2637 lines
106 KiB
Plaintext
2637 lines
106 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 2,
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"metadata": {},
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"outputs": [],
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"source": [
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"import pandas as pd\n",
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"import numpy as np\n",
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"import os"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"metadata": {},
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"outputs": [],
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"source": [
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"BLI = pd.read_csv(\"data\\BLI.csv\")\n",
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"WEO = pd.read_csv(\"data\\WEO.xls\", thousands=',', delimiter='\\t', encoding='latin1', na_values='n/a')"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/html": [
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"<div>\n",
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"<style scoped>\n",
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" .dataframe tbody tr th:only-of-type {\n",
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" vertical-align: middle;\n",
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" }\n",
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"\n",
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" .dataframe tbody tr th {\n",
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" vertical-align: top;\n",
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" }\n",
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"\n",
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" .dataframe thead th {\n",
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" text-align: right;\n",
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" }\n",
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"</style>\n",
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"<table border=\"1\" class=\"dataframe\">\n",
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" <thead>\n",
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" <tr style=\"text-align: right;\">\n",
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" <th></th>\n",
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" <th>WEO Country Code</th>\n",
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" <th>Country</th>\n",
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" <th>Units</th>\n",
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" <th>Scale</th>\n",
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" <th>2017</th>\n",
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" <th>2018</th>\n",
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" <th>2019</th>\n",
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" <th>2020</th>\n",
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" <th>2021</th>\n",
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" <th>2022</th>\n",
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" <th>2023</th>\n",
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" <th>2024</th>\n",
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" <th>Estimates Start After</th>\n",
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" </tr>\n",
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" </thead>\n",
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" <tbody>\n",
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" <tr>\n",
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" <th>0</th>\n",
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" <td>512</td>\n",
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" <td>Afghanistan</td>\n",
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" <td>U.S. dollars</td>\n",
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" <td>Units</td>\n",
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" <td>569.531</td>\n",
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" <td>544.983</td>\n",
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" <td>513.108</td>\n",
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" <td>509.759</td>\n",
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" <td>533.089</td>\n",
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" <td>566.416</td>\n",
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" <td>602.884</td>\n",
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" <td>644.950</td>\n",
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" <td>2016.0</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>1</th>\n",
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" <td>914</td>\n",
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" <td>Albania</td>\n",
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" <td>U.S. dollars</td>\n",
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" <td>Units</td>\n",
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" <td>4540.459</td>\n",
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" <td>5239.212</td>\n",
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" <td>5372.742</td>\n",
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" <td>5847.056</td>\n",
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" <td>6333.425</td>\n",
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" <td>6876.566</td>\n",
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" <td>7410.754</td>\n",
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" <td>7993.468</td>\n",
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" <td>2018.0</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>2</th>\n",
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" <td>612</td>\n",
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" <td>Algeria</td>\n",
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" <td>U.S. dollars</td>\n",
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" <td>Units</td>\n",
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" <td>4012.134</td>\n",
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" <td>4080.913</td>\n",
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" <td>3980.118</td>\n",
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" <td>4039.101</td>\n",
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" <td>4032.707</td>\n",
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" <td>4055.391</td>\n",
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" <td>4047.724</td>\n",
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" <td>3768.013</td>\n",
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" <td>2017.0</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>3</th>\n",
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" <td>614</td>\n",
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" <td>Angola</td>\n",
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" <td>U.S. dollars</td>\n",
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" <td>Units</td>\n",
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" <td>4303.693</td>\n",
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" <td>3620.589</td>\n",
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" <td>3037.976</td>\n",
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" <td>2867.517</td>\n",
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" <td>2897.032</td>\n",
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" <td>2953.859</td>\n",
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" <td>3045.260</td>\n",
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" <td>3120.541</td>\n",
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" <td>2017.0</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>4</th>\n",
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" <td>311</td>\n",
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" <td>Antigua and Barbuda</td>\n",
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" <td>U.S. dollars</td>\n",
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" <td>Units</td>\n",
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" <td>16089.363</td>\n",
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" <td>17464.336</td>\n",
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" <td>18109.095</td>\n",
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" <td>18887.448</td>\n",
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" <td>19544.781</td>\n",
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" <td>20124.740</td>\n",
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" <td>20721.909</td>\n",
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" <td>21336.798</td>\n",
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" <td>2011.0</td>\n",
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" </tr>\n",
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" </tbody>\n",
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"</table>\n",
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"</div>"
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],
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"text/plain": [
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" WEO Country Code Country Units Scale 2017 \\\n",
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"0 512 Afghanistan U.S. dollars Units 569.531 \n",
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"1 914 Albania U.S. dollars Units 4540.459 \n",
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"2 612 Algeria U.S. dollars Units 4012.134 \n",
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"3 614 Angola U.S. dollars Units 4303.693 \n",
