diff --git a/source/dataset_mapplot.py b/source/dataset_mapplot.py
index 61572e7ae31619d1f2a6609a1b7b84c7d016b784..06ba28eee07767f35286d606d3a20887c5d23747 100644
--- a/source/dataset_mapplot.py
+++ b/source/dataset_mapplot.py
@@ -147,7 +147,8 @@ class MapPlot:
tmap = Basemap(projection='cyl', resolution='l')
tmap.drawcoastlines(linewidth=0.05, color='dimgrey')
tmap.fillcontinents(color=(.882352,.882352,.89411764))
- tmap.drawcountries(linewidth=0.05, color='dimgrey')
+ # tmap.drawcountries(linewidth=0.05, color='dimgrey')
+
# ['boreal_dry', 'boreal_moist', 'cool_dry', 'cool_moist',
# 'polar_dry', 'polar_moist', 'tropical_dry', 'tropical_moist',
# 'tropical_montane', 'tropical_wet', 'unknown', 'warm_dry',
diff --git a/source/introduction_jupyter.ipynb b/source/introduction_jupyter.ipynb
index 0a98aec87cf44ec37a5fccfd7cdeef711f85d11a..8cd0a1d0e24491914be47cf77a038f88ff8fec5a 100644
--- a/source/introduction_jupyter.ipynb
+++ b/source/introduction_jupyter.ipynb
@@ -5134,7 +5134,8 @@
" previs.data = previs.data[previs.data.index.isin(ids[set_])]\n",
" previs.vis(column_name, plot_naming=set_)\n",
"\n",
- "column_name = widgets.Dropdown(options=information['column_name'].to_list(), description='variable:')\n",
+ "options = information[information['input_target'].isin(['input', 'target'])]['column_name'].to_list()\n",
+ "column_name = widgets.Dropdown(options=options, description='variable:')\n",
"set_ = widgets.RadioButtons(options=['training', 'development', 'test'],\n",
" value='training', description='data set:')\n",
"widgets.interact(plot_previs_sets, column_name=column_name, set_=set_)"
diff --git a/source/public_introduction_jupyter.ipynb b/source/public_introduction_jupyter.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..eeb01770ab2e39a24c080104ad0ab1764450f7ea
--- /dev/null
+++ b/source/public_introduction_jupyter.ipynb
@@ -0,0 +1,2719 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Ozone Mapping Introduction\n",
+ "\n",
+ "The following Jupyter notebook will introduce you to the AQ-Bench data set, its' data preprocessing and three different baseline experiments: linear regression, neural network and random forest. Let's first import some modules and do some settings."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import numpy as np\n",
+ "from matplotlib import pyplot as plt\n",
+ "import pandas as pd\n",
+ "\n",
+ "import ipywidgets as widgets\n",
+ "from IPython.display import display, clear_output, display_html\n",
+ "\n",
+ "from settings import *\n",
+ "\n",
+ "from dataset_preanalysis import PreVis\n",
+ "from dataset_preanalysis import PreMis\n",
+ "from dataset_datasplit import DataSplit\n",
+ "\n",
+ "from mapping_data import Data\n",
+ "from mapping_linear_regression import LinearRegression\n",
+ "from mapping_neural_network import NeuralNetwork\n",
+ "from mapping_random_forest import RandomForest\n",
+ "\n",
+ "pd.set_option('display.max_columns', 200)\n",
+ "pd.set_option('display.max_rows', 200)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## AQ-Bench data set\n",
+ "\n",
+ "Let's have a look to the AQ-Bench data set. You see several meta data and ozone metrics - each of them has its' own collumn. Each row shows data from a different station. It is linked to a unique ID."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<style scoped>\n",
+ " .dataframe tbody tr th:only-of-type {\n",
+ " vertical-align: middle;\n",
+ " }\n",
+ "\n",
+ " .dataframe tbody tr th {\n",
+ " vertical-align: top;\n",
+ " }\n",
+ "\n",
+ " .dataframe thead th {\n",
+ " text-align: right;\n",
+ " }\n",
+ "</style>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>id</th>\n",
+ " <th>country</th>\n",
+ " <th>htap_region</th>\n",
+ " <th>climatic_zone</th>\n",
+ " <th>lon</th>\n",
+ " <th>lat</th>\n",
+ " <th>alt</th>\n",
+ " <th>relative_alt</th>\n",
+ " <th>type</th>\n",
+ " <th>type_of_area</th>\n",
+ " <th>water_25km</th>\n",
+ " <th>evergreen_needleleaf_forest_25km</th>\n",
+ " <th>evergreen_broadleaf_forest_25km</th>\n",
+ " <th>deciduous_needleleaf_forest_25km</th>\n",
+ " <th>deciduous_broadleaf_forest_25km</th>\n",
+ " <th>mixed_forest_25km</th>\n",
+ " <th>closed_shrublands_25km</th>\n",
+ " <th>open_shrublands_25km</th>\n",
+ " <th>woody_savannas_25km</th>\n",
+ " <th>savannas_25km</th>\n",
+ " <th>grasslands_25km</th>\n",
+ " <th>permanent_wetlands_25km</th>\n",
+ " <th>croplands_25km</th>\n",
+ " <th>urban_and_built-up_25km</th>\n",
+ " <th>cropland-natural_vegetation_mosaic_25km</th>\n",
+ " <th>snow_and_ice_25km</th>\n",
+ " <th>barren_or_sparsely_vegetated_25km</th>\n",
+ " <th>wheat_production</th>\n",
+ " <th>rice_production</th>\n",
+ " <th>nox_emissions</th>\n",
+ " <th>no2_column</th>\n",
+ " <th>population_density</th>\n",
+ " <th>max_population_density_5km</th>\n",
+ " <th>max_population_density_25km</th>\n",
+ " <th>nightlight_1km</th>\n",
+ " <th>nightlight_5km</th>\n",
+ " <th>max_nightlight_25km</th>\n",
+ " <th>o3_average_values</th>\n",
+ " <th>o3_daytime_avg</th>\n",
+ " <th>o3_nighttime_avg</th>\n",
+ " <th>o3_median</th>\n",
+ " <th>o3_perc25</th>\n",
+ " <th>o3_perc75</th>\n",
+ " <th>o3_perc90</th>\n",
+ " <th>o3_perc98</th>\n",
+ " <th>o3_dma8eu</th>\n",
+ " <th>o3_avgdma8epax</th>\n",
+ " <th>o3_drmdmax1h</th>\n",
+ " <th>o3_w90</th>\n",
+ " <th>o3_aot40</th>\n",
+ " <th>o3_nvgt070</th>\n",
+ " <th>o3_nvgt100</th>\n",
+ " <th>dataset</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>3336</td>\n",
+ " <td>Germany</td>\n",
+ " <td>EUR</td>\n",
+ " <td>cool_moist</td>\n",
+ " <td>8.308210</td>\n",
+ " <td>54.924970</td>\n",
+ " <td>12.0</td>\n",
+ " <td>3</td>\n",
+ " <td>background</td>\n",
+ " <td>rural</td>\n",
+ " <td>86.1</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>4.8</td>\n",
+ " <td>1.8</td>\n",
+ " <td>4.6</td>\n",
+ " <td>0.0</td>\n",
+ " <td>1.1</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.000</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.672115</td>\n",
+ " <td>2.27</td>\n",
+ " <td>953</td>\n",
+ " <td>953</td>\n",
+ " <td>1017</td>\n",
+ " <td>46</td>\n",
+ " <td>20.73</td>\n",
+ " <td>56</td>\n",
+ " <td>33.4050</td>\n",
+ " <td>34.7121</td>\n",
+ " <td>32.1032</td>\n",
+ " <td>35.3825</td>\n",
+ " <td>25.9166</td>\n",
+ " <td>41.2871</td>\n",
+ " <td>46.4399</td>\n",
+ " <td>54.8468</td>\n",
+ " <td>53.5738</td>\n",
+ " <td>38.8078</td>\n",
+ " <td>50.7704</td>\n",
+ " <td>86.1266</td>\n",
+ " <td>10197.4742</td>\n",
+ " <td>2.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>test</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>3338</td>\n",
+ " <td>Germany</td>\n",
+ " <td>EUR</td>\n",
+ " <td>cool_moist</td>\n",
+ " <td>12.725280</td>\n",
+ " <td>54.436670</td>\n",
+ " <td>1.0</td>\n",
+ " <td>1</td>\n",
+ " <td>background</td>\n",
+ " <td>rural</td>\n",
+ " <td>55.7</td>\n",
+ " <td>1.2</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>8.7</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>2.2</td>\n",
+ " <td>2.3</td>\n",
+ " <td>20.5</td>\n",
+ " <td>0.0</td>\n",
+ " <td>8.3</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>1.380</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.093612</td>\n",
+ " <td>2.31</td>\n",
+ " <td>349</td>\n",
+ " <td>386</td>\n",
+ " <td>6619</td>\n",
+ " <td>9</td>\n",
+ " <td>6.38</td>\n",
+ " <td>60</td>\n",
+ " <td>29.8555</td>\n",
+ " <td>32.2933</td>\n",
+ " <td>27.3245</td>\n",
+ " <td>30.2799</td>\n",
+ " <td>21.9242</td>\n",
+ " <td>37.6381</td>\n",
+ " <td>44.0575</td>\n",
+ " <td>53.7778</td>\n",
+ " <td>51.3996</td>\n",
+ " <td>35.8313</td>\n",
+ " <td>48.3935</td>\n",
+ " <td>69.0987</td>\n",
+ " <td>7573.2222</td>\n",
+ " <td>1.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>train</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2</th>\n",
+ " <td>3339</td>\n",
+ " <td>Germany</td>\n",
+ " <td>EUR</td>\n",
+ " <td>cool_moist</td>\n",
+ " <td>6.093923</td>\n",
+ " <td>50.754704</td>\n",
+ " <td>205.0</td>\n",
+ " <td>66</td>\n",
+ " <td>background</td>\n",
+ " <td>urban</td>\n",
+ " <td>0.0</td>\n",
+ " <td>1.9</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>32.8</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>3.5</td>\n",
+ " <td>0.0</td>\n",
+ " <td>15.9</td>\n",
+ " <td>16.5</td>\n",
+ " <td>29.2</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.959</td>\n",
+ " <td>0.0</td>\n",
+ " <td>4.941520</td>\n",
+ " <td>7.06</td>\n",
+ " <td>14514</td>\n",
+ " <td>20125</td>\n",
+ " <td>26839</td>\n",
+ " <td>48</td>\n",
+ " <td>46.87</td>\n",
+ " <td>62</td>\n",
+ " <td>23.8597</td>\n",
+ " <td>28.0062</td>\n",
+ " <td>19.3949</td>\n",
+ " <td>23.8515</td>\n",
+ " <td>13.9652</td>\n",
+ " <td>32.0123</td>\n",
+ " <td>41.1803</td>\n",
+ " <td>58.4009</td>\n",
+ " <td>54.9030</td>\n",
+ " <td>32.6169</td>\n",
+ " <td>49.8276</td>\n",
+ " <td>154.1263</td>\n",
+ " <td>8655.4730</td>\n",
+ " <td>5.4</td>\n",
+ " <td>1.0</td>\n",
+ " <td>train</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3</th>\n",
+ " <td>3340</td>\n",
+ " <td>Germany</td>\n",
+ " <td>EUR</td>\n",
+ " <td>cool_moist</td>\n",
+ " <td>8.548389</td>\n",
+ " <td>52.023169</td>\n",
+ " <td>102.0</td>\n",
+ " <td>29</td>\n",
+ " <td>background</td>\n",
+ " <td>urban</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>11.4</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>38.6</td>\n",
+ " <td>16.4</td>\n",
+ " <td>32.5</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>2.332</td>\n",
+ " <td>0.0</td>\n",
+ " <td>14.142200</td>\n",
+ " <td>5.23</td>\n",
+ " <td>16176</td>\n",
+ " <td>16191</td>\n",
+ " <td>16191</td>\n",
+ " <td>60</td>\n",
+ " <td>54.30</td>\n",
+ " <td>62</td>\n",
+ " <td>20.3253</td>\n",
+ " <td>23.9555</td>\n",
+ " <td>16.3471</td>\n",
+ " <td>19.8611</td>\n",
+ " <td>8.9930</td>\n",
+ " <td>29.0232</td>\n",
+ " <td>38.1730</td>\n",
+ " <td>53.5109</td>\n",
+ " <td>50.1112</td>\n",
+ " <td>28.6179</td>\n",
+ " <td>46.2694</td>\n",
+ " <td>120.2575</td>\n",
+ " <td>6036.5851</td>\n",
+ " <td>2.6</td>\n",
+ " <td>0.0</td>\n",
