diff --git a/Ch1/.ipynb_checkpoints/Untitled-checkpoint.ipynb b/Ch1/.ipynb_checkpoints/Untitled-checkpoint.ipynb new file mode 100644 index 000000000..f0c67ce1b --- /dev/null +++ b/Ch1/.ipynb_checkpoints/Untitled-checkpoint.ipynb @@ -0,0 +1,1756 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 52, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import os" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": {}, + "outputs": [], + "source": [ + "BLI = pd.read_csv(\"data\\BLI.csv\")\n", + "WEO = pd.read_csv(\"data\\WEO.xls\", thousands=',', delimiter='\\t', encoding='latin1', na_values='n/a')" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
| \n", + " | GDP per capita | \n", + "
|---|---|
| Country | \n", + "\n", + " |
| Afghanistan | \n", + "509.759 | \n", + "
| Albania | \n", + "5847.056 | \n", + "
| Algeria | \n", + "4039.101 | \n", + "
| Angola | \n", + "2867.517 | \n", + "
| Antigua and Barbuda | \n", + "18887.448 | \n", + "
| ... | \n", + "... | \n", + "
| Vanuatu | \n", + "3361.283 | \n", + "
| Vietnam | \n", + "2954.637 | \n", + "
| Yemen | \n", + "709.312 | \n", + "
| Zambia | \n", + "1236.192 | \n", + "
| Zimbabwe | \n", + "847.163 | \n", + "
190 rows × 1 columns
\n", + "| \n", + " | Air pollution | \n", + "Dwellings without basic facilities | \n", + "Educational attainment | \n", + "Employees working very long hours | \n", + "Employment rate | \n", + "Feeling safe walking alone at night | \n", + "Homicide rate | \n", + "Household net adjusted disposable income | \n", + "Household net wealth | \n", + "Housing expenditure | \n", + "... | \n", + "Quality of support network | \n", + "Rooms per person | \n", + "Self-reported health | \n", + "Stakeholder engagement for developing regulations | \n", + "Student skills | \n", + "Time devoted to leisure and personal care | \n", + "Voter turnout | \n", + "Water quality | \n", + "Years in education | \n", + "GDP per capita | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Country | \n", + "\n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " |
| South Africa | \n", + "22.0 | \n", + "37.0 | \n", + "73.0 | \n", + "18.12 | \n", + "43.0 | \n", + "36.1 | \n", + "13.7 | \n", + "NaN | \n", + "NaN | \n", + "18.0 | \n", + "... | \n", + "88.0 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "14.92 | \n", + "73.0 | \n", + "67.0 | \n", + "NaN | \n", + "6193.171 | \n", + "
| Colombia | \n", + "10.0 | \n", + "23.9 | \n", + "54.0 | \n", + "26.56 | \n", + "67.0 | \n", + "44.4 | \n", + "24.5 | \n", + "NaN | \n", + "NaN | \n", + "17.0 | \n", + "... | \n", + "89.0 | \n", + "1.2 | \n", + "NaN | \n", + "1.4 | \n", + "410.0 | \n", + "NaN | \n", + "53.0 | \n", + "75.0 | \n", + "14.1 | \n", + "6744.007 | \n", + "
| Brazil | \n", + "10.0 | \n", + "6.7 | \n", + "49.0 | \n", + "7.13 | \n", + "61.0 | \n", + "35.6 | \n", + "26.7 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "... | \n", + "90.0 | \n", + "NaN | \n", + "NaN | \n", + "2.2 | \n", + "395.0 | \n", + "NaN | \n", + "79.0 | \n", + "73.0 | \n", + "16.2 | \n", + "8955.650 | \n", + "
| Turkey | \n", + "20.0 | \n", + "8.0 | \n", + "39.0 | \n", + "32.64 | \n", + "52.0 | \n", + "59.8 | \n", + "1.4 | \n", + "NaN | \n", + "NaN | \n", + "20.0 | \n", + "... | \n", + "86.0 | \n", + "1.0 | \n", + "69.0 | \n", + "1.5 | \n", + "425.0 | \n", + "14.79 | \n", + "86.0 | \n", + "65.0 | \n", + "18.3 | \n", + "9683.565 | \n", + "
| Mexico | \n", + "16.0 | \n", + "25.5 | \n", + "38.0 | \n", + "28.70 | \n", + "61.0 | \n", + "41.8 | \n", + "18.1 | \n", + "NaN | \n", + "NaN | \n", + "20.0 | \n", + "... | \n", + "81.0 | \n", + "1.0 | \n", + "66.0 | \n", + "3.2 | \n", + "416.0 | \n", + "NaN | \n", + "63.0 | \n", + "68.0 | \n", + "15.2 | \n", + "10405.789 | \n", + "
| Russia | \n", + "15.0 | \n", + "14.8 | \n", + "94.0 | \n", + "0.14 | \n", + "70.0 | \n", + "52.8 | \n", + "9.6 | \n", + "NaN | \n", + "NaN | \n", + "18.0 | \n", + "... | \n", + "89.0 | \n", + "0.9 | \n", + "43.0 | \n", + "NaN | \n", + "492.0 | \n", + "NaN | \n", + "68.0 | \n", + "55.0 | \n", + "16.2 | \n", + "11305.118 | \n", + "
| Chile | \n", + "16.0 | \n", + "9.4 | \n", + "65.0 | \n", + "9.72 | \n", + "63.0 | \n", + "47.9 | \n", + "4.2 | \n", + "NaN | \n", + "100967.0 | \n", + "18.0 | \n", + "... | \n", + "85.0 | \n", + "1.2 | \n", + "57.0 | \n", + "1.3 | \n", + "443.0 | \n", + "NaN | \n", + "47.0 | \n", + "71.0 | \n", + "17.5 | \n", + "15854.652 | \n", + "
| Poland | \n", + "22.0 | \n", + "3.0 | \n", + "92.0 | \n", + "5.95 | \n", + "66.0 | \n", + "67.3 | \n", + "0.7 | \n", + "19814.0 | \n", + "210991.0 | \n", + "22.0 | \n", + "... | \n", + "86.0 | \n", + "1.1 | \n", + "58.0 | \n", + "2.6 | \n", + "504.0 | \n", + "14.42 | \n", + "55.0 | \n", + "82.0 | \n", + "17.6 | \n", + "15988.035 | \n", + "
| Hungary | \n", + "19.0 | \n", + "4.7 | \n", + "84.0 | \n", + "3.03 | \n", + "68.0 | \n", + "56.3 | \n", + "1.0 | \n", + "NaN | \n", + "104458.0 | \n", + "19.0 | \n", + "... | \n", + "86.0 | \n", + "1.2 | \n", + "60.0 | \n", + "1.2 | \n", + "474.0 | \n", + "NaN | \n", + "70.0 | \n", + "77.0 | \n", + "16.4 | \n", + "18535.147 | \n", + "
| Latvia | \n", + "11.0 | \n", + "13.9 | \n", + "88.0 | \n", + "1.27 | \n", + "70.0 | \n", + "62.4 | \n", + "4.8 | \n", + "16275.0 | \n", + "70160.0 | \n", + "23.0 | \n", + "... | \n", + "86.0 | \n", + "1.2 | \n", + "47.0 | \n", + "2.2 | \n", + "487.0 | \n", + "13.83 | \n", + "59.0 | \n", + "79.0 | \n", + "18.0 | \n", + "19104.841 | \n", + "