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"4 311 Antigua and Barbuda U.S. dollars Units 16089.363 \n",
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"\n",
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" 2018 2019 2020 2021 2022 2023 \\\n",
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"0 544.983 513.108 509.759 533.089 566.416 602.884 \n",
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"1 5239.212 5372.742 5847.056 6333.425 6876.566 7410.754 \n",
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"2 4080.913 3980.118 4039.101 4032.707 4055.391 4047.724 \n",
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"3 3620.589 3037.976 2867.517 2897.032 2953.859 3045.260 \n",
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"4 17464.336 18109.095 18887.448 19544.781 20124.740 20721.909 \n",
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"\n",
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" 2024 Estimates Start After \n",
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"0 644.950 2016.0 \n",
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"1 7993.468 2018.0 \n",
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"2 3768.013 2017.0 \n",
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"3 3120.541 2017.0 \n",
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"4 21336.798 2011.0 "
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]
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||
},
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"execution_count": 4,
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||
"metadata": {},
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"output_type": "execute_result"
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}
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||
],
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"source": [
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||
"WEO.head()"
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||
]
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||
},
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||
{
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||
"cell_type": "code",
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||
"execution_count": 6,
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||
"metadata": {},
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"outputs": [
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{
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"data": {
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"text/html": [
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"<div>\n",
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||
"<style scoped>\n",
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||
" .dataframe tbody tr th:only-of-type {\n",
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" vertical-align: middle;\n",
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" }\n",
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"\n",
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" .dataframe tbody tr th {\n",
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" vertical-align: top;\n",
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" }\n",
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"\n",
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" .dataframe thead th {\n",
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" text-align: right;\n",
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" }\n",
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"</style>\n",
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"<table border=\"1\" class=\"dataframe\">\n",
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" <thead>\n",
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" <tr style=\"text-align: right;\">\n",
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" <th></th>\n",
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||
" <th>LOCATION</th>\n",
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" <th>Country</th>\n",
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" <th>INDICATOR</th>\n",
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" <th>Indicator</th>\n",
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" <th>MEASURE</th>\n",
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" <th>Measure</th>\n",
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" <th>INEQUALITY</th>\n",
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||
" <th>Inequality</th>\n",
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" <th>Unit Code</th>\n",
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||
" <th>Unit</th>\n",
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||
" <th>PowerCode Code</th>\n",
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||
" <th>PowerCode</th>\n",
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||
" <th>Reference Period Code</th>\n",
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||
" <th>Reference Period</th>\n",
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||
" <th>Value</th>\n",
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||
" <th>Flag Codes</th>\n",
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||
" <th>Flags</th>\n",
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||
" </tr>\n",
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||
" </thead>\n",
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||
" <tbody>\n",
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||
" <tr>\n",
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||
" <th>0</th>\n",
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" <td>AUS</td>\n",
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||
" <td>Australia</td>\n",
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||
" <td>JE_LMIS</td>\n",
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||
" <td>Labour market insecurity</td>\n",
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||
" <td>L</td>\n",
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" <td>Value</td>\n",
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||
" <td>TOT</td>\n",
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||
" <td>Total</td>\n",
|
||
" <td>PC</td>\n",
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||
" <td>Percentage</td>\n",
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||
" <td>0</td>\n",
|
||
" <td>Units</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
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||
" <td>5.40</td>\n",
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||
" <td>NaN</td>\n",
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||
" <td>NaN</td>\n",
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||
" </tr>\n",
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||
" <tr>\n",
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||
" <th>1</th>\n",
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||
" <td>AUT</td>\n",
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||
" <td>Austria</td>\n",
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||
" <td>JE_LMIS</td>\n",
|
||
" <td>Labour market insecurity</td>\n",
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||
" <td>L</td>\n",
|
||
" <td>Value</td>\n",
|
||
" <td>TOT</td>\n",
|
||
" <td>Total</td>\n",
|
||
" <td>PC</td>\n",
|
||
" <td>Percentage</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>Units</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>3.50</td>\n",
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||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
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||
" </tr>\n",
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||
" <tr>\n",
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||
" <th>2</th>\n",
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||
" <td>BEL</td>\n",
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||
" <td>Belgium</td>\n",
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||
" <td>JE_LMIS</td>\n",
|
||
" <td>Labour market insecurity</td>\n",
|
||
" <td>L</td>\n",
|
||
" <td>Value</td>\n",
|
||
" <td>TOT</td>\n",
|
||
" <td>Total</td>\n",
|
||
" <td>PC</td>\n",
|
||
" <td>Percentage</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>Units</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>3.70</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
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||
" <th>3</th>\n",
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||
" <td>CAN</td>\n",
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" <td>Canada</td>\n",
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||
" <td>JE_LMIS</td>\n",
|
||
" <td>Labour market insecurity</td>\n",
|
||
" <td>L</td>\n",
|
||
" <td>Value</td>\n",
|
||
" <td>TOT</td>\n",
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||
" <td>Total</td>\n",
|
||
" <td>PC</td>\n",
|
||
" <td>Percentage</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>Units</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>6.00</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
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||
" </tr>\n",
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||
" <tr>\n",
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||
" <th>4</th>\n",
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" <td>CZE</td>\n",
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" <td>Czech Republic</td>\n",
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" <td>JE_LMIS</td>\n",
|
||
" <td>Labour market insecurity</td>\n",
|
||
" <td>L</td>\n",
|
||
" <td>Value</td>\n",
|
||
" <td>TOT</td>\n",
|
||
" <td>Total</td>\n",