+ " <td>test</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4</th>\n",
+ " <td>3341</td>\n",
+ " <td>Germany</td>\n",
+ " <td>EUR</td>\n",
+ " <td>cool_moist</td>\n",
+ " <td>6.874554</td>\n",
+ " <td>51.862000</td>\n",
+ " <td>45.0</td>\n",
+ " <td>8</td>\n",
+ " <td>background</td>\n",
+ " <td>rural</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>18.5</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>15.2</td>\n",
+ " <td>9.8</td>\n",
+ " <td>55.4</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>2.954</td>\n",
+ " <td>0.0</td>\n",
+ " <td>2.209770</td>\n",
+ " <td>7.99</td>\n",
+ " <td>3566</td>\n",
+ " <td>3569</td>\n",
+ " <td>12635</td>\n",
+ " <td>48</td>\n",
+ " <td>24.14</td>\n",
+ " <td>58</td>\n",
+ " <td>21.4072</td>\n",
+ " <td>26.1913</td>\n",
+ " <td>16.1860</td>\n",
+ " <td>20.5503</td>\n",
+ " <td>9.2702</td>\n",
+ " <td>30.4239</td>\n",
+ " <td>40.6623</td>\n",
+ " <td>58.4082</td>\n",
+ " <td>53.9564</td>\n",
+ " <td>31.0051</td>\n",
+ " <td>50.6809</td>\n",
+ " <td>203.4584</td>\n",
+ " <td>9045.4745</td>\n",
+ " <td>6.8</td>\n",
+ " <td>1.2</td>\n",
+ " <td>train</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " id country htap_region climatic_zone lon lat alt \\\n",
+ "0 3336 Germany EUR cool_moist 8.308210 54.924970 12.0 \n",
+ "1 3338 Germany EUR cool_moist 12.725280 54.436670 1.0 \n",
+ "2 3339 Germany EUR cool_moist 6.093923 50.754704 205.0 \n",
+ "3 3340 Germany EUR cool_moist 8.548389 52.023169 102.0 \n",
+ "4 3341 Germany EUR cool_moist 6.874554 51.862000 45.0 \n",
+ "\n",
+ " relative_alt type type_of_area water_25km \\\n",
+ "0 3 background rural 86.1 \n",
+ "1 1 background rural 55.7 \n",
+ "2 66 background urban 0.0 \n",
+ "3 29 background urban 0.0 \n",
+ "4 8 background rural 0.0 \n",
+ "\n",
+ " evergreen_needleleaf_forest_25km evergreen_broadleaf_forest_25km \\\n",
+ "0 0.0 0.0 \n",
+ "1 1.2 0.0 \n",
+ "2 1.9 0.0 \n",
+ "3 0.0 0.0 \n",
+ "4 0.0 0.0 \n",
+ "\n",
+ " deciduous_needleleaf_forest_25km deciduous_broadleaf_forest_25km \\\n",
+ "0 0.0 0.0 \n",
+ "1 0.0 0.0 \n",
+ "2 0.0 0.0 \n",
+ "3 0.0 0.0 \n",
+ "4 0.0 0.0 \n",
+ "\n",
+ " mixed_forest_25km closed_shrublands_25km open_shrublands_25km \\\n",
+ "0 0.0 0.0 0.0 \n",
+ "1 8.7 0.0 0.0 \n",
+ "2 32.8 0.0 0.0 \n",
+ "3 11.4 0.0 0.0 \n",
+ "4 18.5 0.0 0.0 \n",
+ "\n",
+ " woody_savannas_25km savannas_25km grasslands_25km \\\n",
+ "0 0.0 0.0 4.8 \n",
+ "1 0.0 0.0 2.2 \n",
+ "2 0.0 0.0 3.5 \n",
+ "3 0.0 0.0 0.0 \n",
+ "4 0.0 0.0 0.0 \n",
+ "\n",
+ " permanent_wetlands_25km croplands_25km urban_and_built-up_25km \\\n",
+ "0 1.8 4.6 0.0 \n",
+ "1 2.3 20.5 0.0 \n",
+ "2 0.0 15.9 16.5 \n",
+ "3 0.0 38.6 16.4 \n",
+ "4 0.0 15.2 9.8 \n",
+ "\n",
+ " cropland-natural_vegetation_mosaic_25km snow_and_ice_25km \\\n",
+ "0 1.1 0.0 \n",
+ "1 8.3 0.0 \n",
+ "2 29.2 0.0 \n",
+ "3 32.5 0.0 \n",
+ "4 55.4 0.0 \n",
+ "\n",
+ " barren_or_sparsely_vegetated_25km wheat_production rice_production \\\n",
+ "0 0.0 0.000 0.0 \n",
+ "1 0.0 1.380 0.0 \n",
+ "2 0.0 0.959 0.0 \n",
+ "3 0.0 2.332 0.0 \n",
+ "4 0.0 2.954 0.0 \n",
+ "\n",
+ " nox_emissions no2_column population_density max_population_density_5km \\\n",
+ "0 0.672115 2.27 953 953 \n",
+ "1 0.093612 2.31 349 386 \n",
+ "2 4.941520 7.06 14514 20125 \n",
+ "3 14.142200 5.23 16176 16191 \n",
+ "4 2.209770 7.99 3566 3569 \n",
+ "\n",
+ " max_population_density_25km nightlight_1km nightlight_5km \\\n",
+ "0 1017 46 20.73 \n",
+ "1 6619 9 6.38 \n",
+ "2 26839 48 46.87 \n",
+ "3 16191 60 54.30 \n",
+ "4 12635 48 24.14 \n",
+ "\n",
+ " max_nightlight_25km o3_average_values o3_daytime_avg o3_nighttime_avg \\\n",
+ "0 56 33.4050 34.7121 32.1032 \n",
+ "1 60 29.8555 32.2933 27.3245 \n",
+ "2 62 23.8597 28.0062 19.3949 \n",
+ "3 62 20.3253 23.9555 16.3471 \n",
+ "4 58 21.4072 26.1913 16.1860 \n",
+ "\n",
+ " o3_median o3_perc25 o3_perc75 o3_perc90 o3_perc98 o3_dma8eu \\\n",
+ "0 35.3825 25.9166 41.2871 46.4399 54.8468 53.5738 \n",
+ "1 30.2799 21.9242 37.6381 44.0575 53.7778 51.3996 \n",
+ "2 23.8515 13.9652 32.0123 41.1803 58.4009 54.9030 \n",
+ "3 19.8611 8.9930 29.0232 38.1730 53.5109 50.1112 \n",
+ "4 20.5503 9.2702 30.4239 40.6623 58.4082 53.9564 \n",
+ "\n",
+ " o3_avgdma8epax o3_drmdmax1h o3_w90 o3_aot40 o3_nvgt070 o3_nvgt100 \\\n",
+ "0 38.8078 50.7704 86.1266 10197.4742 2.0 0.0 \n",
+ "1 35.8313 48.3935 69.0987 7573.2222 1.0 0.0 \n",
+ "2 32.6169 49.8276 154.1263 8655.4730 5.4 1.0 \n",
+ "3 28.6179 46.2694 120.2575 6036.5851 2.6 0.0 \n",
+ "4 31.0051 50.6809 203.4584 9045.4745 6.8 1.2 \n",
+ "\n",
+ " dataset \n",
+ "0 test \n",
+ "1 train \n",
+ "2 train \n",
+ "3 test \n",
+ "4 train "
+ ]
+ },
+ "execution_count": 2,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "dataset = pd.read_csv(resources_dir + AQbench_dataset_file)\n",
+ "dataset.head()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "To get some informations about the different variables, the following table will help you. The first column \"column name\" contains all variables, you have seen before. They are descibed by all other columns. Example: \"input_target\" shows you, if the varibale is meta data (input) or a metric (target)."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<style scoped>\n",
+ " .dataframe tbody tr th:only-of-type {\n",
+ " vertical-align: middle;\n",
+ " }\n",
+ "\n",
+ " .dataframe tbody tr th {\n",
+ " vertical-align: top;\n",
+ " }\n",
+ "\n",
+ " .dataframe thead th {\n",
+ " text-align: right;\n",
+ " }\n",
+ "</style>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>column_name</th>\n",
+ " <th>description</th>\n",
+ " <th>categorical_continuous</th>\n",
+ " <th>input_target</th>\n",
+ " <th>unit</th>\n",
+ " <th>data_type</th>\n",
+ " <th>fill_value</th>\n",
+ " <th>preparation</th>\n",
+ " <th>sanity_check</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>id</td>\n",
+ " <td>Station ID</td>\n",
+ " <td>categorical</td>\n",
+ " <td>index</td>\n",
+ " <td>-</td>\n",
+ " <td>int</td>\n",
+ " <td>NaN</td>\n",
+ " <td>None</td>\n",
+ " <td>x >= 0. and x <= 100000.</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>country</td>\n",
+ " <td>Country</td>\n",
+ " <td>categorical</td>\n",
+ " <td>input</td>\n",
+ " <td>-</td>\n",
+ " <td>str</td>\n",
+ " <td>NaN</td>\n",
+ " <td>one-hot</td>\n",
+ " <td>len(x) >= 1 and len(x) <=30</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2</th>\n",
+ " <td>htap_region</td>\n",
+ " <td>HTAP region</td>\n",
+ " <td>categorical</td>\n",
+ " <td>input</td>\n",
+ " <td>-</td>\n",
+ " <td>str</td>\n",
+ " <td>unknown</td>\n",
+ " <td>one-hot</td>\n",
+ " <td>len(x) == 3</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3</th>\n",
+ " <td>climatic_zone</td>\n",
+ " <td>Climatic zone</td>\n",
+ " <td>categorical</td>\n",
+ " <td>input</td>\n",
+ " <td>-</td>\n",
+ " <td>str</td>\n",
+ " <td>unknown</td>\n",
+ " <td>one-hot</td>\n",
+ " <td>len(x) >= 1 and len(x) <=30</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4</th>\n",
+ " <td>lon</td>\n",
+ " <td>Longitude</td>\n",
+ " <td>continuous</td>\n",
+ " <td>input</td>\n",
+ " <td>deg</td>\n",
+ " <td>float</td>\n",
+ " <td>-999</td>\n",
+ " <td>circular</td>\n",
+ " <td>(country == 'Germany' and x >= 5. and x <= 17....</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>5</th>\n",
+ " <td>lat</td>\n",
+ " <td>Latitude</td>\n",
+ " <td>continuous</td>\n",
+ " <td>input</td>\n",
+ " <td>deg</td>\n",
+ " <td>float</td>\n",
+ " <td>-999</td>\n",
+ " <td>scale</td>\n",
+ " <td>(country == 'Japan' and x >= 19. and x <= 47.)...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>6</th>\n",
+ " <td>alt</td>\n",
+ " <td>Altitude</td>\n",
+ " <td>continuous</td>\n",
+ " <td>input</td>\n",
+ " <td>m</td>\n",
+ " <td>float</td>\n",
+ " <td>-999</td>\n",
+ " <td>scale</td>\n",
+ " <td>x >= -450. and x <= 9000.</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>7</th>\n",
+ " <td>relative_alt</td>\n",
+ " <td>Relative altitude</td>\n",
+ " <td>continuous</td>\n",
+ " <td>input</td>\n",
+ " <td>m</td>\n",
+ " <td>float</td>\n",
+ " <td>-999</td>\n",
+ " <td>scale</td>\n",
+ " <td>x >= -2000. and x <= 2000.</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>8</th>\n",
+ " <td>type</td>\n",
+ " <td>Type</td>\n",
+ " <td>categorical</td>\n",
+ " <td>input</td>\n",
+ " <td>-</td>\n",
+ " <td>str</td>\n",
+ " <td>NaN</td>\n",
+ " <td>one-hot</td>\n",
+ " <td>len(x) >= 1 and len(x) <=30</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>9</th>\n",
+ " <td>type_of_area</td>\n",
+ " <td>Type of area</td>\n",
+ " <td>categorical</td>\n",
+ " <td>input</td>\n",
+ " <td>-</td>\n",
+ " <td>str</td>\n",
+ " <td>NaN</td>\n",
+ " <td>one-hot</td>\n",
+ " <td>len(x) >= 1 and len(x) <=30</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>10</th>\n",
+ " <td>water_25km</td>\n",
+ " <td>Water in 25km area</td>\n",
+ " <td>continuous</td>\n",
+ " <td>input</td>\n",
+ " <td>%</td>\n",
+ " <td>float</td>\n",
+ " <td>-999</td>\n",
+ " <td>scale</td>\n",
+ " <td>x >= 0. and x <= 100.</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>11</th>\n",
+ " <td>evergreen_needleleaf_forest_25km</td>\n",
+ " <td>Evergreen needleleaf forest in 25km area</td>\n",
+ " <td>continuous</td>\n",
+ " <td>input</td>\n",
+ " <td>%</td>\n",
+ " <td>float</td>\n",
+ " <td>-999</td>\n",
+ " <td>scale</td>\n",
+ " <td>x >= 0. and x <= 100.</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>12</th>\n",
+ " <td>evergreen_broadleaf_forest_25km</td>\n",
+ " <td>Evergreen broadleaf forest in 25km area</td>\n",
+ " <td>continuous</td>\n",
+ " <td>input</td>\n",
+ " <td>%</td>\n",
+ " <td>float</td>\n",
+ " <td>-999</td>\n",
+ " <td>scale</td>\n",
+ " <td>x >= 0. and x <= 100.</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>13</th>\n",
+ " <td>deciduous_needleleaf_forest_25km</td>\n",
+ " <td>Deciduous needleleaf forest in 25km area</td>\n",
+ " <td>continuous</td>\n",
+ " <td>input</td>\n",
+ " <td>%</td>\n",
+ " <td>float</td>\n",
+ " <td>-999</td>\n",
+ " <td>scale</td>\n",