| Lithuania | \n", + "14.0 | \n", + "13.6 | \n", + "93.0 | \n", + "0.54 | \n", + "70.0 | \n", + "55.9 | \n", + "3.4 | \n", + "21660.0 | \n", + "NaN | \n", + "19.0 | \n", + "... | \n", + "88.0 | \n", + "1.5 | \n", + "43.0 | \n", + "2.4 | \n", + "475.0 | \n", + "NaN | \n", + "51.0 | \n", + "81.0 | \n", + "18.4 | \n", + "20354.997 | \n", + "
| Slovak Republic | \n", + "21.0 | \n", + "1.2 | \n", + "91.0 | \n", + "4.14 | \n", + "66.0 | \n", + "63.5 | \n", + "0.8 | \n", + "20474.0 | \n", + "NaN | \n", + "23.0 | \n", + "... | \n", + "91.0 | \n", + "1.1 | \n", + "66.0 | \n", + "3.0 | \n", + "463.0 | \n", + "NaN | \n", + "60.0 | \n", + "85.0 | \n", + "15.8 | \n", + "20494.627 | \n", + "
| Greece | \n", + "18.0 | \n", + "0.5 | \n", + "73.0 | \n", + "6.42 | \n", + "53.0 | \n", + "60.0 | \n", + "0.8 | \n", + "17700.0 | \n", + "150134.0 | \n", + "23.0 | \n", + "... | \n", + "80.0 | \n", + "1.2 | \n", + "74.0 | \n", + "1.8 | \n", + "458.0 | \n", + "NaN | \n", + "64.0 | \n", + "69.0 | \n", + "19.0 | \n", + "20845.315 | \n", + "
| Portugal | \n", + "10.0 | \n", + "1.0 | \n", + "48.0 | \n", + "8.27 | \n", + "68.0 | \n", + "73.4 | \n", + "1.0 | \n", + "21203.0 | \n", + "232666.0 | \n", + "21.0 | \n", + "... | \n", + "88.0 | \n", + "1.7 | \n", + "48.0 | \n", + "1.5 | \n", + "497.0 | \n", + "NaN | \n", + "56.0 | \n", + "86.0 | \n", + "16.9 | \n", + "23731.127 | \n", + "
| Czech Republic | \n", + "20.0 | \n", + "0.7 | \n", + "94.0 | \n", + "5.65 | \n", + "74.0 | \n", + "72.3 | \n", + "0.5 | \n", + "21453.0 | \n", + "NaN | \n", + "24.0 | \n", + "... | \n", + "91.0 | \n", + "1.4 | \n", + "60.0 | \n", + "1.6 | \n", + "491.0 | \n", + "NaN | \n", + "61.0 | \n", + "87.0 | \n", + "17.9 | \n", + "24569.058 | \n", + "
| Estonia | \n", + "8.0 | \n", + "7.0 | \n", + "89.0 | \n", + "2.42 | \n", + "74.0 | \n", + "69.0 | \n", + "3.1 | \n", + "19697.0 | \n", + "159373.0 | \n", + "17.0 | \n", + "... | \n", + "92.0 | \n", + "1.6 | \n", + "53.0 | \n", + "2.7 | \n", + "524.0 | \n", + "14.90 | \n", + "64.0 | \n", + "84.0 | \n", + "17.7 | \n", + "24802.770 | \n", + "
| Slovenia | \n", + "16.0 | \n", + "0.4 | \n", + "88.0 | \n", + "4.39 | \n", + "69.0 | \n", + "86.1 | \n", + "0.6 | \n", + "20820.0 | \n", + "203044.0 | \n", + "18.0 | \n", + "... | \n", + "92.0 | \n", + "1.5 | \n", + "64.0 | \n", + "2.5 | \n", + "509.0 | \n", + "14.75 | \n", + "53.0 | \n", + "90.0 | \n", + "18.3 | \n", + "27452.323 | \n", + "
| Spain | \n", + "11.0 | \n", + "0.1 | \n", + "59.0 | \n", + "4.01 | \n", + "62.0 | \n", + "82.1 | \n", + "0.6 | \n", + "23999.0 | \n", + "373548.0 | \n", + "21.0 | \n", + "... | \n", + "93.0 | \n", + "1.9 | \n", + "72.0 | \n", + "1.8 | \n", + "491.0 | \n", + "15.93 | \n", + "70.0 | \n", + "72.0 | \n", + "17.9 | \n", + "30734.119 | \n", + "
| Korea | \n", + "28.0 | \n", + "2.5 | \n", + "88.0 | \n", + "NaN | \n", + "67.0 | \n", + "66.6 | \n", + "1.0 | \n", + "21882.0 | \n", + "285980.0 | \n", + "15.0 | \n", + "... | \n", + "78.0 | \n", + "1.5 | \n", + "33.0 | \n", + "2.9 | \n", + "519.0 | \n", + "14.70 | \n", + "77.0 | \n", + "76.0 | \n", + "17.3 | \n", + "31246.041 | \n", + "
| Italy | \n", + "18.0 | \n", + "0.7 | \n", + "61.0 | \n", + "4.11 | \n", + "58.0 | \n", + "58.4 | \n", + "0.6 | \n", + "26588.0 | \n", + "279889.0 | \n", + "23.0 | \n", + "... | \n", + "92.0 | \n", + "1.4 | \n", + "71.0 | \n", + "2.5 | \n", + "485.0 | \n", + "16.47 | \n", + "73.0 | \n", + "71.0 | \n", + "16.6 | \n", + "33431.250 | \n", + "
| United Kingdom | \n", + "11.0 | \n", + "0.3 | \n", + "81.0 | \n", + "12.15 | \n", + "75.0 | \n", + "77.7 | \n", + "0.2 | \n", + "28715.0 | \n", + "548392.0 | \n", + "26.0 | \n", + "... | \n", + "94.0 | \n", + "1.9 | \n", + "69.0 | \n", + "3.1 | \n", + "500.0 | \n", + "14.92 | \n", + "69.0 | \n", + "84.0 | \n", + "17.5 | \n", + "40391.839 | \n", + "
| New Zealand | \n", + "5.0 | \n", + "NaN | \n", + "79.0 | \n", + "15.11 | \n", + "77.0 | \n", + "65.7 | \n", + "1.3 | \n", + "NaN | \n", + "388514.0 | \n", + "26.0 | \n", + "... | \n", + "96.0 | \n", + "2.4 | \n", + "88.0 | \n", + "2.5 | \n", + "506.0 | \n", + "14.87 | \n", + "80.0 | \n", + "89.0 | \n", + "17.7 | \n", + "42084.399 | \n", + "
| France | \n", + "13.0 | \n", + "0.5 | \n", + "78.0 | \n", + "7.67 | \n", + "65.0 | \n", + "70.5 | \n", + "0.5 | \n", + "31304.0 | \n", + "280653.0 | \n", + "21.0 | \n", + "... | \n", + "90.0 | \n", + "1.8 | \n", + "66.0 | \n", + "2.1 | \n", + "496.0 | \n", + "16.36 | \n", + "75.0 | \n", + "81.0 | \n", + "16.5 | \n", + "42643.949 | \n", + "
| Japan | \n", + "14.0 | \n", + "6.4 | \n", + "NaN | \n", + "NaN | \n", + "75.0 | \n", + "72.5 | \n", + "0.2 | \n", + "29798.0 | \n", + "305878.0 | \n", + "22.0 | \n", + "... | \n", + "89.0 | \n", + "1.9 | \n", + "36.0 | \n", + "1.4 | \n", + "529.0 | \n", + "NaN | \n", + "53.0 | \n", + "87.0 | \n", + "16.4 | \n", + "43043.422 | \n", + "
| Israel | \n", + "21.0 | \n", + "NaN | \n", + "87.0 | \n", + "15.45 | \n", + "69.0 | \n", + "69.8 | \n", + "1.8 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "... | \n", + "88.0 | \n", + "1.2 | \n", + "84.0 | \n", + "2.5 | \n", + "472.0 | \n", + "NaN | \n", + "72.0 | \n", + "67.0 | \n", + "15.6 | \n", + "44474.065 | \n", + "