|
||
" <td>PC</td>\n",
|
||
" <td>Percentage</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>Units</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>3.10</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
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||
" </tr>\n",
|
||
" <tr>\n",
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||
" <th>...</th>\n",
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||
" <td>...</td>\n",
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||
" <td>...</td>\n",
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||
" <td>...</td>\n",
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||
" <td>...</td>\n",
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||
" <td>...</td>\n",
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||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
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||
" <td>...</td>\n",
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||
" <td>...</td>\n",
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||
" <td>...</td>\n",
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||
" </tr>\n",
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" <tr>\n",
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||
" <th>2363</th>\n",
|
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" <td>LTU</td>\n",
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" <td>Lithuania</td>\n",
|
||
" <td>WL_EWLH</td>\n",
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||
" <td>Employees working very long hours</td>\n",
|
||
" <td>L</td>\n",
|
||
" <td>Value</td>\n",
|
||
" <td>TOT</td>\n",
|
||
" <td>Total</td>\n",
|
||
" <td>PC</td>\n",
|
||
" <td>Percentage</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>Units</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>0.54</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2364</th>\n",
|
||
" <td>COL</td>\n",
|
||
" <td>Colombia</td>\n",
|
||
" <td>WL_EWLH</td>\n",
|
||
" <td>Employees working very long hours</td>\n",
|
||
" <td>L</td>\n",
|
||
" <td>Value</td>\n",
|
||
" <td>MN</td>\n",
|
||
" <td>Men</td>\n",
|
||
" <td>PC</td>\n",
|
||
" <td>Percentage</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>Units</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>32.09</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2365</th>\n",
|
||
" <td>LTU</td>\n",
|
||
" <td>Lithuania</td>\n",
|
||
" <td>WL_EWLH</td>\n",
|
||
" <td>Employees working very long hours</td>\n",
|
||
" <td>L</td>\n",
|
||
" <td>Value</td>\n",
|
||
" <td>MN</td>\n",
|
||
" <td>Men</td>\n",
|
||
" <td>PC</td>\n",
|
||
" <td>Percentage</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>Units</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>0.67</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2366</th>\n",
|
||
" <td>COL</td>\n",
|
||
" <td>Colombia</td>\n",
|
||
" <td>WL_EWLH</td>\n",
|
||
" <td>Employees working very long hours</td>\n",
|
||
" <td>L</td>\n",
|
||
" <td>Value</td>\n",
|
||
" <td>WMN</td>\n",
|
||
" <td>Women</td>\n",
|
||
" <td>PC</td>\n",
|
||
" <td>Percentage</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>Units</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>19.37</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2367</th>\n",
|
||
" <td>LTU</td>\n",
|
||
" <td>Lithuania</td>\n",
|
||
" <td>WL_EWLH</td>\n",
|
||
" <td>Employees working very long hours</td>\n",
|
||
" <td>L</td>\n",
|
||
" <td>Value</td>\n",
|
||
" <td>WMN</td>\n",
|
||
" <td>Women</td>\n",
|
||
" <td>PC</td>\n",
|
||
" <td>Percentage</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>Units</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>0.43</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>2368 rows × 17 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" LOCATION Country INDICATOR Indicator \\\n",
|
||
"0 AUS Australia JE_LMIS Labour market insecurity \n",
|
||
"1 AUT Austria JE_LMIS Labour market insecurity \n",
|
||
"2 BEL Belgium JE_LMIS Labour market insecurity \n",
|
||
"3 CAN Canada JE_LMIS Labour market insecurity \n",
|
||
"4 CZE Czech Republic JE_LMIS Labour market insecurity \n",
|
||
"... ... ... ... ... \n",
|
||
"2363 LTU Lithuania WL_EWLH Employees working very long hours \n",
|
||
"2364 COL Colombia WL_EWLH Employees working very long hours \n",
|
||
"2365 LTU Lithuania WL_EWLH Employees working very long hours \n",
|
||
"2366 COL Colombia WL_EWLH Employees working very long hours \n",
|
||
"2367 LTU Lithuania WL_EWLH Employees working very long hours \n",
|
||
"\n",
|
||
" MEASURE Measure INEQUALITY Inequality Unit Code Unit \\\n",
|
||
"0 L Value TOT Total PC Percentage \n",
|
||
"1 L Value TOT Total PC Percentage \n",
|
||
"2 L Value TOT Total PC Percentage \n",
|
||
"3 L Value TOT Total PC Percentage \n",
|
||
"4 L Value TOT Total PC Percentage \n",
|
||
"... ... ... ... ... ... ... \n",
|
||
"2363 L Value TOT Total PC Percentage \n",
|
||
"2364 L Value MN Men PC Percentage \n",
|
||
"2365 L Value MN Men PC Percentage \n",
|
||
"2366 L Value WMN Women PC Percentage \n",
|
||
"2367 L Value WMN Women PC Percentage \n",
|
||
"\n",
|
||
" PowerCode Code PowerCode Reference Period Code Reference Period \\\n",
|
||
"0 0 Units NaN NaN \n",
|
||
"1 0 Units NaN NaN \n",
|
||
"2 0 Units NaN NaN \n",
|
||
"3 0 Units NaN NaN \n",
|
||
"4 0 Units NaN NaN \n",
|
||
"... ... ... ... ... \n",
|
||
"2363 0 Units NaN NaN \n",
|
||
"2364 0 Units NaN NaN \n",
|
||
"2365 0 Units NaN NaN \n",
|
||
"2366 0 Units NaN NaN \n",
|
||
"2367 0 Units NaN NaN \n",
|
||
"\n",
|
||
" Value Flag Codes Flags \n",
|
||
"0 5.40 NaN NaN \n",
|
||
"1 3.50 NaN NaN \n",
|
||
"2 3.70 NaN NaN \n",
|
||
"3 6.00 NaN NaN \n",
|
||
"4 3.10 NaN NaN \n",
|
||
"... ... ... ... \n",
|
||
"2363 0.54 NaN NaN \n",
|
||
"2364 32.09 NaN NaN \n",
|
||
"2365 0.67 NaN NaN \n",
|
||
"2366 19.37 NaN NaN \n",
|
||
"2367 0.43 NaN NaN \n",
|
||
"\n",
|
||
"[2368 rows x 17 columns]"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"display(BLI)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 7,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"BLI = BLI[BLI['INEQUALITY']=='TOT']\n",
|
||
"BLI = BLI.pivot(index=\"Country\", columns=\"Indicator\", values=\"Value\")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 8,
|
||
"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>Indicator</th>\n",
|
||
" <th>Air pollution</th>\n",
|
||
" <th>Dwellings without basic facilities</th>\n",
|
||
" <th>Educational attainment</th>\n",
|
||
" <th>Employees working very long hours</th>\n",
|
||
" <th>Employment rate</th>\n",
|
||
" <th>Feeling safe walking alone at night</th>\n",
|
||
" <th>Homicide rate</th>\n",
|
||
" <th>Household net adjusted disposable income</th>\n",
|
||
" <th>Household net wealth</th>\n",
|
||
" <th>Housing expenditure</th>\n",
|
||
" <th>...</th>\n",
|
||
" <th>Personal earnings</th>\n",
|
||
" <th>Quality of support network</th>\n",
|
||
" <th>Rooms per person</th>\n",
|
||
" <th>Self-reported health</th>\n",
|
||
" <th>Stakeholder engagement for developing regulations</th>\n",
|
||
" <th>Student skills</th>\n",
|
||
" <th>Time devoted to leisure and personal care</th>\n",
|
||
" <th>Voter turnout</th>\n",
|
||
" <th>Water quality</th>\n",
|
||
" <th>Years in education</th>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Country</th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>Australia</th>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>81.0</td>\n",
|
||
" <td>13.04</td>\n",
|
||
" <td>73.0</td>\n",
|
||
" <td>63.5</td>\n",
|
||
" <td>1.1</td>\n",
|
||
" <td>32759.0</td>\n",
|
||
" <td>427064.0</td>\n",
|
||
" <td>20.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>49126.0</td>\n",
|
||
" <td>95.0</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>85.0</td>\n",
|
||
" <td>2.7</td>\n",
|
||
" <td>502.0</td>\n",
|
||
" <td>14.35</td>\n",
|
||
" <td>91.0</td>\n",
|
||
" <td>93.0</td>\n",
|
||
" <td>21.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Austria</th>\n",
|
||
" <td>16.0</td>\n",
|
||
" <td>0.9</td>\n",
|
||
" <td>85.0</td>\n",
|
||
" <td>6.66</td>\n",
|
||
" <td>72.0</td>\n",
|
||
" <td>80.6</td>\n",
|
||
" <td>0.5</td>\n",
|
||
" <td>33541.0</td>\n",
|
||
" <td>308325.0</td>\n",
|
||
" <td>21.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>50349.0</td>\n",
|
||
" <td>92.0</td>\n",
|
||
" <td>1.6</td>\n",
|
||
" <td>70.0</td>\n",
|
||
" <td>1.3</td>\n",
|
||
" <td>492.0</td>\n",
|
||
" <td>14.55</td>\n",
|
||
" <td>80.0</td>\n",
|
||
" <td>92.0</td>\n",
|
||
" <td>17.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Belgium</th>\n",
|
||
" <td>15.0</td>\n",
|
||
" <td>1.9</td>\n",
|
||
" <td>77.0</td>\n",
|
||
" <td>4.75</td>\n",
|
||
" <td>63.0</td>\n",
|
||
" <td>70.1</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>30364.0</td>\n",
|
||
" <td>386006.0</td>\n",
|
||
" <td>21.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>49675.0</td>\n",
|
||
" <td>91.0</td>\n",
|
||
" <td>2.2</td>\n",
|
||
" <td>74.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>503.0</td>\n",
|
||
" <td>15.70</td>\n",
|
||
" <td>89.0</td>\n",
|
||
" <td>84.0</td>\n",
|
||
" <td>19.3</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Brazil</th>\n",
|
||
" <td>10.0</td>\n",
|
||
" <td>6.7</td>\n",
|
||
" <td>49.0</td>\n",
|
||
" <td>7.13</td>\n",
|
||
" <td>61.0</td>\n",
|
||
" <td>35.6</td>\n",
|
||
" <td>26.7</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>90.0</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>2.2</td>\n",
|
||
" <td>395.0</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>79.0</td>\n",
|
||
" <td>73.0</td>\n",
|
||
" <td>16.2</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Canada</th>\n",
|
||
" <td>7.0</td>\n",
|
||
" <td>0.2</td>\n",
|
