diff --git a/Ch1/.ipynb_checkpoints/cleanup-checkpoint.ipynb b/Ch1/.ipynb_checkpoints/cleanup-checkpoint.ipynb
new file mode 100644
index 000000000..03df3cc6f
--- /dev/null
+++ b/Ch1/.ipynb_checkpoints/cleanup-checkpoint.ipynb
@@ -0,0 +1,1252 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 127,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "import numpy as np\n",
+    "import os"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 102,
+   "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": 103,
+   "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>WEO Country Code</th>\n",
+       "      <th>Country</th>\n",
+       "      <th>Units</th>\n",
+       "      <th>Scale</th>\n",
+       "      <th>2017</th>\n",
+       "      <th>2018</th>\n",
+       "      <th>2019</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",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <td>0</td>\n",
+       "      <td>512</td>\n",
+       "      <td>Afghanistan</td>\n",
+       "      <td>U.S. dollars</td>\n",
+       "      <td>Units</td>\n",
+       "      <td>569.531</td>\n",
+       "      <td>544.983</td>\n",
+       "      <td>513.108</td>\n",
+       "      <td>509.759</td>\n",
+       "      <td>533.089</td>\n",
+       "      <td>566.416</td>\n",
+       "      <td>602.884</td>\n",
+       "      <td>644.950</td>\n",
+       "      <td>2016.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>1</td>\n",
+       "      <td>914</td>\n",
+       "      <td>Albania</td>\n",
+       "      <td>U.S. dollars</td>\n",
+       "      <td>Units</td>\n",
+       "      <td>4540.459</td>\n",
+       "      <td>5239.212</td>\n",
+       "      <td>5372.742</td>\n",
+       "      <td>5847.056</td>\n",
+       "      <td>6333.425</td>\n",
+       "      <td>6876.566</td>\n",
+       "      <td>7410.754</td>\n",
+       "      <td>7993.468</td>\n",
+       "      <td>2018.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2</td>\n",
+       "      <td>612</td>\n",
+       "      <td>Algeria</td>\n",
+       "      <td>U.S. dollars</td>\n",
+       "      <td>Units</td>\n",
+       "      <td>4012.134</td>\n",
+       "      <td>4080.913</td>\n",
+       "      <td>3980.118</td>\n",
+       "      <td>4039.101</td>\n",
+       "      <td>4032.707</td>\n",
+       "      <td>4055.391</td>\n",
+       "      <td>4047.724</td>\n",
+       "      <td>3768.013</td>\n",
+       "      <td>2017.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>3</td>\n",
+       "      <td>614</td>\n",
+       "      <td>Angola</td>\n",
+       "      <td>U.S. dollars</td>\n",
+       "      <td>Units</td>\n",
+       "      <td>4303.693</td>\n",
+       "      <td>3620.589</td>\n",
+       "      <td>3037.976</td>\n",
+       "      <td>2867.517</td>\n",
+       "      <td>2897.032</td>\n",
+       "      <td>2953.859</td>\n",
+       "      <td>3045.260</td>\n",
+       "      <td>3120.541</td>\n",
+       "      <td>2017.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>4</td>\n",
+       "      <td>311</td>\n",
+       "      <td>Antigua and Barbuda</td>\n",
+       "      <td>U.S. dollars</td>\n",
+       "      <td>Units</td>\n",
+       "      <td>16089.363</td>\n",
+       "      <td>17464.336</td>\n",
+       "      <td>18109.095</td>\n",
+       "      <td>18887.448</td>\n",
+       "      <td>19544.781</td>\n",
+       "      <td>20124.740</td>\n",
+       "      <td>20721.909</td>\n",
+       "      <td>21336.798</td>\n",
+       "      <td>2011.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "  WEO Country Code              Country         Units  Scale       2017  \\\n",
+       "0              512          Afghanistan  U.S. dollars  Units    569.531   \n",
+       "1              914              Albania  U.S. dollars  Units   4540.459   \n",
+       "2              612              Algeria  U.S. dollars  Units   4012.134   \n",
+       "3              614               Angola  U.S. dollars  Units   4303.693   \n",
+       "4              311  Antigua and Barbuda  U.S. dollars  Units  16089.363   \n",
+       "\n",
+       "        2018       2019       2020       2021       2022       2023  \\\n",
+       "0    544.983    513.108    509.759    533.089    566.416    602.884   \n",
+       "1   5239.212   5372.742   5847.056   6333.425   6876.566   7410.754   \n",
+       "2   4080.913   3980.118   4039.101   4032.707   4055.391   4047.724   \n",
+       "3   3620.589   3037.976   2867.517   2897.032   2953.859   3045.260   \n",
+       "4  17464.336  18109.095  18887.448  19544.781  20124.740  20721.909   \n",
+       "\n",
+       "        2024  Estimates Start After  \n",
+       "0    644.950                 2016.0  \n",
+       "1   7993.468                 2018.0  \n",
+       "2   3768.013                 2017.0  \n",
+       "3   3120.541                 2017.0  \n",
+       "4  21336.798                 2011.0  "
+      ]
+     },
+     "execution_count": 103,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "WEO.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 104,
+   "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>LOCATION</th>\n",
+       "      <th>Country</th>\n",
+       "      <th>INDICATOR</th>\n",
+       "      <th>Indicator</th>\n",
+       "      <th>MEASURE</th>\n",
+       "      <th>Measure</th>\n",
+       "      <th>INEQUALITY</th>\n",
+       "      <th>Inequality</th>\n",
+       "      <th>Unit Code</th>\n",
+       "      <th>Unit</th>\n",
+       "      <th>PowerCode Code</th>\n",
+       "      <th>PowerCode</th>\n",
+       "      <th>Reference Period Code</th>\n",
+       "      <th>Reference Period</th>\n",
+       "      <th>Value</th>\n",
+       "      <th>Flag Codes</th>\n",
+       "      <th>Flags</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <td>0</td>\n",
+       "      <td>AUS</td>\n",
+       "      <td>Australia</td>\n",
+       "      <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>5.4</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>1</td>\n",
+       "      <td>AUT</td>\n",
+       "      <td>Austria</td>\n",
+       "      <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>3.5</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2</td>\n",
+       "      <td>BEL</td>\n",
+       "      <td>Belgium</td>\n",
+       "      <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>3.7</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>3</td>\n",
+       "      <td>CAN</td>\n",
+       "      <td>Canada</td>\n",
+       "      <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>6.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>4</td>\n",
+       "      <td>CZE</td>\n",
+       "      <td>Czech Republic</td>\n",
+       "      <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>3.1</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "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",
+       "\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",
+       "\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  "
+      ]
+     },
+     "execution_count": 104,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "BLI.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 107,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "BLI = BLI[BLI['INEQUALITY']=='TOT']\n",
+    "BLI = BLI.pivot(index=\"Country\", columns=\"Indicator\", values=\"Value\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 108,
+   "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",
+       "      <td>Australia</td>\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",
+       "      <td>Austria</td>\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",
+       "      <td>Belgium</td>\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",
+       "      <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>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",
+       "      <td>Canada</td>\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",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5 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",
+       "\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",
+       "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",
+       "\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",
+       "\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",
+       "\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",
+       "\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",
+       "\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",
+       "\n",
+       "[5 rows x 24 columns]"
+      ]
+     },
+     "execution_count": 108,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "BLI.head()"
+   ]
+  },
+  {
+   "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": "3.7.4"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/Ch1/.ipynb_checkpoints/model-checkpoint.ipynb b/Ch1/.ipynb_checkpoints/model-checkpoint.ipynb
new file mode 100644
index 000000000..ca556966d
--- /dev/null
+++ b/Ch1/.ipynb_checkpoints/model-checkpoint.ipynb
@@ -0,0 +1,259 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "import numpy as np\n",
+    "import matplotlib as mpl\n",
+    "import matplotlib.pyplot as plt\n",
+    "import sklearn.linear_model"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Get the data\n",
+    "country_stats = pd.read_csv('data/country_stats.csv')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "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>Country</th>\n",
+       "      <th>GDP per capita</th>\n",
+       "      <th>Life satisfaction</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <td>0</td>\n",
+       "      <td>South Africa</td>\n",
+       "      <td>6100.354</td>\n",
+       "      <td>4.7</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>1</td>\n",
+       "      <td>Turkey</td>\n",
+       "      <td>8957.894</td>\n",
+       "      <td>5.5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2</td>\n",
+       "      <td>Russia</td>\n",
+       "      <td>11162.652</td>\n",
+       "      <td>5.8</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>3</td>\n",
+       "      <td>Poland</td>\n",
+       "      <td>14901.547</td>\n",
+       "      <td>6.1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>4</td>\n",
+       "      <td>Hungary</td>\n",
+       "      <td>17463.284</td>\n",
+       "      <td>5.6</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        Country  GDP per capita  Life satisfaction\n",
+       "0  South Africa        6100.354                4.7\n",