| Belgium | \n", + "15.0 | \n", + "1.9 | \n", + "77.0 | \n", + "4.75 | \n", + "63.0 | \n", + "70.1 | \n", + "1.0 | \n", + "30364.0 | \n", + "386006.0 | \n", + "21.0 | \n", + "... | \n", + "91.0 | \n", + "2.2 | \n", + "74.0 | \n", + "2.0 | \n", + "503.0 | \n", + "15.70 | \n", + "89.0 | \n", + "84.0 | \n", + "19.3 | \n", + "45979.691 | \n", + "
| Canada | \n", + "7.0 | \n", + "0.2 | \n", + "91.0 | \n", + "3.69 | \n", + "73.0 | \n", + "82.2 | \n", + "1.3 | \n", + "30854.0 | \n", + "423849.0 | \n", + "22.0 | \n", + "... | \n", + "93.0 | \n", + "2.6 | \n", + "88.0 | \n", + "2.9 | \n", + "523.0 | \n", + "14.56 | \n", + "68.0 | \n", + "91.0 | \n", + "17.3 | \n", + "47931.460 | \n", + "
| Germany | \n", + "14.0 | \n", + "0.2 | \n", + "87.0 | \n", + "4.26 | \n", + "75.0 | \n", + "72.5 | \n", + "0.5 | \n", + "34294.0 | \n", + "259667.0 | \n", + "20.0 | \n", + "... | \n", + "90.0 | \n", + "1.8 | \n", + "65.0 | \n", + "1.8 | \n", + "508.0 | \n", + "15.62 | \n", + "76.0 | \n", + "91.0 | \n", + "18.1 | \n", + "47992.322 | \n", + "
| Finland | \n", + "6.0 | \n", + "0.5 | \n", + "88.0 | \n", + "3.81 | \n", + "70.0 | \n", + "85.1 | \n", + "1.3 | \n", + "29943.0 | \n", + "200827.0 | \n", + "23.0 | \n", + "... | \n", + "95.0 | \n", + "1.9 | \n", + "70.0 | \n", + "2.2 | \n", + "523.0 | \n", + "15.17 | \n", + "67.0 | \n", + "95.0 | \n", + "19.8 | \n", + "50774.198 | \n", + "
| Austria | \n", + "16.0 | \n", + "0.9 | \n", + "85.0 | \n", + "6.66 | \n", + "72.0 | \n", + "80.6 | \n", + "0.5 | \n", + "33541.0 | \n", + "308325.0 | \n", + "21.0 | \n", + "... | \n", + "92.0 | \n", + "1.6 | \n", + "70.0 | \n", + "1.3 | \n", + "492.0 | \n", + "14.55 | \n", + "80.0 | \n", + "92.0 | \n", + "17.0 | \n", + "51330.462 | \n", + "
| Sweden | \n", + "6.0 | \n", + "0.0 | \n", + "83.0 | \n", + "1.07 | \n", + "77.0 | \n", + "75.6 | \n", + "0.9 | \n", + "31287.0 | \n", + "NaN | \n", + "19.0 | \n", + "... | \n", + "91.0 | \n", + "1.7 | \n", + "75.0 | \n", + "2.0 | \n", + "496.0 | \n", + "15.18 | \n", + "86.0 | \n", + "96.0 | \n", + "19.3 | \n", + "51892.079 | \n", + "
| Australia | \n", + "5.0 | \n", + "NaN | \n", + "81.0 | \n", + "13.04 | \n", + "73.0 | \n", + "63.5 | \n", + "1.1 | \n", + "32759.0 | \n", + "427064.0 | \n", + "20.0 | \n", + "... | \n", + "95.0 | \n", + "NaN | \n", + "85.0 | \n", + "2.7 | \n", + "502.0 | \n", + "14.35 | \n", + "91.0 | \n", + "93.0 | \n", + "21.0 | \n", + "52952.268 | \n", + "
| Netherlands | \n", + "14.0 | \n", + "0.1 | \n", + "78.0 | \n", + "0.42 | \n", + "76.0 | \n", + "82.0 | \n", + "0.6 | \n", + "29333.0 | \n", + "157824.0 | \n", + "19.0 | \n", + "... | \n", + "91.0 | \n", + "1.9 | \n", + "76.0 | \n", + "2.6 | \n", + "508.0 | \n", + "NaN | \n", + "82.0 | \n", + "93.0 | \n", + "18.7 | \n", + "53873.370 | \n", + "
| Denmark | \n", + "9.0 | \n", + "0.5 | \n", + "81.0 | \n", + "2.34 | \n", + "74.0 | \n", + "83.5 | \n", + "0.6 | \n", + "29606.0 | \n", + "118637.0 | \n", + "23.0 | \n", + "... | \n", + "95.0 | \n", + "1.9 | \n", + "71.0 | \n", + "2.0 | \n", + "504.0 | \n", + "15.87 | \n", + "86.0 | \n", + "95.0 | \n", + "19.5 | \n", + "61732.569 | \n", + "
| Iceland | \n", + "3.0 | \n", + "0.0 | \n", + "77.0 | \n", + "15.06 | \n", + "86.0 | \n", + "86.0 | \n", + "0.5 | \n", + "NaN | \n", + "NaN | \n", + "24.0 | \n", + "... | \n", + "98.0 | \n", + "1.6 | \n", + "76.0 | \n", + "2.1 | \n", + "481.0 | \n", + "NaN | \n", + "79.0 | \n", + "99.0 | \n", + "19.0 | \n", + "66601.877 | \n", + "
| United States | \n", + "10.0 | \n", + "0.1 | \n", + "91.0 | \n", + "11.09 | \n", + "70.0 | \n", + "73.9 | \n", + "5.5 | \n", + "45284.0 | \n", + "632100.0 | \n", + "19.0 | \n", + "... | \n", + "91.0 | \n", + "2.4 | \n", + "88.0 | \n", + "3.1 | \n", + "488.0 | \n", + "14.44 | \n", + "65.0 | \n", + "83.0 | \n", + "17.2 | \n", + "67426.835 | \n", + "
| Norway | \n", + "5.0 | \n", + "0.0 | \n", + "82.0 | \n", + "2.93 | \n", + "74.0 | \n", + "90.1 | \n", + "0.4 | \n", + "35725.0 | \n", + "228936.0 | \n", + "17.0 | \n", + "... | \n", + "94.0 | \n", + "2.1 | \n", + "77.0 | \n", + "2.2 | \n", + "504.0 | \n", + "15.56 | \n", + "78.0 | \n", + "98.0 | \n", + "18.3 | \n", + "78333.222 | \n", + "
| Ireland | \n", + "7.0 | \n", + "1.0 | \n", + "82.0 | \n", + "5.25 | \n", + "67.0 | \n", + "75.9 | \n", + "0.7 | \n", + "25310.0 | \n", + "217130.0 | \n", + "20.0 | \n", + "... | \n", + "95.0 | \n", + "2.1 | \n", + "83.0 | \n", + "1.3 | \n", + "509.0 | \n", + "NaN | \n", + "65.0 | \n", + "85.0 | \n", + "18.1 | \n", + "80264.835 | \n", + "
| Switzerland | \n", + "15.0 | \n", + "0.1 | \n", + "88.0 | \n", + "0.37 | \n", + "80.0 | \n", + "85.3 | \n", + "0.6 | \n", + "37466.0 | \n", + "NaN | \n", + "22.0 | \n", + "... | \n", + "93.0 | \n", + "1.9 | \n", + "78.0 | \n", + "2.3 | \n", + "506.0 | \n", + "NaN | \n", + "49.0 | \n", + "95.0 | \n", + "17.5 | \n", + "86673.501 | \n", + "
| Luxembourg | \n", + "12.0 | \n", + "0.5 | \n", + "77.0 | \n", + "3.82 | \n", + "66.0 | \n", + "75.8 | \n", + "0.6 | \n", + "39264.0 | \n", + "769053.0 | \n", + "21.0 | \n", + "... | \n", + "93.0 | \n", + "1.9 | \n", + "69.0 | \n", + "1.7 | \n", + "483.0 | \n", + "NaN | \n", + "91.0 | \n", + "84.0 | \n", + "15.1 | \n", + "116727.211 | \n", + "
40 rows × 25 columns