||
" <td>91.0</td>\n",
|
||
" <td>3.69</td>\n",
|
||
" <td>73.0</td>\n",
|
||
" <td>82.2</td>\n",
|
||
" <td>1.3</td>\n",
|
||
" <td>30854.0</td>\n",
|
||
" <td>423849.0</td>\n",
|
||
" <td>22.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>47622.0</td>\n",
|
||
" <td>93.0</td>\n",
|
||
" <td>2.6</td>\n",
|
||
" <td>88.0</td>\n",
|
||
" <td>2.9</td>\n",
|
||
" <td>523.0</td>\n",
|
||
" <td>14.56</td>\n",
|
||
" <td>68.0</td>\n",
|
||
" <td>91.0</td>\n",
|
||
" <td>17.3</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Chile</th>\n",
|
||
" <td>16.0</td>\n",
|
||
" <td>9.4</td>\n",
|
||
" <td>65.0</td>\n",
|
||
" <td>9.72</td>\n",
|
||
" <td>63.0</td>\n",
|
||
" <td>47.9</td>\n",
|
||
" <td>4.2</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>100967.0</td>\n",
|
||
" <td>18.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>25879.0</td>\n",
|
||
" <td>85.0</td>\n",
|
||
" <td>1.2</td>\n",
|
||
" <td>57.0</td>\n",
|
||
" <td>1.3</td>\n",
|
||
" <td>443.0</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>47.0</td>\n",
|
||
" <td>71.0</td>\n",
|
||
" <td>17.5</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Colombia</th>\n",
|
||
" <td>10.0</td>\n",
|
||
" <td>23.9</td>\n",
|
||
" <td>54.0</td>\n",
|
||
" <td>26.56</td>\n",
|
||
" <td>67.0</td>\n",
|
||
" <td>44.4</td>\n",
|
||
" <td>24.5</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>17.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>89.0</td>\n",
|
||
" <td>1.2</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>1.4</td>\n",
|
||
" <td>410.0</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>53.0</td>\n",
|
||
" <td>75.0</td>\n",
|
||
" <td>14.1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Czech Republic</th>\n",
|
||
" <td>20.0</td>\n",
|
||
" <td>0.7</td>\n",
|
||
" <td>94.0</td>\n",
|
||
" <td>5.65</td>\n",
|
||
" <td>74.0</td>\n",
|
||
" <td>72.3</td>\n",
|
||
" <td>0.5</td>\n",
|
||
" <td>21453.0</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>24.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>25372.0</td>\n",
|
||
" <td>91.0</td>\n",
|
||
" <td>1.4</td>\n",
|
||
" <td>60.0</td>\n",
|
||
" <td>1.6</td>\n",
|
||
" <td>491.0</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>61.0</td>\n",
|
||
" <td>87.0</td>\n",
|
||
" <td>17.9</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Denmark</th>\n",
|
||
" <td>9.0</td>\n",
|
||
" <td>0.5</td>\n",
|
||
" <td>81.0</td>\n",
|
||
" <td>2.34</td>\n",
|
||
" <td>74.0</td>\n",
|
||
" <td>83.5</td>\n",
|
||
" <td>0.6</td>\n",
|
||
" <td>29606.0</td>\n",
|
||
" <td>118637.0</td>\n",
|
||
" <td>23.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>51466.0</td>\n",
|
||
" <td>95.0</td>\n",
|
||
" <td>1.9</td>\n",
|
||
" <td>71.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>504.0</td>\n",
|
||
" <td>15.87</td>\n",
|
||
" <td>86.0</td>\n",
|
||
" <td>95.0</td>\n",
|
||
" <td>19.5</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Estonia</th>\n",
|
||
" <td>8.0</td>\n",
|
||
" <td>7.0</td>\n",
|
||
" <td>89.0</td>\n",
|
||
" <td>2.42</td>\n",
|
||
" <td>74.0</td>\n",
|
||
" <td>69.0</td>\n",
|
||
" <td>3.1</td>\n",
|
||
" <td>19697.0</td>\n",
|
||
" <td>159373.0</td>\n",
|
||
" <td>17.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>24336.0</td>\n",
|
||
" <td>92.0</td>\n",
|
||
" <td>1.6</td>\n",
|
||
" <td>53.0</td>\n",
|
||
" <td>2.7</td>\n",
|
||
" <td>524.0</td>\n",
|
||
" <td>14.90</td>\n",
|
||
" <td>64.0</td>\n",
|
||
" <td>84.0</td>\n",
|
||
" <td>17.7</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Finland</th>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>0.5</td>\n",
|
||
" <td>88.0</td>\n",
|
||
" <td>3.81</td>\n",
|
||
" <td>70.0</td>\n",
|
||
" <td>85.1</td>\n",
|
||
" <td>1.3</td>\n",
|
||
" <td>29943.0</td>\n",
|
||
" <td>200827.0</td>\n",
|
||
" <td>23.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>42964.0</td>\n",
|
||
" <td>95.0</td>\n",
|
||
" <td>1.9</td>\n",
|
||
" <td>70.0</td>\n",
|
||
" <td>2.2</td>\n",
|
||
" <td>523.0</td>\n",
|
||
" <td>15.17</td>\n",
|
||
" <td>67.0</td>\n",
|
||
" <td>95.0</td>\n",
|
||
" <td>19.8</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>France</th>\n",
|
||
" <td>13.0</td>\n",
|
||
" <td>0.5</td>\n",
|
||
" <td>78.0</td>\n",
|
||
" <td>7.67</td>\n",
|
||
" <td>65.0</td>\n",
|
||
" <td>70.5</td>\n",
|
||
" <td>0.5</td>\n",
|
||
" <td>31304.0</td>\n",
|
||
" <td>280653.0</td>\n",
|
||
" <td>21.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>43755.0</td>\n",
|
||
" <td>90.0</td>\n",
|
||
" <td>1.8</td>\n",
|
||
" <td>66.0</td>\n",
|
||
" <td>2.1</td>\n",
|
||
" <td>496.0</td>\n",
|
||
" <td>16.36</td>\n",
|
||
" <td>75.0</td>\n",
|
||
" <td>81.0</td>\n",
|
||
" <td>16.5</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Germany</th>\n",
|
||
" <td>14.0</td>\n",
|
||
" <td>0.2</td>\n",
|
||
" <td>87.0</td>\n",
|
||
" <td>4.26</td>\n",
|
||
" <td>75.0</td>\n",
|
||
" <td>72.5</td>\n",
|
||
" <td>0.5</td>\n",
|
||
" <td>34294.0</td>\n",
|
||
" <td>259667.0</td>\n",
|
||
" <td>20.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>47585.0</td>\n",
|
||
" <td>90.0</td>\n",
|
||
" <td>1.8</td>\n",
|
||
" <td>65.0</td>\n",
|
||
" <td>1.8</td>\n",
|
||
" <td>508.0</td>\n",
|
||
" <td>15.62</td>\n",
|
||
" <td>76.0</td>\n",
|
||
" <td>91.0</td>\n",
|
||
" <td>18.1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Greece</th>\n",
|
||
" <td>18.0</td>\n",
|
||
" <td>0.5</td>\n",
|
||
" <td>73.0</td>\n",
|
||
" <td>6.42</td>\n",
|
||
" <td>53.0</td>\n",
|
||
" <td>60.0</td>\n",
|
||
" <td>0.8</td>\n",
|
||
" <td>17700.0</td>\n",
|
||
" <td>150134.0</td>\n",
|
||
" <td>23.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>26064.0</td>\n",
|
||
" <td>80.0</td>\n",
|
||
" <td>1.2</td>\n",
|
||
" <td>74.0</td>\n",
|
||
" <td>1.8</td>\n",
|
||
" <td>458.0</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>64.0</td>\n",
|
||
" <td>69.0</td>\n",
|
||
" <td>19.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Hungary</th>\n",
|
||
" <td>19.0</td>\n",
|
||
" <td>4.7</td>\n",
|
||
" <td>84.0</td>\n",
|
||
" <td>3.03</td>\n",
|
||
" <td>68.0</td>\n",
|
||
" <td>56.3</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>104458.0</td>\n",
|
||
" <td>19.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>22576.0</td>\n",
|
||
" <td>86.0</td>\n",
|
||
" <td>1.2</td>\n",
|
||
" <td>60.0</td>\n",
|
||
" <td>1.2</td>\n",
|
||
" <td>474.0</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>70.0</td>\n",
|
||
" <td>77.0</td>\n",
|
||
" <td>16.4</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Iceland</th>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>77.0</td>\n",
|
||
" <td>15.06</td>\n",
|
||
" <td>86.0</td>\n",
|
||
" <td>86.0</td>\n",
|
||
" <td>0.5</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>24.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>61787.0</td>\n",
|
||
" <td>98.0</td>\n",
|
||
" <td>1.6</td>\n",
|
||
" <td>76.0</td>\n",
|
||
" <td>2.1</td>\n",
|
||
" <td>481.0</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>79.0</td>\n",
|
||
" <td>99.0</td>\n",
|
||
" <td>19.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Ireland</th>\n",
|
||
" <td>7.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>82.0</td>\n",
|
||
" <td>5.25</td>\n",
|
||
" <td>67.0</td>\n",
|
||
" <td>75.9</td>\n",
|
||
" <td>0.7</td>\n",
|
||
" <td>25310.0</td>\n",
|
||
" <td>217130.0</td>\n",
|
||
" <td>20.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>47653.0</td>\n",
|
||
" <td>95.0</td>\n",
|
||
" <td>2.1</td>\n",
|
||
" <td>83.0</td>\n",
|
||
" <td>1.3</td>\n",
|
||
" <td>509.0</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>65.0</td>\n",
|
||
" <td>85.0</td>\n",
|
||
" <td>18.1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Israel</th>\n",
|
||
" <td>21.0</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>87.0</td>\n",
|
||
" <td>15.45</td>\n",
|
||
" <td>69.0</td>\n",
|
||
" <td>69.8</td>\n",
|
||
" <td>1.8</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>35067.0</td>\n",
|
||
" <td>88.0</td>\n",
|
||
" <td>1.2</td>\n",
|
||
" <td>84.0</td>\n",
|
||
" <td>2.5</td>\n",
|
||
" <td>472.0</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>72.0</td>\n",
|
||
" <td>67.0</td>\n",
|
||
" <td>15.6</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Italy</th>\n",
|
||
" <td>18.0</td>\n",
|
||
" <td>0.7</td>\n",
|
||
" <td>61.0</td>\n",
|
||
" <td>4.11</td>\n",
|
||
" <td>58.0</td>\n",
|
||
" <td>58.4</td>\n",
|
||
" <td>0.6</td>\n",
|
||
" <td>26588.0</td>\n",
|
||
" <td>279889.0</td>\n",
|
||
" <td>23.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>36658.0</td>\n",
|
||
" <td>92.0</td>\n",
|
||
" <td>1.4</td>\n",
|
||
" <td>71.0</td>\n",
|
||
" <td>2.5</td>\n",
|
||
" <td>485.0</td>\n",
|
||
" <td>16.47</td>\n",
|
||
" <td>73.0</td>\n",
|
||
" <td>71.0</td>\n",
|
||
" <td>16.6</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Japan</th>\n",
|
||
" <td>14.0</td>\n",
|
||
" <td>6.4</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>75.0</td>\n",
|
||
" <td>72.5</td>\n",
|
||
" <td>0.2</td>\n",
|
||
" <td>29798.0</td>\n",
|
||
" <td>305878.0</td>\n",
|
||
" <td>22.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>40863.0</td>\n",
|
||
" <td>89.0</td>\n",
|
||
" <td>1.9</td>\n",
|
||
" <td>36.0</td>\n",
|
||
" <td>1.4</td>\n",
|
||
" <td>529.0</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>53.0</td>\n",
|
||
" <td>87.0</td>\n",
|
||
" <td>16.4</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Korea</th>\n",
|
||
" <td>28.0</td>\n",
|
||
" <td>2.5</td>\n",
|
||
" <td>88.0</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>67.0</td>\n",
|
||
" <td>66.6</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>21882.0</td>\n",
|
||
" <td>285980.0</td>\n",
|
||