+ " <td>x >= 0. and x <= 100.</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>14</th>\n",
+ " <td>deciduous_broadleaf_forest_25km</td>\n",
+ " <td>Deciduous broadleaf forest in 25km area</td>\n",
+ " <td>continuous</td>\n",
+ " <td>input</td>\n",
+ " <td>%</td>\n",
+ " <td>float</td>\n",
+ " <td>-999</td>\n",
+ " <td>scale</td>\n",
+ " <td>x >= 0. and x <= 100.</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>15</th>\n",
+ " <td>mixed_forest_25km</td>\n",
+ " <td>Mixed forest in 25km area</td>\n",
+ " <td>continuous</td>\n",
+ " <td>input</td>\n",
+ " <td>%</td>\n",
+ " <td>float</td>\n",
+ " <td>-999</td>\n",
+ " <td>scale</td>\n",
+ " <td>x >= 0. and x <= 100.</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>16</th>\n",
+ " <td>closed_shrublands_25km</td>\n",
+ " <td>Closed shrublands in 25km area</td>\n",
+ " <td>continuous</td>\n",
+ " <td>input</td>\n",
+ " <td>%</td>\n",
+ " <td>float</td>\n",
+ " <td>-999</td>\n",
+ " <td>scale</td>\n",
+ " <td>x >= 0. and x <= 100.</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>17</th>\n",
+ " <td>open_shrublands_25km</td>\n",
+ " <td>Open shrublands in 25km area</td>\n",
+ " <td>continuous</td>\n",
+ " <td>input</td>\n",
+ " <td>%</td>\n",
+ " <td>float</td>\n",
+ " <td>-999</td>\n",
+ " <td>scale</td>\n",
+ " <td>x >= 0. and x <= 100.</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>18</th>\n",
+ " <td>woody_savannas_25km</td>\n",
+ " <td>Woody savannas in 25km area</td>\n",
+ " <td>continuous</td>\n",
+ " <td>input</td>\n",
+ " <td>%</td>\n",
+ " <td>float</td>\n",
+ " <td>-999</td>\n",
+ " <td>scale</td>\n",
+ " <td>x >= 0. and x <= 100.</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>19</th>\n",
+ " <td>savannas_25km</td>\n",
+ " <td>Savannas in 25km area</td>\n",
+ " <td>continuous</td>\n",
+ " <td>input</td>\n",
+ " <td>%</td>\n",
+ " <td>float</td>\n",
+ " <td>-999</td>\n",
+ " <td>scale</td>\n",
+ " <td>x >= 0. and x <= 100.</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>20</th>\n",
+ " <td>grasslands_25km</td>\n",
+ " <td>Grasslands in 25km area</td>\n",
+ " <td>continuous</td>\n",
+ " <td>input</td>\n",
+ " <td>%</td>\n",
+ " <td>float</td>\n",
+ " <td>-999</td>\n",
+ " <td>scale</td>\n",
+ " <td>x >= 0. and x <= 100.</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>21</th>\n",
+ " <td>permanent_wetlands_25km</td>\n",
+ " <td>Permanent wetlands in 25km area</td>\n",
+ " <td>continuous</td>\n",
+ " <td>input</td>\n",
+ " <td>%</td>\n",
+ " <td>float</td>\n",
+ " <td>-999</td>\n",
+ " <td>scale</td>\n",
+ " <td>x >= 0. and x <= 100.</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>22</th>\n",
+ " <td>croplands_25km</td>\n",
+ " <td>Croplands in 25km area</td>\n",
+ " <td>continuous</td>\n",
+ " <td>input</td>\n",
+ " <td>%</td>\n",
+ " <td>float</td>\n",
+ " <td>-999</td>\n",
+ " <td>scale</td>\n",
+ " <td>x >= 0. and x <= 100.</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>23</th>\n",
+ " <td>urban_and_built-up_25km</td>\n",
+ " <td>Urban And Built-Up in 25km area</td>\n",
+ " <td>continuous</td>\n",
+ " <td>input</td>\n",
+ " <td>%</td>\n",
+ " <td>float</td>\n",
+ " <td>-999</td>\n",
+ " <td>scale</td>\n",
+ " <td>x >= 0. and x <= 100.</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>24</th>\n",
+ " <td>cropland-natural_vegetation_mosaic_25km</td>\n",
+ " <td>Cropland / Natural vegetation mosaic in 25km area</td>\n",
+ " <td>continuous</td>\n",
+ " <td>input</td>\n",
+ " <td>%</td>\n",
+ " <td>float</td>\n",
+ " <td>-999</td>\n",
+ " <td>scale</td>\n",
+ " <td>x >= 0. and x <= 100.</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>25</th>\n",
+ " <td>snow_and_ice_25km</td>\n",
+ " <td>Snow and ice in 25km area</td>\n",
+ " <td>continuous</td>\n",
+ " <td>input</td>\n",
+ " <td>%</td>\n",
+ " <td>float</td>\n",
+ " <td>-999</td>\n",
+ " <td>scale</td>\n",
+ " <td>x >= 0. and x <= 100.</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>26</th>\n",
+ " <td>barren_or_sparsely_vegetated_25km</td>\n",
+ " <td>Barren or sparsely vegetated in 25km area</td>\n",
+ " <td>continuous</td>\n",
+ " <td>input</td>\n",
+ " <td>%</td>\n",
+ " <td>float</td>\n",
+ " <td>-999</td>\n",
+ " <td>scale</td>\n",
+ " <td>x >= 0. and x <= 100.</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>27</th>\n",
+ " <td>wheat_production</td>\n",
+ " <td>Wheat production</td>\n",
+ " <td>continuous</td>\n",
+ " <td>input</td>\n",
+ " <td>1000 tons</td>\n",
+ " <td>float</td>\n",
+ " <td>-999</td>\n",
+ " <td>scale</td>\n",
+ " <td>x >= 0. and x <= 50.</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>28</th>\n",
+ " <td>rice_production</td>\n",
+ " <td>Rice production</td>\n",
+ " <td>continuous</td>\n",
+ " <td>input</td>\n",
+ " <td>1000 tons</td>\n",
+ " <td>float</td>\n",
+ " <td>-999</td>\n",
+ " <td>scale</td>\n",
+ " <td>x >= 0. and x <= 50.</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>29</th>\n",
+ " <td>nox_emissions</td>\n",
+ " <td>NOx emissions</td>\n",
+ " <td>continuous</td>\n",
+ " <td>input</td>\n",
+ " <td>g m-2 y-1</td>\n",
+ " <td>float</td>\n",
+ " <td>-999</td>\n",
+ " <td>scale</td>\n",
+ " <td>x >= 0. and x <= 1500.</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>30</th>\n",
+ " <td>no2_column</td>\n",
+ " <td>NO2 column</td>\n",
+ " <td>continuous</td>\n",
+ " <td>input</td>\n",
+ " <td>10^5 molec cm-2</td>\n",
+ " <td>float</td>\n",
+ " <td>-999</td>\n",
+ " <td>scale</td>\n",
+ " <td>x >= 0. and x <= 400.</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>31</th>\n",
+ " <td>population_density</td>\n",
+ " <td>Population density</td>\n",
+ " <td>continuous</td>\n",
+ " <td>input</td>\n",
+ " <td>person km-2</td>\n",
+ " <td>float</td>\n",
+ " <td>-999</td>\n",
+ " <td>scale</td>\n",
+ " <td>x >= 0. and x <= 1000000.</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>32</th>\n",
+ " <td>max_population_density_5km</td>\n",
+ " <td>Max population density 5km</td>\n",
+ " <td>continuous</td>\n",
+ " <td>input</td>\n",
+ " <td>person km-2</td>\n",
+ " <td>float</td>\n",
+ " <td>-999</td>\n",
+ " <td>scale</td>\n",
+ " <td>x >= 0. and x <= 1000000.</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>33</th>\n",
+ " <td>max_population_density_25km</td>\n",
+ " <td>Max population density 25km</td>\n",
+ " <td>continuous</td>\n",
+ " <td>input</td>\n",
+ " <td>person km-2</td>\n",
+ " <td>float</td>\n",
+ " <td>-999</td>\n",
+ " <td>scale</td>\n",
+ " <td>x >= 0. and x <= 1000000.</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>34</th>\n",
+ " <td>nightlight_1km</td>\n",
+ " <td>Nightlight 1km</td>\n",
+ " <td>continuous</td>\n",
+ " <td>input</td>\n",
+ " <td>-</td>\n",
+ " <td>float</td>\n",
+ " <td>-999</td>\n",
+ " <td>scale</td>\n",
+ " <td>x >= 0. and x <= 100.</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>35</th>\n",
+ " <td>nightlight_5km</td>\n",
+ " <td>Nightlight 5km</td>\n",
+ " <td>continuous</td>\n",
+ " <td>input</td>\n",
+ " <td>-</td>\n",
+ " <td>float</td>\n",
+ " <td>-999</td>\n",
+ " <td>scale</td>\n",
+ " <td>x >= 0. and x <= 100.</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>36</th>\n",
+ " <td>max_nightlight_25km</td>\n",
+ " <td>Max nightlight 25km</td>\n",
+ " <td>continuous</td>\n",
+ " <td>input</td>\n",
+ " <td>-</td>\n",
+ " <td>float</td>\n",
+ " <td>-999</td>\n",
+ " <td>scale</td>\n",
+ " <td>x >= 0. and x <= 100.</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>37</th>\n",
+ " <td>o3_average_values</td>\n",
+ " <td>Ozone average values</td>\n",
+ " <td>continuous</td>\n",
+ " <td>target</td>\n",
+ " <td>ppb</td>\n",
+ " <td>float</td>\n",
+ " <td>-999</td>\n",
+ " <td>scale</td>\n",
+ " <td>x >= 0. and x <= 80.</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>38</th>\n",
+ " <td>o3_daytime_avg</td>\n",
+ " <td>Ozone daytime avg</td>\n",
+ " <td>continuous</td>\n",
+ " <td>target</td>\n",
+ " <td>ppb</td>\n",
+ " <td>float</td>\n",
+ " <td>-999</td>\n",
+ " <td>scale</td>\n",
+ " <td>x >= 0. and x <= 80.</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>39</th>\n",
+ " <td>o3_nighttime_avg</td>\n",
+ " <td>Ozone nighttime avg</td>\n",
+ " <td>continuous</td>\n",
+ " <td>target</td>\n",
+ " <td>ppb</td>\n",
+ " <td>float</td>\n",
+ " <td>-999</td>\n",
+ " <td>scale</td>\n",
+ " <td>x >= 0. and x <= 65.</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>40</th>\n",
+ " <td>o3_median</td>\n",
+ " <td>Ozone mediam</td>\n",
+ " <td>continuous</td>\n",
+ " <td>target</td>\n",
+ " <td>ppb</td>\n",
+ " <td>float</td>\n",
+ " <td>-999</td>\n",
+ " <td>scale</td>\n",
+ " <td>x >= 0. and x <= 65.</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>41</th>\n",
+ " <td>o3_perc25</td>\n",
+ " <td>Ozone 25% percentile</td>\n",
+ " <td>continuous</td>\n",
+ " <td>target</td>\n",
+ " <td>ppb</td>\n",
+ " <td>float</td>\n",
+ " <td>-999</td>\n",
+ " <td>scale</td>\n",
+ " <td>x >= 0. and x <= 60.</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>42</th>\n",
+ " <td>o3_perc75</td>\n",
+ " <td>Ozone 75% percentile</td>\n",
+ " <td>continuous</td>\n",
+ " <td>target</td>\n",
+ " <td>ppb</td>\n",
+ " <td>float</td>\n",
+ " <td>-999</td>\n",
+ " <td>scale</td>\n",
+ " <td>x >= 0. and x <= 80.</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>43</th>\n",
+ " <td>o3_perc90</td>\n",
+ " <td>Ozone 90% percentile</td>\n",
+ " <td>continuous</td>\n",
+ " <td>target</td>\n",
+ " <td>ppb</td>\n",
+ " <td>float</td>\n",
+ " <td>-999</td>\n",
+ " <td>scale</td>\n",
+ " <td>x >= 0. and x <= 90.</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>44</th>\n",
+ " <td>o3_perc98</td>\n",
+ " <td>Ozone 98% percentile</td>\n",
+ " <td>continuous</td>\n",
+ " <td>target</td>\n",
+ " <td>ppb</td>\n",
+ " <td>float</td>\n",
+ " <td>-999</td>\n",
+ " <td>scale</td>\n",
+ " <td>x >= 0. and x <= 140.</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>45</th>\n",
+ " <td>o3_dma8eu</td>\n",
+ " <td>Ozone dma8eu</td>\n",
+ " <td>continuous</td>\n",
+ " <td>target</td>\n",
+ " <td>-</td>\n",
+ " <td>float</td>\n",
+ " <td>-999</td>\n",