+       "1        Turkey        8957.894                5.5\n",
+       "2        Russia       11162.652                5.8\n",
+       "3        Poland       14901.547                6.1\n",
+       "4       Hungary       17463.284                5.6"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "country_stats.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "X = np.c_[country_stats[\"GDP per capita\"]]\n",
+    "y = np.c_[country_stats[\"Life satisfaction\"]]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<function matplotlib.pyplot.show(*args, **kw)>"
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Visualize the data\n",
+    "country_stats.plot(kind='scatter', x = \"GDP per capita\", y = \"Life satisfaction\")\n",
+    "plt.show"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Here we can see a fairly linear association and as such a linear model will fit decently\n",
+    "\n",
+    "# Choose model\n",
+    "model = sklearn.linear_model.LinearRegression()\n",
+    "\n",
+    "# Train the model\n",
+    "model.fit(X, y)\n",
+    "\n",
+    "# Predictions\n",
+    "y_pred = model.predict(X)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.legend.Legend at 0x1db6af81948>"
+      ]
+     },
+     "execution_count": 25,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# plot with the line of best fit found by our model\n",
+    "\n",
+    "plt.plot(X, y_pred, 'r', label='Line of Best Fit')\n",
+    "plt.scatter(X, y, color='k', s=3.5)\n",
+    "plt.ylabel('Life Satisfaction')\n",
+    "plt.xlabel('GDP Per Capita')\n",
+    "plt.legend(loc='lower right')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 48,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'For our line of best fit, the slope is 4.082156611743397e-05 and the intercept is 5.027635740227981'"
+      ]
+     },
+     "execution_count": 48,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "\"For our line of best fit, the slope is {} and the intercept is {}\".format(model.coef_[0][0], model.intercept_[0])"
+   ]
+  },
+  {
+   "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": "3.7.4"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/Ch1/cleanup.ipynb b/Ch1/cleanup.ipynb
new file mode 100644
index 000000000..03df3cc6f
--- /dev/null
+++ b/Ch1/cleanup.ipynb
@@ -0,0 +1,1252 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 127,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "import numpy as np\n",
+    "import os"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 102,
+   "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": 103,
+   "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>WEO Country Code</th>\n",
+       "      <th>Country</th>\n",
+       "      <th>Units</th>\n",
+       "      <th>Scale</th>\n",
+       "      <th>2017</th>\n",
+       "      <th>2018</th>\n",
+       "      <th>2019</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",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <td>0</td>\n",
+       "      <td>512</td>\n",
+       "      <td>Afghanistan</td>\n",
+       "      <td>U.S. dollars</td>\n",
+       "      <td>Units</td>\n",
+       "      <td>569.531</td>\n",
+       "      <td>544.983</td>\n",
+       "      <td>513.108</td>\n",
+       "      <td>509.759</td>\n",
+       "      <td>533.089</td>\n",
+       "      <td>566.416</td>\n",
+       "      <td>602.884</td>\n",
+       "      <td>644.950</td>\n",
+       "      <td>2016.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>1</td>\n",
+       "      <td>914</td>\n",
+       "      <td>Albania</td>\n",
+       "      <td>U.S. dollars</td>\n",
+       "      <td>Units</td>\n",
+       "      <td>4540.459</td>\n",
+       "      <td>5239.212</td>\n",
+       "      <td>5372.742</td>\n",
+       "      <td>5847.056</td>\n",
+       "      <td>6333.425</td>\n",
+       "      <td>6876.566</td>\n",
+       "      <td>7410.754</td>\n",
+       "      <td>7993.468</td>\n",
+       "      <td>2018.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2</td>\n",
+       "      <td>612</td>\n",
+       "      <td>Algeria</td>\n",
+       "      <td>U.S. dollars</td>\n",
+       "      <td>Units</td>\n",
+       "      <td>4012.134</td>\n",
+       "      <td>4080.913</td>\n",
+       "      <td>3980.118</td>\n",
+       "      <td>4039.101</td>\n",
+       "      <td>4032.707</td>\n",
+       "      <td>4055.391</td>\n",
+       "      <td>4047.724</td>\n",
+       "      <td>3768.013</td>\n",
+       "      <td>2017.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>3</td>\n",
+       "      <td>614</td>\n",
+       "      <td>Angola</td>\n",
+       "      <td>U.S. dollars</td>\n",
+       "      <td>Units</td>\n",
+       "      <td>4303.693</td>\n",
+       "      <td>3620.589</td>\n",
+       "      <td>3037.976</td>\n",
+       "      <td>2867.517</td>\n",
+       "      <td>2897.032</td>\n",
+       "      <td>2953.859</td>\n",
+       "      <td>3045.260</td>\n",
+       "      <td>3120.541</td>\n",
+       "      <td>2017.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>4</td>\n",
+       "      <td>311</td>\n",
+       "      <td>Antigua and Barbuda</td>\n",
+       "      <td>U.S. dollars</td>\n",
+       "      <td>Units</td>\n",
+       "      <td>16089.363</td>\n",
+       "      <td>17464.336</td>\n",
+       "      <td>18109.095</td>\n",
+       "      <td>18887.448</td>\n",
+       "      <td>19544.781</td>\n",
+       "      <td>20124.740</td>\n",
+       "      <td>20721.909</td>\n",
+       "      <td>21336.798</td>\n",
+       "      <td>2011.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "  WEO Country Code              Country         Units  Scale       2017  \\\n",
+       "0              512          Afghanistan  U.S. dollars  Units    569.531   \n",
+       "1              914              Albania  U.S. dollars  Units   4540.459   \n",
+       "2              612              Algeria  U.S. dollars  Units   4012.134   \n",
+       "3              614               Angola  U.S. dollars  Units   4303.693   \n",
+       "4              311  Antigua and Barbuda  U.S. dollars  Units  16089.363   \n",
+       "\n",
+       "        2018       2019       2020       2021       2022       2023  \\\n",
+       "0    544.983    513.108    509.759    533.089    566.416    602.884   \n",
+       "1   5239.212   5372.742   5847.056   6333.425   6876.566   7410.754   \n",
+       "2   4080.913   3980.118   4039.101   4032.707   4055.391   4047.724   \n",
+       "3   3620.589   3037.976   2867.517   2897.032   2953.859   3045.260   \n",
+       "4  17464.336  18109.095  18887.448  19544.781  20124.740  20721.909   \n",
+       "\n",
+       "        2024  Estimates Start After  \n",
+       "0    644.950                 2016.0  \n",
+       "1   7993.468                 2018.0  \n",
+       "2   3768.013                 2017.0  \n",
+       "3   3120.541                 2017.0  \n",
+       "4  21336.798                 2011.0  "
+      ]
+     },
+     "execution_count": 103,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "WEO.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 104,
+   "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>LOCATION</th>\n",
+       "      <th>Country</th>\n",
+       "      <th>INDICATOR</th>\n",
+       "      <th>Indicator</th>\n",
+       "      <th>MEASURE</th>\n",
+       "      <th>Measure</th>\n",
+       "      <th>INEQUALITY</th>\n",
+       "      <th>Inequality</th>\n",
+       "      <th>Unit Code</th>\n",
+       "      <th>Unit</th>\n",
+       "      <th>PowerCode Code</th>\n",
+       "      <th>PowerCode</th>\n",
+       "      <th>Reference Period Code</th>\n",
+       "      <th>Reference Period</th>\n",
+       "      <th>Value</th>\n",
+       "      <th>Flag Codes</th>\n",
+       "      <th>Flags</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <td>0</td>\n",
+       "      <td>AUS</td>\n",
+       "      <td>Australia</td>\n",
+       "      <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>5.4</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>1</td>\n",
+       "      <td>AUT</td>\n",
+       "      <td>Austria</td>\n",
+       "      <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>3.5</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2</td>\n",
+       "      <td>BEL</td>\n",
+       "      <td>Belgium</td>\n",
+       "      <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>3.7</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>3</td>\n",
+       "      <td>CAN</td>\n",
+       "      <td>Canada</td>\n",
+       "      <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>6.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>4</td>\n",
+       "      <td>CZE</td>\n",
+       "      <td>Czech Republic</td>\n",
+       "      <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>3.1</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "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",
+       "\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",
+       "\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  "
+      ]
+     },
+     "execution_count": 104,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "BLI.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 107,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "BLI = BLI[BLI['INEQUALITY']=='TOT']\n",
+    "BLI = BLI.pivot(index=\"Country\", columns=\"Indicator\", values=\"Value\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 108,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
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+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
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+       "\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",
+       "      <td>Australia</td>\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",
+       "      <td>Austria</td>\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",
+       "      <td>Belgium</td>\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",
+       "      <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>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",
+       "      <td>Canada</td>\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",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5 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",
+       "\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",
+       "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",
+       "\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",