" <td>15.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>35191.0</td>\n",
|
||
" <td>78.0</td>\n",
|
||
" <td>1.5</td>\n",
|
||
" <td>33.0</td>\n",
|
||
" <td>2.9</td>\n",
|
||
" <td>519.0</td>\n",
|
||
" <td>14.70</td>\n",
|
||
" <td>77.0</td>\n",
|
||
" <td>76.0</td>\n",
|
||
" <td>17.3</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Latvia</th>\n",
|
||
" <td>11.0</td>\n",
|
||
" <td>13.9</td>\n",
|
||
" <td>88.0</td>\n",
|
||
" <td>1.27</td>\n",
|
||
" <td>70.0</td>\n",
|
||
" <td>62.4</td>\n",
|
||
" <td>4.8</td>\n",
|
||
" <td>16275.0</td>\n",
|
||
" <td>70160.0</td>\n",
|
||
" <td>23.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>23683.0</td>\n",
|
||
" <td>86.0</td>\n",
|
||
" <td>1.2</td>\n",
|
||
" <td>47.0</td>\n",
|
||
" <td>2.2</td>\n",
|
||
" <td>487.0</td>\n",
|
||
" <td>13.83</td>\n",
|
||
" <td>59.0</td>\n",
|
||
" <td>79.0</td>\n",
|
||
" <td>18.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Lithuania</th>\n",
|
||
" <td>14.0</td>\n",
|
||
" <td>13.6</td>\n",
|
||
" <td>93.0</td>\n",
|
||
" <td>0.54</td>\n",
|
||
" <td>70.0</td>\n",
|
||
" <td>55.9</td>\n",
|
||
" <td>3.4</td>\n",
|
||
" <td>21660.0</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>19.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>24287.0</td>\n",
|
||
" <td>88.0</td>\n",
|
||
" <td>1.5</td>\n",
|
||
" <td>43.0</td>\n",
|
||
" <td>2.4</td>\n",
|
||
" <td>475.0</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>51.0</td>\n",
|
||
" <td>81.0</td>\n",
|
||
" <td>18.4</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Luxembourg</th>\n",
|
||
" <td>12.0</td>\n",
|
||
" <td>0.5</td>\n",
|
||
" <td>77.0</td>\n",
|
||
" <td>3.82</td>\n",
|
||
" <td>66.0</td>\n",
|
||
" <td>75.8</td>\n",
|
||
" <td>0.6</td>\n",
|
||
" <td>39264.0</td>\n",
|
||
" <td>769053.0</td>\n",
|
||
" <td>21.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>63062.0</td>\n",
|
||
" <td>93.0</td>\n",
|
||
" <td>1.9</td>\n",
|
||
" <td>69.0</td>\n",
|
||
" <td>1.7</td>\n",
|
||
" <td>483.0</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>91.0</td>\n",
|
||
" <td>84.0</td>\n",
|
||
" <td>15.1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Mexico</th>\n",
|
||
" <td>16.0</td>\n",
|
||
" <td>25.5</td>\n",
|
||
" <td>38.0</td>\n",
|
||
" <td>28.70</td>\n",
|
||
" <td>61.0</td>\n",
|
||
" <td>41.8</td>\n",
|
||
" <td>18.1</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>20.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>15314.0</td>\n",
|
||
" <td>81.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>66.0</td>\n",
|
||
" <td>3.2</td>\n",
|
||
" <td>416.0</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>63.0</td>\n",
|
||
" <td>68.0</td>\n",
|
||
" <td>15.2</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Netherlands</th>\n",
|
||
" <td>14.0</td>\n",
|
||
" <td>0.1</td>\n",
|
||
" <td>78.0</td>\n",
|
||
" <td>0.42</td>\n",
|
||
" <td>76.0</td>\n",
|
||
" <td>82.0</td>\n",
|
||
" <td>0.6</td>\n",
|
||
" <td>29333.0</td>\n",
|
||
" <td>157824.0</td>\n",
|
||
" <td>19.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>52877.0</td>\n",
|
||
" <td>91.0</td>\n",
|
||
" <td>1.9</td>\n",
|
||
" <td>76.0</td>\n",
|
||
" <td>2.6</td>\n",
|
||
" <td>508.0</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>82.0</td>\n",
|
||
" <td>93.0</td>\n",
|
||
" <td>18.7</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>New Zealand</th>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>79.0</td>\n",
|
||
" <td>15.11</td>\n",
|
||
" <td>77.0</td>\n",
|
||
" <td>65.7</td>\n",
|
||
" <td>1.3</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>388514.0</td>\n",
|
||
" <td>26.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>40043.0</td>\n",
|
||
" <td>96.0</td>\n",
|
||
" <td>2.4</td>\n",
|
||
" <td>88.0</td>\n",
|
||
" <td>2.5</td>\n",
|
||
" <td>506.0</td>\n",
|
||
" <td>14.87</td>\n",
|
||
" <td>80.0</td>\n",
|
||
" <td>89.0</td>\n",
|
||
" <td>17.7</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Norway</th>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>82.0</td>\n",
|
||
" <td>2.93</td>\n",
|
||
" <td>74.0</td>\n",
|
||
" <td>90.1</td>\n",
|
||
" <td>0.4</td>\n",
|
||
" <td>35725.0</td>\n",
|
||
" <td>228936.0</td>\n",
|
||
" <td>17.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>51212.0</td>\n",
|
||
" <td>94.0</td>\n",
|
||
" <td>2.1</td>\n",
|
||
" <td>77.0</td>\n",
|
||
" <td>2.2</td>\n",
|
||
" <td>504.0</td>\n",
|
||
" <td>15.56</td>\n",
|
||
" <td>78.0</td>\n",
|
||
" <td>98.0</td>\n",
|
||
" <td>18.3</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>OECD - Total</th>\n",
|
||
" <td>14.0</td>\n",
|
||
" <td>4.4</td>\n",
|
||
" <td>78.0</td>\n",
|
||
" <td>11.01</td>\n",
|
||
" <td>68.0</td>\n",
|
||
" <td>68.4</td>\n",
|
||
" <td>3.7</td>\n",
|
||
" <td>33604.0</td>\n",
|
||
" <td>409880.0</td>\n",
|
||
" <td>20.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>43241.0</td>\n",
|
||
" <td>89.0</td>\n",
|
||
" <td>1.8</td>\n",
|
||
" <td>69.0</td>\n",
|
||
" <td>2.4</td>\n",
|
||
" <td>486.0</td>\n",
|
||
" <td>14.98</td>\n",
|
||
" <td>68.0</td>\n",
|
||
" <td>81.0</td>\n",
|
||
" <td>17.2</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Poland</th>\n",
|
||
" <td>22.0</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>92.0</td>\n",
|
||
" <td>5.95</td>\n",
|
||
" <td>66.0</td>\n",
|
||
" <td>67.3</td>\n",
|
||
" <td>0.7</td>\n",
|
||
" <td>19814.0</td>\n",
|
||
" <td>210991.0</td>\n",
|
||
" <td>22.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>27046.0</td>\n",
|
||
" <td>86.0</td>\n",
|
||
" <td>1.1</td>\n",
|
||
" <td>58.0</td>\n",
|
||
" <td>2.6</td>\n",
|
||
" <td>504.0</td>\n",
|
||
" <td>14.42</td>\n",
|
||
" <td>55.0</td>\n",
|
||
" <td>82.0</td>\n",
|
||
" <td>17.6</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Portugal</th>\n",
|
||
" <td>10.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>48.0</td>\n",
|
||
" <td>8.27</td>\n",
|
||
" <td>68.0</td>\n",
|
||
" <td>73.4</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>21203.0</td>\n",
|
||
" <td>232666.0</td>\n",
|
||
" <td>21.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>25367.0</td>\n",
|
||
" <td>88.0</td>\n",
|
||
" <td>1.7</td>\n",
|
||
" <td>48.0</td>\n",
|
||
" <td>1.5</td>\n",
|
||
" <td>497.0</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>56.0</td>\n",
|
||
" <td>86.0</td>\n",
|
||
" <td>16.9</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Russia</th>\n",
|
||
" <td>15.0</td>\n",
|
||
" <td>14.8</td>\n",
|
||
" <td>94.0</td>\n",
|
||
" <td>0.14</td>\n",
|
||
" <td>70.0</td>\n",
|
||
" <td>52.8</td>\n",
|
||
" <td>9.6</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>18.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>89.0</td>\n",
|
||
" <td>0.9</td>\n",
|
||
" <td>43.0</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>492.0</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>68.0</td>\n",
|
||
" <td>55.0</td>\n",
|
||
" <td>16.2</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Slovak Republic</th>\n",
|
||
" <td>21.0</td>\n",
|
||
" <td>1.2</td>\n",
|
||
" <td>91.0</td>\n",
|
||
" <td>4.14</td>\n",
|
||
" <td>66.0</td>\n",
|
||
" <td>63.5</td>\n",
|
||
" <td>0.8</td>\n",
|
||
" <td>20474.0</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>23.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>24328.0</td>\n",
|
||
" <td>91.0</td>\n",
|
||
" <td>1.1</td>\n",
|
||
" <td>66.0</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>463.0</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>60.0</td>\n",
|
||
" <td>85.0</td>\n",
|
||
" <td>15.8</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Slovenia</th>\n",
|
||
" <td>16.0</td>\n",
|
||
" <td>0.4</td>\n",
|
||
" <td>88.0</td>\n",
|
||
" <td>4.39</td>\n",
|
||
" <td>69.0</td>\n",
|
||
" <td>86.1</td>\n",
|
||
" <td>0.6</td>\n",
|
||
" <td>20820.0</td>\n",
|
||
" <td>203044.0</td>\n",
|
||
" <td>18.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>34933.0</td>\n",
|
||
" <td>92.0</td>\n",
|
||
" <td>1.5</td>\n",
|
||
" <td>64.0</td>\n",
|
||
" <td>2.5</td>\n",
|
||
" <td>509.0</td>\n",
|
||
" <td>14.75</td>\n",
|
||
" <td>53.0</td>\n",
|
||
" <td>90.0</td>\n",
|
||
" <td>18.3</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>South Africa</th>\n",
|
||
" <td>22.0</td>\n",
|
||
" <td>37.0</td>\n",
|
||
" <td>73.0</td>\n",
|
||
" <td>18.12</td>\n",
|
||
" <td>43.0</td>\n",
|
||
" <td>36.1</td>\n",
|
||
" <td>13.7</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>18.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>88.0</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>14.92</td>\n",
|
||
" <td>73.0</td>\n",
|
||
" <td>67.0</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Spain</th>\n",
|
||
" <td>11.0</td>\n",
|
||
" <td>0.1</td>\n",
|
||
" <td>59.0</td>\n",
|
||
" <td>4.01</td>\n",
|
||
" <td>62.0</td>\n",
|
||
" <td>82.1</td>\n",
|
||
" <td>0.6</td>\n",
|
||
" <td>23999.0</td>\n",
|
||
" <td>373548.0</td>\n",
|
||
" <td>21.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>38507.0</td>\n",
|
||
" <td>93.0</td>\n",
|
||
" <td>1.9</td>\n",
|
||
" <td>72.0</td>\n",
|
||
" <td>1.8</td>\n",
|
||
" <td>491.0</td>\n",
|
||
" <td>15.93</td>\n",
|
||
" <td>70.0</td>\n",
|
||
" <td>72.0</td>\n",
|
||
" <td>17.9</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Sweden</th>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>83.0</td>\n",
|
||
" <td>1.07</td>\n",
|
||
" <td>77.0</td>\n",
|
||
" <td>75.6</td>\n",
|
||
" <td>0.9</td>\n",
|
||
" <td>31287.0</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>19.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>42393.0</td>\n",
|
||
" <td>91.0</td>\n",
|
||
" <td>1.7</td>\n",
|
||
" <td>75.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>496.0</td>\n",
|
||
" <td>15.18</td>\n",
|
||
" <td>86.0</td>\n",