\n", + "| \n", + " | GDP per capita | \n", + "
|---|---|
| Country | \n", + "\n", + " |
| Afghanistan | \n", + "509.759 | \n", + "
| Albania | \n", + "5847.056 | \n", + "
| Algeria | \n", + "4039.101 | \n", + "
| Angola | \n", + "2867.517 | \n", + "
| Antigua and Barbuda | \n", + "18887.448 | \n", + "
| ... | \n", + "... | \n", + "
| Vanuatu | \n", + "3361.283 | \n", + "
| Vietnam | \n", + "2954.637 | \n", + "
| Yemen | \n", + "709.312 | \n", + "
| Zambia | \n", + "1236.192 | \n", + "
| Zimbabwe | \n", + "847.163 | \n", + "
190 rows × 1 columns
\n", + "| \n", + " | Air pollution | \n", + "Dwellings without basic facilities | \n", + "Educational attainment | \n", + "Employees working very long hours | \n", + "Employment rate | \n", + "Feeling safe walking alone at night | \n", + "Homicide rate | \n", + "Household net adjusted disposable income | \n", + "Household net wealth | \n", + "Housing expenditure | \n", + "... | \n", + "Quality of support network | \n", + "Rooms per person | \n", + "Self-reported health | \n", + "Stakeholder engagement for developing regulations | \n", + "Student skills | \n", + "Time devoted to leisure and personal care | \n", + "Voter turnout | \n", + "Water quality | \n", + "Years in education | \n", + "GDP per capita | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Country | \n", + "\n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " |
| South Africa | \n", + "22.0 | \n", + "37.0 | \n", + "73.0 | \n", + "18.12 | \n", + "43.0 | \n", + "36.1 | \n", + "13.7 | \n", + "NaN | \n", + "NaN | \n", + "18.0 | \n", + "... | \n", + "88.0 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "14.92 | \n", + "73.0 | \n", + "67.0 | \n", + "NaN | \n", + "6193.171 | \n", + "
| Colombia | \n", + "10.0 | \n", + "23.9 | \n", + "54.0 | \n", + "26.56 | \n", + "67.0 | \n", + "44.4 | \n", + "24.5 | \n", + "NaN | \n", + "NaN | \n", + "17.0 | \n", + "... | \n", + "89.0 | \n", + "1.2 | \n", + "NaN | \n", + "1.4 | \n", + "410.0 | \n", + "NaN | \n", + "53.0 | \n", + "75.0 | \n", + "14.1 | \n", + "6744.007 | \n", + "
| Brazil | \n", + "10.0 | \n", + "6.7 | \n", + "49.0 | \n", + "7.13 | \n", + "61.0 | \n", + "35.6 | \n", + "26.7 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "... | \n", + "90.0 | \n", + "NaN | \n", + "NaN | \n", + "2.2 | \n", + "395.0 | \n", + "NaN | \n", + "79.0 | \n", + "73.0 | \n", + "16.2 | \n", + "8955.650 | \n", + "
| Turkey | \n", + "20.0 | \n", + "8.0 | \n", + "39.0 | \n", + "32.64 | \n", + "52.0 | \n", + "59.8 | \n", + "1.4 | \n", + "NaN | \n", + "NaN | \n", + "20.0 | \n", + "... | \n", + "86.0 | \n", + "1.0 | \n", + "69.0 | \n", + "1.5 | \n", + "425.0 | \n", + "14.79 | \n", + "86.0 | \n", + "65.0 | \n", + "18.3 | \n", + "9683.565 | \n", + "
| Mexico | \n", + "16.0 | \n", + "25.5 | \n", + "38.0 | \n", + "28.70 | \n", + "61.0 | \n", + "41.8 | \n", + "18.1 | \n", + "NaN | \n", + "NaN | \n", + "20.0 | \n", + "... | \n", + "81.0 | \n", + "1.0 | \n", + "66.0 | \n", + "3.2 | \n", + "416.0 | \n", + "NaN | \n", + "63.0 | \n", + "68.0 | \n", + "15.2 | \n", + "10405.789 | \n", + "
| Russia | \n", + "15.0 | \n", + "14.8 | \n", + "94.0 | \n", + "0.14 | \n", + "70.0 | \n", + "52.8 | \n", + "9.6 | \n", + "NaN | \n", + "NaN | \n", + "18.0 | \n", + "... | \n", + "89.0 | \n", + "0.9 | \n", + "43.0 | \n", + "NaN | \n", + "492.0 | \n", + "NaN | \n", + "68.0 | \n", + "55.0 | \n", + "16.2 | \n", + "11305.118 | \n", + "
| Chile | \n", + "16.0 | \n", + "9.4 | \n", + "65.0 | \n", + "9.72 | \n", + "63.0 | \n", + "47.9 | \n", + "4.2 | \n", + "NaN | \n", + "100967.0 | \n", + "18.0 | \n", + "... | \n", + "85.0 | \n", + "1.2 | \n", + "57.0 | \n", + "1.3 | \n", + "443.0 | \n", + "NaN | \n", + "47.0 | \n", + "71.0 | \n", + "17.5 | \n", + "15854.652 | \n", + "
| Poland | \n", + "22.0 | \n", + "3.0 | \n", + "92.0 | \n", + "5.95 | \n", + "66.0 | \n", + "67.3 | \n", + "0.7 | \n", + "19814.0 | \n", + "210991.0 | \n", + "22.0 | \n", + "... | \n", + "86.0 | \n", + "1.1 | \n", + "58.0 | \n", + "2.6 | \n", + "504.0 | \n", + "14.42 | \n", + "55.0 | \n", + "82.0 | \n", + "17.6 | \n", + "15988.035 | \n", + "
| Hungary | \n", + "19.0 | \n", + "4.7 | \n", + "84.0 | \n", + "3.03 | \n", + "68.0 | \n", + "56.3 | \n", + "1.0 | \n", + "NaN | \n", + "104458.0 | \n", + "19.0 | \n", + "... | \n", + "86.0 | \n", + "1.2 | \n", + "60.0 | \n", + "1.2 | \n", + "474.0 | \n", + "NaN | \n", + "70.0 | \n", + "77.0 | \n", + "16.4 | \n", + "18535.147 | \n", + "
| Latvia | \n", + "11.0 | \n", + "13.9 | \n", + "88.0 | \n", + "1.27 | \n", + "70.0 | \n", + "62.4 | \n", + "4.8 | \n", + "16275.0 | \n", + "70160.0 | \n", + "23.0 | \n", + "... | \n", + "86.0 | \n", + "1.2 | \n", + "47.0 | \n", + "2.2 | \n", + "487.0 | \n", + "13.83 | \n", + "59.0 | \n", + "79.0 | \n", + "18.0 | \n", + "19104.841 | \n", + "
| Lithuania | \n", + "14.0 | \n", + "13.6 | \n", + "93.0 | \n", + "0.54 | \n", + "70.0 | \n", + "55.9 | \n", + "3.4 | \n", + "21660.0 | \n", + "NaN | \n", + "19.0 | \n", + "... | \n", + "88.0 | \n", + "1.5 | \n", + "43.0 | \n", + "2.4 | \n", + "475.0 | \n", + "NaN | \n", + "51.0 | \n", + "81.0 | \n", + "18.4 | \n", + "20354.997 | \n", + "
| Slovak Republic | \n", + "21.0 | \n", + "1.2 | \n", + "91.0 | \n", + "4.14 | \n", + "66.0 | \n", + "63.5 | \n", + "0.8 | \n", + "20474.0 | \n", + "NaN | \n", + "23.0 | \n", + "... | \n", + "91.0 | \n", + "1.1 | \n", + "66.0 | \n", + "3.0 | \n", + "463.0 | \n", + "NaN | \n", + "60.0 | \n", + "85.0 | \n", + "15.8 | \n", + "20494.627 | \n", + "
| Greece | \n", + "18.0 | \n", + "0.5 | \n", + "73.0 | \n", + "6.42 | \n", + "53.0 | \n", + "60.0 | \n", + "0.8 | \n", + "17700.0 | \n", + "150134.0 | \n", + "23.0 | \n", + "... | \n", + "80.0 | \n", + "1.2 | \n", + "74.0 | \n", + "1.8 | \n", + "458.0 | \n", + "NaN | \n", + "64.0 | \n", + "69.0 | \n", + "19.0 | \n", + "20845.315 | \n", + "
| Portugal | \n", + "10.0 | \n", + "1.0 | \n", + "48.0 | \n", + "8.27 | \n", + "68.0 | \n", + "73.4 | \n", + "1.0 | \n", + "21203.0 | \n", + "232666.0 | \n", + "21.0 | \n", + "... | \n", + "88.0 | \n", + "1.7 | \n", + "48.0 | \n", + "1.5 | \n", + "497.0 | \n", + "NaN | \n", + "56.0 | \n", + "86.0 | \n", + "16.9 | \n", + "23731.127 | \n", + "
| Czech Republic | \n", + "20.0 | \n", + "0.7 | \n", + "94.0 | \n", + "5.65 | \n", + "74.0 | \n", + "72.3 | \n", + "0.5 | \n", + "21453.0 | \n", + "NaN | \n", + "24.0 | \n", + "... | \n", + "91.0 | \n", + "1.4 | \n", + "60.0 | \n", + "1.6 | \n", + "491.0 | \n", + "NaN | \n", + "61.0 | \n", + "87.0 | \n", + "17.9 | \n", + "24569.058 | \n", + "
| Estonia | \n", + "8.0 | \n", + "7.0 | \n", + "89.0 | \n", + "2.42 | \n", + "74.0 | \n", + "69.0 | \n", + "3.1 | \n", + "19697.0 | \n", + "159373.0 | \n", + "17.0 | \n", + "... | \n", + "92.0 | \n", + "1.6 | \n", + "53.0 | \n", + "2.7 | \n", + "524.0 | \n", + "14.90 | \n", + "64.0 | \n", + "84.0 | \n", + "17.7 | \n", + "24802.770 | \n", + "
| Slovenia | \n", + "16.0 | \n", + "0.4 | \n", + "88.0 | \n", + "4.39 | \n", + "69.0 | \n", + "86.1 | \n", + "0.6 | \n", + "20820.0 | \n", + "203044.0 | \n", + "18.0 | \n", + "... | \n", + "92.0 | \n", + "1.5 | \n", + "64.0 | \n", + "2.5 | \n", + "509.0 | \n", + "14.75 | \n", + "53.0 | \n", + "90.0 | \n", + "18.3 | \n", + "27452.323 | \n", + "
| Spain | \n", + "11.0 | \n", + "0.1 | \n", + "59.0 | \n", + "4.01 | \n", + "62.0 | \n", + "82.1 | \n", + "0.6 | \n", + "23999.0 | \n", + "373548.0 | \n", + "21.0 | \n", + "... | \n", + "93.0 | \n", + "1.9 | \n", + "72.0 | \n", + "1.8 | \n", + "491.0 | \n", + "15.93 | \n", + "70.0 | \n", + "72.0 | \n", + "17.9 | \n", + "30734.119 | \n", + "
| Korea | \n", + "28.0 | \n", + "2.5 | \n", + "88.0 | \n", + "NaN | \n", + "67.0 | \n", + "66.6 | \n", + "1.0 | \n", + "21882.0 | \n", + "285980.0 | \n", + "15.0 | \n", + "... | \n", + "78.0 | \n", + "1.5 | \n", + "33.0 | \n", + "2.9 | \n", + "519.0 | \n", + "14.70 | \n", + "77.0 | \n", + "76.0 | \n", + "17.3 | \n", + "31246.041 | \n", + "
| Italy | \n", + "18.0 | \n", + "0.7 | \n", + "61.0 | \n", + "4.11 | \n", + "58.0 | \n", + "58.4 | \n", + "0.6 | \n", + "26588.0 | \n", + "279889.0 | \n", + "23.0 | \n", + "... | \n", + "92.0 | \n", + "1.4 | \n", + "71.0 | \n", + "2.5 | \n", + "485.0 | \n", + "16.47 | \n", + "73.0 | \n", + "71.0 | \n", + "16.6 | \n", + "33431.250 | \n", + "
| United Kingdom | \n", + "11.0 | \n", + "0.3 | \n", + "81.0 | \n", + "12.15 | \n", + "75.0 | \n", + "77.7 | \n", + "0.2 | \n", + "28715.0 | \n", + "548392.0 | \n", + "26.0 | \n", + "... | \n", + "94.0 | \n", + "1.9 | \n", + "69.0 | \n", + "3.1 | \n", + "500.0 | \n", + "14.92 | \n", + "69.0 | \n", + "84.0 | \n", + "17.5 | \n", + "40391.839 | \n", + "
| New Zealand | \n", + "5.0 | \n", + "NaN | \n", + "79.0 | \n", + "15.11 | \n", + "77.0 | \n", + "65.7 | \n", + "1.3 | \n", + "NaN | \n", + "388514.0 | \n", + "26.0 | \n", + "... | \n", + "96.0 | \n", + "2.4 | \n", + "88.0 | \n", + "2.5 | \n", + "506.0 | \n", + "14.87 | \n", + "80.0 | \n", + "89.0 | \n", + "17.7 | \n", + "42084.399 | \n", + "
| France | \n", + "13.0 | \n", + "0.5 | \n", + "78.0 | \n", + "7.67 | \n", + "65.0 | \n", + "70.5 | \n", + "0.5 | \n", + "31304.0 | \n", + "280653.0 | \n", + "21.0 | \n", + "... | \n", + "90.0 | \n", + "1.8 | \n", + "66.0 | \n", + "2.1 | \n", + "496.0 | \n", + "16.36 | \n", + "75.0 | \n", + "81.0 | \n", + "16.5 | \n", + "42643.949 | \n", + "
| Japan | \n", + "14.0 | \n", + "6.4 | \n", + "NaN | \n", + "NaN | \n", + "75.0 | \n", + "72.5 | \n", + "0.2 | \n", + "29798.0 | \n", + "305878.0 | \n", + "22.0 | \n", + "... | \n", + "89.0 | \n", + "1.9 | \n", + "36.0 | \n", + "1.4 | \n", + "529.0 | \n", + "NaN | \n", + "53.0 | \n", + "87.0 | \n", + "16.4 | \n", + "43043.422 | \n", + "
| Israel | \n", + "21.0 | \n", + "NaN | \n", + "87.0 | \n", + "15.45 | \n", + "69.0 | \n", + "69.8 | \n", + "1.8 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "... | \n", + "88.0 | \n", + "1.2 | \n", + "84.0 | \n", + "2.5 | \n", + "472.0 | \n", + "NaN | \n", + "72.0 | \n", + "67.0 | \n", + "15.6 | \n", + "44474.065 | \n", + "
| Belgium | \n", + "15.0 | \n", + "1.9 | \n", + "77.0 | \n", + "4.75 | \n", + "63.0 | \n", + "70.1 | \n", + "1.0 | \n", + "30364.0 | \n", + "386006.0 | \n", + "21.0 | \n", + "... | \n", + "91.0 | \n", + "2.2 | \n", + "74.0 | \n", + "2.0 | \n", + "503.0 | \n", + "15.70 | \n", + "89.0 | \n", + "84.0 | \n", + "19.3 | \n", + "45979.691 | \n", + "
| Canada | \n", + "7.0 | \n", + "0.2 | \n", + "91.0 | \n", + "3.69 | \n", + "73.0 | \n", + "82.2 | \n", + "1.3 | \n", + "30854.0 | \n", + "423849.0 | \n", + "22.0 | \n", + "... | \n", + "93.0 | \n", + "2.6 | \n", + "88.0 | \n", + "2.9 | \n", + "523.0 | \n", + "14.56 | \n", + "68.0 | \n", + "91.0 | \n", + "17.3 | \n", + "47931.460 | \n", + "