+       "\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",
+       "\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",
+       "\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",
+       "\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",
+       "\n",
+       "[5 rows x 24 columns]"
+      ]
+     },
+     "execution_count": 108,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "BLI.head()"
+   ]
+  },
+  {
+   "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": "3.7.4"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/Ch1/data/BLI.csv b/Ch1/data/BLI.csv
new file mode 100644
index 000000000..e25614a76
--- /dev/null
+++ b/Ch1/data/BLI.csv
@@ -0,0 +1,2369 @@
+"LOCATION","Country","INDICATOR","Indicator","MEASURE","Measure","INEQUALITY","Inequality","Unit Code","Unit","PowerCode Code","PowerCode","Reference Period Code","Reference Period","Value","Flag Codes","Flags"
+"AUS","Australia","JE_LMIS","Labour market insecurity","L","Value","TOT","Total","PC","Percentage","0","Units",,,5.4,,
+"AUT","Austria","JE_LMIS","Labour market insecurity","L","Value","TOT","Total","PC","Percentage","0","Units",,,3.5,,
+"BEL","Belgium","JE_LMIS","Labour market insecurity","L","Value","TOT","Total","PC","Percentage","0","Units",,,3.7,,
+"CAN","Canada","JE_LMIS","Labour market insecurity","L","Value","TOT","Total","PC","Percentage","0","Units",,,6,,
+"CZE","Czech Republic","JE_LMIS","Labour market insecurity","L","Value","TOT","Total","PC","Percentage","0","Units",,,3.1,,
+"DNK","Denmark","JE_LMIS","Labour market insecurity","L","Value","TOT","Total","PC","Percentage","0","Units",,,4.2,,
+"FIN","Finland","JE_LMIS","Labour market insecurity","L","Value","TOT","Total","PC","Percentage","0","Units",,,3.9,,
+"FRA","France","JE_LMIS","Labour market insecurity","L","Value","TOT","Total","PC","Percentage","0","Units",,,7.6,,
+"DEU","Germany","JE_LMIS","Labour market insecurity","L","Value","TOT","Total","PC","Percentage","0","Units",,,2.7,,
+"GRC","Greece","JE_LMIS","Labour market insecurity","L","Value","TOT","Total","PC","Percentage","0","Units",,,29.8,,
+"HUN","Hungary","JE_LMIS","Labour market insecurity","L","Value","TOT","Total","PC","Percentage","0","Units",,,4.7,,
+"ISL","Iceland","JE_LMIS","Labour market insecurity","L","Value","TOT","Total","PC","Percentage","0","Units",,,0.7,,
+"IRL","Ireland","JE_LMIS","Labour market insecurity","L","Value","TOT","Total","PC","Percentage","0","Units",,,7.8,,
+"ITA","Italy","JE_LMIS","Labour market insecurity","L","Value","TOT","Total","PC","Percentage","0","Units",,,12.3,,
+"JPN","Japan","JE_LMIS","Labour market insecurity","L","Value","TOT","Total","PC","Percentage","0","Units",,,1.4,,
+"KOR","Korea","JE_LMIS","Labour market insecurity","L","Value","TOT","Total","PC","Percentage","0","Units",,,2.6,,
+"LUX","Luxembourg","JE_LMIS","Labour market insecurity","L","Value","TOT","Total","PC","Percentage","0","Units",,,1.7,,
+"MEX","Mexico","JE_LMIS","Labour market insecurity","L","Value","TOT","Total","PC","Percentage","0","Units",,,5.5,,
+"NLD","Netherlands","JE_LMIS","Labour market insecurity","L","Value","TOT","Total","PC","Percentage","0","Units",,,4.8,,
+"NZL","New Zealand","JE_LMIS","Labour market insecurity","L","Value","TOT","Total","PC","Percentage","0","Units",,,4.7,,
+"POL","Poland","JE_LMIS","Labour market insecurity","L","Value","TOT","Total","PC","Percentage","0","Units",,,5.7,,
+"PRT","Portugal","JE_LMIS","Labour market insecurity","L","Value","TOT","Total","PC","Percentage","0","Units",,,10,,
+"SVK","Slovak Republic","JE_LMIS","Labour market insecurity","L","Value","TOT","Total","PC","Percentage","0","Units",,,9.9,,
+"ESP","Spain","JE_LMIS","Labour market insecurity","L","Value","TOT","Total","PC","Percentage","0","Units",,,23.1,,
+"SWE","Sweden","JE_LMIS","Labour market insecurity","L","Value","TOT","Total","PC","Percentage","0","Units",,,3.2,,
+"TUR","Turkey","JE_LMIS","Labour market insecurity","L","Value","TOT","Total","PC","Percentage","0","Units",,,12.5,,
+"GBR","United Kingdom","JE_LMIS","Labour market insecurity","L","Value","TOT","Total","PC","Percentage","0","Units",,,4.5,,
+"USA","United States","JE_LMIS","Labour market insecurity","L","Value","TOT","Total","PC","Percentage","0","Units",,,7.7,,
+"CHL","Chile","JE_LMIS","Labour market insecurity","L","Value","TOT","Total","PC","Percentage","0","Units",,,8.7,,
+"EST","Estonia","JE_LMIS","Labour market insecurity","L","Value","TOT","Total","PC","Percentage","0","Units",,,3.8,,
+"ISR","Israel","JE_LMIS","Labour market insecurity","L","Value","TOT","Total","PC","Percentage","0","Units",,,4.2,,
+"LVA","Latvia","JE_LMIS","Labour market insecurity","L","Value","TOT","Total","PC","Percentage","0","Units",,,9.6,,
+"SVN","Slovenia","JE_LMIS","Labour market insecurity","L","Value","TOT","Total","PC","Percentage","0","Units",,,5.8,,
+"OECD","OECD - Total","JE_LMIS","Labour market insecurity","L","Value","TOT","Total","PC","Percentage","0","Units",,,7,,
+"AUS","Australia","JE_LMIS","Labour market insecurity","L","Value","MN","Men","PC","Percentage","0","Units",,,5.9,,
+"AUT","Austria","JE_LMIS","Labour market insecurity","L","Value","MN","Men","PC","Percentage","0","Units",,,4.2,,
+"BEL","Belgium","JE_LMIS","Labour market insecurity","L","Value","MN","Men","PC","Percentage","0","Units",,,4.7,,
+"CAN","Canada","JE_LMIS","Labour market insecurity","L","Value","MN","Men","PC","Percentage","0","Units",,,6.7,,
+"CZE","Czech Republic","JE_LMIS","Labour market insecurity","L","Value","MN","Men","PC","Percentage","0","Units",,,2.8,,
+"DNK","Denmark","JE_LMIS","Labour market insecurity","L","Value","MN","Men","PC","Percentage","0","Units",,,4.3,,
+"FIN","Finland","JE_LMIS","Labour market insecurity","L","Value","MN","Men","PC","Percentage","0","Units",,,4.9,,
+"FRA","France","JE_LMIS","Labour market insecurity","L","Value","MN","Men","PC","Percentage","0","Units",,,8.1,,
+"DEU","Germany","JE_LMIS","Labour market insecurity","L","Value","MN","Men","PC","Percentage","0","Units",,,4.9,,
+"GRC","Greece","JE_LMIS","Labour market insecurity","L","Value","MN","Men","PC","Percentage","0","Units",,,23.7,,
+"HUN","Hungary","JE_LMIS","Labour market insecurity","L","Value","MN","Men","PC","Percentage","0","Units",,,4.7,,
+"ISL","Iceland","JE_LMIS","Labour market insecurity","L","Value","MN","Men","PC","Percentage","0","Units",,,0.7,,
+"IRL","Ireland","JE_LMIS","Labour market insecurity","L","Value","MN","Men","PC","Percentage","0","Units",,,10.5,,
+"ITA","Italy","JE_LMIS","Labour market insecurity","L","Value","MN","Men","PC","Percentage","0","Units",,,12.1,,
+"JPN","Japan","JE_LMIS","Labour market insecurity","L","Value","MN","Men","PC","Percentage","0","Units",,,2.4,,
+"KOR","Korea","JE_LMIS","Labour market insecurity","L","Value","MN","Men","PC","Percentage","0","Units",,,3.1,,
+"LUX","Luxembourg","JE_LMIS","Labour market insecurity","L","Value","MN","Men","PC","Percentage","0","Units",,,1.4,,
+"MEX","Mexico","JE_LMIS","Labour market insecurity","L","Value","MN","Men","PC","Percentage","0","Units",,,5.5,,
+"NLD","Netherlands","JE_LMIS","Labour market insecurity","L","Value","MN","Men","PC","Percentage","0","Units",,,4.9,,
+"POL","Poland","JE_LMIS","Labour market insecurity","L","Value","MN","Men","PC","Percentage","0","Units",,,6,,
+"PRT","Portugal","JE_LMIS","Labour market insecurity","L","Value","MN","Men","PC","Percentage","0","Units",,,10.2,,
+"SVK","Slovak Republic","JE_LMIS","Labour market insecurity","L","Value","MN","Men","PC","Percentage","0","Units",,,8.4,,
+"ESP","Spain","JE_LMIS","Labour market insecurity","L","Value","MN","Men","PC","Percentage","0","Units",,,21.1,,
+"SWE","Sweden","JE_LMIS","Labour market insecurity","L","Value","MN","Men","PC","Percentage","0","Units",,,3.9,,
+"TUR","Turkey","JE_LMIS","Labour market insecurity","L","Value","MN","Men","PC","Percentage","0","Units",,,10.2,,
+"GBR","United Kingdom","JE_LMIS","Labour market insecurity","L","Value","MN","Men","PC","Percentage","0","Units",,,4.9,,
+"USA","United States","JE_LMIS","Labour market insecurity","L","Value","MN","Men","PC","Percentage","0","Units",,,7.8,,
+"CHL","Chile","JE_LMIS","Labour market insecurity","L","Value","MN","Men","PC","Percentage","0","Units",,,7,,
+"EST","Estonia","JE_LMIS","Labour market insecurity","L","Value","MN","Men","PC","Percentage","0","Units",,,4.1,,
+"LVA","Latvia","JE_LMIS","Labour market insecurity","L","Value","MN","Men","PC","Percentage","0","Units",,,11.1,,
+"SVN","Slovenia","JE_LMIS","Labour market insecurity","L","Value","MN","Men","PC","Percentage","0","Units",,,5,,
+"OECD","OECD - Total","JE_LMIS","Labour market insecurity","L","Value","MN","Men","PC","Percentage","0","Units",,,7.2,,
+"AUS","Australia","JE_LMIS","Labour market insecurity","L","Value","WMN","Women","PC","Percentage","0","Units",,,5,,
+"AUT","Austria","JE_LMIS","Labour market insecurity","L","Value","WMN","Women","PC","Percentage","0","Units",,,2.7,,
+"BEL","Belgium","JE_LMIS","Labour market insecurity","L","Value","WMN","Women","PC","Percentage","0","Units",,,2.7,,
+"CAN","Canada","JE_LMIS","Labour market insecurity","L","Value","WMN","Women","PC","Percentage","0","Units",,,5.4,,
+"CZE","Czech Republic","JE_LMIS","Labour market insecurity","L","Value","WMN","Women","PC","Percentage","0","Units",,,3.5,,
+"DNK","Denmark","JE_LMIS","Labour market insecurity","L","Value","WMN","Women","PC","Percentage","0","Units",,,4.1,,
+"FIN","Finland","JE_LMIS","Labour market insecurity","L","Value","WMN","Women","PC","Percentage","0","Units",,,2.9,,
+"FRA","France","JE_LMIS","Labour market insecurity","L","Value","WMN","Women","PC","Percentage","0","Units",,,7,,
+"DEU","Germany","JE_LMIS","Labour market insecurity","L","Value","WMN","Women","PC","Percentage","0","Units",,,4.2,,
+"GRC","Greece","JE_LMIS","Labour market insecurity","L","Value","WMN","Women","PC","Percentage","0","Units",,,36,,
+"HUN","Hungary","JE_LMIS","Labour market insecurity","L","Value","WMN","Women","PC","Percentage","0","Units",,,4.6,,
+"ISL","Iceland","JE_LMIS","Labour market insecurity","L","Value","WMN","Women","PC","Percentage","0","Units",,,0.7,,
+"IRL","Ireland","JE_LMIS","Labour market insecurity","L","Value","WMN","Women","PC","Percentage","0","Units",,,5.2,,
+"ITA","Italy","JE_LMIS","Labour market insecurity","L","Value","WMN","Women","PC","Percentage","0","Units",,,12.5,,
+"JPN","Japan","JE_LMIS","Labour market insecurity","L","Value","WMN","Women","PC","Percentage","0","Units",,,0.3,,
+"KOR","Korea","JE_LMIS","Labour market insecurity","L","Value","WMN","Women","PC","Percentage","0","Units",,,2.1,,
+"LUX","Luxembourg","JE_LMIS","Labour market insecurity","L","Value","WMN","Women","PC","Percentage","0","Units",,,1.9,,