|
||
" <td>96.0</td>\n",
|
||
" <td>19.3</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Switzerland</th>\n",
|
||
" <td>15.0</td>\n",
|
||
" <td>0.1</td>\n",
|
||
" <td>88.0</td>\n",
|
||
" <td>0.37</td>\n",
|
||
" <td>80.0</td>\n",
|
||
" <td>85.3</td>\n",
|
||
" <td>0.6</td>\n",
|
||
" <td>37466.0</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>22.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>62283.0</td>\n",
|
||
" <td>93.0</td>\n",
|
||
" <td>1.9</td>\n",
|
||
" <td>78.0</td>\n",
|
||
" <td>2.3</td>\n",
|
||
" <td>506.0</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>49.0</td>\n",
|
||
" <td>95.0</td>\n",
|
||
" <td>17.5</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Turkey</th>\n",
|
||
" <td>20.0</td>\n",
|
||
" <td>8.0</td>\n",
|
||
" <td>39.0</td>\n",
|
||
" <td>32.64</td>\n",
|
||
" <td>52.0</td>\n",
|
||
" <td>59.8</td>\n",
|
||
" <td>1.4</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>20.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>86.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>69.0</td>\n",
|
||
" <td>1.5</td>\n",
|
||
" <td>425.0</td>\n",
|
||
" <td>14.79</td>\n",
|
||
" <td>86.0</td>\n",
|
||
" <td>65.0</td>\n",
|
||
" <td>18.3</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>United Kingdom</th>\n",
|
||
" <td>11.0</td>\n",
|
||
" <td>0.3</td>\n",
|
||
" <td>81.0</td>\n",
|
||
" <td>12.15</td>\n",
|
||
" <td>75.0</td>\n",
|
||
" <td>77.7</td>\n",
|
||
" <td>0.2</td>\n",
|
||
" <td>28715.0</td>\n",
|
||
" <td>548392.0</td>\n",
|
||
" <td>26.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>43732.0</td>\n",
|
||
" <td>94.0</td>\n",
|
||
" <td>1.9</td>\n",
|
||
" <td>69.0</td>\n",
|
||
" <td>3.1</td>\n",
|
||
" <td>500.0</td>\n",
|
||
" <td>14.92</td>\n",
|
||
" <td>69.0</td>\n",
|
||
" <td>84.0</td>\n",
|
||
" <td>17.5</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>United States</th>\n",
|
||
" <td>10.0</td>\n",
|
||
" <td>0.1</td>\n",
|
||
" <td>91.0</td>\n",
|
||
" <td>11.09</td>\n",
|
||
" <td>70.0</td>\n",
|
||
" <td>73.9</td>\n",
|
||
" <td>5.5</td>\n",
|
||
" <td>45284.0</td>\n",
|
||
" <td>632100.0</td>\n",
|
||
" <td>19.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>60558.0</td>\n",
|
||
" <td>91.0</td>\n",
|
||
" <td>2.4</td>\n",
|
||
" <td>88.0</td>\n",
|
||
" <td>3.1</td>\n",
|
||
" <td>488.0</td>\n",
|
||
" <td>14.44</td>\n",
|
||
" <td>65.0</td>\n",
|
||
" <td>83.0</td>\n",
|
||
" <td>17.2</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>41 rows × 24 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
"Indicator Air pollution Dwellings without basic facilities \\\n",
|
||
"Country \n",
|
||
"Australia 5.0 NaN \n",
|
||
"Austria 16.0 0.9 \n",
|
||
"Belgium 15.0 1.9 \n",
|
||
"Brazil 10.0 6.7 \n",
|
||
"Canada 7.0 0.2 \n",
|
||
"Chile 16.0 9.4 \n",
|
||
"Colombia 10.0 23.9 \n",
|
||
"Czech Republic 20.0 0.7 \n",
|
||
"Denmark 9.0 0.5 \n",
|
||
"Estonia 8.0 7.0 \n",
|
||
"Finland 6.0 0.5 \n",
|
||
"France 13.0 0.5 \n",
|
||
"Germany 14.0 0.2 \n",
|
||
"Greece 18.0 0.5 \n",
|
||
"Hungary 19.0 4.7 \n",
|
||
"Iceland 3.0 0.0 \n",
|
||
"Ireland 7.0 1.0 \n",
|
||
"Israel 21.0 NaN \n",
|
||
"Italy 18.0 0.7 \n",
|
||
"Japan 14.0 6.4 \n",
|
||
"Korea 28.0 2.5 \n",
|
||
"Latvia 11.0 13.9 \n",
|
||
"Lithuania 14.0 13.6 \n",
|
||
"Luxembourg 12.0 0.5 \n",
|
||
"Mexico 16.0 25.5 \n",
|
||
"Netherlands 14.0 0.1 \n",
|
||
"New Zealand 5.0 NaN \n",
|
||
"Norway 5.0 0.0 \n",
|
||
"OECD - Total 14.0 4.4 \n",
|
||
"Poland 22.0 3.0 \n",
|
||
"Portugal 10.0 1.0 \n",
|
||
"Russia 15.0 14.8 \n",
|
||
"Slovak Republic 21.0 1.2 \n",
|
||
"Slovenia 16.0 0.4 \n",
|
||
"South Africa 22.0 37.0 \n",
|
||
"Spain 11.0 0.1 \n",
|
||
"Sweden 6.0 0.0 \n",
|
||
"Switzerland 15.0 0.1 \n",
|
||
"Turkey 20.0 8.0 \n",
|
||
"United Kingdom 11.0 0.3 \n",
|
||
"United States 10.0 0.1 \n",
|
||
"\n",
|
||
"Indicator Educational attainment Employees working very long hours \\\n",
|
||
"Country \n",
|
||
"Australia 81.0 13.04 \n",
|
||
"Austria 85.0 6.66 \n",
|
||
"Belgium 77.0 4.75 \n",
|
||
"Brazil 49.0 7.13 \n",
|
||
"Canada 91.0 3.69 \n",
|
||
"Chile 65.0 9.72 \n",
|
||
"Colombia 54.0 26.56 \n",
|
||
"Czech Republic 94.0 5.65 \n",
|
||
"Denmark 81.0 2.34 \n",
|
||
"Estonia 89.0 2.42 \n",
|
||
"Finland 88.0 3.81 \n",
|
||
"France 78.0 7.67 \n",
|
||
"Germany 87.0 4.26 \n",
|
||
"Greece 73.0 6.42 \n",
|
||
"Hungary 84.0 3.03 \n",
|
||
"Iceland 77.0 15.06 \n",
|
||
"Ireland 82.0 5.25 \n",
|
||
"Israel 87.0 15.45 \n",
|
||
"Italy 61.0 4.11 \n",
|
||
"Japan NaN NaN \n",
|
||
"Korea 88.0 NaN \n",
|
||
"Latvia 88.0 1.27 \n",
|
||
"Lithuania 93.0 0.54 \n",
|
||
"Luxembourg 77.0 3.82 \n",
|
||
"Mexico 38.0 28.70 \n",
|
||
"Netherlands 78.0 0.42 \n",
|
||
"New Zealand 79.0 15.11 \n",
|
||
"Norway 82.0 2.93 \n",
|
||
"OECD - Total 78.0 11.01 \n",
|
||
"Poland 92.0 5.95 \n",
|
||
"Portugal 48.0 8.27 \n",
|
||
"Russia 94.0 0.14 \n",
|
||
"Slovak Republic 91.0 4.14 \n",
|
||
"Slovenia 88.0 4.39 \n",
|
||
"South Africa 73.0 18.12 \n",
|
||
"Spain 59.0 4.01 \n",
|
||
"Sweden 83.0 1.07 \n",
|
||
"Switzerland 88.0 0.37 \n",
|
||
"Turkey 39.0 32.64 \n",
|
||
"United Kingdom 81.0 12.15 \n",
|
||
"United States 91.0 11.09 \n",
|
||
"\n",
|
||
"Indicator Employment rate Feeling safe walking alone at night \\\n",
|
||
"Country \n",
|
||
"Australia 73.0 63.5 \n",
|
||
"Austria 72.0 80.6 \n",
|
||
"Belgium 63.0 70.1 \n",
|
||
"Brazil 61.0 35.6 \n",
|
||
"Canada 73.0 82.2 \n",
|
||
"Chile 63.0 47.9 \n",
|
||
"Colombia 67.0 44.4 \n",
|
||
"Czech Republic 74.0 72.3 \n",
|
||
"Denmark 74.0 83.5 \n",
|
||
"Estonia 74.0 69.0 \n",
|
||
"Finland 70.0 85.1 \n",
|
||
"France 65.0 70.5 \n",
|
||
"Germany 75.0 72.5 \n",
|
||
"Greece 53.0 60.0 \n",
|
||
"Hungary 68.0 56.3 \n",
|
||
"Iceland 86.0 86.0 \n",
|
||
"Ireland 67.0 75.9 \n",
|
||
"Israel 69.0 69.8 \n",
|
||
"Italy 58.0 58.4 \n",
|
||
"Japan 75.0 72.5 \n",
|
||
"Korea 67.0 66.6 \n",
|
||
"Latvia 70.0 62.4 \n",
|
||
"Lithuania 70.0 55.9 \n",
|
||
"Luxembourg 66.0 75.8 \n",
|
||
"Mexico 61.0 41.8 \n",
|
||
"Netherlands 76.0 82.0 \n",
|
||
"New Zealand 77.0 65.7 \n",
|
||
"Norway 74.0 90.1 \n",
|
||
"OECD - Total 68.0 68.4 \n",
|
||
"Poland 66.0 67.3 \n",
|
||
"Portugal 68.0 73.4 \n",
|
||
"Russia 70.0 52.8 \n",
|
||
"Slovak Republic 66.0 63.5 \n",
|
||
"Slovenia 69.0 86.1 \n",
|
||
"South Africa 43.0 36.1 \n",
|
||
"Spain 62.0 82.1 \n",
|
||
"Sweden 77.0 75.6 \n",
|
||
"Switzerland 80.0 85.3 \n",
|
||
"Turkey 52.0 59.8 \n",
|
||
"United Kingdom 75.0 77.7 \n",
|
||
"United States 70.0 73.9 \n",
|
||
"\n",
|
||
"Indicator Homicide rate Household net adjusted disposable income \\\n",
|
||
"Country \n",
|
||
"Australia 1.1 32759.0 \n",
|
||
"Austria 0.5 33541.0 \n",
|
||
"Belgium 1.0 30364.0 \n",
|
||
"Brazil 26.7 NaN \n",
|
||
"Canada 1.3 30854.0 \n",
|
||
"Chile 4.2 NaN \n",
|
||
"Colombia 24.5 NaN \n",
|
||
"Czech Republic 0.5 21453.0 \n",
|
||
"Denmark 0.6 29606.0 \n",
|
||
"Estonia 3.1 19697.0 \n",
|
||
"Finland 1.3 29943.0 \n",
|
||
"France 0.5 31304.0 \n",
|
||
"Germany 0.5 34294.0 \n",
|
||
"Greece 0.8 17700.0 \n",
|
||
"Hungary 1.0 NaN \n",
|
||
"Iceland 0.5 NaN \n",
|
||
"Ireland 0.7 25310.0 \n",
|
||
"Israel 1.8 NaN \n",
|
||
"Italy 0.6 26588.0 \n",
|
||
"Japan 0.2 29798.0 \n",
|
||
"Korea 1.0 21882.0 \n",
|
||
"Latvia 4.8 16275.0 \n",
|
||
"Lithuania 3.4 21660.0 \n",
|
||
"Luxembourg 0.6 39264.0 \n",
|
||
"Mexico 18.1 NaN \n",
|
||
"Netherlands 0.6 29333.0 \n",
|
||
"New Zealand 1.3 NaN \n",
|
||
"Norway 0.4 35725.0 \n",
|
||
"OECD - Total 3.7 33604.0 \n",
|
||
"Poland 0.7 19814.0 \n",
|
||
"Portugal 1.0 21203.0 \n",
|
||
"Russia 9.6 NaN \n",
|
||
"Slovak Republic 0.8 20474.0 \n",
|
||
"Slovenia 0.6 20820.0 \n",
|
||
"South Africa 13.7 NaN \n",
|
||
"Spain 0.6 23999.0 \n",
|
||
"Sweden 0.9 31287.0 \n",
|
||
"Switzerland 0.6 37466.0 \n",
|
||
"Turkey 1.4 NaN \n",
|
||
"United Kingdom 0.2 28715.0 \n",
|
||
"United States 5.5 45284.0 \n",
|
||
"\n",
|
||
"Indicator Household net wealth Housing expenditure ... \\\n",
|
||
"Country ... \n",
|
||
"Australia 427064.0 20.0 ... \n",
|
||
"Austria 308325.0 21.0 ... \n",
|
||
"Belgium 386006.0 21.0 ... \n",
|
||
"Brazil NaN NaN ... \n",
|
||
"Canada 423849.0 22.0 ... \n",
|
||
"Chile 100967.0 18.0 ... \n",
|
||
"Colombia NaN 17.0 ... \n",
|
||
"Czech Republic NaN 24.0 ... \n",
|
||
"Denmark 118637.0 23.0 ... \n",
|
||
"Estonia 159373.0 17.0 ... \n",
|
||
"Finland 200827.0 23.0 ... \n",
|
||
"France 280653.0 21.0 ... \n",
|
||
"Germany 259667.0 20.0 ... \n",
|
||
"Greece 150134.0 23.0 ... \n",
|
||
"Hungary 104458.0 19.0 ... \n",
|
||
"Iceland NaN 24.0 ... \n",
|
||
"Ireland 217130.0 20.0 ... \n",
|
||
"Israel NaN NaN ... \n",
|
||
"Italy 279889.0 23.0 ... \n",
|
||
"Japan 305878.0 22.0 ... \n",
|
||
"Korea 285980.0 15.0 ... \n",
|
||
"Latvia 70160.0 23.0 ... \n",
|
||
"Lithuania NaN 19.0 ... \n",
|
||
"Luxembourg 769053.0 21.0 ... \n",
|
||
"Mexico NaN 20.0 ... \n",
|
||
"Netherlands 157824.0 19.0 ... \n",
|
||
"New Zealand 388514.0 26.0 ... \n",
|
||
"Norway 228936.0 17.0 ... \n",
|
||
"OECD - Total 409880.0 20.0 ... \n",
|
||
"Poland 210991.0 22.0 ... \n",
|
||
"Portugal 232666.0 21.0 ... \n",
|
||
"Russia NaN 18.0 ... \n",
|
||
"Slovak Republic NaN 23.0 ... \n",
|
||
"Slovenia 203044.0 18.0 ... \n",
|
||
"South Africa NaN 18.0 ... \n",
|
||
"Spain 373548.0 21.0 ... \n",
|
||
"Sweden NaN 19.0 ... \n",
|
||
"Switzerland NaN 22.0 ... \n",
|
||
"Turkey NaN 20.0 ... \n",
|
||
"United Kingdom 548392.0 26.0 ... \n",
|
||
"United States 632100.0 19.0 ... \n",
|
||
"\n",
|
||
"Indicator Personal earnings Quality of support network \\\n",
|
||
"Country \n",
|
||
"Australia 49126.0 95.0 \n",
|
||
"Austria 50349.0 92.0 \n",
|
||
"Belgium 49675.0 91.0 \n",
|
||
"Brazil NaN 90.0 \n",
|
||
"Canada 47622.0 93.0 \n",
|
||
"Chile 25879.0 85.0 \n",
|
||
"Colombia NaN 89.0 \n",
|
||