+ " <td>scale</td>\n",
+ " <td>x >= 0. and x <= 130.</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>46</th>\n",
+ " <td>o3_avgdma8epax</td>\n",
+ " <td>Ozone avgdma8epax</td>\n",
+ " <td>continuous</td>\n",
+ " <td>target</td>\n",
+ " <td>-</td>\n",
+ " <td>float</td>\n",
+ " <td>-999</td>\n",
+ " <td>scale</td>\n",
+ " <td>x >= 0. and x <= 80.</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>47</th>\n",
+ " <td>o3_drmdmax1h</td>\n",
+ " <td>Ozone drmdmax1h</td>\n",
+ " <td>continuous</td>\n",
+ " <td>target</td>\n",
+ " <td>-</td>\n",
+ " <td>float</td>\n",
+ " <td>-999</td>\n",
+ " <td>scale</td>\n",
+ " <td>x >= 0. and x <= 130.</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>48</th>\n",
+ " <td>o3_w90</td>\n",
+ " <td>Ozone w90</td>\n",
+ " <td>continuous</td>\n",
+ " <td>target</td>\n",
+ " <td>-</td>\n",
+ " <td>float</td>\n",
+ " <td>-999</td>\n",
+ " <td>scale</td>\n",
+ " <td>x >= 0. and x <= 700.</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>49</th>\n",
+ " <td>o3_aot40</td>\n",
+ " <td>Ozone aot40</td>\n",
+ " <td>continuous</td>\n",
+ " <td>target</td>\n",
+ " <td>-</td>\n",
+ " <td>float</td>\n",
+ " <td>-999</td>\n",
+ " <td>scale</td>\n",
+ " <td>x >= 0. and x <= 86916.</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>50</th>\n",
+ " <td>o3_nvgt070</td>\n",
+ " <td>Ozone nvgt070</td>\n",
+ " <td>continuous</td>\n",
+ " <td>target</td>\n",
+ " <td>-</td>\n",
+ " <td>float</td>\n",
+ " <td>-999</td>\n",
+ " <td>scale</td>\n",
+ " <td>x >= 0. and x <= 120.</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>51</th>\n",
+ " <td>o3_nvgt100</td>\n",
+ " <td>Ozone nvgt100</td>\n",
+ " <td>continuous</td>\n",
+ " <td>target</td>\n",
+ " <td>-</td>\n",
+ " <td>float</td>\n",
+ " <td>-999</td>\n",
+ " <td>scale</td>\n",
+ " <td>x >= 0. and x <= 80.</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>52</th>\n",
+ " <td>dataset</td>\n",
+ " <td>Data Set (train, val, test)</td>\n",
+ " <td>categorical</td>\n",
+ " <td>dataset</td>\n",
+ " <td>-</td>\n",
+ " <td>str</td>\n",
+ " <td>NaN</td>\n",
+ " <td>None</td>\n",
+ " <td>len(x) >= 1 and len(x) <=5</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " column_name \\\n",
+ "0 id \n",
+ "1 country \n",
+ "2 htap_region \n",
+ "3 climatic_zone \n",
+ "4 lon \n",
+ "5 lat \n",
+ "6 alt \n",
+ "7 relative_alt \n",
+ "8 type \n",
+ "9 type_of_area \n",
+ "10 water_25km \n",
+ "11 evergreen_needleleaf_forest_25km \n",
+ "12 evergreen_broadleaf_forest_25km \n",
+ "13 deciduous_needleleaf_forest_25km \n",
+ "14 deciduous_broadleaf_forest_25km \n",
+ "15 mixed_forest_25km \n",
+ "16 closed_shrublands_25km \n",
+ "17 open_shrublands_25km \n",
+ "18 woody_savannas_25km \n",
+ "19 savannas_25km \n",
+ "20 grasslands_25km \n",
+ "21 permanent_wetlands_25km \n",
+ "22 croplands_25km \n",
+ "23 urban_and_built-up_25km \n",
+ "24 cropland-natural_vegetation_mosaic_25km \n",
+ "25 snow_and_ice_25km \n",
+ "26 barren_or_sparsely_vegetated_25km \n",
+ "27 wheat_production \n",
+ "28 rice_production \n",
+ "29 nox_emissions \n",
+ "30 no2_column \n",
+ "31 population_density \n",
+ "32 max_population_density_5km \n",
+ "33 max_population_density_25km \n",
+ "34 nightlight_1km \n",
+ "35 nightlight_5km \n",
+ "36 max_nightlight_25km \n",
+ "37 o3_average_values \n",
+ "38 o3_daytime_avg \n",
+ "39 o3_nighttime_avg \n",
+ "40 o3_median \n",
+ "41 o3_perc25 \n",
+ "42 o3_perc75 \n",
+ "43 o3_perc90 \n",
+ "44 o3_perc98 \n",
+ "45 o3_dma8eu \n",
+ "46 o3_avgdma8epax \n",
+ "47 o3_drmdmax1h \n",
+ "48 o3_w90 \n",
+ "49 o3_aot40 \n",
+ "50 o3_nvgt070 \n",
+ "51 o3_nvgt100 \n",
+ "52 dataset \n",
+ "\n",
+ " description categorical_continuous \\\n",
+ "0 Station ID categorical \n",
+ "1 Country categorical \n",
+ "2 HTAP region categorical \n",
+ "3 Climatic zone categorical \n",
+ "4 Longitude continuous \n",
+ "5 Latitude continuous \n",
+ "6 Altitude continuous \n",
+ "7 Relative altitude continuous \n",
+ "8 Type categorical \n",
+ "9 Type of area categorical \n",
+ "10 Water in 25km area continuous \n",
+ "11 Evergreen needleleaf forest in 25km area continuous \n",
+ "12 Evergreen broadleaf forest in 25km area continuous \n",
+ "13 Deciduous needleleaf forest in 25km area continuous \n",
+ "14 Deciduous broadleaf forest in 25km area continuous \n",
+ "15 Mixed forest in 25km area continuous \n",
+ "16 Closed shrublands in 25km area continuous \n",
+ "17 Open shrublands in 25km area continuous \n",
+ "18 Woody savannas in 25km area continuous \n",
+ "19 Savannas in 25km area continuous \n",
+ "20 Grasslands in 25km area continuous \n",
+ "21 Permanent wetlands in 25km area continuous \n",
+ "22 Croplands in 25km area continuous \n",
+ "23 Urban And Built-Up in 25km area continuous \n",
+ "24 Cropland / Natural vegetation mosaic in 25km area continuous \n",
+ "25 Snow and ice in 25km area continuous \n",
+ "26 Barren or sparsely vegetated in 25km area continuous \n",
+ "27 Wheat production continuous \n",
+ "28 Rice production continuous \n",
+ "29 NOx emissions continuous \n",
+ "30 NO2 column continuous \n",
+ "31 Population density continuous \n",
+ "32 Max population density 5km continuous \n",
+ "33 Max population density 25km continuous \n",
+ "34 Nightlight 1km continuous \n",
+ "35 Nightlight 5km continuous \n",
+ "36 Max nightlight 25km continuous \n",
+ "37 Ozone average values continuous \n",
+ "38 Ozone daytime avg continuous \n",
+ "39 Ozone nighttime avg continuous \n",
+ "40 Ozone mediam continuous \n",
+ "41 Ozone 25% percentile continuous \n",
+ "42 Ozone 75% percentile continuous \n",
+ "43 Ozone 90% percentile continuous \n",
+ "44 Ozone 98% percentile continuous \n",
+ "45 Ozone dma8eu continuous \n",
+ "46 Ozone avgdma8epax continuous \n",
+ "47 Ozone drmdmax1h continuous \n",
+ "48 Ozone w90 continuous \n",
+ "49 Ozone aot40 continuous \n",
+ "50 Ozone nvgt070 continuous \n",
+ "51 Ozone nvgt100 continuous \n",
+ "52 Data Set (train, val, test) categorical \n",
+ "\n",
+ " input_target unit data_type fill_value preparation \\\n",
+ "0 index - int NaN None \n",
+ "1 input - str NaN one-hot \n",
+ "2 input - str unknown one-hot \n",
+ "3 input - str unknown one-hot \n",
+ "4 input deg float -999 circular \n",
+ "5 input deg float -999 scale \n",
+ "6 input m float -999 scale \n",
+ "7 input m float -999 scale \n",
+ "8 input - str NaN one-hot \n",
+ "9 input - str NaN one-hot \n",
+ "10 input % float -999 scale \n",
+ "11 input % float -999 scale \n",
+ "12 input % float -999 scale \n",
+ "13 input % float -999 scale \n",
+ "14 input % float -999 scale \n",
+ "15 input % float -999 scale \n",
+ "16 input % float -999 scale \n",
+ "17 input % float -999 scale \n",
+ "18 input % float -999 scale \n",
+ "19 input % float -999 scale \n",
+ "20 input % float -999 scale \n",
+ "21 input % float -999 scale \n",
+ "22 input % float -999 scale \n",
+ "23 input % float -999 scale \n",
+ "24 input % float -999 scale \n",
+ "25 input % float -999 scale \n",
+ "26 input % float -999 scale \n",
+ "27 input 1000 tons float -999 scale \n",
+ "28 input 1000 tons float -999 scale \n",
+ "29 input g m-2 y-1 float -999 scale \n",
+ "30 input 10^5 molec cm-2 float -999 scale \n",
+ "31 input person km-2 float -999 scale \n",
+ "32 input person km-2 float -999 scale \n",
+ "33 input person km-2 float -999 scale \n",
+ "34 input - float -999 scale \n",
+ "35 input - float -999 scale \n",
+ "36 input - float -999 scale \n",
+ "37 target ppb float -999 scale \n",
+ "38 target ppb float -999 scale \n",
+ "39 target ppb float -999 scale \n",
+ "40 target ppb float -999 scale \n",
+ "41 target ppb float -999 scale \n",
+ "42 target ppb float -999 scale \n",
+ "43 target ppb float -999 scale \n",
+ "44 target ppb float -999 scale \n",
+ "45 target - float -999 scale \n",
+ "46 target - float -999 scale \n",
+ "47 target - float -999 scale \n",
+ "48 target - float -999 scale \n",
+ "49 target - float -999 scale \n",
+ "50 target - float -999 scale \n",
+ "51 target - float -999 scale \n",
+ "52 dataset - str NaN None \n",
+ "\n",
+ " sanity_check \n",
+ "0 x >= 0. and x <= 100000. \n",
+ "1 len(x) >= 1 and len(x) <=30 \n",
+ "2 len(x) == 3 \n",
+ "3 len(x) >= 1 and len(x) <=30 \n",
+ "4 (country == 'Germany' and x >= 5. and x <= 17.... \n",
+ "5 (country == 'Japan' and x >= 19. and x <= 47.)... \n",
+ "6 x >= -450. and x <= 9000. \n",
+ "7 x >= -2000. and x <= 2000. \n",
+ "8 len(x) >= 1 and len(x) <=30 \n",
+ "9 len(x) >= 1 and len(x) <=30 \n",
+ "10 x >= 0. and x <= 100. \n",
+ "11 x >= 0. and x <= 100. \n",
+ "12 x >= 0. and x <= 100. \n",
+ "13 x >= 0. and x <= 100. \n",
+ "14 x >= 0. and x <= 100. \n",
+ "15 x >= 0. and x <= 100. \n",
+ "16 x >= 0. and x <= 100. \n",
+ "17 x >= 0. and x <= 100. \n",
+ "18 x >= 0. and x <= 100. \n",
+ "19 x >= 0. and x <= 100. \n",
+ "20 x >= 0. and x <= 100. \n",
+ "21 x >= 0. and x <= 100. \n",
+ "22 x >= 0. and x <= 100. \n",
+ "23 x >= 0. and x <= 100. \n",
+ "24 x >= 0. and x <= 100. \n",
+ "25 x >= 0. and x <= 100. \n",
+ "26 x >= 0. and x <= 100. \n",
+ "27 x >= 0. and x <= 50. \n",
+ "28 x >= 0. and x <= 50. \n",
+ "29 x >= 0. and x <= 1500. \n",
+ "30 x >= 0. and x <= 400. \n",
+ "31 x >= 0. and x <= 1000000. \n",
+ "32 x >= 0. and x <= 1000000. \n",
+ "33 x >= 0. and x <= 1000000. \n",
+ "34 x >= 0. and x <= 100. \n",
+ "35 x >= 0. and x <= 100. \n",
+ "36 x >= 0. and x <= 100. \n",
+ "37 x >= 0. and x <= 80. \n",
+ "38 x >= 0. and x <= 80. \n",
+ "39 x >= 0. and x <= 65. \n",
+ "40 x >= 0. and x <= 65. \n",
+ "41 x >= 0. and x <= 60. \n",
+ "42 x >= 0. and x <= 80. \n",
+ "43 x >= 0. and x <= 90. \n",
+ "44 x >= 0. and x <= 140. \n",
+ "45 x >= 0. and x <= 130. \n",
+ "46 x >= 0. and x <= 80. \n",
+ "47 x >= 0. and x <= 130. \n",
+ "48 x >= 0. and x <= 700. \n",
+ "49 x >= 0. and x <= 86916. \n",
+ "50 x >= 0. and x <= 120. \n",
+ "51 x >= 0. and x <= 80. \n",
+ "52 len(x) >= 1 and len(x) <=5 "
+ ]
+ },
+ "execution_count": 3,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "information = pd.read_csv(resources_dir + AQbench_variables_file)\n",