| Germany | \n", + "14.0 | \n", + "0.2 | \n", + "87.0 | \n", + "4.26 | \n", + "75.0 | \n", + "72.5 | \n", + "0.5 | \n", + "34294.0 | \n", + "259667.0 | \n", + "20.0 | \n", + "... | \n", + "90.0 | \n", + "1.8 | \n", + "65.0 | \n", + "1.8 | \n", + "508.0 | \n", + "15.62 | \n", + "76.0 | \n", + "91.0 | \n", + "18.1 | \n", + "47992.322 | \n", + "
| Finland | \n", + "6.0 | \n", + "0.5 | \n", + "88.0 | \n", + "3.81 | \n", + "70.0 | \n", + "85.1 | \n", + "1.3 | \n", + "29943.0 | \n", + "200827.0 | \n", + "23.0 | \n", + "... | \n", + "95.0 | \n", + "1.9 | \n", + "70.0 | \n", + "2.2 | \n", + "523.0 | \n", + "15.17 | \n", + "67.0 | \n", + "95.0 | \n", + "19.8 | \n", + "50774.198 | \n", + "
| Austria | \n", + "16.0 | \n", + "0.9 | \n", + "85.0 | \n", + "6.66 | \n", + "72.0 | \n", + "80.6 | \n", + "0.5 | \n", + "33541.0 | \n", + "308325.0 | \n", + "21.0 | \n", + "... | \n", + "92.0 | \n", + "1.6 | \n", + "70.0 | \n", + "1.3 | \n", + "492.0 | \n", + "14.55 | \n", + "80.0 | \n", + "92.0 | \n", + "17.0 | \n", + "51330.462 | \n", + "
| Sweden | \n", + "6.0 | \n", + "0.0 | \n", + "83.0 | \n", + "1.07 | \n", + "77.0 | \n", + "75.6 | \n", + "0.9 | \n", + "31287.0 | \n", + "NaN | \n", + "19.0 | \n", + "... | \n", + "91.0 | \n", + "1.7 | \n", + "75.0 | \n", + "2.0 | \n", + "496.0 | \n", + "15.18 | \n", + "86.0 | \n", + "96.0 | \n", + "19.3 | \n", + "51892.079 | \n", + "
| Australia | \n", + "5.0 | \n", + "NaN | \n", + "81.0 | \n", + "13.04 | \n", + "73.0 | \n", + "63.5 | \n", + "1.1 | \n", + "32759.0 | \n", + "427064.0 | \n", + "20.0 | \n", + "... | \n", + "95.0 | \n", + "NaN | \n", + "85.0 | \n", + "2.7 | \n", + "502.0 | \n", + "14.35 | \n", + "91.0 | \n", + "93.0 | \n", + "21.0 | \n", + "52952.268 | \n", + "
| Netherlands | \n", + "14.0 | \n", + "0.1 | \n", + "78.0 | \n", + "0.42 | \n", + "76.0 | \n", + "82.0 | \n", + "0.6 | \n", + "29333.0 | \n", + "157824.0 | \n", + "19.0 | \n", + "... | \n", + "91.0 | \n", + "1.9 | \n", + "76.0 | \n", + "2.6 | \n", + "508.0 | \n", + "NaN | \n", + "82.0 | \n", + "93.0 | \n", + "18.7 | \n", + "53873.370 | \n", + "
| Denmark | \n", + "9.0 | \n", + "0.5 | \n", + "81.0 | \n", + "2.34 | \n", + "74.0 | \n", + "83.5 | \n", + "0.6 | \n", + "29606.0 | \n", + "118637.0 | \n", + "23.0 | \n", + "... | \n", + "95.0 | \n", + "1.9 | \n", + "71.0 | \n", + "2.0 | \n", + "504.0 | \n", + "15.87 | \n", + "86.0 | \n", + "95.0 | \n", + "19.5 | \n", + "61732.569 | \n", + "
| Iceland | \n", + "3.0 | \n", + "0.0 | \n", + "77.0 | \n", + "15.06 | \n", + "86.0 | \n", + "86.0 | \n", + "0.5 | \n", + "NaN | \n", + "NaN | \n", + "24.0 | \n", + "... | \n", + "98.0 | \n", + "1.6 | \n", + "76.0 | \n", + "2.1 | \n", + "481.0 | \n", + "NaN | \n", + "79.0 | \n", + "99.0 | \n", + "19.0 | \n", + "66601.877 | \n", + "
| United States | \n", + "10.0 | \n", + "0.1 | \n", + "91.0 | \n", + "11.09 | \n", + "70.0 | \n", + "73.9 | \n", + "5.5 | \n", + "45284.0 | \n", + "632100.0 | \n", + "19.0 | \n", + "... | \n", + "91.0 | \n", + "2.4 | \n", + "88.0 | \n", + "3.1 | \n", + "488.0 | \n", + "14.44 | \n", + "65.0 | \n", + "83.0 | \n", + "17.2 | \n", + "67426.835 | \n", + "
| Norway | \n", + "5.0 | \n", + "0.0 | \n", + "82.0 | \n", + "2.93 | \n", + "74.0 | \n", + "90.1 | \n", + "0.4 | \n", + "35725.0 | \n", + "228936.0 | \n", + "17.0 | \n", + "... | \n", + "94.0 | \n", + "2.1 | \n", + "77.0 | \n", + "2.2 | \n", + "504.0 | \n", + "15.56 | \n", + "78.0 | \n", + "98.0 | \n", + "18.3 | \n", + "78333.222 | \n", + "
| Ireland | \n", + "7.0 | \n", + "1.0 | \n", + "82.0 | \n", + "5.25 | \n", + "67.0 | \n", + "75.9 | \n", + "0.7 | \n", + "25310.0 | \n", + "217130.0 | \n", + "20.0 | \n", + "... | \n", + "95.0 | \n", + "2.1 | \n", + "83.0 | \n", + "1.3 | \n", + "509.0 | \n", + "NaN | \n", + "65.0 | \n", + "85.0 | \n", + "18.1 | \n", + "80264.835 | \n", + "
| Switzerland | \n", + "15.0 | \n", + "0.1 | \n", + "88.0 | \n", + "0.37 | \n", + "80.0 | \n", + "85.3 | \n", + "0.6 | \n", + "37466.0 | \n", + "NaN | \n", + "22.0 | \n", + "... | \n", + "93.0 | \n", + "1.9 | \n", + "78.0 | \n", + "2.3 | \n", + "506.0 | \n", + "NaN | \n", + "49.0 | \n", + "95.0 | \n", + "17.5 | \n", + "86673.501 | \n", + "
| Luxembourg | \n", + "12.0 | \n", + "0.5 | \n", + "77.0 | \n", + "3.82 | \n", + "66.0 | \n", + "75.8 | \n", + "0.6 | \n", + "39264.0 | \n", + "769053.0 | \n", + "21.0 | \n", + "... | \n", + "93.0 | \n", + "1.9 | \n", + "69.0 | \n", + "1.7 | \n", + "483.0 | \n", + "NaN | \n", + "91.0 | \n", + "84.0 | \n", + "15.1 | \n", + "116727.211 | \n", + "
40 rows × 25 columns
\n", + "2368 rows × 17 columns