"Czech Republic 25372.0 91.0 \n",
|
||
"Denmark 51466.0 95.0 \n",
|
||
"Estonia 24336.0 92.0 \n",
|
||
"Finland 42964.0 95.0 \n",
|
||
"France 43755.0 90.0 \n",
|
||
"Germany 47585.0 90.0 \n",
|
||
"Greece 26064.0 80.0 \n",
|
||
"Hungary 22576.0 86.0 \n",
|
||
"Iceland 61787.0 98.0 \n",
|
||
"Ireland 47653.0 95.0 \n",
|
||
"Israel 35067.0 88.0 \n",
|
||
"Italy 36658.0 92.0 \n",
|
||
"Japan 40863.0 89.0 \n",
|
||
"Korea 35191.0 78.0 \n",
|
||
"Latvia 23683.0 86.0 \n",
|
||
"Lithuania 24287.0 88.0 \n",
|
||
"Luxembourg 63062.0 93.0 \n",
|
||
"Mexico 15314.0 81.0 \n",
|
||
"Netherlands 52877.0 91.0 \n",
|
||
"New Zealand 40043.0 96.0 \n",
|
||
"Norway 51212.0 94.0 \n",
|
||
"OECD - Total 43241.0 89.0 \n",
|
||
"Poland 27046.0 86.0 \n",
|
||
"Portugal 25367.0 88.0 \n",
|
||
"Russia NaN 89.0 \n",
|
||
"Slovak Republic 24328.0 91.0 \n",
|
||
"Slovenia 34933.0 92.0 \n",
|
||
"South Africa NaN 88.0 \n",
|
||
"Spain 38507.0 93.0 \n",
|
||
"Sweden 42393.0 91.0 \n",
|
||
"Switzerland 62283.0 93.0 \n",
|
||
"Turkey NaN 86.0 \n",
|
||
"United Kingdom 43732.0 94.0 \n",
|
||
"United States 60558.0 91.0 \n",
|
||
"\n",
|
||
"Indicator Rooms per person Self-reported health \\\n",
|
||
"Country \n",
|
||
"Australia NaN 85.0 \n",
|
||
"Austria 1.6 70.0 \n",
|
||
"Belgium 2.2 74.0 \n",
|
||
"Brazil NaN NaN \n",
|
||
"Canada 2.6 88.0 \n",
|
||
"Chile 1.2 57.0 \n",
|
||
"Colombia 1.2 NaN \n",
|
||
"Czech Republic 1.4 60.0 \n",
|
||
"Denmark 1.9 71.0 \n",
|
||
"Estonia 1.6 53.0 \n",
|
||
"Finland 1.9 70.0 \n",
|
||
"France 1.8 66.0 \n",
|
||
"Germany 1.8 65.0 \n",
|
||
"Greece 1.2 74.0 \n",
|
||
"Hungary 1.2 60.0 \n",
|
||
"Iceland 1.6 76.0 \n",
|
||
"Ireland 2.1 83.0 \n",
|
||
"Israel 1.2 84.0 \n",
|
||
"Italy 1.4 71.0 \n",
|
||
"Japan 1.9 36.0 \n",
|
||
"Korea 1.5 33.0 \n",
|
||
"Latvia 1.2 47.0 \n",
|
||
"Lithuania 1.5 43.0 \n",
|
||
"Luxembourg 1.9 69.0 \n",
|
||
"Mexico 1.0 66.0 \n",
|
||
"Netherlands 1.9 76.0 \n",
|
||
"New Zealand 2.4 88.0 \n",
|
||
"Norway 2.1 77.0 \n",
|
||
"OECD - Total 1.8 69.0 \n",
|
||
"Poland 1.1 58.0 \n",
|
||
"Portugal 1.7 48.0 \n",
|
||
"Russia 0.9 43.0 \n",
|
||
"Slovak Republic 1.1 66.0 \n",
|
||
"Slovenia 1.5 64.0 \n",
|
||
"South Africa NaN NaN \n",
|
||
"Spain 1.9 72.0 \n",
|
||
"Sweden 1.7 75.0 \n",
|
||
"Switzerland 1.9 78.0 \n",
|
||
"Turkey 1.0 69.0 \n",
|
||
"United Kingdom 1.9 69.0 \n",
|
||
"United States 2.4 88.0 \n",
|
||
"\n",
|
||
"Indicator Stakeholder engagement for developing regulations \\\n",
|
||
"Country \n",
|
||
"Australia 2.7 \n",
|
||
"Austria 1.3 \n",
|
||
"Belgium 2.0 \n",
|
||
"Brazil 2.2 \n",
|
||
"Canada 2.9 \n",
|
||
"Chile 1.3 \n",
|
||
"Colombia 1.4 \n",
|
||
"Czech Republic 1.6 \n",
|
||
"Denmark 2.0 \n",
|
||
"Estonia 2.7 \n",
|
||
"Finland 2.2 \n",
|
||
"France 2.1 \n",
|
||
"Germany 1.8 \n",
|
||
"Greece 1.8 \n",
|
||
"Hungary 1.2 \n",
|
||
"Iceland 2.1 \n",
|
||
"Ireland 1.3 \n",
|
||
"Israel 2.5 \n",
|
||
"Italy 2.5 \n",
|
||
"Japan 1.4 \n",
|
||
"Korea 2.9 \n",
|
||
"Latvia 2.2 \n",
|
||
"Lithuania 2.4 \n",
|
||
"Luxembourg 1.7 \n",
|
||
"Mexico 3.2 \n",
|
||
"Netherlands 2.6 \n",
|
||
"New Zealand 2.5 \n",
|
||
"Norway 2.2 \n",
|
||
"OECD - Total 2.4 \n",
|
||
"Poland 2.6 \n",
|
||
"Portugal 1.5 \n",
|
||
"Russia NaN \n",
|
||
"Slovak Republic 3.0 \n",
|
||
"Slovenia 2.5 \n",
|
||
"South Africa NaN \n",
|
||
"Spain 1.8 \n",
|
||
"Sweden 2.0 \n",
|
||
"Switzerland 2.3 \n",
|
||
"Turkey 1.5 \n",
|
||
"United Kingdom 3.1 \n",
|
||
"United States 3.1 \n",
|
||
"\n",
|
||
"Indicator Student skills Time devoted to leisure and personal care \\\n",
|
||
"Country \n",
|
||
"Australia 502.0 14.35 \n",
|
||
"Austria 492.0 14.55 \n",
|
||
"Belgium 503.0 15.70 \n",
|
||
"Brazil 395.0 NaN \n",
|
||
"Canada 523.0 14.56 \n",
|
||
"Chile 443.0 NaN \n",
|
||
"Colombia 410.0 NaN \n",
|
||
"Czech Republic 491.0 NaN \n",
|
||
"Denmark 504.0 15.87 \n",
|
||
"Estonia 524.0 14.90 \n",
|
||
"Finland 523.0 15.17 \n",
|
||
"France 496.0 16.36 \n",
|
||
"Germany 508.0 15.62 \n",
|
||
"Greece 458.0 NaN \n",
|
||
"Hungary 474.0 NaN \n",
|
||
"Iceland 481.0 NaN \n",
|
||
"Ireland 509.0 NaN \n",
|
||
"Israel 472.0 NaN \n",
|
||
"Italy 485.0 16.47 \n",
|
||
"Japan 529.0 NaN \n",
|
||
"Korea 519.0 14.70 \n",
|
||
"Latvia 487.0 13.83 \n",
|
||
"Lithuania 475.0 NaN \n",
|
||
"Luxembourg 483.0 NaN \n",
|
||
"Mexico 416.0 NaN \n",
|
||
"Netherlands 508.0 NaN \n",
|
||
"New Zealand 506.0 14.87 \n",
|
||
"Norway 504.0 15.56 \n",
|
||
"OECD - Total 486.0 14.98 \n",
|
||
"Poland 504.0 14.42 \n",
|
||
"Portugal 497.0 NaN \n",
|
||
"Russia 492.0 NaN \n",
|
||
"Slovak Republic 463.0 NaN \n",
|
||
"Slovenia 509.0 14.75 \n",
|
||
"South Africa NaN 14.92 \n",
|
||
"Spain 491.0 15.93 \n",
|
||
"Sweden 496.0 15.18 \n",
|
||
"Switzerland 506.0 NaN \n",
|
||
"Turkey 425.0 14.79 \n",
|
||
"United Kingdom 500.0 14.92 \n",
|
||
"United States 488.0 14.44 \n",
|
||
"\n",
|
||
"Indicator Voter turnout Water quality Years in education \n",
|
||
"Country \n",
|
||
"Australia 91.0 93.0 21.0 \n",
|
||
"Austria 80.0 92.0 17.0 \n",
|
||
"Belgium 89.0 84.0 19.3 \n",
|
||
"Brazil 79.0 73.0 16.2 \n",
|
||
"Canada 68.0 91.0 17.3 \n",
|
||
"Chile 47.0 71.0 17.5 \n",
|
||
"Colombia 53.0 75.0 14.1 \n",
|
||
"Czech Republic 61.0 87.0 17.9 \n",
|
||
"Denmark 86.0 95.0 19.5 \n",
|
||
"Estonia 64.0 84.0 17.7 \n",
|
||
"Finland 67.0 95.0 19.8 \n",
|
||
"France 75.0 81.0 16.5 \n",
|
||
"Germany 76.0 91.0 18.1 \n",
|
||
"Greece 64.0 69.0 19.0 \n",
|
||
"Hungary 70.0 77.0 16.4 \n",
|
||
"Iceland 79.0 99.0 19.0 \n",
|
||
"Ireland 65.0 85.0 18.1 \n",
|
||
"Israel 72.0 67.0 15.6 \n",
|
||
"Italy 73.0 71.0 16.6 \n",
|
||
"Japan 53.0 87.0 16.4 \n",
|
||
"Korea 77.0 76.0 17.3 \n",
|
||
"Latvia 59.0 79.0 18.0 \n",
|
||
"Lithuania 51.0 81.0 18.4 \n",
|
||
"Luxembourg 91.0 84.0 15.1 \n",
|
||
"Mexico 63.0 68.0 15.2 \n",
|
||
"Netherlands 82.0 93.0 18.7 \n",
|
||
"New Zealand 80.0 89.0 17.7 \n",
|
||
"Norway 78.0 98.0 18.3 \n",
|
||
"OECD - Total 68.0 81.0 17.2 \n",
|
||
"Poland 55.0 82.0 17.6 \n",
|
||
"Portugal 56.0 86.0 16.9 \n",
|
||
"Russia 68.0 55.0 16.2 \n",
|
||
"Slovak Republic 60.0 85.0 15.8 \n",
|
||
"Slovenia 53.0 90.0 18.3 \n",
|
||
"South Africa 73.0 67.0 NaN \n",
|
||
"Spain 70.0 72.0 17.9 \n",
|
||
"Sweden 86.0 96.0 19.3 \n",
|
||
"Switzerland 49.0 95.0 17.5 \n",
|
||
"Turkey 86.0 65.0 18.3 \n",
|
||
"United Kingdom 69.0 84.0 17.5 \n",
|
||
"United States 65.0 83.0 17.2 \n",
|
||
"\n",
|
||
"[41 rows x 24 columns]"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"display(BLI)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 111,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"WEO.rename(columns={\"2019\": \"GDP per capita\"}, inplace=True)\n",
|
||
"WEO.set_index(\"Country\", inplace=True)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 115,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"full_country_stats = pd.merge(left=BLI, right=WEO,\n",
|
||
" left_index=True, right_index=True)\n",
|
||
"full_country_stats.sort_values(by=\"GDP per capita\", inplace=True)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 116,
|
||
"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>Air pollution</th>\n",
|
||
" <th>Dwellings without basic facilities</th>\n",
|
||
" <th>Educational attainment</th>\n",
|
||
" <th>Employees working very long hours</th>\n",
|
||
" <th>Employment rate</th>\n",
|
||
" <th>Feeling safe walking alone at night</th>\n",
|
||
" <th>Homicide rate</th>\n",
|
||
" <th>Household net adjusted disposable income</th>\n",
|
||
" <th>Household net wealth</th>\n",
|
||
" <th>Housing expenditure</th>\n",
|
||
" <th>...</th>\n",
|
||
" <th>Scale</th>\n",
|
||
" <th>2017</th>\n",
|
||
" <th>2018</th>\n",
|
||
" <th>GDP per capita</th>\n",
|
||
" <th>2020</th>\n",
|
||
" <th>2021</th>\n",
|
||
" <th>2022</th>\n",
|
||
" <th>2023</th>\n",
|
||
" <th>2024</th>\n",
|
||
" <th>Estimates Start After</th>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Country</th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <td>South Africa</td>\n",
|
||
" <td>22.0</td>\n",
|
||
" <td>37.0</td>\n",
|
||
" <td>73.0</td>\n",
|
||
" <td>18.12</td>\n",
|
||
" <td>43.0</td>\n",
|
||
" <td>36.1</td>\n",
|
||
" <td>13.7</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>18.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>Units</td>\n",
|
||
" <td>6119.887</td>\n",
|
||
" <td>6353.846</td>\n",
|
||
" <td>6100.354</td>\n",
|
||
" <td>6193.171</td>\n",
|
||
" <td>6331.797</td>\n",
|
||
" <td>6493.317</td>\n",
|
||
" <td>6663.568</td>\n",
|
||
" <td>6846.991</td>\n",
|
||
" <td>2018.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>Colombia</td>\n",
|
||
" <td>10.0</td>\n",
|
||
" <td>23.9</td>\n",
|
||
" <td>54.0</td>\n",
|
||
" <td>26.56</td>\n",
|
||
" <td>67.0</td>\n",
|
||
" <td>44.4</td>\n",
|
||
" <td>24.5</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>17.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>Units</td>\n",
|
||
" <td>6325.486</td>\n",
|
||
" <td>6641.507</td>\n",
|
||
" <td>6508.127</td>\n",
|
||
" <td>6744.007</td>\n",
|
||
" <td>7053.528</td>\n",
|
||
" <td>7381.726</td>\n",
|
||
" <td>7729.015</td>\n",
|
||
" <td>8096.644</td>\n",
|
||
" <td>2018.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>Brazil</td>\n",
|
||
" <td>10.0</td>\n",
|
||
" <td>6.7</td>\n",
|
||
" <td>49.0</td>\n",
|
||
" <td>7.13</td>\n",
|
||
" <td>61.0</td>\n",
|
||
" <td>35.6</td>\n",
|
||
" <td>26.7</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>Units</td>\n",
|
||
" <td>9926.291</td>\n",
|
||
" <td>8958.576</td>\n",
|
||
" <td>8796.909</td>\n",
|
||
" <td>8955.650</td>\n",
|
||
" <td>9344.111</td>\n",
|
||
" <td>9737.998</td>\n",
|
||
" <td>10167.442</td>\n",
|
||
" <td>10606.458</td>\n",
|
||
" <td>2016.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>Turkey</td>\n",
|
||
" <td>20.0</td>\n",