+ "information"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "If you like to get information about the variables' distributions, feel free to play around with the following widget. Just choose a variable and a plot, which describes the variable, will emerge automatically:"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "application/vnd.jupyter.widget-view+json": {
+ "model_id": "6bbd90aa62144f00a962690f805bfbf4",
+ "version_major": 2,
+ "version_minor": 0
+ },
+ "text/plain": [
+ "interactive(children=(Dropdown(description='variable:', options=('country', 'htap_region', 'climatic_zone', 'l…"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "text/plain": [
+ "<function __main__.plot_previs(column_name)>"
+ ]
+ },
+ "execution_count": 4,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "%matplotlib inline\n",
+ "\n",
+ "def plot_previs(column_name):\n",
+ " previs = PreVis(resources_dir + AQbench_dataset_file, output_dir, resources_dir)\n",
+ " previs.read_csv_to_df()\n",
+ " previs.vis(column_name)\n",
+ " plt.show()\n",
+ "\n",
+ "options = information[information['input_target'].isin(['input', 'target'])]['column_name'].to_list()\n",
+ "column_name = widgets.Dropdown(options=options, description='variable:')\n",
+ "widgets.interact(plot_previs, column_name=column_name)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "The data set has some missing values. Common machine learning algorithms cannot handle this so that rows with missing values will be dropped later. The following two plots (matrix and heatmap) will give you an overview of missing data:"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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+ "text/plain": [
+ "<Figure size 1800x720 with 2 Axes>"
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ },
+ {
+ "data": {
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\n",
+ "text/plain": [
+ "<Figure size 1440x864 with 2 Axes>"
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "%matplotlib inline\n",
+ "\n",
+ "premis = PreMis(resources_dir + AQbench_dataset_file, resources_dir + AQbench_variables_file, output_dir)\n",
+ "premis.fill_nan()\n",
+ "premis.missingno_matrix()\n",
+ "premis.missingno_heatmap()\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Preprocessing Data\n",
+ "\n",
+ "To use AQ-Bench meta data as input for ML algorithms, it must be preprocessed. Since basic ML algorithms cannot handle missing data, rows with missing values are erased completely (depending on the chosen target). The longitude is dropped, since this is a circular variable. Categorical meta data is one-hot encoded, which leads to 135 input features in total. Continuous meta data can be scaled - either with normalization or with robust scaling, which normalizes by a quantile range from 25% to 75% to avoid influence from outliers. Feel free to change the parameters of Data with the following widgets."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "application/vnd.jupyter.widget-view+json": {
+ "model_id": "6315c8624cbc4c2bb335d09fb0dc0f6e",
+ "version_major": 2,
+ "version_minor": 0
+ },
+ "text/plain": [
+ "interactive(children=(Dropdown(description='target', options=('o3_average_values', 'o3_daytime_avg', 'o3_night…"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "text/plain": [
+ "<function __main__.print_data(target, scaling, scale_target)>"
+ ]
+ },
+ "execution_count": 6,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "def print_data(target, scaling, scale_target):\n",
+ " data = Data(target=target, scaling=scaling, scale_target=scale_target)\n",
+ " display_html(data.data_yx.head())\n",
+ "\n",
+ "target = widgets.Dropdown(\n",
+ " options=information[information['input_target'] == 'target']['column_name'].to_list(),\n",
+ " values='o3_average_values', description='target')\n",
+ "scaling = widgets.RadioButtons(options=['robust', 'normalize', 'None'], value='robust', description='scaling')\n",
+ "scale_target = widgets.Checkbox(value=False, description='scale target')\n",
+ "widgets.interact(print_data, target=target, scaling=scaling, scale_target=scale_target)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Datasplit\n",
+ "\n",
+ "For the baseline experiments, you are going to perform later, the following data split will be used:"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "application/javascript": [
+ "/* Put everything inside the global mpl namespace */\n",
+ "/* global mpl */\n",
+ "window.mpl = {};\n",
+ "\n",
+ "mpl.get_websocket_type = function () {\n",
+ " if (typeof WebSocket !== 'undefined') {\n",
+ " return WebSocket;\n",
+ " } else if (typeof MozWebSocket !== 'undefined') {\n",
+ " return MozWebSocket;\n",
+ " } else {\n",
+ " alert(\n",
+ " 'Your browser does not have WebSocket support. ' +\n",
+ " 'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
+ " 'Firefox 4 and 5 are also supported but you ' +\n",
+ " 'have to enable WebSockets in about:config.'\n",
+ " );\n",
+ " }\n",
+ "};\n",
+ "\n",
+ "mpl.figure = function (figure_id, websocket, ondownload, parent_element) {\n",
+ " this.id = figure_id;\n",
+ "\n",
+ " this.ws = websocket;\n",
+ "\n",
+ " this.supports_binary = this.ws.binaryType !== undefined;\n",
+ "\n",
+ " if (!this.supports_binary) {\n",
+ " var warnings = document.getElementById('mpl-warnings');\n",
+ " if (warnings) {\n",
+ " warnings.style.display = 'block';\n",
+ " warnings.textContent =\n",
+ " 'This browser does not support binary websocket messages. ' +\n",
+ " 'Performance may be slow.';\n",
+ " }\n",
+ " }\n",
+ "\n",
+ " this.imageObj = new Image();\n",
+ "\n",
+ " this.context = undefined;\n",
+ " this.message = undefined;\n",
+ " this.canvas = undefined;\n",
+ " this.rubberband_canvas = undefined;\n",
+ " this.rubberband_context = undefined;\n",
+ " this.format_dropdown = undefined;\n",
+ "\n",
+ " this.image_mode = 'full';\n",
+ "\n",
+ " this.root = document.createElement('div');\n",
+ " this.root.setAttribute('style', 'display: inline-block');\n",
+ " this._root_extra_style(this.root);\n",
+ "\n",
+ " parent_element.appendChild(this.root);\n",
+ "\n",
+ " this._init_header(this);\n",
+ " this._init_canvas(this);\n",
+ " this._init_toolbar(this);\n",
+ "\n",
+ " var fig = this;\n",
+ "\n",
+ " this.waiting = false;\n",
+ "\n",
+ " this.ws.onopen = function () {\n",
+ " fig.send_message('supports_binary', { value: fig.supports_binary });\n",
+ " fig.send_message('send_image_mode', {});\n",
+ " if (fig.ratio !== 1) {\n",
+ " fig.send_message('set_dpi_ratio', { dpi_ratio: fig.ratio });\n",
+ " }\n",
+ " fig.send_message('refresh', {});\n",
+ " };\n",
+ "\n",
+ " this.imageObj.onload = function () {\n",
+ " if (fig.image_mode === 'full') {\n",
+ " // Full images could contain transparency (where diff images\n",
+ " // almost always do), so we need to clear the canvas so that\n",
+ " // there is no ghosting.\n",
+ " fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
+ " }\n",
+ " fig.context.drawImage(fig.imageObj, 0, 0);\n",
+ " };\n",
+ "\n",
+ " this.imageObj.onunload = function () {\n",
+ " fig.ws.close();\n",
+ " };\n",
+ "\n",
+ " this.ws.onmessage = this._make_on_message_function(this);\n",
+ "\n",
+ " this.ondownload = ondownload;\n",
+ "};\n",
+ "\n",
+ "mpl.figure.prototype._init_header = function () {\n",
+ " var titlebar = document.createElement('div');\n",
+ " titlebar.classList =\n",
+ " 'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n",
+ " var titletext = document.createElement('div');\n",
+ " titletext.classList = 'ui-dialog-title';\n",
+ " titletext.setAttribute(\n",
+ " 'style',\n",
+ " 'width: 100%; text-align: center; padding: 3px;'\n",
+ " );\n",
+ " titlebar.appendChild(titletext);\n",
+ " this.root.appendChild(titlebar);\n",
+ " this.header = titletext;\n",
+ "};\n",
+ "\n",
+ "mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n",
+ "\n",
+ "mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n",
+ "\n",
+ "mpl.figure.prototype._init_canvas = function () {\n",
+ " var fig = this;\n",
+ "\n",
+ " var canvas_div = (this.canvas_div = document.createElement('div'));\n",
+ " canvas_div.setAttribute(\n",
+ " 'style',\n",
+ " 'border: 1px solid #ddd;' +\n",
+ " 'box-sizing: content-box;' +\n",
+ " 'clear: both;' +\n",
+ " 'min-height: 1px;' +\n",
+ " 'min-width: 1px;' +\n",
+ " 'outline: 0;' +\n",
+ " 'overflow: hidden;' +\n",
+ " 'position: relative;' +\n",
+ " 'resize: both;'\n",
+ " );\n",
+ "\n",
+ " function on_keyboard_event_closure(name) {\n",
+ " return function (event) {\n",
+ " return fig.key_event(event, name);\n",
+ " };\n",
+ " }\n",
+ "\n",
+ " canvas_div.addEventListener(\n",
+ " 'keydown',\n",
+ " on_keyboard_event_closure('key_press')\n",
+ " );\n",
+ " canvas_div.addEventListener(\n",
+ " 'keyup',\n",
+ " on_keyboard_event_closure('key_release')\n",
+ " );\n",
+ "\n",
+ " this._canvas_extra_style(canvas_div);\n",
+ " this.root.appendChild(canvas_div);\n",
+ "\n",
+ " var canvas = (this.canvas = document.createElement('canvas'));\n",
+ " canvas.classList.add('mpl-canvas');\n",
+ " canvas.setAttribute('style', 'box-sizing: content-box;');\n",
+ "\n",
+ " this.context = canvas.getContext('2d');\n",
+ "\n",
+ " var backingStore =\n",
+ " this.context.backingStorePixelRatio ||\n",
+ " this.context.webkitBackingStorePixelRatio ||\n",
+ " this.context.mozBackingStorePixelRatio ||\n",
+ " this.context.msBackingStorePixelRatio ||\n",
+ " this.context.oBackingStorePixelRatio ||\n",
+ " this.context.backingStorePixelRatio ||\n",
+ " 1;\n",
+ "\n",
+ " this.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
+ " if (this.ratio !== 1) {\n",
+ " fig.send_message('set_dpi_ratio', { dpi_ratio: this.ratio });\n",
+ " }\n",
+ "\n",
+ " var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n",
+ " 'canvas'\n",
+ " ));\n",
+ " rubberband_canvas.setAttribute(\n",
+ " 'style',\n",
+ " 'box-sizing: content-box; position: absolute; left: 0; top: 0; z-index: 1;'\n",
+ " );\n",
+ "\n",