+"MEX","Mexico","JE_LMIS","Labour market insecurity","L","Value","WMN","Women","PC","Percentage","0","Units",,,5.5,,
+"NLD","Netherlands","JE_LMIS","Labour market insecurity","L","Value","WMN","Women","PC","Percentage","0","Units",,,4.7,,
+"POL","Poland","JE_LMIS","Labour market insecurity","L","Value","WMN","Women","PC","Percentage","0","Units",,,5.3,,
+"PRT","Portugal","JE_LMIS","Labour market insecurity","L","Value","WMN","Women","PC","Percentage","0","Units",,,9.7,,
+"SVK","Slovak Republic","JE_LMIS","Labour market insecurity","L","Value","WMN","Women","PC","Percentage","0","Units",,,11.4,,
+"ESP","Spain","JE_LMIS","Labour market insecurity","L","Value","WMN","Women","PC","Percentage","0","Units",,,25,,
+"SWE","Sweden","JE_LMIS","Labour market insecurity","L","Value","WMN","Women","PC","Percentage","0","Units",,,2.4,,
+"TUR","Turkey","JE_LMIS","Labour market insecurity","L","Value","WMN","Women","PC","Percentage","0","Units",,,14.9,,
+"GBR","United Kingdom","JE_LMIS","Labour market insecurity","L","Value","WMN","Women","PC","Percentage","0","Units",,,4.2,,
+"USA","United States","JE_LMIS","Labour market insecurity","L","Value","WMN","Women","PC","Percentage","0","Units",,,7.6,,
+"CHL","Chile","JE_LMIS","Labour market insecurity","L","Value","WMN","Women","PC","Percentage","0","Units",,,10.3,,
+"EST","Estonia","JE_LMIS","Labour market insecurity","L","Value","WMN","Women","PC","Percentage","0","Units",,,3.6,,
+"LVA","Latvia","JE_LMIS","Labour market insecurity","L","Value","WMN","Women","PC","Percentage","0","Units",,,8,,
+"SVN","Slovenia","JE_LMIS","Labour market insecurity","L","Value","WMN","Women","PC","Percentage","0","Units",,,6.5,,
+"OECD","OECD - Total","JE_LMIS","Labour market insecurity","L","Value","WMN","Women","PC","Percentage","0","Units",,,7.2,,
+"AUS","Australia","JE_LMIS","Labour market insecurity","L","Value","HGH","High","PC","Percentage","0","Units",,,2.29,,
+"AUT","Austria","JE_LMIS","Labour market insecurity","L","Value","HGH","High","PC","Percentage","0","Units",,,2.67,,
+"BEL","Belgium","JE_LMIS","Labour market insecurity","L","Value","HGH","High","PC","Percentage","0","Units",,,2.19,,
+"CAN","Canada","JE_LMIS","Labour market insecurity","L","Value","HGH","High","PC","Percentage","0","Units",,,4.17,,
+"CZE","Czech Republic","JE_LMIS","Labour market insecurity","L","Value","HGH","High","PC","Percentage","0","Units",,,1.5,,
+"DNK","Denmark","JE_LMIS","Labour market insecurity","L","Value","HGH","High","PC","Percentage","0","Units",,,3.65,,
+"FIN","Finland","JE_LMIS","Labour market insecurity","L","Value","HGH","High","PC","Percentage","0","Units",,,3.41,,
+"FRA","France","JE_LMIS","Labour market insecurity","L","Value","HGH","High","PC","Percentage","0","Units",,,4.11,,
+"DEU","Germany","JE_LMIS","Labour market insecurity","L","Value","HGH","High","PC","Percentage","0","Units",,,2.41,,
+"GRC","Greece","JE_LMIS","Labour market insecurity","L","Value","HGH","High","PC","Percentage","0","Units",,,23.78,,
+"HUN","Hungary","JE_LMIS","Labour market insecurity","L","Value","HGH","High","PC","Percentage","0","Units",,,1.62,,
+"ISL","Iceland","JE_LMIS","Labour market insecurity","L","Value","HGH","High","PC","Percentage","0","Units",,,0.59,,
+"IRL","Ireland","JE_LMIS","Labour market insecurity","L","Value","HGH","High","PC","Percentage","0","Units",,,4.1,,
+"ITA","Italy","JE_LMIS","Labour market insecurity","L","Value","HGH","High","PC","Percentage","0","Units",,,6.98,,
+"JPN","Japan","JE_LMIS","Labour market insecurity","L","Value","HGH","High","PC","Percentage","0","Units",,,2.65,,
+"KOR","Korea","JE_LMIS","Labour market insecurity","L","Value","HGH","High","PC","Percentage","0","Units",,,2.6,,
+"LUX","Luxembourg","JE_LMIS","Labour market insecurity","L","Value","HGH","High","PC","Percentage","0","Units",,,2.02,,
+"MEX","Mexico","JE_LMIS","Labour market insecurity","L","Value","HGH","High","PC","Percentage","0","Units",,,6.26,,
+"NLD","Netherlands","JE_LMIS","Labour market insecurity","L","Value","HGH","High","PC","Percentage","0","Units",,,3.07,,
+"POL","Poland","JE_LMIS","Labour market insecurity","L","Value","HGH","High","PC","Percentage","0","Units",,,2.92,,
+"PRT","Portugal","JE_LMIS","Labour market insecurity","L","Value","HGH","High","PC","Percentage","0","Units",,,7.46,,
+"SVK","Slovak Republic","JE_LMIS","Labour market insecurity","L","Value","HGH","High","PC","Percentage","0","Units",,,5.02,,
+"ESP","Spain","JE_LMIS","Labour market insecurity","L","Value","HGH","High","PC","Percentage","0","Units",,,13.05,,
+"SWE","Sweden","JE_LMIS","Labour market insecurity","L","Value","HGH","High","PC","Percentage","0","Units",,,2.15,,
+"TUR","Turkey","JE_LMIS","Labour market insecurity","L","Value","HGH","High","PC","Percentage","0","Units",,,11.48,,
+"GBR","United Kingdom","JE_LMIS","Labour market insecurity","L","Value","HGH","High","PC","Percentage","0","Units",,,3.1,,
+"USA","United States","JE_LMIS","Labour market insecurity","L","Value","HGH","High","PC","Percentage","0","Units",,,4.35,,
+"CHL","Chile","JE_LMIS","Labour market insecurity","L","Value","HGH","High","PC","Percentage","0","Units",,,6.64,,
+"EST","Estonia","JE_LMIS","Labour market insecurity","L","Value","HGH","High","PC","Percentage","0","Units",,,2.43,,
+"LVA","Latvia","JE_LMIS","Labour market insecurity","L","Value","HGH","High","PC","Percentage","0","Units",,,4.59,,
+"SVN","Slovenia","JE_LMIS","Labour market insecurity","L","Value","HGH","High","PC","Percentage","0","Units",,,3.84,,
+"OECD","OECD - Total","JE_LMIS","Labour market insecurity","L","Value","HGH","High","PC","Percentage","0","Units",,,5,,
+"AUS","Australia","JE_LMIS","Labour market insecurity","L","Value","LW","Low","PC","Percentage","0","Units",,,11.02,,
+"AUT","Austria","JE_LMIS","Labour market insecurity","L","Value","LW","Low","PC","Percentage","0","Units",,,7.31,,
+"BEL","Belgium","JE_LMIS","Labour market insecurity","L","Value","LW","Low","PC","Percentage","0","Units",,,6.97,,
+"CAN","Canada","JE_LMIS","Labour market insecurity","L","Value","LW","Low","PC","Percentage","0","Units",,,12.97,,
+"CZE","Czech Republic","JE_LMIS","Labour market insecurity","L","Value","LW","Low","PC","Percentage","0","Units",,,25.14,,
+"DNK","Denmark","JE_LMIS","Labour market insecurity","L","Value","LW","Low","PC","Percentage","0","Units",,,6.78,,
+"FIN","Finland","JE_LMIS","Labour market insecurity","L","Value","LW","Low","PC","Percentage","0","Units",,,7.43,,
+"FRA","France","JE_LMIS","Labour market insecurity","L","Value","LW","Low","PC","Percentage","0","Units",,,15.09,,
+"DEU","Germany","JE_LMIS","Labour market insecurity","L","Value","LW","Low","PC","Percentage","0","Units",,,10.43,,
+"GRC","Greece","JE_LMIS","Labour market insecurity","L","Value","LW","Low","PC","Percentage","0","Units",,,32.72,,
+"HUN","Hungary","JE_LMIS","Labour market insecurity","L","Value","LW","Low","PC","Percentage","0","Units",,,10.66,,
+"ISL","Iceland","JE_LMIS","Labour market insecurity","L","Value","LW","Low","PC","Percentage","0","Units",,,0.62,,
+"IRL","Ireland","JE_LMIS","Labour market insecurity","L","Value","LW","Low","PC","Percentage","0","Units",,,16.32,,
+"ITA","Italy","JE_LMIS","Labour market insecurity","L","Value","LW","Low","PC","Percentage","0","Units",,,16.78,,
+"JPN","Japan","JE_LMIS","Labour market insecurity","L","Value","LW","Low","PC","Percentage","0","Units",,,4.35,,
+"KOR","Korea","JE_LMIS","Labour market insecurity","L","Value","LW","Low","PC","Percentage","0","Units",,,1.11,,
+"LUX","Luxembourg","JE_LMIS","Labour market insecurity","L","Value","LW","Low","PC","Percentage","0","Units",,,1.59,,
+"MEX","Mexico","JE_LMIS","Labour market insecurity","L","Value","LW","Low","PC","Percentage","0","Units",,,4.22,,
+"NLD","Netherlands","JE_LMIS","Labour market insecurity","L","Value","LW","Low","PC","Percentage","0","Units",,,7.18,,
+"POL","Poland","JE_LMIS","Labour market insecurity","L","Value","LW","Low","PC","Percentage","0","Units",,,15,,
+"PRT","Portugal","JE_LMIS","Labour market insecurity","L","Value","LW","Low","PC","Percentage","0","Units",,,10.76,,
+"SVK","Slovak Republic","JE_LMIS","Labour market insecurity","L","Value","LW","Low","PC","Percentage","0","Units",,,72.16,,
+"ESP","Spain","JE_LMIS","Labour market insecurity","L","Value","LW","Low","PC","Percentage","0","Units",,,36.71,,
+"SWE","Sweden","JE_LMIS","Labour market insecurity","L","Value","LW","Low","PC","Percentage","0","Units",,,9.51,,
+"TUR","Turkey","JE_LMIS","Labour market insecurity","L","Value","LW","Low","PC","Percentage","0","Units",,,11.22,,
+"GBR","United Kingdom","JE_LMIS","Labour market insecurity","L","Value","LW","Low","PC","Percentage","0","Units",,,7.02,,
+"USA","United States","JE_LMIS","Labour market insecurity","L","Value","LW","Low","PC","Percentage","0","Units",,,17.91,,
+"CHL","Chile","JE_LMIS","Labour market insecurity","L","Value","LW","Low","PC","Percentage","0","Units",,,8.2,,
+"EST","Estonia","JE_LMIS","Labour market insecurity","L","Value","LW","Low","PC","Percentage","0","Units",,,8.03,,
+"LVA","Latvia","JE_LMIS","Labour market insecurity","L","Value","LW","Low","PC","Percentage","0","Units",,,23.29,,
+"SVN","Slovenia","JE_LMIS","Labour market insecurity","L","Value","LW","Low","PC","Percentage","0","Units",,,10.55,,
+"OECD","OECD - Total","JE_LMIS","Labour market insecurity","L","Value","LW","Low","PC","Percentage","0","Units",,,12.35,,
+"AUS","Australia","CG_SENG","Stakeholder engagement for developing regulations","L","Value","TOT","Total","AVSCORE","Average score","0","Units",,,2.7,,
+"AUT","Austria","CG_SENG","Stakeholder engagement for developing regulations","L","Value","TOT","Total","AVSCORE","Average score","0","Units",,,1.3,,
+"BEL","Belgium","CG_SENG","Stakeholder engagement for developing regulations","L","Value","TOT","Total","AVSCORE","Average score","0","Units",,,2,,
+"CAN","Canada","CG_SENG","Stakeholder engagement for developing regulations","L","Value","TOT","Total","AVSCORE","Average score","0","Units",,,2.9,,
+"CZE","Czech Republic","CG_SENG","Stakeholder engagement for developing regulations","L","Value","TOT","Total","AVSCORE","Average score","0","Units",,,1.6,,
+"DNK","Denmark","CG_SENG","Stakeholder engagement for developing regulations","L","Value","TOT","Total","AVSCORE","Average score","0","Units",,,2,,
+"FIN","Finland","CG_SENG","Stakeholder engagement for developing regulations","L","Value","TOT","Total","AVSCORE","Average score","0","Units",,,2.2,,
+"FRA","France","CG_SENG","Stakeholder engagement for developing regulations","L","Value","TOT","Total","AVSCORE","Average score","0","Units",,,2.1,,