|
||
" <td>8.0</td>\n",
|
||
" <td>39.0</td>\n",
|
||
" <td>32.64</td>\n",
|
||
" <td>52.0</td>\n",
|
||
" <td>59.8</td>\n",
|
||
" <td>1.4</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>20.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>Units</td>\n",
|
||
" <td>10551.139</td>\n",
|
||
" <td>9405.321</td>\n",
|
||
" <td>8957.894</td>\n",
|
||
" <td>9683.565</td>\n",
|
||
" <td>10635.818</td>\n",
|
||
" <td>11373.637</td>\n",
|
||
" <td>11901.693</td>\n",
|
||
" <td>12489.904</td>\n",
|
||
" <td>2018.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>Mexico</td>\n",
|
||
" <td>16.0</td>\n",
|
||
" <td>25.5</td>\n",
|
||
" <td>38.0</td>\n",
|
||
" <td>28.70</td>\n",
|
||
" <td>61.0</td>\n",
|
||
" <td>41.8</td>\n",
|
||
" <td>18.1</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>20.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>Units</td>\n",
|
||
" <td>9366.655</td>\n",
|
||
" <td>9796.976</td>\n",
|
||
" <td>10118.167</td>\n",
|
||
" <td>10405.789</td>\n",
|
||
" <td>10767.497</td>\n",
|
||
" <td>11150.183</td>\n",
|
||
" <td>11563.558</td>\n",
|
||
" <td>12007.789</td>\n",
|
||
" <td>2018.0</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>5 rows × 36 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" Air pollution Dwellings without basic facilities \\\n",
|
||
"Country \n",
|
||
"South Africa 22.0 37.0 \n",
|
||
"Colombia 10.0 23.9 \n",
|
||
"Brazil 10.0 6.7 \n",
|
||
"Turkey 20.0 8.0 \n",
|
||
"Mexico 16.0 25.5 \n",
|
||
"\n",
|
||
" Educational attainment Employees working very long hours \\\n",
|
||
"Country \n",
|
||
"South Africa 73.0 18.12 \n",
|
||
"Colombia 54.0 26.56 \n",
|
||
"Brazil 49.0 7.13 \n",
|
||
"Turkey 39.0 32.64 \n",
|
||
"Mexico 38.0 28.70 \n",
|
||
"\n",
|
||
" Employment rate Feeling safe walking alone at night \\\n",
|
||
"Country \n",
|
||
"South Africa 43.0 36.1 \n",
|
||
"Colombia 67.0 44.4 \n",
|
||
"Brazil 61.0 35.6 \n",
|
||
"Turkey 52.0 59.8 \n",
|
||
"Mexico 61.0 41.8 \n",
|
||
"\n",
|
||
" Homicide rate Household net adjusted disposable income \\\n",
|
||
"Country \n",
|
||
"South Africa 13.7 NaN \n",
|
||
"Colombia 24.5 NaN \n",
|
||
"Brazil 26.7 NaN \n",
|
||
"Turkey 1.4 NaN \n",
|
||
"Mexico 18.1 NaN \n",
|
||
"\n",
|
||
" Household net wealth Housing expenditure ... Scale \\\n",
|
||
"Country ... \n",
|
||
"South Africa NaN 18.0 ... Units \n",
|
||
"Colombia NaN 17.0 ... Units \n",
|
||
"Brazil NaN NaN ... Units \n",
|
||
"Turkey NaN 20.0 ... Units \n",
|
||
"Mexico NaN 20.0 ... Units \n",
|
||
"\n",
|
||
" 2017 2018 GDP per capita 2020 2021 \\\n",
|
||
"Country \n",
|
||
"South Africa 6119.887 6353.846 6100.354 6193.171 6331.797 \n",
|
||
"Colombia 6325.486 6641.507 6508.127 6744.007 7053.528 \n",
|
||
"Brazil 9926.291 8958.576 8796.909 8955.650 9344.111 \n",
|
||
"Turkey 10551.139 9405.321 8957.894 9683.565 10635.818 \n",
|
||
"Mexico 9366.655 9796.976 10118.167 10405.789 10767.497 \n",
|
||
"\n",
|
||
" 2022 2023 2024 Estimates Start After \n",
|
||
"Country \n",
|
||
"South Africa 6493.317 6663.568 6846.991 2018.0 \n",
|
||
"Colombia 7381.726 7729.015 8096.644 2018.0 \n",
|
||
"Brazil 9737.998 10167.442 10606.458 2016.0 \n",
|
||
"Turkey 11373.637 11901.693 12489.904 2018.0 \n",
|
||
"Mexico 11150.183 11563.558 12007.789 2018.0 \n",
|
||
"\n",
|
||
"[5 rows x 36 columns]"
|
||
]
|
||
},
|
||
"execution_count": 116,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"full_country_stats.head()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 119,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Index(['South Africa', 'Colombia', 'Brazil', 'Turkey', 'Mexico', 'Russia',\n",
|
||
" 'Poland', 'Chile', 'Hungary', 'Latvia', 'Lithuania', 'Slovak Republic',\n",
|
||
" 'Greece', 'Portugal', 'Czech Republic', 'Estonia', 'Slovenia', 'Spain',\n",
|
||
" 'Korea', 'Italy', 'New Zealand', 'Japan', 'United Kingdom', 'France',\n",
|
||
" 'Israel', 'Belgium', 'Canada', 'Germany', 'Finland', 'Austria',\n",
|
||
" 'Sweden', 'Netherlands', 'Australia', 'Denmark', 'United States',\n",
|
||
" 'Iceland', 'Ireland', 'Norway', 'Switzerland', 'Luxembourg'],\n",
|
||
" dtype='object', name='Country')\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"print(full_country_stats.index)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 125,
|
||
"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>GDP per capita</th>\n",
|
||
" <th>Life satisfaction</th>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Country</th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <td>South Africa</td>\n",
|
||
" <td>6100.354</td>\n",
|
||
" <td>4.7</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>Turkey</td>\n",
|
||
" <td>8957.894</td>\n",
|
||
" <td>5.5</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>Russia</td>\n",
|
||
" <td>11162.652</td>\n",
|
||
" <td>5.8</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>Poland</td>\n",
|
||
" <td>14901.547</td>\n",
|
||
" <td>6.1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>Hungary</td>\n",
|
||
" <td>17463.284</td>\n",
|
||
" <td>5.6</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>Lithuania</td>\n",
|
||
" <td>19266.788</td>\n",
|
||
" <td>5.9</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>Slovak Republic</td>\n",
|
||
" <td>19547.657</td>\n",
|
||
" <td>6.2</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>Greece</td>\n",
|
||
" <td>19974.374</td>\n",
|
||
" <td>5.4</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>Portugal</td>\n",
|
||
" <td>23030.786</td>\n",
|
||
" <td>5.4</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>Czech Republic</td>\n",
|
||
" <td>23213.954</td>\n",
|
||
" <td>6.7</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>Estonia</td>\n",
|
||
" <td>23523.596</td>\n",
|
||
" <td>5.7</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>Slovenia</td>\n",
|
||
" <td>26170.250</td>\n",
|
||
" <td>5.9</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>Spain</td>\n",
|
||
" <td>29961.105</td>\n",
|
||
" <td>6.3</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>Korea</td>\n",
|
||
" <td>31430.598</td>\n",
|
||
" <td>5.9</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>Italy</td>\n",
|
||
" <td>32946.524</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>New Zealand</td>\n",
|
||
" <td>40634.137</td>\n",
|
||
" <td>7.3</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>Japan</td>\n",
|
||
" <td>40846.777</td>\n",
|
||
" <td>5.9</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>United Kingdom</td>\n",
|
||
" <td>41030.232</td>\n",
|
||
" <td>6.8</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>France</td>\n",
|
||
" <td>41760.606</td>\n",
|
||
" <td>6.5</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>Israel</td>\n",
|
||
" <td>42823.307</td>\n",
|
||
" <td>7.2</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>Belgium</td>\n",
|
||
" <td>45175.585</td>\n",
|
||
" <td>6.9</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>Canada</td>\n",
|
||
" <td>46212.842</td>\n",
|
||
" <td>7.4</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>Germany</td>\n",
|
||
" <td>46563.989</td>\n",
|
||
" <td>7.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>Finland</td>\n",
|
||
" <td>48868.742</td>\n",
|
||
" <td>7.6</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>Austria</td>\n",
|
||
" <td>50022.612</td>\n",
|
||
" <td>7.1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>Sweden</td>\n",
|
||
" <td>51241.914</td>\n",
|
||
" <td>7.3</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>Netherlands</td>\n",
|
||
" <td>52367.849</td>\n",
|
||
" <td>7.4</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>Australia</td>\n",
|
||
" <td>53825.164</td>\n",
|
||
" <td>7.3</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>Denmark</td>\n",
|
||
" <td>59795.269</td>\n",
|
||
" <td>7.6</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>United States</td>\n",
|
||
" <td>65111.596</td>\n",
|
||
" <td>6.9</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <td>Iceland</td>\n",
|
||
" <td>67037.340</td>\n",
|
||
" <td>7.5</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" GDP per capita Life satisfaction\n",
|
||
"Country \n",
|
||
"South Africa 6100.354 4.7\n",
|
||
"Turkey 8957.894 5.5\n",
|
||
"Russia 11162.652 5.8\n",
|
||
"Poland 14901.547 6.1\n",
|
||
"Hungary 17463.284 5.6\n",
|
||
"Lithuania 19266.788 5.9\n",
|
||
"Slovak Republic 19547.657 6.2\n",
|
||
"Greece 19974.374 5.4\n",
|
||
"Portugal 23030.786 5.4\n",
|
||
"Czech Republic 23213.954 6.7\n",
|
||
"Estonia 23523.596 5.7\n",
|
||
"Slovenia 26170.250 5.9\n",
|
||
"Spain 29961.105 6.3\n",
|
||
"Korea 31430.598 5.9\n",
|
||
"Italy 32946.524 6.0\n",
|
||
"New Zealand 40634.137 7.3\n",
|
||
"Japan 40846.777 5.9\n",
|
||
"United Kingdom 41030.232 6.8\n",
|
||
"France 41760.606 6.5\n",
|
||
"Israel 42823.307 7.2\n",
|
||
"Belgium 45175.585 6.9\n",
|
||
"Canada 46212.842 7.4\n",
|
||
"Germany 46563.989 7.0\n",
|
||
"Finland 48868.742 7.6\n",
|
||
"Austria 50022.612 7.1\n",
|
||
"Sweden 51241.914 7.3\n",
|
||
"Netherlands 52367.849 7.4\n",
|
||
"Australia 53825.164 7.3\n",
|
||
"Denmark 59795.269 7.6\n",
|
||
"United States 65111.596 6.9\n",
|
||
"Iceland 67037.340 7.5"
|
||
]
|
||
},
|
||
"execution_count": 125,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"remove_indices = [9, 1, 2, 4, 7]\n",
|
||
"keep_indices = list(set(range(36)) - set(remove_indices))\n",
|
||
"clean_data = full_country_stats[[\"GDP per capita\", 'Life satisfaction']].iloc[keep_indices]\n",
|
||
"clean_data"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 129,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"clean_data.to_csv('data/country_stats.csv')"
|
||
]
|
||
},
|
||
{
|
||
"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": 2
|
||
}
|