\n", "" ], "text/plain": [ - " LOCATION Country INDICATOR Indicator MEASURE \\\n", - "0 AUS Australia JE_LMIS Labour market insecurity L \n", - "1 AUT Austria JE_LMIS Labour market insecurity L \n", - "2 BEL Belgium JE_LMIS Labour market insecurity L \n", - "3 CAN Canada JE_LMIS Labour market insecurity L \n", - "4 CZE Czech Republic JE_LMIS Labour market insecurity L \n", + " 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 INEQUALITY Inequality Unit Code Unit PowerCode Code \\\n", - "0 Value TOT Total PC Percentage 0 \n", - "1 Value TOT Total PC Percentage 0 \n", - "2 Value TOT Total PC Percentage 0 \n", - "3 Value TOT Total PC Percentage 0 \n", - "4 Value TOT Total PC Percentage 0 \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 Reference Period Code Reference Period Value Flag Codes Flags \n", - "0 Units NaN NaN 5.4 NaN NaN \n", - "1 Units NaN NaN 3.5 NaN NaN \n", - "2 Units NaN NaN 3.7 NaN NaN \n", - "3 Units NaN NaN 6.0 NaN NaN \n", - "4 Units NaN NaN 3.1 NaN NaN " + " 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]" ] }, - "execution_count": 104, "metadata": {}, - "output_type": "execute_result" + "output_type": "display_data" } ], "source": [ - "BLI.head()" + "display(BLI)" ] }, { "cell_type": "code", - "execution_count": 107, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -373,7 +526,7 @@ }, { "cell_type": "code", - "execution_count": 108, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -446,7 +599,7 @@ " \n", " \n", "5 rows × 24 columns
\n", + "41 rows × 24 columns
\n", "" ], "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", - "\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", - "\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", - "\n", - "Indicator Homicide rate Household net adjusted disposable income \\\n", + "Indicator Air pollution Dwellings without basic facilities \\\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", + "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 Household net wealth Housing expenditure ... Personal earnings \\\n", - "Country ... \n", - "Australia 427064.0 20.0 ... 49126.0 \n", - "Austria 308325.0 21.0 ... 50349.0 \n", - "Belgium 386006.0 21.0 ... 49675.0 \n", - "Brazil NaN NaN ... NaN \n", - "Canada 423849.0 22.0 ... 47622.0 \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 Quality of support network Rooms per person Self-reported health \\\n", - "Country \n", - "Australia 95.0 NaN 85.0 \n", - "Austria 92.0 1.6 70.0 \n", - "Belgium 91.0 2.2 74.0 \n", - "Brazil 90.0 NaN NaN \n", - "Canada 93.0 2.6 88.0 \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 Stakeholder engagement for developing regulations Student skills \\\n", - "Country \n", - "Australia 2.7 502.0 \n", - "Austria 1.3 492.0 \n", - "Belgium 2.0 503.0 \n", - "Brazil 2.2 395.0 \n", - "Canada 2.9 523.0 \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 Time devoted to leisure and personal care Voter turnout \\\n", - "Country \n", - "Australia 14.35 91.0 \n", - "Austria 14.55 80.0 \n", - "Belgium 15.70 89.0 \n", - "Brazil NaN 79.0 \n", - "Canada 14.56 68.0 \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 Water quality Years in education \n", - "Country \n", - "Australia 93.0 21.0 \n", - "Austria 92.0 17.0 \n", - "Belgium 84.0 19.3 \n", - "Brazil 73.0 16.2 \n", - "Canada 91.0 17.3 \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", - "[5 rows x 24 columns]" + "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]" ] }, - "execution_count": 108, "metadata": {}, - "output_type": "execute_result" + "output_type": "display_data" } ], "source": [ - "BLI.head()" + "display(BLI)" ] }, { @@ -1244,7 +2628,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.4" + "version": "3.7.6" } }, "nbformat": 4, diff --git a/Ch1/data/andy_country_stats.csv b/Ch1/data/andy_country_stats.csv new file mode 100644 index 000000000..1a38b1c94 --- /dev/null +++ b/Ch1/data/andy_country_stats.csv @@ -0,0 +1,41 @@ +Country,Air pollution,Dwellings without basic facilities,Educational attainment,Employees working very long hours,Employment rate,Feeling safe walking alone at night,Homicide rate,Household net adjusted disposable income,Household net wealth,Housing expenditure,Labour market insecurity,Life expectancy,Life satisfaction,Long-term unemployment rate,Personal earnings,Quality of support network,Rooms per person,Self-reported health,Stakeholder engagement for developing regulations,Student skills,Time devoted to leisure and personal care,Voter turnout,Water quality,Years in education,GDP per capita +South Africa,22.0,37.0,73.0,18.12,43.0,36.1,13.7,,,18.0,,57.5,4.7,16.46,,88.0,,,,,14.92,73.0,67.0,,6193.170999999999 +Colombia,10.0,23.9,54.0,26.56,67.0,44.4,24.5,,,17.0,,76.2,6.3,0.79,,89.0,1.2,,1.4,410.0,,53.0,75.0,14.1,6744.007 +Brazil,10.0,6.7,49.0,7.13,61.0,35.6,26.7,,,,,74.8,6.4,,,90.0,,,2.2,395.0,,79.0,73.0,16.2,8955.65 +Turkey,20.0,8.0,39.0,32.64,52.0,59.8,1.4,,,20.0,12.5,78.0,5.5,2.39,,86.0,1.0,69.0,1.5,425.0,14.79,86.0,65.0,18.3,9683.565 +Mexico,16.0,25.5,38.0,28.7,61.0,41.8,18.1,,,20.0,5.5,75.4,6.5,0.07,15314.0,81.0,1.0,66.0,3.2,416.0,,63.0,68.0,15.2,10405.789 +Russia,15.0,14.8,94.0,0.14,70.0,52.8,9.6,,,18.0,,71.8,5.8,1.59,,89.0,0.9,43.0,,492.0,,68.0,55.0,16.2,11305.118 +Chile,16.0,9.4,65.0,9.72,63.0,47.9,4.2,,100967.0,18.0,8.7,79.9,6.5,,25879.0,85.0,1.2,57.0,1.3,443.0,,47.0,71.0,17.5,15854.652 +Poland,22.0,3.0,92.0,5.95,66.0,67.3,0.7,19814.0,210991.0,22.0,5.7,78.0,6.1,1.52,27046.0,86.0,1.1,58.0,2.6,504.0,14.42,55.0,82.0,17.6,15988.035 +Hungary,19.0,4.7,84.0,3.03,68.0,56.3,1.0,,104458.0,19.0,4.7,76.2,5.6,1.72,22576.0,86.0,1.2,60.0,1.2,474.0,,70.0,77.0,16.4,18535.147 +Latvia,11.0,13.9,88.0,1.27,70.0,62.4,4.8,16275.0,70160.0,23.0,9.6,74.7,5.9,3.35,23683.0,86.0,1.2,47.0,2.2,487.0,13.83,59.0,79.0,18.0,19104.841 +Lithuania,14.0,13.6,93.0,0.54,70.0,55.9,3.4,21660.0,,19.0,,74.8,5.9,2.69,24287.0,88.0,1.5,43.0,2.4,475.0,,51.0,81.0,18.4,20354.997 +Slovak Republic,21.0,1.2,91.0,4.14,66.0,63.5,0.8,20474.0,,23.0,9.9,77.3,6.2,4.78,24328.0,91.0,1.1,66.0,3.0,463.0,,60.0,85.0,15.8,20494.627 +Greece,18.0,0.5,73.0,6.42,53.0,60.0,0.8,17700.0,150134.0,23.0,29.8,81.5,5.4,15.65,26064.0,80.0,1.2,74.0,1.8,458.0,,64.0,69.0,19.0,20845.315 +Portugal,10.0,1.0,48.0,8.27,68.0,73.4,1.0,21203.0,232666.0,21.0,10.0,81.2,5.4,4.43,25367.0,88.0,1.7,48.0,1.5,497.0,,56.0,86.0,16.9,23731.127 +Czech Republic,20.0,0.7,94.0,5.65,74.0,72.3,0.5,21453.0,,24.0,3.1,79.1,6.7,1.04,25372.0,91.0,1.4,60.0,1.6,491.0,,61.0,87.0,17.9,24569.057999999997 +Estonia,8.0,7.0,89.0,2.42,74.0,69.0,3.1,19697.0,159373.0,17.0,3.8,77.8,5.7,1.92,24336.0,92.0,1.6,53.0,2.7,524.0,14.9,64.0,84.0,17.7,24802.77 +Slovenia,16.0,0.4,88.0,4.39,69.0,86.1,0.6,20820.0,203044.0,18.0,5.8,81.3,5.9,3.17,34933.0,92.0,1.5,64.0,2.5,509.0,14.75,53.0,90.0,18.3,27452.322999999997 +Spain,11.0,0.1,59.0,4.01,62.0,82.1,0.6,23999.0,373548.0,21.0,23.1,83.4,6.3,7.66,38507.0,93.0,1.9,72.0,1.8,491.0,15.93,70.0,72.0,17.9,30734.119 +Korea,28.0,2.5,88.0,,67.0,66.6,1.0,21882.0,285980.0,15.0,2.6,82.4,5.9,0.05,35191.0,78.0,1.5,33.0,2.9,519.0,14.7,77.0,76.0,17.3,31246.041 +Italy,18.0,0.7,61.0,4.11,58.0,58.4,0.6,26588.0,279889.0,23.0,12.3,83.3,6.0,6.59,36658.0,92.0,1.4,71.0,2.5,485.0,16.47,73.0,71.0,16.6,33431.25 +United Kingdom,11.0,0.3,81.0,12.15,75.0,77.7,0.2,28715.0,548392.0,26.0,4.5,81.2,6.8,1.13,43732.0,94.0,1.9,69.0,3.1,500.0,14.92,69.0,84.0,17.5,40391.839 +New Zealand,5.0,,79.0,15.11,77.0,65.7,1.3,,388514.0,26.0,4.7,81.7,7.3,0.74,40043.0,96.0,2.4,88.0,2.5,506.0,14.87,80.0,89.0,17.7,42084.399000000005 +France,13.0,0.5,78.0,7.67,65.0,70.5,0.5,31304.0,280653.0,21.0,7.6,82.4,6.5,4.0,43755.0,90.0,1.8,66.0,2.1,496.0,16.36,75.0,81.0,16.5,42643.949 +Japan,14.0,6.4,,,75.0,72.5,0.2,29798.0,305878.0,22.0,1.4,84.1,5.9,1.03,40863.0,89.0,1.9,36.0,1.4,529.0,,53.0,87.0,16.4,43043.422 +Israel,21.0,,87.0,15.45,69.0,69.8,1.8,,,,4.2,82.5,7.2,0.49,35067.0,88.0,1.2,84.0,2.5,472.0,,72.0,67.0,15.6,44474.065 +Belgium,15.0,1.9,77.0,4.75,63.0,70.1,1.0,30364.0,386006.0,21.0,3.7,81.5,6.9,3.54,49675.0,91.0,2.2,74.0,2.0,503.0,15.7,89.0,84.0,19.3,45979.691 +Canada,7.0,0.2,91.0,3.69,73.0,82.2,1.3,30854.0,423849.0,22.0,6.0,81.9,7.4,0.77,47622.0,93.0,2.6,88.0,2.9,523.0,14.56,68.0,91.0,17.3,47931.46 +Germany,14.0,0.2,87.0,4.26,75.0,72.5,0.5,34294.0,259667.0,20.0,2.7,81.1,7.0,1.57,47585.0,90.0,1.8,65.0,1.8,508.0,15.62,76.0,91.0,18.1,47992.322 +Finland,6.0,0.5,88.0,3.81,70.0,85.1,1.3,29943.0,200827.0,23.0,3.9,81.5,7.6,2.13,42964.0,95.0,1.9,70.0,2.2,523.0,15.17,67.0,95.0,19.8,50774.198 +Austria,16.0,0.9,85.0,6.66,72.0,80.6,0.5,33541.0,308325.0,21.0,3.5,81.7,7.1,1.84,50349.0,92.0,1.6,70.0,1.3,492.0,14.55,80.0,92.0,17.0,51330.462 +Sweden,6.0,0.0,83.0,1.07,77.0,75.6,0.9,31287.0,,19.0,3.2,82.4,7.3,1.12,42393.0,91.0,1.7,75.0,2.0,496.0,15.18,86.0,96.0,19.3,51892.079000000005 +Australia,5.0,,81.0,13.04,73.0,63.5,1.1,32759.0,427064.0,20.0,5.4,82.5,7.3,1.31,49126.0,95.0,,85.0,2.7,502.0,14.35,91.0,93.0,21.0,52952.268 +Netherlands,14.0,0.1,78.0,0.42,76.0,82.0,0.6,29333.0,157824.0,19.0,4.8,81.6,7.4,1.97,52877.0,91.0,1.9,76.0,2.6,508.0,,82.0,93.0,18.7,53873.37 +Denmark,9.0,0.5,81.0,2.34,74.0,83.5,0.6,29606.0,118637.0,23.0,4.2,80.9,7.6,1.31,51466.0,95.0,1.9,71.0,2.0,504.0,15.87,86.0,95.0,19.5,61732.569 +Iceland,3.0,0.0,77.0,15.06,86.0,86.0,0.5,,,24.0,0.7,82.3,7.5,0.26,61787.0,98.0,1.6,76.0,2.1,481.0,,79.0,99.0,19.0,66601.87700000001 +United States,10.0,0.1,91.0,11.09,70.0,73.9,5.5,45284.0,632100.0,19.0,7.7,78.6,6.9,0.66,60558.0,91.0,2.4,88.0,3.1,488.0,14.44,65.0,83.0,17.2,67426.835 +Norway,5.0,0.0,82.0,2.93,74.0,90.1,0.4,35725.0,228936.0,17.0,,82.5,7.6,0.66,51212.0,94.0,2.1,77.0,2.2,504.0,15.56,78.0,98.0,18.3,78333.22200000001 +Ireland,7.0,1.0,82.0,5.25,67.0,75.9,0.7,25310.0,217130.0,20.0,7.8,81.8,7.0,3.23,47653.0,95.0,2.1,83.0,1.3,509.0,,65.0,85.0,18.1,80264.835 +Switzerland,15.0,0.1,88.0,0.37,80.0,85.3,0.6,37466.0,,22.0,,83.7,7.5,1.82,62283.0,93.0,1.9,78.0,2.3,506.0,,49.0,95.0,17.5,86673.50099999999 +Luxembourg,12.0,0.5,77.0,3.82,66.0,75.8,0.6,39264.0,769053.0,21.0,1.7,82.8,6.9,2.35,63062.0,93.0,1.9,69.0,1.7,483.0,,91.0,84.0,15.1,116727.211 diff --git a/Ch10/.ipynb_checkpoints/Exercises-checkpoint.ipynb b/Ch10/.ipynb_checkpoints/Exercises-checkpoint.ipynb index 9ebabd2eb..78eb86726 100644 --- a/Ch10/.ipynb_checkpoints/Exercises-checkpoint.ipynb +++ b/Ch10/.ipynb_checkpoints/Exercises-checkpoint.ipynb @@ -480,7 +480,7 @@ "\n", "validator = GridSearchCV(keras_clf,\n", " param_grid={'n_neurons': [250, 275, 300, 325, 350],\n", - " 'n_hidden' : [4,5, 6],\n", + " 'n_hidden' : [4, 5, 6],\n", " # epochs is avail for tuning even when not\n", " # an argument to model building function\n", " 'epochs': [25, 30]},\n", diff --git a/Ch10/Exercises.ipynb b/Ch10/Exercises.ipynb index 9ebabd2eb..3fcbdb90a 100644 --- a/Ch10/Exercises.ipynb +++ b/Ch10/Exercises.ipynb @@ -297,18 +297,18 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 1, "metadata": {}, "outputs": [ { "ename": "NameError", - "evalue": "name 'model' is not defined", + "evalue": "name 'keras' is not defined", "output_type": "error", "traceback": [ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[1;31mNameError\u001b[0m Traceback (most recent call last)", - "\u001b[1;32m