+"DEU","Germany","CG_SENG","Stakeholder engagement for developing regulations","L","Value","TOT","Total","AVSCORE","Average score","0","Units",,,1.8,,
+"GRC","Greece","CG_SENG","Stakeholder engagement for developing regulations","L","Value","TOT","Total","AVSCORE","Average score","0","Units",,,1.8,,
+"HUN","Hungary","CG_SENG","Stakeholder engagement for developing regulations","L","Value","TOT","Total","AVSCORE","Average score","0","Units",,,1.2,,
+"ISL","Iceland","CG_SENG","Stakeholder engagement for developing regulations","L","Value","TOT","Total","AVSCORE","Average score","0","Units",,,2.1,,
+"IRL","Ireland","CG_SENG","Stakeholder engagement for developing regulations","L","Value","TOT","Total","AVSCORE","Average score","0","Units",,,1.3,,
+"ITA","Italy","CG_SENG","Stakeholder engagement for developing regulations","L","Value","TOT","Total","AVSCORE","Average score","0","Units",,,2.5,,
+"JPN","Japan","CG_SENG","Stakeholder engagement for developing regulations","L","Value","TOT","Total","AVSCORE","Average score","0","Units",,,1.4,,
+"KOR","Korea","CG_SENG","Stakeholder engagement for developing regulations","L","Value","TOT","Total","AVSCORE","Average score","0","Units",,,2.9,,
+"LUX","Luxembourg","CG_SENG","Stakeholder engagement for developing regulations","L","Value","TOT","Total","AVSCORE","Average score","0","Units",,,1.7,,
+"MEX","Mexico","CG_SENG","Stakeholder engagement for developing regulations","L","Value","TOT","Total","AVSCORE","Average score","0","Units",,,3.2,,
+"NLD","Netherlands","CG_SENG","Stakeholder engagement for developing regulations","L","Value","TOT","Total","AVSCORE","Average score","0","Units",,,2.6,,
+"NZL","New Zealand","CG_SENG","Stakeholder engagement for developing regulations","L","Value","TOT","Total","AVSCORE","Average score","0","Units",,,2.5,,
+"NOR","Norway","CG_SENG","Stakeholder engagement for developing regulations","L","Value","TOT","Total","AVSCORE","Average score","0","Units",,,2.2,,
+"POL","Poland","CG_SENG","Stakeholder engagement for developing regulations","L","Value","TOT","Total","AVSCORE","Average score","0","Units",,,2.6,,
+"PRT","Portugal","CG_SENG","Stakeholder engagement for developing regulations","L","Value","TOT","Total","AVSCORE","Average score","0","Units",,,1.5,,
+"SVK","Slovak Republic","CG_SENG","Stakeholder engagement for developing regulations","L","Value","TOT","Total","AVSCORE","Average score","0","Units",,,3,,
+"ESP","Spain","CG_SENG","Stakeholder engagement for developing regulations","L","Value","TOT","Total","AVSCORE","Average score","0","Units",,,1.8,,
+"SWE","Sweden","CG_SENG","Stakeholder engagement for developing regulations","L","Value","TOT","Total","AVSCORE","Average score","0","Units",,,2,,
+"CHE","Switzerland","CG_SENG","Stakeholder engagement for developing regulations","L","Value","TOT","Total","AVSCORE","Average score","0","Units",,,2.3,,
+"TUR","Turkey","CG_SENG","Stakeholder engagement for developing regulations","L","Value","TOT","Total","AVSCORE","Average score","0","Units",,,1.5,,
+"GBR","United Kingdom","CG_SENG","Stakeholder engagement for developing regulations","L","Value","TOT","Total","AVSCORE","Average score","0","Units",,,3.1,,
+"USA","United States","CG_SENG","Stakeholder engagement for developing regulations","L","Value","TOT","Total","AVSCORE","Average score","0","Units",,,3.1,,
+"BRA","Brazil","CG_SENG","Stakeholder engagement for developing regulations","L","Value","TOT","Total","AVSCORE","Average score","0","Units",,,2.2,,
+"CHL","Chile","CG_SENG","Stakeholder engagement for developing regulations","L","Value","TOT","Total","AVSCORE","Average score","0","Units",,,1.3,,
+"EST","Estonia","CG_SENG","Stakeholder engagement for developing regulations","L","Value","TOT","Total","AVSCORE","Average score","0","Units",,,2.7,,
+"ISR","Israel","CG_SENG","Stakeholder engagement for developing regulations","L","Value","TOT","Total","AVSCORE","Average score","0","Units",,,2.5,,
+"LVA","Latvia","CG_SENG","Stakeholder engagement for developing regulations","L","Value","TOT","Total","AVSCORE","Average score","0","Units",,,2.2,,
+"SVN","Slovenia","CG_SENG","Stakeholder engagement for developing regulations","L","Value","TOT","Total","AVSCORE","Average score","0","Units",,,2.5,,
+"OECD","OECD - Total","CG_SENG","Stakeholder engagement for developing regulations","L","Value","TOT","Total","AVSCORE","Average score","0","Units",,,2.4,,
+"AUT","Austria","HO_BASE","Dwellings without basic facilities","L","Value","TOT","Total","PC","Percentage","0","Units",,,0.9,,
+"BEL","Belgium","HO_BASE","Dwellings without basic facilities","L","Value","TOT","Total","PC","Percentage","0","Units",,,1.9,,
+"CAN","Canada","HO_BASE","Dwellings without basic facilities","L","Value","TOT","Total","PC","Percentage","0","Units",,,0.2,,
+"CZE","Czech Republic","HO_BASE","Dwellings without basic facilities","L","Value","TOT","Total","PC","Percentage","0","Units",,,0.7,,
+"DNK","Denmark","HO_BASE","Dwellings without basic facilities","L","Value","TOT","Total","PC","Percentage","0","Units",,,0.5,,
+"FIN","Finland","HO_BASE","Dwellings without basic facilities","L","Value","TOT","Total","PC","Percentage","0","Units",,,0.5,,
+"FRA","France","HO_BASE","Dwellings without basic facilities","L","Value","TOT","Total","PC","Percentage","0","Units",,,0.5,,
+"DEU","Germany","HO_BASE","Dwellings without basic facilities","L","Value","TOT","Total","PC","Percentage","0","Units",,,0.2,,
+"GRC","Greece","HO_BASE","Dwellings without basic facilities","L","Value","TOT","Total","PC","Percentage","0","Units",,,0.5,,
+"HUN","Hungary","HO_BASE","Dwellings without basic facilities","L","Value","TOT","Total","PC","Percentage","0","Units",,,4.7,,
+"ISL","Iceland","HO_BASE","Dwellings without basic facilities","L","Value","TOT","Total","PC","Percentage","0","Units",,,0,,
+"IRL","Ireland","HO_BASE","Dwellings without basic facilities","L","Value","TOT","Total","PC","Percentage","0","Units",,,1,,
+"ITA","Italy","HO_BASE","Dwellings without basic facilities","L","Value","TOT","Total","PC","Percentage","0","Units",,,0.7,,
+"JPN","Japan","HO_BASE","Dwellings without basic facilities","L","Value","TOT","Total","PC","Percentage","0","Units",,,6.4,,
+"KOR","Korea","HO_BASE","Dwellings without basic facilities","L","Value","TOT","Total","PC","Percentage","0","Units",,,2.5,,
+"LUX","Luxembourg","HO_BASE","Dwellings without basic facilities","L","Value","TOT","Total","PC","Percentage","0","Units",,,0.5,,
+"MEX","Mexico","HO_BASE","Dwellings without basic facilities","L","Value","TOT","Total","PC","Percentage","0","Units",,,25.5,,
+"NLD","Netherlands","HO_BASE","Dwellings without basic facilities","L","Value","TOT","Total","PC","Percentage","0","Units",,,0.1,,
+"NOR","Norway","HO_BASE","Dwellings without basic facilities","L","Value","TOT","Total","PC","Percentage","0","Units",,,0,,
+"POL","Poland","HO_BASE","Dwellings without basic facilities","L","Value","TOT","Total","PC","Percentage","0","Units",,,3,,
+"PRT","Portugal","HO_BASE","Dwellings without basic facilities","L","Value","TOT","Total","PC","Percentage","0","Units",,,1,,
+"SVK","Slovak Republic","HO_BASE","Dwellings without basic facilities","L","Value","TOT","Total","PC","Percentage","0","Units",,,1.2,,
+"ESP","Spain","HO_BASE","Dwellings without basic facilities","L","Value","TOT","Total","PC","Percentage","0","Units",,,0.1,,
+"SWE","Sweden","HO_BASE","Dwellings without basic facilities","L","Value","TOT","Total","PC","Percentage","0","Units",,,0,,
+"CHE","Switzerland","HO_BASE","Dwellings without basic facilities","L","Value","TOT","Total","PC","Percentage","0","Units",,,0.1,,
+"TUR","Turkey","HO_BASE","Dwellings without basic facilities","L","Value","TOT","Total","PC","Percentage","0","Units",,,8,,
+"GBR","United Kingdom","HO_BASE","Dwellings without basic facilities","L","Value","TOT","Total","PC","Percentage","0","Units",,,0.3,,
+"USA","United States","HO_BASE","Dwellings without basic facilities","L","Value","TOT","Total","PC","Percentage","0","Units",,,0.1,,
+"BRA","Brazil","HO_BASE","Dwellings without basic facilities","L","Value","TOT","Total","PC","Percentage","0","Units",,,6.7,,
+"CHL","Chile","HO_BASE","Dwellings without basic facilities","L","Value","TOT","Total","PC","Percentage","0","Units",,,9.4,,
+"EST","Estonia","HO_BASE","Dwellings without basic facilities","L","Value","TOT","Total","PC","Percentage","0","Units",,,7,,
+"LVA","Latvia","HO_BASE","Dwellings without basic facilities","L","Value","TOT","Total","PC","Percentage","0","Units",,,13.9,,
+"RUS","Russia","HO_BASE","Dwellings without basic facilities","L","Value","TOT","Total","PC","Percentage","0","Units",,,14.8,,
+"SVN","Slovenia","HO_BASE","Dwellings without basic facilities","L","Value","TOT","Total","PC","Percentage","0","Units",,,0.4,,
+"ZAF","South Africa","HO_BASE","Dwellings without basic facilities","L","Value","TOT","Total","PC","Percentage","0","Units",,,37,,
+"OECD","OECD - Total","HO_BASE","Dwellings without basic facilities","L","Value","TOT","Total","PC","Percentage","0","Units",,,4.4,,
+"AUS","Australia","HO_HISH","Housing expenditure","L","Value","TOT","Total","PC","Percentage","0","Units",,,20,,
+"AUT","Austria","HO_HISH","Housing expenditure","L","Value","TOT","Total","PC","Percentage","0","Units",,,21,,
+"BEL","Belgium","HO_HISH","Housing expenditure","L","Value","TOT","Total","PC","Percentage","0","Units",,,21,,
+"CAN","Canada","HO_HISH","Housing expenditure","L","Value","TOT","Total","PC","Percentage","0","Units",,,22,,
+"CZE","Czech Republic","HO_HISH","Housing expenditure","L","Value","TOT","Total","PC","Percentage","0","Units",,,24,,
+"DNK","Denmark","HO_HISH","Housing expenditure","L","Value","TOT","Total","PC","Percentage","0","Units",,,23,,
+"FIN","Finland","HO_HISH","Housing expenditure","L","Value","TOT","Total","PC","Percentage","0","Units",,,23,,
+"FRA","France","HO_HISH","Housing expenditure","L","Value","TOT","Total","PC","Percentage","0","Units",,,21,,
+"DEU","Germany","HO_HISH","Housing expenditure","L","Value","TOT","Total","PC","Percentage","0","Units",,,20,,
+"GRC","Greece","HO_HISH","Housing expenditure","L","Value","TOT","Total","PC","Percentage","0","Units",,,23,,
+"HUN","Hungary","HO_HISH","Housing expenditure","L","Value","TOT","Total","PC","Percentage","0","Units",,,19,,
+"ISL","Iceland","HO_HISH","Housing expenditure","L","Value","TOT","Total","PC","Percentage","0","Units",,,24,,
+"IRL","Ireland","HO_HISH","Housing expenditure","L","Value","TOT","Total","PC","Percentage","0","Units",,,20,,
+"ITA","Italy","HO_HISH","Housing expenditure","L","Value","TOT","Total","PC","Percentage","0","Units",,,23,,