+ " var resizeObserver = new ResizeObserver(function (entries) {\n",
+ " var nentries = entries.length;\n",
+ " for (var i = 0; i < nentries; i++) {\n",
+ " var entry = entries[i];\n",
+ " var width, height;\n",
+ " if (entry.contentBoxSize) {\n",
+ " if (entry.contentBoxSize instanceof Array) {\n",
+ " // Chrome 84 implements new version of spec.\n",
+ " width = entry.contentBoxSize[0].inlineSize;\n",
+ " height = entry.contentBoxSize[0].blockSize;\n",
+ " } else {\n",
+ " // Firefox implements old version of spec.\n",
+ " width = entry.contentBoxSize.inlineSize;\n",
+ " height = entry.contentBoxSize.blockSize;\n",
+ " }\n",
+ " } else {\n",
+ " // Chrome <84 implements even older version of spec.\n",
+ " width = entry.contentRect.width;\n",
+ " height = entry.contentRect.height;\n",
+ " }\n",
+ "\n",
+ " // Keep the size of the canvas and rubber band canvas in sync with\n",
+ " // the canvas container.\n",
+ " if (entry.devicePixelContentBoxSize) {\n",
+ " // Chrome 84 implements new version of spec.\n",
+ " canvas.setAttribute(\n",
+ " 'width',\n",
+ " entry.devicePixelContentBoxSize[0].inlineSize\n",
+ " );\n",
+ " canvas.setAttribute(\n",
+ " 'height',\n",
+ " entry.devicePixelContentBoxSize[0].blockSize\n",
+ " );\n",
+ " } else {\n",
+ " canvas.setAttribute('width', width * fig.ratio);\n",
+ " canvas.setAttribute('height', height * fig.ratio);\n",
+ " }\n",
+ " canvas.setAttribute(\n",
+ " 'style',\n",
+ " 'width: ' + width + 'px; height: ' + height + 'px;'\n",
+ " );\n",
+ "\n",
+ " rubberband_canvas.setAttribute('width', width);\n",
+ " rubberband_canvas.setAttribute('height', height);\n",
+ "\n",
+ " // And update the size in Python. We ignore the initial 0/0 size\n",
+ " // that occurs as the element is placed into the DOM, which should\n",
+ " // otherwise not happen due to the minimum size styling.\n",
+ " if (width != 0 && height != 0) {\n",
+ " fig.request_resize(width, height);\n",
+ " }\n",
+ " }\n",
+ " });\n",
+ " resizeObserver.observe(canvas_div);\n",
+ "\n",
+ " function on_mouse_event_closure(name) {\n",
+ " return function (event) {\n",
+ " return fig.mouse_event(event, name);\n",
+ " };\n",
+ " }\n",
+ "\n",
+ " rubberband_canvas.addEventListener(\n",
+ " 'mousedown',\n",
+ " on_mouse_event_closure('button_press')\n",
+ " );\n",
+ " rubberband_canvas.addEventListener(\n",
+ " 'mouseup',\n",
+ " on_mouse_event_closure('button_release')\n",
+ " );\n",
+ " // Throttle sequential mouse events to 1 every 20ms.\n",
+ " rubberband_canvas.addEventListener(\n",
+ " 'mousemove',\n",
+ " on_mouse_event_closure('motion_notify')\n",
+ " );\n",
+ "\n",
+ " rubberband_canvas.addEventListener(\n",
+ " 'mouseenter',\n",
+ " on_mouse_event_closure('figure_enter')\n",
+ " );\n",
+ " rubberband_canvas.addEventListener(\n",
+ " 'mouseleave',\n",
+ " on_mouse_event_closure('figure_leave')\n",
+ " );\n",
+ "\n",
+ " canvas_div.addEventListener('wheel', function (event) {\n",
+ " if (event.deltaY < 0) {\n",
+ " event.step = 1;\n",
+ " } else {\n",
+ " event.step = -1;\n",
+ " }\n",
+ " on_mouse_event_closure('scroll')(event);\n",
+ " });\n",
+ "\n",
+ " canvas_div.appendChild(canvas);\n",
+ " canvas_div.appendChild(rubberband_canvas);\n",
+ "\n",
+ " this.rubberband_context = rubberband_canvas.getContext('2d');\n",
+ " this.rubberband_context.strokeStyle = '#000000';\n",
+ "\n",
+ " this._resize_canvas = function (width, height, forward) {\n",
+ " if (forward) {\n",
+ " canvas_div.style.width = width + 'px';\n",
+ " canvas_div.style.height = height + 'px';\n",
+ " }\n",
+ " };\n",
+ "\n",
+ " // Disable right mouse context menu.\n",
+ " this.rubberband_canvas.addEventListener('contextmenu', function (_e) {\n",
+ " event.preventDefault();\n",
+ " return false;\n",
+ " });\n",
+ "\n",
+ " function set_focus() {\n",
+ " canvas.focus();\n",
+ " canvas_div.focus();\n",
+ " }\n",
+ "\n",
+ " window.setTimeout(set_focus, 100);\n",
+ "};\n",
+ "\n",
+ "mpl.figure.prototype._init_toolbar = function () {\n",
+ " var fig = this;\n",
+ "\n",
+ " var toolbar = document.createElement('div');\n",
+ " toolbar.classList = 'mpl-toolbar';\n",
+ " this.root.appendChild(toolbar);\n",
+ "\n",
+ " function on_click_closure(name) {\n",
+ " return function (_event) {\n",
+ " return fig.toolbar_button_onclick(name);\n",
+ " };\n",
+ " }\n",
+ "\n",
+ " function on_mouseover_closure(tooltip) {\n",
+ " return function (event) {\n",
+ " if (!event.currentTarget.disabled) {\n",
+ " return fig.toolbar_button_onmouseover(tooltip);\n",
+ " }\n",
+ " };\n",
+ " }\n",
+ "\n",
+ " fig.buttons = {};\n",
+ " var buttonGroup = document.createElement('div');\n",
+ " buttonGroup.classList = 'mpl-button-group';\n",
+ " for (var toolbar_ind in mpl.toolbar_items) {\n",
+ " var name = mpl.toolbar_items[toolbar_ind][0];\n",
+ " var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+ " var image = mpl.toolbar_items[toolbar_ind][2];\n",
+ " var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+ "\n",
+ " if (!name) {\n",
+ " /* Instead of a spacer, we start a new button group. */\n",
+ " if (buttonGroup.hasChildNodes()) {\n",
+ " toolbar.appendChild(buttonGroup);\n",
+ " }\n",
+ " buttonGroup = document.createElement('div');\n",
+ " buttonGroup.classList = 'mpl-button-group';\n",
+ " continue;\n",
+ " }\n",
+ "\n",
+ " var button = (fig.buttons[name] = document.createElement('button'));\n",
+ " button.classList = 'mpl-widget';\n",
+ " button.setAttribute('role', 'button');\n",
+ " button.setAttribute('aria-disabled', 'false');\n",
+ " button.addEventListener('click', on_click_closure(method_name));\n",
+ " button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+ "\n",
+ " var icon_img = document.createElement('img');\n",
+ " icon_img.src = '_images/' + image + '.png';\n",
+ " icon_img.srcset = '_images/' + image + '_large.png 2x';\n",
+ " icon_img.alt = tooltip;\n",
+ " button.appendChild(icon_img);\n",
+ "\n",
+ " buttonGroup.appendChild(button);\n",
+ " }\n",
+ "\n",
+ " if (buttonGroup.hasChildNodes()) {\n",
+ " toolbar.appendChild(buttonGroup);\n",
+ " }\n",
+ "\n",
+ " var fmt_picker = document.createElement('select');\n",
+ " fmt_picker.classList = 'mpl-widget';\n",
+ " toolbar.appendChild(fmt_picker);\n",
+ " this.format_dropdown = fmt_picker;\n",
+ "\n",
+ " for (var ind in mpl.extensions) {\n",
+ " var fmt = mpl.extensions[ind];\n",
+ " var option = document.createElement('option');\n",
+ " option.selected = fmt === mpl.default_extension;\n",
+ " option.innerHTML = fmt;\n",
+ " fmt_picker.appendChild(option);\n",
+ " }\n",
+ "\n",
+ " var status_bar = document.createElement('span');\n",
+ " status_bar.classList = 'mpl-message';\n",
+ " toolbar.appendChild(status_bar);\n",
+ " this.message = status_bar;\n",
+ "};\n",
+ "\n",
+ "mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {\n",
+ " // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
+ " // which will in turn request a refresh of the image.\n",
+ " this.send_message('resize', { width: x_pixels, height: y_pixels });\n",
+ "};\n",
+ "\n",
+ "mpl.figure.prototype.send_message = function (type, properties) {\n",
+ " properties['type'] = type;\n",
+ " properties['figure_id'] = this.id;\n",
+ " this.ws.send(JSON.stringify(properties));\n",
+ "};\n",
+ "\n",
+ "mpl.figure.prototype.send_draw_message = function () {\n",
+ " if (!this.waiting) {\n",
+ " this.waiting = true;\n",
+ " this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));\n",
+ " }\n",
+ "};\n",
+ "\n",
+ "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+ " var format_dropdown = fig.format_dropdown;\n",
+ " var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
+ " fig.ondownload(fig, format);\n",
+ "};\n",
+ "\n",
+ "mpl.figure.prototype.handle_resize = function (fig, msg) {\n",
+ " var size = msg['size'];\n",
+ " if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {\n",
+ " fig._resize_canvas(size[0], size[1], msg['forward']);\n",
+ " fig.send_message('refresh', {});\n",
+ " }\n",
+ "};\n",
+ "\n",
+ "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n",
+ " var x0 = msg['x0'] / fig.ratio;\n",
+ " var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n",
+ " var x1 = msg['x1'] / fig.ratio;\n",
+ " var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;\n",
+ " x0 = Math.floor(x0) + 0.5;\n",
+ " y0 = Math.floor(y0) + 0.5;\n",
+ " x1 = Math.floor(x1) + 0.5;\n",
+ " y1 = Math.floor(y1) + 0.5;\n",
+ " var min_x = Math.min(x0, x1);\n",
+ " var min_y = Math.min(y0, y1);\n",
+ " var width = Math.abs(x1 - x0);\n",
+ " var height = Math.abs(y1 - y0);\n",
+ "\n",
+ " fig.rubberband_context.clearRect(\n",
+ " 0,\n",
+ " 0,\n",
+ " fig.canvas.width / fig.ratio,\n",
+ " fig.canvas.height / fig.ratio\n",
+ " );\n",
+ "\n",
+ " fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
+ "};\n",
+ "\n",
+ "mpl.figure.prototype.handle_figure_label = function (fig, msg) {\n",
+ " // Updates the figure title.\n",
+ " fig.header.textContent = msg['label'];\n",
+ "};\n",
+ "\n",
+ "mpl.figure.prototype.handle_cursor = function (fig, msg) {\n",
+ " var cursor = msg['cursor'];\n",
+ " switch (cursor) {\n",
+ " case 0:\n",
+ " cursor = 'pointer';\n",
+ " break;\n",
+ " case 1:\n",
+ " cursor = 'default';\n",
+ " break;\n",
+ " case 2:\n",
+ " cursor = 'crosshair';\n",
+ " break;\n",
+ " case 3:\n",
+ " cursor = 'move';\n",
+ " break;\n",
+ " }\n",
+ " fig.rubberband_canvas.style.cursor = cursor;\n",
+ "};\n",
+ "\n",
+ "mpl.figure.prototype.handle_message = function (fig, msg) {\n",
+ " fig.message.textContent = msg['message'];\n",
+ "};\n",
+ "\n",
+ "mpl.figure.prototype.handle_draw = function (fig, _msg) {\n",
+ " // Request the server to send over a new figure.\n",
+ " fig.send_draw_message();\n",
+ "};\n",
+ "\n",
+ "mpl.figure.prototype.handle_image_mode = function (fig, msg) {\n",
+ " fig.image_mode = msg['mode'];\n",
+ "};\n",
+ "\n",
+ "mpl.figure.prototype.handle_history_buttons = function (fig, msg) {\n",
+ " for (var key in msg) {\n",
+ " if (!(key in fig.buttons)) {\n",
+ " continue;\n",
+ " }\n",
+ " fig.buttons[key].disabled = !msg[key];\n",
+ " fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n",
+ " }\n",
+ "};\n",
+ "\n",
+ "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n",
+ " if (msg['mode'] === 'PAN') {\n",
+ " fig.buttons['Pan'].classList.add('active');\n",
+ " fig.buttons['Zoom'].classList.remove('active');\n",
+ " } else if (msg['mode'] === 'ZOOM') {\n",
+ " fig.buttons['Pan'].classList.remove('active');\n",
+ " fig.buttons['Zoom'].classList.add('active');\n",
+ " } else {\n",
+ " fig.buttons['Pan'].classList.remove('active');\n",
+ " fig.buttons['Zoom'].classList.remove('active');\n",
+ " }\n",
+ "};\n",
+ "\n",
+ "mpl.figure.prototype.updated_canvas_event = function () {\n",
+ " // Called whenever the canvas gets updated.\n",
+ " this.send_message('ack', {});\n",
+ "};\n",
+ "\n",
+ "// A function to construct a web socket function for onmessage handling.\n",
+ "// Called in the figure constructor.\n",
+ "mpl.figure.prototype._make_on_message_function = function (fig) {\n",
+ " return function socket_on_message(evt) {\n",
+ " if (evt.data instanceof Blob) {\n",
+ " /* FIXME: We get \"Resource interpreted as Image but\n",
+ " * transferred with MIME type text/plain:\" errors on\n",
+ " * Chrome. But how to set the MIME type? It doesn't seem\n",
+ " * to be part of the websocket stream */\n",
+ " evt.data.type = 'image/png';\n",
+ "\n",
+ " /* Free the memory for the previous frames */\n",
+ " if (fig.imageObj.src) {\n",
+ " (window.URL || window.webkitURL).revokeObjectURL(\n",
+ " fig.imageObj.src\n",
+ " );\n",
+ " }\n",
+ "\n",
+ " fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
+ " evt.data\n",
+ " );\n",
+ " fig.updated_canvas_event();\n",
+ " fig.waiting = false;\n",
+ " return;\n",
+ " } else if (\n",
+ " typeof evt.data === 'string' &&\n",
+ " evt.data.slice(0, 21) === 'data:image/png;base64'\n",
+ " ) {\n",
+ " fig.imageObj.src = evt.data;\n",
+ " fig.updated_canvas_event();\n",
+ " fig.waiting = false;\n",
+ " return;\n",
+ " }\n",
+ "\n",
+ " var msg = JSON.parse(evt.data);\n",
+ " var msg_type = msg['type'];\n",
+ "\n",
+ " // Call the \"handle_{type}\" callback, which takes\n",
+ " // the figure and JSON message as its only arguments.\n",
+ " try {\n",
+ " var callback = fig['handle_' + msg_type];\n",
+ " } catch (e) {\n",
+ " console.log(\n",
+ " \"No handler for the '\" + msg_type + \"' message type: \",\n",
+ " msg\n",
+ " );\n",
+ " return;\n",
+ " }\n",
+ "\n",
+ " if (callback) {\n",
+ " try {\n",
+ " // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
+ " callback(fig, msg);\n",
+ " } catch (e) {\n",
+ " console.log(\n",
+ " \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n",
+ " e,\n",
+ " e.stack,\n",
+ " msg\n",
+ " );\n",
+ " }\n",
+ " }\n",
+ " };\n",
+ "};\n",
+ "\n",
+ "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
+ "mpl.findpos = function (e) {\n",
+ " //this section is from http://www.quirksmode.org/js/events_properties.html\n",
+ " var targ;\n",
+ " if (!e) {\n",
+ " e = window.event;\n",
+ " }\n",
+ " if (e.target) {\n",
+ " targ = e.target;\n",
+ " } else if (e.srcElement) {\n",
+ " targ = e.srcElement;\n",
+ " }\n",
+ " if (targ.nodeType === 3) {\n",
+ " // defeat Safari bug\n",
+ " targ = targ.parentNode;\n",
+ " }\n",
+ "\n",
+ " // pageX,Y are the mouse positions relative to the document\n",
+ " var boundingRect = targ.getBoundingClientRect();\n",
+ " var x = e.pageX - (boundingRect.left + document.body.scrollLeft);\n",
+ " var y = e.pageY - (boundingRect.top + document.body.scrollTop);\n",
+ "\n",
+ " return { x: x, y: y };\n",
+ "};\n",
+ "\n",
+ "/*\n",
+ " * return a copy of an object with only non-object keys\n",
+ " * we need this to avoid circular references\n",
+ " * http://stackoverflow.com/a/24161582/3208463\n",
+ " */\n",
+ "function simpleKeys(original) {\n",
+ " return Object.keys(original).reduce(function (obj, key) {\n",
+ " if (typeof original[key] !== 'object') {\n",
+ " obj[key] = original[key];\n",
+ " }\n",
+ " return obj;\n",
+ " }, {});\n",
+ "}\n",
+ "\n",
+ "mpl.figure.prototype.mouse_event = function (event, name) {\n",
+ " var canvas_pos = mpl.findpos(event);\n",
+ "\n",
+ " if (name === 'button_press') {\n",
+ " this.canvas.focus();\n",
+ " this.canvas_div.focus();\n",
+ " }\n",
+ "\n",
+ " var x = canvas_pos.x * this.ratio;\n",
+ " var y = canvas_pos.y * this.ratio;\n",
+ "\n",
+ " this.send_message(name, {\n",
+ " x: x,\n",
+ " y: y,\n",
+ " button: event.button,\n",
+ " step: event.step,\n",
+ " guiEvent: simpleKeys(event),\n",
+ " });\n",
+ "\n",
+ " /* This prevents the web browser from automatically changing to\n",
+ " * the text insertion cursor when the button is pressed. We want\n",
+ " * to control all of the cursor setting manually through the\n",
+ " * 'cursor' event from matplotlib */\n",
+ " event.preventDefault();\n",
+ " return false;\n",
+ "};\n",
+ "\n",
+ "mpl.figure.prototype._key_event_extra = function (_event, _name) {\n",
+ " // Handle any extra behaviour associated with a key event\n",
+ "};\n",
+ "\n",
+ "mpl.figure.prototype.key_event = function (event, name) {\n",
+ " // Prevent repeat events\n",
+ " if (name === 'key_press') {\n",
+ " if (event.which === this._key) {\n",
+ " return;\n",
+ " } else {\n",
+ " this._key = event.which;\n",
+ " }\n",
+ " }\n",
+ " if (name === 'key_release') {\n",
+ " this._key = null;\n",
+ " }\n",
+ "\n",
+ " var value = '';\n",
+ " if (event.ctrlKey && event.which !== 17) {\n",
+ " value += 'ctrl+';\n",
+ " }\n",
+ " if (event.altKey && event.which !== 18) {\n",
+ " value += 'alt+';\n",
+ " }\n",
+ " if (event.shiftKey && event.which !== 16) {\n",
+ " value += 'shift+';\n",
+ " }\n",
+ "\n",
+ " value += 'k';\n",
+ " value += event.which.toString();\n",
+ "\n",
+ " this._key_event_extra(event, name);\n",
+ "\n",
+ " this.send_message(name, { key: value, guiEvent: simpleKeys(event) });\n",
+ " return false;\n",
+ "};\n",
+ "\n",
+ "mpl.figure.prototype.toolbar_button_onclick = function (name) {\n",
+ " if (name === 'download') {\n",
+ " this.handle_save(this, null);\n",
+ " } else {\n",
+ " this.send_message('toolbar_button', { name: name });\n",
+ " }\n",
+ "};\n",
+ "\n",
+ "mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {\n",
+ " this.message.textContent = tooltip;\n",
+ "};\n",
+ "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
+ "\n",
+ "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
+ "\n",
+ "mpl.default_extension = \"png\";/* global mpl */\n",
+ "\n",
+ "var comm_websocket_adapter = function (comm) {\n",
+ " // Create a \"websocket\"-like object which calls the given IPython comm\n",
+ " // object with the appropriate methods. Currently this is a non binary\n",
+ " // socket, so there is still some room for performance tuning.\n",
+ " var ws = {};\n",
+ "\n",
+ " ws.close = function () {\n",
+ " comm.close();\n",
+ " };\n",
+ " ws.send = function (m) {\n",
+ " //console.log('sending', m);\n",
+ " comm.send(m);\n",
+ " };\n",
+ " // Register the callback with on_msg.\n",
+ " comm.on_msg(function (msg) {\n",
+ " //console.log('receiving', msg['content']['data'], msg);\n",
+ " // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
+ " ws.onmessage(msg['content']['data']);\n",
+ " });\n",
+ " return ws;\n",
+ "};\n",
+ "\n",
+ "mpl.mpl_figure_comm = function (comm, msg) {\n",
+ " // This is the function which gets called when the mpl process\n",
+ " // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
+ "\n",
+ " var id = msg.content.data.id;\n",
+ " // Get hold of the div created by the display call when the Comm\n",
+ " // socket was opened in Python.\n",
+ " var element = document.getElementById(id);\n",
+ " var ws_proxy = comm_websocket_adapter(comm);\n",
+ "\n",
+ " function ondownload(figure, _format) {\n",
+ " window.open(figure.canvas.toDataURL());\n",
+ " }\n",
+ "\n",
+ " var fig = new mpl.figure(id, ws_proxy, ondownload, element);\n",
+ "\n",
+ " // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
+ " // web socket which is closed, not our websocket->open comm proxy.\n",
+ " ws_proxy.onopen();\n",
+ "\n",
+ " fig.parent_element = element;\n",
+ " fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
+ " if (!fig.cell_info) {\n",
+ " console.error('Failed to find cell for figure', id, fig);\n",
+ " return;\n",
+ " }\n",
+ " fig.cell_info[0].output_area.element.one(\n",
+ " 'cleared',\n",
+ " { fig: fig },\n",
+ " fig._remove_fig_handler\n",
+ " );\n",
+ "};\n",
+ "\n",
+ "mpl.figure.prototype.handle_close = function (fig, msg) {\n",
+ " var width = fig.canvas.width / fig.ratio;\n",
+ " fig.cell_info[0].output_area.element.off(\n",
+ " 'cleared',\n",
+ " fig._remove_fig_handler\n",
+ " );\n",
+ "\n",
+ " // Update the output cell to use the data from the current canvas.\n",
+ " fig.push_to_output();\n",
+ " var dataURL = fig.canvas.toDataURL();\n",
+ " // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
+ " // the notebook keyboard shortcuts fail.\n",
+ " IPython.keyboard_manager.enable();\n",
+ " fig.parent_element.innerHTML =\n",
+ " '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+ " fig.close_ws(fig, msg);\n",
+ "};\n",
+ "\n",
+ "mpl.figure.prototype.close_ws = function (fig, msg) {\n",
+ " fig.send_message('closing', msg);\n",
+ " // fig.ws.close()\n",
+ "};\n",
+ "\n",
+ "mpl.figure.prototype.push_to_output = function (_remove_interactive) {\n",
+ " // Turn the data on the canvas into data in the output cell.\n",
+ " var width = this.canvas.width / this.ratio;\n",
+ " var dataURL = this.canvas.toDataURL();\n",
+ " this.cell_info[1]['text/html'] =\n",
+ " '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+ "};\n",
+ "\n",
+ "mpl.figure.prototype.updated_canvas_event = function () {\n",
+ " // Tell IPython that the notebook contents must change.\n",
+ " IPython.notebook.set_dirty(true);\n",
+ " this.send_message('ack', {});\n",
+ " var fig = this;\n",
+ " // Wait a second, then push the new image to the DOM so\n",
+ " // that it is saved nicely (might be nice to debounce this).\n",
+ " setTimeout(function () {\n",
