTOvNX0x5EjR2T8+PHSsWNHueOOOyRHjhwSEBAgBQsWlFatWsnMmTNvei1eeeUVAeS5556Ld95HHnlEAHn//fej7b9y5YrkypVLAOnRo0ecc6iYUJSk405MeL3Rl7dx1Ogrudm4ETp0gMaNYcYMyJIl1pBrodfos7gPqw+t5vWSa3n1sfI0amSHZ8sW9/TGGNLy7zk4GD7+GN54Mxz/nCe50OBJajc5yVvNx1C/WP3YJxhjpUAkR47A++/DxIlQpgwMHYrp2dPZZxZzLkVRlDSMu0ZfKiZ8QUwA7N9vqznmzg1LlkCBArGGhEs4g38YzMTfJ/Lh3Ut5/5mmZMxohxct6n7qtC4mIjl/Hv73Pxg7LpzcJQ5wst5DtGqakzebvUnV26reGhhDAJiRLrrCBkVsMZARMT5HFROKoqQjVEy4wWfEBMC5c3D//XDoEHz7LVSs6HLYB5s+4KUVL/Fuw4n88HY/tmyBr76COnVcT5texEQkx47ByJEwZYpwW/UtHL+7Pw82rcaoJqMoFVjK8y3l09FnqyhK+sadmNDUUF8iMBB++MEud9SrBytXuhz2XN3nmHX/LF5c9yjVnxtBr15C48Y2AxKI1X3T1T6XT+NphMKF4bPPYMcOQ93itfD79E9Wj+tNuTea89R3T3EiO/FGQxiAGzdg/nzb+8PfH3r1gj/+iD5WURRFUc+ET3kmIhGBN9+0j9effAIDBrgctubQGjrO70jH8h2pf2YSTzzuz3PP2VP9osjE9OaZiMkvv8DQobBhYxh5G8/jQsVneP7Ps7y4AXJdd32OwUZhxktgIJw960FrFUVRfBf1TKQmjIFXX4Xp0+HJJ+Hll112xGxUohHr+69n5YGVfJGxLd8su8rnn0OnTnDpkhfs9lHuvhtWrYIlX2fgtv8exEw5zsRs71Ny2O28t+FdgkOuxvZOgGuvxZ498MQTNki2QgV45x24ds27b1BRFMXLqGfCFz0TUdmwwWZ6NG1qxUWMTI88eWyoRdw4e85ODw/Z4eEwdy4MGyacuxyMX5NRZK09j5FNX6PvnX3x9/MHHHhzzpyBTz+Fjz6yIuOpp+DxxyFfvhR6J4qiKCmPBmC6wefFBNjyz23aWOXw9dfRMj0ikwkuXr/I/fPvZ9/ZfSzsuJxRg+5g0yZYtAgaNHC2zJFeEhP8sp5DggPjGeVMgJks5wj/+CubWrp/vy3h/dxzcMcdnjBVURTFp0jwMocxpqoxpkgiXqieMaZPQs9T4qBMGdi0CTJlsikbf/8da0jOTDn5rud3NCjegBYL6vLCuA0MGADNmgH0TXGTfRkJDry5anHhAgwfDtmyCYXL/0vmAa2pNfEuKAXh4RJ/1argQOjfH/78ExYvtoKifHnrTVqzJn2oM0VR0j1uPRPGmDBgmojEiv4zxhwAvhCRl1wcmwr0EZEMnjY2OUgVnolIQkLgkUesd2LhQmjWTLMcE4GnM1li1Z7480/rqZgzB6pVg+efhy5dbPOxhOL0F5wefnGKongdd54J/7jOidhcUQLI7wG7lISQMaNtofnGG9CqlV2z5yEIiueGE9QD/KZDl+5QcXEc49LJDcnT73NEjH9XrWp/T2++CePH2yDaoUNh0CB4+GHImdP53C5EQnrPzlEUxfeIyzMRjvVMPJTAY+qZSAnmzoX+/THXryFh4dFzQSP4etfX9FjYg+DVwXzcKZznnjN8+y00b+56yvQSM2EMDgRYFSg/Ena3hypzoNFIyLvfxTiJ/zO7cgWmToUPPoDTp6136ZlnoFixRNqvYkJRFO+Q4ABMFROpgPXrMSsbeHTKWC77NIgT0RR5w/7tNxtT8eOPQpmm69hXpR9N7izNyMYjqVe0XsIEWFiYXaJ67z1b/KJbNxg8GGrWTKD9KiYURfEOiVnmUHyd+vVhJcicO1xmekRijMF/lD+Lui1m3ZS2TJpkYwOrVo0xLg1XxUwsd90F338P69cbhg1ryMHx+znafCUN/uzGvdUqA8ucT5Yhgy2Xfv/98PPPVlTUrg0NGlhR0aaNSw+ToiiKr6NiIg1gHtxj/+eT29yOCQ0Ppf28dpAVKPUZ1eq1h4fqR3PdB2aOL10y7eAkrtH1GMPf3zWH7/7lB4DM52gzpxcjG4+kVuFYYt09derAF1/AwYMwdiz06AFFiti00j59XHaOVRRF8VX0MSiVIyPEbkOvIft7Ix/kQhqsvLU/YtkifHg4A2sMpGiuovyzsh3d2hSk+JJ9/DPg1rizL6XxilURxJvuGUcBTBFb+Orbb6F6dciaIRdHFg+k9kctaT+3Pb8f/z1hxpQsCePGwT//2BTTUaNsLMWIEXDyJMYQawNxsU9RFMV7xBczsQ9Y7+JwvziONQBKacyEFxCB0aPh9ddtp6v+/YFba+w3wm7Qek5rLly7wPIHV/Ng16wcOgRr12rhxpg4iUsQsaUlhg+HI/+EUaL1QraXeoT2VZoQ1DiIOwvembAXdVbO1Fk5rfRQzlRRlBQnsQGYiUVUTKQQDm5AUW8+5zND3QFQ+SRM/SILrfiBYLKwiqbkDPRPlzcgl7EiQRFbDFwFqIaF2eaiI0bA6bOhFGszl7+KPU6nqi0JahRElduqODTERHeLrFpl4yqWLbOpwIMHQ5MmGD+/+AMw00tqjqIoKUpixETM7PkEISIjk3J+SpHqxYS7m8b69dCxIzRvjpk/P9rNZ//Z/dw9+W4erfkoQ2q9QZMmkCMHLFubhSwSnHK2+zCJyZgIDbVt4EeOhCvBN7i99Qz+LPoUXaq0Y0SjEVQqUCm+F3X9u9y50xbBmjkTKlbEbN2KXL0ad1yFiglFUZIB7c3hhjQrJsD29GjdGrN3L3LhQrRiSesOr6P5zOZMbDuRVoX70rAhlNn9DYtD2iaqUGNaIynplyEhMGWKXXEKJ4SCbSazrdBzdK96P8MbDqdC/gruXjQJFrsgnf9tK4rieVRMuCFNiAkP8mAPYeZMm8WYnvFELYfgYBu68uabkCnrdfK3mcDW/EPoUbUbwxsOp1y+cjFf1JEAMMYgc+fa6pqbNkHbtrZrafPmt74P6plQFCUZSHCjL4eTZjXGNDfGPGCMaWCM0VRTbxAj3cDgbEOEYStfJd//8rLvzF72UJaVK+19Se9DSSdLFnj2WThwAJ58LBOH5j5H8dkX+Xt1FSqOr0yfxX3Ye2Zv9JNcpW+4St3o0cO2pw8PhyVLoEULW6Mickxg+knzVRTF+8TVNbS0MWaIMaadm+NdgH+AH4DZwGrggDGmUXIYqjjHZUrjqdNIlapIo8bI5Ss3xcKoJqNoWrIpbee0JX/mvSxfbit1v/KKd99DWiJ7dtua4+BB6NszC/umDaXUggvsWFeK8uMr0P/r/hw4d8BZzqq7vNUzZ+Cdd6BECfuCDz7osrusoihKchCXZ+IBYAyQLeYBY0xNYA4QCAQDvwPngCLAUmNMUc+bqrglnidZYwzkzw9//WVLX2bPfvOYn18Gpj/4Bbm27aZLT38qVr7Bt9/Chx/C//7n7TeWMjit5ZDUFaVcuSAoyIqKzu2zsuuzIMotPs+fGwtS9sM7eHjJwxw6fyhxk+fJAy+8YONk5s6FvXuhUiW79PHVVzY61JM48aBoEQxFSTfEJSYaYoXC1y6ODcdWz9wBlBaRu4ACwGQgO/C0h+1U3JHQJ9kTJ6B8eXuTuXoVRMhyQ/j6g+PsrVSIJ797knr1hEWLbP2Ezz7z7ttLCZw6BDy19JM3L7z1ll3+aNkkOzvGjaHKd2f44+cclP2oLAOXDuTw+cOJmzxDBhtD8cMP1jNRqRL07QulS9sXPX3aM2/CxYdj3OxXFCXtE5eYKANsFomeK2iMyQLchy1dMERE/gMQkXDgWayH4t5ksVZJOrfdZusXHDkCnTrBtWsAFMxekG8e/Ia52+fy/qb3adkSZs+28RPz5nnZ5jTKbbfZRqL79kHdGrn4850PqLb8JJt/9afsR2V5/JvH+efCP4l/gXLlbHXNf/+16ywzZ9qS3f36QWoOOlYUxeeIq87EJeBrEekVY38DYA1wCcgrIqExjv8A3C0iuZPFYg+T6rM5HOAyM+HYMWjcGMqWhUWLIFMmAL7d8y0d53dkYbeFtC/Xns8/h8ces5Ue27RJedvTEybzBbiey8lI4quBabKcI/xqjCBMEVi92maBfPWV7WL21FPQtevN339S0G6mipL2SUw2hz+Q28X+yH7JW2IKiQhOAdqlyNcpXNh6KHbvtjeTkBAA2tzRhnfvfZcHFz7I1hNbeeghGzvRpYstu60kI9dzIQK7dtlkDT8/oWGr/6j+ei8yvZ6ZZ74bxLGLxwEHSzLBLrI5jIEmTWDhQhu40ayZbSxWtCgMG2Y9GIqiKIkgLjHxD3CnMSZmxYGm2Mein92cF4gVFIqvU6QI/PQTbN8O3brBjRsAPHP3M/Sp1oe2c9py7NIxnnsOXnzRLsVv2eJlm9MB5crBnDmwdashb+bb2DZiJvU3H2DtH8co9WEpaEXSlj/ANhN74w3bYOzdd2H5cpsJ0rWrDdJVD4OiKAkgrmWOT4FHgDdEZHjEvjrAOqwIuUdEYgkKY8wx4IiI1Ek2qz1Iul3miMrhw9CoEdSqZTMBAgIIDQ+lzZw2nLl6hjX91pA1IBuDBtnD69bZGE7Fs7jsEZIEXPURiZNff7VLIPPnwx132CWQnj1t9o8DdJlDUdI+ienNUQbYBmQGjgIngSpAALBBRBq4OKcusAEYJyLPec785EPFRAQHD1pBUaeOfSz29+f8tfPUm1KPCvkr8EXXL0D86N8fVq60rT9KlEgR89MNPlNN++RJmDwZPvkELl2y3WefeMLG18SBiglFSfskqpy2MaYFMBPIH2X3TqC1iBxxMX4+0DXi+LIkW50CpEkx4fSuFPN3v3+/FRQNGtjIf39/Dpw7wN2T72ZA9QG81fwtQkNt/MSOHdZDUbCg581PrxgDBDn43QXdA6VGwKHGUG0GNHgD8hyMMUaSvlIRGmqra370kV36aNnSeitatcJkcF48V/WFoqQdEt2bwxiTGaiPFRT/ABsj0kBdjW2HXQL5XkRCkmx1CpAmxURS2LvXZnk0aQLTp0OGDGw4soFmM5rxSZtP6F+9P9eu2cyO06dtcoDTys0JefJOjzcgp+00Ij0AGzbYDqWrVkHbrmcJvWck358dT8vSLfm+13ee+wwdtLkHJzkmEQQGpstW94qSFkh0bw4RuSYiK0RkroisdyckIsYuFZGvU4uQUFxQtqy9O61cCQ89BGFh3FPsHqa0n8Kj3zzK6kOryZzZZhZmzmxFxZUrzqZ2Xc/IaJ2jRHLPPTZucu1aCD6bh2XPjqPD32fJcqkKAE2mN2HlgZVJX3o4d+7WL+bcORg71n5PsmSBRx6BrVvdl/l2tTkQJoqipC6S1OhLSaOUK2cFxbJlMHAghIfTs2pPXq7/Mp0XdGbvmb3kyAHff2+X1Dt1guvXvW102sBpdeqo/44UFWFhsHheLhY9/j8CAsIpdL0hree0pu6Uunyz5xvPxDPkzg2DBtn81cWL4fhxqF4dGja0x/WLoCjpkrgCMOslZWIR2ZiU81MKXeaIgx077HJHx47w6aeIMTy46EG2HNvCzw//TJ4seTh+HOrXhzvvtEkA/gnsG6tBewknvs/s55/t8sePP0LHrlfJ0XwcC/4bTdk8ZXm1wavcX+F+MvgloMd8cvTX0N+5oqRKEpPNEY7DJVAXiIikinbkKibi4a+/rKDo2hUmTCA49BpNZzQls39mfuj1AxkzZOTgQSsoWrSAKVNsJ2ynqJhIOE4/s19+saJi+XLo1PUaeVt+wtwTQRTKXohXGrxCj8o9CMgQ4OQFY938XaaxBkVsMZCh16JX2HQaHKIois+RFDGxHUhwtJSINEmAcUWBD7A9PQywAnjWVcaIi3OLAa8DTbgVJLoAGCMi8a7mq5hwwLZt0LSpLcv40Uf8d+Ukd0++m2YlmzG5/WSMMezYYT3dffrA++87f5hVMZFwEvqZ/forjBpll6U6dwuhUOspzDo+jFyZcvHSPS/R785+ZPKPo5y2w5t/NLt274ZJk2DaNPvvfv1sfEW5cskvJhKbzaQoSrwkRkxcwrYfDwG+x6aILhWRGx42LCu2nsV1YBhWwIwGsgJV4xIExphswB/Y2hdBwBHgLmAksEREusf3+iomHPLHH1ZQ9O0LH3zA9lM7qDelHsMaDmPIPUMA+O03O+TFF23HUSeomEg4if3MfvvNiorvvoMu3W5Qov0sZhx7BT/jx4v1XmRgzYFkDcjq6gWd2YVDV2a2bHDmjEf6gThBv2OK4jnciQlExOWG7a/REyskbgBhWA/FZ0ADd+cldAMGRcxdJsq+kkAo8Hw857bAXr9axNj/VsT5WeN7/Zo1a4rikN9+E8mVS+T550XCw+X7vd+L/yh/WbRz0c0hP/0kkimTyNixzqa0X0HFHQQReyP2voTw228i7dqJ+PmJdHsgVF6bP0eKfVBM8r+dX8asGyMXrl1InK3x/S537RIZPFgkb167DR5s9yUz+h1TFM+B7SYe+37samesQXAb8DzWCxAecfM/iPUgVHAyRxxzr8RW1Iy5fw2wJp5z20aIiTox9g+NsDNbfK+vYiKB/PKLSM6cIkOGiISHy0e/fCRZRmeRzUc33xyyZIlIQIDItGnxT6cX+oTjqc9s82aR9u2tqOjaLVRGfbFQynxYRnK/lVteW/WanL5yOnnsunZNZM4ckcaN7SWocWP772vXEvEuPGiXoijxkiQxIdFv1JWA/2FjEyKFxRbgiYTOFTHfCeAzF/snAKfiOTczsCdCeFQEsmMbkR0HJjh5fRUTiWDTJpEcOUReflkkPFye+vYpKfxeYfn3wr83h8yaJeLvL7JoURzziF7oE4OnP7MtW0Q6dIgQFV3D5O1F30iljytJtjeyyYvLX5Tjl44nn10p4K3Q75iieA6PiYmbJ9ol0qbAsghRcTKR84QAb7nYPxoIdXB+AWzzMYmyTQL84jhnILAZ2FysWDFPf9bpg/XrRbJlE3ntNbkRdkPum3WfVP+0uly6funmkI8/FsmYUeTHH91Poxf6hJNcn9nvv4t07GhFRZeu4TL26xVS87Oaknl0Znnq26fk8PnDyWdXTG9Fo0Ye81bod0xRPIc7MRFvOW1XRAQ+dgZ6YbMoMgD7RSTuTkCu5woB3heRoTH2jwaGShwpphGlvr8HCmMzOo4AtYHhwGwReTy+19cAzCSwbh3cdx+89BIXhgzins/voUyeMizstvBmHYM337TbihVQ94cEpBOO0IA5dyR3QOHWrTZQ8+uv4f77hab9NjD7v6H8evRX+lTrw9D6QymTp0zy2bV7t200Nm2azbjo29cWTytXLlHTaQCmoniORPfmiDJBBqAlVkC0x2ZbXAe+xWZ6fCeJyPQwxvwHfCUij8bYPwHoKiL5XZ8JxpgngfHY4M39UfY/AkwE7hSRbXG9voqJJLJ6NbRuDa++yqEne3L35LvpU7UP77R4B7D3gpdeslmCa9dClSrRT9cLfcJJqc9s2zZ4/XVYuCgMyi+GRqOg4F/uTwjCpTCMSWDmQM6+5CDb/Pp1W2Xzs8/s96xRIysq7r/f1nJ3iH7HFMVzJKXR191YAdENyBexez0wC1ggIheSaNgqIKOI1I+xf3WEfY3iOPdToJuI5ImxvxqwFeghIvPien0VEx5g5Upo2xaCgtj0YEOaTG/C+NbjebjGw4AVFI8+CksnHWcdDSjDTd3nPp1QL/5uSembo8l0AUJyORmJo+TQzGeR4Dzxj4vKnj236lZEeiseeQTKl4/fKhUTiuIxEtzoyxgzwhizB9gIPIlNCx0OlBKRRiIyKalCIoIlQB1jTKkor10CuCfiWFycAAKNMTF9rndH/DzqAfuU+GjWzLaqDgqi7vwNTOs4jUfq33+zd4Sfn70PnKAQZdmHQW5uQLR/39yi9J7Ik8D7TlrCdW8OcbEvGQnJhQj8+acthOrnZ/uxzPtxN92+6I7fyAzcN6sVFIfwcEHi6fPFtUT8Qu+4A955B/79F8aPh99/hwoVbIfbOXPg2rWbQ518Xsn+mSlKOsNJBcw/sMsYvyVkYnHYmyMi/mIbEMytolWvAzmwRasuR4wrDuwHRonIqIh9JYA/saLiDWzMRC3gNWyWR22Jo8spqGfCoyxbZvt4jBmDef45cr8VyM8DfqZcPrvWHRICHTrA4cN2ySNfPmdPjVp92bu4LJ2dRDwSE7NnD1StGm9zMW2NriieIzFFqyLTPhOzxZuFEeO1igELgYvAJeAroESMMSWw14SgGPsrYstn/4MVJHuAd4FAJ6+tqaEe5ttvRTJmFBB5cOGDUnpc6Wj1Cq5cEalfX6RmTZELF5xF2mswvndx9/lv3y7SvbvN/mjfXuSbn07Ii8tflJxjckqpcaXko18+ksvXLzueL9HGXbsmMneuSJMmtzJBZs8WCQ6OGOLwBfWLpijxQkKzOSJiFhL9+CAJ6M3hTdQzkQwsXYpp347g8eNolmUB/n7+LO+1/Gb/hwsXbO+wnDlhzZosiATHOZ16JryLTzcNjfnliBpbER4OfftiPvjAWcyEr/QMAf3CKz5LkrM50ioqJpIHT9+A0vnX1KsYAwQ5+IUGlYaaL8DW/nDbNqj/FpT/Cvxi/PKCxLNiwpOk8BdNg0OV1EaCAzAVJanIlwuRgIzs+OR1co7JxZtrx0QLxNuzB+AsI0bEE7CneB0ZIfFusB/Z/BjH/snEkF61yfH9IsrND2dK0XC+7fYjLUq3wGBv/uuPrPfcTTSeiE8DMGIElCwJGTPa1NKvv7ZBPPpFUxSPoJ4J9UwkCzc9xgsWQK9eLB/3DG1Oj2Nu57l0qdglyrjGBASsZvp02+E8zrkUr+D084/5lH3+PEyYAGPH2nv44MFQp/1f1CtTBf9RAdQsVJMX671Ix/IdbxY584RxsQJGg3BdGO3j/PDgg9CnD1SvbtNU1DOhKHGiyxxuUDGRPES7xs+dC3368MnYngw+v4A1/dZw1+13RYwzTJokPPWUrUtUp048cykpTmLFRCTBwTB1qs3svHjRJkz8efAYM/Z8wGdbPqNAtgI8X/d5+t3Zz3UL9CQa59Kuq1etd2L6dPjxR6hYEbZvh2PHoFChhNmQBFRMKKkNFRNuUDGRPDhfZ4/YfngX/uwJj9SG3P/EGOPBNXYlwTgPS3CWhOnnZwtYDhwIDz9xke9PTWTsz2O5FnqNJ+96kidrP0mBbAU8Zpzj1FC/iFXfFi2st6JjR8iSxZkdiUTFhJLaUDHhBhUTyYNHb0CJqZiopDhOb4wi8O23MGYM/PYb9OoFzw4O4c+wBbyz8R32nNlD32p9eb7u89yR944UswsRWwxrxgxbCCskBLp1s8Kifv1kSWtRMaGkNjQAU0lZgozreLgpn3MxWwBVxhSn7Zx2wK1jFy/aGkTt2kFoaJS4uKF5vfteFI9ijK2+vmEDrFoF//0Hd1bJyKKgXkyqsZWvH/iaA+cOUH58eTrN78SGIxtSzrCaNWHcODh6FGbOtGsyzZpBmTIwciQcOJAytihKKiOuOhM5gRARueZyQBpBPRPJg6erJmoXUd8nKU/Z27bB22/D/Pm2n9fQoZCv8lbe//k95m2fx12F7+KFei/QoVyHBAdrJvnp/8wZa9j06fDrr9Cgge0N0qUL5HLSsyQZbVOUFCYxFTDDgClR/j0caO9ufGrdtAJm8kAQcQ/45BNZVzKDAPLlji+jHdq0SSRTJpHJkx3OpfgEeKCC5P79Io8/bn//NWuKfPGFyMEzR2TwD4Mlx5s5pMyHZWTCrxPkSsiVFLXrJjt3igwdKnL77SKZM4v06CGybJlIaGiipvOobYqSApCICpjhwHQR6R/l39NE5CGPSx0vop6JZCKVFxNS4sal5ykI1ymYifAqnThhVxsmTICCBWHIEGjX5QLTt09k3C/juB523QZr3vUk+bPlj9vW5Hj6DwuDn36y8RULF1oPRa9e1mNRqZLjadQzoaQ2EhyAaYw5D/wmIvdG/FvFhOIYM9LEfxMRwfj50btfLn6pnp9fB24mV+ZbbuPhw+Hjj+FszzLIh/uS2WIlqSTHjfHCBfjkE/jgA/D3h+efh34DQvju8Hze2fgOe8/upV+1fjxf93nK5i2bYnZF49IlKyhmzLACo0YN+PtvmxMb1Y4EdCeIKLVl0QZkig+RGDGxAmiM7Rh6EPvMsRXbhCs+REReT5ypKYuKieTBccxEEC6fZgEIN7BwLn7Hq3F6X3kCAz1jm5I8JOdNOzjYhiy8/bYthvXUU/DUU0LpyTm5fONy3CcH4f47FoXAzIGcfSmJN+3Dh23g5muvWfXTurX1VrRpA5kyxRru6DPTniGKD5EYMVELWAIUTMTriYgksqRdyqJiIplweAE0xiAHDnCoaQ1q9rvOs41f5rVGr908HhwMjbL+Sq7mtfnuOwgISE6jlaSQEi770FD44gt46y3YuxeCQ65BWOb4LMNRpQlPpiAbAxs3WgU0f76tYfHAA1ZY3HXXzRu4T4gJly+pyy+KaxJVZ8IYkx2oDRQBpgHrgSlOXlBEpifK0hRGxUQy4fBpJ+pl/sdS0LonfD0PWu+9NeZ4rvLUzvE37drZZY/k6GKpJJ2UvAGJwPff2wd+f39bFfullyD77UcY9/M4Jv4+kULZCzG47mAeq/sYcsOJsE2mbqbXrsHSpVZYLFsGZcva2hW9e2OKFlUxoaQqEpzNEXMDwoHPnY5PLZtmc3gXokazjxsnbzXNKLnfyCl7z+yNNu7330WyZhX58MMUNlBxDF7ITACR9etF2rYVMUakQwebDXQu+Jy8vf5tKfxeYWEIMvTHoXLo3KF45/KoYa44cULk/fdFqlUTMcZ+ZlOmiJw/n0KGOcMbv0sldUBCszlcqJFGwAkR2e0hgeMTqGfCu0R7AhJBHupPV/Mle2oUZ9PAX8mWMdvNsV99BV27wpIl0KqVd+xV3OONp1mfrWeSyrOZ1DOhuMPj5bSNMX5AZGnCMyISngT7vIaKCe8S66J17RqXmtanToNdVK3Vljld5mKiXJj/9z944w3YtClBGXhKCuAVMeFiBeDgQXjvPZgyBSpUsMsfnTvDtpNb+Pi3j5m7fS4lcpfgybuepE+1PuTMlNPtXB41zOUwg4SGwtq1MGsWfPmlXbfp2tWmmtarBxkyqJhQfAaPiQljTHtgEFAXiAxPvg5sBMaJyNIk2pqiqJjwLi4vWseOsadpNe564CIjWo7h+brP3zwkAg89BGvWwC+/QP64SwwoKYi3xIQnSU4xkaDaHFs72gYmt98Ohw7Bzp1WGaUQKiYUd3hETBhjPgKegJtJ0GcifkZ6KAT4WESeSYKtKYqKiZQjQRloGzex5JGGdO4qLO/zI01KNrl5LCQEmjeH8HBYudJlxp2SzPhKNqGj7rRBWaFNb/jlGThfEqrOgrs/hNu2xxgnLNq5mHbl2uHv5590w5x6JtyNO3vWpq489pj9d/Xq1lvxwANQuHDS7EuKXUq6xhMBmA9igzBPYAVF9ijHsgOPA8exZbgfcDqvtzcNwPQuxBXoNWWKvHZvBsn/ZqAcOX8k2qFTp0RKlRLp00ckPDyZjVR8FidxgpHfsfBwkeXLRdq0scGaTZuKfPWVrYS9+/RuAZGcY3JK0feLyhtr35D/Lv+XNMMcbDgZFxgocvCgyJtvilSoIOLnJ9K8uci0aSIXLiTexjjN1wBMxTV4IABzLVALuFNE9rgZcwe2sNVvItLIqdLxJuqZ8C7xPQGFP/0U7a5O4WTNcqwb+DOZ/W/VFNi5E+rWhZdfto2hlPSHEweAq+/Y3r3w0UcwdSoUKGCLYD3/PFy6fpnZf85m/G/j2XNmD90qdeOpu56i9u21o8XueM7+BHoARGDrVpg927ZJP3cOOnSAnj2hZUvImNE7dinpBk+0IK8KrHInJAAijq0C7kywhYriAr/3P2DWkZqcO7ybJ5c+Hu0CV7EiLFhgiw0uWuRFI5VUR9my8OGHttP4M8/Y+iUAQ5/PTuMcj/LnY3+yvNdyroVe457P76H25NpM3zqda6FebqJsjF3uePdd+Ocf+OYbyJLFionCheHJJ22xLBUCSgqTEM/EVWCpiHSPZ9x8oJ2IZPWAfcmOeiZSjoSk8UVL0Tt1ir9aVKNO+1O83248j9Z6NNrY8eNtxP66dbYtQoLt8pH1fyXhJNYzEZOwMJtE0awZrFoF991nRUaLFnDs8r9M3DKRz7Z8Rlh4GA/XeJjHaj1GidwlPGC/hzwAwcG2MNasWbaaV7FitpJXz55Qvrz37EoqTv84fcHWdEKSAzCNMX8BBYBSInLFzZhswH7glIhUSYK9KYaKiRQkKXftrVuZN6A2fdsLqx9aS92idaMdfuopWLwYfvvNM7FpPnMxVeLE2VfKWTntyH5aO3ZYr8XMmfae/MwztmBlQObrLPx7IeN/Hc8vR3+h7R1teequp2heqnmil0CS5Xt2+rQN3Jw1y3opatWyouKBB2wL1lg2OJ/aF/4k9G/Tu3himWM+kB/4yhgTqz1fRLzEVxFj5ibSTiUt4zgszcWF4s47eWDITJ7+OZwus9tz4vKJaIfHjoXKlaF9e7h6NWXejuJ9nH6VnIyLbMxZqRJ89hn8+69NQ37rLShSBF55KRN1sz/IxgEb+e2R38iXJR/t57WnwscV+OiXj7h4/aL3Poio5MsHjz8OGzbA/v02puLTT22aacuWkC2bVRARmxB7w8U+wUQ7D2Mgj4d6mSipnoR4JrIA64Aa2IyN34FDEYdLROzPAGwGGoqIlxcXnaGeidRF6Msv0eL0B4TWrM7KR9YTkOFW56/z521AZuXKt3orJRZ9+kk7JPV3GRpqq69++KG9P7drB4MGQePGcDb4DFO3TmXCbxM4dfUUvav25sm7nqRSAWcV1VLseyYCv/9uvRVjx9o4i44dbarpvffG6qDn2C7tG5LuSLJnQkSCsS3JPwZCgLuArhHbXRH7PgaaphYhoaQ+/Ee/yfz/GnDo0B8M/m5QtGO5c9t4tJ9+guHDvWOfkvbw94cuXWyRyt9+s9+z++6DO++Er+bm5cnqL7D36b3M7TyXA+cOUOWTKjSd3pSFOxcSGh7qbfMtxkDNmvDBB/bfX31l31i3bnZd8Omn4eeffWMdQ0mVJKqctjEmK1ATiFydPgZsEZFU52BWz0Qq5Px5NreqRv0W/zLp/qn0rtYn2uG1a21Rq88/tw9eiUGfftIOyfG7/O8/mDgRJkyAGzdg4EB44gm7HLLnzB6qflKV62HX458oCJcVMKMSmDmQsy+d9YDVEUT1Jly5YpvdzJ5tO5qWKAE9e2JGjVLPhOISj/fmSCuomEil/P03nw+owZMtQ9k48FeqF6oe7fDUqXbZeNUq294goegFK/USK2soCNclq0ck/fcbEmJjHceNs6sInTvbJZB7mp6F607iCRwEh2Y+iwR7MDbBZ2uQO0P/Nr2Ligk3qJhIxSxdyuOTOrCsXgE2P7ODvFnzRjv80ktWVPz6q33gSgh6wUo7pNTv8uefraj48ksbZzFjhl1FyJhRWHdkHeN/Hc+ivxdxZ8E7efKuJ3mg8gNkzZg1Xts8/vDvYEJjDPLWWzb46I8/4K67oHt3+4aKFk1G4+JH/za9i4oJN6iYSN2EjB5Jo39fJ0eNOnz/8Boy+GW4eSw8HO6/3wa0b9gAOXM6n1cvWGmHlP5dHj1qlzvy5rVhCY8/bttr3FbQcDQHTKwJn9WCG37QfysM3AJ3nIkxSRR7vSYmIsfs2WNFxfz5Nm/2nnussOjSxcZbqJhIV6iYcIOKiVSOCMcebEeNEj/Qv8EzjGn9XrTDly9D/fo2K27JEtvN2Ql6wUo7eKWbaQIKtDnBE0syN4khJhLUzbTL9lvCYu9eO88nn9j1nRRq4at/m95FxYQbVEykAS5fZn27ajRteJC53ebTuVLXaIf/+Qdq17Y1eyKD2eNDL1hpB2+1Ro9a42LtWrsE8vXXNn150CDo1Ml6Lnaf3s3ELROZtm0afsaP/nf255Eaj1A2b9lYc3ncOLdD4vnMRGDbNlvau2RJOHLElg/t3t2+scBADxqcQNuUZMUTRasUxTfJnp36n6/g/bVZ6PdlL3ae2hntcNGi9iL+6ac2Al9RUhJjoFEj2z9m/36oUwceeQRKlYI334TcYeV4r+V7HH3+KGNbjuWXo79wx/g7aDajGQt2LEg+o+La4hvj52eFRGCgfVObNkGVKhAUBLfdBm3b2hKiF32kkJenie/zi/lZpgPUM6GeiTSDrFhB309a8Mtdhfj12Z3kypwr2vH586F3b5sB17Rp3HPp00/awVueCU8yZPlLPFLzEcrkKePZid2Q6M8sPNxGos6bZ9Nczp2DVq2sx6JdO1t901u2JTO+apenUc+EkuYxzZvzWYP/ke3ICfrM6ES4hEc73r07vPqqXd7d47b3raJ4Bmelvg1r19rvpr8/VK1qPWiXLtnjwTds/b9N/27ijo/u4N6Z9/LFji8ICQvx6ntzi5+fzcX+8ENbj3zZMtsP5OmnbUxF9+7WRRMc7G1LFQ+TkHLa+YGywF4RORVlfzHgDaAycAQYJSJbksHWZEE9E2kMEQ490pVa+RfzbOOhDGv5RszD9OwJmzfbByh3rQXSy1NGesDbMRNxj7tl24kTMHmy7Qty8SL07WsLYVWoYOfaeWonE7dMZPq26WTMkJGH7nyIR2o+QqnAUslgv4c/s9BQW5p2/nwrJm7csD1Dune3rVkzZXJjh7PpfeFPNb1cMzzRNfR9YBBQWUT+jtiXDdiFrYQZ+Wu/DFQTkYOeMDy5UTGRBrl2jR8730nrWntY8uASWpVrG+1wcDA0aQJZs8IPP0DGNxMQze7JqHolRUgtYiKS0FDbTfzjj23RNRFbu6JDB+u9CL4RzJc7v+SzLZ+x8Z+NNC/VnEdrPkr7cu2j9apJmv3J+JmFhMCKFXYp5KuvrDejUyf7Ji9fjt82HPSAjWwBm4KomHAuJrYAmUWkUpR9TwDjgS+B14E2wJvAxyLytCcMT25UTKRRjh7lfw+X5627b/DbM9tjrTWfOGEzPO67zz4JxnwCSi8XhvRAahMTUdm1y3omcuWC7Nlt2e5HHoFChezx7Se3M3HLRGZsm0Fm/8w8VP0hHqnxCCUDSybR/hT6zK5ds0sh8+dbcZE3r12H7N7dRq26yOV2ZJsW00o2PCEm/gN+FZF2UfZ9C7QAbheRkxH7tgH+UUWHL6NiIu0iGzfS7cP67K5WhE2D/yZbxujBX3/+aZd3X38dnnsu+rnp5cKQFvEF17inxETkXJcvw5w51luxY4ctxvbEE9CwoT1+9cZVvtjxBZ9t+Yyf//2ZFqVbMLDmQNrd0S5R3gqvfP+NgQULrLD49luroLp0scLinntutgFWMeFdPBGAmRO4FGNfXWBrpJCIYCdQFEXxMqZePT5v9hFhR//l4en33/xDz5PHXmuqVbN9jp5/PuGZcZGbu5gLxXs4CXxMiWu+06zB+MYEBtokiEcesZWt16yxHcNbtLDZmBMmQNi1rPS9sy8bB2xk22PbKJunLA99/RDFxxZn2KphHDp/KPnfsCfo2tUud5w8Ce+/b4vENG8OxYpZxf/zz962UHGHiDjagIPAz1H+XRMIB96NMW4+cM7pvBHnFMUulVwALgKLgGIOzgvCLp+52q45ee2aNWuKkrbZ/UxPyfmKkfeWjxQReyuJyjvviGTPLvLnn7f2EXOQGxwOUxSXOP2eueK//0TefFOkWDH7/X3iCZHt228dvxJyRT7//XOpM7mOmCAj9826Txb/vVhuhN1IVrsSjXMd6GxLcfPTx8UA2Cwu7qUJWeZYCHQEugI/AjOBdsC9IrIqyrg/gIzicJkjop35NuA6MCxCCIwGsgJVReRKHOcWAYrE2J0NWAYsFpFu8b2+LnOkA27cYMkD1elceSfLey2j6R0toj2ZitinvhUrbFOwAgWcuyy94E1V0hCecI2HhdlVgQkTYPlyu/TxxBM2pjEgYoVj24ltTNwykVl/zeLS9UtIfCGMQcTbGh083B7dyR/TmTOYfPmQFi1g5Upbka5bN+vRqFkzurtHlzmSBU/ETNQB1nMra8MAW4DaEWoFY0xB4F9gjoj0cTjvIOB9oJyI7IvYVxLYCwwRkfcdGXhrvt7ADKCtiHwb33gVE+mEU6cY8UgZPqkawqnXg2NdZ0JCrNs4JMRG0GfJomJCSX48fQPau9fWqfj8c8ic2QZsDhxoe9MAXAm5QvZc1+FafOtzjnImPNse3eEf083P7PRpWLzYxln89JNdCunWzW41a6qYSCaSHDMhIj9jPRPrgL+xnokOEv3T64GNq/ghAba1xy6f7IvyWgeBDUCHBMwTSV/gvwTaoKR18udnxPBV3HXIFvu5Fnot2uGMGWHhQjh1CgYM8IaBipJ0ypaF996znUvfeAO++QaKF7dxjKtWQdaAbHAtDyLwx/GtPP7NE+R4Mye3v1eE4atGcOT8PzfvwY7iTuIVJclIvnzWpfjjj3D8OAwdagvI3HWXPf7KKzbIJB3c4H0Br5fTNsacAL4WkUdj7J8AdBURx63ojDFFgUPAWBEZ7OQc9UykL87NmUKengMYMLEdkx5egokR+r9rl+2dcOFCECJB8c6nngnFKQnqzjnCM18qEbt0N2GCTZIoWdJ+x8+ft8kSAJdDLjNv+zwmbpnIluNbaF22Nd+M/IaQHSHxZoJ49PvvYjKnn1m0z+vkSdsfpEkTG61aqtQtj0XVqp6vdR5pq694JpI5nclnu4YaY0KA90VkaIz9o4GhIuKfgLlexta5qCYif8YxbiAwEKBYsWI1Dx8+nCjbldSJp68lvnD9UFInKXkDOn3aLn+8FOyj7dEd/mEmqGjViRO24uYXX1hhUbbsLWFRubJHLwY+IyZi4Gm7PCYmjDF5gV5AbSAfsFJE3o44VgkoDawQkasO5/OkmPgbCBaRGk7PUc9E+sMYmNvzTvqW+pM1fX+iTulGLsY0J3PmFbz2mvWWxjWXD14/lFSCtwpqffON9VZ8/72ttfLkk7ZWVMaMdszVG1dZ/Pdipm6dyqqDq6hZuCb97+zPA5UfIE+WPNHmSunvf6I/s+PHrbBYsADWrYNy5WzgZrduUKlSkoVFehcTjtM3I4zpik3fDMOmhYYBn0c53iJiX68EzPkf8JmL/ROAUwmYpzZWsA5KyHvS1ND0B4jIuXMyuFtuKTwsixy/eMzFGOTHH0UyZxZ544145lKURIJXUhhv/f/+/SIvviiSJ49IgQIir74qcvhw9PGHzh2SkatHSsmxJSXj6xml2xfd5Pu930toWKhXvv8e+cyOHhX58EOR+vXtB1KhgsiIESI7dji0wWczVF3Y6lkjcJMa6jgA0xhTF5gDhAKDI27eMaXcygixcb/TeYEdgKs00orYAlhO6QvciLBRUeImd27eGr6WcsdC6DauPjfCbsQa0ry57ZHw+us2mE1R0hqlSsHbb9sGn++8Y9OjS5aE9u3tdz80FIrnLs7wRsPZ98w+lvdaThb/LHRe0JliY4sBsPv0bi+/i0RQuLDtZLpunX3zjz5qAzkrVbLLH6NGwd9/27GRVe6ibELsDRf7hHRU6c6VwnC1AUuxtSBqRNkXThTPRMS+FcCeBMz7LFaglIqyrwRWGAx2OEdG4Aw2kDNB3hb1TKQ/ogr1kwtnStHnkGc+6xhjzK1BK1ZYD8Xo0XHPpSgJBS95Jjy6BSF1J9eViZsnyoVrF1LA/mT8zI4cEfngA5G6de2bq1zZ/ty1y3N2pfDv3NOfFx4oWnUG+EtEGkfZFw5ME5GHouybhU0ZzeFw3mzYolXB3Cpa9TqQA1u06nLEuOLAfmyL81Ex5rgfWAh0FpFFjt5QBBozkf4wBgiKZ300iOgR4weawpxvoOFoaPhmlHGCwz8hRYmFrzYhM8Zw6ZKwYAFMmgS//ALNmsHDD0PHjrc6hhsDe8/sY/rW6UzfNp3TV0/TuWJn+lXrR5OSTfAzCenY4NT+FPrMjhyxpb0HRyQGVq16q0DWHXck3q4UDjTxuQBMY0ww8I2IdI2yz5WY+A5o4FRMRJxTDPgAuBe7dLISeFZEDkUZUwJb0nukxMjZM8Z8DdQHColIiNPXBRUT6RFncVZeKNqjpDt8WUxEtWv7dpg8GWbOtOf36WOFRaVKt+YKCw9j1cFVTN06lcW7FnNbttvoW60vfe/sS6nAUh60P4U/M2Pg4EErLBYsgN9+s419IrNCypRJmF1pVEwkRDYexXVsQ9QX8QMqY2/6jhGRIyLSWURyikgOEekYVUhEjDkkIiamkIg41kFE8iZUSCjplCAT21l76TKP9clLiZezcfrSKcC1U3fFCsiSxcZRiABD83r3vShKClC5Mowda4thjR8P27ZZIQEwdaptmJfBLwP3lr6XOZ3ncHzwcV6u/zI/7P+B0h+WpvG0xkzfOp0rIW67I/g2JUrACy/Yoh0HDkDPnrb6ZtmyUKMGvPWWty30OgnxTIwHHgd6i8iciH3RPBMR9Rs+Bf4nIi8nj8meRT0T6Q8z0rjMjQ/Zu4vG71UhR6HiLA/a71bNr1wJ7drZlNHXwlzPpShOSC2eCVfs328fygsVsi3SH3zQFqSsUSO692/nqZ1M3zqdGX/O4HLIZbpW7Er/O/tTv1j9WEXjnNnvBc+Ep0nnnom3sJka040x70RkdwBkM8ZUN8aMAj4ETmGXLBQlVZGxbHm+bD+LbZf3xzmuWTMb6f7mm8CaV1PGOEXxMUqXtj+PHIFZs6zXonZtKyY+/thW2QSomL8i/7v3f/zz3D/M6zyPi9cv0mxGM8p+VJbRa0fzz4V/vPYeHOMgDtWATfuqVs2eU7u2rW1+5EiMGuRpkwQVrYoQEAuBgsReUDbASWzw5S8eszCZUc9E+sNlid4k8HoGYdgwj055k2SujKt4mdTsmXA119GjdtljyhRbfLJrV+utqF8/+nf5zNUzzPlrDlO3TmXria00L9Wc/nf2p2P5jmQJyOIR2zxGQhuQAezebeMrFiywASf16tn4ii5doEiRNOmZSEwFzBzAAGywZAmsd+NfbFvyz0TkQpKtTUFUTKQ/3C1zRBtjDAGvwcSqr9Kvy2j34/o2JcsXq3j5ZXjtNU9b6t62lL4BKcmDt8SEg1E4CUCOrFodk/Bw21hs0iQbWlCypA3Y7NsXChSIPnbbiW1M2zqNcb+Mi781Ojhqj57irdGJ43e5c6cVFfPnW5EhAh99ZEuOFirkGRsTY1fi50tyNsczwFURmewxq3wAFRPpD6diYvbLbenr/w1f1nmPDq2fdzvXygZC27akmKBQMZE6ScjSu7d/vZ78jp0+bbNAJk2yLdI7dLDC4t57IUOGKK+Z5azDLqQOhI43W6O7Q8R6KapWtYGb+/ZBo0bWY9G5c2yV5SF8MWbiPaCdxyxSFB/nwTeW8EFwQ7pvGsyan6a6Hde0qe11MGaMzfJQFFckpBRUWiJfPnjuOdixw/baypnT3jtLlYKRI+GfyJCJiNboInDi0n+8u+E9Kj1h8BtuaP2g4YuKhmsZDAKxK03G/PySuTW6GWlibXHttwcNVKli/3/3bvj9d6hbF95913oomjeHiROt+kqFJMQz8Q+wUUS6J69JKYt6JtIfTj0TIgLh4Yx8oRbvZdnKmnaLqF6no9u5Vq2Ctm1h6FAYPjy5rFfPhJL8JPd37MIFmDfPeit+/x3uu882HQsJgYAoXc9FhC3HtzD1j6nM2T4HP+PHA5UeoE+1PtS+vbbbbBCPt0Z3MgxHlWlirw2J2A8hMsbin39slHf37rZCWBLLb/viMsdkoBVQMi3Vc1Axkf4wIw2xq5XEGMOtC4MAz7SC+ZVh/edwx5ko44Kit2D+6Sdo0yZ5BYWKCcWTuAxIDsJlXEJypEH/8YctiDWhgI+2RneIR/4uRWxRrEhhcfy4XQ/q3t2uD+XO7cAO5y+VGDwhJm4DfgN+AZ4RkeOJM8W3UDGR/nCUzRFEvEFe4DrQK7kFhYoJJbnxVmDojBnWW7FunQ0nePhhuySSJUaCx8krJ5n711xm/jmTLce30Kh4I3pX7U2Xil3IlTlX6mqN7o7wcFvHfMEC+OILOHkSWra0wqJ9e7telCcPnDsXt10k0mPibj4PiInPgfxAa2zDr9+BI8A1F8NFRAY4mtjLqJhQXOHqwhBy9RIdXynFYb+LrB20lbzFK7g9/6ef7JLHSy95XlComFCSG2+nrO7ebdNLp02DGzegVy8rLCJLOERl56mdzNw2k1l/zeL01dN0LN+ReV3mciMsFH8//xS0Pxk/s/Bw2LjxlrA4dw5atYKvvoKLFyGH++4Vni7z7QkxEe5ooEVEJEP8w7yPignFFe7+AK9ePMO9QaUIC73Bild2kb1gMbdzrF4NrVtbQTFiRPLbpiiewmspqzEb8IUGwJ52sOUR2N8CCm+GY1PhpXmQ5bz7yYKE294pSI/KPehTrQ93FrwzUdU2E0KKfWZhYbB+vRUWEyZA5szWFdqtm/2ZLVvi7EpBMdHI0cAIRGRNQsZ7CxUTiivi+gM8d/ofGr1VnoLX/Fk6ci+Z8rpP6UoOQaFiQklufLf+hXNmbZvNjD9nsOLACirmr0jvqr3pWaUnt+e83bMvFIFX/i6NsfX9FyyAhQvh6lXrEu3WzXousmb1PTGRVlExobgivj/A40d3cc+4atS6lIO5bx8gQ46cbsd6WlComFCSG28vc8Q9zo9Vq8KZOtU28syb13Yx7dfPlm+IOdexS8eY89ccpm+bzo6TO2heqjm9q/amU4VOZM+Y3YP2e0lMRL5maKhdX12wABYtguvXoX17zNy5SFgY+MVTCULFRNJQMaG4wlGjowObuWdSXTqeu41PPtiLiRklFoXVq60HcsiQpAsKFRNKcuPbYuKWbRcv2nvntGmwYQPccw/072/jK2LOJSJs+28bM7fNZPZfs7kccpn7K9xPn2p9aFKiCRn8krYy7zUx4UlSUkwYYzIDXYEGQKS/6CiwDvhCRFwFZPosKiYUVzi9MGzbsZJGc1rw1OlSjP5oB2TM6HZspKB48UUICkp+2xQlsaQWMRGVPXusqJgxw/YI6dPHCouGDWM/lIeGh7LiwApmbJvB4l2LyZslLz2r9KRPtT5UKlApkfZ72TPhdogPLnMYYxoCc4BC2IyTqAhwDHhQRNY5ntTLqJhQXJGQC8P63xZy75KuvHmyCs99vAX83UeQe0JQqJhQkpvUKCYiCQuzf4Ldu9tkh8KFbU+Qvn2hRInY4y9ev8jCnQuZ8ecMVh9aTY1CNehdtTc9Kvfgtuy3JcB+FRPxv4idoBywGcgW8XMGcDDicAmgD3AXcAWoJSK7HU3sZVRMKJ7omfDt2il0WvEwk0/Xo8/4dXGuT65ZY2MoHAkKF8a5zBtXcaF4kNQsJqLOde6crbQ5daqtBdWkifVWdO4MWbPGPu/w+cPM/ms2M7bNYN/ZfbQs05I+VfvQvlx73+tmal80VYqJmUBP4DkRGedmzDPAWGCWiPRxNLGXUTGhuCIxF4bZy96h/8YhfHm+Be3HLYtTpTgVFE6rE6Z0tT8lbZNWxERUtm+3yyAzZ0JwsPVc9O9v22PE/FMVEX479hszt83k498+9lg3U0j5jqa+KCaOAidEpGZ8LwQUFJHkyb/xMComFFck9mL64eKXeOn3t1kW3JlG73zhEUHhKdsUxSm+nRoaf03HuIo53rgBy5ZZb8XSpbbhWL9+Nsbidhd3LY92M4UU72iaUmIiIeXB8gGrHYzbBVROwLyKkmZ4ptP/OBN8lvbbJ7P6tYepPnqK27GNGsF331lBAUkLylSU1I5T7ZLUUtkBAdCund1OnYI5c6ywGDbMtsHo39+2wcicOeKEiG6mAGeDz7JgxwJm/jmTjf9spE6ROvSu2pvulbqTL5tTz4qHO5rGUGEmyMUQFx7OWP2JAgOTZkYCPRPHXSmSGOM2A4XUM6GkZpLyZCYiPPV5Z77cvZj1OZ+l7LAP4hyfUA+FeiaU5MaXv2PJZdsff1hRMXu2FQU9eliPRe3aLkSCMezLA7Oqwoxq8G9OaLsH+myD1nshY1iUsTFOTum+Ib7YNXQW0AN4UkQ+dTPmceBjYLaI9E6CvSmGignFFUn9AwyXcHpOaM6mfT+xochwbh88Ms7xa9fagnVOBIUvX+iVtIEvf8eS27br1+Gbb6yw+P57CB/u+TLcKRnj5Itiojw2iyMLsBGbInoo4nAJbHBmXSAYm82xK8lWpwAqJhRXeOIPMCQshA4f1eOffb+ztuI75HlicJzjIwXFCy9YQeFuDdmXL/RK2sBXvmPeDkA+ftymllaoYOtYtGljvRVt2rguKXMt9BpLdy9lxp8z+H7v95TJU4Y+1frQq2oviuWyfXzSvWciYpJmwGygALEjTQzwH9BTRFYlwdYURcWE4jj9EhJ8FbgScoV7x9YgfO8eVtzzGdn7DXQ71kE34fisu4nDbsKK4pHU6JQkpYWOMbZp56+/Wm/FvHk27qJXLyssXHUyBfjv8n/M3T6XGdtmsPXEVhqXaEyfan3oX72fiomIibIC3bAVMAtH7D6GrYC5QESuJtHWFEXFhOLy6ccNiXkCOht8lkZjq1H476MsbTubjN16uLYj4oll7VobQzF4sGsPRWJT4xQlLeANMRH15YKDbTGsqVNhxQq4804btPngg7ZPiCv++u8vZv45k1l/zuL4C8foubAXfar1oVnJZkku4x2//T4qJtIaKiaUlODYpWPcM64qd/95ltm9FpGhfcdYY6JetOISFComlPSMN8SEp+m5sBeL/l5EYJbAm2W8KxdIniTIlBIT8bQRUxTFExTOUZgfn/iZnypn46kpnZHly+Mc37ChTRt97z3bGEyFgaJ4D5G4t/BwgPoMGADZs8Ntt9nYp7/+ij0WYNb9s/jvhf94o+kbbD62mSqfVKHGZzUY+/NY/rv8nzffaqJxLCaMMfcbY36PiJtwN6Z5xJgOnjFPUdIOZfKU4YeB65hTI4Dh77WBdXG3sGnY0EaTv/++CgpF8WWs92IDkyfDiRPw7rvw++9QpQrcdRd8/HHsGKYcmXLQ785+rOq7ikODDtGlYhc+2fwJt79/O23ntGXBjgVcC009fTMTks2xFKgHFBaR627GZAKOA+tEJFUICl3mUFKadYfX0WJqU8aszsCzb6+1iey4X5pYt85meTz/PIwcCX5+usyhpF+8HTPhflxsuw4ftl1Mp02Df/+F9u3hyy9tFU5X/QAjy3jP2DaDudvnEhYeRrdK3ehbrS/1itbDJGLNxReXOaoB29wJCYCIY1uBOxNqoKKkFxoUb8AXPRYxpPENZg5qAlu3xj2+wS0PxfDhKWOjoihJp3hxeO012LfPBmvmyGH3Fy0KQ4bAzp3RxxtjqH17bca3Hs/xwceZ1nEap6+epsn0JpT5qAwjV4/kwLkDKf9GHJAQz8Q1YKGI9Ixn3GzgfhGJu8Waj6CeCcVbzNw2gwGL+7Pw22y0m/ELpmIFj86vngklLZKaPBPu5ps+3XorfvrJLoP06wcPPGDTw11x5uoZ5u+Yz4xtM/jl6C/UL1afPlX70LVSV3Jnzu0Ru5ziiaJVJ4C9ItIgnnHrgPIikj9RlqYwKiYUbzJu01iGLnuB5Utz0/CP0/FetP74A2rUOE6HDoWYM8d1G2XQZQ4l7ZIWxETksEOHrLCYPh2OHoWOHa2wuPde18sgALtP72bmnzOZ+edMjlw4Er9hQXi0m6knxMQSoBW2uuU2N2OqAVuA5SLS2tHEXkbFhOJtXlvxKh+ufZuLr99ADh+BYsXiHG9McSpUOEzOnLbrYX4Xsj25xURqK3SkpB3SkpiIJDzcxkZNmwZffAE5c0Lv3lZYVHDjsAyXcDJkPe+go6lnu5l6ImZiApAB+MYY09LFC7QAlmItn5CAeRUlXTOq2Wh61noIgL0dG9gavnFyhPXrbTnfevVg//7ktzEmrtLjwLjZryhKXPj52S7CU6fabJAxY+CXX6BiRahTBz79NHZ1XD/jd7Oj6eXrV5i1bTYtZrbEb2QGKk+owtvr3+HoxWNA/KmtIjhss+6ehJbTfg94DitzTgJ7Iw6VAW7DCokPReTZJFmVgqhnQvEFwsLD8M+QgRJDs7BheVEKL9vg2uXArSega9egTx9Yvdo2JopICokYk/I3cl/p56CkbXy3aJUzD0BCSt0fOHArG+TEiejLIBkyuP47P3rxKHP+msP0bdP5+/TfhO8OJ2xWmBUfcVnv3APjsXLavYBXgPIxDv0NvCUiMxM0oZdRMaH4CsZAi2nNObZ9E2vWlCLPD2vtlSfWuFsX0/Bw22n0k09g/nxo1+7WXComlLSIr37PktOu8HBbFXfqVJtamju3fZB4K7Nny3M6aRfg8XLaxphCQNGIf/4jIvH5Zn0SFROKr2AMXA4wNO9jn3F+nAHZbrgYR+znn7EM4kXeYTxP8SgTMYiKCSVN4qvfs5Sy69IlKyimTbMCo04d663o3t2KjMSS4p6JtIaKCcVX8Kg7NdNZJIlroAnFVy/yStrCF75nTlujQ/K1Rwd7zXjtNZsNcvIkdOpkhUWzZnYZJKFzeVVMGGMyAP2AysA/wGQRuZikSVMQFROKr2BGmpsXnqMXj1J/cl3u3nGB2f/eTYYlSyFTJjsujovp+vW2yt65YtO5/mtfMmZMMfN94iKvpH189XvmDbsiBUB4uI2dmjbNei3y5LHLIH37QrlyCZsr/nFJTw19FRgBNBeRtRH7DLAKaMitx6W9QO3UIihUTCi+QlQxAbD3zF7qT6lHl60hjL/SCPPlQggIiPeitWsXVKhziOZ3lWDhQptmlhL46kVeSVv46vfMW2KCoBhekms5YGcX2NofjjQAVsPwZuAXHvdkQc6WRt2JCTdlMVxyL/BfpJCIoCPQCBt8+SnQEluL4nHgf04nNsYUBT6IeA0DrACeFREHFTnAGFMBGAU0AbIBR4AJIjLOqQ2K4muUzVuWZb2X0zi0Efl+WcPI3r1h9ux4zytfHni4Dmd/OkGDBrb76O23J7+9iuJpXC/9Saz9PqgtUo6g+N58YxgVluxmJKTORGmsaIhKZ6w3oruIfAS0xzb66uZ0UmNMVqx3ozzQF+gNlAV+MsZkc3B+LeAXIBPwMNAaeA9bE0NRUjXVC1Vnac9vePuu63x45jt4+GFnJ+b4j9WroVAhqFsXduxIVjMVJVlwUh8hXQsJnHw2ruu/ePozTGhvji9FpFeUfUeA6yJSNsq+hUBDp+W0jTGDgPeBciKyL2JfSexyyRAReT+Oc/2A7cBuEenk6I3EQJc5FJ8hER0B40SEGzfg0Udh0SL46ito3NizLxEVX3U/K0pK4M2YibjHJL4yp5v5klwB8xxQIMqEJYAiwJoY464BCWny1R74OVJIAIjIQWAD0CGecxsDFbBiJE2za9cunn76aSpXrkyuXLnImDEjhQsXpk2bNkyZMoXr1902c/U6hw4dwhhDiRIlHI0PCwtj0qRJNGrUiDx58hAQEECBAgWoWrUqDz/8MEuWLAFg9erVGGMStB06dAiAEiVK3Ny3atUqt7b079//5rigoKAkfhJxY4KI89FhxtbpZBwVgAGrCs6fdzvWRJgaEABTpsCzz0LLljBvXrK+BUVR0ikJiZnYAzQwxpQQkUPAI9gljh9ijCsKnEjAvJWAr13s3wF0jefc+hE/MxtjfgZqYkXPPOAlEQlOgB0+y6hRoxg5ciTh4eHUrVuXvn37kj17dv777z9Wr17Nww8/zCeffEJa8LCEhYXRtm1bli1bRu7cuWnTpg1FihQhJCSEHTt2MGfOHHbt2kX79u0pUaIEI0aMiHb++fPnGTduHLly5eLZZ5+NNX/uGInY/v7+TJ48maZNm8Yae/HiRRYsWIC/vz+hoaGefJtucZlyFpMgMKyGsbmdzWkgKMi2Pe7TB/79FwYPTpojxJ2drvYnZ2qcoig+gog42oAHgHDgPLaZVxhwDMgWZUxW4ArwdQLmDcFWzoy5fzQQGs+5n2IFzVlsAGZj4AXgKrDYyevXrFlTfJk33nhDAClatKj8/PPPLscsXbpUGjdunMKWOefgwYMCSPHixeMdO3PmTAGkWrVqcv78+VjHr1y5IqtWrUryaxUvXlwA6dixo2TKlElOnz4da8yECRMEkE6dOgkgI0aMiNf+pEAQzsaBFHuvqDR4Lrf8V66IyK5djuf67juRbNlEnn5aJDQ0Sea6tEtR0ive+P47eUmndjk1H9gsLu6ljpc5RGQe8A420LE6tqZEDxG5EmVYN+wSx09O500ikfbPEpHhIrJaRN4FRgIdI7I8YmGMGWiM2WyM2Xzq1KkUMjXhHDp0iKCgIAICAvjuu++4++67XY6LfJKPyoIFC2jYsCG5cuUiS5YsVKlShTFjxrhcDilRogQlSpTgypUrvPjiixQrVoxMmTJRpkwZ/ve//0Vbb/v5558xxtCpk/sQlQoVKpApUybOOi1AH4WNGzcC0K9fP3LlyhXreNasWWnSpEmC53XHI488wvXr15k5M3YV+EmTJlG0aFHuu+8+j72ep9j86BZM5Src1eUsWzvcDT//7Oi8Vq1gzRpYsAC6doXgNOG7UxTF2yQkZgIReQnIDRQQkRIiEjNeYiVWaExOwLTngNgNCCBPxLG4OBPx88cY+5dH/Kzu6iQRmSgitUSkVn43zZR8galTp3Ljxg06d+5M5cqV4xybKaKgEcArr7xC9+7d+fvvv3nwwQd56qmnEBFeeeUVWrZsSUhISKzzb9y4QcuWLVm4cCGtWrXi4YcfJjg4mKFDhzJq1Kib4+rUqUO5cuX47rvvOHPmTKx5fv31V3bt2kW7du3IkyfhFRjz5s0LwJ49exJ8bmK49957KVGiBJMnR//KbtmyhT/++IOHHnoIP78E/ZmkCPmz5efHvitoXac39zxwlS8ebwTffuvo3Jo1YdMm2LnTVso7fToRBhgTe4trv6IoaZoEXyVF5LqIuLz8iMg/IrJNRC4nYMod2LiJmFQEdjo4Ny7iqdLh26xfvx6AZs2aOT5n06ZNjBkzhqJFi/LXX3/xySef8M4777B161batm3LmjVrePfdd2Odd+zYMXLmzMmOHTv47LPP+Pjjj/njjz/IlSsXH3zwATdu3GoS0bdvX0JCQpg7d26seaZPn35zTGK4//77CQgI4NNPP6V3794sWrSIw4cPJ2ouJxhjGDBgADt27GDTpk0390+aNAk/Pz8eeuihZHvtpJIxQ0Y+afsp77YZR8+OYQz/oB3hU5zp+JIlYcMG2/r4nntsd8IE4S63TPP2FCVd4guPXEuAOsaYUpE7IjJF7ok4FhffA9exxbKiEumXTtURiceP295pRYoUcXzO559/DsCwYcMoWLDgzf3+/v689957+Pn5xXoKj+TDDz8kS5ZbiTgFChSgQ4cOXLhwgd27d9/c37t3b/z8/G4Kh0hCQkKYN28eBQoUoFWrVo5tjkr16tWZNWsWt912G7NmzaJz586UKFGCvHnz0qlTJ5YuXZqoeeOif//+ZMiQgUmTJgFw5coV5syZQ8uWLSlWrJjHXy9OXD3Zx+MBeLz2E/w4NYwJNYX7VzzCpUzOvAF588KPP0KVKrYWRRqI31WUdEcCLxduNxcNihOEL4iJScAh4GtjTAdjTHtsdsc/wGeRg4wxxY0xocaY4ZH7ROQMMAZ4zBjzpjGmuTFmKDAcmC5R0k3TC7///juAy+yEO+64gyJFinDw4EEuXLgQ7ViuXLkoU6ZMrHOKFrWNYc+du7XiVKRIEZo1a8bmzZvZufOW82jp0qWcPXuWnj174u+fkESh6HTr1o0jR47www8/8Nprr9G2bVvCw8P56quvaN++PX379vVoPvftt99O69atWbBgAZcuXWLevHlcunSJRx55xGOv4Rin1WVi7Gt0SPht6AEO1ChJ3YERf9Zh8Ve9y5LFti7v0QMaNbLVMhVFSR0k8nLhcktEiFs0En/F9xAicsUY0xRbTnsmtpz2Smw57ajLJQZb1TKmABoFXAKewGZyHMcGir6ezKYnO4UKFeLvv//m6NGjjs+JFAmFChVyO+eRI0c4f/58tADHmCmTkUSKgrAYN6Z+/frx448/Mn36dP73P1s5PalLHFEJCAigRYsWtGjR4ubrL1y4kIceeogZM2bQqVMnOnbsmOTXieSRRx5h6dKlzJkzh6lTp1KwYEHatWvnsfmd4ig1NL5x+cAIrHqoCU0/Ww6ZM8c5V4YMMHYsFC8OHTvCxx+DN3SUp3AapqErMEpaxNW1IUVStl2leKSnzZdTQ4cPHy6A9OjRw/E5NWrUEED27dvn8nixYsUEkHPnzt3cV7x4cbeplCNGjBBAfvrpp2j7r169Kjlz5pTChQtLaGio/Pfff+Lv7y/VqlWLNUdCUkPjY9iwYQLI008/7fJ4QlNDb9y4ISIioaGhcvvtt0uRIkUEkJdffvnm2EmTJqVIaqhTiCeHKyw8TIIWDZKA15CPepSW8LNnHc89f75Ipkwir70mEh7uWbu8ha/apaQtfPV75mm7SGpqqJLy9O/fn4CAABYuXBhtOcEVkSmf1avbBJbVq1fHGrNv3z7+/fdfSpYs6dYT4ZQsWbLQrVs3jh07xooVK5gzZw6hoaEe8UrERY4cOQA8uswBkCFDBh566CH+/fdfjDE87LQHhg/iZ/wY0Wks81p/ztDSBxn4bGlCjhx0dG63brB8OXz0EfTvD1HibhVFUdyiYsKHKVGiBEFBQYSEhNCmTRu3FS6XLVt2M+AxMvtg9OjRRK2hERYWxgsvvEB4eDgDBgzwiH39+vUDYMaMGcyYMQN/f3969uyZpDnnzp3Ljz/+SHh47EScEydO3AySbNiwYZJexxXPPPMMixcv5ocffqBUqVLxn+Dj3F+nPxsf2sCKwtdoOqY8//2xztF5DRvaTI+ffoI2beDixWQ2VFGUVI/XYyaUuHnllVcIDQ1l5MiR3HXXXdSrV49atWrdLKe9du1a9u7dS61atu9KvXr1GDJkCG+//TaVK1emS5cuZMuWje+//57t27dTv359XnzxRY/Yds8991CmTBm++OILbty4Qbt27ShQoIDb8adPn74pQGKSNWtWJkyYwC+//MK4ceMoWLAg9evXp2TJkgAcPHiQb7/9luDgYDp06ECXLl088h6iki9fPo/GYfgCVUvW4beh++k6pjp3zW7MVyenUKNlv3jPq1jR1qJo0wby5HEUywk4i1cIDEx6sJeiKD6Gq7WP9LT5csxEVHbu3ClPPfWUVKpUSXLkyCEBAQFSsGBBue+++2Ty5Mly7dq1aOPnzp0r99xzj2TPnl0yZcokFStWlNGjR0twcHCsuRMTMxHJ66+/LtiS5vLll1+6HBMZxxDXlitXLhEROXLkiIwfP146duwod9xxR7T32qpVK5k5c6aEhYW5/ZwSGzMRF6ktZsIVITeuyxPDqkuWV5F50150fN6FCyIgUqyYyM6dnrErpZeWE/N5KUpC8dXvmaftwk3MhNsW5MYYh88i7jSKpAqvh7YgV1IbSWl1PPHt7jx1eQFDcrdm1HNL8TPxr3QaA337wtdfw5Il0KBB0uxy2urYU2hrdMXTJKSwq7e/ep7+/rtrQR7XDf8f7FOjoihewvVFS2Ltd3qtGDhkPuWnVqDzrpH8Oaois176hZyZY/dAicnUqTBiBNx7L8ycaft6KEp6xdsCwRdxKyZEpEQK2qEoigtcXbSS+qTRsH8Qm78rR4dve1F3dEm+HrSJMvnLxXmOMTBqlG1j3rOnbWP+3HOJNkFRlDSGZnMoSjqkeOsebOi/nkpHgqn9YRVW/O2sSdgjj8DixTBsGDz7rPPATEVR0japIq5BURTPk61WXeYH7eCNF2rTal473mv8Jk83fgkTz4Jwmza2jXmbNtZDMXOmLcvtK3itAmA8pKZ1dkVJKHEFYCapw5GIHEnK+SmFBmAqqQ2PBxSeOsVXA+6hd9X9dKvUlQldp5PJ/1ZLe3cBkwcOwH33QYECNjgzXz4fCcCMcdc2uAn+8oE7tgaHKsmNLwRgHiLxAZgSz9yKovgK+fPTce4fbOpzH+2Dv6Tpmd0s7Pc9BbMXjPO0UqVg40Zo3962MYeyKWJuvMS8cKZ0+oiipEPiuuGvRbM5FCV9kC0bleet4rfH+tBt65fcNb4aX/X5jpqFawJOXfR7EuTKVxQl7RBXNkfjFLRDURRvExBA3slzWDasOIM3vEv9kHp83mka0MPRg70xzalWbQVHjsDw4fDEE5Axo6txnjZcURRvo9kciqLcwhgC3niLD1t8wEdLQ+m3qA8AYeFO0jZWsmULvPcevP22Lcm9cKGuMChKekDjGhRFic3TT/NwwYKUH/ogDQD/151dKvxHR7gd+meFjYPp0uMlKPgHtBwMRX6NGKXqQlHSGm6vEMaYyLaMv4rItSj/doSIrE2SZYqieJeuXamfPz80geoheQkulJ8lPZZQNq/rQEsTZGKlWx4/Dq+9Vp9pU3+ha1cYMwZKBqWA7YpjNGVV8QRxpYaGYx8hKojInij/doSIZPCMicmLpoYqPo2LK73LVMdkvMobA1cCDA91gB9Kw/wvocV+F+Nc2RXBn1ThBd5lDY0IIRPnzkHu3MlmcnS7fDj90ldt81W7lITjC6mhM7DXhgsx/q0oSkrhup52ij8iZt1zkLn3tWRMpmu06XuMt5u/zbN1no1W4Coui6oCPwj88AO0agVlykBQEDz6KAQEJLf1voGrwlnu9qd0QS1FSSpuPRPpBfVMKKmNlH5qvKldTp+Gtm1Zmv0YDzY5S5fKXfm0zafRClw5ne+zz+C11yAw0AZrtmuXfFkevvyU7au2+apdSsJJKc9EsogJY0wWEQn2+MTJgIoJxZdx9zQbk+R8knV+k49roSMKmc8iwXm4dAn+9z+b/VGnDrz7LtSsmQRD3VnlKzdGp0tW4PXgBF/5zJx+93zAVJ/FF5Y5Yk4wQkRGOhiXFfgWaJIwExVFiYlPuLtjBlaGhsKjj3L22y/p/sod7Aw9xlfdv6J2EWcXdTMyLyDkyAGjR8Njj8Grr0Lt2rYj6Rtv2O6kaQ4fWbJKTSRH19y0TmwBJi5Fmac/woSkho4wxpwUkU/cDYgQEt8D9ZNsmaIovom/P0yeTJ7XCvH9S+/wwrv30nCaTfY6G3yWPFnyJGi6IkVg+nQYNAgGD4Y77oDnn4ehQyFHjuR4A0pUNJYjbeEtneV4mcMY8ydQEXhQRBa4OB4pJBoA80TkQU8amlzoMoeixI3TpZaE4O6mJALffAMvvgjnzsGoUTBggNUvicWXn2R91TZftQt827b0QJKXOYAWwEZghjHmvIgsjzJ5Nm55JOYCvZJor6IoPkScT6QLF0LPnpjr1/nuu3GMO/Mdy/cvp0XpFjxb51lalG6Bn7lVbDcucWKMDca87z6YNAmGDYMPP7TxFPfdF9uFmyePFR3x4WTtPTAQzp6Nf5yiKLFJUACmMaY0sAHIBjQTkV+NMTmwQqIeMAfoLalINqpnQlHiITnSLBxeIi5csIWuxo6FBg2sqKhWLbpp8U3l9EnWG+ELvvqU7St2uRSeQRFbFHT5JeXwWDaHMeZOYDVwA2gPvAvUBWYB/UQkPKnGpiQqJhQlbszI2JUtXY4zBjl4EMaPh8mTIWdOzj7Rn0k1Yfz2z7kccpmBNQby9sa3E3zxP3QIXnkFFiyAvn3h9dehcGEVEx4yIvYufDPLBHzjM0vPVUM9mhoaUVr7ByAj9ns3G+ib2oQEqJhQlPhIkJiIvJ5cvgwzZtg1iiNHuNG7J4s7lWfs0YVs+ncTXSt25dk6z1K3SN1oha/i49dfbZDm77/DkCG28JWKCc/jq3aBb9jm1GMCac9r4vE6E8aYtsAiYI6I9Euaed5DxYSixE2ixEQk4eGwfDmMG2fLXzZrhqm/gh6VHuCLv7+kesHqDLp7EF0rdSVjBhf9yl0gAosXw0svwb59MGWK9VZkcFPAX8VEwvFVu8B3bfNVuzyNOzHhtgW5MSYsrg34GsgA9HZxPDQZ34uiKKkFPz8bOfn997Bzp837BOa8vJlDOYdzb5FGDFo2iBJjS/DG2jc4deVUvFMaA/ffDzt22H+/8ALUqAErViTnG1G8gjGxN1f7Fa/jVkwA/wBHErn9k3wmK4qSKilfHj7+2P7/Y49x+wdTeOOBifxzvAejKj/N3O1zKfpBUR5e8jB//fdXvNNljHBk7N8PzZtD69Z2ixQZShpAJPbmar/idbQ3hy5zKEqcOK4zEYTLNeOYBAbD2bfEVtJcssQugaxbh7Rry8o+DRh7fQ3f7f2OpiWbMujuQbS5o0201NJotkVZmti/3xa6WrzY1qYYNQpuu02XORKDr9oFvmubr9rlaVK0N0dqQsWEosSDw7us44upq/m2brWiYs4cKFeOPY9346MiR5n610wK5SjEM7Wfod+d/ciRKUesqQiKIXaO1IXl78HJylD/LVj1AQQ5aBUUJComIvBVu8B3bfNVuzxNsokJY0xmIDdwWkRSXayEiglFiQeHa9IO23zFXR3q5EnbUnTCBLhxg/MD+/B5g+x8uHsG566dY0D1ATxd+2lKBpa8aZqrS5iITSMdOhQOHTpF7975adUK7r0X8uVzY796Jm7iq3aB79rmq3Z5mgSLiYhiVBWA8yKyx8XxssB4bEOvDEAINijzORE57kHbkxUVE4riGTx6MQ0JgS++sN6KP/4gtHMnlvSowdiz37Hhnw10KNeBQXcPonHJRp55vQhUTFh81S7wXdt81S5Pk+BsDqAPsAlo62KygsA6oDm2JLcBMgFdgZ+MMVk8YbSiKOmUjBltC9FffoG1a/HHj/s7D2Ptp9f5rcgocvhn496Z9wIw7Y/pXLtx3WWsXtQtPBy2bbNtz5s0gYAA6yTp3h2mTvWs+XnyuE5EcJKYEHPLk7C+aYriFeLyTCwAOgG3i8jJGMc+Bh4HzgL9gVVAWeAzoBbwooi8n4x2ewz1TCiKZ0j2J7N//7XLH599BpkyceLx3hQa/j/yv10AYwyP13qcx2s9zm3Zb3M03aVLsGoVLFtmM1cPH7alulu1stms9epZwZEYnC6ZOPnMdPklOj5hWyqrGupJErPMsQu4KiI1Yuz3A04DuYDHRWRilGO3AweAX0SkoQftTzZUTCiKZ0ixi/zVqzB7Nowbh9mxneD+fZjXsQxjjy3i79N/06NyDwbdPYjqhao7nlLElsT44AMrLlavts6RZs2suGjZEooXd26iionkw1dt81W7PE1ixMRZ4AcR6RFj/53A79jeHPlF5GKM42uBCiKS30O2JysqJhTFM6T4xVQE42eQdu3hm2+QRg1ZO6A5Y/038/XuJTQo3oBn736W9uXak8HPTXnMKES9aV+9CmvXWo/FsmWwZw9UqGA9FvfdBw0bQubMcc8VK8vEFUHEn06rWSbR8FXbfMUup6nciS3znRgxcR1YKiJdYuwfAEwCtojIXS7OmwN0FpFMibI0hVExoSiewRsX05sCYN8+22Ds888hXz4OPNGDj8qeY8rOWWT2z0yF/BUoE1iGMnnKUDpPafszsDS5MueKPZcLDhyw1cC//94ujYSH27iLSHFRtqwbu+K1Xz0TCcVXbfMVu5wWBE2sqYkRE/9iMzkqx9g/FRuc+amIPOnivEVAfREpkDhTUxYVE4riGbwiJpwW1HLIzE4zKZPHio68WfLiqgnZ9euwYYP1WCxbBn/9BaVL3xIWTZpA9uy+Kyb8sp5DggPjswwnib4myznCr8Y3lzPy/C8P566di39gEPF6cwIzB3L2JTfpxwnEk3aBZ21zgqf/LhMjJhYCHYGOIrI0Yl8+YB+QA7hfRL52cd4u4JqI3Okx65MRFROK4hm88mTm4b4MZT8sw6HzhwgNDyVnppw3hUXpwNLR/r9QjkI3q3L++6/1WixbBj/+CMHBNrP1HV6gFd9TkZ24s9LJLdvg2WUOX23bnqSGcomcK6XtSsh8niKlxIR/HOeMx2ZzfBGR2XES6AzkxPbf+NbFi5QC7gBmJtC4osAHwL3Yv68VwLMicsTBue4+peoisjUhdiiKkrowjspkOSynlfks0vgooWVLcyT4BPvO7mPf2X3sP7ufHad2sGT3Evaf28+10Gtk8c9C6Tylb4mMamUY2Lg0b04ow9G/i9KkkT/zar7Li1vepUiRW16L5s0h162VFWdFvrSPlZIKcCsmROQnY0wQMALohf3eGyAY6O+m2uVjET9/cGqAMSYrNrX0OtA34nVGY+tVVBWRKw6mmYZNS41KrEJbiqKkMYLif8pz+fQcFmYDIf788+Zm7vwKqoJ/QAClKlSgVNWqtKhaFaq2gEYvQMGChCMcu3SM/Wf33xIb5/az6uAq9p3dx6WQSwT4BQAhFHiuNQNMda7tbsje3yvz5cDbuHQhA/XqGe67z2aIVKlyq2FZuuetM5ggZ0PjdUhlPmPvXEqKEZdnAhEZZYz5BrgfyI/tBjpbRA66OeU6MA5YlgAbHgFKAeVEZB+AMeZPYC/wKOCkXsVREfk5Aa+pKEp6JkMGGzVZtix07mz3jTRw8SJs335LZCxZAqNH2/358uFXtSpFIrZGVe+Eex6ELLZGn4hw+upp9p3dR73h8H2v71y+9Lp1dnv1VefmbvpnE5n9M7vdXMV2+ALhEs610GsE3wgmODQ4zp9c68mHP3/k+njE/18Lvca330Lbtu0wGIwxN3/6Gb+b//9lty/o/mX3WGPc/fTDz+1xgCe/fdLtcT/jd/Pz33d2H6UDS/vs7yM5iVNMAIjI79hU0HgRkdcSYUN74OdIIRExz0FjzAagA87EhKIoKYjra6W43O8DAe7OyZED6ta1WyQicORINC/GzXxRgDvugKpVMVWrkj9ic5QWmgDuaT0PCdwHgQcgcD/k2Q85joKf/XAzZcgUp9iIusE8HvvmsVj7s/hnuTWmGny6+VP3N/9IAcBXNJza0K1AuB523eX78TN+ZPHPQpaALDd/EtSLZ5w8ht4B3+z5Ju4xQYZiOV9AEEQk2s9wCY+1z9WY8PBwJGIhasLmCfHbFQRlPyob77C0ite7hhpjTgBfi8ijMfZPALrGV68iImbiLJAdCAN+BkaIyDonr68BmIriGbyVzRH/MkcyBcYFB8POndFFxrZtcOaMDZqs38CuY1StarcqVaxYccD163DokF2Jad0ann0W9u8PZ99+OHTQEBxsCMgoFCkWQuFi1yhU7Ar5i1wm3+0XyFP4HLkKniXc/wrXQq/F2t7d9K7z9+iA91q8F0sYxPczwC8g1tO7r6bTJiQA898L/7Ly4EpWHFjBigMrOH75ONVuq0azks1oXqo5DYo3IMeYHGkyANMXxEQI8L6IDI2xfzQwVETi9J4YY2YC3wDHgOLAi0BF4F4RWe3mnIHAQIBixYrVPHz4cFLfhqKke9KdmHCFCJw4gSlcCHn7nVsi4++/4cYNKFnylrioWtXmlBYrdquZh0v7o98YReD4cSs09u+3W9T/P3XKjitc2E5fujSUKnXr/+vUsXUyPOGJ9+hN24A4iDZN6QwYk+UsXHPSIMV5oO+oZR/TrFQz7ip8FwEZElmz3SEqJhyKCRfz5QC2A/+ISP34xqtnQlE8g8/WmQjCWf5/MJx9y4N3Rk9y/brjSM2LF+HgQddC4/BhG3uaM2d0gRH1/4sWBX+HV12Pi4lUPFd83//Q8FB+O/ob9YrVpeHURjfjYBqXaEzzUs1pXqo5FfJV8Hi8RXoSE/8BXyV2mcPNnBOAAU6qcKqYUBTP4Kt1Jhw+L9oWomc9U0zI8c3s+nVbqOLIkdjb4cNw5Agm+Cpi/KBQIevFiLoVL37r/wMD4/08btywmmT58thCY/9+uHzZComCBW0Ka3xb796wZk30fTlz2vjWZPvMfHSuhNbmuBJyhXVH1t1cEtn23zYKZS9Es1LNaF6yOc1KNaNIziIesD/9iIlVQMaYXgRjzGqsfY0SMecE4CERiaN6vkXFhKJ4Bl8pJxwTr5b5TiqR/Ue2/B5LZNzcTpywY7Nlcy0yIrfbb4eMGT3uNMmSxYaPRCV7disqnAiSyK1JE+CZUpD5AmS6ABnCXL9gECnaz8SjfVbArW0nr5xk1cFVrDywkh8P/MjhC4cpn6/8zXiLxiUakztz7oSYDqQvMfEs8C5wh4gciNhXApsaOlRE3kvgfDmxyxyHnHQuVTGhKJ5BxUTU10zBJ+NI70ZMkRFVfFy7ZicqXBhz9F+k+wOuPRy5cydoiSbStpAQu7xy4ULcW1xjrsSoKJQ1q2vR8cUXk3n++YejeUJijrnjDitw4mrGltD3GP84z1UNFREOnDtgvRYHV7Dq4CrOXzvPXYXvonmp5jQr2Yx6RetR6L1C8Zf6DsKjZb59WUxkA7Zhi2ENw3okX8eW7K4qIpcjxhUH9gOjRGRUxL4XgHLAT9wKwIzc18xJRoeKCUXxDComor6mD7nsReD06ZviwtzfCXl+cHTx8d9/dmz27FZU5Mtn1zv8/e2ahZv/N9OnIQMfjXtsHOdH/Wl69fTI5xWVjBldC474/h11X86cKS8mYhIu4Ww9sfXmksi6I+swGIJDg3m7+ds0L9WcagWr3Szxnii7nGetJLicdoogIleMMU2x5bRnYpc4V2LLaV+OMtQAGYCon9ZubMnvTkAu4CKwARsv8WsKmK8oiuISZw/48Ud0mMxnASfZBHEYkj+/3WrWtBkT7qr3XL5s010dIkyH8Idtz/awMAgNtVvk/7va5+a40Cvx79EF2/+SOL0i589bPeVqTGiM+s6BgfELEGhNcPDNGmYexc/4UaNQDWoUqsGQe4ZwLfQam/7ZRNMZTfny7y8ZunIogZkDaVqy6c1gzlKBpTxvSBx43TPhbdQzoSgJJyHdOlMyp94VXgsMdfSU6sA2D7cN9dlGX07munEDkzEjsnChFT1//21/7tpll3Ly5oUKFTDr1yEfjIWKFaFCBShSxPHyjYhdIokUGBUqJPmtuXwNTxDpTTgXfI7Vh1bfrHGx+8xuSuYuSbOSzZjcYTLh4eHxZokk1TOhYkLFhKIknIRE8Xl/KVXFRAKn81kxgRvbwsKsmyFCXJghLyJ317H/vnjRFgsrX/6WuKhY0W4lSsSbeuLcroysXBnCN9/A0qWwbx/UqAFt29qtZk3w8/N8QS1PomIiCaiYUJS0ja+mrILDtFUPpqxCGhUT7uYSgWPHbnkwov48dQoyZbIiI1JgRP4sU+ZmXY/E2rV7NzeFxfr1dpWpTRuYMsWuJmXLFv+c8b6mK29CzMqiuPmOxXhTqT5mQlEUJc3h9A7rYa+DEgNjbErs7bfb/u9ROXXKiopIgbFuHXz2GRw9agNDy5SJWONYBLNnW5FRrpxNM3FAuXJ2GzwYzp2DH36w4gLsakyTJre8FsWLe/A9x/w+pdB3TMWEoihKOsOJ48TJmECSGBzqTSKDUhvGqCBw4YKNwYgUGQDDh9uyomCXRqJ6MSpUiDewIjAQHnjAbrNnw48/Wo/Fxx/DU0/Zti2RwuLuuxNX9Mvb6DKHLnMoSprGV1NWwXfjORzb5cGnXudhOPEvDgVylrPiGZFz8y0GB9u1i5jLJXv3Qmioternn60acDJfBPv3W4/FN9/cqibaurUVFi1b2qwRt3M56hvivGeIBMf/mWnMhBtUTChK2kbFRKwXjX8IKV+C3GfjTDxdMhTcCrCLF22p82++gW+/temrjRrd8lqUKePCtPiqcwaRpMqcMVEx4QYVE4qStlExkXB81S5Ieds86TEB516TsDD49ddbXos//7SxopHC4p57ICAg5YNp3YmJ2OWyFEVRFEUBbFt0EeLdIMq/f/kVadIUyZgJefY55OSpm8fOktfR62bIAHXrwhtvwLZtcOgQPP007Nhhlz/yR7TAnDPHo8k+iUY9E+qZUJQ0jT5lJxxftQu8YJuLR3aX9R2CcLmcIEtr2liLF16A5593Xp87Di5fhpUroWNH2+H11CnrqWjbFtq1s1kkkR6VlPJMqJhQMaEoaRq9MSYcX7ULfENMuB7mxi4RWLgQXn3VuhBOn/ZYFzJj7HLI77/fqmnx++9QuvQtYdG8eUZEQhzNpWIiCaiYUJS0jd4YE46v2OXUA5CsJds9Vc00NBSmT4eHH7bN1IKCoHdvW9PCg6YdPQrffWeFxYoVEBx8hLCwYvjFE9SgYiKJqJhQlLSNr9wYXeGrtvmqXeAlz4STYTjMgMmdG4YNgzffhNtus0ERHTsmKmvE04kmGoCpKIqiKMmBk+jLWBGYcWznztmymAcOQOfO1jtRpw789FOymEcCAkiTgooJRVHSFMZE30Bi7UuO0gGKkiBy5YLXX7dVq+6+26ZotGgBW7Z427JEoWJCUZQ0hdMnM0XxCW67DT780GZ8FCwItWtDt27236kIjZnQmAlFSVM4bcucrEF7DvGF2IQEpTnqZ+YWj9n11182puLbb+Ghh2xfkCJF3Lym7xStUjGhYkJR0jS+evMB37XNV+0C37XN43Zt3AhDh9oymE8/bf8/b/SCVyomfAgVE4qStvHVmw/4rm2+ahf4rm3JYpcILFsGr7xiAzaHDIFBgyB79ojXdNFxPJGeORUTSUTFhKKkMZxGV/rAtS9d3Rg9hK/alqx2hYfDggV2+ePyZftz4EBMpoxOLMNRzxCHvdHciYnEV8tQFEXxRXzwRgPunxhd7feF2ATFh/DzgwcesKmkU6bAyJHw/vtI1v/g6tU4T7VSwonADgQS3+RDPRPqmVAUxUuky6fsJOKrtqWoXVevwkcf2TiKKlVsAaw2bVx65Rzb5bzSpxatUhRFUZRUT9as8NJL9v/btLGppPXrw7p1XjNJxYSiKIqipFbGjLGFr6pVg6ZNrbjYujXFzVAxoSiKkhK4K8Op5TmVpFKoEEyYAH//bStr1qwJDz4I+/almAkqJhRFUVKChPRzUCxOBZhiKVMG5syxJbkvXIAKFez+0NBkf2nN5lAURUkBXN/zxOV+1RMRuPognBZESC/EI6YEICAg2c1QMaEoipIC+Oz9z93NSFVO6iCe30mCsjmSgIoJRVGU9Iw+/SseQMWEoihKOsaXl1+c2uardkH60WQqJhRFUdIxvnyz81XbnFWUvDU6PaBiQlEURVESgq+qHC+iYkJRFEVRUitOAiedjAkMTJIZKiYURVEUJTXiwZ4bSUWLVimKoiiKkiRUTCiKoiiKkiRUTCiKoiiKkiQ0ZkJRFEVR0gixYy1Tpv6FiglFURRFSSPEFAmOy2knEV3mUBRFURQlSaiYUBRFURQlSaiYUBRFURQlSfiEmDDGFDXGfGmMuWCMuWiMWWSMKZaIeYYaY8QYsz457FQURVEUJTZeFxPGmKzAKqA80BfoDZQFfjLGZEvAPKWAYcDJ5LBTURRFURTX+EI2xyNAKaCciOwDMMb8CewFHgXedzjPJ8BsoBy+8b4URVEUJV3gdc8E0B74OVJIAIjIQWAD0MHJBMaYB4EawMvJYqGiKIqiKG7xBTFRCdjuYv8OoGJ8JxtjAoEPgCEictbDtimKoiiKEg++ICbyAOdc7D8LOOmJ+g6wB5jm9AWNMQONMZuNMZtPnTrl9DRFURRFUVzgC2Ii0RhjGgB9gMclASW+RGSiiNQSkVr58+dPPgMVRVEUJR3gC4GK53DtgXDnsYjKZ8AU4F9jTO6Iff5Ahoh/B4vIdQ/ZqSiKoiiKC3xBTOzAxk3EpCKwM55zK0Rsj7k4dg54DhibFOMURVEUJdUQo6uXuNhnD3i2X4cviIklwLvGmFIicgDAGFMCuAcYGs+5TVzsGwtkAJ4G9rk4riiKoihpkxRo6uUKXxATk4CngK+NMcOwQup14B/sMgYAxpjiwH5glIiMAhCR1TEnM8acB/xdHVMURVEUxfN4PQBTRK4ATbEZGTOxhacOAk1F5HKUoQbrcfC6zYqiKIqi3MIXPBOIyBGgczxjDmEFRXxzNfaMVYqiKIqiOEGf8hVFURRFSRIqJhRFURRFSRIqJhRFURRFSRIqJhRFURRFSRIqJhRFURRFSRIqJhRFURRFSRIqJhRFURRFSRIqJhRFURRFSRIqJhRFURRFSRIqJhRFURRFSRIqJhRFURRFSRJGvNSu1FcwxpwCDntounzAaQ/N5Ul81S7wXdt81S7wXdvUroTjq7b5ql3gu7alF7uKi0j+mDvTvZjwJMaYzSJSy9t2xMRX7QLftc1X7QLftU3tSji+apuv2gW+a1t6t0uXORRFURRFSRIqJhRFURRFSRIqJjzLRG8b4AZftQt81zZftQt81za1K+H4qm2+ahf4rm3p2i6NmVAURVEUJUmoZ0JRFEVRlCShYiKJGGOKGGM+MsZsMsZcNcaIMaaEl23qYoxZaIw5bIwJNsbsNsaMMcbk8KZdEba1NMasMsacMMZcN8b8a4xZYIyp6G3bYmKMWRbx+xztZTsaR9gRczvvTbsiMca0NsasNcZcNsZcNMZsNsY09aI9q918XmKMWeYtu6LYd48xZrkx5qQx5pIx5ndjzEM+YFcTY8z6iGvGWWPMTGPMbSlsg6PrqTEmszHmHWPM8Qh7NxljGvqAXW9G/G7PRIzpl1w2JcQ2Y0wtY8xEY8yuiDFHjDGzjTElPWWHiomkUwboBpwD1nnZlkheAMKAV4D7gE+Ax4EfjTHe/p3nAbYATwEtgJeBSsDPxpji3jQsKsaYHkA1b9sRg2eAulG25t41B4wxjwJfY3+nnYCuwBf/b+/c4+2czjz+/ckN4xIh1CV1GtWLuoupSzRxqXsVvRGXpuqSMpipqUxkdPLp6JSgSBk1w0c6pHQ+TIzLIKG5UKlEpeoaTYmiQoogSAjP/PGsLa+dd5+zT/Y+Z+0kz/fzeT/rnHV539959z7vet5nPWstYO2Msk7l4/dpd+D7qezWXKIAJG0P3AP0Ak4CjgRmAddI+l5GXXsBk4CFwNeAM4EvAfdK6tONUup9nl6D378fAocCLwF3S9oxs67TgbWA27tIRxn1aDsKf86OAw4C/gnYGXhI0oCmqDCzOBo4gDUKP58IGNCWWVP/krzjk7Z9ct+zEm2fTdrOyq0l6dkAmA8cnXSdl1nP0KRjv9z3pkpXG/Au8Pe5tdSh9RpgCdAvs45/A94D1qnKnwHMyKjrHmAu0LOQNyh9707tRh0dPk9xI9+A7xTyegJzgFtz6SrWwzt4A4a3yD0r6xO2BD4EftQMHbnfUld6zOzD3BqqMbMFJdmzUrp5d2qpk1dTujSrimVcADxmZjfkFtLinIA/jH6eW0h7SFob95jcZmavZZbTG3gfN8KKvEFeT/FuwGQz++h/0Mwewv83j+guEXU+Tw/D7+GvCu2WAjcCB3SFJ6Xe53yO/qCea5b1CWb2HLCAJvUJYUysPgxJ6ZNZVSQk9ZDUW9LWwFW4JyB75y1pMO7FOS23lhImSPogjcf+UtInM+sZDDwFHCXpT5KWSporqdXu3RHAusAvcgsBxqd0nKTNJPWVdBKwL3BJPll8gHtMqlkCbNvNWjriC8CzZvZOVf7juLH26e6XtPIh6fPAxjSpT+jZjJMErY2kzYEfAfekt41W4EFgl/TzXHz45ZWMepDUGzdsLjKzOTm1VPEGcDEwDXgT2AmPh5khaaeM922zdFyY9PwJ9wBcLqmnmV2WSVc1xwOvAHfmFmJmj0kaCkzEYzvA37JHmNmNuXThQwS7FTNSDNOmuL5Woh8eH1DNa4XyoB0k9cQ9igvwIcCGCWNiFUfSOniA3FLgO5nlFDkOWA8YiAeMTpY02MzmZdR0Nh489eOMGpbDzGYDswtZ0yRNB2biQZn/nEWYezbXxceF/yfl/TpFko+SNM7S4GwuJG2GB6peVnThZ9SzNXAz/hY9Ah/u+Crwc0mLzWxCJmmXAdenmUvj8A75P/BhrJYbyg0a5nJgD+AQMyszzDpNDHOswkhaC7gN77APMLMXMkv6CDN70sweTHEJ+wLr4BHGWUhDBqOBc4E+yf3cNxVXfu+RS181ZvYw8DSwa0YZlViXyVX5k4BN8Lfa3ByLP+daYYgDPADzfeBQM7vdzO41szOA/wYuyzXbKhkx5wFnAS8DTwAvAv+Hz5RoJV7Hg6SrqXgkcsfFtDSSzgdOBk4ws0nNOm8YE6soknoBN+ER2Qeb2aOZJdXEzBbiQx05xzoHAmsC1+MPq8oB7jl5Hdguj7R2yfnm/3gH5a3wRvtt4BEzeyS3kMR2uJ7qoYOZwIb4GHYWzOxcfLvq7YFNzexoYGvg/lyaavA48KkUWFtkGzzuY273S1o5kDQaGAmcYWbXNfPcYUysgqS3mwnAPsDhZvbbzJLaJS2M8zl8zD0Xvwf2LjnADYy9aaGHlKRB+JTamRllTEzpAVX5BwIvmNn8btbzMdI92obW8UqABxrvmOJzinwRWEzmt2oze9vMHjWzlyUdiP9fttpsndvwdTq+UclIMQDfAiaZ2ZJcwloZSWfg3qfRZnZ5s88fMRNNQNLX04+VgMKDJC0AFpjZtAySrsD/0X4MvC2pGFj1Qs7hDkkTgYeBP+DBhJ8B/gGP6bg4l67kHZlanS8J4DkzW66su5A0AXgWv28L8QDMUbgbelwuXbgLfApwlaSNgGfw793+tEZ8zvH49ypXHEIZl+OLet0m6d/xmInD8DVNLjGzshkVXY6knfDFjB5OWYOBHwBjzeyBbtbS7vPUzGZL+hVwafLAPosvyvcp4JhculKdIUB/4BOpziBJiwDM7KZc2iQdBVwK3IXHNRX7hDfN7ImGRXT1ghqrw4G7msuOqZn0zGtH05jM92okvlriQuAdPIr8KjIv9NXBZ5t70apRuPH1Bj7e/jweHLdpC9yf9XDj9WXcxfwHYFgL6OqFR6rflltLibaDcMN1AfAW7hU7FeiRUdMX8OGMhbiB8zCFRaG6WUuHz1M8UPqnuKdnMT47bGgL6Jpaq15ObfiU5C7tp2LX0CAIgiAIGiJiJoIgCIIgaIgwJoIgCIIgaIgwJoIgCIIgaIgwJoIgCIIgaIgwJoIgCIIgaIgwJoIgCIIgaIgwJoKgTiRZOtpya6kHSWOS3uFNPOc8SSvtfHJJI9M92aUq3yTNyySr25C0uaTFacGsIGgaYUwEQQCApLbUqU7NraUrSKt0ngPcama/y60nB2b2Ir7l9EmSPpNbT7DqEMZEEASdYV/g87lFrCCj8BU7f5JbSGYuwJ/9/5pbSLDqEHtzBEFQN2aWczO2FUbSWsAJwBxr8Y3vuhoz+7OkacARkjYxs5dzawpWfsIzEQRdhKS1JY2SNFvSonT8VtK3a9T/kqSfSXpE0mtpbHuupHGSPlHWJrU7TNIMSe9IelXSzZ11YUsag2+YBDCkEB9iksYX6i0XM1EcHkl/8wWp3ruSHpN0bKHuUEn3Sloo6Q1JN0naooYmSTpa0q8lvZ7ux5MpFqR6++mO+CbQF/hlB/ehh6R/lPRUut5fJF0hab0a9ftJGivp6VT/NUmT0o6b1XXbHUaSNDyVj6nKn1qJ1ZE0LH2H3pK0sFBnG0m/SN+Xd9P34FFJV0rauuRyE/D9S4a3dz+CoF7CMxEEXYCkjYHJwPb4ZkTTAAF7AOMlDTKz06ua/RTYFt8sawr+/7kjcDr+FrmrVW3rLWkEcCW+Yc99wEv4dtYz8a2a6+X3wM3A1/BNu+4qlN1f5zl6A/fgO8FOBdYHhgDXSVoD39jtBuAh4G5gULredpJ2MLPFhb9rDXzr96OBRanN66nNv+C7Ig41s3fr1HZoSqd0UG8C8JWk/ylgT3wTrm0k7WOFzYwkbQ5MBwbim6/dgu8YuQ/wZUlnm9mFdeqrh1HAicBvgNuBAUnHzvhntBbwGP659wHagFNS/T9WnatyHw7Bhz2CoDFy7AoXRxwr48GyXfba6qh7R6r7M2DNQv4mwKxUdmBVm0OAvlV5PYAxqf7VVWVb4js8vgccUMjvhXfEFb3D6/z72uhgF0HSjrQ12hneCa9bKPtyyn8ReBU4vFDWB+/UltOIb39tuBG2aSG/N3B1Kju/E5/dfHw78rU7+GyfBgYU8jfGt1Y3qnalxDttww2Q3oX8wcDbwAfALvXeX9xLsNzOvizbifJdYEhJu/Gp/Ac1PtOBNa63AN9xc82y8jji6MwRwxxB0GQk7QgcjG+1fqYV3rjNx6dPTr9+r9jOzO4ws4VVeR+Y2Ri8Mz686lInAGsCN5jZ3YU27wNn4p6A7uRD4BQze6ugZTLu9dgMuNPMbimULQEuTb8OqeRL6gmcjes/ysxeKrR5D/fUzAdOTh6Mdkleok2A582so3tyhpk9X7jeK0BlGmVR40Dc27EIOD3pqrS5P7VZA/i7jvR1gmvMbFpJfv+UTqouMLN5ZvZMjfPNwQ26lTWgNmghwpgIguazf0onmtmH1YVmNhvvhP62ukzSppJOlnSJpGskjU8xC72ADSX1K1TfK6U3llzjVUo6ly7mOTObU5JfCdos01Mp26yQtzOwEfBA0ZCoYD608TtgA6AsHqCajVP6Wgf13seHaaqp/E1FjYNTepeZlZ33v1K6V0nZinJrjfzKNNcrUtxNvcPXFd39260VBHUQMRNB0HzaUnqepPPaqbdm8RdJZwJjcVd+LdZlWSdQ6dyeq1F3Xrsqm88LNfIXtVNeKetTyGtL6X7VwZ4lbMSyzr4W66f0rXZrwXwzW1qSX2lX1Fi59/NqnKsSzLp5B9fsDH+ukT8Wj8XZFx8WelvSTOBO4Foz+2uNdm+mtG8TNQarKWFMBEHzqXj87mfZm3e7SNoNd/m/CYzAYwnmV4ZIJD0A7I4HcbYqy3lhOlleoXL/5uLBg+3xah3nW5jS0hkZBerV11V05CleXJZpZotww2t3fOhlKO452Rs4R9L+ZjarpGnFyFq4QmqDoEAYE0HQfCpv4LeY2cV1tjkipaPN7NqS8k+X5L0EfBYPxHyipHzLOq/dalTu31NmNrwJ53slpf3ardU5/pLSthrllfwXC3mVuIp1arQZ0IggM5sBzACQ1Bc4DzgNN1L3LGmyQUoXNHLdIICImQiCrmBySo9ot9bHqTzYn68ukLQv5ePa96X0myVt+rEsdqNeKp1d7peMWcAb+HoXDRsAZrYA7/y3kPQ3jZ4vUZkue2ANjcel9L5C3l/xuIyBknqVtOns51WTFMh7Tvp12xrVPgcsAZ5s1nWD1ZcwJoKgyZjZg7hBsWetBY8k7VC1sFFl3P8kSb0L9drwdSTKuBbvDI6RtF+hTU/gEqCzHWels9tKUo9Otm0aaZbHWDw+ZKKkrarryDesOm65xrWZjk+z3aWjinVqfAaf/rsOMK5oHKThhtPwYZPLC23ewz0HGwBnFOpL0mg87qHTSBqRZpdUc3BKywzUrYANgZnF2UZBsKLkfgMJgpWRiZKW1Ci72syuBo7FF346FRgm6RHc5b0+vpDVAOAyli0OdS3wfXytiT9KehDvTIfiCzYtoKqzMbNnJZ2Fd1h3S5qOT5n8Iu7SnwAcU+8fZWbvSboLX7TpEUkP496K39QYeulKzsffnI8DnpQ0Gw9q7IUP7WyDL+51XZ3nux04Co8jmN4kjafgnodjgL1SXEt//DPrAYy05TcUG4MbmhdJ+gY+pLMDHtB5BW6EdJYRwJWSnsKHu5YAW+GzhT4ARpe02Tuld6zA9YJgOcIzEQSdZ0e8wy47toCP1ifYA38DfSK1+TpuSDyDL8p0UeWEaXrhrviUQgGH4R3CxfjCT++XCTGzK/DhlFnp+gfgnexueABjZzkR76A3BIYB36WwvkJ3YWYfmtnxwFfxKaVtwJF4YOFi4EJ8nY16uRmfBTOsiRpfxD+zi/DP50jc8zEFONjMxpa0mYJ7DGbgRsR+uFdqd9xoXBHOxRfyWoobCYfjxuT1wCAz+9+SNsOS5vEreM0g+Bgy62jmVRAEwcqPpLG4Ebe7rcabfUn6JO7lucnMvpVbT7BqEJ6JIAhWF8bigZ3ndFRxFWckHs/xw9xCglWHMCaCIFgtSIs3/QT4iqRBufXkIG1O9l3gP2usVhoEK0QMcwRBEARB0BDhmQiCIAiCoCHCmAiCIAiCoCHCmAiCIAiCoCHCmAiCIAiCoCHCmAiCIAiCoCHCmAiCIAiCoCHCmAiCIAiCoCH+H8LjDxFVXbkSAAAAAElFTkSuQmCC\n", + "text/plain": [ + "<Figure size 576x432 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "msess_conv1 = skill_score(mse_conv1,mse_persi1,0)\n", + "msess_conv2 = skill_score(mse_conv2,mse_persi2,0)\n", + "msess_conv3 = skill_score(mse_conv3,mse_persi3,0)\n", + "\n", + "msess_savp1 = skill_score(mse_savp1,mse_persi1,0)\n", + "msess_savp2 = skill_score(mse_savp2,mse_persi2,0)\n", + "msess_savp3 = skill_score(mse_savp3,mse_persi3,0)\n", + "\n", + "fig = plt.figure(figsize=(8,6))\n", + "ax = fig.add_axes([0.1,0.1,0.8,0.8])\n", + "\n", + "# convLSTM\n", + "plt.boxplot(msess_conv1,positions=np.arange(1,n_leadtime+1),\n", + " medianprops={'color':'r'},capprops={'color':'r'},boxprops={'color':'r'},showfliers=False) \n", + "score_plot = np.nanquantile(msess_conv1,0.5,axis=0)\n", + "plt.plot(np.arange(1,1+n_leadtime),score_plot,color='r',linewidth=1.2)\n", + "\n", + "plt.boxplot(msess_conv2,positions=np.arange(1,n_leadtime+1),\n", + " medianprops={'color':'g'},capprops={'color':'g'},boxprops={'color':'g'},showfliers=False) \n", + "score_plot = np.nanquantile(msess_conv2,0.5,axis=0)\n", + "plt.plot(np.arange(1,1+n_leadtime),score_plot,color='g',linewidth=1.2)\n", + "\n", + "plt.boxplot(msess_conv3,positions=np.arange(1,n_leadtime+1),\n", + " medianprops={'color':'b'},capprops={'color':'b'},boxprops={'color':'b'},showfliers=False) \n", + "score_plot = np.nanquantile(msess_conv3,0.5,axis=0)\n", + "plt.plot(np.arange(1,1+n_leadtime),score_plot,color='b',linewidth=1.2)\n", + "\n", + "# savp\n", + "plt.boxplot(msess_savp1,positions=np.arange(1,n_leadtime+1),\n", + " medianprops={'color':'r'},capprops={'color':'r'},boxprops={'color':'r'},showfliers=False) \n", + "score_plot = np.nanquantile(msess_savp1,0.5,axis=0)\n", + "plt.plot(np.arange(1,1+n_leadtime),score_plot,color='r',linewidth=1.2)\n", + "\n", + "plt.boxplot(msess_savp2,positions=np.arange(1,n_leadtime+1),\n", + " medianprops={'color':'g'},capprops={'color':'g'},boxprops={'color':'g'},showfliers=False) \n", + "score_plot = np.nanquantile(msess_savp2,0.5,axis=0)\n", + "plt.plot(np.arange(1,1+n_leadtime),score_plot,color='g',linewidth=1.2)\n", + "\n", + "plt.boxplot(msess_savp3,positions=np.arange(1,n_leadtime+1),\n", + " medianprops={'color':'b'},capprops={'color':'b'},boxprops={'color':'b'},showfliers=False) \n", + "score_plot = np.nanquantile(msess_savp3,0.5,axis=0)\n", + "plt.plot(np.arange(1,1+n_leadtime),score_plot,color='b',linewidth=1.2)\n", + "\n", + "plt.text(6, 0.88, 'SAVP', fontsize=20)\n", + "plt.text(1.5, 0.58, 'ConvLSTM', fontsize=20)\n", + "\n", + "plt.yticks(fontsize=16)\n", + "plt.xticks(np.arange(1,13), np.arange(1,13,1), fontsize=16)\n", + "# ax.set_ylim(0.1, 0.3)\n", + "# legend = ax.legend(loc='upper right', bbox_to_anchor=(1.38, 0.8), fontsize=14) # 'upper right', bbox_to_anchor=(1.38, 0.8),\n", + "ax.set_xlabel(\"Lead time (hours)\",fontsize=21)\n", + "ax.set_ylabel(\"Skill scores of MSE\",fontsize=21)\n", + "prefix = '/p/scratch/deepacf/deeprain/ji4/GMD_figs'\n", + "fig_name = 'mse_ss'\n", + "fig_path = os.path.join(prefix,fig_name)\n", + "plt.savefig(fig_path, bbox_inches=\"tight\")\n", + "plt.show()\n", + "plt.close()" + ] + }, + { + "cell_type": "code", + "execution_count": 78, + "id": "detailed-blair", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 576x432 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "accss_conv1 = skill_score(acc_conv1,acc_persi1,1)\n", + "accss_conv2 = skill_score(acc_conv2,acc_persi2,1)\n", + "accss_conv3 = skill_score(acc_conv3,acc_persi3,1)\n", + "\n", + "accss_savp1 = skill_score(acc_savp1,acc_persi1,1)\n", + "accss_savp2 = skill_score(acc_savp2,acc_persi2,1)\n", + "accss_savp3 = skill_score(acc_savp3,acc_persi3,1)\n", + "\n", + "fig = plt.figure(figsize=(8,6))\n", + "ax = fig.add_axes([0.1,0.1,0.8,0.8])\n", + "\n", + "# convLSTM\n", + "plt.boxplot(accss_conv1,positions=np.arange(1,n_leadtime+1),\n", + " medianprops={'color':'r'},capprops={'color':'r'},boxprops={'color':'r'},showfliers=False) \n", + "score_plot = np.nanquantile(accss_conv1,0.5,axis=0)\n", + "plt.plot(np.arange(1,1+n_leadtime),score_plot,color='r',linewidth=1.2)\n", + "\n", + "plt.boxplot(accss_conv2,positions=np.arange(1,n_leadtime+1),\n", + " medianprops={'color':'g'},capprops={'color':'g'},boxprops={'color':'g'},showfliers=False) \n", + "score_plot = np.nanquantile(accss_conv2,0.5,axis=0)\n", + "plt.plot(np.arange(1,1+n_leadtime),score_plot,color='g',linewidth=1.2)\n", + "\n", + "plt.boxplot(accss_conv3,positions=np.arange(1,n_leadtime+1),\n", + " medianprops={'color':'b'},capprops={'color':'b'},boxprops={'color':'b'},showfliers=False) \n", + "score_plot = np.nanquantile(accss_conv3,0.5,axis=0)\n", + "plt.plot(np.arange(1,1+n_leadtime),score_plot,color='b',linewidth=1.2)\n", + "\n", + "# savp\n", + "plt.boxplot(accss_savp1,positions=np.arange(1,n_leadtime+1),\n", + " medianprops={'color':'r'},capprops={'color':'r'},boxprops={'color':'r'},showfliers=False) \n", + "score_plot = np.nanquantile(accss_savp1,0.5,axis=0)\n", + "plt.plot(np.arange(1,1+n_leadtime),score_plot,color='r',linewidth=1.2)\n", + "\n", + "plt.boxplot(accss_savp2,positions=np.arange(1,n_leadtime+1),\n", + " medianprops={'color':'g'},capprops={'color':'g'},boxprops={'color':'g'},showfliers=False) \n", + "score_plot = np.nanquantile(accss_savp2,0.5,axis=0)\n", + "plt.plot(np.arange(1,1+n_leadtime),score_plot,color='g',linewidth=1.2)\n", + "\n", + "plt.boxplot(accss_savp3,positions=np.arange(1,n_leadtime+1),\n", + " medianprops={'color':'b'},capprops={'color':'b'},boxprops={'color':'b'},showfliers=False) \n", + "score_plot = np.nanquantile(accss_savp3,0.5,axis=0)\n", + "plt.plot(np.arange(1,1+n_leadtime),score_plot,color='b',linewidth=1.2)\n", + "\n", + "plt.text(6, 0.88, 'SAVP', fontsize=20)\n", + "plt.text(1.5, 0.54, 'ConvLSTM', fontsize=20)\n", + "\n", + "plt.yticks(fontsize=16)\n", + "plt.xticks(np.arange(1,13), np.arange(1,13,1), fontsize=16)\n", + "# ax.set_ylim(0.1, 0.3)\n", + "# legend = ax.legend(loc='upper right', bbox_to_anchor=(1.38, 0.8), fontsize=14) # 'upper right', bbox_to_anchor=(1.38, 0.8),\n", + "ax.set_xlabel(\"Lead time (hours)\",fontsize=21)\n", + "ax.set_ylabel(\"Skill scores of ACC\",fontsize=21)\n", + "prefix = '/p/scratch/deepacf/deeprain/ji4/GMD_figs'\n", + "fig_name = 'acc_ss'\n", + "fig_path = os.path.join(prefix,fig_name)\n", + "plt.savefig(fig_path, bbox_inches=\"tight\")\n", + "plt.show()\n", + "plt.close()" + ] + }, + { + "cell_type": "code", + "execution_count": 79, + "id": "rapid-worst", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 576x432 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "ssimss_conv1 = skill_score(ssim_conv1,ssim_persi1,1)\n", + "ssimss_conv2 = skill_score(ssim_conv2,ssim_persi2,1)\n", + "ssimss_conv3 = skill_score(ssim_conv3,ssim_persi3,1)\n", + "\n", + "ssimss_savp1 = skill_score(ssim_savp1,ssim_persi1,1)\n", + "ssimss_savp2 = skill_score(ssim_savp2,ssim_persi2,1)\n", + "ssimss_savp3 = skill_score(ssim_savp3,ssim_persi3,1)\n", + "\n", + "fig = plt.figure(figsize=(8,6))\n", + "ax = fig.add_axes([0.1,0.1,0.8,0.8])\n", + "\n", + "# convLSTM\n", + "plt.boxplot(ssimss_conv1,positions=np.arange(1,n_leadtime+1),\n", + " medianprops={'color':'r'},capprops={'color':'r'},boxprops={'color':'r'},showfliers=False) \n", + "score_plot = np.nanquantile(ssimss_conv1,0.5,axis=0)\n", + "plt.plot(np.arange(1,1+n_leadtime),score_plot,color='r',linewidth=1.2)\n", + "\n", + "plt.boxplot(ssimss_conv2,positions=np.arange(1,n_leadtime+1),\n", + " medianprops={'color':'g'},capprops={'color':'g'},boxprops={'color':'g'},showfliers=False) \n", + "score_plot = np.nanquantile(ssimss_conv2,0.5,axis=0)\n", + "plt.plot(np.arange(1,1+n_leadtime),score_plot,color='g',linewidth=1.2)\n", + "\n", + "plt.boxplot(ssimss_conv3,positions=np.arange(1,n_leadtime+1),\n", + " medianprops={'color':'b'},capprops={'color':'b'},boxprops={'color':'b'},showfliers=False) \n", + "score_plot = np.nanquantile(ssimss_conv3,0.5,axis=0)\n", + "plt.plot(np.arange(1,1+n_leadtime),score_plot,color='b',linewidth=1.2)\n", + "\n", + "# savp\n", + "plt.boxplot(ssimss_savp1,positions=np.arange(1,n_leadtime+1),\n", + " medianprops={'color':'r'},capprops={'color':'r'},boxprops={'color':'r'},showfliers=False) \n", + "score_plot = np.nanquantile(ssimss_savp1,0.5,axis=0)\n", + "plt.plot(np.arange(1,1+n_leadtime),score_plot,color='r',linewidth=1.2)\n", + "\n", + "plt.boxplot(ssimss_savp2,positions=np.arange(1,n_leadtime+1),\n", + " medianprops={'color':'g'},capprops={'color':'g'},boxprops={'color':'g'},showfliers=False) \n", + "score_plot = np.nanquantile(ssimss_savp2,0.5,axis=0)\n", + "plt.plot(np.arange(1,1+n_leadtime),score_plot,color='g',linewidth=1.2)\n", + "\n", + "plt.boxplot(ssimss_savp3,positions=np.arange(1,n_leadtime+1),\n", + " medianprops={'color':'b'},capprops={'color':'b'},boxprops={'color':'b'},showfliers=False) \n", + "score_plot = np.nanquantile(ssimss_savp3,0.5,axis=0)\n", + "plt.plot(np.arange(1,1+n_leadtime),score_plot,color='b',linewidth=1.2)\n", + "\n", + "plt.text(6, 0.52, 'SAVP', fontsize=20)\n", + "plt.text(1.5, 0.12, 'ConvLSTM', fontsize=20)\n", + "\n", + "plt.yticks(fontsize=16)\n", + "plt.xticks(np.arange(1,13), np.arange(1,13,1), fontsize=16)\n", + "# ax.set_ylim(0.1, 0.3)\n", + "# legend = ax.legend(loc='upper right', bbox_to_anchor=(1.38, 0.8), fontsize=14) # 'upper right', bbox_to_anchor=(1.38, 0.8),\n", + "ax.set_xlabel(\"Lead time (hours)\",fontsize=21)\n", + "ax.set_ylabel(\"Skill scores of SSIM\",fontsize=21)\n", + "prefix = '/p/scratch/deepacf/deeprain/ji4/GMD_figs'\n", + "fig_name = 'ssim_ss'\n", + "fig_path = os.path.join(prefix,fig_name)\n", + "plt.savefig(fig_path, bbox_inches=\"tight\")\n", + "plt.show()\n", + "plt.close()" + ] + }, + { + "cell_type": "code", + "execution_count": 184, + "id": "adjacent-cheese", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 576x432 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "texturess_conv1 = skill_score(texture_conv1,texture_persi1,1)\n", + "texturess_conv2 = skill_score(texture_conv2,texture_persi2,1)\n", + "texturess_conv3 = skill_score(texture_conv3,texture_persi3,1)\n", + "\n", + "texturess_savp1 = skill_score(texture_savp1,texture_persi1,1)\n", + "texturess_savp2 = skill_score(texture_savp2,texture_persi2,1)\n", + "texturess_savp3 = skill_score(texture_savp3,texture_persi3,1)\n", + "\n", + "fig = plt.figure(figsize=(8,6))\n", + "ax = fig.add_axes([0.1,0.1,0.8,0.8])\n", + "\n", + "# convLSTM\n", + "plt.boxplot(texturess_conv1,positions=np.arange(1,n_leadtime+1),\n", + " medianprops={'color':'r'},capprops={'color':'r'},boxprops={'color':'r'},showfliers=False) \n", + "score_plot = np.nanquantile(texturess_conv1,0.5,axis=0)\n", + "plt.plot(np.arange(1,1+n_leadtime),score_plot,color='r',linewidth=1.2)\n", + "\n", + "plt.boxplot(texturess_conv2,positions=np.arange(1,n_leadtime+1),\n", + " medianprops={'color':'g'},capprops={'color':'g'},boxprops={'color':'g'},showfliers=False) \n", + "score_plot = np.nanquantile(texturess_conv2,0.5,axis=0)\n", + "plt.plot(np.arange(1,1+n_leadtime),score_plot,color='g',linewidth=1.2)\n", + "\n", + "plt.boxplot(texturess_conv3,positions=np.arange(1,n_leadtime+1),\n", + " medianprops={'color':'b'},capprops={'color':'b'},boxprops={'color':'b'},showfliers=False) \n", + "score_plot = np.nanquantile(texturess_conv3,0.5,axis=0)\n", + "plt.plot(np.arange(1,1+n_leadtime),score_plot,color='b',linewidth=1.2)\n", + "\n", + "# savp\n", + "plt.boxplot(texturess_savp1,positions=np.arange(1,n_leadtime+1),\n", + " medianprops={'color':'r'},capprops={'color':'r'},boxprops={'color':'r'},showfliers=False) \n", + "score_plot = np.nanquantile(texturess_savp1,0.5,axis=0)\n", + "plt.plot(np.arange(1,1+n_leadtime),score_plot,color='r',linewidth=1.2)\n", + "\n", + "plt.boxplot(texturess_savp2,positions=np.arange(1,n_leadtime+1),\n", + " medianprops={'color':'g'},capprops={'color':'g'},boxprops={'color':'g'},showfliers=False) \n", + "score_plot = np.nanquantile(texturess_savp2,0.5,axis=0)\n", + "plt.plot(np.arange(1,1+n_leadtime),score_plot,color='g',linewidth=1.2)\n", + "\n", + "plt.boxplot(texturess_savp3,positions=np.arange(1,n_leadtime+1),\n", + " medianprops={'color':'b'},capprops={'color':'b'},boxprops={'color':'b'},showfliers=False) \n", + "score_plot = np.nanquantile(texturess_savp3,0.5,axis=0)\n", + "plt.plot(np.arange(1,1+n_leadtime),score_plot,color='b',linewidth=1.2)\n", + "\n", + "plt.text(6, 0.52, 'SAVP', fontsize=20)\n", + "plt.text(1.5, 0.12, 'ConvLSTM', fontsize=20)\n", + "\n", + "plt.yticks(fontsize=14)\n", + "plt.xticks(np.arange(1,13), np.arange(1,13,1), fontsize=14)\n", + "# ax.set_ylim(0.1, 0.3)\n", + "# legend = ax.legend(loc='upper right', bbox_to_anchor=(1.38, 0.8), fontsize=14) # 'upper right', bbox_to_anchor=(1.38, 0.8),\n", + "ax.set_xlabel(\"Lead time (hours)\",fontsize=18)\n", + "ax.set_ylabel(\"Skill scores of Texture\",fontsize=18)\n", + "prefix = '/p/scratch/deepacf/deeprain/ji4/GMD_figs'\n", + "fig_name = 'texture_ss'\n", + "fig_path = os.path.join(prefix,fig_name)\n", + "plt.savefig(fig_path, bbox_inches=\"tight\")\n", + "plt.show()\n", + "plt.close()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "southwest-correspondence", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "proprietary-luxury", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "dense-shift", + "metadata": {}, + "outputs": [], + "source": [ + "prefix = '/p/project/deepacf/deeprain/video_prediction_shared_folder/results/era5-Y2007-2019M01to12-92x56-3840N0000E-2t_tcc_t_850/savp/20210926T104636_gong1_exp24_weight15'\n", + "filename = 'evaluation_metrics.nc'\n", + "filepath = os.path.join(prefix,filename)\n", + "with xr.open_dataset(filepath) as dfiles:\n", + " mse_savp15 = np.array(dfiles['2t_savp_mse_bootstrapped'][:])\n", + " texture_savp15 = np.array(dfiles['2t_savp_texture_bootstrapped'][:])\n", + "\n", + "prefix = '/p/project/deepacf/deeprain/video_prediction_shared_folder/results/era5-Y2007-2019M01to12-92x56-3840N0000E-2t_tcc_t_850/savp/20210926T104919_gong1_exp24_weigth20'\n", + "filename = 'evaluation_metrics.nc'\n", + "filepath = os.path.join(prefix,filename)\n", + "with xr.open_dataset(filepath) as dfiles:\n", + " mse_savp20 = np.array(dfiles['2t_savp_mse_bootstrapped'][:])\n", + " texture_savp20 = np.array(dfiles['2t_savp_texture_bootstrapped'][:])\n", + " \n", + "prefix = '/p/project/deepacf/deeprain/video_prediction_shared_folder/results/era5-Y2007-2019M01to12-92x56-3840N0000E-2t_tcc_t_850/savp/20210926T105400_gong1_exp24_weight25'\n", + "filename = 'evaluation_metrics.nc'\n", + "filepath = os.path.join(prefix,filename)\n", + "with xr.open_dataset(filepath) as dfiles:\n", + " mse_savp25 = np.array(dfiles['2t_savp_mse_bootstrapped'][:])\n", + " texture_savp25 = np.array(dfiles['2t_savp_texture_bootstrapped'][:])\n", + " \n", + "prefix = '/p/project/deepacf/deeprain/video_prediction_shared_folder/results/era5-Y2007-2019M01to12-92x56-3840N0000E-2t_tcc_t_850/savp/20210923T223141_gong1_exp24_weight30'\n", + "filename = 'evaluation_metrics.nc'\n", + "filepath = os.path.join(prefix,filename)\n", + "with xr.open_dataset(filepath) as dfiles:\n", + " mse_savp30 = np.array(dfiles['2t_savp_mse_bootstrapped'][:])\n", + " texture_savp30 = np.array(dfiles['2t_savp_texture_bootstrapped'][:])\n", + " \n", + "prefix = '/p/project/deepacf/deeprain/video_prediction_shared_folder/results/era5-Y2007-2019M01to12-92x56-3840N0000E-2t_tcc_t_850/savp/20210923T224128_gong1_exp24_weight70'\n", + "filename = 'evaluation_metrics.nc'\n", + "filepath = os.path.join(prefix,filename)\n", + "with xr.open_dataset(filepath) as dfiles:\n", + " mse_savp70 = np.array(dfiles['2t_savp_mse_bootstrapped'][:])\n", + " texture_savp70 = np.array(dfiles['2t_savp_texture_bootstrapped'][:])\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "id": "experienced-western", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 720x432 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# mse_persi = np.concatenate((mse_persi1,mse_persi2,mse_persi3),axis=0)\n", + "# mse_conv = np.concatenate((mse_conv1,mse_conv2,mse_conv3),axis=0)\n", + "# mse_savp = np.concatenate((mse_savp1,mse_savp2,mse_savp3),axis=0)\n", + "\n", + "fig = plt.figure(figsize=(10,6))\n", + "ax = fig.add_axes([0.1,0.1,0.8,0.8])\n", + "\n", + "plt.boxplot(mse_savp15,positions=np.arange(1,n_leadtime+1),\n", + " medianprops={'color':'c'},capprops={'color':'c'},boxprops={'color':'c'},showfliers=False) \n", + "score_plot = np.nanquantile(mse_savp15,0.5,axis=0)\n", + "plt.plot(np.arange(1,1+n_leadtime),score_plot,label='$\\lambda_{1}$ = 15',color='c',marker='<',markeredgecolor='k',linewidth=1.2)\n", + "\n", + "plt.boxplot(mse_savp20,positions=np.arange(1,n_leadtime+1),\n", + " medianprops={'color':'g'},capprops={'color':'g'},boxprops={'color':'g'},showfliers=False) \n", + "score_plot = np.nanquantile(mse_savp20,0.5,axis=0)\n", + "plt.plot(np.arange(1,1+n_leadtime),score_plot,label='$\\lambda_{1}$ = 20',color='g',marker='>',markeredgecolor='k',linewidth=1.2)\n", + "\n", + "plt.boxplot(mse_savp25,positions=np.arange(1,n_leadtime+1),\n", + " medianprops={'color':'b'},capprops={'color':'b'},boxprops={'color':'b'},showfliers=False) \n", + "score_plot = np.nanquantile(mse_savp25,0.5,axis=0)\n", + "plt.plot(np.arange(1,1+n_leadtime),score_plot,label='$\\lambda_{1}$ = 25',color='b',marker='X',markeredgecolor='k',linewidth=1.2)\n", + "\n", + "plt.boxplot(mse_savp30,positions=np.arange(1,n_leadtime+1),\n", + " medianprops={'color':'m'},capprops={'color':'m'},boxprops={'color':'m'},showfliers=False) \n", + "score_plot = np.nanquantile(mse_savp30,0.5,axis=0)\n", + "plt.plot(np.arange(1,1+n_leadtime),score_plot,label='$\\lambda_{1}$ = 30',color='m',marker='P',markeredgecolor='k',linewidth=1.2)\n", + "\n", + "plt.boxplot(mse_savp70,positions=np.arange(1,n_leadtime+1),\n", + " medianprops={'color':'r'},capprops={'color':'r'},boxprops={'color':'r'},showfliers=False) \n", + "score_plot = np.nanquantile(mse_savp70,0.5,axis=0)\n", + "plt.plot(np.arange(1,1+n_leadtime),score_plot,label='$\\lambda_{1}$ = 70',color='r',marker='D',markeredgecolor='k',linewidth=1.2)\n", + "\n", + "plt.yticks(fontsize=16)\n", + "plt.xticks(np.arange(1,n_leadtime+1), np.arange(1,13,1), fontsize=16)\n", + "# ax.set_ylim(0.1, 0.3)\n", + "legend = ax.legend(loc='upper right', bbox_to_anchor=(0.96, 0.48), fontsize=14) # 'upper right', bbox_to_anchor=(1.38, 0.8),\n", + "ax.set_xlabel(\"Lead time (hours)\",fontsize=18)\n", + "ax.set_ylabel(\"MSE [$\\mathregular{K^2}$]\",fontsize=18)\n", + "prefix = '/p/scratch/deepacf/deeprain/ji4/GMD_figs'\n", + "fig_name = 'mse_weights1'\n", + "fig_path = os.path.join(prefix,fig_name)\n", + "plt.savefig(fig_path, bbox_inches=\"tight\")\n", + "plt.show()\n", + "plt.close()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "id": "meaningful-channel", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 720x432 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# mse_persi = np.concatenate((mse_persi1,mse_persi2,mse_persi3),axis=0)\n", + "# mse_conv = np.concatenate((mse_conv1,mse_conv2,mse_conv3),axis=0)\n", + "# mse_savp = np.concatenate((mse_savp1,mse_savp2,mse_savp3),axis=0)\n", + "\n", + "fig = plt.figure(figsize=(10,6))\n", + "ax = fig.add_axes([0.1,0.1,0.8,0.8])\n", + "\n", + "plt.boxplot(texture_savp15,positions=np.arange(1,n_leadtime+1),\n", + " medianprops={'color':'c'},capprops={'color':'c'},boxprops={'color':'c'},showfliers=False) \n", + "score_plot = np.nanquantile(texture_savp15,0.5,axis=0)\n", + "plt.plot(np.arange(1,1+n_leadtime),score_plot,label='$\\lambda_{1}$ = 15',color='c',marker='<',markeredgecolor='k',linewidth=1.2)\n", + "\n", + "plt.boxplot(texture_savp20,positions=np.arange(1,n_leadtime+1),\n", + " medianprops={'color':'g'},capprops={'color':'g'},boxprops={'color':'g'},showfliers=False) \n", + "score_plot = np.nanquantile(texture_savp20,0.5,axis=0)\n", + "plt.plot(np.arange(1,1+n_leadtime),score_plot,label='$\\lambda_{1}$ = 20',color='g',marker='>',markeredgecolor='k',linewidth=1.2)\n", + "\n", + "plt.boxplot(texture_savp25,positions=np.arange(1,n_leadtime+1),\n", + " medianprops={'color':'b'},capprops={'color':'b'},boxprops={'color':'b'},showfliers=False) \n", + "score_plot = np.nanquantile(texture_savp25,0.5,axis=0)\n", + "plt.plot(np.arange(1,1+n_leadtime),score_plot,label='$\\lambda_{1}$ = 25',color='b',marker='X',markeredgecolor='k',linewidth=1.2)\n", + "\n", + "plt.boxplot(texture_savp30,positions=np.arange(1,n_leadtime+1),\n", + " medianprops={'color':'m'},capprops={'color':'m'},boxprops={'color':'m'},showfliers=False) \n", + "score_plot = np.nanquantile(texture_savp30,0.5,axis=0)\n", + "plt.plot(np.arange(1,1+n_leadtime),score_plot,label='$\\lambda_{1}$ = 30',color='m',marker='P',markeredgecolor='k',linewidth=1.2)\n", + "\n", + "plt.boxplot(texture_savp70,positions=np.arange(1,n_leadtime+1),\n", + " medianprops={'color':'r'},capprops={'color':'r'},boxprops={'color':'r'},showfliers=False) \n", + "score_plot = np.nanquantile(texture_savp70,0.5,axis=0)\n", + "plt.plot(np.arange(1,1+n_leadtime),score_plot,label='$\\lambda_{1}$ = 70',color='r',marker='D',markeredgecolor='k',linewidth=1.2)\n", + "\n", + "plt.yticks(fontsize=16)\n", + "plt.xticks(np.arange(1,n_leadtime+1), np.arange(1,13,1), fontsize=16)\n", + "# ax.set_ylim(0.1, 0.3)\n", + "legend = ax.legend(loc='upper right', bbox_to_anchor=(0.96, 0.96), fontsize=14) # 'upper right', bbox_to_anchor=(1.38, 0.8),\n", + "ax.set_xlabel(\"Lead time (hours)\",fontsize=18)\n", + "ax.set_ylabel(\"$r_G$\",fontsize=22)\n", + "prefix = '/p/scratch/deepacf/deeprain/ji4/GMD_figs'\n", + "fig_name = 'texture_weights1'\n", + "fig_path = os.path.join(prefix,fig_name)\n", + "plt.savefig(fig_path, bbox_inches=\"tight\")\n", + "plt.show()\n", + "plt.close()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 83, + "id": "neural-patch", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 720x432 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# mse_persi = np.concatenate((mse_persi1,mse_persi2,mse_persi3),axis=0)\n", + "# mse_conv = np.concatenate((mse_conv1,mse_conv2,mse_conv3),axis=0)\n", + "# mse_savp = np.concatenate((mse_savp1,mse_savp2,mse_savp3),axis=0)\n", + "\n", + "fig = plt.figure(figsize=(10,6))\n", + "ax = fig.add_axes([0.1,0.1,0.8,0.8])\n", + "\n", + "# plt.boxplot(mse_savp15,positions=np.arange(1,n_leadtime+1),\n", + "# medianprops={'color':'c'},capprops={'color':'c'},boxprops={'color':'c'},showfliers=False) \n", + "score_plot = np.nanquantile(mse_savp15,0.5,axis=0)\n", + "plt.plot(np.arange(1,1+n_leadtime),score_plot,label='$\\lambda_{1}$ = 15',color='c',marker='<',markeredgecolor='k',linewidth=1.2)\n", + "plt.fill_between(np.arange(1,1+n_leadtime), \n", + " np.nanquantile(mse_savp15,0.95,axis=0), \n", + " np.nanquantile(mse_savp15,0.05,axis=0), color='c',alpha=0.2)\n", + "\n", + "# plt.boxplot(mse_savp20,positions=np.arange(1,n_leadtime+1),\n", + "# medianprops={'color':'g'},capprops={'color':'g'},boxprops={'color':'g'},showfliers=False) \n", + "score_plot = np.nanquantile(mse_savp20,0.5,axis=0)\n", + "plt.plot(np.arange(1,1+n_leadtime),score_plot,label='$\\lambda_{1}$ = 20',color='g',marker='>',markeredgecolor='k',linewidth=1.2)\n", + "plt.fill_between(np.arange(1,1+n_leadtime), \n", + " np.nanquantile(mse_savp20,0.95,axis=0), \n", + " np.nanquantile(mse_savp20,0.05,axis=0), color='g',alpha=0.2)\n", + "\n", + "# plt.boxplot(mse_savp25,positions=np.arange(1,n_leadtime+1),\n", + "# medianprops={'color':'b'},capprops={'color':'b'},boxprops={'color':'b'},showfliers=False) \n", + "score_plot = np.nanquantile(mse_savp25,0.5,axis=0)\n", + "plt.plot(np.arange(1,1+n_leadtime),score_plot,label='$\\lambda_{1}$ = 25',color='b',marker='X',markeredgecolor='k',linewidth=1.2)\n", + "plt.fill_between(np.arange(1,1+n_leadtime), \n", + " np.nanquantile(mse_savp25,0.95,axis=0), \n", + " np.nanquantile(mse_savp25,0.05,axis=0), color='b',alpha=0.2)\n", + "\n", + "# plt.boxplot(mse_savp30,positions=np.arange(1,n_leadtime+1),\n", + "# medianprops={'color':'m'},capprops={'color':'m'},boxprops={'color':'m'},showfliers=False) \n", + "score_plot = np.nanquantile(mse_savp30,0.5,axis=0)\n", + "plt.plot(np.arange(1,1+n_leadtime),score_plot,label='$\\lambda_{1}$ = 30',color='m',marker='P',markeredgecolor='k',linewidth=1.2)\n", + "plt.fill_between(np.arange(1,1+n_leadtime), \n", + " np.nanquantile(mse_savp30,0.95,axis=0), \n", + " np.nanquantile(mse_savp30,0.05,axis=0), color='m',alpha=0.2)\n", + "\n", + "# plt.boxplot(mse_savp70,positions=np.arange(1,n_leadtime+1),\n", + "# medianprops={'color':'r'},capprops={'color':'r'},boxprops={'color':'r'},showfliers=False) \n", + "score_plot = np.nanquantile(mse_savp70,0.5,axis=0)\n", + "plt.plot(np.arange(1,1+n_leadtime),score_plot,label='$\\lambda_{1}$ = 70',color='r',marker='D',markeredgecolor='k',linewidth=1.2)\n", + "plt.fill_between(np.arange(1,1+n_leadtime), \n", + " np.nanquantile(mse_savp70,0.95,axis=0), \n", + " np.nanquantile(mse_savp70,0.05,axis=0), color='r',alpha=0.2)\n", + "\n", + "plt.yticks(fontsize=16)\n", + "plt.xticks(np.arange(1,n_leadtime+1), np.arange(1,13,1), fontsize=16)\n", + "# ax.set_ylim(0.1, 0.3)\n", + "legend = ax.legend(loc='upper right', bbox_to_anchor=(0.96, 0.48), fontsize=14) # 'upper right', bbox_to_anchor=(1.38, 0.8),\n", + "ax.set_xlabel(\"Lead time (hours)\",fontsize=21)\n", + "ax.set_ylabel(\"MSE [$\\mathregular{K^2}$]\",fontsize=21)\n", + "prefix = '/p/scratch/deepacf/deeprain/ji4/GMD_figs'\n", + "fig_name = 'mse_weights2'\n", + "fig_path = os.path.join(prefix,fig_name)\n", + "plt.savefig(fig_path, bbox_inches=\"tight\")\n", + "plt.show()\n", + "plt.close()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 82, + "id": "northern-money", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 720x432 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# mse_persi = np.concatenate((mse_persi1,mse_persi2,mse_persi3),axis=0)\n", + "# mse_conv = np.concatenate((mse_conv1,mse_conv2,mse_conv3),axis=0)\n", + "# mse_savp = np.concatenate((mse_savp1,mse_savp2,mse_savp3),axis=0)\n", + "\n", + "fig = plt.figure(figsize=(10,6))\n", + "ax = fig.add_axes([0.1,0.1,0.8,0.8])\n", + "\n", + "# plt.boxplot(mse_savp15,positions=np.arange(1,n_leadtime+1),\n", + "# medianprops={'color':'c'},capprops={'color':'c'},boxprops={'color':'c'},showfliers=False) \n", + "score_plot = np.nanquantile(texture_savp15,0.5,axis=0)\n", + "plt.plot(np.arange(1,1+n_leadtime),score_plot,label='$\\lambda_{1}$ = 15',color='c',marker='<',markeredgecolor='k',linewidth=1.2)\n", + "plt.fill_between(np.arange(1,1+n_leadtime), \n", + " np.nanquantile(texture_savp15,0.95,axis=0), \n", + " np.nanquantile(texture_savp15,0.05,axis=0), color='c',alpha=0.2)\n", + "\n", + "# plt.boxplot(mse_savp20,positions=np.arange(1,n_leadtime+1),\n", + "# medianprops={'color':'g'},capprops={'color':'g'},boxprops={'color':'g'},showfliers=False) \n", + "score_plot = np.nanquantile(texture_savp20,0.5,axis=0)\n", + "plt.plot(np.arange(1,1+n_leadtime),score_plot,label='$\\lambda_{1}$ = 20',color='g',marker='>',markeredgecolor='k',linewidth=1.2)\n", + "plt.fill_between(np.arange(1,1+n_leadtime), \n", + " np.nanquantile(texture_savp20,0.95,axis=0), \n", + " np.nanquantile(texture_savp20,0.05,axis=0), color='g',alpha=0.2)\n", + "\n", + "# plt.boxplot(mse_savp25,positions=np.arange(1,n_leadtime+1),\n", + "# medianprops={'color':'b'},capprops={'color':'b'},boxprops={'color':'b'},showfliers=False) \n", + "score_plot = np.nanquantile(texture_savp25,0.5,axis=0)\n", + "plt.plot(np.arange(1,1+n_leadtime),score_plot,label='$\\lambda_{1}$ = 25',color='b',marker='X',markeredgecolor='k',linewidth=1.2)\n", + "plt.fill_between(np.arange(1,1+n_leadtime), \n", + " np.nanquantile(texture_savp25,0.95,axis=0), \n", + " np.nanquantile(texture_savp25,0.05,axis=0), color='b',alpha=0.2)\n", + "\n", + "# plt.boxplot(mse_savp30,positions=np.arange(1,n_leadtime+1),\n", + "# medianprops={'color':'m'},capprops={'color':'m'},boxprops={'color':'m'},showfliers=False) \n", + "score_plot = np.nanquantile(texture_savp30,0.5,axis=0)\n", + "plt.plot(np.arange(1,1+n_leadtime),score_plot,label='$\\lambda_{1}$ = 30',color='m',marker='P',markeredgecolor='k',linewidth=1.2)\n", + "plt.fill_between(np.arange(1,1+n_leadtime), \n", + " np.nanquantile(texture_savp30,0.95,axis=0), \n", + " np.nanquantile(texture_savp30,0.05,axis=0), color='m',alpha=0.2)\n", + "\n", + "# plt.boxplot(mse_savp70,positions=np.arange(1,n_leadtime+1),\n", + "# medianprops={'color':'r'},capprops={'color':'r'},boxprops={'color':'r'},showfliers=False) \n", + "score_plot = np.nanquantile(texture_savp70,0.5,axis=0)\n", + "plt.plot(np.arange(1,1+n_leadtime),score_plot,label='$\\lambda_{1}$ = 70',color='r',marker='D',markeredgecolor='k',linewidth=1.2)\n", + "plt.fill_between(np.arange(1,1+n_leadtime), \n", + " np.nanquantile(texture_savp70,0.95,axis=0), \n", + " np.nanquantile(texture_savp70,0.05,axis=0), color='r',alpha=0.2)\n", + "\n", + "plt.yticks(fontsize=16)\n", + "plt.xticks(np.arange(1,n_leadtime+1), np.arange(1,13,1), fontsize=16)\n", + "# ax.set_ylim(0.1, 0.3)\n", + "legend = ax.legend(loc='upper right', bbox_to_anchor=(0.96, 0.96), fontsize=14) # 'upper right', bbox_to_anchor=(1.38, 0.8),\n", + "ax.set_xlabel(\"Lead time (hours)\",fontsize=21)\n", + "ax.set_ylabel(\"Ratio of gradient ($r_G$)\",fontsize=21)\n", + "prefix = '/p/scratch/deepacf/deeprain/ji4/GMD_figs'\n", + "fig_name = 'texture_weights2'\n", + "fig_path = os.path.join(prefix,fig_name)\n", + "plt.savefig(fig_path, bbox_inches=\"tight\")\n", + "plt.show()\n", + "plt.close()\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "loving-auckland", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "meaning-hartford", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "configured-survival", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 185, + "id": "psychological-memory", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "No handles with labels found to put in legend.\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 720x432 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(10,6))\n", + "ax = fig.add_axes([0.1,0.1,0.8,0.8])\n", + "\n", + "plt.boxplot(mse_savp15,positions=np.arange(3,181,15),labels=['','','','','','','','','','','',''],\n", + " widths = 3, patch_artist = False, showfliers=True, sym='.', flierprops={'markersize':1},\n", + " medianprops={'color':'k'},capprops={'color':'darkblue'},boxprops={'color':'darkblue'}) \n", + "\n", + "plt.boxplot(mse_savp20,positions=np.arange(6,181,15),labels=['','','','','','','','','','','',''],\n", + " widths = 3, patch_artist = False, showfliers=True, sym='.', flierprops={'markersize':1},\n", + " medianprops={'color':'k'},capprops={'color':'mediumblue'},boxprops={'color':'mediumblue'}) \n", + "\n", + "plt.boxplot(mse_savp25,positions=np.arange(9,181,15),labels=['1','2','3','4','5','6','7','8','9','10','11','12'],\n", + " widths = 3, patch_artist = False, showfliers=True, sym='.', flierprops={'markersize':1},\n", + " medianprops={'color':'k'},capprops={'color':'blue'},boxprops={'color':'blue'}) \n", + "\n", + "plt.boxplot(mse_savp30,positions=np.arange(12,181,15),labels=['','','','','','','','','','','',''],\n", + " widths = 3, patch_artist = False, showfliers=True, sym='.', flierprops={'markersize':1},\n", + " medianprops={'color':'k'},capprops={'color':'mediumslateblue'},boxprops={'color':'mediumslateblue'}) \n", + "\n", + "plt.boxplot(mse_savp70,positions=np.arange(15,181,15),labels=['','','','','','','','','','','',''],\n", + " widths = 3, patch_artist = False, showfliers=True, sym='.', flierprops={'markersize':1},\n", + " medianprops={'color':'k'},capprops={'color':'deepskyblue'},boxprops={'color':'deepskyblue'}) \n", + "\n", + "plt.tick_params(\n", + " axis='x', # changes apply to the x-axis\n", + " which='both', # both major and minor ticks are affected\n", + " bottom=False, # ticks along the bottom edge are off\n", + " top=False, # ticks along the top edge are off\n", + " labelbottom=True) # labels along the bottom edge are off\n", + "\n", + "# Finally, add a basic legend\n", + "fig.text(0.75, 0.42, 'l1_weight15',\n", + " backgroundcolor='darkblue',\n", + " color='white', weight='roman', size='large')\n", + "fig.text(0.75, 0.36, 'l1_weight20',\n", + " backgroundcolor='mediumblue',\n", + " color='white', weight='roman', size='large')\n", + "fig.text(0.75, 0.3, 'l1_weight25',\n", + " backgroundcolor='blue',\n", + " color='white', weight='roman', size='large')\n", + "fig.text(0.75, 0.24, 'l1_weight30',\n", + " backgroundcolor='royalblue',\n", + " color='white', weight='roman', size='large')\n", + "fig.text(0.75, 0.18, 'l1_weight70',\n", + " backgroundcolor='cornflowerblue',\n", + " color='white', weight='roman', size='large')\n", + "\n", + "plt.yticks(fontsize=14)\n", + "plt.xticks(np.arange(9,181,15), np.arange(1,13,1), fontsize=14)\n", + "# ax.set_ylim(0.1, 0.3)\n", + "legend = ax.legend(loc='upper right', bbox_to_anchor=(1.38, 0.8), fontsize=14) # 'upper right', bbox_to_anchor=(1.38, 0.8),\n", + "ax.set_xlabel(\"Lead time (hours)\",fontsize=18)\n", + "ax.set_ylabel(\"MSE [$\\mathregular{K^2}$]\",fontsize=18)\n", + "prefix = '/p/scratch/deepacf/deeprain/ji4/GMD_figs'\n", + "fig_name = 'mse_weights'\n", + "fig_path = os.path.join(prefix,fig_name)\n", + "plt.savefig(fig_path, bbox_inches=\"tight\")\n", + "plt.show()\n", + "plt.close()\n", + "\n", + "# L1(\\lambda=70)" + ] + }, + { + "cell_type": "code", + "execution_count": 186, + "id": "corrected-stopping", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "No handles with labels found to put in legend.\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 720x432 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(10,6))\n", + "ax = fig.add_axes([0.1,0.1,0.8,0.8])\n", + "\n", + "plt.boxplot(texture_savp15,positions=np.arange(3,181,15),labels=['','','','','','','','','','','',''],\n", + " widths = 3, patch_artist = False, showfliers=True, sym='.', flierprops={'markersize':1},\n", + " medianprops={'color':'k'},capprops={'color':'darkblue'},boxprops={'color':'darkblue'}) \n", + "\n", + "plt.boxplot(texture_savp20,positions=np.arange(6,181,15),labels=['','','','','','','','','','','',''],\n", + " widths = 3, patch_artist = False, showfliers=True, sym='.', flierprops={'markersize':1},\n", + " medianprops={'color':'k'},capprops={'color':'mediumblue'},boxprops={'color':'mediumblue'}) \n", + "\n", + "plt.boxplot(texture_savp25,positions=np.arange(9,181,15),labels=['1','2','3','4','5','6','7','8','9','10','11','12'],\n", + " widths = 3, patch_artist = False, showfliers=True, sym='.', flierprops={'markersize':1},\n", + " medianprops={'color':'k'},capprops={'color':'blue'},boxprops={'color':'blue'}) \n", + "\n", + "plt.boxplot(texture_savp30,positions=np.arange(12,181,15),labels=['','','','','','','','','','','',''],\n", + " widths = 3, patch_artist = False, showfliers=True, sym='.', flierprops={'markersize':1},\n", + " medianprops={'color':'k'},capprops={'color':'mediumslateblue'},boxprops={'color':'mediumslateblue'}) \n", + "\n", + "plt.boxplot(texture_savp70,positions=np.arange(15,181,15),labels=['','','','','','','','','','','',''],\n", + " widths = 3, patch_artist = False, showfliers=True, sym='.', flierprops={'markersize':1},\n", + " medianprops={'color':'k'},capprops={'color':'deepskyblue'},boxprops={'color':'deepskyblue'}) \n", + "\n", + "plt.tick_params(\n", + " axis='x', # changes apply to the x-axis\n", + " which='both', # both major and minor ticks are affected\n", + " bottom=False, # ticks along the bottom edge are off\n", + " top=False, # ticks along the top edge are off\n", + " labelbottom=True) # labels along the bottom edge are off\n", + "\n", + "# Finally, add a basic legend\n", + "fig.text(0.2, 0.42, 'l1_weight15',\n", + " backgroundcolor='darkblue',\n", + " color='white', weight='roman', size='large')\n", + "fig.text(0.2, 0.36, 'l1_weight20',\n", + " backgroundcolor='mediumblue',\n", + " color='white', weight='roman', size='large')\n", + "fig.text(0.2, 0.3, 'l1_weight25',\n", + " backgroundcolor='blue',\n", + " color='white', weight='roman', size='large')\n", + "fig.text(0.2, 0.24, 'l1_weight30',\n", + " backgroundcolor='royalblue',\n", + " color='white', weight='roman', size='large')\n", + "fig.text(0.2, 0.18, 'l1_weight70',\n", + " backgroundcolor='cornflowerblue',\n", + " color='white', weight='roman', size='large')\n", + "\n", + "plt.yticks(fontsize=14)\n", + "plt.xticks(np.arange(9,181,15), np.arange(1,13,1), fontsize=14)\n", + "# ax.set_ylim(0.1, 0.3)\n", + "legend = ax.legend(loc='upper right', bbox_to_anchor=(1.38, 0.8), fontsize=14) # 'upper right', bbox_to_anchor=(1.38, 0.8),\n", + "ax.set_xlabel(\"Lead time (hours)\",fontsize=18)\n", + "ax.set_ylabel(\"Texture\",fontsize=18)\n", + "prefix = '/p/scratch/deepacf/deeprain/ji4/GMD_figs'\n", + "fig_name = 'texture_weights'\n", + "fig_path = os.path.join(prefix,fig_name)\n", + "plt.savefig(fig_path, bbox_inches=\"tight\")\n", + "plt.show()\n", + "plt.close()" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "liberal-province", + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "from matplotlib.patches import Polygon" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "removed-ethnic", + "metadata": {}, + "outputs": [], + "source": [ + "prefix = '/p/project/deepacf/deeprain/video_prediction_shared_folder/results/era5-Y2007-2019M01to12-92x56-3840N0000E-2t_tcc_t_850/savp/20210901T090059_gong1_savp_cv12/'\n", + "filename = 'evaluation_metrics.nc'\n", + "filepath = os.path.join(prefix,filename)\n", + "with xr.open_dataset(filepath) as dfiles:\n", + " mse_savp1 = np.array(dfiles['2t_savp_mse_bootstrapped'][:])\n", + " acc_savp1 = np.array(dfiles['2t_savp_acc_bootstrapped'][:])\n", + " ssim_savp1 = np.array(dfiles['2t_savp_ssim_bootstrapped'][:])\n", + " texture_savp1 = np.array(dfiles['2t_savp_texture_bootstrapped'][:])\n", + " \n", + "prefix = '/p/project/deepacf/deeprain/video_prediction_shared_folder/results/era5-Y2007-2019M01to12-80x48-3960N0180E-2t_tcc_t_850/savp/20210713T143850_gong1_savp_t2opt_3vars/'\n", + "filename = 'evaluation_metrics.nc'\n", + "filepath = os.path.join(prefix,filename)\n", + "with xr.open_dataset(filepath) as dfiles:\n", + " mse_savp2 = np.array(dfiles['2t_savp_mse_bootstrapped'][:])\n", + " acc_savp2 = np.array(dfiles['2t_savp_acc_bootstrapped'][:])\n", + " ssim_savp2 = np.array(dfiles['2t_savp_ssim_bootstrapped'][:])\n", + " texture_savp2 = np.array(dfiles['2t_savp_texture_bootstrapped'][:])\n", + " \n", + "prefix = '/p/project/deepacf/deeprain/video_prediction_shared_folder/results/era5-Y2007-2019M01to12-72x44-4020N0300E-2t_tcc_t_850/savp/20210719T170356_gong1_savp_2topt/'\n", + "filename = 'evaluation_metrics.nc'\n", + "filepath = os.path.join(prefix,filename)\n", + "with xr.open_dataset(filepath) as dfiles:\n", + " mse_savp3 = np.array(dfiles['2t_savp_mse_bootstrapped'][:])\n", + " acc_savp3 = np.array(dfiles['2t_savp_acc_bootstrapped'][:])\n", + " ssim_savp3 = np.array(dfiles['2t_savp_ssim_bootstrapped'][:])\n", + " texture_savp3 = np.array(dfiles['2t_savp_texture_bootstrapped'][:])" + ] + }, + { + "cell_type": "code", + "execution_count": 105, + "id": "corporate-sculpture", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 720x432 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(10,6))\n", + "ax = fig.add_axes([0.1,0.1,0.8,0.8])\n", + "\n", + "# plt.boxplot(mse_savp15,positions=np.arange(1,n_leadtime+1),\n", + "# medianprops={'color':'c'},capprops={'color':'c'},boxprops={'color':'c'},showfliers=False) \n", + "score_plot = np.nanquantile(mse_savp1,0.5,axis=0)\n", + "plt.plot(np.arange(1,1+n_leadtime),score_plot,label='SAVP (92x56)',color='r',marker='X',markeredgecolor='k',linewidth=1.2)\n", + "plt.fill_between(np.arange(1,1+n_leadtime), \n", + " np.nanquantile(mse_savp1,0.95,axis=0), \n", + " np.nanquantile(mse_savp1,0.05,axis=0), color='r',alpha=0.2)\n", + "\n", + "# plt.boxplot(mse_savp20,positions=np.arange(1,n_leadtime+1),\n", + "# medianprops={'color':'g'},capprops={'color':'g'},boxprops={'color':'g'},showfliers=False) \n", + "score_plot = np.nanquantile(mse_savp2,0.5,axis=0)\n", + "plt.plot(np.arange(1,1+n_leadtime),score_plot,label='SAVP (80x48)',color='g',marker='P',markeredgecolor='k',linewidth=1.2)\n", + "plt.fill_between(np.arange(1,1+n_leadtime), \n", + " np.nanquantile(mse_savp2,0.95,axis=0), \n", + " np.nanquantile(mse_savp2,0.05,axis=0), color='g',alpha=0.2)\n", + "\n", + "# plt.boxplot(mse_savp25,positions=np.arange(1,n_leadtime+1),\n", + "# medianprops={'color':'b'},capprops={'color':'b'},boxprops={'color':'b'},showfliers=False) \n", + "score_plot = np.nanquantile(mse_savp3,0.5,axis=0)\n", + "plt.plot(np.arange(1,1+n_leadtime),score_plot,label='SAVP (72x44)',color='b',marker='D',markeredgecolor='k',linewidth=1.2)\n", + "plt.fill_between(np.arange(1,1+n_leadtime), \n", + " np.nanquantile(mse_savp3,0.95,axis=0), \n", + " np.nanquantile(mse_savp3,0.05,axis=0), color='b',alpha=0.2)\n", + "\n", + "plt.yticks(fontsize=16)\n", + "plt.xticks(np.arange(1,n_leadtime+1), np.arange(1,13,1), fontsize=16)\n", + "plt.title('Sensitivity analysis for domain sizes',fontsize=21)\n", + "# ax.set_ylim(0.1, 0.3)\n", + "legend = ax.legend(loc='upper right', bbox_to_anchor=(0.96, 0.38), fontsize=14) # 'upper right', bbox_to_anchor=(1.38, 0.8),\n", + "ax.set_xlabel(\"Lead time (hours)\",fontsize=21)\n", + "ax.set_ylabel(\"MSE [$\\mathregular{K^2}$]\",fontsize=21)\n", + "prefix = '/p/scratch/deepacf/deeprain/ji4/GMD_figs'\n", + "fig_name = 'mse_domain'\n", + "fig_path = os.path.join(prefix,fig_name)\n", + "plt.savefig(fig_path, bbox_inches=\"tight\")\n", + "plt.show()\n", + "plt.close()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "coral-porter", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 720x432 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(10,6))\n", + "ax = fig.add_axes([0.1,0.1,0.8,0.8])\n", + "\n", + "# plt.boxplot(mse_savp15,positions=np.arange(1,n_leadtime+1),\n", + "# medianprops={'color':'c'},capprops={'color':'c'},boxprops={'color':'c'},showfliers=False) \n", + "score_plot = np.nanquantile(acc_savp1,0.5,axis=0)\n", + "plt.plot(np.arange(1,1+n_leadtime),score_plot,label='SAVP (92x56)',color='r',marker='X',markeredgecolor='k',linewidth=1.2)\n", + "plt.fill_between(np.arange(1,1+n_leadtime), \n", + " np.nanquantile(acc_savp1,0.95,axis=0), \n", + " np.nanquantile(acc_savp1,0.05,axis=0), color='r',alpha=0.2)\n", + "\n", + "# plt.boxplot(mse_savp20,positions=np.arange(1,n_leadtime+1),\n", + "# medianprops={'color':'g'},capprops={'color':'g'},boxprops={'color':'g'},showfliers=False) \n", + "score_plot = np.nanquantile(acc_savp2,0.5,axis=0)\n", + "plt.plot(np.arange(1,1+n_leadtime),score_plot,label='SAVP (80x48)',color='g',marker='P',markeredgecolor='k',linewidth=1.2)\n", + "plt.fill_between(np.arange(1,1+n_leadtime), \n", + " np.nanquantile(acc_savp2,0.95,axis=0), \n", + " np.nanquantile(acc_savp2,0.05,axis=0), color='g',alpha=0.2)\n", + "\n", + "# plt.boxplot(mse_savp25,positions=np.arange(1,n_leadtime+1),\n", + "# medianprops={'color':'b'},capprops={'color':'b'},boxprops={'color':'b'},showfliers=False) \n", + "score_plot = np.nanquantile(acc_savp3,0.5,axis=0)\n", + "plt.plot(np.arange(1,1+n_leadtime),score_plot,label='SAVP (72x44)',color='b',marker='D',markeredgecolor='k',linewidth=1.2)\n", + "plt.fill_between(np.arange(1,1+n_leadtime), \n", + " np.nanquantile(acc_savp3,0.95,axis=0), \n", + " np.nanquantile(acc_savp3,0.05,axis=0), color='b',alpha=0.2)\n", + "\n", + "plt.yticks(fontsize=16)\n", + "plt.xticks(np.arange(1,n_leadtime+1), np.arange(1,13,1), fontsize=16)\n", + "plt.title('Sensitivity analysis for domain sizes',fontsize=21)\n", + "# ax.set_ylim(0.1, 0.3)\n", + "legend = ax.legend(loc='upper right', bbox_to_anchor=(0.96, 0.94), fontsize=14) # 'upper right', bbox_to_anchor=(1.38, 0.8),\n", + "ax.set_xlabel(\"Lead time (hours)\",fontsize=21)\n", + "ax.set_ylabel(\"ACC\",fontsize=21)\n", + "prefix = '/p/scratch/deepacf/deeprain/ji4/GMD_figs'\n", + "fig_name = 'acc_domain'\n", + "fig_path = os.path.join(prefix,fig_name)\n", + "plt.savefig(fig_path, bbox_inches=\"tight\")\n", + "plt.show()\n", + "plt.close()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "integrated-baseball", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 720x432 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(10,6))\n", + "ax = fig.add_axes([0.1,0.1,0.8,0.8])\n", + "\n", + "# plt.boxplot(mse_savp15,positions=np.arange(1,n_leadtime+1),\n", + "# medianprops={'color':'c'},capprops={'color':'c'},boxprops={'color':'c'},showfliers=False) \n", + "score_plot = np.nanquantile(ssim_savp1,0.5,axis=0)\n", + "plt.plot(np.arange(1,1+n_leadtime),score_plot,label='SAVP (92x56)',color='r',marker='X',markeredgecolor='k',linewidth=1.2)\n", + "plt.fill_between(np.arange(1,1+n_leadtime), \n", + " np.nanquantile(ssim_savp1,0.95,axis=0), \n", + " np.nanquantile(ssim_savp1,0.05,axis=0), color='r',alpha=0.2)\n", + "\n", + "# plt.boxplot(mse_savp20,positions=np.arange(1,n_leadtime+1),\n", + "# medianprops={'color':'g'},capprops={'color':'g'},boxprops={'color':'g'},showfliers=False) \n", + "score_plot = np.nanquantile(ssim_savp2,0.5,axis=0)\n", + "plt.plot(np.arange(1,1+n_leadtime),score_plot,label='SAVP (80x48)',color='g',marker='P',markeredgecolor='k',linewidth=1.2)\n", + "plt.fill_between(np.arange(1,1+n_leadtime), \n", + " np.nanquantile(ssim_savp2,0.95,axis=0), \n", + " np.nanquantile(ssim_savp2,0.05,axis=0), color='g',alpha=0.2)\n", + "\n", + "# plt.boxplot(mse_savp25,positions=np.arange(1,n_leadtime+1),\n", + "# medianprops={'color':'b'},capprops={'color':'b'},boxprops={'color':'b'},showfliers=False) \n", + "score_plot = np.nanquantile(ssim_savp3,0.5,axis=0)\n", + "plt.plot(np.arange(1,1+n_leadtime),score_plot,label='SAVP (72x44)',color='b',marker='D',markeredgecolor='k',linewidth=1.2)\n", + "plt.fill_between(np.arange(1,1+n_leadtime), \n", + " np.nanquantile(ssim_savp3,0.95,axis=0), \n", + " np.nanquantile(ssim_savp3,0.05,axis=0), color='b',alpha=0.2)\n", + "\n", + "plt.yticks(fontsize=16)\n", + "plt.xticks(np.arange(1,n_leadtime+1), np.arange(1,13,1), fontsize=16)\n", + "plt.title('Sensitivity analysis for domain sizes',fontsize=21)\n", + "# ax.set_ylim(0.1, 0.3)\n", + "legend = ax.legend(loc='upper right', bbox_to_anchor=(0.96, 0.94), fontsize=14) # 'upper right', bbox_to_anchor=(1.38, 0.8),\n", + "ax.set_xlabel(\"Lead time (hours)\",fontsize=21)\n", + "ax.set_ylabel(\"SSIM\",fontsize=21)\n", + "prefix = '/p/scratch/deepacf/deeprain/ji4/GMD_figs'\n", + "fig_name = 'ssim_domain'\n", + "fig_path = os.path.join(prefix,fig_name)\n", + "plt.savefig(fig_path, bbox_inches=\"tight\")\n", + "plt.show()\n", + "plt.close()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "distinct-handle", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 720x432 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(10,6))\n", + "ax = fig.add_axes([0.1,0.1,0.8,0.8])\n", + "\n", + "# plt.boxplot(mse_savp15,positions=np.arange(1,n_leadtime+1),\n", + "# medianprops={'color':'c'},capprops={'color':'c'},boxprops={'color':'c'},showfliers=False) \n", + "score_plot = np.nanquantile(texture_savp1,0.5,axis=0)\n", + "plt.plot(np.arange(1,1+n_leadtime),score_plot,label='SAVP (92x56)',color='r',marker='X',markeredgecolor='k',linewidth=1.2)\n", + "plt.fill_between(np.arange(1,1+n_leadtime), \n", + " np.nanquantile(texture_savp1,0.95,axis=0), \n", + " np.nanquantile(texture_savp1,0.05,axis=0), color='r',alpha=0.2)\n", + "\n", + "# plt.boxplot(mse_savp20,positions=np.arange(1,n_leadtime+1),\n", + "# medianprops={'color':'g'},capprops={'color':'g'},boxprops={'color':'g'},showfliers=False) \n", + "score_plot = np.nanquantile(texture_savp2,0.5,axis=0)\n", + "plt.plot(np.arange(1,1+n_leadtime),score_plot,label='SAVP (80x48)',color='g',marker='P',markeredgecolor='k',linewidth=1.2)\n", + "plt.fill_between(np.arange(1,1+n_leadtime), \n", + " np.nanquantile(texture_savp2,0.95,axis=0), \n", + " np.nanquantile(texture_savp2,0.05,axis=0), color='g',alpha=0.2)\n", + "\n", + "# plt.boxplot(mse_savp25,positions=np.arange(1,n_leadtime+1),\n", + "# medianprops={'color':'b'},capprops={'color':'b'},boxprops={'color':'b'},showfliers=False) \n", + "score_plot = np.nanquantile(texture_savp3,0.5,axis=0)\n", + "plt.plot(np.arange(1,1+n_leadtime),score_plot,label='SAVP (72x44)',color='b',marker='D',markeredgecolor='k',linewidth=1.2)\n", + "plt.fill_between(np.arange(1,1+n_leadtime), \n", + " np.nanquantile(texture_savp3,0.95,axis=0), \n", + " np.nanquantile(texture_savp3,0.05,axis=0), color='b',alpha=0.2)\n", + "\n", + "plt.yticks(fontsize=16)\n", + "plt.xticks(np.arange(1,n_leadtime+1), np.arange(1,13,1), fontsize=16)\n", + "plt.title('Sensitivity analysis for domain sizes',fontsize=21)\n", + "# ax.set_ylim(0.1, 0.3)\n", + "legend = ax.legend(loc='upper right', bbox_to_anchor=(0.96, 0.94), fontsize=14) # 'upper right', bbox_to_anchor=(1.38, 0.8),\n", + "ax.set_xlabel(\"Lead time (hours)\",fontsize=21)\n", + "ax.set_ylabel(\"Ratio of gradient ($r_G$)\",fontsize=21)\n", + "prefix = '/p/scratch/deepacf/deeprain/ji4/GMD_figs'\n", + "fig_name = 'texture_domain'\n", + "fig_path = os.path.join(prefix,fig_name)\n", + "plt.savefig(fig_path, bbox_inches=\"tight\")\n", + "plt.show()\n", + "plt.close()\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "built-finger", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "automated-suffering", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "former-whale", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "experienced-delhi", + "metadata": {}, + "outputs": [], + "source": [ + "prefix = '/p/project/deepacf/deeprain/video_prediction_shared_folder/results/era5-Y2007-2019M01to12-72x44-4020N0300E-2t_tcc_t_850/savp/20210719T170356_gong1_savp_2topt'\n", + "filename = 'evaluation_metrics.nc'\n", + "filepath = os.path.join(prefix,filename)\n", + "with xr.open_dataset(filepath) as dfiles:\n", + " mse_savp1 = np.array(dfiles['2t_savp_mse_bootstrapped'][:])\n", + " acc_savp1 = np.array(dfiles['2t_savp_acc_bootstrapped'][:])\n", + " ssim_savp1 = np.array(dfiles['2t_savp_ssim_bootstrapped'][:])\n", + " texture_savp1 = np.array(dfiles['2t_savp_texture_bootstrapped'][:])\n", + " \n", + "prefix = '/p/project/deepacf/deeprain/video_prediction_shared_folder/results/era5-Y2007-2019M01to12-80x48-3960N0180E-2t_t_850/savp/20210717T160927_gong1_savp_2vars_1varOpt'\n", + "filename = 'evaluation_metrics.nc'\n", + "filepath = os.path.join(prefix,filename)\n", + "with xr.open_dataset(filepath) as dfiles:\n", + " mse_savp2 = np.array(dfiles['2t_savp_mse_bootstrapped'][:])\n", + " acc_savp2 = np.array(dfiles['2t_savp_acc_bootstrapped'][:])\n", + " ssim_savp2 = np.array(dfiles['2t_savp_ssim_bootstrapped'][:])\n", + " texture_savp2 = np.array(dfiles['2t_savp_texture_bootstrapped'][:])\n", + " \n", + "prefix = '/p/project/deepacf/deeprain/video_prediction_shared_folder/results/era5-Y2007-2019M01to12-80x48-3960N0180E-2t/savp/20210712T170320_gong1_savp_one_Var'\n", + "filename = 'evaluation_metrics.nc'\n", + "filepath = os.path.join(prefix,filename)\n", + "with xr.open_dataset(filepath) as dfiles:\n", + " mse_savp3 = np.array(dfiles['2t_savp_mse_bootstrapped'][:])\n", + " acc_savp3 = np.array(dfiles['2t_savp_acc_bootstrapped'][:])\n", + " ssim_savp3 = np.array(dfiles['2t_savp_ssim_bootstrapped'][:])\n", + " texture_savp3 = np.array(dfiles['2t_savp_texture_bootstrapped'][:])" + ] + }, + { + "cell_type": "code", + "execution_count": 107, + "id": "undefined-florence", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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/AFFKjcM8T61Ga70KU+16HibS9InWenvj7ZRSl6kQ5u2BKegUjOVUdeP1jba9Vik1KMSqcwL34byuWuJpTNvC2Uqp79U7twW4H2MH9Q3Ggqa9eUQpdSivMVCIlB/4d164BwlE/f+Nici9HKoYRCk1RCl1cb1FSzD+rYOpK9IKbvszjG9ruOffhyliiQdeVUpl1F+vlMpUSk2ut6gE8wNscOPPjQDzMVH9qUqpxu+RGzFFfvsxEcOwUEqNV0pd3CgvOhjpnRH4tz1eT0I3R6athWOJeOBXwC1Kqc0YY2kn5ottMmbqcCtmSrA+P8GY8P4CMy3zDWaqJwljHN4X+CsNjXpby/EYP7xSpdTXGB+6FEzeYzymmrNZM+gAb2PyB19SSi0k0Htaa31NmON4AVM8dF29/1vDCoz1yiXKdJwJ2s/8W2v9eaNtn8BMk0MrCmXq8SDGFP1+pdQsjMjrj/nCfhCTB9kePIZ5Tn8OzFSmG0km5tq8islBbM30ZJAnMNYn0HTU9WLgOaXUDsy0dS3m9RacZv59GJG1a4EnlFKbMK95F0bsnICJdP2uDWNvgNZ6V0AsPQu8rZRaTp1J+DDM6/lSrbU+0nM1YgXGCmirUmoR5j18KqaI6RWtdXPG+qH4FUY8XgycrZRajSkeicVE/odg8qJfg0MpGFdiCpL+qJS6hDqT8FxMCsovCJ9fYZ6vGZguUUET7v6Y5/IJ4MvAud1KqQ8wTQi+UUqtwkQjP9NaP6O1rlVKXYpJa5inlPop5j0yHGMxZgd+3MpK9/6Y13y1UqoAIz7jMTm0qZi0iLdacTyhp9LVXkFyk1tn3TA5UD/BFCx8S90v91JMQcythPB3C+xrw1TZfobp+ODCfKkswfg29mm0fUg/vMC6mTTyfsN82dyDiczsDRx/H6Y69jIaecjRhM9jYN0cTN6ZM7CNrrcunxA+j4323xbYxg2khfsY6q3LxUy1V2CEY8jzYb70nYHH2qKvXRPjmBQ4VwnGMukr4KqmrgEt+1CGfF4xUdjXMV+Wdozdzq8x+bGF9Z/jwPYDaMaDL7BN/8A2B2lkdF5vm+kYA+1VGAHmxFTJvg5MD7F9qLF8DyPO12K68dgxljPPA+Na+Xw3+boOrJ+KEQ8lgdfPLswUfZ8Q2zZ7LVoYx6HnF/Mjbh5175vvMO/liHCenxDbWDHV+p9gPhvcgWN/DtwJHBdinzGYH24Vgdfh55h85Zm0wiS83vviRoxIrA5cr62YqOiERttmYqKV+zGWY6HONRKTerKfOs/WF4ERrXlfB9ZnY9IdPgpcWyfmx+IKTHFfTFPPq9yOrpsKvCAEQRA6lUC0cD7wX611a3LDjgqUUrdibHQe1FqHagspNEFganoH8KnWembXjkYQjj0k51EQhE5HGePmoGB6vLltj0aUUgmYKUov0gtYEIQehuQ8CoLQaSilzsf0o87FTPW9r02l5jGBUuoqTD7bNIw58xO6YUcZQRCEbo9EHgVB6EwmYLqz9AVeoc4u5FhhBqb4JgFT/NCeVeGCIAidguQ8CoIgCIIgCGEjkUdBEARBEAQhbCTnsQXS09P1gAEDunoYgiAIgiAIncbXX39dorXOCLWuR4rHgDHqmcB9Wuvft7CtDeOf9xNMv+I1wG+01mF1OhgwYAAFBeF4MwuCIAiCIBwdKKV2NrWux01bK6V+hOnGES5PY3rn3olpBbYf+DDQWkwQBEEQBEFoBT1KPCqlUjAt3G4Oc/vjgR8DN2mt/6W1/gSYjXHGv7vDBioIgiAIgnCU0qPEI6Zf7Tqt9cthbn8+ph3Tf4MLtOkD+wpwplIquv2HKAiCIAiCcPTSY3IelVInY/qNtmbKehSwQx/e+H09pn/okMDfgiAIgiAIQhj0iMijUioK+AfwiNb6u1bsmgqUh1heVm+9IAiCIAiCECY9QjwCtwExwH2dcTKl1M+UUgVKqYLi4uLOOKUgCIIgCEKPoNuLR6VUP+B3wB+AaKVUslIqObA6+L+1id3LgZQQy4MRx7IQ69Ba/1Nrnau1zs3ICGlxJAiCIAiCcEzS7cUjMAiwAS9gxGDwBnBL4O8xTey7HhiolIpttHwk4Aa2tvtoBUEQBEEQjmJ6gnhcA+SFuIERlHk0LQLfASKBWcEFSqkI4AfAQq21q2OGLAiCIAiCcHTS7auttdYVwJLGy5VSADu11ksC//cHtgF3a63vDuy7Win1X2CuUioS2AFcBwwELu2E4QuCIAiCIBxVdHvx2AoUYOXwaOpVmEKbezHtCb8BztJar+rU0QmCIAiCIBwF9FjxqLVWjf4vxAjIxts5MB1pwupKIwiCIAiCIDRNT8h5FARBEARBELoJIh4FQRAEQRB6CFp39Qh68LS1IAiCIAjCsYDLBcXFsHMnpKbCiBFdOx4Rj4IgCIIgCN0MrxfKy2HXLigqAqXMLT6+q0cm4lEQBEEQBKFboDVUVsK+fbBnD/h8EBsLGRlGONbUdPUIDSIeBUEQBEEQupCaGhNd3LkTnE6IioLkZLA21Xy5ixHxKAiCIAiC0MnUz2OsqgKLBZKSIDGxq0fWMiIeBUEQBEEQOoFgHuPu3XDwYF0OY2ZmV4+sdYh4FARBEARB6CBaymPsiYh4FARBEARBaGdqa010safkMbYGEY+CIAiCIAjtgMsFpaWwY0fPy2NsDSIeBUEQBEEQ2ojPB2VlPT+PsTWIeBQEQRAEQWgFwTzG/fuNaPT5ICamZ+cxtgbpbS0IgiAIghAGtbWwfTssWQJffGGKYJKTTZQxIaHjhePq1Ys5++yRLF68uGNP1AISeRQEQRAEQWiCYB5jYaGJNlosJoexs/MYCwoWc/vts3G5buO882bz7rvzycvL69xBBBDxKAiCIAiCUA+fr2Ffaa1NZLGr8hgLChYzZ85sXK4FwEzs9kmcd96sLhOQIh4FQRAEQTjmaSqPMT29a/MYg8LR6TTC0TATu31BlwlIEY+CIAiCIByzdHc/xj/84XqcztuoE45BZmK338ZVV11PYeGGTh2TiEdBEARBEI4p3G4oKTGCsaKi6/IYm6KkBD76CD74AIqL56HUbLSeREMBuYTY2Id45pn5nT4+EY+CIAiCIBz1+P11eYwHD3Z9HmNjqqth0SL48EMoKIC+feHss+Gee/IoKprPnDmz6k1dLyE2VnIeBUEQBEEQ2p2aGjhwwEQZ3e7ukccYxOmE5ctNhPGzzyA1Fc44A268EYYNqxtjv355zJ07n1/9ahYu123Exj4k1daCIAiCIAjthcdjpn4LC820tNVq2gRGdAPV4/XCypVGMC5ZApGRcNppMG8ejBtnptBDkZubx5/+NJ+HHrqeF1/sOuEIIh4FQRAEQTgKCFZL790Le/aYaeru0ibQ74dvvzVT0h99ZLwjZ86E+++HyZONgAyH8ePzeP/9DRx/fIcOt0VEPAqCIAiC0GNxOIwX444d5u+oKDP921QEr7PQGrZsMYLxww9NJPTEE+HWW2H6dDN93lMR8SgIgiAIQo/C54OysrriF6vVVEonJHT1yEzUMygYd+yAiRPhmmsgL89MnR8NiHgUBEEQBKFHUF1t+knv2mVyB2NjzbR0Vxe/lJTAxx+bPMZ162DkSLjgAjj99O4xbd7eiHgUBEEQBKHb4nZDcbGJ4lVXm6KXxMSuL36probFi41gDFrrnHUW3H039OvXtWPraEQ8CoIgCILQrfD7TZX0nj0m0gjdw5MxaK3z4YfmPiUFzjzzcGudox0Rj4IgCIIgdAvs9jpPRqcTbDZIS+va4pegtc6HHxprnYgIOPXUlq11jmZ6hHhUSp0J/AYYCaQAxcDnQL7WusmGjkqpAcCOJlanaK0r2nekgiAIgiC0Bq8XSkuNJ2NZmRFjSUld2yqwvrXOxx+bKu6ZM+G++1pnrXO00iPEI5AKfA38HSMc+wG3AyuUUmO01jtb2P8B4O1Gy6rbfZSCIAiCILSI1lBVZaakd+821dNxcR0/LV1QsJj8/OvJz59Hbm5Dk22tYetWk8O4cKHJs5w6FW65pedb67Q3PUI8aq1fBl6uv0wptRLYBFwCPNrCIbZrrVd00PAEQRAEQQgDl6vOk7G21ngyJicbq52OpqBgMXPmzMbpvI05c2Yzd+58cnPzDrPWmTABrr4aTjnl6LHWaW96hHhsgtLAvbdLRyEIgiAIQpP4/VBebvIYi4rMssTEzi1+qROOC4CZOJ2T+OUvZ9G373x27MhjxAg4/3zTV7qri3Iao7XJBa2tNf/37du144EeJh6VUlbACvQH/gQcoFFEsgkeUEo9CdQCnwK/01qv7bCBCoIgCMIxTk2NKX4pLDS9pmNiID298yuSGwtHw0y83gXs3j2L/Pz5nHde1/WJDkVQMNrt5v+0NBg61FR322xdOzboYeIR+BKYGPh7K3CK1rqome1dwD+AhZhcyeHAb4HPlVInaK03duRgBUEQBOFYwuMxhtmFhcZqp6s9GT0euOOO63E6b6NOOAaZidd7G08+eT3nnddk7W2nUV8wam2E9tChptVidHRXj64hSmvd1WMIG6XUCCARGATcAmQBJ2utC1txjL7AeuBtrfVPmtjmZ8DPAPr16zdx586W6nEEQRAE4dhEa6isNJ6Me/eaaeqEhK4rMNHaVEq//z589BG4XIvxeGbj89WPPAIswWabdSj3savG2lgw9unTPQSjUuprrXVuyHU9STzWRymVDBQCr2itr23lvu8Bg7XWw1raNjc3VxcUFLRpjIIgCIJwtOJwmL7SO3YYT8aoKBNl7Crfw8JCIxg/+MBMl590Epx9NkybBuvWNZ667jrhqLXJXwxOSXcnwVif5sRjT5u2PoTWukIptRUY0tZDtOd4BEEQBOFox+83XoyFhcbKxmo1Ucau8mQsKTG2Oh98ABs2wPHHw2WXwWmnmSruILm5ecydO585c2bhdN6GzfZQpwrH+oJRKcjIMB1pUlK6l2AMlx4rHpVSWZgcxhdbuV8/4GTgzQ4YliAIgiAcdbjdJpq3bZuJMsbGGgHUFe347Pa6ntJffmmqj88+G+6/30TwmiIoII3PY8cLx6YEY2qqidL2ZHrEtLVS6g1gFfAtUAUcB9wEZAMnaK03K6VmAJ8AV2utnwvs9yhgAb7AFMwMA+4AkoDJWuvvWjq3TFsLgiAIxyo1NcbEe9cuI4aSkrpG+Hi9sGKFmZb+9FNjKH7mmUY0Dh/efXpKBwWjw2H+z8iAnJyeKRiPhmnrFcBs4NdAFLAbWAI8UK9YRmFsfOpnW6wHrgOuBOIx3pCLgD+GIxwFQRAE4Vgj6Mu4Y4fxZYyMNNOrnWHkXR+tYf16eO+9YOEL5OXBI49Abm7XVXA35miOMDZFj4g8diUSeRQEQRCOBTweUwCzbZsRQrGxEB/f+ePYtauu8GXfPtMi8OyzYcaM7uFxCA0Fo8VSF2FMSTl6BOPREHkUBEEQBKEDqK01Njs7d5oe00lJnd9lpaysrvBl3ToYMwZ+9CM4/XQjyLoDjSOMmZkwYoQpzDlaBGO4iHgUBEEQhGMMrRtOTVutnddjOojDYfIX33/f5DPm5JgI4z33dI8WfNC0YExJMdP5xyoiHgVBEAThGMHrrZuarq01Rt6dWTXt9cJXX5k8xiVLzDT0mWfCz34GI0d2j8IXv7+u6EUEY2hEPAqCIAjCUY7dbrq/7NhhpqYTEztvalpr2LjRRBgXLjTCLC8PHnwQTjihexS+1BeMFgtkZcGoUSYaK4LxcLrBJRMEQRAEob3R2vSXLiw0Ho1Wq8ln7CyxtmePyWF8/33z9+TJMGeOKXyJje2cMTSHCMa2I+JREARBEI4ivF7T/WXbNqiuNlPD7Tk1XVCwOGC0Pe8wo+2KCmOr8/77pr/0yJEwa5YpfElLa5/zHwkiGNsHEY+CIAiCcBTgcNRNTXu9HTM1XVAQ7BF9G3PmzGbu3PmMHp3H0qVGMH7+OfTqZQpf7roL+vdv3/O3hca2OkHBmJLSPabMeyLytAmCIAhCD0VrqKw0Njv79hlxlJzcMaKoTjguAGbidE7i+utnERk5H5stj9NPh6eegtGju77wpX6nl6Bx98iREmFsL0Q8CoIgCEIPw+erm5quqoLo6I6tmm4sHA0z8fkWYLHM4r775jN5csf2im4JrU100W43f2dmHv2dXroK6TDTAtJhRhAEQeguOJ0mwrh9u+kIk5Bg7HY6Eq8XzjprJBUVVwG3htjiYbKzn+Hddzd07ECawG43UUatIT0d+vQxgjE6ukuGc9QgHWYEQRAEoQdTWWna9u3Z03lV08XF8MYb8Oab4HTOw2qdjc83ibrII8ASbLaHyM+f37GDaYTDATU1RjCmpsLgwea+u7QvPNoR8SgIgiAI3RCfD0pKTJSxosJMvaanm7zGjkJr+PprWLDAmHgPGWIMvM88M4/16+czZ86selPXS7DZZjF37vzDqq47AqfTCEa/3xQDjR5tKrg7OvIqHI6IR0EQBEHoRrhcsH+/EY0uF8THd7yhd3U1/O9/8OqrZlr89NPh6adNVXIwjzI3N4+5c4MC8jZstoc6XDi6XGZsfr+Zoh850gjG7uATeSwj4lEQBEEQugHV1WZqevduI9iSksytI/nuOyMY33/fiLKLL4bzzzdVyaEICkjj89gxwtHtNs+FzwdxcaboJSPD/C10D6RgpgWkYEYQBEHoKPx+KCszVdNlZWZqOjGxY6emXS74+GN47TVYtw5OOskYeU+Z0rHnbQ6Px1SN+3xmGrpfPxNtjY/vmvEIUjAjCIIgCN0Kt9u0DNy2zeTyxcV1/NT0nj3w+uvw1ltGJF54Idx3nzH17gq8XiMYvV5T6DJokDHwjo/vep9IoXlEPAqCIAhCJ+FymanpHTtM1DEpyUQaOwqfz3R9WbAAvvgCjj8ebr0VTjmla7wPvV4zJe3xGCudAQOMaE5MFMHYkxDxKAiCIAgdjMtlchm3bzf/Jycby52OoqwM3n7bTE1XVsI558DLL5vq6c7G6zVV0m636e7St6+JMHb09LzQcYh4FARBEIQOwu02onHbNvN/R/ozag3ffGMKYD7+2OQNXn656TPd2bmDPp+JMLrd5vH26QPZ2ebxi2Ds+Yh4FARBEIR2xu02OYZbtxpR11H9psF0V3n/fRNl3L4dTj0V/v53GD++c6eC/X4TYXQ6TVS1d29zS0rq2Cir0PmIeBQEQRCEdqIzReO2bSbK+N57JrL4/e/DBRcYI/HOwu834tXhMAIxOxtycjp+Wl7oWkQ8CoIgCMIR4vEY0bhlixFUKSkdIxo9Hli82IjG1auNvc4f/wgnn9zx7QqDaG0EY22tEYhZWcZMvKMes9D9kMssCIIgCG3E44G9e2Hz5o6NNB44UNdn2uMxRt6//73Ja+wsXC5jraO1EYwjRhjBGBnZeWMQugciHgVBEAShldQXjR0VafT7YeVKY7OzbJkRa7/8pWkdaLO177maG0N1tRGOMTFmDFlZnXd+oXsi4lEQBEEQwsTrrRONPl/HiMbKSnjnHVMAU1QEZ54Jzz5r+jp3Fk6nEY1KmaKXPn1MVFW8GAUQ8SgIgiAILdKeorGgYHGgN/S8Br2h1683uYwLF5ro3qxZcN55HWsiXh+/30xLu92m483o0cbAuyvMxIXujYhHQRAEQWgCrxf27TOFMB6Pib4dSY5fQcFi5syZjdN5G3PmzOahh+ZTXJzHa6/Bpk0wYwb8+c8waVLn+SE6HCbKaLEYA++cHOn4IjSPiEdBEARBaITXC/v3m0hje4hGqC8cFwAzcTonceONs0hMnM8PfpDHww+biGNn4POZKKPHY4TiuHHG4keKX4RwEPEoCIIgCAF8vjrR6HK1XzVxY+FomAkswO2excSJ88nKymty//bCbjdG3lZrwyijILSGHtEkSCl1plJqkVLqgFLKpZTao5Sar5RqMX1YKZWilHpKKVWilKpVSn2slBrTGeMWBEEQegY+n/Fp/PRTWLvWVBZnZraPcNQa7rjjepzO26gTjkFm4nTeRn7+9Ud+oibweqG01BTfRESYzjOnnGIqp0U4Cm2hp0QeU4Gvgb8DxUA/4HZghVJqjNZ6Z6idlFIKeAcYANwAlAN3AIuVUuO01ns6YeyCIAhCN8XnMx6KmzebCuPkZNNOr72OvWgRPPMM1NTMw2qdjc83iYYCcgk220Pk589vn5PWo6bGRBojImDAAFM13dk9roWjkx4hHrXWLwMv11+mlFoJbAIuAR5tYtfzgZOAU7TWiwP7fQHsAG4DbuyoMQuCIAjdl1Cisb2icB4P/O9/8NxzUFYGs2fDvHl5bNs2nzlzZtWbul6CzTaLuXPnN6i6PhK8XmP14/NBWpqx90lNlVaBQvvSI8RjE5QG7r3NbHM+sC8oHAG01pVKqXeACxDxKAiCcEzh85np202bTJVxe4pGh8N0gHnhBWN3c+mlcMklddG+3Nw85s4NCsjbsNkeahfhGGwXaLebafZBg6BXL2O3IwgdQY8Sj0opK2AF+gN/Ag7QKCLZiFHAuhDL1wOXK6XitdY17T5QQRAEoVvh98PBg0Y0Op1marq9RGN1NcyfDy+/bDqvXH45XHBB6C4sQQFpfB6PTDh6PCbK6Peb/MxRo0yUsbMsfoRjlx4lHoEvgYmBv7dipqOLmtk+FSgMsbwscJ8CiHgUBEE4SvH7TaTxu+9MZC4xsf1EY2mpEYwLFhibmzlz4KyzWjYPz83N4913N7TpnFobsep0GnF63HGQnW0KfAShs+hp4vEyIBEYBNwCfKSUOllrXdieJ1FK/Qz4GUC/zuw6LwiCILQLoURjZmb7HHv/fpPP+PbbMHAg3HknzJzZsXmFbrfxZdTaeEH272+m3CXKKHQFPUo8aq03Bv78Uin1PiaqeDtwbRO7lGOii41Jrbc+1Hn+CfwTIDc3V7d1vIIgCELn4vdDcbERjbW17Ssad+yA//wH3n8fjj8eHnkEpkzpuE4sfr+JMrpcJso4fLgRjqGmwwWhM+lR4rE+WusKpdRWYEgzm60HzgixfCSwS/IdBUEQjg46UjRu3GjsdpYsgRNPhH/8w3Rk6SicTiMawdjr9O1roozSLlDoLvRY8aiUygKGAy82s9nbwFVKqRla608D+yUC3wNe6vhRCoIgCB2J1kY0btpkfA2TktpHNGoNq1cb0fjll3DqqfD88zBs2JEfOxR+v5mWdrtNlfTo0ZCRAdHRHXM+QTgSeoR4VEq9AawCvgWqgOOAmzA2PY8GtpkBfAJcrbV+LrDr28AXwAtKqVupMwlXwEOd+RgEQRCE9iMoGjdvNlG6hIT26QutNXz2Gfz737BhA5x7rimI6d//yI8dimCUUSno08fcEhMlyih0b3qEeARWALOBXwNRwG5gCfBAvWIZhbHxOZQ+rLX2K6XOAx7BdKexYcRkntZ6d2cNXhAEQWg/ysuNsKusbL/paZ8PPvkEnn0Wdu6E738f7r/fVDK3N36/GbvHY0Tv2LEmytgerRAFoTNQWks9SHPk5ubqgoKCrh6GIAjCMU9trclpPHDAGG+3hwl2424wP/gB/PCHkBKq1PIICXZ/8fuhX7+6KKMgdEeUUl9rrXNDrespkUdBEAThGMXlMpXOO3ZAVFT7TE/X7wbj8cCPf9ywG0x74nYb0WixwJAhkJMjuYxCz0bEoyAIgtAt8flgzx6T1+j3GyPuI/U1rKqq6wYTEwNXXAHnn98x9jcOh8lntNlMAUxWlkxNC0cHIh4FQRCEboXWxuB7wwZTUJKa2nLXlpYoLYWXXoJXXzX5hTfdFF43mLZQU1NnTD5hgjmfmHkLRxMiHgVBEIRuQ0WF8VUsL2+f/tP1u8EMGgR33WW6wbS3mNPaTE273UYsjhlj8ialalo4GhHxKAiCIHQ5djts2QJ795pCmCPNa2zcDebRR2Hy5PYXcz5fXeV0377G0keKYISjHRGPgiAIQpfhdhtrnK1bTTFMZmbLAq+gYDH5+deTnz+P3Ny8Bus2bjQejZ9+CiedBP/8pxGP7Y3Xa6KkAAMGGOEYG9v+5xGE7oiIR0EQBKHT8fnMlPLGjWbKNy0NrNaW9ysoWMycObNxOm9jzpzZzJ07n4kT81i1ynSDWbkSTjvNVFEfd1z7j9vlMpHGiAhz/JwcI3oF4VhCxKMgCILQaWgNJSWmGMZuN3mB4VYg1wnHBcBMnM5J3HDDLPr2nc+uXXmcd54piOnXr/3Hbbebyum4OGPqnZXVMcU2gtATkJe+IAiC0ClUVZke1CUlre9B3Vg4Gmbi8Sxg585Z3HPPfM44I6+ZI7SN6mojHJOTITe3feyCBKFNBFsTKWVekF2IiEdBEAShQ3E4YNs22L3beCu2pRgmP/96nM7bqBOOQWbi893GY49dzxlnbGiH0Zrv6Koqk4+ZmWlyJpOTpXJa6AK0Nr9gDh6EXbtMm6X+/UU8CoIgCEcnHo/5vtuyxUzxZmS0XYD95CfzePTR2Wg9iYYCcgk220Pk588/4vH6fKYIxuczU9/9+pne04LQ6dTWQnExFBaaX18REaaMv5vkSnSPUQiCIAhHDX6/KYbZtMlUJaemhlcME4qtW2HePPj88zxOPnk+K1fOwuUKTl0vwWabxdy58w+rum4NHo8RjRYLDBxoek7HxLT5cILQNpxOk9Oxc6cJfVssRjB2w18wIh4FQRCEdqO01FRQV1ebmbW2ViLv3w9PPml8Gk85xbQU7N8/j4KC+cyZMwun8zZstoeOSDg6nSaFzGaDESOgVy+pnBY6GY/HvGl27zbC0WIxDdZbkxDcBYh4FARBEI6Y6mr47jvTVjAxse3ffeXlxqfx1Vdh/Hh49lkYObJufW5uHnPnzg/4PLZNONbWmhaC8fHmHJmZbY+MCkKr8fnMC33PHjhwwCyLjT2yvI5ORsSjIAiC0GacTti+3cy02Wxt7wxTW2t6T7/wgsk1nDvXdIQJRW5uHu++27rimGDdgcNhptFPOMF4S/aQ72qhpxOslN6/34hGn8/kRqSl9cjyfRGPgiAIQqvxeuuKYSyWtgdNPB547TV4+mkTCfz97+HUU9vv+zT4ne3xQHY2TJhgbIIEocNpXCntdpu8iOTkHh/qFvEoCIIghI3fb74LN24034UpKW0rAPX74cMPTV6j0wk//zlceGH7FZMG2wdqbSKZ/fsbg29B6HCCldI7dxqT0HaqlF5cUMDtDz7IW//6FxsXL+b2G2/krY8+Ijs7u50GHj4iHgVBEISwKCszorGqykTv2hLB0xo++8xUUO/fD1dcAT/8YftVN7vdRjRarTB4sKmcttna59iC0CShKqUTEtqt8OWTr1byw5tuYrzHww9+82s2bNzCBLebh+65hz/Pm9cu52gNSmvd6SftSeTm5uqCgoKuHoYgCEKXUVMDmzeb3P74+LZH8Nauhb/9Ddatgx/8AK68sv2mkJ1O851ts8GQIWaKOty2h4LQJhpXSitlBGM7/VrxaR+VnhoOusq45MobydlzkAd9fn4WHcXDLjfFwC0ZGewsKmqX8zVGKfW11jo31DqJPAqCIAghcblgxw5zi4pqezHMjh0m0rhsGZx3HtxzT9uP1ZiaGjMzmJBgKqczMnp8OpnQnWlcKa21+TXVTpXSHr+XSm8N+5zFHHCV4vP7SN1+gOfHjeI3+0u41ufnK5cbgP4xMTz6978f8TnbgohHQRAEoQE+n/lu3LzZ5Ca2tZ/zgQPwj3/Ae+/B9OnwyivGhPtI0dpEGV0uU6w6ZozJvZTKaaFDCFUpbbO1W6W0y+em3FPFPmcJxe4y/H4/6TuKGP3ZN6Qu/YroA8W8N7Avq/1+Xq2330U+H58tWsQll1xyxGNoLSIeBUEQBMCIsqIi2LDBTAOnprYtx7+iwvgzzp9vhN3TT8Po0e0zvqBozM42OY2JiUd+XEE4jA6ulHb4nJS7q9njLKLUXQn4ydxezNjla0hZZgRj9djhHLzkbCqmTeKOW//EBK0pBvpGR3GxhmFuN3969VX+0gXRRxGPgiAIAhUVphimvNzkIbZFlDkcxqvxuecgJwceeQSmTm2fiGBVlTl+drbJaRTRKHQIjSulrVbzhmgHG4Bar4NSdwW7HUVU+WpQGrJ2FDNu2WpSl35F1MGGgtGbUpcQ/PBDv+H5F97kV0tWcPPNP2fvQQd/evVVnv3vf494XG1BCmZaQApmBEE4mrHbzfT0vn0mdSs+vvXH8HrhzTfhX/8ys3nXXQdnnNE+Xo1VVSYKmpkJQ4eKaBQ6gKYqpaOjj+iwWmuqvbWUuCvY4yyi1ufAohXZ24vIWr6alKBgPH4E5dNPoOLk3AaCMRQ1NaUkJ/fm+Bmzjmhs4SAFM4IgCEIDPB5TyLJtm5mNy8xsfYTQ74ePP4YnnjABm2uugYsuap8q5+pqI2wzM8XYW+gAQlVKt0NPab/2U+WtpchVzl7nQZw+N1ZlIWt7Ecct/doIxqISqo8fyYEfnEvFSRNbFIz1ueiaP1BeUk1WThYH9hw4orEeCSIeBUEQjjGKi41djtttcv5bm8KlNXz5JTz+uPnuvewy+PGPTXveI6W+aBw/XkSj0I6EqpRuh57SPu2jwlPNQWcp+1wleLSPiECEMWPZ16QsXUlUUSnV40Zy4IfnmQhjcttC6OUl1ZAPB/MPtnm87YGIR0EQhGMEl8u0E9y50+T9t2UKeP16IxrXrIFLLjG+jSkpRz62mhoTvczIgHHjzPgE4YjpoEppj99Lhaea/a4SDjhL8OEnigiytx0kfWkBKctWElVURvW4ERz44feOSDAW2vdz+ZV3Yi9zQuDHVHRaNEqpLotAingUBEE4Bjh40Jh0+/3GY7G1gZbCQjM9vXgxnHMOvP469Op15OMKisb0dBg7tn2EqHCMEyzLP3DAhMY9nnaplA5a6ux1FlHsrkBrsFki6bO1mNRlX5kp6eIyqseP5MCPzqf85Fx8SQmtPo/X72VN1WaWlq1medkadjkPQBmQX28sN7iArotAingUBEE4inE6YdMmUxCTnNz6GoCiIlMI8/bbcOKJppp6yJAjH1dQNKaliWgU2onqavOC3bXLvPDboae03eekzF3JXmcx5Z4qNJpYZaP/1lJSl64keelKokrKqRo/iv2XXkDFSRPbJBgrPNV8Xv4ty8pW80X5WjzawwlJo7g052ympY7jJxl3UpZfSWRKBJ5feYn+WzSuUhdZOe3ktt9KRDwKgiAchWhtZurWrzdRxtZ2dKmqMl6N//0vDB9uzL7HjTvycdXWGuGYmirm3kI7YLfXWevU1prIYmJim8vytdbU+oylzh5HEVXeWpSCOEsM/beUkLrsqzrBOGEU+y+7kIoTWy8YtdYUOvaxtGw1y8pW823VFtKikjk5dRz3DLuWSUkjsVnrfuktfPlxQJN72uUAuEpddKVbTo8Qj0qpS4AfAblAJrALeB24X2td3cK+TT2747XWa9pznIIgCN0Bu90YfRcVGZHWmupnp9N0gvnPf0zRyp/+BCeffOQCLygak5NhyhQRjcIR0JS1ThsrpYOWOsXucvY4i7H7nFhQxCsbA7eVkvLpSlKWfkVkWQVV40e2WTB6/F5WVW1iedkalpatZq+ziJHxA5mWOp5bBl3GsLj+qMPeFNoYnDqdAKSkJ1KeX9VlEccgrfJ5VEpd3l4n1lo/14rzrsAIxreAPcB4zOz/JuBErbW/mX018Czwj0arvtVa21s6t/g8CoLQU9Aa9u410caIiOaLTgoKFpOffz35+fPIzc3D64V33oF//tPse+21cNZZR95Mw243s4nJyTBsmBGzIhqFVuN2Q1nZ4dY6MTFtOpxf+6n01FDkLmevswiXz41VWUmw2Ej5bqcRjMu+IrKskqoJo4wP40kT8SW2zgi13FPFZ2XfsqxsFSsq1uLVfiYnj2Z66nhOTh1HelRyiMH5wOEEtwuUxfzSykiHxERqtJtkWzLHZx/fpsfdGtrT5/FZoL3ipGGLR+B7Wuviev9/qpQqA/4DzAQWtbD/Xq31ilaOTxAEocdQW2vsd0pLTR5hc2leBQWLmTNnNk7nbcyZM5vLLpvPhx/mUVUFP/0pXHyxqS84Eux2E2lMTITJk0U0Cm3A6zXWOrt3mzC61sbJvo3WOh9/9SW3P/wwjz50Byu3buCZJ+aTf/8N9E/LovfWfQ0F48RR7LviYipOnNAqwai1Zpt9D8vKVrOsbA1rq7eSGZ3KtJRx3DfsenKTRmKzhnhz+XzgsJviHovVvIkzMoxArv9mdrtb/bg7grZMW3+DiQC2lQuBsa3ZoZFwDPJV4D7nCMYiCILQo/H7TX3Apk2mGKal3MY64bgAmInTOYl//WsW5547n1tvzWtTh5n6OBxmJjEpCSZNMt+BIhqFsPH5TK/M/ftNlZfPZ6KL6elteiF5/V4qvDW8+cUSbvvtg+R6fdx6z6Ns21TIRI+HRb9/gseqa4ioqKJ6QtsEo9vv4evKjSwrW8PystXsd5UyKmEQJ6eM4/bBVzA0rl+I6WiMOLbXmscYEQEZmZCWagSj5cj7Z3ckbRGPa7TWf2zrCZVSA2ileGyCGYH7jWFse51S6lbAB6wA7tJaL2uHMQiCIHQZ1dXGfqeiouVoIxwuHA0zgQV88sksvve9+eTm5rVpLE6nEY0JCZCbe8S+y8KxhN9vXjxBL0av1/wSSklpkxej2++hwlPNXmcxRa5S/Foz97F/k+v18aDPz8/XbeU1n59i4Ne793H7TVebHMaEuLDPUequ5LPyb1hWtpoV5WsBmJIyhmv6XcRJKceTFtWEu73HDbV20H6IiobevSE5BeLjzBR1D6G14tEOOI/wnK7AcdqMUioHuBv4WGvdUkLiC8C7wD6gP3ArsEgpdbrWesmRjEMQBKEr8PmM7+LmzaZBRriV1Pn51+N03kadcAwyE6fzNvLzr+fddze0aixOp/FgTkyEiRNFNAphorX59XPwoJmWdrlMrkQbrXXqezAWuSsAiLFEkWpNIHHDNl4eMYSb9xZxLX5W+kyZRN+oSH55+7WUTj8hjOFqttTuMt6L5WtYX72d7Og0pqWO56ERNzIxaQRRliYq01wuE5LXfhNF7d/PJAHHxIb9ZnF5XdS4a/D4PWTEZYS1T0fSqiuktT7CCQ3QWl8LXNvW/ZVS8Zhpcy9wVRjnu6zev8uUUm8B64B7gZObOMfPgJ8B9OvXr61DFQRBaHcqK020saamda0FV6wAn28eMBuYREMBuQSb7SHy8+eHPY5gpDEurk40HkHDDuFYoba2zovRbjcv4KSkNvWhdPpclLmNYCxxV4LSxFpiyLAkkrBhCymfriR5+VdEVNXwvyH9WQ28Wm//i/yatavXc1oT4tHld1NQsdHkL5avochVxpiEIcxIncDvh/yUwbF9Qk9Ho80bxOk0IjkhAQYNhMSksAt8/NqP3WPH4XGg0cRHxTMoZRDpcekkRrfNhqg9aVW1dVejlIoB3gOOB2Zorde28Th/B36qtW7RLleqrQVB6A54vbBtm7nFxxvRFg7FxfDnP5vOMJddBuPHL+a22+pPXS/BZpvF3LnhTVkHI41xccb/UUSj0CIOR521TnW1ecEkJrapKito2r3beZAKTzUKRazFRixRJKzfTMpSU/Rira6lKneMqZKeOoEr5txD9u59/J/Pz81RUVzk9zPC6+XepATefu3vh45f4q5gedkalpWt5suKdViVhSnJY5iWOp6TUo8nJbIJ4ab95nG6XCaamJRkchiTEs30dBgEo4s+7cNqsZIZm0l2fDZJtiRiIttWVX4kNFdt3WPEo1IqEngTmA6cfiTV0wHxeLXW2tbStiIeBUHoasrKTLTR6TRVy+GINa8XXn3VtBQcNgxuvx0GDTLr6ldb22wPhSUcg5HG2FhzvMxMEY1CM7hcpvR/927zArZYzK8eW4tfu4dR63VQ4i5nj6OYKm+NcemxxhJDFPFrvyNl6ZekLCvAWmM3gnHGCVRMGY8/PvbQMUrKKnj+hTd5+f1F+D0aW1wUqRHR/OH315MwNC5QHb2aDTU7yInOYFrqeKaljWdC4nAiLU1M0vp9YHeYPEZlMcUuGRkQnxCWuWqo6GKv+F6kx6WTEJWAtYuLZnq8eFRKWYBXgO8B52mtPzmCYyVipq0LtdbTW9pexKMgCF2FxwNbtsCOHSaQEa6l3bp18MADJp1szhw499zDU6sa+zw2hctlIo02G4wYIaJRaAaPxwjFPXvM1DQYwRgb2/x+jdBaU+OzU+quZJfjALVB025rDDYiSPh2E8lLvyJleUAwTgoKxgn445p/k+Sedplxic6Hi57MY3nZGkrdFYxNHGoEY+p4Bsb0bmI6moaWOlarqQJPS4eEeLC2nAnY3aKLzXFE4lEpdQpwMzAQ2ArM1VovbrTNZOBzrXWHyGSl1BOYPMn7MMUv9dmjtd6jlOoPbAPu1lrfHdjvFmAYsJi6gpngslPDqbgW8SgIQldQXGyijV5v+B6J1dUwbx688Qacfz788pdtSiUDjGisqDCCdfhwU5QjolE4DJ/PeDHu2WN+rfj9RizGxbWqcqp+l5fdziIcXhcWiyLBGku0tpLwzSZSlpocRmutk8oTxlI+/QQqp4xvUTACnP7DX1BeUo1KVug5Gv4CVEJ8WgxvvvAoyZHNdIvxekyFtN9nIorpGZCeZh5jC9HB7h5dbI42m4Qrpc4C/ocRX+8DU4GPA2LuxuY6u7QzZwfufxe41eePmN8RCrAC9T/evgMuCtySgCrgM0y+48oOHK8gCEKbcLlMtHHnTlOQGY740xo++ADmzjVFNP/6F4xtoyGa221Eo80Gxx8P2dlH3mVGOMrw+004Omit4/OZF0y4ORXBw2g/Vd5ail3l7HEexBns8hIRS0JENAlrNhrB+FkBVruTyhOOZ/f1l1E5eRz+2OYFY9Cse2nZapaWraK8pBryQQf7nNxk7mryHaGFo9tlpqS139gG5eQY66AwRHGo6OKwtGHdMrrYVlqKsd4F/FNrfV1wgVLqh8CTwBCl1KyWeku3B1rrAWFsU4gRkPWXvQO80zGjEgRBaD+0NjN9a9ea7+asrPACN4WF8OCDpiXhz38OP/hBm5xOGojGsWNFNAohqK6GAwdMpbTbbQpekpNb9UIJtgU84Cpln6sYt99LBBYSIuJIVDEkrNlgqqQ/+xqr0xUQjJdTOWUc/pjm8yW9fi9rqjbzadmqQ72jRycMZkbqBHanH6Qyv4aolAjcv/IS9dcI3OVeUjPq/TpzucyUtNYQGwcD+pvHZ4tp9s3YXGV0d48utpWWPmJG0SjSp7V+RSn1LSYiuUwpdW5HDU4QBOFYwOk0HWL27jXBjegwijOdTnjmGXjuOZg2DRYsCN/vsT4ej5l1jI6GMWOgVy8RjUI9gpXShYXGHypordOKXyg+7aPCU81BZyl7XSV4/T6iLBHER8QSgTYRxk9XkvJZARaXm8rJx7P7hiuonHx8i4Kxxmvn8/JvWVq2is/KvsGtPZyQPJqr+nyvQe/oq145HwjkPALuci8FHz9nHl9FeZ2lzuDBxlKnhcKeYyG62BwtXf1qILnxQq31BqXUiRgBuQK4p/2HJgiCcHSjtZn5W7/ezPZlZ4e33+efm2gjwMMPw8khHWubx+s1tQ1RUUY0Zme3LWIpHIV4PHWV0sXFRjDGx5tqqTAJtgXc5yzmgKsUn/YRpSJJiojH6vOTuHpDIIfxa5THTeUJ49j5qyupOqFlwbjfWXJoOvrryo0kRsQxLXU8+cf9nMnJo7BZm/71lZqRSFl+FalpCSbUnpwC/fpDYkKzljrHYnSxOZotmFFKvQNUNDLarr8+HngdOBWgowpmuhIpmBEEoSOw22HDBjNVnZoalrMHRUXw6KPw6adw+eVw9dWtdz7R2ohGpYzlTu/eIhoFTK5ERYXpJ713r/k/Ls4Uv4RZ+OLxeyn3VLHPWczBQFtAmzWaOGuMEYyrNpCy9EuSP1tlBOPk8ZTPOIGqSWObFYx+7WdTTeEhwbi5dheDYnOYnjqe6akTGJUwGGtzrf3qW+pYrJCaYjwYExKaffH3pMrojqDNBTPA88AcpVSq1rqs8UqtdY1S6hzgCeC0Ix+qIAjC0Y3fb76bN2ww31vhTDV7vTB/Pjz5pLHLeeUVGDCg9eeuqTENPgYMMLNz4UyPC0c5jfMYo6NbVfhSvy1gsbsCTaAtYGQSVq+fhFXrTQ7j51+jPF4qp4xj501XU3nCWLSt6RdgsLvLp2WrWFa2mjJ3JeOShnFu5sk8mDqBvjEtvHFCWeqkp5sIahOWOhJdDJ9O83lUSlm11r5OOVk7IpFHQRDai9pa48FYWmqqosOJ+K1dazwbS0qMZ+PZZ7e+d7TbbfIaU1Nh5EjT3EM4hjnCPEanz0W5u4o9jdoCxlltWLw+ElatC1RJf43y+qicOt7Y6pxwPDq66a4yFZ5qlpet4dOyVawoX4tFKaamjGV66gROTBnbvJ0OmF9Z9lojHMO01DnWo4vNcSSRx8YHytVat1pJKaWigQXA+a3dVxAEoafj95vAzsaNZpo5nGhjVRU8/ji89RZceCFcf33rRV/Qgi8iAiZMCL+CWzgKOcI8xmAf6TdXLOHxx5/jd/f+guJ95fz7ifk8cu+vySncRPLSlSR/vgrl81MxdTw7b/k/KieNbVYw7nTs59PSVSwtW8W3VVvIiE5leup4Hh7xKyYkDSfK0kI+h9cDNbXGUicq2uRhJKdAfJzp+tIIiS62D62KPCqlSoFTtNbftGKfGIxdTl5PzImUyKMgCEdCdbWJHlZUhBdt1Br+9z/461/N9/odd8Do0a0/b2WlqcgeOtRMU4eTUykcZQTzGPfuNbmMrcxjDArG3c6DlHkq+fabLTyU/08mer3UjD6OzRu2MsHrZaTVyqNRkVRMnUD59BOomjQG3UTfap/2s7ZqyyE7nZ2O/QyPG8CMtAlMT53AcXH9mu7uEqS+B2Pw11hysrHXCbGv2+emxl2D1+/FarGSEZtBr/heEl1sgXaLPAIpwEdKqVO01uvCOHEC8B5wElDYynMJgiD0WHw+Myu4ebP5rg4n2rhjB/zpT8a259prYdas1hezOJ1GOGZmwuTJRisIxxhHkMfYWDAqFHHWGDKjUnnxyTeY6PHwoF9z7TebeBUoBm6KiuLyVx9vUjDafU5WlK9ladkqlpd9Q63PwaTkkfyo9xlMS51AVnRqy4/pMA/GAZCcBDGHtz48FF30muhiXEQcA5MHSnSxHWmteLwX+D2my8wpWusNTW2olEoFFgITgC1IQY0gCMcIlZXw7bcmxzEtrWXfRKcTnn4ann8e8vKMZ2MrXFGAOuud2FiYNAkyMto+fqEHcgR5jM0JRvx+4tdtJnXRF/yvtJyfAj+3WFjpNw3m+kZFccMt1xwmHItd5Yeqo7+q2ECMNZqTUo7njiFXMSV5NHERLUX8tHljOJ1heTB6fB5q3DV4tAcrVtLj0jku7TiSbckSXewAWiUetdZ3KqUigNsxAjJPa/1d4+2UUlnAxxiT8XXA6Vrrg+0xYEEQhO6K1wvbtplbfHx4Am75cnjoIRMU+stfYOrU1p1Ta5PX6PebSuy+fcXk+5ihfh5jSYl5EYWZx9isYNSamK07SV30BalLVhBRUUXlCcez9MIz+HrBe2ivGwVkWWG238/a1es5ddokttTuOiQYN9TsoK8tixlpE7iiz3mMTRxKhGrphamNCHY6zfRzUhL07RfSg1Frjd1jx+6xo9HERMbQL7kfGbEZJEQnEGER/6mOpNXPrtb6twEBeQvwiVJqptZ6a3C9Uqov8AkwBPgaODOUzY8gCMLRRFmZyW10Oo1obGmG8MAB49m4fDlceSVccUXrPRtra02QqU8fk9sYIwGWo5+m8hgzMlrMY2xWMALRe/Ybwbh4BdF7D1A9biT7Lv8+FdNy8cXH8eA1dzDR6+UjH5APB/NBDfLypmUZiwq+5YCrlLGJQzk1/QTuPu5a+sf0ajl/UftN/qLbZcafkgr9+5sIY6NEXY/PQ62nFrfPjUVZSI9NZ0jqEJJsScRFSX5GZ9Imaa61vi0gIOcAiwICcrtSaijwEdAP+Aw4V2td1W6jFQRB6GZ4PLBli5ktTEw0VnLN4fUan8Z//MN0dnnlFfNd2dpzlpeb802daloaCkcxWptfCW3IY2xJMEaWlJGyZDGpi74gbvMOaoYPpuj8UymfMRlvanKDY+2prmStzw9Bx5wkeGw7RJT5+b/ZF3FyyvGkRiXRIn6fccn3eIyFTlqaeeM0Mu3WWuPwOrB77PjxY7PayEnMITMuk8ToRIkudiFtfua11jcrpazADRgBeQPwDyAbWAScr7W2t88wBUEQuh/FxSba6PWamcKWgizffms8G8vK4He/gzPPbJ11jt9v9rVYjPDs3TtsL2ehJ9LGPMaWBKO1qoaUpYtIXbyC+G834ezfm7JTTmT773+Ju/fhU97lnio+LV1FeWk15NdbcZO58+b7OD9revOPxeczHoxer3kcmZlG/CYkNPBg9Pq91LhrcPvdKK1Ii01jYMpAkm3JxEXGtRzJFDqFI5LtWutfBSKQ1wFvAgpTXX2x1tp15MMTBEHofni9poq6sNB8lye1EGyprDSejW+/Dd//PvziF+Y7szVUVxstEewO00Rhq9DTaWMeY0uC0eJwkvT556Qu/oLEgrV40lIoy5vCrusvwzmo72HHO+AqZUlpAYtKClhT9R3Z0WnYUqNw5ruJSonA/SsvUX+NwF3uJTWjiTeA12tyK/wB0+7MLEhLNY8n4MGotcbpcVDrqcWv/URHRNM7ofeh6GKkVTymuiOtNQnvF2LxQ0Bf4DxgGfArICvUrwOt9a42jFEQBKHbUFUFa9YYIddStDHo2Th3LvTqBf/+N4wa1brzuVx1HpETJ7ZedAo9gDbmMbYkGJXHS+LKVaQu+oKkL1bht9konzGZzX/+HbUjhhx27F2OAywqLWBxyVesr9nOoNgc8tJyuXnQpQyL64+ab7bPPe0yANzlXgo+fr7hoDxuk8Po95kil5wck1cRF3tIMHr9Xmpd1bh8LpRSpNhSGJk8kmRbMvFR8RJd7AG0NvK4o5l1GjgZ2NzMeklQEAShR1K/S0xcXMu5jdu2wYMPwnffmUjjJZe0rgo62B0mMtKIxnCmxYUeRBvzGFsSjPj8xK/ZQOqiL0hZ9hXK56d8Wi7b8udQPX5kgxeh1pqt9t0sKvmKRaUFbLPvYUT8QE5Jy+WPx/2cAbG9Q44hNSOJsvzKuohjfdPumBjo19eYdsfUmZE7vU5qPDX4tZ8oSxTZ8dlkxmWSZEsiyiph9J5GazvM+I/kZFrrHpedIx1mBEFwOExP6pIS893eXMqZ0wlPPWU8G089FW6+uWWh2ZiKCqMlgt1hWmsULnRjXC6TLLtjhxGPERGm8qmZi9yUYIy1BsrztSZ28w4jGJesIKKqlsop4yg7ZSqVk49v4MHo137WV29nUelXLC4tYK+zmHGJx5GXlkteWi69bGG+WJ1OcDqMCI6LM1PSycmHSv59fh+1nlqcXicKRaItkZyEHFJiUkiISpDoYg+g3TrM9ETxJwiCcCQcPGgKXSyWhmlnBQWLyc+/nvz8eeTm5gGwdCk8/LDRAX/9K0yZ0rpzORxmWjw7G4YNk+4wRw3Baeldu0ykUakW8xhbjDACtp17SVm8gtTFXxC9v5iqCaPY+9MfUHHSRPxxdb5NXu1jTeV3fFL6FUtKv6bMU8WkpJFclnMuM9MmkhZOhXTQtNvhMP8mJkFOb5PwG21ErNPrpMZegl/7ibBEkB2fTVZ8FknRSURHRDdzbKGnIb9nBUEQQuDxmCnnnTtNtLF+gUpBwWLmzJmN03kbc+bM5s4757NwYR6ffQZXXWU8G6Nb8V3p9Zoaifh401IwLa39H4/QBdjtRizu3GmEl81mwtBNRN3CEYyRRaWkLl5B6qIviN22k5pRx1H0/TMpn34C3pQ6Eej2e1hZsZ5FpV/xaekqnH4XU5PH8ssBs5mWOp7EiHB+mQRMu10uE2FMTm5g2u3z+0wbwFrjyJcYnchxaceRGpNKQnQCFiXxpqOVVk1bH4vItLUgHHtUVMA335jvzNTUht/1dcJxATATWALMYvjw+dx/fx79QpUVNkGwO4zWJtLYp490h+nxBH8J7Nxp7i0WE52LDF013OKUNBBRUUXy0pWkLvqChHWbsQ/uR1neVMrzpuDOqptmtvucfF7+LYtKvuKz8jUAnJw6nry0XE5KGUuMNRwX+kZdXpJTTOFOUiJERuH2ual2VePDh1VZyYrLIjs+myRbEraIVrrcC92adpu2VkplAg6tdfURDCYBiNFaF7X1GIIgCB2B32/sdzZtMlXNjSOAhwtHAvcLKCycRVHRfPr1ywvrXDU1xsWkXz8YMqT13WWEbkZVFezfb0SjzxfIAww9Le3yuSl1VzYbYbTYHSR/9nXAWmcd7qx0yk6Zyq6brsbZP6futN5alpauZnHpV6yoWIvNEs3MtIncN+x6TkgeRZQlHKub+oLRYiKM9bq8ODwOaj1V+D1+YiJiGJQyiPS4dBKjEyW6eIzS2oIZH/Cs1vqnbT6hUs8Al2mte8SUuUQeBeHYwG43ht+lpWZmMVQE8LzzRnLgwFXArSGO8DDZ2c/w7rsbmj2P222ijcnJMHKkuRd6KG53XfFLdbWJLiYmhnzxeP1eyj3V7HIcoMhVjlIcFmFUbg+JX31D6idfkLxiNb74WMpmTqHslKnYhw06FAIvcVewpPRrFpcWUFC5kbTIRGam5XJKWi7jkoaF0UMaUxkdnJIOtgXMyoT4BPwR1kN9owGSbcn0SexDakwqsZGxUuxyjNBukUeMCXh7vGrklScIQrdh3z4jHCMjISur6e2uvnoeDzwwG60nURd5BFiCzfYQ+fnzm9zX7zei0WKBceNMUYx0h+mBaG3yGnbvNpFGv98IxhBRRr/2U+mpYZ+zmL3OInxa8926Qv79xHwefug3bNi1nXmPP8cTP7mQYV+tJXl5ASiomDaJrff9muqxI8BqXiT7nMUsLi1gcWkB31RtIceWwSlpk7iu/8WMjB8UXgSwQR9pizHsHjQYEhLwWjCdXdzlWDwWMuIyGJY2jJSYFCl2EQ6jLVY9W4HlR3DOacAgrXWPyOyRyKMgHL243WaKevduM0XdRFoaXi888ww8/TRMmbKYr76ajctVl/Nos81i7tz5h6quG1NVZWYEBw2CgQOlO0yPxOEwpfc7dpiLGR0daK13uGir9tZy0FXGTsd+3D4vUZYIEiLiWP3NJn77u0eZ6PXiGNSPjdt3MdHnZ6TFwh+mT6IsbypVk8aio8wLsdC+j0WlBSwq+YpNtYUMie1LXloup6TnMiS2b3gRQL/PCEaPu66PdEYGJMTjxm/yF7WPSGskvRN6kxWXRZItSfpGC81GHjvV57EeWsSjIAhdSXm56RTj8RxeFFOfbdsgP994PP7+93DSSQ2rrW22h5oUjk6naU2YkQEjRphqaqEH4fOZZuK7dkFRkZmOTkgIqf4dPicl7goK7fuo8TqxKgtJEXENRNjVV95K1t6DPKg11wIPAsXAnMR43n79CbTWfFe703gwlhSww7GPUfGDOCV9EnlpufSLyQ5v3I0FY0a6ycWIj8fh9xxqBRgbGUufxD6kx6ZLdbRwGO0pHme016C01p+217E6EhGPgnB04fPB9u2mN3VS0iFP45DbvfgiPPmkMfu+9VYzOxkklM9j/X3LykxwatSoFrvMCd2N6mpjsVNYaMLOsbGmAKbRRXT7PZS5K9npOECZpxILinhrHLZ6HVMsNXZSlq4k7aPl1Kz9jstibXzqduL1QpYVIqyRfO/286nqU8vi0gIOukoZnzScvLRcZqZNJDs6TN8mnw8cdvNryGo1L7q0NPzxcdh9LuweOwpFckwyOQk5pMakEhclRqJC07SbeDwWEfEoCEcPtbXG8LuiwgRimso53L0b7rrL3N9xB5xySnjH19pEGj0eOO44U0kt3WF6CB6PCS9v327yDKxW8+ui0QX0aR8Vnmp2Ow5ywFWKRhNniSEuot6vEJ+PxK/XkbZwGcmfr8KblEjp6Sfxfk42tz72LGUuN+QD+RD7a3DGKaakjeGUtEnMSJtASmQiYVFfMEZEHBKM3lgbNV4Hbp8bq7KSEZdBr/hekr8otIr2LJgRBEHocWhdVxRjszXd2MPvh1dfhcceg6lT4ZFHzJR2ONjtJmDVu7cRjrGx7Td+oYMIqv29e2HPHvMCSEg47AWitabKW8s+ZzF7nEV4tRebJZq0yKQGU70x23eRtnA5qZ98jsXhpHx6oPDl+BH4FPzf+Vfid2kIenkngv1RsERqHns/VAV/CHw+sNeaiGhEBGRkQnoaLlskNR47Pu0iyqvpndD7UO9oyV8U2ht5RQmCcFTjcsHGjUYfpKc3HQk8cADuvtts+7vfwVlnhTfVHPSETkw07QjDFZtCF+J0muKXwkKj+qOizIVrFIqu9To46Cplp+MATr+LSBVBYkRcAyuciLIKUhd9QdpHy4nZvpvq8SPZ8/MfUXHSRHy2aNZVb2Nh4Ut8VPIlfoc2EccgN5s7f/1lofD5oLbG3AcsAXRKKg6bhVqPA42TOG1lSNoQ0mLSJH9R6HB6hHhUSl0C/AjIBTKBXcDrwP0tGZYrpWzAPcBPgGRgDfAbrfXSDhyyIAjdgLIyUxTj8xlrnFBoDW+/DX/+Mxx/PPz3v822HG6wX1mZEZijR5vuMGK9043x++uKXw4eNBcrRJTR5XNT7C5np/0AVb5aLEqRaI1r0M5Pudwkf76KtI+Wk1iwFmefbErPmEbZvb/GnZ7CltpdLDz4FguLV3DQXc7k5FH8sv8P+GvGy5TnVxGVEoH7V16i/hqBu9xLakaI3tJer4kw+nwQFQ29euFPSaE2UuPwuQAnqRGpDEwdfMh/URA6ix4hHoFbMILxt8AeYDzm91ueUupErXVzVeBPA+diXH23A9cDHyqlpmqt13TkoAVB6Bp8Pti61dySk5vu3lJSAvfeC6tWwc03wwUXhBdtdDpN3mT//jB0aOv6WAudTG2t8WMsLDS5gTExh1Uwef1eyjxV7HYcoNhdAUCCNZbMqJS642hN3LrNpH20nJRPV4LVQtkpU9n0t7uwHzeQnc4DLCz+lIWrVlDo2M+EpOFc0ed7nJo+ieTIBADOe/lkAHJPuwwAd7mXgo+frzuH1wO1dlMtHRUNvXPwJidQE6Fx+z1YlYfMmExGJvYmKTpJ8heFLqOniMfvaa2L6/3/qVKqDPgPxmhtUaidlFLHAz8GrtZaPxNY9imwHrgbOL8jBy0IQudTU2P6UldXm6BSqGig1rBwITz4oBF/r7xichVbIhi8io42OZEyRd1N8XrNL4PCQuPJFKL4JWjgvddZxD5nMT6tibXaSI9MbuCfGLWviLSPl5P20WdEFpdSOWU8hbf9jKoTjme/r4KFJV+ycM0zbKotZHTCYC7KzuP09MlkRKeEGJghNSOJsvxKE3GsLxijo6FvH1wJMVRb/fiVJsoCvRNyyIrPIik6CaulR7jcCUc5PUI8NhKOQb4K3OeEWBfkfMAD/LfesbxKqVeA25VS0VprV/uNVBCErkJrUx29fr0pVsnICL1dRQX86U+wbBnccAPMnh3edHNNjUmPGzzYmH1LFXU3Q2tTJR0sfvH5jLFmvWlprTU1PjsHnKXsch7A7fMQbYkiJbJhj+ZD9joLl5GwbjM1wwdz8JKzKZs5maIYPx+XrGThxgf4pmozQ2P7ckbGFP404gb62MLIdwAWPv8XqKk1HV88HnSfHBwJNmqtGm2B+MgYhibmGP/FqARpByh0O3ryx1/Qc3JjM9uMAnZore2Nlq8HooAhgb8FQejBOJ1GNB48aBpoNCXsliyB+++HnBx46SUz7dwSXq+JNiYmGoPwxDBdVIROwuUyBt47dpgp6qgok6tQr7+0w+ekyFXGTscBar1OIpTFFL5EJNQdx+cjsWAtaR8tb2Cvs/Pmn1LcO4nFJQV8uHseBRUbyLFlcmbGVH435GoGxTYXv6iH12vG5/eBzYa/f19q4yJxRCiUUqTaUhmY2FvyF4UeQY8Uj0qpHMy088da6+ZMGFOB8hDLy+qtFwShB1NcbKaplWq6L3V1tbHdWbgQfv5zuOyyBtqiSSorTQvDESOMZ6MUxHQT/H4TQt61y+QzWiyHRRndfg+lrgp2OQ8eMvBOiIgjs9F0csy2naR99Nlh9joHRw9kacU3fFj8Cl98+S1pkUmckTGFGwb8gOFxA8KLBta31YmKxtc7m5qEaFyRVqwWK1nxWYxM6EWyLZkoq/SsFHoOrRKPSqnXgUVa68dDrLsc2Kq1/jzEuoeB72utB7d5pHXHigfeArzAVUd6vCbO8TPgZwD9+vXriFMIgnCEeL2mS8yOHZCS0nTRyooVxoInJQWefx6GDGn52B6PiTZmZMDIkaa5iNANCFrsbN9u/rbZGhS/+LSPck81exwHOegqxY8m3hpLZlTDOEFT9joHp47lM+d3fFi8mKVf/ZlYazSnpU/mydF3MDZxaHj2N36fyW8IGHf7MtOpTrDhtkUSYYmgV3wvegUEo+QvCj2V1kYeLwQqmlj3bOB2mHgE0oEBrTzXYSilYoB3gEHADK31nhZ2KQdCTUwFP0nKQqxDa/1P4J9gOsy0bbSCIHQUVVUm2mi3m2hjqCCQ3Q5//Su8+SZcfbW5RUY2f1ytTUBLa2Pb07u3tBXscrQ2RS/1o4yJiYfyB7TWVHqq2e8sMQbefg8xVhtpjQpf6ux1lpFYsM7Y65x+MgfvmcMXkftZWLyCRd/+B4XilPRcHh0xh9zkkQ08HZseo9/0kna7wGLFm5FGTWI0blsUERFR5CTmkB2fLQUvwlFDj5m2VkpFAq9ivB5P11qvDWO39cBFSqnYRnmPIwE3sLX9RyoIQkehtdEQ69ebaGB6eujtVq2CP/7RRCOfecZED1siaL+TkwPDhzdt7yN0Ei5XXZTR4TgsytjYwDtKRZIUEY+1fnQwaK+zcDmpn36JjrBSljeVDY9dxOfZHhaWfMnH2+/C6XcxPXUCdx93LVNTxhBlaeFXhjm4GZfTCcqCNzWJmuQM3LHRREZGk5MQEIy2JDHsFo46eoR4VEpZgBeBU4DztNYrwtz1HeCPwCyMrQ9KqQjgB8BCqbQWhJ6Dw2FEY1FR00UxTif8/e/G6PvHP4Zrr23ZgzFo9h0RAZMmhWcQLnQQwdDv7t2mnySYCGOCKWzx+L2UuirY4dhHhacGq7IcZuANAXudj5aT9nGdvc72237GilGJfFhewEclj1FeWs2JKWO5bfDlTEsdR4w1zF8LTic4HQB4ExOo7pWMJzaGqOhYchJzyIrLEsEoHPX0CPEIzMMIwPuAWqXUlHrr9mit9yil+gPbgLu11ncDaK1XK6X+C8wNRC53ANcBA4FLO/URCILQZg4ehG+/NTOWTRXFrFsHd91lahT+8Q8YN67l49rtZgp84EDj99jStLbQQbjddVFGu90o/rQ0sFhMX2lPDXsdB9njLGLVN9/xwj9e59GH7mDHrr3Me/x5Hn7oN2RGRZH66ZekfrS8gb3Oyil9ed/5LQuLX2b/+hImJY/iuv6XMDNtIgkRYSazul1mXFrjjY+jql8m3rgYomxx9E3sQ1Z8FonRiSIYhWOGniIezw7c/y5wq88fMd1mFGAFGr97r8KIznsx7Qm/Ac7SWq/qoLEKgtBOeDywZYvxek5JMS4sobb517/gP/+B738fbrzRNBFpDp/P9KOOi4MTTzTHFjoZrU05+5495gYmyhgI/Tp9Lood5eyw76PW6yDKEsnW9Xt5OP+fTPR6+eP9T/Ddxq1M9Hh4a849PF5SfsheZ/kNF/JO1HYWFn/Cti17GJ84jEtzzubUtEmkRoVoBRgKj9uYd2s/nphoqnJS8cXHEx2XQP/EPmTFGcEoHozCsUiPEI9a6wFhbFOIEZCNlzsw7edvbveBCYLQYVRWmr7ULpfRE6G+ozdvNtHGqir429/ghBNaPm7Q7HvoUBNxDMeyR2hH3G6Te7B9e50vYyDK6Nd+yt0V7LQfoMhdBmgSI+LJjDY1jk/Oe4GJXi+r8FO6ZgMpVvg/P/y6uIwf3vsz3sgqZ2HJl2zY/zYj4wfyvcxpnJYxmezotPDGVs+L0R0dQXWvJHwJ8djikxmU2JfM+Ewx7RYE2iYe45VSTfnXNLUuvg3nEQThGMTvN5HGTZtMqltaiO99r9dEGv/1LzjnHNOXOr6FT5mg2XdyMkyYcCiNTugMgt1fglFGv79BlLHW62C/o4Sdjv24/R5iLNGHtQm0VtXw9ClTuOPldyl1OCEfyvPhZ1MspJyZyUzHEwws6s0Z6VO4d9h19IvJDm9sPh/U1oDPhzvCQnVGPL6kBGISUhmc1I+MuAwRjILQiLaIx4sDt8boZtYJgiC0iN0Oa9eaKeX09NBRwcJCuPNOkyL38MMwbVrLx62oMNPbo0ZBnz5i9t1peDzGxX37duPUHhVlGoJbLHj9XkqcJRQ69lPursJqsZJkbdz1xU/iqnWkfbiU5M++Jh0f5R6NNQF8AElQscJP9foDvPzCfQyJ6xveuOp5MbqsUJ0Shz85idjkdIYk9SMjNoP4qHgRjILQBG0Rj219N4lfoiAITXLggCmKiYgIXRTj98PLL5tq6hkz4LHHTBSxOdxuE23MyjJ2PbHS9a1zCEYZd+82UceEBMjMNMUv3lr21pjiFx+aeGvMoWnpINF7D5L24VLSPlpORFUNpdNyef6e2ZTf/hLkB4QjwE3mzpfvb1k41vNidOKjJjUef0o6cckZDEseQHpcOnGRcSIYBSEMWiUetdbye10QhHbF44GNG43OSEsLXfG8Z4/pErNtm/FvPO205o8Z9JUGmDixaSNxoR3xeKCkxEQZq6rMhUxJAasVl89NkeNAg+KX5MjEBp6MFoeTlE9XkvbhUhLWfkfNqKEsv+IUXhps538VX1Lm+orIlAg8+V6TCHULWP6s8FdpEpObqpqu82J0ai81yTH4+2SRkJLN8JQBpMWmER8lWVWC0Fp6RMGMIAhHJxUVsHq10R2hBJ7W8NprplPMpEkwf37oHMj6BM2++/aFYcNa9nkUjpDq6rooo893KMro137KPVXsqj7IAVcpSmkSrPENo4xaE79uM2kfLCXl0y/xxcWw7YwTeOmaEbzlXcfa6lcZax/K1X3P57T0ySQuMCIx97TLAPBXaQo+fr7RgLR5ETgcOLWHmoRo/AMySUjNZnjqQNJj04mLkn6TgnAkdIh4VErZMLY4JVprb0ecQxCEnkv9TjH1Os014MABuPde49/4m9/Auec2Hz30+80UdVQUTJ7cdPcZoR3weuuijJWVJsqYnAxWK7VeBwdqd1NYr/glI6ph8UtkcZkx8f5wGVEHiyk5cRz/+u1ZLEjey7LyRWTYkzk382TuPu5a+sYcnsOQmpFEWX4lqRn1bHdcLnDYcfic1MRFo/umkZiew8j0waTFphEbKTkLgtBetEo8KqUSgBFAhdZ6c4j1Q4HHgTyM56JbKfUWcJPWen87jFcQhB6O221E4/79oTvFaA3/+x888ogpcHnlFchuoXC2ttZY8AwaBIMHi9l3h1FdbTq/7NzZIMro9XspcZezs+oAZe7KkMUvyu0m+fPVpH3wKYmr1mEf2IdPLhnPi0McvF/5NR69ntMiJzNv9G8Yl3hcs4bbC19+3PzhdkFlJQ6vnVqbFX/vDJIz+zE6YzBpMWnERLZg+CkIQptobeTxcuAx4Fbgz/VXKKWygWVABnVFNdGYzjDjlFLjA56LgiAco1RVmb7Tbjfs3r2Yn/70evLz55GbmweYKuv774eVK2HOHGP63Vy0MWj2nZAAJ50ESWH6PwutwOs1T/KOHSaRNCICkpPRFospfqnazh7nwdDFL1oTs3Un6R98SuqiLwDFhjPH858fns6b/vUU2j9gsm80twy+jJmpE7BZw8gxCHgx2j12aqNAZ2WQkjWKUZlDRDAKQifRWvE4A/ADL4RY9wcgEyjDdHVZBAwF/gHkYtoC/jnEfoIgHOVoDXv3mmrqhATYsWMxc+bMxum8jTlzZjN37nwqKvJ44AETPXz5ZWOp0xxVVSa1bdgw6N9fzL7bnZoaEx4uLDSCLT4eMjNN8Yu7uNnil4iKKlI/+Zy0D5cSU7iHAyeM4rGbTmRB8j5WVi1noD+H72VO46yME8mIDqO9T8Bax+mqpcbqw5+RTkrWcMb2GkFqbCq2iDD7UguC0C4orcN30FFKbQLsWusJjZZbgBIgCbhOa/3PeutygO3Al1rr6e0y6k4kNzdXFxQUdPUwBKHHUr+aOj0d1qwJCscFwExgCRbLLCyW+dxwQx4/+lHzPozBQFhampnWbskcXGgFPp/JZSwsNAmkERGQmIjfaqHcU8Vux0H2O0uxKIi3xmGzRjXYN+mrb0n7YClJK1bjzErnvfNH8MJxDj6q+YZoSyRnZZzIuZknMyyufxiWOBrsdjyOWqq0C196KvHZ/ejfawQZCVkSYRSEDkYp9bXWOjfUutZGHjOBD0MsH4spkPEAr9RfobXeq5T6EpMrKQjCMUR1tammdjpNNfXXXzcWjgAz8fsXEBExi2HD5mOx5DV5vPJyUxgzdizk5Ij9TrtRW2tyGYNRxrg4yMyk1uvgoOsAOxz7cPu92CxRhxW/RO/aR3rAk9HicFFw5hievWcqb7GJEvdypkeM575hv2Bq8hgiLGF85TideO3V1PiduJMTsfUdyKCckWQl9iYhWtoCCUJ3oLXiMQ4IlYo+MXD/rda6KsT6PcDkVp5LEIQezL59Zpo6JqbOXic//3qcztuoE45BZuJ230Z+/vW8++6Gw47lchnh2KsXjBhhjikcIX6/CeEWFppoo9UKSUl4LVDirmBn+Y5DxS+J1jiS61U2WWrspC5ZQdqHy4jfuJVdE4fy0LVjmJ+yn29rv2Js1BCuyDyPMzKmkBgRhi2Ox42/poYanx1nrI2IAb3pkzOCXqn9SIpOEuNuQehmtFY8FgPDQyw/GdNBZmUT+9mAylaeSxCEHojXC5s3m/qKxqbf+fnzuPHG2bjdk2goIJdgsz1Efv78BsfS2uibiAjIzTWtkEVHHCFut8ll3L7dhIRjY9EZGVR5a9nn2M1uxwF8aOIstobFL34/8d9uIv2DpaQs+wpHcjyvXTCUF6+OZYl9I2lR5ZyTehL5w68Nr6+0z4eurqbWa8cepbD0zqJXzhRyMgaTbEvGapEkVkHorrRWPH4JXKiU+p7W+h0ApVQ6cFFg/cIm9hsJ7GvbEAVB6CnU1sKaNabWorHpt9awfXsefv98rNZZ+Hx1OY822yzmzp1/qOoaTGOQykoYMACGDjX+jcIRUFNjEk937TL/JyXhirNR7C5ne9lmar0OIi0RhxW/RB0oJm3hMtIWLiOitIJlZ43g2d+P4R3LFpz+bzg17gQeG3grE5KGNWuvAxwqfHG4aqix+NAZGaT3Gs2w7GGkxaUTaRWPJUHoCbRWPD6OEYoLlFLzgSLgYiAR2AX8r/EOSqlBwHFA4zYAgiAcRRw8aIRjdPThBt0VFaat4KpV8Mc/5pGWNp85c2bhdN6GzfZQA+EYnE2NiYGpUyE19bBTCeES7NO4fTsUF0NkJDolhUq/nd2OQvY6iwFIsMY1iDIqp4uUzwpI+2ApCWs2sn1MH+6+vD/zU6PY5lzH5ITR3JT5Y/LScsOw1zEtAt32Gqq0E396GolDxjA6ZyTp8ZlSKS0IPZDW9rZerJTKB+4CfoKZqlaAA7iqiW4y1wbuQxXaCILQw/H5YMsW03c6NfXwCOHKlXDnndC7N7z0kil0gTzmzp1Pfv715OfXCceaGhO9HDoUBg483EBcCBOv16j5bdvMExobizc9lWJXOdsqvmX519/wwj9e55GHbmfn7v3Me/x5Hn7wNvoVlZL+wVJSF6+gNsbKSxcO5sXZQ/nctYUBsX7OzZzG2RknNpzObgqnE6+jhiqfHW9iAjHHDWJYn9FkJPaS9oCC0MNplVXPoZ2UmgB8H2MIvht4UWu9o4lt78G0sb9Ha112BGPtEsSqRxCaxm6Hb74xkcX09IYWO14vPPkkPP88XHkl/N//NS0Gg/Y7SUkwZkzodoVCGDgcxlBz+3aj6hMTsUfCXkcROxz78Gk/W9fuIv/Ox5jo9VIzZjjfbdjCRI+X4XEx/MXu4IOzhvCfE6J4z7qdSBXBWRlTOTfrZIbHDWi5cMXjxldbS7WnBndsNFG9+tC37yiyU/qSEJUghS+C0INozqqnTeLxWELEoyCEprjYTFMHinQbsGcP/O53poj37rth4sSQhwBMXqPbbaqo+/Zt3uNRaILKSlM1vW8fWCzopCTKtZ0d9n0UuUqxWiJIiognQlm56po7yN69j1X4KfVBihX+mAS/m2AlMS+ZIm8l01LHc27myZyUMrZlex2fD11TTY2nBkekwprdm5w+I+idMZgkW1LLeZCCIHRL2tPnURCEYxy/38yGbt4MKSkmx7E+770HDz4IJ5wAjz3WdMvAYLQxIwNGjjTWgkIrCBp6b9tmQr82G+60ZA66y9hW9S0Or5MYazQZUamHIn6RJWX8Z+IYbttzgFKvH/KhPB9uvBH66Qx+3O9MTk+fQlJkC87rgcIXu7OGWosPMjPI7D2WUb2GkxKbGp6foyAIPRZ5hwuCEDZOp/FuLCkxtjn1o4Q1NUY0LloEN9/cfF/qqioTbRSz7zYQtNrZts0YYMbHU50Wz277QXaXHkADiRFxJATzEv1+ElatI+OdRSR9/jVJUVDj1aYfGGBNAF8+FMWVcclbpzVzYlP44rRXUYMbf2oKqceNZ0jvEaTFZxBllXJ4QThWaJV4VEq5j+BcWmsdRtd7QRC6I2VlplpaKWPDU59168w0dUyMyXEcNCj0MYLBspQUE5mUaGMrqG+1ozW+pATKbH622bdRXlNNpLKSEpl0yGbHWllN+odLSf/fYuxVpTz5/X48c2YGNX8ogvy6w/p+be6d+U18vLtceGqrqPLa8SUnkjBsGCP7jiY9IVtaBArCMUprI48R1FVYC4JwDOD3G8PvTZsgORlstobrnnvOFMZcfLGZ/mw8jR2kpsYU2AwfbrwbJbcxDLQ2qn3HjkNWO86kOPa7y9he9S1un4c4awyZUSmHto9bv5mMdxaR/OmXLBubxE0/SeLd2DLSoqq5MHsmRWnvU5lfY8oYbwHLnxX+Kk1icj0l7/Xgra6i2luLJzYa28B+DO4zmsyUPtIiUBCENk9bfw28ALystS5qx/EIgtCNcLlg7VooKjK5idZ6TT+Ki40Fz5Yt8PDDMG1a6GMEfRvj4+Gkk6SSOiwaWe3omBgqU2LY5TjAvvJiLCgSI+JJjjBCzmJ3kPrJ52S88wmuA3v51wV9ePr3KWyjjBmpg3gk+xJOSB6FRVm46r/nA5B72mUA+Ks0BR8/Dz4f/spyajy1OCMVEb1z6NNnOr0yB0qLQEEQGtBa8TgDuBy4BPgz8LBS6iOMkHxTa+1o5/EJgtBFVFSYaWq///Bp6qVLjen3sGHw8stGWIbC4TD5jYMHw5AhDcWnEIJGVjve+FiKExTb7FupttuJtkSRHpl8SMjFbN9FxtufkPLJZ6wYHM1vLkrhrUQrqVF2LszO47Gs6aRHJYc8VWpGEmX5laSmJ1BTsg+78mLJzKRX34nkZB9HckyKtAgUBCEkbfV5jAbOBy4DzsSI0FrgdeBF4GN9lHgAiVWPcKyhtUmrW7/eRAlj6qW1OZ3w17/CG2/AddfBZZeFnn4OzrZGRsK4cSbHUWiG+lY7Viu1cVHs85Yf8mZMtMYe6uSi3G5Sln5Fxjuf4N22hafP681To91soYzpaRP4fnYek5NHN2+R43TirK2g2u+C9DTSc4bSN2ckqdIiUBCEAO1u1aO1dgELMG0K04AfYYTk5YH7A0qpl4EXtNZr2jRqQRA6HbfbiMb9+yEtraGp97Zt8Nvfmqnsp5+GUaNCH8PlMh3x+vc3kclI0SKhaWS144+OojwpkkLHAYoqG3ozAkTvPUj6u4tI+/BTvsrW/O6cNN6YHUVKlJsLs2fyl8zpZEQ3o9J9PrzVlVR5qvHGxpAwdCij+40lPamXtAgUBKFVtKtJuFJqKEY8XgoMAEq01lnN7tTNkcijcKxQWQmrVxsBmZZWt1xreO01+Mtf4LTT4Lbbmq6SLi8392PHGisfIQQuFxw4cMhqxx0bzUGrg232vTi8TmKtNuKsMWZq2ucj+YvVpL+zCNat5d9nZfLU8X6+s5QxLXU83+91CpOTRx+qsA6Jw05NbQV2vFizs+k3cBy9s4aQGC3Jp4IgNE1nmoS7AWfgXiFV2YLQ7dHadIRZuxYSEhoKx4oKuPde+Oor+MMf4KyzQh/D4zFFMb17G8Pvpiquj2lqakw+wO7doDXV8ZHsVjXstm89zJsxsqSM9PeWkPbeYlYnOrjrnHRePz+KpCgfF2bN5JGs6c33l/Z68VRVUOmtwZ+YQNqo4xnedwxpCZli4C0IwhFzxJ8iSqlkYDbwE+BEwAIUAX8FnjvS4wuC0HF4PLBxo9Ez6ekNp6kLCkw1dUYGvPgi9OkT+hgVFWYGdvx46NVLDL8b0MhqxxdhoTQWtrsOUF5VRaQlgtTIQAs/v5+Er9eS8c4irAVf82xeCv+8zspGq5tpqVk8kP1DpqaMbSbKqNG1tVQ7KnBaNLbefRk68HSyMwYSGxnbqQ9bEISjmzaJR6VUFPA9jGA8G4gC7MB/geeBj7TWvvYapFKqD/AbIBc4HogBBmqtC8PYtxDoH2LVRVrrN9trjILQ06iuNtPUTqeppg6KPq8X/vEP4994+eXw8583FJVB6rcXHDUKYkWf1BG02tm6Fex2nNFW9sW52eHYh7s64M0YiBxaK6tJW7iMjHcXsdZayr3npvPqaREkRsGF2TN4OGtGC1FGD86qcqq9tZCcTK/jptK37yiSY1Olr7QgCB1CazvMzMAIxouBZMAPLMYIxte01rXtPcAAQzDRza+BZcAZrdz/Qxr0VADguyMfliD0TPbtM20GY2IaTlPv3Qu//71JyZs3D3JDZrvUGX6PGgV9+4rh9yHqWe1or5fKWAs7bRXsd5ZgcdXzZtSauA1byHj7EyK++JIXpsTy5JVWNkT6OCm1Fw9kX9p8lFH78dXUUOWswBNhIaH/EEYPGE9Gah+iIyRnQBCEjqW1kcfFmA4za4H7gJe01vvbfVSHszRYeKOUuobWi8cSrfWK9h+WIPQsvF7YvNnMoqalNayE/uADeOABIxj/8hfTTaYxPp+JNiYlGVPw+PhOG3r3RWtTbbRzJ+zbh9cCxTY/29h/mDejxe4gddFSMt75hI3OPfzpnDQWnGwhISqCC7Jn8KesGWRHpzV9LreL2uoyavxOItIy6Dv6VHL6DCchOlFMvAVB6DTamvM4EngAeKAVH1ht7m2ttfa3ZT9BEOqorYU1a0zUsP40dW0tPPQQfPwxzJkDl1wSOm/RbjdT3ccdBwMHiuE3fr9psxOw2qmN1OyLcbPDuQ+/3U+CNfbQdLNt+24y3vmE6KXLeWmclX/MjmZttOaklBzuzf4JJ6Yef8iS5zC0H29NFRWOCvy2KFKHDOe4/seTnpIjxS+CIHQJbfnkUW3cryv5nlLKDliB1cCfJN9ROJY4eNAIx+hoUxgTZMMG+N3vTATyP/8xXWAao7WJNsbEmPaCSUmdNuzuicdj5vW3bsXvsFNu0xRGl1PkKifCV+fNqNxuUhZ/RsY7n7C5bAt3nJXKf2/SxEVFc0HWDO7LmkG2Lb3J02ink5qaEhzaQ1RWb4aMP5ns7CHERUu4VxCErqVVIlBr3RMzm94BvgJ2AFnAL4E3lFKXaa1f6NKRCUIH4/OZaert2yE1FaKizHK/H154Af7+d7joIvjVr8AWwifa6TTV1IMGwdChoQtnjhmcTuNptH07Xq+bAzYfWyMO4nAab8aMqBSUUkTtO0jGu4uwffIp84d5eeI8G9/EKE5K6cfd2Xmc1FyU0efDVV1OlbsaHRtL9siJjOk3hpTETCl+EQSh23DUfxVorW+o/79S6g1gBWbaPaR4VEr9DPgZQL9+/Tp6iILQIdjt8M03RvzVn6YuKYG77oJNm+BPf4KZMw/fN+gwExEBU6Y0LKo55qipMfmMu3bhxMveaDevrV7Ks08s4MEHb2XfnmLmPf4c/7jkbEYu/pIde9fy+9OT+O8v3cRExXFB9kzubSHK6HPUUl1Tilv5ies9gFGDzyQzc5AUvwiC0C1p1w4znUGgYOZfhGnV08QxbgMeBHq3VPAjHWaEnkhxsZmmtlobTjMvXw75+WZ6+u67Q3eBcbtNp5g+fWD48Lpo5TGF1kZ1b98OBw9SbfGyK9LOLlcxa9du4cG7/kGNz43bCyoC8hRYxihKT01gTVw1U1PG8P3sUzg5dVyzUUZ7ZSk13lqsCYn0GTyenL6jSIxLleIXQRC6nM7sMNPT6FnKWRBawO839RubN0NKSl2nF5cL/vY3WLAArr3W+DeGKngpLze6aeJEE6085ggWwWzdiq6spDzSy/aoCoo9FUR5IkmPSuKFJ99gosfDR34gH3Q+fHE7uLxw1fA8/pg1g962jCZOoPHaa6isKcNnVST3Hcr4QRNJS+9LpFWagAuC0DM45sSjUioC+AGwS2t9oKvHIwjthdNpvBtLSkxEMei9uGMH/Pa3Zhr76adh9OjD9w0afmdlGe/GUPmPRzUej6kq2rIFn6OWokgPWyNKqPE4iLXayIxKRXm8pCz6gv3797HWryHQGtqSCI4/QXySjeteuyTk4bXHQ011CQ6Pk8jUNAZNOoPsnOOIjznWq48MVVVVFBUV4fF4unoogtBtiIyMJDMzk8TE7teHvseIR6VU8FN5YuD+bKVUMVCstf40sI0X+I/W+qeB/38EXAC8B+zGFMxcD0wAftSJwxeEDqWsDFatMnmNwYih1vDGG/Doo3DKKfCb34T2ZayqMpHJsWMhJ+cYay/odBpT723bcHtd7LO52Wo5iNvjJSkijszoVCIqqkh/90346COeGeGkxOVv0HLAf7O5r8l3NDq4xlVdSbWjAn9UJFmDRjF6wPGkpuZI8Us9qqqqOHjwIDk5OcTExMiUvSAAWmscDgd79+4F6HYCsseIR2BBo///Hrj/FJgZ+NsauAXZAWQCDwOpQC1QAJyltf6ww0YqCJ2E328ii5s2GVPvYMSwshLuvRe+/NJEHc899/B9fT4TpUxLgxNOgLi4Th1611JTA7t2wa5d1Go3u6Oc7PQdRLs0yRGJREZGELN9F5mvf8iudZ9zx4wo/nuNiz4xWVg+348/XxMZB55bwfoI+GrAEmlEj9/tpKqqBLffTWxGb4aP+x5ZvYdii5L+jaEoKioiJyeHWOlvKQiHUEoRGxtLTk4O+/btE/HYVrTWLf4cbbxNoKvMKR02KEHoQtxuWLfOzLZmZNTlMK5aBX/4gxGFL75o2gc2JthecMQI6N//GGkvGOwEs20b+uBBKi1udkTUcMBdSoQ7gpTIJKwakr5cQ+obH7DIuZH/Oy2OL6Z4mZY6hrm9z2RS0khKn63k+Rfe5MW3PwGMcOydlMBvbrqMoqIdWKJt9BmeS86AMSQlZkokrQU8Hg8xMTFdPQxB6JbExMR0y3SOHiMeBUGoo7raiMQvv1zMX/5yPfn58xg3Lo+nnoJnnoGf/MQUxkQ2qsHw+020MSHBGH53sx+zHUPwQW/dir+8jBKrm60RFVR6a7D5osmISsXqcJL2v4+IeO8DnutXzryzIqmItnF+r2nc1us0+sTUVQ+lpyZz041X8v4XBZTlV5KSFs9Tj99GUvYABg7JJT17EJERx2KJetsRgS0Ioemu7w0Rj4LQwzhwwPg3bty4mLvumo3TeRu/+tVscnLmU1WVx9/+ZqahG+NwmPzGIUNg8OBjoL2g12uerC1b8NhrOBDlYmtEKU6fk3iLyWeM2ldE5ptvsL9gCX+cAi9d7iXbls6lfc7i3MyTibWGqBzSfuxVpbzw15uJiE1gwHGT6NV3JPHxqZ3/GAVBELoAEY+C0EPw+2HrVtiyBQoLF3PHHbNxOhcAM3G5JlFYOIsHH5zPCSfkNdgvaPgdFQVTpxoLn6Mal+tQEYzDXcueKBc7LMX4vZqkiHgSrbHEf7OJ9NffZ2n5an6ZF8uyq12cmHw8D+ecweTk0SELWvweF5WVRXi0l+TsAUw47jzSswZitcrHqCAIxxbyqScIPQCXC9auNRaEu3Yt5pZb6oSjYSZ+/wL+8IdZzJ07n9zcvEP7lZfDwIGmvWDjaeyjitraQ51gqvwOdkba2WMpxeKzkByZQKTHR+rCL4j83/u8nLaPv02PpDQmmu9ln8xrvU+nX0x2iINqXLVVVNWWoaKi6Tsslz6DxpGY2JSPoyB0L8rLyxk+fDiff/45gwcP7urhCPWYNWsWU6ZM4de//nVXD6XVHAtp8oLQo6mqgs8/Nw1PMjPh7ruvx+m8jTrhGGQmTudt5OdfD5hoo8NhprBHjjyKhWNFBaxejf70U0oLN7LSsp/P2E2Rr4qMyBSyq6Hvc29i/eUNPLD9WYbO2s/fzklj9sjZ/G/y37hl8GWHCUft9VJdtp+ioh14oiMZfeKF5J1/IyPHnS7CUThEcXExv/jFLxgwYADR0dFkZWVx6qmn8tFHHzXYbtWqVVitVk466aTDjnH++edz6qmnhjz+xo0bUUqxcOFCAK688kqUUiiliIyMZNCgQdxyyy3U1tY2Ocb777+fc84555BwXLhw4aFjNHV77rnn2vqUhEV3GMORjGnNmjVceuml9OnTB5vNxsCBA5k1axZfffVVg2O2tN2dd97JfffdR2VlZac+1vZAIo+C0I3Zt8/kN8bH1xW3nHPOPP7979nAJBoKyCXYbA/x+9/P5+BB6N3bVFNHH43tkf1+42q+ZQveijKKLU62WMuo9TmJ1TFkRqcSu3kH6a+/wBd7VnDz9CgWX+ZkSvJoHsg5kxNTxoacmvY6aqmoLsZngV4DxjB28ARS0vp026R1oWu5+OKLsdvtPP300wwZMoSioiI+/fRTSktLG2z31FNP8Ytf/ILnnnuOjRs3MmLEiEPrfvrTn3LRRRdRWFjIgAEDGuz39NNP079/f0477bRDy0477TSef/55PB4Py5Yt45prrqG2tpYnnnjisPHZ7Xaeeuop3nnnnUPLpk2bxv79dV15TzjhBGbPns0tt9xyaFlqasfm73aHMbR1TM8++yzXXHMNl19+Of/973/p27cvhYWF/POf/+TJJ59k0qRJAGFtN2bMGAYNGsQLL7zA9ddf36mP90gR8SgI3RCfz7QY3L4d0tMhIsJMQf/5z/D223n86EfzeeONWfWmrpdgs83i3nvnM3RoHqNHQ69eR6Hht9drvIm2bsVVU8neCDvbLWV4tI9ESxyZEUkkf7aK6Lf/x4KYbfxtWjQHT7ZybvbJLOh9OgNiex9+zEABTI2rmsi4RIZOPJ1efUcSE5PQ+Y9P6DFUVFSwbNkyPvroo0ORw/79+x8SD0EcDgcvvfQSy5YtOyQ0H3nkkUPrzz33XLKysnjmmWf44x//eGi5x+Ph+eef5/rrr8dSz0srOjqa7GwTKf/xj3/M4sWLefPNN0OKx/feew+lVIOIZ0xMzCFrpMrKSvbs2cNJJ5106JidQXcYQ1vG9MUXX3DNNdfw8MMPc9NNNx1a3q9fP6ZPn05ZWVmrtgMTeX755Zd7nHiUaWtB6GY4nVBQYNL3srKMcNyzB66+GlasMFY8v/51HnPnzsdmmwU8jM02izvvnM/06XlMm2aijkeVcHS5jJJevJia1V+ywbWHxZadbPEXk2CNpZc7in6vf0zUjXP485p5DPteIX8+N40LR13Me1Me5zdDrjhMOPo8LspLdlNUsovI9CwmzPgReefdwKDjJotw7GEsXryYyWPGcODAgQZ/dyTx8fHEx8fz9ttv43Q6m9zu1VdfpX///owZM4bLLruM5557roFvX0REBFdccQXPPvssfr//0PJ33nmHkpISrrrqqmbH0ZwP4LJly5g4cWKTkfNVq1ahtWbixIkh13cG3WEMjWlqTL/+9a+ZPHlyA0FYn2C0NNztwEQ4V65cicPRuENV90bEoyB0Iyoq4LPPjIl3RoYRgIsWwaWXGkH44oswfLjZNjfXCMisrGfIz5/PpZfmkZsLR5Xfcm0tbNyIXryY8o2r+FrvY5llD3t9FaRFJpFT5KT/vBfY89tfco33NY7/YQVfzziOe0ffyGuT/8ylOWcTH1G/c4nGWVNO0cHtlNeWkjNyMiefcy1Tpv+YrN5DsVqOdv+io4/Fixcz+7zzSN60iSsuvfTQ3w/dc0+HnjciIoJnn32WF154geTkZKZOncott9zCl19+2WC7p59+mssuuwyAGTNmEBsby1tvvdVgm5/+9Kfs2rWLjz/+uMF+Z5xxBn1DufwHWLlyJS+99FKTOZM7d+6kd+8Q0fYAX3/9Nenp6fTr1+/Qst27dzNz5kxGjhzJ2LFjWbCgcXO39iXUGIL85S9/YdSoUYwcOZIbb7wRrTUAAwYMYOzYsYwbN468vDp3iXfffZdhw4YxdOhQnnrqqXYd05YtW/jiiy+44YYbmt033O2C9O7dG4/Hw759+9o83q5Apq0FoRugtXGXWbvWGHjHxIDHA489BgsWwK9+BT/8YcNoot8P/fvn8frrGxg7NnTf6h5LZSVs345v/15KtJ2tEZVUWRzE6GgyIpNJXL2e2Dff43X/Oh6bFsW+8XBO1km80vsMBsf1Oexw2uuluqoYp9dBXFovxoz7Ppm9hxAVGcLHUehafD6TmhAmt193HRNcLv7k83Ht55+zwOmkGLjllVf48+9+F/55s7JabX568cUXc+6557Js2TK++OILPvjgAx599FHuu+8+fvvb37J161aWL1/OSy+9BBjD50svvZSnn36aSy655NBxhg4dyowZM/j3v//NGWecwb59+/jwww955ZVXDjvnBx98QHx8PF6vF4/HwwUXXMDf/va3kONzOBxkZWWFXAcmwjZ+/PgGyyIiIpg7dy7jxo3jwIEDTJw4kXPOOYe4DupfGmoMYIqRHn/8cdavX09kZCTTp09nxYoVTJ06FYDPP/+c+Hofel6vl5tvvpnFixeTlJTExIkTueiii0hLS2uXMa1atQqA3NzcFvcNZ7sgwanynhZ5FPEoCF2MzwfffWd6VAfzG/fvh9tvNzUhTz0Fo0c33MfpNPpq6FAYNOgoMfz2+02J+NatuEsOst9qZ7ulAqffQ4KKJcsfR9rCz6j++D3m9Svm36cpEqOSmdX3LC7InklixOFfbl57DRU1Jfgtil6DxtB/8ESSU3pLAUx35uBByMkJe/M3gSuBa4EvA9PH/YFHy8padRz27jXh/VZis9k4/fTTOf3007nzzju55ppryM/P55ZbbuGpp57C5/M1iGAFo2e7d+9uEFX86U9/yv/93/9RVlbGs88+S2pqKhdccMFh55s+fTr//Oc/iYyMpHfv3kQ2Y6OQnp5OeXl5k+tXrVrFRRdd1GBZr1696NWrFwDZ2dmkp6dTVlZ2SDyef/75DBw4kC+//JLy8nKef/557rvvPtasWcNvfvMbfvGLX4TxrDU/hiBer/dQSoDH4yEzM7PJ46xcuZJRo0aRE7jmZ599NgsXLuRHP/pRq8bT1JjsdjtAA8EainC3CxLMf8zI6FkuDiIeBaELcThgzRojBLOyTGRx2TK46y44/ngTeUxKarhPWZkRi1OmQCcXJHYM9Ypg7NVl7LbWstNagR9NkjWetAoP6W+9yTfrPuH3E318cLGH3PjjyO93NtNSJ2BtXDWt/dRWllDrriUqPomhuWeYAhjb0RSaPYrJyjJCLkw2ffYZq664ggX1IjcXRUXx2Q9/yCUPPNC687YDI0eOPCR6/vOf//DAAw9w3nnnNdjmsssu45lnnuHOO/+/vfsOj7rKGjj+vSmkkBAIKSSBNDoYekeBSJOyoIug4gsWwFVY0VXEtmBsq6uioqKIIAiIgrqAoCKgARFBpKgIClKFUBLSezLJff+4k5CEBAZIMhk4n+eZZ+BXz0zKnNxy7vTibTfffDP3338/ixcv5v3332fs2LHlJoaenp40adLEpljat2/PggULyt2XkZHB/v376dChQ4Xn79ixg4KCglJJ7u7duxk+fDgzZ85k4sSJPPLII6xevZqEhARuueWWi0oezxeDv78/U6ZMITQ0FBcXF+69997ickNKKXr37o2TkxMPPvggt99+OydOnChOHAFCQkKIu4jvowvFdI31L/iNGzdyyy23nHNeVlYWnp6eNh9X5LfffiMkJOS8LcQ1kSSPQthJUpJZn9rJyYxvtFjg7bfNuMaJE2HMGLOviMVilmgODjZ1Gx2+BE9enqlFdOAAqdkpHHHNJM45FRflTF2XOtT5/RCeKxexKn07b/R04WjzQgYHXMtHDQfSpPa548AK8nJITYvHogupF9KYFk26UD8wXMYxOhpn54tqAXzsmWfokJ9PAhDm4cFNBQU0z8vjxa++4rUPPqiyMBMTExk5ciR33303bdq0wdvbm+3bt/PSSy/Rt29fYmNjOXPmDBMmTDin6/TWW29l9uzZTJs2rbgV3MPDg9GjRxMTE0NycjLjxo277BgHDhzIo48+SmJi4jkx7Nq1C611hcljUlISY8eO5b333ivelp6ejta6VGyTJ0/G29ub+Ph46hTVE7PR+WJITk5m9erVHDlyBA8PDwYNGsR3331Hr169+P777wkJCeHkyZP069ePqKioi7rvpcTUuXNnBg0axP333092djY9e/ZEKcXOnTt57733eOqpp7j22mttPq7Ipk2bGDhwYKXFX11kwowQ1UxrM5N661YzttHHB+Lj4d574auv4N134Y47SieOGRlmpZi2baFdOwdPHHNyiF20iK7NmrHnu6+ZteNrut9/P/uTThKovGny/V48HpvGnC+eJqrbTp4f6s2ANjfxRbc3ebL5+DKJoyYnPZmE+MOk5CTTsHV3rh1yH92uu42AoMaSOF4FVq5bR+t77mGKvz8zFi5EjRvHi/7+LFi6tErv6+XlRbdu3Zg5cya9e/emdevWPPHEE4wePZqlS5cyb948oqOjyx1zN3LkSI4cOXJOMfHx48eTnJxMjx49StWCvFRRUVF06dKl3LGTO3fuxMfHh8jIyHP25ebmcuONN/LYY4/Ro0eP4u179uwpVYpo9+7ddO3aFTAtaEVJ3IIFC1BKceTIkfPGd74Y1q9fT5MmTfD19cXDw4MhQ4awdetWgOIWxqCgIAYPHszOnTsJDg4u1dIYFxdXarJQZcS0fPlypkyZwquvvkq7du3o3Lkz//3vf+nevXupMY62HpeTk8Py5cuZMGHCeWOqiVTR+AtRvk6dOunt27fbOwxxhbBYYO9eOHbs7PjGrVvh3/82s6iffbb02tNFtbC9vU3i6NCTYqzLB37z+UpuiYkhvSCPPAsoF+hX6ERYs3BGuMfz9jXZrG5cQHvPSG4JG0rv+h1wUaWTQG2xkJZymtzCXGr7B9O4WTcCgpvh6lLLTi9OXKqyRbNF5VqzZg0PPPAAe/fuxdmGwdFaa0aPHk3z5s2JiYkpte+9997j1KlTTJs2DYCIiAgOHz4MwHPPPUdQUBDjxo3jqaee4tNPP+WXX37BxeXSOji3bt3Kfffdx5YtW3B1dWXYsGHcc8899OvXj8LCQry9vcnIyKB3797Mnj2b9u3b07JlSzZs2FA8YeaHH34oTt4rI6bKNmvWLFauXFm8glBF7PUzopTaobUud+ZPzXgHhbgKZGXBrl2mFTEw0CSGs2ebuo0TJsBdd5We+FK0LnXjxmZijMNOiklLg8OHscQd45RO54HZb9LBYmFdARADOgYiOhbyftdDLPR35ga/bixqdAMtvMLPuVR+VjppGUkUOjsR1LgNoY3bU7dukEyAEaICN9xwA5MmTeL48eOEhYVd8PjNmzezdOlS2rRpw4oVKwBYtGgRUVFR7N69u7gsUNkJP7t372bAgAGAKU4+a9asy0rSunXrxuDBg2nfvj1OTk707duXYcOGcfjw4eLJLAUFBUyYMKG4NXTGjBlER0dTWFjI1KlTS7X6VkZMlc3V1bXCmfI1nbQ8XoC0PIrKcOaMSRxdXU0r4pkzprXx8GF47jkosygFKSmme7ttWzMe0uFobTLfgwfJiz/JCZXOnyoFCwWMHvNvUhLTUV6gpwCvAalQy8eVLz5+nXquZcZNFRaQkXaGrNxMatWpR2TzbgSFtsLdrWpKh4jqJS2PQpyftDwKcZXR2iSIf/wBdeuasYrbt8OTT0J4uJkc4+d39niLxXRTBwSY8jzujlaGsMSa0znJCRxzyuCQUxIaja/2xH/jdlIS002LY9E51kUY8mLySyWOBbnZpKYnYNGF1G/YlFZNu1A/IKzcNamFEEJUH0kehagi+fmwZ4+ZUOznZ8rwzJsHc+bAnXearuqSPSiZmebRujWEhjrY8oIFBWbWz/79ZKYncdQlg6MqBSel8Mt2IeDLDeza+SWPtcsGHyAGnL2gYAo4vwIFGeDkqjATYFJIy07B2cODsGuuJSQ8Cq/a9S4QgBBCiOoiyaMQVSAjw5Thyckx4xtTUmDaNDNZ5rXXoMQERrQ2jXUeHtCzJ1xktQv7ys+HU6fgzz9Jy0zisGsmJ5xScNEuBCfmUW/FGtYe38Br3eDQ3zR/C+zF+9dfxzfLNvPh598AJnEM9vHmocm3cfr0YeoENqJtx774BzWRCTBCCFEDSfIoRCWLjzfjG93doX59UwT8iSegQQPTTd2gwdlj8/JMvceICGjWrHRLZI2Wmwtxceg//yQlL5WDtTJIcM7AjVqEH0ym1opVfGzZyZs9nLG0cWNkoxt4I7gfdV29AWgzuSlfbdlOUkwq9ep7MfedxwmJbEdo4/b4+ATKBBghhKjBHOWjSogar7AQDh6E/fvNyi+urrBoEbz1FoweDZMmlU4OU1LMOZ07mzGODiE7G/76i8LDh0gqyGC/cwopztnULqhFs58OkfnlSmb5HWF+Tyca1PJnQsQwBgX0wM2pRAuiLiQrLZHFMx/CrY4vkS2606BRS9xreVZ8XyGEEDWGJI9CVIK8PNi926yyFxAA6enw6KOm1fGll6B377PHFhSY2db+/mZSjIeH3cK2XUYGHDlCwV9HiC/M4E/nVDKdcqmT58w163dy+PvPmdoilRWDCuno2YT/RAynR702pSa36Px80lLjyS3Mwyc4gg7Nh+EXICvACCGEo5HkUYjLlJ5uxjfm5Znxjb/9Bo8/bop9f/hh6ZXWsrLM8S1bQlhY6VVkaqSUFDh0CMupE5zU6RxwTiEHC/VTLUSu3sDWvWuZ2jmfH4cV0r9eJz4I/xstvSJKXcKSnUlKegKFri4EN21LeOOO+Pg4SlOrEEKIsiR5FOIynDplWhc9PU2y+PHHMHMmjBgBDzxguq7BTIpJSjKlenr2NEsS1lhFwR44QN6Z0xxXGRxUyRSoQhocS8V3xRpWJW7htZ5OnG6iGB7cjydCbqCBe4maQ7qQnPRk0nLScPGuQ+MO/QgJuwYPd0deIkcIIQRI8ijEJSksNGMbDx40k2Jyc0039Y8/miUG+/U7e2x+vplNHRYGzZufTShrnMJCSEiAP/8kOyWBv5wyOOqUitaFhO4+jsuq1Sx0/Z23uzvj6labW8OGcFODaLxczo5V1BYLGWkJZFuyqR0YSrsuN+Af1BgXJ/lVI4QQVwr5jS7ERcrNhV9/NXlWQIBJIh97zLQ+Ll4MJVbsIjXVFP7u2LH0LOsaxWIxgzX37ycjM5mjzhn85ZyCSwE0/n4PqWtXMyP0JIuvhwi3IB6MGE5/v664lkgIC3KySUk/TYGzMwHhrWnTpBP1ZNlAIYS4IknyKMRFSE014xsLC03i+L//wYwZMHQoPPyw6ZaGs5Ni6teHqCiTWNY4eXlw8iT8+SepOakccknnlFMaHpl5tP56G/t++orJbbP5algBPbxb8Vr4MDr7tCqREGry0lJIzUlBedYmvF0fGoa1obaHIxWqFEIIcbEkeRTCRnFx8MsvZm1qMEW/N240z4MGnT0uOxvS0kzdxsjIGjgpJicHjh9HHzxIsiWdA85pnHFKp+7pDNp8vpGNRzbwcHfN7hsLGeTXnY9Ch9Ckdonm1IICMlMSyLRk4R4QTOvO1xPYoAm1XNzs95qEEOVKTk6mRYsW/PDDDzRu3Nje4djNyJEj6datGw8//LC9Q7ki1LSPtXIppRoqpd5USm1RSmUppbRSKtzGc52UUo8rpY4opXKUUr8opUZUccjiClJQYFaG+eUX05J44gSMHWu6qxctOps4Fq0Uk58P3btDkyY1LHHMzIS9eymM/Zb437fzgz7KVhWHy/4/aT1jMVvfnUb3xrFMHOZE23aDWNV1JtNb3lucOBbmZpOS8BfxycepFRpB54F30bvv3TRq2FoSR3FVSkhIYOLEiYSHh+Pm5kZgYCB9+/Zl3bp1pY7buXMnzs7O9OzZ85xrDBs2jL59+5Z7/d9//x2lFGvXrgXgzjvvRCmFUgpXV1ciIyOZMmUKmZmZFcb4n//8h8GDBxcnjmvXri2+RkWPhQsXXupbYhN7xDB9+nSef/55UlNTK/W6VytHaXlsAowCdgCbgAEXce6zwBTgSev5twKfKKWGaq2/rOxAxZUlJ8ckjUlJppv6iy/ghRdgwACYOvVsjUaLxXRTN2xoyvDUqkmr6qWlweHDFMQdI74wg/0uqWSqLMK2HqT+V18xr+4h3u3hjE8tH24N/xvDAnvh6exuPVljyUgnJSsJ7elBo6juNApvS53avnZ9SULUBCNGjCArK4t58+bRpEkT4uPj2bhxI4mJiaWOmzt3LhMnTmThwoX8/vvvtGzZsnjfuHHjuOmmmzhy5Ajh4eGlzps3bx5hYWH0KzEDr1+/fixatIj8/Hw2bdrE+PHjyczM5J133jknvqysLObOncuqVauKt1133XWcPHmy+P9dunRh1KhRTJkypXibr2/V/nzbI4aoqCgiIyNZvHgxkyZNqtRrX40cJXn8TmsdCKCUGo+NyaNSKgCTOL6otX7FujlWKdUEeBGQ5FFUKCUFduww/65TB555BtauNbOqhw07e1x6ukky27UzNR1rxBwRrc0LOHiQ/FMnOKkyOOCcSl5OJk3X/sqZDV/yQvNklg7StHQP5cmI4UTX74RzUVHvggKy0xJJz8vAtX4AzdoOJSikOe6ujlDRXIiql5KSwqZNm1i3bl1xy2FYWBidO3cudVx2djZLlixh06ZNxYnmK6+8Urx/yJAhBAYGMn/+fJ5++uni7fn5+SxatIhJkybhVKILw83NjQbW2XejR48mNjaWFStWlJs8fvnllyilSrV4enh44GH9qzc1NZXjx4/Ts2fP4mtWB3vFMGzYMD766CNJHiuBQySPWuvCSzx1IFALWFxm+2LgfaVUhNb68GUFJ644WsOxY6bYt4+PqeX46KOmdfGDD0x3NJhJM4mJJrHs3Blq17Zv3MDZvvP9+8lNSiDOOZMDLsm4JKXQ9Msf+XX3Ou7pZCH27xb61G3L7LBhtPVuWjwJRufmkJ5+hhws1GnUhPZNuuDvFyarwIgar0HDBpyOO01gSCCnjp+q8vt5eXnh5eXF559/zrXXXou7u3u5x3366aeEhYURFRXFmDFjGDVqFC+88AKu1ppdLi4u3HHHHSxYsICnnnqqOFFctWoVZ86c4a677jpvHB4eHuTn55e7b9OmTXTs2LHCqgc7d+5Ea03Hjh1tfdmVrjpj6NKlC8899xzZ2dnFyau4NDVpRFZVaA3kAgfKbN9jfW5VveGIms5igT17zFKD9evDhg1mfGOTJrBw4dnEMScH4uPNhJiuXWtA4lhQYLLcTZvI2vId+1IPscH5L07+tZeWb37MkVef4ga/NYy4KR/fTtfxWaeXeTlqCu3qNEMpsGSmkRh/lITcZOq27ED3IffSo/stNAiIlMRROITTcachxvpcDVxcXFiwYAGLFy+mbt26dO/enSlTpvDjjz+WOm7evHmMGTMGgN69e+Pp6cnKlStLHTNu3Dj++usv1q9fX+q8AQMG0Khk7a8ytm3bxpIlSyocM3n06FGCSy5xVcaOHTvw8/MjNDS0eNuxY8fo06cPrVq1ok2bNnzyyScVvwmVoLwYirz22mu0bt2aVq1aMXnyZLTWAISHh9OmTRvatWtHdHR08fGrV6+mefPmNG3alLlz555zveDgYPLz8zlx4kTVvaCrhEO0PF4GXyBFF33HnZVUYr8QgJklvWuX6YauWxdefhlWrTIleP7+97Pd0cnJ5t/du0MVDw26MIvFJI1//klGZjKHXTI47pyM/y+HaL7qG5Y47+GNni7ku7sxstENzAzuSz1XaymdwgJy0pJIy8vAuZ4vEa0HENKoFZ617J0Ji6tZQWEBpzNtTwDbtWhHwokE3Oq7kUsubvXdUErhH+zPz3/8bPN1AmsHXvQfSiNGjGDIkCFs2rSJLVu2sGbNGmbMmMHzzz/PE088wYEDB/j+++9ZsmQJAEopbr/9dubNm8fNN99cfJ2mTZvSu3dv3n//fQYMGMCJEyf4+uuv+fjjj8+555o1a/Dy8sJisZCfn8/w4cN58803y40vOzubwMDACuPfuXMn7du3L7XNxcWF119/nXbt2nHq1Ck6duzI4MGDqV1FfyGXFwOYyUhvvfUWe/bswdXVlV69erF161a6d+8OwA8//ICX19kVqywWCw899BCxsbH4+PjQsWNHbrrpJurXr198TFFrY3Z2dpW8lqvJlZ48XhKl1D3APUC5fw2JK09Skhnf6OxsWhUfeAAyMuD996FFC3OMxWJ6hBs0gNatz9Z0tIv8fGI//ZTHnniChU8/wYaTB5j59kLeHtKLRlu+592Qk7zfVxHo5s/48L8xyL8n7s7WWTz5eWSknSFL5+EZHE6bpkMJ8A/H1bmmLn0jrianM08T8mqI7SecAGIgl1wAcu83zwkxCRd1nbiH4gj2rriVriLu7u7079+f/v37M336dMaPH09MTAxTpkxh7ty5FBQUlPocKWrLOHbsWKlWxXHjxjFhwgSSkpJYsGABvr6+DB8+/Jz79erVizlz5uDq6kpwcHBx93d5/Pz8SE5OrnD/zp07uemmm0ptCwoKIigoCIAGDRrg5+dHUlJScfI4bNgwIiIi+PHHH0lOTmbRokU8//zz/Pzzzzz66KNMnDjRhnft/DEUsVgs5OTkAGYMaEBAQIXX2bZtG61btyYkxHzNBw0axNq1a7ntttuKj0lKMu1G/v7+FxWjONeVnjwmA3WVUqpM62NRe1FSOeegtZ4DzAHo1KlT2VZLcQX59ttYxo6dxKRJs+jVK5offoCnn4YuXeCpp6DoD9uMDMjKMgW/Gza046SY/HyIiyP2k08YNe3fpBXk0eKOe1Au0DkQ7kn8hIPDNe1rN+H58GH0rNcWJ+skmMKsDFIyE7HUcsG/6TVcE9kR3zqBsgqMqFECawcS91Cczce3m9OOhBhry+P9ubi96UZuYq5peXzo54u6b2Vo1apVcdLzwQcf8MILLzB06NBSx4wZM4b58+czffr04m0333wz999/P4sXL+b9999n7Nix5SaGnp6eNCkaP3MB7du3Z8GCBeXuy8jIYP/+/XTo0KHC83fs2EFBQUGpJHf37t0MHz6cmTNnMnHiRB555BFWr15NQkICt9xyy0Ulj+eLwd/fnylTphAaGoqLiwv33ntvcbkhpRS9e/fGycmJBx98kNtvv50TJ04UJ44AISEhxMWV/j767bffCAkJOW9rrLDNlZ487gHcgMaUHvdYNNZxb7VHJGqMr7+O5cYbR5GTM5Wnnx5Fz57L+O67aB58EG65xSSIWpsSPF5ecO21ZwuEV7u8PFPY+88/SbakM3nW67TPt7CuEIgBHQPbx4HbfmcWtJtGK+9Ic15hAXmpZ0jLSwefuoR2up5Gja7By81eL0SI83N2cr6oFsD4uHiA4j+CchNzOXekUuVLTExk5MiR3H333bRp0wZvb2+2b9/OSy+9RN++fYmNjeXMmTNMmDChVNcpwK233srs2bOZNm1acdweHh6MHj2amJgYkpOTGTdu3GXHOHDgQB599FESExPPiWHXrl1orStMHpOSkhg7dizvvfde8bb09HS01qVimzx5Mt7e3sTHx1OnzsWtLnW+GJKTk1m9ejVHjhzBw8ODQYMG8d1339GrVy++//57QkJCOHnyJP369SMqKsqm+23atImBAwdeVIyifFf6hJk1QD5we5nt/wf8JjOtr14rV8YyfPgocnI+AR4hN/cTvv12FA8/HMutt5rEMTfXLPkcFgbdutkpcczNhYMH0bGxJO7dwRb9F7vjdnIiPp51hYXgYw5zrgOFz4DzV7VM4pifR1biKeITj5HjV5cWvUYQPfAftGzSXRJHcUUKDAmEGOtzNfDy8qJbt27MnDmT3r1707p1a5544glGjx7N0qVLmTdvHtHR0eckbWBWOzly5Mg5xcTHjx9PcnIyPXr0KFUL8lJFRUXRpUuXcsdO7ty5Ex8fHyIjI8/Zl5uby4033shjjz1Gjx49irfv2bOnVCmi3bt307VrV8C06hUlcQsWLEApxZEjR84b3/liWL9+PU2aNMHX1xcPDw+GDBnC1q1bAYpbGIOCghg8eDA7d+4kODi4VEtjXFxcqclCOTk5LF++nAkTJpw3JmEjrbVDPICbrY93AA3cZ/1/7xLHWIB5Zc57EcgBHgL6WM8vBIbact+OHTtqceUoKNB60aJvtZubn4ZYbdoWix6x2t3dT8+e/a1et07rdeu0jo+3U6A5OVrv368L16zRCauX6e+/eld///pD+nCvtvrV7mhAE1POA/T6j/6jv/zkBf3DT8v16aRjuqCwwE4vQogL27t3r71DuKJ99dVXulmzZtpisdh0fGFhob711lv1U089dc6+OXPm6Geeeab4/+Hh4cX/fvbZZ/XcuXO11lpPnz5dt2rVSufn519y3Fu2bNHt2rXT2dnZ2mKx6MGDB+sVK1bojIwMnZaWprXWOj09XXfo0EFv27ZN5+fn6yZNmujjx4/r9PR03axZM33mzJni67311lu6f//+lxyPPdnrZwTYrivIjRyp27psvYC3rc8bMUkhgLP1UdKTQAbwANAA2AeM0lqvrpowRU2Vk2NK8Dz88CRyc6dy9tumSB9ycqYyffokvvhiL9dcAxWUbqvaII8epfDwIRLyU/nTJRXXn38haOU3LKq9nzeuc8HNzQenX9IojNG41ob8R8D5FSjIACdXCGjfk9BGUfh41qvm4IUQNc0NN9zApEmTOH78OGFhYRc8fvPmzSxdupQ2bdqwYsUKABYtWkRUVBS7d+8uLgtUdsLP7t27GTDArN/x5ZdfMmvWLFxcLj3F6NatG4MHD6Z9+/Y4OTnRt29fhg0bxuHDh4sn2BQUFDBhwoTi1tAZM2YQHR1NYWEhU6dOLdXq6+rqWuGsdHHxlK6GsSGOrFOnTnr79u32DkNcpoQEs8ygUrB+fSz//e8otP6E0gnkBtzcRjJ//jJuvTW6eifFZGcXJ43xljT2q2S8tvyE1xdreTfoJO92VjRw92NsxI0M9OtGSkoGixYu58PV30IMEAMhvvWYt/QjBvaTMT3CcZRdrk8IUZq9fkaUUju01p3K2+dILY9CXLSCAjh4EA4cMJNePv4Y5syJplevZWzdOpLc3KIE0iSOn366jKFDoy9w1UqUlQVHjlBw9DDxBen8WXiGut9spt76dbzRPIWFwzXNPUN5OuJGevm2NzOn83JxL8jk9jF9+XLbDpJjUgkMCeR4NayqIYQQQkjyKK5YWVmmtTElxdRofPBBOHoUZsyAa6+NZvv2ZTz44Ehycqbi7v4Sq1Yto1+/akocMzOLk8ZThWkczD2N/5rvcP/+G57tkM3/RhbQpU4L3gi7kY4+LVFKobMySc1MJNfNhXotWtO6cWcSTz0upXaEEEJUK0kexRXp9GmTOLq4wM6d8MIL0L49fPSRWXZQa4iMjObZZ5cxc+YkFi5cVmqZqyqTkQGHD2M5dpRTOp3D6X/R4PNvsezayIM9Cll/i4Vo3w4sCB1mLbejKUxPIzknBYtXbYLb9SQ8rC0+HnWrPlYhhBCiHJI8iitKQQHs3w+HDoGrq1liMDYW/vUvGDHCjHnMyzMryoSEwP33RzNlSjWU+0xPh0OHsMQd44RO41jCQYKXryPp4Bam9nZi+y0WBgX0ZFmjoYR7BkNBAZbkRFLy08HPj9C2AwgNaUVtWTpQCCGEnUnyKK4YmZnw888mTztxAqZPhzp1YPFiiIgwxyQnm1bHjh0hMLAaVopJS4ODB8mPO8YJlU7csd8J+XQth89s5x/Xu3KoA9wY1Id/NxxMA7f6YMknN/E0qTobl6CGNG3anxD/xri52HMtRCGEEOIsSR7FFeHECfj1V9NNvWwZLFwIo0fDffdBrVpmVb+kJJMwtm5dDSV4UlPhwAHyTh4nzimD+P07afDZGn7J28vt19ciqbYboxrewMzgAdR19YacHLLOnCTD2YJHeGPaNOlCYN2GuDjJj6gQQoiaRT6ZhEOzWOCPP8xEmKwsiIkxywm+9RYULYRQNGGmbVsIDq7i1saUFJM0norjuMogeddm6v9vDRu8jvBqHxe0uzejQ4fw9wbXU9vFHZ2RSVrKMXI8XPFp0ZJOkZ2p7+VfvB61EEIIUdNI8igcVno67NplksYtW4pmUcObb4KPj0kYExPB39+0Nnp6VmEwyclw4AC5p0/wl04he/MGvD5fw2cN43l7qBN1PHwZHzaMIQHX4qZcKExLJTkvgfw6XgQ070b7sHb4uNeVmdNCCCFqPEkehcPRGuLizGoxeXnw+uuwbRs89hgMGWJaFtPSzLLQ11wDjRpVUWuj1iZp3L+fnDOn+MuSSP76tbh8vY45rdKZN1IT6hnE1LDh9PXrgkshWFJTOGPJoNDfj7DG/QkNbolXLa8qCE4IIYSoGpI8CoeSnw9798Lx46b497PPQlAQLFkCDRuebW309YUuXaB2VUxO1toMoNy3j+yk0xzLjkd/9QU5G79hRud8PrrdwjVejXkxbDg967VF5eeRl5RIAjk4BYfQuHF/GvpH4u5S3WsfCiGEEJdPkkfhMFJTTTd1erqp17hsGdx9N4wbZybKZGSYGdctW0JYGDhV9rBBrU1mum8fWcnxHEs9huvKVSTu+I4Xr1OsGpNLj7ptmB06jHY+zSE7i+zEk6S7atwjIrimcRcCfUJwdXat5MCEEKJ8ycnJtGjRgh9++IHGjRtXyz1HjhxJt27dePjhh6vlfqL6yah8UeNpbSbE/PCDeX7oIfjuO5gzB/7xD9MlHR9vEsjrrjNleSo1cSwsNDfYvJnMrZvYv+8H4me/wpGn/8U43++5dkw+OZ3a8WH755gZNYV2zsFkJBzndGEGqmVrOvQbS+9ON9PQN1wSRyGuIAkJCUycOJHw8HDc3NwIDAykb9++rFu3rtRxO3fuxNnZmZ49e55zjWHDhtG3b99yr//777+jlGLt2rUA3HnnnSilUErh6upKZGQkU6ZMITMzs8IY//Of/zB48ODixHHt2rXF16josXDhwkt9SwCYPn06zz//PKmpqZd1HVFzScujqNFyc2HPHjh5Er75BmbNggEDYMoUs1Z1ZqZpcWzeHMLDwdm5Em9eWAgJCbBvHxlpZzh5dA8enyxnd/zP/GeAG7s7K4YGduezhkNo5OZHYVoaKfF/kedbF/8WXYkKbUs993oyCUaIK9SIESPIyspi3rx5NGnShPj4eDZu3EhiYmKp4+bOncvEiRNZuHAhv//+Oy1btizeN27cOG666SaOHDlCeHh4qfPmzZtHWFgY/fr1K97Wr18/Fi1aRH5+Pps2bWL8+PFkZmbyzjvvnBNfVlYWc+fOZdWqVcXbrrvuOk6ePFn8/y5dujBq1CimTJlSvM3X1/eS3xOAqKgoIiMjWbx4MZMmTbqsa4maSZJHUWMlJ5tu6oQEmDkTfvsNnn4a+vc/m9fVrg09e5rZ1ZWmqKVx3z7S0xI4/cdOPD5Zzub8P3ihnzvHvV0ZEXw9/wkZhJ+TFwXpqSRmxlEQ4E/DiK6EB7XE2827EgMSQlxIbGwsd901ifnzZ1XLUqMpKSls2rSJdevWFbcchoWF0bmoRphVdnY2S5YsYdOmTcWJ5iuvvFK8f8iQIQQGBjJ//nyefvrp4u35+fksWrSISZMm4VSiK8XNzY0GDRoAMHr0aGJjY1mxYkW5yeOXX36JUqpUi6eHhwceHh4ApKamcvz4cXr27Fl8zcoybNgwPvroI0ker1DSbS1qnMJCs7zgli1mFvW995pZ1R99ZBLH7GyTOEZEQPfulZg4FhSYJs6NG0nbtomDsf8j7YkpfLH8Rbr2O8xDf6/N9a2GsLrrGzwQ/Hd80vNISD9FSrAvEb1vpM+1/0dUeBdJHIWoZrGxsQwdOoqjR+9i6NBRxMbGVvk9vby88PLy4vPPPycnJ6fC4z799FPCwsKIiopizJgxLFy4kPz8/OL9Li4u3HHHHSxYsIDCwsLi7atWreLMmTPcdddd543Dw8Oj1PVK2rRpEx07dqyw92Pnzp1orenYseN573EpunTpwrZt28jOzq70awv7k+RR1Cg5ObBzp1lmcO5cmDYNxoyBt982q8OcOWNyvO7dTVe1y2W0ncfGxtI1KopTcXHELltG1yZN2P/lCg5/8SEpU/7Jh5tm0ebGE7w4xIfbWo7k866vM95/ALVS0ojPSyYrMpSW0aPo0/UWmjZohYerR6W9D0II2xQljllZnwCPkJX1SbUkkC4uLixYsIDFixdTt25dunfvzpQpU/jxxx9LHTdv3jzGjBkDQO/evfH09GTlypWljhk3bhx//fUX69evL3XegAEDaNSoUYUxbNu2jSVLllQ4ZvLo0aMEBwdXeP6OHTvw8/MjNDS0eNuxY8fo06cPrVq1ok2bNnzyyScVvwnnERwcTH5+PidOnLik80XNJt3WosY4c8YkjX/+CS++aCbCLFgALVqYpDIlxbQ2Nm0Krpc57yQ2NpZRQ4eSlpdFUMOGKBfoV6D476MPULcbzLlN4+/hx/2hw7jBrxuuWTlkJCdx2qsW3q1a0T6sA/5eATg7VeYgSyFEQQGcPm3bsZs3x3LHHaPIzv4E6GPd2oesrE8YMmQkH3ywjJ49bevCDgy8+DHTI0aMYMiQIWzatIktW7awZs0aZsyYwfPPP88TTzzBgQMH+P7771myZAkASiluv/125s2bx80331x8naZNm9K7d2/ef/99BgwYwIkTJ/j666/5+OOPz7nnmjVr8PLywmKxkJ+fz/Dhw3nzzTfLjS87O5vAwMAK49+5cyft27cvtc3FxYXXX3+ddu3acerUKTp27MjgwYOpfZF1z4q6xqXl8cokyaOwu8JCU7Px99/hyy9h3jy48UZ48EFwczNJpasrdOsG9etXwg0tFh677z465OaytgCIAR0Deqjm/Xb5tKoTxvTQ4fSp2w6VnkFq0mny/OpRv1VnrmnYBl8PX5kEI0QVOX0aQkJsPXoSMJWziWORPmRnT2XUqEnAXpuuFBdnli+9WO7u7vTv35/+/fszffp0xo8fT0xMDFOmTGHu3LkUFBSUatnTWgOmha9kq+K4ceOYMGECSUlJLFiwAF9fX4YPH37O/Xr16sWcOXNwdXUlODgY1/P8Je3n50dycnKF+3fu3MlNN91UaltQUBBBQUEANGjQAD8/P5KSkoqTx2HDhhEREcGPP/5IcnIyixYt4vnnn+fnn3/m0UcfZeLEiQAkJSUB4O/vf973TzgmSR6FXWVnw6+/msTxzTfh8GF46SXo1cvMtI6Ph9BQaNYMatW6zJtZLBAXh/7zTw7Gx5FYUIDyAg3gA+tXg8cmNz74aBqFGemkpJzCEhRIcHhXIgJbUMetTiW8YiHE+QQGmkTOFps3z7K2PHamdAK5AQ+Pl6wtj7bftzK0atUKi8VCTk4OH3zwAS+88AJDhw4tdcyYMWOYP38+06dPL9528803c//997N48WLef/99xo4dW25i6OnpSZMmTWyKpX379ixYsKDcfRkZGezfv58OHTpUeP6OHTsoKCgoleTu3r2b4cOHM3PmTCZOnMgjjzzC6tWrSUhI4JZbbilOHn/77TdCQkLO2/IpHJckj8Ju4uPhl19g40Yzm7pNGzMppn59s4CLUtCpEwQEXOaN8vPhxAn0/v0kH/md3BWfkZicYVoci475l3nKjsklMesMNAwhPLIDjXzD8XStykWxhRAlOTvb3gI4cmQ0fn7LGDp0pHXMYx9gA56eI1m9elmVzrpOTExk5MiR3H333bRp0wZvb2+2b9/OSy+9RN++fYmNjeXMmTNMmDCB+mW6TG699VZmz57NtGnTinsxPDw8GD16NDExMSQnJzNu3LjLjnHgwIE8+uijJCYmnhPDrl270FpXmDwmJSUxduxY3nvvveJt6enpaK1LxTZ58mS8vb2Jj4+nTp2zf2Bv2rSJgQMHXvZrEDWTJI+i2hUUmHGNu3fD++9DbCxMngyjRpk8r6jbqmVL0219yfLzIS6Own1/kLT/VwqWf8pPcdt5foA7+AAx4OIFling/AoUZICTq6J59EiCfRpSy/lymzqFEFUtOjqa1auLEsipeHq+VOWJI5jZ1t26dWPmzJkcOHCA3NxcQkJCGD16NP/+97+58847iY6OPidpA7MCy2OPPca6desYMGBA8fbx48fzzjvv0KNHj1K1IC9VVFQUXbp04eOPPz6nZM7OnTvx8fEhMjLynPNyc3O58cYbeeyxx+jRo0fx9j179pQqRbR7926eeOIJwLQ0RkVFAZCTk8Py5cv5+uuvL/s1iJpJFY2/EOXr1KmT3r59u73DuGJkZprWxh9+gFdfNYW+n3sOGjc2dR21hqgo04V0ycMK8/Lg+HEK/9xP8q/bsPzvU77N3M1/+rtzoI6F4UHRDK7dg7WLv+XDNZsgBoiBhvV9mb90Kf369rvADYQQlaVs0exLVd11Hh3FmjVreOCBB9i7dy/ONswI0lozevRomjdvTkxMTKl97733HqdOnWLatGkAREREcPjwYQCee+45goKCGDduHLNmzWLlypXFK+OIy1NZPyMXSym1Q2vdqbx90vIoqs3Jk6YMz9KlsGQJ3HYbTJxoksTTp03C2Lo1uLtf4g2sSWPBn/tI+fE78pZ/ykqXg/y3by0SPd0Z2XAArwX2o26OIs2Swe1TRvPVz7+RFJNMYEggx46fqtTXK4SoPtHR0Rw5YtvkmKvJDTfcwKRJkzh+/DhhYWEXPH7z5s0sXbqUNm3asGLFCgAWLVpEVFQUu3fvLi4LVHbCz+7du4tbUV1dXSucAS6uDNLyeAHS8nj5LBbYvx82bzZjG+PjISYGunY15XcsFrjmGjPO6ZJaG3Nz4dgxCv7cR/J3a8ld8RmL/U/y2nUuFHi4cVujwYyofx2e2fmkkIMlMIAGYa2JCGxOXfe6lftihRAXxV6tKkI4Cml5FFed9HRTu3H5cpg925TbmTnTdFefPg3+/qa10fNS5qTk5sJff2HZ9zup678g/YvlvBeZxKyRCm93X+4O/RtDfTrjnJNDSm4GOQ1DCI1oR6hvBLVrXVzNMiGEEEIYkjyKKqE1nDhhWhtnzYKffoIpU2DYMJNQJieb1sZGjS6htTEnB44eJf/3PaR/uZwz61fxRlQm80ZrGnk24JGw4fTzbE1BTjaphZm4RIbRNLw9IT6NcHO5nBk4QgghhJDkUVS6/HxTt3HVKtPKGBBgxjgGB5su63r1oEsXuMgFC0xRyL/+Iu/XXWSs+oxj33/JK13y+XishWu8G/Nio2H0rNWY7NxMklwteEQ0o01oewK9G+DiJN/qQgghRGWQT1RRqdLS4Mcf4d13YcUKuOsuGD/eNBaeOWPK74SFgdPFrKqenQ1HjpC78yeyli/lj13reeE6xeqxufSo14bZIUNpSwPSC7NI8FL4tGhPp0Ztqe9ZHycly7cLIYQQlUmSR3HZikpkvPjiLFJSopkxA7KyTAIZFQWJiVCnDlx3HXh7X8SFs7LgyBFytv1A9icfse3ARl6IdmHTmHz6+3Xlw+AbaFJYl9TCbBICPAgM60T7oJb4uPnI8oFCCCFEFZHkUVyW2NhYhg4dRVbWVMaMGYVSy+jXL5pHHzVjGc+cgebNITzcrBxhk8xMkzRu+pbsZR/xTfxW/tO3Fr91gb8F9uB/gf1pYHEnVeeTGFyP0PBoQv0i8arlVZUvVQhRRbTW8gefEOWoqRVxHCZ5VEo1Al4D+gMKWA88qLX+y4ZzK3r322utf660IK8y335rEsfsbLMsmMXSGVfXkfztb8vIzo7G0xN69gQfHxsvWJQ0fv0FGZ8uYVXOL7zQtxZxXq6MCOnLC/X74J2nSFWQFh5Mk4gOBNdthLvLpRaGFELYm6urK9nZ2XheUskFIa5s2dnZ5a5xbm8OkTwqpTyBb4Fc4A7MksTPAbFKqTZa60wbLrMAeLfMtv2VGefV5IsvYhkxYhS5uUXryQL0IT//E/71r5G8++4ybr89GhdbvsMyMuDQIbJXryDtsyV8VGsfL/dxJdvDk1tDBzPSuxsulkIyXF3JjYwgKrwDDbyDZBKMEFeAgIAA4uLiCAkJwcPDQ1oghcC0OGZnZxMXF0dgYKC9wzmHo3z6TgAigeZa6wMASqlfgT+BfwCv2nCNOK311qoL8epgscChQzBmzCRyc6dyNnEs0ofc3Kk89dQk7rjjAqs9pKfDwYNkf/oxSSs+Yp7/MWYOcsbNvS63hw5huGcHLJZcsrzcqBvanI6N2uJX208mwQhxBalTpw4AJ06cID8/387RCFFzuLq6EhgYWPwzUpM4SvI4DNhalDgCaK0PK6U2A8OxLXkUlykhAb77zhT7Tk2dhbPzKAoKOlM6gdyAp+dLzJ+/rOILpafDvn1kfbyIk6uX8nZkAu/+XRHoEcDkRkMZ4NaKTJ1Hen0vAsK60jaoFXXd60qLhBBXqDp16tTID0ghRPkcJXlsDawsZ/seYKSN17hPKfUIUABsBZ7SWm+qpPiuaNnZ8Ouv8N578PHH0LgxLFwYTUrKMh5+eGSJrusNeHqOZPXqZURHR597obQ02LuX7A/mcfibT5lxTTqLb9U082zE0w2H0sMlgjSVT0qQL2ER7Qj1byKTYIQQQogaxlGSR18guZztSUA9G85fDKwGTgBhwCPAt0qp/lrrDZUV5JWmsBCOHTMFvmfPNvNZpk6FG24wa1IHBESzcOEy7rprJFlZU/H0fKn8xDE1FX75hez33+W3H1byUudc/jfaQuc6LZkZNIg2TsGkuRaQ3jCEJhHtCakXJpNghBBCiBrKUZLHy6K1HlPiv5uUUiuB3zCTbq4te7xS6h7gHoDQ0NBqibGmSUmB9evh9ddh61YYPRrGjTNjHhMTITISIiKgVq1o/P2Xcdddk5g/v0zimJKC/ukncubO5sefV/PCtZr1oy1E+3ZgQcAAIlRd0j1dyG0UyTXhHQj0DsLVuebNKhNCCCHEWY6SPCZTfgtjRS2S56W1TldKfQGMq2D/HGAOQKdOnWpmkaUqkpcHv/0Gr74Kn34K7dvD0qXg728mRTdoYOo2llxaMDo6miNHSkyOSUlBf/892XPeYt2hb3ixlxPbb8tnUEBPltXrQ32n2mT71EY1akqHsPb41/aXSTBCCCGEg3CU5HEPZtxjWa2AC0zpPa+rKjE8H63h5EkzrvGdd0xB7+efh+7dTa+zs7P5d70yKXxsbCyPTZ7MynXr+H3bNh775z/5MDyErWk/8kK0C4c7wo0NevNknWvxcHIlz68eXuGtaRt8jUyCEUIIIRyQoySPnwOvKKUitdaHAJRS4UBP4LGLvZhSqg4wFNhWmUE6qowMWLMGXnjBtDreeSfcfruZKJOdDW3bmhbHsutRx8bGMmroUNLysggKCkK5QIt20LFTHPi4cUtwf1716gxOzujgYBpEtCXUvwnebhezRqEQQgghahJHSR7fA/4JrFRK/RvTYvgscIwShb+VUmHAQeAZrfUz1m1TgOZALGcnzEwBGgC3V+NrqHEsFpMsPvccrFxp1p7+5BPw9DTLSjdtCqGhUG5x+8JCHps4kQ45OawtBGJAx8CpXsAuFz6bMA1LLWdUSEMiIjrS0DcMD1ePan19QgghhKh8DpE8aq0zlVLXY5YnXIRZnvAbzPKEGSUOVYAzULKNbB9wk/XhA6QBm4FxWuurtuXxzBl47TUzi7pOHZg5E1q3NjOqAwJM4uhRXq5nscDRo1hmv82Bw/tIKtTmXQVcvCH5VahdxwnnV5rTPKITDeoEyyQYIYQQ4gqiauqi2zVFp06d9Pbt2+0dRqXJyYEVK+DZZ+HIEbjnHrjxRpM01qsHLVtC3brlnJibC7/+St6br7N1+wpmts/lf0sKIKacY2PAUmDB2cm56l6IEEIIIaqMUmqH1rpTefscouVRXL7CQti9G558Er76CgYNgpdfNuMYCwuhY0fT4njO/JWsLIiNJXPWa6w4uYFXezrx6ygL/Xw74/y/nyiI0bjWhvxHwPkVKMgAJ1cliaMQQghxhZLk8SqQlGQmw7z7LgQHw5w5ZixjYSE0awaNGoFL2e+E1FT0smWcfv9N5rvs5s2eLmR1deGmwD5M9+6Cm3tt7lg2hq8/+54FHywFTOIY6u/PgqVLq/9FCiGEEKJaSLf1BThyt3VenqnVOH26WZf6n/+E668320NDzTKD7iUXctEaTp2icPY77Fn5HrNCT/NBO0WDWvW4LbAfvbxaob298WzUmMZh7YqLejdo2IDTcacJDAnk1PFTdnu9QgghhKgc0m19ldHadFE//DB8+y2MGAF33WW216ljinzXqVPihMJC2LcPy4yXWb99Ka+3y2XtjQV08WzKC/7RtPAIRfv74R/WioiQ1tRzr1eqPqMkjEIIIcTVQ5LHK0xyMsTEmGLfzZrBBx9A/fqm/E7LlmalmOK8z2KBzZtJf+UFPjq9ntd7wMEbNTfU68IHvj3x8/DDuWEjIsLbE1I/HE9XT3u+NCGEEELUAJI8XiEKCmDRIpg2zRT2fvxx6NzZrAzTvDmEhJh/A2bm9Gefcfydl3jX9Rfe6eYMndwYEdCH57zb4eEbgHejJjQObYe/dyAuTvJtIoQQQghDsoIrwK5dMHkybN0Kt90Go0aZRDE8HCIiwM3NemBqKvqdd9jxyRu8EX6Kj6+HCNdAJgX2pbN3c5wDgwgOjyK0QXNZOlAIIYQQ5ZLk0YElJ5sWxvffN6V2PvjA1GgMCIAWLcDLy3rgkSPkz3iJ1VsW8nq7bDb9rZDrPFsyw783jeuEU6thKJERHQmq10hWgRFCCCHEeUny6IAKCmDePNNF7ewMzz9vVoepU8eMa6xfHzM7ZttPpLz8LB+c+Io3usKpIYrB9brxgW93/PxC8QlrRmSjtvh7BUhdRiGEEELYRJJHB7NtG0yaZGZTjx0Lf/ubWUawZUsICgInXQDLP+fgW88wy/Vn5nZywqu1JzcF9KJvvY54NgglJDyK0KAW+Lj72PvlCCGEEMLBSPLoIM6cgSlTYPFiuPZa01Vdrx40aWLGNrpastFvvcd3H/2XN0JPsvw6TWuXYB4OjKajb2s8G0USGdGBBvUa4e7ifsH7CSGEEEKUR5LHGq6gAN5+G556ynRLv/yyKcETEmKePdNOkffkyyze9C4z22bz80BNb4+WzAzoReMGragX2pzGYe3w9awvXdNCCCGEuGySPNZgmzfDfffBwYOmyPeAAeDnZ7qo6x3fTeI/nmbmsRW81VmTOcCFQfW6M9mvBwGNWtAooi2NApvh7eZt75chhBBCiCuIJI81QGxsLHfdNYn582cRHR3N6dPw4IOwbBn062dmVAcGQssWmsBda/jj9uk87rydhe0UAZHe/D3wOq4P7E7dsBY0jmhPg7oNqeVcy94vSwghhBBXIEke7Sw2NpahQ0eRlTWVoUNH8X//t4wlS6IJDoYZM0zJnWbheYR++z7fPPMcMxvFsaYLdHRuyKMNetGpYRcCI64hvFEbfD3r46Sc7P2ShBBCCHEFk+TRjs4mjp8AfcjK6sycOSP5+9+Xcddd0UT6JNLwi5f5eMtbvNEmiz97w/Ue1/BmcG+ahnckLLIDIQGN8arldcF7CSGEEEJUBkke7aRs4mj0AT7hi9UjuDm9DUvYxLsdCqFXLQb69uSJRtGERLalcXhHAn1CcHV2tVv8QgghhLg6SfJoJ3fdNYmsrKmcTRyL9CE37zFGb4uh6WRvbm1wHf0jricksh0RjaKo5+ErywYKIYQQwm4kebST+fNn0a/vMAp1Z0onkBvAOYY777mWW/vdSmTjToQENMbT1dM+gQohhBBClKC01vaOoUbr1KmT3r59e5Vcu279uqQm5QNfYBLIDcAQ3GsXcOj4AfzrNMDFSfJ7IYQQQlQvpdQOrXWn8vbJ1Fw7Sk1KhTuywHUI8LJ5viOLnMxcguo2lMRRCCGEEDWOJI925OLuDB+As3MW+MTg5JwFH4CTq4xpFEIIIUTNJMmjHR07fJx/TZxIQQ7wrywKcyDU35/1X39j79CEEEIIIcolYx4voCrHPBZp0LABp+NOExgSyKnjp6r0XkIIIYQQF3K+MY8yqK4GkIRRCCGEEI5Cuq2FEEIIIYTNJHkUQgghhBA2k+RRCCGEEELYTJJHIYQQQghhM4dJHpVSjZRSnyqlUpVSaUqp/ymlQm08110p9bJS6qRSKlsptUUp1auqYxZCCCGEuNI4RPKolPIEvgVaAHcAY4CmQKxSqrYNl5gHTACmA0OBk8DXSql2VRKwEEIIIcQVylFK9UwAIoHmWusDAEqpX4E/gX8Ar1Z0olKqLTAauFtrPd+6bSOwB3gGGFa1oQshhBBCXDkcouURk+BtLUocAbTWh4HNwHAbzs0HlpY41wJ8DAxUSrlVfrhCCCGEEFcmR0keWwO/lbN9D9DKhnMPa62zyjm3FtDk8sMTQgghhLg6OEry6Askl7M9Cah3GecW7RdCCCGEEDZwlOSxWiml7lFKbVdKbU9ISLB3OEIIIYQQNYajTJhJpvwWxopaFcueG1bBuXC2BbKY1noOMAdAKZWglDpqe6iXzA84Uw33qSqOHL8jxw6OHb8jxw4Svz05cuwg8duTI8cO1Rd/ebkT4DjJ4x7M2MWyWgF7bTj3JqWUZ5lxj62APOBA+acZWmv/iwn0UimltmutO1XHvaqCI8fvyLGDY8fvyLGDxG9Pjhw7SPz25MixQ82I31G6rT8HuimlIos2KKXCgZ7WfeezCnAFRpY41wW4BVirtc6t9GiFEEIIIa5QjpI8vgccAVYqpYYrpYYBK4FjwLtFBymlwpRSFqXU9KJtWutdmDI9ryulxiul+mLK9EQAT1XjaxBCCCGEcHgOkTxqrTOB64H9wCLgQ+AwcL3WOqPEoQpw5tzXdRcwH3gO+AJoBNygtd5ZxaFfjDn2DuAyOXL8jhw7OHb8jhw7SPz25Mixg8RvT44cO9SA+JXW2t4xCCGEEEIIB+EQLY9CCCGEEKJmkOTRjpRSDZVSbyqltiilspRS2joRqMZTSt2slPpMKXVUKZWtlNqnlHpBKeVt79guRCk1UCn1rVLqlFIqVyl1XCm1TCl1odWKaiyl1Brr989z9o7lQpRSfayxln2k2Ds2WymlBiulvlNKZSil0qx1Ya+3d1wXopTaUMF7r5VSa+wd34UopXoqpdYqpeKVUulKqZ1KqbvtHZetlFLRSqnvrb8zk5RSi5RSgfaOqyxbP5uUUu5KqZeVUietr2mLUqqXHUIuG5et8f/H+v2UaD3mzuqP9pyYLhi7UqqTUmqOUuoP6zF/KaU+VEpFVFeckjzaVxNgFKYW5SY7x3KxpgAFwBPADcA7wH3AOqVUTf++8gV2AP8EBgCPY0pBbVVKVVjXqqZSSt0GtLV3HJdgMtC9xKOffcOxjVLqH5gJezuAmzCVHD4BPO0Zl40mUvo97w48ZN13ocoVdqWUagOsx1TPmAD8HfgJmKeUus+esdlCKXUdsBZIAUYADwC9gG+UUm52DK08tn42zcN8LaYDQ4GTwNdKqXZVHeAF2Br//YAHsLo6grKRLbHfivnMegMYBDwGdAC2K6UaVUeQaK3lYacH4FTi3+MBDYTbOy4bY/cvZ9tY62u43t7xXcLraW6N/WF7x3KRcdcDTgG3WeN/zt4x2RBzH2us/ewdyyXEHg5kAw/aO5ZKfE3zgFzA196xXCDO/2Bq83qV2b4F2GLv+GyIfz2mrrBLiW2drD8LE+0dX5lYL/jZhPmDVQN3ldjmAuwDPq/p8Zc8DpOwaeBOB3nvy/v8DQMKgWeqI86a3kJ0RdNaF9o7hkultS5v3cafrM8h1RlLJUm0PlvsGsXF+y/wm9b6I3sHcpW4G/MLera9A6kMSilPTMvpKq31Oatt1TC1gHxM8l5SKo7Ri9YNWKe1Lv4do7Xejvndc5PdoiqHjZ9NwzBfj6UlzrNgSuENtGdrqq2frTXxM9iWmMr7/NVaHwUSqKbPX0f4gROOo7f1+Xe7RmEjpZSzUqqWUqoppl7oKcBhkjCl1LWY1t5J9o7lEn2olCqwjjdaopQKtXdANrgW+AO4VSl10FpX9oBSylG/BjcB3sAH9g7EBgusz28opYKVUnWVUhOAvsBr9gvLZgWYltOycoFrqjmWytAaOKxLr9wGZlW3WpjWPFFNlFItgQCq6fPXUZYnFDWcUioEeAZYb/1r2hH8CHS0/vsAprs93o7x2EwpVQuT8L6itd5n73guUiowA9gIpAHtMWNntyil2tfwr0Gw9fEyJuaDmJa7t5RSLlrrmfYM7hKMBeKBr+wdyIVorX9TSvUBlmPGboJp+bpXa/2xveK6CPswrY/FrGOsgzCvw9H4YsbllZVUYr+oBsqsmjcb0/I4rzruKcmjuGxKKS/MBAILpiC7oxgD1AEiMROA1imlrtVaH7FrVLaZihno/by9A7lY2qz6tKvEpo1Kqe+AbZhJNP+2S2C2ccK01N2ptf6fddu31tmQjyul3tDWAUg1nVIqGDNJaWbJrtSaytpD8BmmZeteTPf1cGC2UipHa/2hPeOzwUxgsbUiwhuY5GoOZhhEjes+FQ7lLaAHMERrXV5CX+mk21pcFqWUB2b98EhgoNb6uJ1DspnW+net9Y/W8YJ9AS/MrLUazdq9+yQwDXCzdt/Vte4u+r+z3QK8BNqs9rQf6GzvWC6gaGzsujLb1wKBmFYkR/F/mM8AR+iyBjNhJh8YqrVerbX+Rms9GVgGzKzpVR6sye1zwMPAaWAvEAd8iZml7GiSMRP2yipqcazpY2ivCEqpF4F7gLu11mur6741+odN1GxKKVfgU8yMwcFa6912DumSaa1TMF3XjjBOJxJwBxZjfoEXPcC0oCYDUfYJ7bLV9Fa7PRfY70gtSHcAv2itf7F3IDaKwsRbtot3G1AfM96rRtNaTwP8gDZAkNb6NqAp8L1dA7s0e4AI66SrklphxnYeqP6Qri5KqSeBR4HJWutF1XlvSR7FJbH+lf8hZs3xG7XWW+0c0mWxFuptgRnDVtP9DESX8wCTUEbjYL+4lVKdMOWSttk7lgtYbn0eWGb7DcBxrfWpao7nkljf71Y4TqsjmAlt7azjfUvqCuTgIC1dWutMrfVurfVppdQNmN87jjh7fxWm5ubIog3WsXe3AGu11rn2CuxqoJSajGnJflJr/VZ131/GPNqZUupm6z+LJm4MUkolAAla6412CssWszC/NJ4HMpVSJQeCH6/J3ddKqeXATuBXzISNZsC/MGM2Z9gxNJtYW0k3lN2ulAI4qrU+Z19NopT6EDiM+RqkYCbMPI7pwnvDfpHZ5EsgFnhXKeUHHML8HAzAscb7jsV8v9f0cYIlvYUpxr5KKfU2ZszjMEyN09e01uXNZK4xlFLtMQWdd1o3XQs8Aryktf7BboFV4EKfTVrrXUqppcDr1l6ow5iFIiKA26s/4tJs+WxVSvUG/IEG1mM6KaUyALTWn1ZnvCVdKHal1K3A68AazJjrkp+/aVrrvVUeZHUWv5RHuQVBdQWPDfaO7QJxHzlP7DH2ju8CsT+KWR0kBcjCzIJ8Fwcp0H6B7yVHKBL+OCZxT8WMYTuGmTgQZO/YbIy/DuaPp9OY7rlfgdH2jusi4nfFzMpcZe9YLiH2QZg/nBKAdEwr/ETA2d6x2RB7a0z3dAom8d1JiQLbNe1hy2cTZtLeq5hW4RxMBYs+9o79IuLfUNFxNTl2TNkqu+YOyhqIEEIIIYQQFyRjHoUQQgghhM0keRRCCCGEEDaT5FEIIYQQQthMkkchhBBCCGEzSR6FEEIIIYTNJHkUQgghhBA2k+RRCHFRlFLa+gi3dyy2UErFWOO9sxKveUQp5bB1zpRSj1rfk45ltmul1BE7hVVtlFIhSqkca7FxIcRFkuRRCCFKUEqFW5OoDfaOpSpYV8Z5Avhca73D3vHYg9Y6DpgHTFBKNbN3PEI4GkkehRDi4vUFWto7iEv0OGaVnBfsHYid/RfzGfisvQMRwtHI2tZCCHGRtNYH7R3DpVBKeQB3A/u01lvtHY89aa3/UkptBG5SSgVqrU/bOyYhHIW0PAohqpRSylMp9bhSapdSKsP62KqUuqOC43sppd5USv2ilEqyjk07oJR6QynV4Dz3GaaU2qKUylJKJSqlPrvYLkmlVAxw2Prf3iXGd2ql1IISx50z5rFkd7f1Nf/Xely2Uuo3pdT/lTi2j1LqG6VUilIqVSn1qVKqYQUxKaXUbUqpb5VSydb343frWE7Pi3l9wCigLrDkAu+Ds1JqilLqD+v9TiilZiml6lRwvK9S6iWl1H7r8UlKqbVKqRvKOfa8wwKUUnda98eU2b6haKytUmq09XsoXSmVUuKYVkqpD6zfL9nW74PdSql3lFJNy7ndh5i1vu883/shhChNWh6FEFVGKRUArAPaAKeAjYACegALlFKdtNb3lzntVeAa4FcgFvN7qh1wP6aVqLPW+lSZ+9wLvANoYBNwEugKbANWXUTIPwOfASOA08CaEvu+t/EatYD1QDNgA+AD9AYWKaWcgCzgI2A78DXQyXq/KKVUW611TonX5QQsBm4DMqznJFvPeQoYpJTqo7XOtjG2odbn2Asc9yHwN2v8fwA9gYlAK6XU9Vrr4sRZKRUCfAdEAseAFYA/cD3QXyk1VWv9so3x2eJxYDywGVgNNLLG0QHzNfIAfsN83d2AcOAf1uP/LHOtovdhCKYbWwhhC621POQhD3nY/MAkaBoIt+HYL6zHvgm4l9geCPxk3XdDmXOGAHXLbHMGYqzHzy2zLwzIBvKAgSW2u2ISr6J477Tx9YVbj99wnmOOmF+f5Z6nMUmXd4l9/a3b44BE4MYS+9wwScw5MQKPWLdvBIJKbK8FzLXue/EivnanAAvgeYGv7X6gUYntAcAh674+Zc5ZZd3+IVCrxPZrgUygAOho6/uLaQXUQEyZ7Rus27OB3uWct8C6/5EKvqaRFdwvAcgp+f0pD3nI4/wP6bYWQlQJpVQ7YDCwA3hAl2hR02Z82T3W/95X8jyt9Rda65Qy2wq01jGY5OvGMre6G3AHPtJaf13inHzgAUxLX3UqBP6htU4vEcs6TKtmMPCV1npFiX25wOvW//Yu2q6UcgGmYuK/VWt9ssQ5eZiW2FPAPdYWyvOytgIHAse01hd6TyZrrY+VuF88UFTWpmSMkZjWzAzgfmtcRed8bz3HCfjnheK7CPO01hvL2e5vfV5bdofW+ojW+lAF19uHSeAddQKUENVOkkchRFUZYH1errUuLLtTa70Lk3R0KbtPKRWklLpHKfWaUmqeUmqBdcyhK1BfKeVb4vDrrM8fl3OPRMpJJqrYUa31vnK2F02yKS+eon3BJbZ1APyAH0omjkW06areAdQDyhvPV1aA9TnpAsflY7rdyyp6TSVjvNb6vEZrXd51F1qfrytn36X6vILtRWWHZlnHzdo6LKsobv/zHiWEKCZjHoUQVSXc+vycUuq58xznXvI/SqkHgJcwXbMV8ebsh35RMnO0gmOPnDfKyne8gu0Z59lftM+txLZw63O/spNzyuHH2eSuIj7W5/TzHgWntNaWcrYXnVcyxqL3/kgF1yqafBRygXtejL8q2P4SZixtX0w3f6ZSahvwFTBfa32mgvPSrM91KzFGIa5okjwKIapKUc/G95xtWTsvpVQ3TBduGnAvZizgqaIub6XUD0B3zKSbmuqcVtaL3F+k6P07gJnscT6JNlwvxfpc7ozpEmyNr6pcqEcsp7yNWusMTKLdHdOV3gfTMhoNPKGUGqC1/qmcU4uS6pRLilaIq5Akj0KIqlLUwrZCaz3DxnNusj4/qbWeX87+JuVsOwk0x0yc2VvO/jAb713TFL1/f2it76yE68Vbn33Pe9TFOWF9Dq9gf9H2uBLbisZFelVwTqPLCUhrvQXYAqCUqgs8B0zC/FHSs5xT6lmfEy7nvkJcTWTMoxCiqqyzPt903qNKK/ogP1Z2h1KqL+WPS9tkfR5Vzjm+nB17aaui5Mbef1z/BKRi6k1edsKntU7AJHsNlVK1L/d6VkXli26oIMYx1udNJbadwYyrjFRKuZZzzsV+vSpknXj1hPW/11RwWAsgF/i9su4rxJVOkkchRJXQWv+ISSB7VlRgWinVtkwh6aJxexOUUrVKHBeOqeNYnvmYD//blVL9SpzjArwGXGyiVJTcNFZKOV/kuZXGOgv7Jcz4zuVKqcZlj1FKhSilxpxzcsW+w5Q96lhJMR7ClGPyAt4omQxau48nYbrB3ypxTh6mZbAeMLnE8Uop9SRm3OJFU0rda539XdZg63N5f5A0BuoD20pWAxBCnJ+9/7IWQjiu5Uqp3Ar2zdVazwX+D1NoeyIwWin1C6YL0wdTOLwRMJOzxbjnAw9haj3+qZT6EZM89cEUyE6gTHKhtT6slHoYk6B8rZT6DlPCpiumi/ZD4HZbX5TWOk8ptQZTJPsXpdROTGvk5gq60qvSi5iWsTHA70qpXZhJKK6YrvpWmGLqi2y83mrgVsw4wO8qKcZ/YFoWbweus45L9cd8zZyBR7XWO8qcE4P5w+IVpdRITBd9W8wEnFmYpPNi3Qu8o5T6AzN8IRdojJnNXwA8Wc450dbnLy7hfkJctaTlUQhxqdphErTyHg2huD5gD0wL017rOTdjEsdDmCLYrxRd0FrupTOmxIsChmESgBmYQtv55QWitZ6F6R7/yXr/gZikqhtmwsnFGo9JyOoDo4FxlKhvWF201oVa67HAcEyJn3Dg75iJIDnAy5g6l7b6DDNLfXQlxhiH+Zq9gvn6/B3TshkLDNZav1TOObGYFsEtmKSxH6bVuTvmj4RLMQ1TON2CSQpvxPzxsBjopLVeWc45o60xL7jEewpxVVJaX6gChBBCiCuFUuolTNLeXWu91d7x2ItSKhTTivup1voWe8cjhCORlkchhLi6vISZiPPEhQ68wj2KGY853d6BCOFoJHkUQoiriLVY9gvA35RSnewdjz0opUIwQxHeq2A1ICHEeUi3tRBCCCGEsJm0PAohhBBCCJtJ8iiEEEIIIWwmyaMQQgghhLCZJI9CCCGEEMJmkjwKIYQQQgibSfIohBBCCCFsJsmjEEIIIYSw2f8DGVGt7lT5RCgAAAAASUVORK5CYII=\n", + "text/plain": [ + "<Figure size 720x432 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(10,6))\n", + "ax = fig.add_axes([0.1,0.1,0.8,0.8])\n", + "\n", + "# plt.boxplot(mse_savp15,positions=np.arange(1,n_leadtime+1),\n", + "# medianprops={'color':'c'},capprops={'color':'c'},boxprops={'color':'c'},showfliers=False) \n", + "score_plot = np.nanquantile(mse_savp1,0.5,axis=0)\n", + "plt.plot(np.arange(1,1+n_leadtime),score_plot,label='SAVP ($T_{2m}$, $T_{850}$, $TCC$)',color='r',marker='X',markeredgecolor='k',linewidth=1.2)\n", + "plt.fill_between(np.arange(1,1+n_leadtime), \n", + " np.nanquantile(mse_savp1,0.95,axis=0), \n", + " np.nanquantile(mse_savp1,0.05,axis=0), color='r',alpha=0.2)\n", + "\n", + "# plt.boxplot(mse_savp20,positions=np.arange(1,n_leadtime+1),\n", + "# medianprops={'color':'g'},capprops={'color':'g'},boxprops={'color':'g'},showfliers=False) \n", + "score_plot = np.nanquantile(mse_savp2,0.5,axis=0)\n", + "plt.plot(np.arange(1,1+n_leadtime),score_plot,label='SAVP ($T_{2m}$, $T_{850}$)',color='g',marker='P',markeredgecolor='k',linewidth=1.2)\n", + "plt.fill_between(np.arange(1,1+n_leadtime), \n", + " np.nanquantile(mse_savp2,0.95,axis=0), \n", + " np.nanquantile(mse_savp2,0.05,axis=0), color='g',alpha=0.2)\n", + "\n", + "# plt.boxplot(mse_savp25,positions=np.arange(1,n_leadtime+1),\n", + "# medianprops={'color':'b'},capprops={'color':'b'},boxprops={'color':'b'},showfliers=False) \n", + "score_plot = np.nanquantile(mse_savp3,0.5,axis=0)\n", + "plt.plot(np.arange(1,1+n_leadtime),score_plot,label='SAVP ($T_{2m}$)',color='b',marker='D',markeredgecolor='k',linewidth=1.2)\n", + "plt.fill_between(np.arange(1,1+n_leadtime), \n", + " np.nanquantile(mse_savp3,0.95,axis=0), \n", + " np.nanquantile(mse_savp3,0.05,axis=0), color='b',alpha=0.2)\n", + "\n", + "plt.yticks(fontsize=16)\n", + "plt.xticks(np.arange(1,n_leadtime+1), np.arange(1,13,1), fontsize=16)\n", + "plt.title('Sensitivity analysis for predictors',fontsize=21)\n", + "# ax.set_ylim(0.1, 0.3)\n", + "legend = ax.legend(loc='upper right', bbox_to_anchor=(0.96, 0.38), fontsize=14) # 'upper right', bbox_to_anchor=(1.38, 0.8),\n", + "ax.set_xlabel(\"Lead time (hours)\",fontsize=21)\n", + "ax.set_ylabel(\"MSE [$\\mathregular{K^2}$]\",fontsize=21)\n", + "prefix = '/p/scratch/deepacf/deeprain/ji4/GMD_figs'\n", + "fig_name = 'mse_vars'\n", + "fig_path = os.path.join(prefix,fig_name)\n", + "plt.savefig(fig_path, bbox_inches=\"tight\")\n", + "plt.show()\n", + "plt.close()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "continuing-egyptian", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 720x432 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(10,6))\n", + "ax = fig.add_axes([0.1,0.1,0.8,0.8])\n", + "\n", + "# plt.boxplot(mse_savp15,positions=np.arange(1,n_leadtime+1),\n", + "# medianprops={'color':'c'},capprops={'color':'c'},boxprops={'color':'c'},showfliers=False) \n", + "score_plot = np.nanquantile(acc_savp1,0.5,axis=0)\n", + "plt.plot(np.arange(1,1+n_leadtime),score_plot,label='SAVP ($T_{2m}$, $T_{850}$, $TCC$)',color='r',marker='X',markeredgecolor='k',linewidth=1.2)\n", + "plt.fill_between(np.arange(1,1+n_leadtime), \n", + " np.nanquantile(acc_savp1,0.95,axis=0), \n", + " np.nanquantile(acc_savp1,0.05,axis=0), color='r',alpha=0.2)\n", + "\n", + "# plt.boxplot(mse_savp20,positions=np.arange(1,n_leadtime+1),\n", + "# medianprops={'color':'g'},capprops={'color':'g'},boxprops={'color':'g'},showfliers=False) \n", + "score_plot = np.nanquantile(acc_savp2,0.5,axis=0)\n", + "plt.plot(np.arange(1,1+n_leadtime),score_plot,label='SAVP ($T_{2m}$, $T_{850}$)',color='g',marker='P',markeredgecolor='k',linewidth=1.2)\n", + "plt.fill_between(np.arange(1,1+n_leadtime), \n", + " np.nanquantile(acc_savp2,0.95,axis=0), \n", + " np.nanquantile(acc_savp2,0.05,axis=0), color='g',alpha=0.2)\n", + "\n", + "# plt.boxplot(mse_savp25,positions=np.arange(1,n_leadtime+1),\n", + "# medianprops={'color':'b'},capprops={'color':'b'},boxprops={'color':'b'},showfliers=False) \n", + "score_plot = np.nanquantile(acc_savp3,0.5,axis=0)\n", + "plt.plot(np.arange(1,1+n_leadtime),score_plot,label='SAVP ($T_{2m}$)',color='b',marker='D',markeredgecolor='k',linewidth=1.2)\n", + "plt.fill_between(np.arange(1,1+n_leadtime), \n", + " np.nanquantile(acc_savp3,0.95,axis=0), \n", + " np.nanquantile(acc_savp3,0.05,axis=0), color='b',alpha=0.2)\n", + "\n", + "plt.yticks(fontsize=16)\n", + "plt.xticks(np.arange(1,n_leadtime+1), np.arange(1,13,1), fontsize=16)\n", + "plt.title('Sensitivity analysis for predictors',fontsize=21)\n", + "# ax.set_ylim(0.1, 0.3)\n", + "legend = ax.legend(loc='upper right', bbox_to_anchor=(0.96, 0.94), fontsize=14) # 'upper right', bbox_to_anchor=(1.38, 0.8),\n", + "ax.set_xlabel(\"Lead time (hours)\",fontsize=21)\n", + "ax.set_ylabel(\"ACC\",fontsize=21)\n", + "prefix = '/p/scratch/deepacf/deeprain/ji4/GMD_figs'\n", + "fig_name = 'acc_vars'\n", + "fig_path = os.path.join(prefix,fig_name)\n", + "plt.savefig(fig_path, bbox_inches=\"tight\")\n", + "plt.show()\n", + "plt.close()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "id": "stretch-loading", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 720x432 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(10,6))\n", + "ax = fig.add_axes([0.1,0.1,0.8,0.8])\n", + "\n", + "# plt.boxplot(mse_savp15,positions=np.arange(1,n_leadtime+1),\n", + "# medianprops={'color':'c'},capprops={'color':'c'},boxprops={'color':'c'},showfliers=False) \n", + "score_plot = np.nanquantile(ssim_savp1,0.5,axis=0)\n", + "plt.plot(np.arange(1,1+n_leadtime),score_plot,label='SAVP ($T_{2m}$, $T_{850}$, $TCC$)',color='r',marker='X',markeredgecolor='k',linewidth=1.2)\n", + "plt.fill_between(np.arange(1,1+n_leadtime), \n", + " np.nanquantile(ssim_savp1,0.95,axis=0), \n", + " np.nanquantile(ssim_savp1,0.05,axis=0), color='r',alpha=0.2)\n", + "\n", + "# plt.boxplot(mse_savp20,positions=np.arange(1,n_leadtime+1),\n", + "# medianprops={'color':'g'},capprops={'color':'g'},boxprops={'color':'g'},showfliers=False) \n", + "score_plot = np.nanquantile(ssim_savp2,0.5,axis=0)\n", + "plt.plot(np.arange(1,1+n_leadtime),score_plot,label='SAVP ($T_{2m}$, $T_{850}$)',color='g',marker='P',markeredgecolor='k',linewidth=1.2)\n", + "plt.fill_between(np.arange(1,1+n_leadtime), \n", + " np.nanquantile(ssim_savp2,0.95,axis=0), \n", + " np.nanquantile(ssim_savp2,0.05,axis=0), color='g',alpha=0.2)\n", + "\n", + "# plt.boxplot(mse_savp25,positions=np.arange(1,n_leadtime+1),\n", + "# medianprops={'color':'b'},capprops={'color':'b'},boxprops={'color':'b'},showfliers=False) \n", + "score_plot = np.nanquantile(ssim_savp3,0.5,axis=0)\n", + "plt.plot(np.arange(1,1+n_leadtime),score_plot,label='SAVP ($T_{2m}$)',color='b',marker='D',markeredgecolor='k',linewidth=1.2)\n", + "plt.fill_between(np.arange(1,1+n_leadtime), \n", + " np.nanquantile(ssim_savp3,0.95,axis=0), \n", + " np.nanquantile(ssim_savp3,0.05,axis=0), color='b',alpha=0.2)\n", + "\n", + "plt.yticks(fontsize=16)\n", + "plt.xticks(np.arange(1,n_leadtime+1), np.arange(1,13,1), fontsize=16)\n", + "plt.title('Sensitivity analysis for predictors',fontsize=21)\n", + "# ax.set_ylim(0.1, 0.3)\n", + "legend = ax.legend(loc='upper right', bbox_to_anchor=(0.96, 0.94), fontsize=14) # 'upper right', bbox_to_anchor=(1.38, 0.8),\n", + "ax.set_xlabel(\"Lead time (hours)\",fontsize=21)\n", + "ax.set_ylabel(\"SSIM\",fontsize=21)\n", + "prefix = '/p/scratch/deepacf/deeprain/ji4/GMD_figs'\n", + "fig_name = 'ssim_vars'\n", + "fig_path = os.path.join(prefix,fig_name)\n", + "plt.savefig(fig_path, bbox_inches=\"tight\")\n", + "plt.show()\n", + "plt.close()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "id": "economic-visibility", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 720x432 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(10,6))\n", + "ax = fig.add_axes([0.1,0.1,0.8,0.8])\n", + "\n", + "# plt.boxplot(mse_savp15,positions=np.arange(1,n_leadtime+1),\n", + "# medianprops={'color':'c'},capprops={'color':'c'},boxprops={'color':'c'},showfliers=False) \n", + "score_plot = np.nanquantile(texture_savp1,0.5,axis=0)\n", + "plt.plot(np.arange(1,1+n_leadtime),score_plot,label='SAVP ($T_{2m}$, $T_{850}$, $TCC$)',color='r',marker='X',markeredgecolor='k',linewidth=1.2)\n", + "plt.fill_between(np.arange(1,1+n_leadtime), \n", + " np.nanquantile(texture_savp1,0.95,axis=0), \n", + " np.nanquantile(texture_savp1,0.05,axis=0), color='r',alpha=0.2)\n", + "\n", + "# plt.boxplot(mse_savp20,positions=np.arange(1,n_leadtime+1),\n", + "# medianprops={'color':'g'},capprops={'color':'g'},boxprops={'color':'g'},showfliers=False) \n", + "score_plot = np.nanquantile(texture_savp2,0.5,axis=0)\n", + "plt.plot(np.arange(1,1+n_leadtime),score_plot,label='SAVP ($T_{2m}$, $T_{850}$)',color='g',marker='P',markeredgecolor='k',linewidth=1.2)\n", + "plt.fill_between(np.arange(1,1+n_leadtime), \n", + " np.nanquantile(texture_savp2,0.95,axis=0), \n", + " np.nanquantile(texture_savp2,0.05,axis=0), color='g',alpha=0.2)\n", + "\n", + "# plt.boxplot(mse_savp25,positions=np.arange(1,n_leadtime+1),\n", + "# medianprops={'color':'b'},capprops={'color':'b'},boxprops={'color':'b'},showfliers=False) \n", + "score_plot = np.nanquantile(texture_savp3,0.5,axis=0)\n", + "plt.plot(np.arange(1,1+n_leadtime),score_plot,label='SAVP ($T_{2m}$)',color='b',marker='D',markeredgecolor='k',linewidth=1.2)\n", + "plt.fill_between(np.arange(1,1+n_leadtime), \n", + " np.nanquantile(texture_savp3,0.95,axis=0), \n", + " np.nanquantile(texture_savp3,0.05,axis=0), color='b',alpha=0.2)\n", + "\n", + "plt.yticks(fontsize=16)\n", + "plt.xticks(np.arange(1,n_leadtime+1), np.arange(1,13,1), fontsize=16)\n", + "plt.title('Sensitivity analysis for predictors',fontsize=21)\n", + "# ax.set_ylim(0.1, 0.3)\n", + "legend = ax.legend(loc='upper right', bbox_to_anchor=(0.96, 0.94), fontsize=14) # 'upper right', bbox_to_anchor=(1.38, 0.8),\n", + "ax.set_xlabel(\"Lead time (hours)\",fontsize=21)\n", + "ax.set_ylabel(\"Ratio of gradient ($r_G$)\",fontsize=21)\n", + "prefix = '/p/scratch/deepacf/deeprain/ji4/GMD_figs'\n", + "fig_name = 'texture_vars'\n", + "fig_path = os.path.join(prefix,fig_name)\n", + "plt.savefig(fig_path, bbox_inches=\"tight\")\n", + "plt.show()\n", + "plt.close()\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "intended-atlas", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "superior-compression", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "destroyed-glenn", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 37, + "id": "surprised-strip", + "metadata": {}, + "outputs": [], + "source": [ + "prefix = '/p/project/deepacf/deeprain/video_prediction_shared_folder/results/era5-Y2007-2019M01to12-92x56-3840N0000E-2t_tcc_t_850/savp/20210901T090059_gong1_savp_cv12/'\n", + "filename = 'evaluation_metrics.nc'\n", + "filepath = os.path.join(prefix,filename)\n", + "with xr.open_dataset(filepath) as dfiles:\n", + " mse_savp1 = np.array(dfiles['2t_savp_mse_bootstrapped'][:])\n", + " acc_savp1 = np.array(dfiles['2t_savp_acc_bootstrapped'][:])\n", + " ssim_savp1 = np.array(dfiles['2t_savp_ssim_bootstrapped'][:])\n", + " texture_savp1 = np.array(dfiles['2t_savp_texture_bootstrapped'][:])\n", + " \n", + "prefix = '/p/project/deepacf/deeprain/video_prediction_shared_folder/results/era5-Y2007-2019M01to12-92x56-3840N0000E-2t_tcc_t_850/savp/20210719T172900_gong1_savp_dataset2'\n", + "filename = 'evaluation_metrics.nc'\n", + "filepath = os.path.join(prefix,filename)\n", + "with xr.open_dataset(filepath) as dfiles:\n", + " mse_savp2 = np.array(dfiles['2t_savp_mse_bootstrapped'][:])\n", + " acc_savp2 = np.array(dfiles['2t_savp_acc_bootstrapped'][:])\n", + " ssim_savp2 = np.array(dfiles['2t_savp_ssim_bootstrapped'][:])\n", + " texture_savp2 = np.array(dfiles['2t_savp_texture_bootstrapped'][:])\n", + " \n", + "prefix = '/p/project/deepacf/deeprain/video_prediction_shared_folder/results/era5-Y2007-2019M01to12-92x56-3840N0000E-2t_tcc_t_850/savp/20210719T173205_gong1_'\n", + "filename = 'evaluation_metrics.nc'\n", + "filepath = os.path.join(prefix,filename)\n", + "with xr.open_dataset(filepath) as dfiles:\n", + " mse_savp3 = np.array(dfiles['2t_savp_mse_bootstrapped'][:])\n", + " acc_savp3 = np.array(dfiles['2t_savp_acc_bootstrapped'][:])\n", + " ssim_savp3 = np.array(dfiles['2t_savp_ssim_bootstrapped'][:])\n", + " texture_savp3 = np.array(dfiles['2t_savp_texture_bootstrapped'][:])" + ] + }, + { + "cell_type": "code", + "execution_count": 110, + "id": "spanish-japanese", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 720x432 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(10,6))\n", + "ax = fig.add_axes([0.1,0.1,0.8,0.8])\n", + "\n", + "# plt.boxplot(mse_savp15,positions=np.arange(1,n_leadtime+1),\n", + "# medianprops={'color':'c'},capprops={'color':'c'},boxprops={'color':'c'},showfliers=False) \n", + "score_plot = np.nanquantile(mse_savp1,0.5,axis=0)\n", + "plt.plot(np.arange(1,1+n_leadtime),score_plot,label='SAVP (D1)',color='r',marker='X',markeredgecolor='k',linewidth=1.2)\n", + "plt.fill_between(np.arange(1,1+n_leadtime), \n", + " np.nanquantile(mse_savp1,0.95,axis=0), \n", + " np.nanquantile(mse_savp1,0.05,axis=0), color='r',alpha=0.2)\n", + "\n", + "# plt.boxplot(mse_savp20,positions=np.arange(1,n_leadtime+1),\n", + "# medianprops={'color':'g'},capprops={'color':'g'},boxprops={'color':'g'},showfliers=False) \n", + "score_plot = np.nanquantile(mse_savp2,0.5,axis=0)\n", + "plt.plot(np.arange(1,1+n_leadtime),score_plot,label='SAVP (D2)',color='g',marker='P',markeredgecolor='k',linewidth=1.2)\n", + "plt.fill_between(np.arange(1,1+n_leadtime), \n", + " np.nanquantile(mse_savp2,0.95,axis=0), \n", + " np.nanquantile(mse_savp2,0.05,axis=0), color='g',alpha=0.2)\n", + "\n", + "# plt.boxplot(mse_savp25,positions=np.arange(1,n_leadtime+1),\n", + "# medianprops={'color':'b'},capprops={'color':'b'},boxprops={'color':'b'},showfliers=False) \n", + "score_plot = np.nanquantile(mse_savp3,0.5,axis=0)\n", + "plt.plot(np.arange(1,1+n_leadtime),score_plot,label='SAVP (D3)',color='b',marker='D',markeredgecolor='k',linewidth=1.2)\n", + "plt.fill_between(np.arange(1,1+n_leadtime), \n", + " np.nanquantile(mse_savp3,0.95,axis=0), \n", + " np.nanquantile(mse_savp3,0.05,axis=0), color='b',alpha=0.2)\n", + "\n", + "plt.yticks(fontsize=16)\n", + "plt.xticks(np.arange(1,n_leadtime+1), np.arange(1,13,1), fontsize=16)\n", + "plt.title('Sensitivity analysis for dataset sizes',fontsize=21)\n", + "# ax.set_ylim(0.1, 0.3)\n", + "legend = ax.legend(loc='upper right', bbox_to_anchor=(0.96, 0.38), fontsize=14) # 'upper right', bbox_to_anchor=(1.38, 0.8),\n", + "ax.set_xlabel(\"Lead time (hours)\",fontsize=21)\n", + "ax.set_ylabel(\"MSE [$\\mathregular{K^2}$]\",fontsize=21)\n", + "prefix = '/p/scratch/deepacf/deeprain/ji4/GMD_figs'\n", + "fig_name = 'mse_dataset'\n", + "fig_path = os.path.join(prefix,fig_name)\n", + "plt.savefig(fig_path, bbox_inches=\"tight\")\n", + "plt.show()\n", + "plt.close()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "id": "attached-auditor", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 720x432 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(10,6))\n", + "ax = fig.add_axes([0.1,0.1,0.8,0.8])\n", + "\n", + "# plt.boxplot(mse_savp15,positions=np.arange(1,n_leadtime+1),\n", + "# medianprops={'color':'c'},capprops={'color':'c'},boxprops={'color':'c'},showfliers=False) \n", + "score_plot = np.nanquantile(acc_savp1,0.5,axis=0)\n", + "plt.plot(np.arange(1,1+n_leadtime),score_plot,label='SAVP (D1)',color='r',marker='X',markeredgecolor='k',linewidth=1.2)\n", + "plt.fill_between(np.arange(1,1+n_leadtime), \n", + " np.nanquantile(acc_savp1,0.95,axis=0), \n", + " np.nanquantile(acc_savp1,0.05,axis=0), color='r',alpha=0.2)\n", + "\n", + "# plt.boxplot(mse_savp20,positions=np.arange(1,n_leadtime+1),\n", + "# medianprops={'color':'g'},capprops={'color':'g'},boxprops={'color':'g'},showfliers=False) \n", + "score_plot = np.nanquantile(acc_savp2,0.5,axis=0)\n", + "plt.plot(np.arange(1,1+n_leadtime),score_plot,label='SAVP (D2)',color='g',marker='P',markeredgecolor='k',linewidth=1.2)\n", + "plt.fill_between(np.arange(1,1+n_leadtime), \n", + " np.nanquantile(acc_savp2,0.95,axis=0), \n", + " np.nanquantile(acc_savp2,0.05,axis=0), color='g',alpha=0.2)\n", + "\n", + "# plt.boxplot(mse_savp25,positions=np.arange(1,n_leadtime+1),\n", + "# medianprops={'color':'b'},capprops={'color':'b'},boxprops={'color':'b'},showfliers=False) \n", + "score_plot = np.nanquantile(acc_savp3,0.5,axis=0)\n", + "plt.plot(np.arange(1,1+n_leadtime),score_plot,label='SAVP (D3)',color='b',marker='D',markeredgecolor='k',linewidth=1.2)\n", + "plt.fill_between(np.arange(1,1+n_leadtime), \n", + " np.nanquantile(acc_savp3,0.95,axis=0), \n", + " np.nanquantile(acc_savp3,0.05,axis=0), color='b',alpha=0.2)\n", + "\n", + "plt.yticks(fontsize=16)\n", + "plt.xticks(np.arange(1,n_leadtime+1), np.arange(1,13,1), fontsize=16)\n", + "plt.title('Sensitivity analysis for dataset sizes',fontsize=21)\n", + "# ax.set_ylim(0.1, 0.3)\n", + "legend = ax.legend(loc='upper right', bbox_to_anchor=(0.96, 0.94), fontsize=14) # 'upper right', bbox_to_anchor=(1.38, 0.8),\n", + "ax.set_xlabel(\"Lead time (hours)\",fontsize=21)\n", + "ax.set_ylabel(\"ACC\",fontsize=21)\n", + "prefix = '/p/scratch/deepacf/deeprain/ji4/GMD_figs'\n", + "fig_name = 'acc_dataset'\n", + "fig_path = os.path.join(prefix,fig_name)\n", + "plt.savefig(fig_path, bbox_inches=\"tight\")\n", + "plt.show()\n", + "plt.close()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "id": "silent-depression", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 720x432 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(10,6))\n", + "ax = fig.add_axes([0.1,0.1,0.8,0.8])\n", + "\n", + "# plt.boxplot(mse_savp15,positions=np.arange(1,n_leadtime+1),\n", + "# medianprops={'color':'c'},capprops={'color':'c'},boxprops={'color':'c'},showfliers=False) \n", + "score_plot = np.nanquantile(ssim_savp1,0.5,axis=0)\n", + "plt.plot(np.arange(1,1+n_leadtime),score_plot,label='SAVP (D1)',color='r',marker='X',markeredgecolor='k',linewidth=1.2)\n", + "plt.fill_between(np.arange(1,1+n_leadtime), \n", + " np.nanquantile(ssim_savp1,0.95,axis=0), \n", + " np.nanquantile(ssim_savp1,0.05,axis=0), color='r',alpha=0.2)\n", + "\n", + "# plt.boxplot(mse_savp20,positions=np.arange(1,n_leadtime+1),\n", + "# medianprops={'color':'g'},capprops={'color':'g'},boxprops={'color':'g'},showfliers=False) \n", + "score_plot = np.nanquantile(ssim_savp2,0.5,axis=0)\n", + "plt.plot(np.arange(1,1+n_leadtime),score_plot,label='SAVP (D2)',color='g',marker='P',markeredgecolor='k',linewidth=1.2)\n", + "plt.fill_between(np.arange(1,1+n_leadtime), \n", + " np.nanquantile(ssim_savp2,0.95,axis=0), \n", + " np.nanquantile(ssim_savp2,0.05,axis=0), color='g',alpha=0.2)\n", + "\n", + "# plt.boxplot(mse_savp25,positions=np.arange(1,n_leadtime+1),\n", + "# medianprops={'color':'b'},capprops={'color':'b'},boxprops={'color':'b'},showfliers=False) \n", + "score_plot = np.nanquantile(ssim_savp3,0.5,axis=0)\n", + "plt.plot(np.arange(1,1+n_leadtime),score_plot,label='SAVP (D3)',color='b',marker='D',markeredgecolor='k',linewidth=1.2)\n", + "plt.fill_between(np.arange(1,1+n_leadtime), \n", + " np.nanquantile(ssim_savp3,0.95,axis=0), \n", + " np.nanquantile(ssim_savp3,0.05,axis=0), color='b',alpha=0.2)\n", + "\n", + "plt.yticks(fontsize=16)\n", + "plt.xticks(np.arange(1,n_leadtime+1), np.arange(1,13,1), fontsize=16)\n", + "plt.title('Sensitivity analysis for dataset sizes',fontsize=21)\n", + "# ax.set_ylim(0.1, 0.3)\n", + "legend = ax.legend(loc='upper right', bbox_to_anchor=(0.96, 0.94), fontsize=14) # 'upper right', bbox_to_anchor=(1.38, 0.8),\n", + "ax.set_xlabel(\"Lead time (hours)\",fontsize=21)\n", + "ax.set_ylabel(\"SSIM\",fontsize=21)\n", + "prefix = '/p/scratch/deepacf/deeprain/ji4/GMD_figs'\n", + "fig_name = 'ssim_dataset'\n", + "fig_path = os.path.join(prefix,fig_name)\n", + "plt.savefig(fig_path, bbox_inches=\"tight\")\n", + "plt.show()\n", + "plt.close()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "id": "integrated-pencil", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 720x432 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(10,6))\n", + "ax = fig.add_axes([0.1,0.1,0.8,0.8])\n", + "\n", + "# plt.boxplot(mse_savp15,positions=np.arange(1,n_leadtime+1),\n", + "# medianprops={'color':'c'},capprops={'color':'c'},boxprops={'color':'c'},showfliers=False) \n", + "score_plot = np.nanquantile(texture_savp1,0.5,axis=0)\n", + "plt.plot(np.arange(1,1+n_leadtime),score_plot,label='SAVP (D1)',color='r',marker='X',markeredgecolor='k',linewidth=1.2)\n", + "plt.fill_between(np.arange(1,1+n_leadtime), \n", + " np.nanquantile(texture_savp1,0.95,axis=0), \n", + " np.nanquantile(texture_savp1,0.05,axis=0), color='r',alpha=0.2)\n", + "\n", + "# plt.boxplot(mse_savp20,positions=np.arange(1,n_leadtime+1),\n", + "# medianprops={'color':'g'},capprops={'color':'g'},boxprops={'color':'g'},showfliers=False) \n", + "score_plot = np.nanquantile(texture_savp2,0.5,axis=0)\n", + "plt.plot(np.arange(1,1+n_leadtime),score_plot,label='SAVP (D2)',color='g',marker='P',markeredgecolor='k',linewidth=1.2)\n", + "plt.fill_between(np.arange(1,1+n_leadtime), \n", + " np.nanquantile(texture_savp2,0.95,axis=0), \n", + " np.nanquantile(texture_savp2,0.05,axis=0), color='g',alpha=0.2)\n", + "\n", + "# plt.boxplot(mse_savp25,positions=np.arange(1,n_leadtime+1),\n", + "# medianprops={'color':'b'},capprops={'color':'b'},boxprops={'color':'b'},showfliers=False) \n", + "score_plot = np.nanquantile(texture_savp3,0.5,axis=0)\n", + "plt.plot(np.arange(1,1+n_leadtime),score_plot,label='SAVP (D3)',color='b',marker='D',markeredgecolor='k',linewidth=1.2)\n", + "plt.fill_between(np.arange(1,1+n_leadtime), \n", + " np.nanquantile(texture_savp3,0.95,axis=0), \n", + " np.nanquantile(texture_savp3,0.05,axis=0), color='b',alpha=0.2)\n", + "\n", + "plt.yticks(fontsize=16)\n", + "plt.xticks(np.arange(1,n_leadtime+1), np.arange(1,13,1), fontsize=16)\n", + "plt.title('Sensitivity analysis for dataset sizes',fontsize=21)\n", + "# ax.set_ylim(0.1, 0.3)\n", + "legend = ax.legend(loc='upper right', bbox_to_anchor=(0.96, 0.94), fontsize=14) # 'upper right', bbox_to_anchor=(1.38, 0.8),\n", + "ax.set_xlabel(\"Lead time (hours)\",fontsize=21)\n", + "ax.set_ylabel(\"Ratio of gradient ($r_G$)\",fontsize=21)\n", + "prefix = '/p/scratch/deepacf/deeprain/ji4/GMD_figs'\n", + "fig_name = 'texture_dataset'\n", + "fig_path = os.path.join(prefix,fig_name)\n", + "plt.savefig(fig_path, bbox_inches=\"tight\")\n", + "plt.show()\n", + "plt.close()\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "eastern-pickup", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "independent-village", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ancient-blanket", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 114, + "id": "operational-forwarding", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 720x432 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(10,6))\n", + "ax = fig.add_axes([0.1,0.1,0.8,0.8])\n", + "\n", + "# plt.boxplot(mse_savp15,positions=np.arange(1,n_leadtime+1),\n", + "# medianprops={'color':'c'},capprops={'color':'c'},boxprops={'color':'c'},showfliers=False) \n", + "score_plot = np.nanquantile(mse_savp1,0.5,axis=0)\n", + "plt.plot(np.arange(1,1+n_leadtime),score_plot,'k--',\n", + " label='.10th and .90th quantile',linewidth=1.2)\n", + "\n", + "score_plot = np.nanquantile(mse_savp2,0.5,axis=0)\n", + "plt.plot(np.arange(1,1+n_leadtime),score_plot,'k-',\n", + " label='.50th quantile',linewidth=1.6)\n", + "\n", + "score_plot = np.nanquantile(mse_savp2,0.5,axis=0)\n", + "plt.plot(np.arange(1,1+n_leadtime),score_plot,'k-',\n", + " label='reference 1:1',linewidth=1.2)\n", + "\n", + "plt.yticks(fontsize=16)\n", + "plt.xticks(np.arange(1,n_leadtime+1), np.arange(1,13,1), fontsize=16)\n", + "plt.title('Sensitivity analysis for dataset sizes',fontsize=21)\n", + "# ax.set_ylim(0.1, 0.3)\n", + "legend = ax.legend(loc='upper right', bbox_to_anchor=(0.96, 0.38), fontsize=14) # 'upper right', bbox_to_anchor=(1.38, 0.8),\n", + "ax.set_xlabel(\"Lead time (hours)\",fontsize=21)\n", + "ax.set_ylabel(\"MSE [$\\mathregular{K^2}$]\",fontsize=21)\n", + "prefix = '/p/scratch/deepacf/deeprain/ji4/GMD_figs'\n", + "fig_name = 'mse_dataset'\n", + "fig_path = os.path.join(prefix,fig_name)\n", + "plt.savefig(fig_path, bbox_inches=\"tight\")\n", + "plt.show()\n", + "plt.close()\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "typical-dress", + "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": "3.8.5" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} -- GitLab