+"JPN","Japan","HO_HISH","Housing expenditure","L","Value","TOT","Total","PC","Percentage","0","Units",,,22,,
+"KOR","Korea","HO_HISH","Housing expenditure","L","Value","TOT","Total","PC","Percentage","0","Units",,,15,,
+"LUX","Luxembourg","HO_HISH","Housing expenditure","L","Value","TOT","Total","PC","Percentage","0","Units",,,21,,
+"MEX","Mexico","HO_HISH","Housing expenditure","L","Value","TOT","Total","PC","Percentage","0","Units",,,20,,
+"NLD","Netherlands","HO_HISH","Housing expenditure","L","Value","TOT","Total","PC","Percentage","0","Units",,,19,,
+"NZL","New Zealand","HO_HISH","Housing expenditure","L","Value","TOT","Total","PC","Percentage","0","Units",,,26,,
+"NOR","Norway","HO_HISH","Housing expenditure","L","Value","TOT","Total","PC","Percentage","0","Units",,,17,,
+"POL","Poland","HO_HISH","Housing expenditure","L","Value","TOT","Total","PC","Percentage","0","Units",,,22,,
+"PRT","Portugal","HO_HISH","Housing expenditure","L","Value","TOT","Total","PC","Percentage","0","Units",,,21,,
+"SVK","Slovak Republic","HO_HISH","Housing expenditure","L","Value","TOT","Total","PC","Percentage","0","Units",,,23,,
+"ESP","Spain","HO_HISH","Housing expenditure","L","Value","TOT","Total","PC","Percentage","0","Units",,,21,,
+"SWE","Sweden","HO_HISH","Housing expenditure","L","Value","TOT","Total","PC","Percentage","0","Units",,,19,,
+"CHE","Switzerland","HO_HISH","Housing expenditure","L","Value","TOT","Total","PC","Percentage","0","Units",,,22,,
+"TUR","Turkey","HO_HISH","Housing expenditure","L","Value","TOT","Total","PC","Percentage","0","Units",,,20,,
+"GBR","United Kingdom","HO_HISH","Housing expenditure","L","Value","TOT","Total","PC","Percentage","0","Units",,,26,,
+"USA","United States","HO_HISH","Housing expenditure","L","Value","TOT","Total","PC","Percentage","0","Units",,,19,,
+"CHL","Chile","HO_HISH","Housing expenditure","L","Value","TOT","Total","PC","Percentage","0","Units",,,18,,
+"EST","Estonia","HO_HISH","Housing expenditure","L","Value","TOT","Total","PC","Percentage","0","Units",,,17,,
+"LVA","Latvia","HO_HISH","Housing expenditure","L","Value","TOT","Total","PC","Percentage","0","Units",,,23,,
+"RUS","Russia","HO_HISH","Housing expenditure","L","Value","TOT","Total","PC","Percentage","0","Units",,,18,,
+"SVN","Slovenia","HO_HISH","Housing expenditure","L","Value","TOT","Total","PC","Percentage","0","Units",,,18,,
+"ZAF","South Africa","HO_HISH","Housing expenditure","L","Value","TOT","Total","PC","Percentage","0","Units",,,18,,
+"OECD","OECD - Total","HO_HISH","Housing expenditure","L","Value","TOT","Total","PC","Percentage","0","Units",,,20,,
+"AUS","Australia","PS_FSAFEN","Feeling safe walking alone at night","L","Value","TOT","Total","PC","Percentage","0","Units",,,63.5,,
+"AUT","Austria","PS_FSAFEN","Feeling safe walking alone at night","L","Value","TOT","Total","PC","Percentage","0","Units",,,80.6,,
+"BEL","Belgium","PS_FSAFEN","Feeling safe walking alone at night","L","Value","TOT","Total","PC","Percentage","0","Units",,,70.1,,
+"CAN","Canada","PS_FSAFEN","Feeling safe walking alone at night","L","Value","TOT","Total","PC","Percentage","0","Units",,,82.2,,
+"CZE","Czech Republic","PS_FSAFEN","Feeling safe walking alone at night","L","Value","TOT","Total","PC","Percentage","0","Units",,,72.3,,
+"DNK","Denmark","PS_FSAFEN","Feeling safe walking alone at night","L","Value","TOT","Total","PC","Percentage","0","Units",,,83.5,,
+"FIN","Finland","PS_FSAFEN","Feeling safe walking alone at night","L","Value","TOT","Total","PC","Percentage","0","Units",,,85.1,,
+"FRA","France","PS_FSAFEN","Feeling safe walking alone at night","L","Value","TOT","Total","PC","Percentage","0","Units",,,70.5,,
+"DEU","Germany","PS_FSAFEN","Feeling safe walking alone at night","L","Value","TOT","Total","PC","Percentage","0","Units",,,72.5,,
+"GRC","Greece","PS_FSAFEN","Feeling safe walking alone at night","L","Value","TOT","Total","PC","Percentage","0","Units",,,60,,
+"HUN","Hungary","PS_FSAFEN","Feeling safe walking alone at night","L","Value","TOT","Total","PC","Percentage","0","Units",,,56.3,,
+"ISL","Iceland","PS_FSAFEN","Feeling safe walking alone at night","L","Value","TOT","Total","PC","Percentage","0","Units",,,86,,
+"IRL","Ireland","PS_FSAFEN","Feeling safe walking alone at night","L","Value","TOT","Total","PC","Percentage","0","Units",,,75.9,,
+"ITA","Italy","PS_FSAFEN","Feeling safe walking alone at night","L","Value","TOT","Total","PC","Percentage","0","Units",,,58.4,,
+"JPN","Japan","PS_FSAFEN","Feeling safe walking alone at night","L","Value","TOT","Total","PC","Percentage","0","Units",,,72.5,,
+"KOR","Korea","PS_FSAFEN","Feeling safe walking alone at night","L","Value","TOT","Total","PC","Percentage","0","Units",,,66.6,,
+"LUX","Luxembourg","PS_FSAFEN","Feeling safe walking alone at night","L","Value","TOT","Total","PC","Percentage","0","Units",,,75.8,,
+"MEX","Mexico","PS_FSAFEN","Feeling safe walking alone at night","L","Value","TOT","Total","PC","Percentage","0","Units",,,41.8,,
+"NLD","Netherlands","PS_FSAFEN","Feeling safe walking alone at night","L","Value","TOT","Total","PC","Percentage","0","Units",,,82,,
+"NZL","New Zealand","PS_FSAFEN","Feeling safe walking alone at night","L","Value","TOT","Total","PC","Percentage","0","Units",,,65.7,,
+"NOR","Norway","PS_FSAFEN","Feeling safe walking alone at night","L","Value","TOT","Total","PC","Percentage","0","Units",,,90.1,,
+"POL","Poland","PS_FSAFEN","Feeling safe walking alone at night","L","Value","TOT","Total","PC","Percentage","0","Units",,,67.3,,
+"PRT","Portugal","PS_FSAFEN","Feeling safe walking alone at night","L","Value","TOT","Total","PC","Percentage","0","Units",,,73.4,,
+"SVK","Slovak Republic","PS_FSAFEN","Feeling safe walking alone at night","L","Value","TOT","Total","PC","Percentage","0","Units",,,63.5,,
+"ESP","Spain","PS_FSAFEN","Feeling safe walking alone at night","L","Value","TOT","Total","PC","Percentage","0","Units",,,82.1,,
+"SWE","Sweden","PS_FSAFEN","Feeling safe walking alone at night","L","Value","TOT","Total","PC","Percentage","0","Units",,,75.6,,
+"CHE","Switzerland","PS_FSAFEN","Feeling safe walking alone at night","L","Value","TOT","Total","PC","Percentage","0","Units",,,85.3,,
+"TUR","Turkey","PS_FSAFEN","Feeling safe walking alone at night","L","Value","TOT","Total","PC","Percentage","0","Units",,,59.8,,
+"GBR","United Kingdom","PS_FSAFEN","Feeling safe walking alone at night","L","Value","TOT","Total","PC","Percentage","0","Units",,,77.7,,
+"USA","United States","PS_FSAFEN","Feeling safe walking alone at night","L","Value","TOT","Total","PC","Percentage","0","Units",,,73.9,,
+"BRA","Brazil","PS_FSAFEN","Feeling safe walking alone at night","L","Value","TOT","Total","PC","Percentage","0","Units",,,35.6,,
+"CHL","Chile","PS_FSAFEN","Feeling safe walking alone at night","L","Value","TOT","Total","PC","Percentage","0","Units",,,47.9,,
+"EST","Estonia","PS_FSAFEN","Feeling safe walking alone at night","L","Value","TOT","Total","PC","Percentage","0","Units",,,69,,
+"ISR","Israel","PS_FSAFEN","Feeling safe walking alone at night","L","Value","TOT","Total","PC","Percentage","0","Units",,,69.8,,
+"LVA","Latvia","PS_FSAFEN","Feeling safe walking alone at night","L","Value","TOT","Total","PC","Percentage","0","Units",,,62.4,,
+"RUS","Russia","PS_FSAFEN","Feeling safe walking alone at night","L","Value","TOT","Total","PC","Percentage","0","Units",,,52.8,,
+"SVN","Slovenia","PS_FSAFEN","Feeling safe walking alone at night","L","Value","TOT","Total","PC","Percentage","0","Units",,,86.1,,
+"ZAF","South Africa","PS_FSAFEN","Feeling safe walking alone at night","L","Value","TOT","Total","PC","Percentage","0","Units",,,36.1,,
+"OECD","OECD - Total","PS_FSAFEN","Feeling safe walking alone at night","L","Value","TOT","Total","PC","Percentage","0","Units",,,68.4,,
+"AUS","Australia","PS_FSAFEN","Feeling safe walking alone at night","L","Value","MN","Men","PC","Percentage","0","Units",,,80.1,,
+"AUT","Austria","PS_FSAFEN","Feeling safe walking alone at night","L","Value","MN","Men","PC","Percentage","0","Units",,,84.1,,
+"BEL","Belgium","PS_FSAFEN","Feeling safe walking alone at night","L","Value","MN","Men","PC","Percentage","0","Units",,,81.6,,
+"CAN","Canada","PS_FSAFEN","Feeling safe walking alone at night","L","Value","MN","Men","PC","Percentage","0","Units",,,92.2,,
+"CZE","Czech Republic","PS_FSAFEN","Feeling safe walking alone at night","L","Value","MN","Men","PC","Percentage","0","Units",,,82.7,,
+"DNK","Denmark","PS_FSAFEN","Feeling safe walking alone at night","L","Value","MN","Men","PC","Percentage","0","Units",,,92.3,,
+"FIN","Finland","PS_FSAFEN","Feeling safe walking alone at night","L","Value","MN","Men","PC","Percentage","0","Units",,,94.5,,
+"FRA","France","PS_FSAFEN","Feeling safe walking alone at night","L","Value","MN","Men","PC","Percentage","0","Units",,,76.1,,
+"DEU","Germany","PS_FSAFEN","Feeling safe walking alone at night","L","Value","MN","Men","PC","Percentage","0","Units",,,77.9,,
+"GRC","Greece","PS_FSAFEN","Feeling safe walking alone at night","L","Value","MN","Men","PC","Percentage","0","Units",,,69.8,,
+"HUN","Hungary","PS_FSAFEN","Feeling safe walking alone at night","L","Value","MN","Men","PC","Percentage","0","Units",,,65.6,,
+"ISL","Iceland","PS_FSAFEN","Feeling safe walking alone at night","L","Value","MN","Men","PC","Percentage","0","Units",,,95.1,,
+"IRL","Ireland","PS_FSAFEN","Feeling safe walking alone at night","L","Value","MN","Men","PC","Percentage","0","Units",,,83.2,,
+"ITA","Italy","PS_FSAFEN","Feeling safe walking alone at night","L","Value","MN","Men","PC","Percentage","0","Units",,,64.8,,
+"JPN","Japan","PS_FSAFEN","Feeling safe walking alone at night","L","Value","MN","Men","PC","Percentage","0","Units",,,81.1,,
+"KOR","Korea","PS_FSAFEN","Feeling safe walking alone at night","L","Value","MN","Men","PC","Percentage","0","Units",,,73.4,,
+"LUX","Luxembourg","PS_FSAFEN","Feeling safe walking alone at night","L","Value","MN","Men","PC","Percentage","0","Units",,,80.3,,
+"MEX","Mexico","PS_FSAFEN","Feeling safe walking alone at night","L","Value","MN","Men","PC","Percentage","0","Units",,,45.8,,
+"NLD","Netherlands","PS_FSAFEN","Feeling safe walking alone at night","L","Value","MN","Men","PC","Percentage","0","Units",,,91.4,,
+"NZL","New Zealand","PS_FSAFEN","Feeling safe walking alone at night","L","Value","MN","Men","PC","Percentage","0","Units",,,81.3,,
+"NOR","Norway","PS_FSAFEN","Feeling safe walking alone at night","L","Value","MN","Men","PC","Percentage","0","Units",,,96.5,,
+"POL","Poland","PS_FSAFEN","Feeling safe walking alone at night","L","Value","MN","Men","PC","Percentage","0","Units",,,73.9,,