+ " fig.push_to_output();\n",
+ " }, 1000);\n",
+ "};\n",
+ "\n",
+ "mpl.figure.prototype._init_toolbar = function () {\n",
+ " var fig = this;\n",
+ "\n",
+ " var toolbar = document.createElement('div');\n",
+ " toolbar.classList = 'btn-toolbar';\n",
+ " this.root.appendChild(toolbar);\n",
+ "\n",
+ " function on_click_closure(name) {\n",
+ " return function (_event) {\n",
+ " return fig.toolbar_button_onclick(name);\n",
+ " };\n",
+ " }\n",
+ "\n",
+ " function on_mouseover_closure(tooltip) {\n",
+ " return function (event) {\n",
+ " if (!event.currentTarget.disabled) {\n",
+ " return fig.toolbar_button_onmouseover(tooltip);\n",
+ " }\n",
+ " };\n",
+ " }\n",
+ "\n",
+ " fig.buttons = {};\n",
+ " var buttonGroup = document.createElement('div');\n",
+ " buttonGroup.classList = 'btn-group';\n",
+ " var button;\n",
+ " for (var toolbar_ind in mpl.toolbar_items) {\n",
+ " var name = mpl.toolbar_items[toolbar_ind][0];\n",
+ " var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+ " var image = mpl.toolbar_items[toolbar_ind][2];\n",
+ " var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+ "\n",
+ " if (!name) {\n",
+ " /* Instead of a spacer, we start a new button group. */\n",
+ " if (buttonGroup.hasChildNodes()) {\n",
+ " toolbar.appendChild(buttonGroup);\n",
+ " }\n",
+ " buttonGroup = document.createElement('div');\n",
+ " buttonGroup.classList = 'btn-group';\n",
+ " continue;\n",
+ " }\n",
+ "\n",
+ " button = fig.buttons[name] = document.createElement('button');\n",
+ " button.classList = 'btn btn-default';\n",
+ " button.href = '#';\n",
+ " button.title = name;\n",
+ " button.innerHTML = '<i class=\"fa ' + image + ' fa-lg\"></i>';\n",
+ " button.addEventListener('click', on_click_closure(method_name));\n",
+ " button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+ " buttonGroup.appendChild(button);\n",
+ " }\n",
+ "\n",
+ " if (buttonGroup.hasChildNodes()) {\n",
+ " toolbar.appendChild(buttonGroup);\n",
+ " }\n",
+ "\n",
+ " // Add the status bar.\n",
+ " var status_bar = document.createElement('span');\n",
+ " status_bar.classList = 'mpl-message pull-right';\n",
+ " toolbar.appendChild(status_bar);\n",
+ " this.message = status_bar;\n",
+ "\n",
+ " // Add the close button to the window.\n",
+ " var buttongrp = document.createElement('div');\n",
+ " buttongrp.classList = 'btn-group inline pull-right';\n",
+ " button = document.createElement('button');\n",
+ " button.classList = 'btn btn-mini btn-primary';\n",
+ " button.href = '#';\n",
+ " button.title = 'Stop Interaction';\n",
+ " button.innerHTML = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\n",
+ " button.addEventListener('click', function (_evt) {\n",
+ " fig.handle_close(fig, {});\n",
+ " });\n",
+ " button.addEventListener(\n",
+ " 'mouseover',\n",
+ " on_mouseover_closure('Stop Interaction')\n",
+ " );\n",
+ " buttongrp.appendChild(button);\n",
+ " var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n",
+ " titlebar.insertBefore(buttongrp, titlebar.firstChild);\n",
+ "};\n",
+ "\n",
+ "mpl.figure.prototype._remove_fig_handler = function (event) {\n",
+ " var fig = event.data.fig;\n",
+ " fig.close_ws(fig, {});\n",
+ "};\n",
+ "\n",
+ "mpl.figure.prototype._root_extra_style = function (el) {\n",
+ " el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n",
+ "};\n",
+ "\n",
+ "mpl.figure.prototype._canvas_extra_style = function (el) {\n",
+ " // this is important to make the div 'focusable\n",
+ " el.setAttribute('tabindex', 0);\n",
+ " // reach out to IPython and tell the keyboard manager to turn it's self\n",
+ " // off when our div gets focus\n",
+ "\n",
+ " // location in version 3\n",
+ " if (IPython.notebook.keyboard_manager) {\n",
+ " IPython.notebook.keyboard_manager.register_events(el);\n",
+ " } else {\n",
+ " // location in version 2\n",
+ " IPython.keyboard_manager.register_events(el);\n",
+ " }\n",
+ "};\n",
+ "\n",
+ "mpl.figure.prototype._key_event_extra = function (event, _name) {\n",
+ " var manager = IPython.notebook.keyboard_manager;\n",
+ " if (!manager) {\n",
+ " manager = IPython.keyboard_manager;\n",
+ " }\n",
+ "\n",
+ " // Check for shift+enter\n",
+ " if (event.shiftKey && event.which === 13) {\n",
+ " this.canvas_div.blur();\n",
+ " // select the cell after this one\n",
+ " var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
+ " IPython.notebook.select(index + 1);\n",
+ " }\n",
+ "};\n",
+ "\n",
+ "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+ " fig.ondownload(fig, null);\n",
+ "};\n",
+ "\n",
+ "mpl.find_output_cell = function (html_output) {\n",
+ " // Return the cell and output element which can be found *uniquely* in the notebook.\n",
+ " // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
+ " // IPython event is triggered only after the cells have been serialised, which for\n",
+ " // our purposes (turning an active figure into a static one), is too late.\n",
+ " var cells = IPython.notebook.get_cells();\n",
+ " var ncells = cells.length;\n",
+ " for (var i = 0; i < ncells; i++) {\n",
+ " var cell = cells[i];\n",
+ " if (cell.cell_type === 'code') {\n",
+ " for (var j = 0; j < cell.output_area.outputs.length; j++) {\n",
+ " var data = cell.output_area.outputs[j];\n",
+ " if (data.data) {\n",
+ " // IPython >= 3 moved mimebundle to data attribute of output\n",
+ " data = data.data;\n",
+ " }\n",
+ " if (data['text/html'] === html_output) {\n",
+ " return [cell, data, j];\n",
+ " }\n",
+ " }\n",
+ " }\n",
+ " }\n",
+ "};\n",
+ "\n",
+ "// Register the function which deals with the matplotlib target/channel.\n",
+ "// The kernel may be null if the page has been refreshed.\n",
+ "if (IPython.notebook.kernel !== null) {\n",
+ " IPython.notebook.kernel.comm_manager.register_target(\n",
+ " 'matplotlib',\n",
+ " mpl.mpl_figure_comm\n",
+ " );\n",
+ "}\n"
+ ],
+ "text/plain": [
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+ },
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+ "output_type": "display_data"
+ },
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\" width=\"966\">"
+ ],
+ "text/plain": [
+ "<IPython.core.display.HTML object>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "%matplotlib notebook\n",
+ "datasplit = DataSplit()\n",
+ "datasplit.read_datasplit()\n",
+ "datasplit.plot_datasplit()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "If you like, you can compare the variables' distributions for the three data sets."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "application/vnd.jupyter.widget-view+json": {
+ "model_id": "4c066b1c68d94f11842cba02a2f8727b",
+ "version_major": 2,
+ "version_minor": 0
+ },
+ "text/plain": [
+ "interactive(children=(Dropdown(description='variable:', options=('country', 'htap_region', 'climatic_zone', 'l…"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "text/plain": [
+ "<function __main__.plot_previs_sets(column_name, set_)>"
+ ]
+ },
+ "execution_count": 12,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "%matplotlib inline\n",
+ "\n",
+ "datasplit.read_datasplit()\n",
+ "ids = {'training': datasplit.ids_train, 'development': datasplit.ids_val, 'test': datasplit.ids_test}\n",
+ "\n",
+ "def plot_previs_sets(column_name, set_):\n",
+ " previs = PreVis(resources_dir + AQbench_dataset_file, output_dir, resources_dir)\n",
+ " previs.read_csv_to_df()\n",
+ " previs.data = previs.data[previs.data.index.isin(ids[set_])]\n",
+ " previs.vis(column_name, plot_naming=set_)\n",
+ "\n",
+ "options = information[information['input_target'].isin(['input', 'target'])]['column_name'].to_list()\n",
+ "column_name = widgets.Dropdown(options=options, description='variable:')\n",
+ "set_ = widgets.RadioButtons(options=['training', 'development', 'test'],\n",
+ " value='training', description='data set:')\n",
+ "widgets.interact(plot_previs_sets, column_name=column_name, set_=set_)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## ML Algorithms\n",
+ "\n",
+ "Run the following cell to play with all three ML algorithms: linear regression, neural network and random forest. There are four tabs which are described in the following:\n",
+ "\n",
+ "**Data Preparation:** Before running any ML algorithm, please setup your data. Choose the parameters you want and subsequently click on the yellow button \"Setup Data\". If you want to change any parameters, click this button again, after.\n",
+ "\n",
+ "**Linear Regression:** You can train linear regression by clicking on the green button. You can also randomly mix the labels before training, to test, how this algorithm works, if there is no correlation between input and output values.\n",
+ "\n",
+ "**Neural Network:** Before training your neural network, you can choose the hyperparameters you want. The suggested values are recovered, when setting up data. There are different hyperparameters suggested, depending on the target. Additionally to the green and red button, there is also a blue one to overfit your model. Clicking this one, you can overfit your model with a very small number of data examples.\n",
+ "\n",
+ "**Random Forest:** Similar to linear regression.\n",
+ "\n",
+ "(If the output scrolls out including the widgets, you can click left from the output, to prevent this.)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "metadata": {
+ "scrolled": false
+ },
+ "outputs": [
+ {
+ "data": {
+ "application/vnd.jupyter.widget-view+json": {
+ "model_id": "c66e4d568a3341bba1f5362c366f6584",
+ "version_major": 2,
+ "version_minor": 0
+ },
+ "text/plain": [
+ "Tab(children=(VBox(children=(Dropdown(description='target', layout=Layout(height='auto', width='99%'), options…"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "application/vnd.jupyter.widget-view+json": {
+ "model_id": "ca7a0640b0f9450a83ed297e00065e96",
+ "version_major": 2,
+ "version_minor": 0
+ },
+ "text/plain": [
+ "Output()"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "%run mapping_jupyter.ipynb"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.7.6"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}