+"PRT","Portugal","PS_FSAFEN","Feeling safe walking alone at night","L","Value","MN","Men","PC","Percentage","0","Units",,,84.8,,
+"SVK","Slovak Republic","PS_FSAFEN","Feeling safe walking alone at night","L","Value","MN","Men","PC","Percentage","0","Units",,,71.7,,
+"ESP","Spain","PS_FSAFEN","Feeling safe walking alone at night","L","Value","MN","Men","PC","Percentage","0","Units",,,84.7,,
+"SWE","Sweden","PS_FSAFEN","Feeling safe walking alone at night","L","Value","MN","Men","PC","Percentage","0","Units",,,87.9,,
+"CHE","Switzerland","PS_FSAFEN","Feeling safe walking alone at night","L","Value","MN","Men","PC","Percentage","0","Units",,,88.8,,
+"TUR","Turkey","PS_FSAFEN","Feeling safe walking alone at night","L","Value","MN","Men","PC","Percentage","0","Units",,,67.3,,
+"GBR","United Kingdom","PS_FSAFEN","Feeling safe walking alone at night","L","Value","MN","Men","PC","Percentage","0","Units",,,81.3,,
+"USA","United States","PS_FSAFEN","Feeling safe walking alone at night","L","Value","MN","Men","PC","Percentage","0","Units",,,84,,
+"BRA","Brazil","PS_FSAFEN","Feeling safe walking alone at night","L","Value","MN","Men","PC","Percentage","0","Units",,,44.7,,
+"CHL","Chile","PS_FSAFEN","Feeling safe walking alone at night","L","Value","MN","Men","PC","Percentage","0","Units",,,52.6,,
+"EST","Estonia","PS_FSAFEN","Feeling safe walking alone at night","L","Value","MN","Men","PC","Percentage","0","Units",,,80.7,,
+"ISR","Israel","PS_FSAFEN","Feeling safe walking alone at night","L","Value","MN","Men","PC","Percentage","0","Units",,,78,,
+"LVA","Latvia","PS_FSAFEN","Feeling safe walking alone at night","L","Value","MN","Men","PC","Percentage","0","Units",,,72.4,,
+"RUS","Russia","PS_FSAFEN","Feeling safe walking alone at night","L","Value","MN","Men","PC","Percentage","0","Units",,,63.1,,
+"SVN","Slovenia","PS_FSAFEN","Feeling safe walking alone at night","L","Value","MN","Men","PC","Percentage","0","Units",,,93.1,,
+"ZAF","South Africa","PS_FSAFEN","Feeling safe walking alone at night","L","Value","MN","Men","PC","Percentage","0","Units",,,45.4,,
+"OECD","OECD - Total","PS_FSAFEN","Feeling safe walking alone at night","L","Value","MN","Men","PC","Percentage","0","Units",,,75.9,,
+"AUS","Australia","PS_FSAFEN","Feeling safe walking alone at night","L","Value","WMN","Women","PC","Percentage","0","Units",,,48.8,,
+"AUT","Austria","PS_FSAFEN","Feeling safe walking alone at night","L","Value","WMN","Women","PC","Percentage","0","Units",,,77.4,,
+"BEL","Belgium","PS_FSAFEN","Feeling safe walking alone at night","L","Value","WMN","Women","PC","Percentage","0","Units",,,59.1,,
+"CAN","Canada","PS_FSAFEN","Feeling safe walking alone at night","L","Value","WMN","Women","PC","Percentage","0","Units",,,73.1,,
+"CZE","Czech Republic","PS_FSAFEN","Feeling safe walking alone at night","L","Value","WMN","Women","PC","Percentage","0","Units",,,62.6,,
+"DNK","Denmark","PS_FSAFEN","Feeling safe walking alone at night","L","Value","WMN","Women","PC","Percentage","0","Units",,,74.9,,
+"FIN","Finland","PS_FSAFEN","Feeling safe walking alone at night","L","Value","WMN","Women","PC","Percentage","0","Units",,,76.2,,
+"FRA","France","PS_FSAFEN","Feeling safe walking alone at night","L","Value","WMN","Women","PC","Percentage","0","Units",,,65.5,,
+"DEU","Germany","PS_FSAFEN","Feeling safe walking alone at night","L","Value","WMN","Women","PC","Percentage","0","Units",,,67.4,,
+"GRC","Greece","PS_FSAFEN","Feeling safe walking alone at night","L","Value","WMN","Women","PC","Percentage","0","Units",,,50.8,,
+"HUN","Hungary","PS_FSAFEN","Feeling safe walking alone at night","L","Value","WMN","Women","PC","Percentage","0","Units",,,48.2,,
+"ISL","Iceland","PS_FSAFEN","Feeling safe walking alone at night","L","Value","WMN","Women","PC","Percentage","0","Units",,,77.8,,
+"IRL","Ireland","PS_FSAFEN","Feeling safe walking alone at night","L","Value","WMN","Women","PC","Percentage","0","Units",,,68.9,,
+"ITA","Italy","PS_FSAFEN","Feeling safe walking alone at night","L","Value","WMN","Women","PC","Percentage","0","Units",,,52.6,,
+"JPN","Japan","PS_FSAFEN","Feeling safe walking alone at night","L","Value","WMN","Women","PC","Percentage","0","Units",,,64.8,,
+"KOR","Korea","PS_FSAFEN","Feeling safe walking alone at night","L","Value","WMN","Women","PC","Percentage","0","Units",,,60,,
+"LUX","Luxembourg","PS_FSAFEN","Feeling safe walking alone at night","L","Value","WMN","Women","PC","Percentage","0","Units",,,71.5,,
+"MEX","Mexico","PS_FSAFEN","Feeling safe walking alone at night","L","Value","WMN","Women","PC","Percentage","0","Units",,,38.3,,
+"NLD","Netherlands","PS_FSAFEN","Feeling safe walking alone at night","L","Value","WMN","Women","PC","Percentage","0","Units",,,72.8,,
+"NZL","New Zealand","PS_FSAFEN","Feeling safe walking alone at night","L","Value","WMN","Women","PC","Percentage","0","Units",,,51.8,,
+"NOR","Norway","PS_FSAFEN","Feeling safe walking alone at night","L","Value","WMN","Women","PC","Percentage","0","Units",,,83.5,,
+"POL","Poland","PS_FSAFEN","Feeling safe walking alone at night","L","Value","WMN","Women","PC","Percentage","0","Units",,,61.2,,
+"PRT","Portugal","PS_FSAFEN","Feeling safe walking alone at night","L","Value","WMN","Women","PC","Percentage","0","Units",,,63.1,,
+"SVK","Slovak Republic","PS_FSAFEN","Feeling safe walking alone at night","L","Value","WMN","Women","PC","Percentage","0","Units",,,55.9,,
+"ESP","Spain","PS_FSAFEN","Feeling safe walking alone at night","L","Value","WMN","Women","PC","Percentage","0","Units",,,79.7,,
+"SWE","Sweden","PS_FSAFEN","Feeling safe walking alone at night","L","Value","WMN","Women","PC","Percentage","0","Units",,,63.2,,
+"CHE","Switzerland","PS_FSAFEN","Feeling safe walking alone at night","L","Value","WMN","Women","PC","Percentage","0","Units",,,81.9,,
+"TUR","Turkey","PS_FSAFEN","Feeling safe walking alone at night","L","Value","WMN","Women","PC","Percentage","0","Units",,,52.4,,
+"GBR","United Kingdom","PS_FSAFEN","Feeling safe walking alone at night","L","Value","WMN","Women","PC","Percentage","0","Units",,,74.3,,
+"USA","United States","PS_FSAFEN","Feeling safe walking alone at night","L","Value","WMN","Women","PC","Percentage","0","Units",,,63.8,,
+"BRA","Brazil","PS_FSAFEN","Feeling safe walking alone at night","L","Value","WMN","Women","PC","Percentage","0","Units",,,27.3,,
+"CHL","Chile","PS_FSAFEN","Feeling safe walking alone at night","L","Value","WMN","Women","PC","Percentage","0","Units",,,43.5,,
+"EST","Estonia","PS_FSAFEN","Feeling safe walking alone at night","L","Value","WMN","Women","PC","Percentage","0","Units",,,59.2,,
+"ISR","Israel","PS_FSAFEN","Feeling safe walking alone at night","L","Value","WMN","Women","PC","Percentage","0","Units",,,62.1,,
+"LVA","Latvia","PS_FSAFEN","Feeling safe walking alone at night","L","Value","WMN","Women","PC","Percentage","0","Units",,,54.4,,
+"RUS","Russia","PS_FSAFEN","Feeling safe walking alone at night","L","Value","WMN","Women","PC","Percentage","0","Units",,,44.5,,
+"SVN","Slovenia","PS_FSAFEN","Feeling safe walking alone at night","L","Value","WMN","Women","PC","Percentage","0","Units",,,79.3,,
+"ZAF","South Africa","PS_FSAFEN","Feeling safe walking alone at night","L","Value","WMN","Women","PC","Percentage","0","Units",,,27.5,,
+"OECD","OECD - Total","PS_FSAFEN","Feeling safe walking alone at night","L","Value","WMN","Women","PC","Percentage","0","Units",,,61.2,,
+"AUT","Austria","HO_NUMR","Rooms per person","L","Value","TOT","Total","RATIO","Ratio","0","Units",,,1.6,,
+"BEL","Belgium","HO_NUMR","Rooms per person","L","Value","TOT","Total","RATIO","Ratio","0","Units",,,2.2,,
+"CAN","Canada","HO_NUMR","Rooms per person","L","Value","TOT","Total","RATIO","Ratio","0","Units",,,2.6,,
+"CZE","Czech Republic","HO_NUMR","Rooms per person","L","Value","TOT","Total","RATIO","Ratio","0","Units",,,1.4,,
+"DNK","Denmark","HO_NUMR","Rooms per person","L","Value","TOT","Total","RATIO","Ratio","0","Units",,,1.9,,
+"FIN","Finland","HO_NUMR","Rooms per person","L","Value","TOT","Total","RATIO","Ratio","0","Units",,,1.9,,
+"FRA","France","HO_NUMR","Rooms per person","L","Value","TOT","Total","RATIO","Ratio","0","Units",,,1.8,,
+"DEU","Germany","HO_NUMR","Rooms per person","L","Value","TOT","Total","RATIO","Ratio","0","Units",,,1.8,,
+"GRC","Greece","HO_NUMR","Rooms per person","L","Value","TOT","Total","RATIO","Ratio","0","Units",,,1.2,,
+"HUN","Hungary","HO_NUMR","Rooms per person","L","Value","TOT","Total","RATIO","Ratio","0","Units",,,1.2,,
+"ISL","Iceland","HO_NUMR","Rooms per person","L","Value","TOT","Total","RATIO","Ratio","0","Units",,,1.6,,
+"IRL","Ireland","HO_NUMR","Rooms per person","L","Value","TOT","Total","RATIO","Ratio","0","Units",,,2.1,,
+"ITA","Italy","HO_NUMR","Rooms per person","L","Value","TOT","Total","RATIO","Ratio","0","Units",,,1.4,,
+"JPN","Japan","HO_NUMR","Rooms per person","L","Value","TOT","Total","RATIO","Ratio","0","Units",,,1.9,,
+"KOR","Korea","HO_NUMR","Rooms per person","L","Value","TOT","Total","RATIO","Ratio","0","Units",,,1.5,,
+"LUX","Luxembourg","HO_NUMR","Rooms per person","L","Value","TOT","Total","RATIO","Ratio","0","Units",,,1.9,,
+"MEX","Mexico","HO_NUMR","Rooms per person","L","Value","TOT","Total","RATIO","Ratio","0","Units",,,1,,
+"NLD","Netherlands","HO_NUMR","Rooms per person","L","Value","TOT","Total","RATIO","Ratio","0","Units",,,1.9,,
+"NZL","New Zealand","HO_NUMR","Rooms per person","L","Value","TOT","Total","RATIO","Ratio","0","Units",,,2.4,,
+"NOR","Norway","HO_NUMR","Rooms per person","L","Value","TOT","Total","RATIO","Ratio","0","Units",,,2.1,,
+"POL","Poland","HO_NUMR","Rooms per person","L","Value","TOT","Total","RATIO","Ratio","0","Units",,,1.1,,
+"PRT","Portugal","HO_NUMR","Rooms per person","L","Value","TOT","Total","RATIO","Ratio","0","Units",,,1.7,,
+"SVK","Slovak Republic","HO_NUMR","Rooms per person","L","Value","TOT","Total","RATIO","Ratio","0","Units",,,1.1,,
+"ESP","Spain","HO_NUMR","Rooms per person","L","Value","TOT","Total","RATIO","Ratio","0","Units",,,1.9,,
+"SWE","Sweden","HO_NUMR","Rooms per person","L","Value","TOT","Total","RATIO","Ratio","0","Units",,,1.7,,
+"CHE","Switzerland","HO_NUMR","Rooms per person","L","Value","TOT","Total","RATIO","Ratio","0","Units",,,1.9,,
+"TUR","Turkey","HO_NUMR","Rooms per person","L","Value","TOT","Total","RATIO","Ratio","0","Units",,,1,,
+"GBR","United Kingdom","HO_NUMR","Rooms per person","L","Value","TOT","Total","RATIO","Ratio","0","Units",,,1.9,,
+"USA","United States","HO_NUMR","Rooms per person","L","Value","TOT","Total","RATIO","Ratio","0","Units",,,2.4,,
+"CHL","Chile","HO_NUMR","Rooms per person","L","Value","TOT","Total","RATIO","Ratio","0","Units",,,1.2,,
+"EST","Estonia","HO_NUMR","Rooms per person","L","Value","TOT","Total","RATIO","Ratio","0","Units",,,1.6,,
+"ISR","Israel","HO_NUMR","Rooms per person","L","Value","TOT","Total","RATIO","Ratio","0","Units",,,1.2,,
+"LVA","Latvia","HO_NUMR","Rooms per person","L","Value","TOT","Total","RATIO","Ratio","0","Units",,,1.2,,
+"RUS","Russia","HO_NUMR","Rooms per person","L","Value","TOT","Total","RATIO","Ratio","0","Units",,,0.9,,
+"SVN","Slovenia","HO_NUMR","Rooms per person","L","Value","TOT","Total","RATIO","Ratio","0","Units",,,1.5,,
+"OECD","OECD - Total","HO_NUMR","Rooms per person","L","Value","TOT","Total","RATIO","Ratio","0","Units",,,1.8,,
+"AUS","Australia","IW_HADI","Household net adjusted disposable income","L","Value","TOT","Total","USD","US Dollar","0","Units",,,32759,,
+"AUT","Austria","IW_HADI","Household net adjusted disposable income","L","Value","TOT","Total","USD","US Dollar","0","Units",,,33541,,
+"BEL","Belgium","IW_HADI","Household net adjusted disposable income","L","Value","TOT","Total","USD","US Dollar","0","Units",,,30364,,
+"CAN","Canada","IW_HADI","Household net adjusted disposable income","L","Value","TOT","Total","USD","US Dollar","0","Units",,,30854,,
+"CZE","Czech Republic","IW_HADI","Household net adjusted disposable income","L","Value","TOT","Total","USD","US Dollar","0","Units",,,21453,,
+"DNK","Denmark","IW_HADI","Household net adjusted disposable income","L","Value","TOT","Total","USD","US Dollar","0","Units",,,29606,,
+"FIN","Finland","IW_HADI","Household net adjusted disposable income","L","Value","TOT","Total","USD","US Dollar","0","Units",,,29943,,
+"FRA","France","IW_HADI","Household net adjusted disposable income","L","Value","TOT","Total","USD","US Dollar","0","Units",,,31304,,
+"DEU","Germany","IW_HADI","Household net adjusted disposable income","L","Value","TOT","Total","USD","US Dollar","0","Units",,,34294,,
+"GRC","Greece","IW_HADI","Household net adjusted disposable income","L","Value","TOT","Total","USD","US Dollar","0","Units",,,17700,,
+"IRL","Ireland","IW_HADI","Household net adjusted disposable income","L","Value","TOT","Total","USD","US Dollar","0","Units",,,25310,,
+"ITA","Italy","IW_HADI","Household net adjusted disposable income","L","Value","TOT","Total","USD","US Dollar","0","Units",,,26588,,
+"JPN","Japan","IW_HADI","Household net adjusted disposable income","L","Value","TOT","Total","USD","US Dollar","0","Units",,,29798,,
+"KOR","Korea","IW_HADI","Household net adjusted disposable income","L","Value","TOT","Total","USD","US Dollar","0","Units",,,21882,,
+"LUX","Luxembourg","IW_HADI","Household net adjusted disposable income","L","Value","TOT","Total","USD","US Dollar","0","Units",,,39264,,
+"NLD","Netherlands","IW_HADI","Household net adjusted disposable income","L","Value","TOT","Total","USD","US Dollar","0","Units",,,29333,,
+"NOR","Norway","IW_HADI","Household net adjusted disposable income","L","Value","TOT","Total","USD","US Dollar","0","Units",,,35725,,
+"POL","Poland","IW_HADI","Household net adjusted disposable income","L","Value","TOT","Total","USD","US Dollar","0","Units",,,19814,,
+"PRT","Portugal","IW_HADI","Household net adjusted disposable income","L","Value","TOT","Total","USD","US Dollar","0","Units",,,21203,,
+"SVK","Slovak Republic","IW_HADI","Household net adjusted disposable income","L","Value","TOT","Total","USD","US Dollar","0","Units",,,20474,,
+"ESP","Spain","IW_HADI","Household net adjusted disposable income","L","Value","TOT","Total","USD","US Dollar","0","Units",,,23999,,
+"SWE","Sweden","IW_HADI","Household net adjusted disposable income","L","Value","TOT","Total","USD","US Dollar","0","Units",,,31287,,
+"CHE","Switzerland","IW_HADI","Household net adjusted disposable income","L","Value","TOT","Total","USD","US Dollar","0","Units",,,37466,,
+"GBR","United Kingdom","IW_HADI","Household net adjusted disposable income","L","Value","TOT","Total","USD","US Dollar","0","Units",,,28715,,
+"USA","United States","IW_HADI","Household net adjusted disposable income","L","Value","TOT","Total","USD","US Dollar","0","Units",,,45284,,
+"EST","Estonia","IW_HADI","Household net adjusted disposable income","L","Value","TOT","Total","USD","US Dollar","0","Units",,,19697,,
+"LVA","Latvia","IW_HADI","Household net adjusted disposable income","L","Value","TOT","Total","USD","US Dollar","0","Units",,,16275,,
+"SVN","Slovenia","IW_HADI","Household net adjusted disposable income","L","Value","TOT","Total","USD","US Dollar","0","Units",,,20820,,
+"OECD","OECD - Total","IW_HADI","Household net adjusted disposable income","L","Value","TOT","Total","USD","US Dollar","0","Units",,,33604,,
+"AUS","Australia","IW_HNFW","Household net wealth","L","Value","TOT","Total","USD","US Dollar","0","Units",,,427064,,
+"AUT","Austria","IW_HNFW","Household net wealth","L","Value","TOT","Total","USD","US Dollar","0","Units",,,308325,,
+"BEL","Belgium","IW_HNFW","Household net wealth","L","Value","TOT","Total","USD","US Dollar","0","Units",,,386006,,
+"CAN","Canada","IW_HNFW","Household net wealth","L","Value","TOT","Total","USD","US Dollar","0","Units",,,423849,,
+"DNK","Denmark","IW_HNFW","Household net wealth","L","Value","TOT","Total","USD","US Dollar","0","Units",,,118637,,
+"FIN","Finland","IW_HNFW","Household net wealth","L","Value","TOT","Total","USD","US Dollar","0","Units",,,200827,,
+"FRA","France","IW_HNFW","Household net wealth","L","Value","TOT","Total","USD","US Dollar","0","Units",,,280653,,
+"DEU","Germany","IW_HNFW","Household net wealth","L","Value","TOT","Total","USD","US Dollar","0","Units",,,259667,,
+"GRC","Greece","IW_HNFW","Household net wealth","L","Value","TOT","Total","USD","US Dollar","0","Units",,,150134,,
+"HUN","Hungary","IW_HNFW","Household net wealth","L","Value","TOT","Total","USD","US Dollar","0","Units",,,104458,,
+"IRL","Ireland","IW_HNFW","Household net wealth","L","Value","TOT","Total","USD","US Dollar","0","Units",,,217130,,
+"ITA","Italy","IW_HNFW","Household net wealth","L","Value","TOT","Total","USD","US Dollar","0","Units",,,279889,,
+"JPN","Japan","IW_HNFW","Household net wealth","L","Value","TOT","Total","USD","US Dollar","0","Units",,,305878,,
+"KOR","Korea","IW_HNFW","Household net wealth","L","Value","TOT","Total","USD","US Dollar","0","Units",,,285980,,
+"LUX","Luxembourg","IW_HNFW","Household net wealth","L","Value","TOT","Total","USD","US Dollar","0","Units",,,769053,,
+"NLD","Netherlands","IW_HNFW","Household net wealth","L","Value","TOT","Total","USD","US Dollar","0","Units",,,157824,,
+"NZL","New Zealand","IW_HNFW","Household net wealth","L","Value","TOT","Total","USD","US Dollar","0","Units",,,388514,,
+"NOR","Norway","IW_HNFW","Household net wealth","L","Value","TOT","Total","USD","US Dollar","0","Units",,,228936,,
+"POL","Poland","IW_HNFW","Household net wealth","L","Value","TOT","Total","USD","US Dollar","0","Units",,,210991,,
+"PRT","Portugal","IW_HNFW","Household net wealth","L","Value","TOT","Total","USD","US Dollar","0","Units",,,232666,,
+"ESP","Spain","IW_HNFW","Household net wealth","L","Value","TOT","Total","USD","US Dollar","0","Units",,,373548,,
+"GBR","United Kingdom","IW_HNFW","Household net wealth","L","Value","TOT","Total","USD","US Dollar","0","Units",,,548392,,
+"USA","United States","IW_HNFW","Household net wealth","L","Value","TOT","Total","USD","US Dollar","0","Units",,,632100,,
+"CHL","Chile","IW_HNFW","Household net wealth","L","Value","TOT","Total","USD","US Dollar","0","Units",,,100967,,
+"EST","Estonia","IW_HNFW","Household net wealth","L","Value","TOT","Total","USD","US Dollar","0","Units",,,159373,,
+"LVA","Latvia","IW_HNFW","Household net wealth","L","Value","TOT","Total","USD","US Dollar","0","Units",,,70160,,
+"SVN","Slovenia","IW_HNFW","Household net wealth","L","Value","TOT","Total","USD","US Dollar","0","Units",,,203044,,
+"OECD","OECD - Total","IW_HNFW","Household net wealth","L","Value","TOT","Total","USD","US Dollar","0","Units",,,409880,,
+"AUS","Australia","JE_EMPL","Employment rate","L","Value","TOT","Total","PC","Percentage","0","Units",,,73,,
+"AUT","Austria","JE_EMPL","Employment rate","L","Value","TOT","Total","PC","Percentage","0","Units",,,72,,
+"BEL","Belgium","JE_EMPL","Employment rate","L","Value","TOT","Total","PC","Percentage","0","Units",,,63,,
+"CAN","Canada","JE_EMPL","Employment rate","L","Value","TOT","Total","PC","Percentage","0","Units",,,73,,
+"CZE","Czech Republic","JE_EMPL","Employment rate","L","Value","TOT","Total","PC","Percentage","0","Units",,,74,,
+"DNK","Denmark","JE_EMPL","Employment rate","L","Value","TOT","Total","PC","Percentage","0","Units",,,74,,
+"FIN","Finland","JE_EMPL","Employment rate","L","Value","TOT","Total","PC","Percentage","0","Units",,,70,,
+"FRA","France","JE_EMPL","Employment rate","L","Value","TOT","Total","PC","Percentage","0","Units",,,65,,
+"DEU","Germany","JE_EMPL","Employment rate","L","Value","TOT","Total","PC","Percentage","0","Units",,,75,,
+"GRC","Greece","JE_EMPL","Employment rate","L","Value","TOT","Total","PC","Percentage","0","Units",,,53,,
+"HUN","Hungary","JE_EMPL","Employment rate","L","Value","TOT","Total","PC","Percentage","0","Units",,,68,,
+"ISL","Iceland","JE_EMPL","Employment rate","L","Value","TOT","Total","PC","Percentage","0","Units",,,86,,
+"IRL","Ireland","JE_EMPL","Employment rate","L","Value","TOT","Total","PC","Percentage","0","Units",,,67,,
+"ITA","Italy","JE_EMPL","Employment rate","L","Value","TOT","Total","PC","Percentage","0","Units",,,58,,
+"JPN","Japan","JE_EMPL","Employment rate","L","Value","TOT","Total","PC","Percentage","0","Units",,,75,,
+"KOR","Korea","JE_EMPL","Employment rate","L","Value","TOT","Total","PC","Percentage","0","Units",,,67,,
+"LUX","Luxembourg","JE_EMPL","Employment rate","L","Value","TOT","Total","PC","Percentage","0","Units",,,66,,
+"MEX","Mexico","JE_EMPL","Employment rate","L","Value","TOT","Total","PC","Percentage","0","Units",,,61,,
+"NLD","Netherlands","JE_EMPL","Employment rate","L","Value","TOT","Total","PC","Percentage","0","Units",,,76,,
+"NZL","New Zealand","JE_EMPL","Employment rate","L","Value","TOT","Total","PC","Percentage","0","Units",,,77,,
+"NOR","Norway","JE_EMPL","Employment rate","L","Value","TOT","Total","PC","Percentage","0","Units",,,74,,
+"POL","Poland","JE_EMPL","Employment rate","L","Value","TOT","Total","PC","Percentage","0","Units",,,66,,
+"PRT","Portugal","JE_EMPL","Employment rate","L","Value","TOT","Total","PC","Percentage","0","Units",,,68,,
+"SVK","Slovak Republic","JE_EMPL","Employment rate","L","Value","TOT","Total","PC","Percentage","0","Units",,,66,,
+"ESP","Spain","JE_EMPL","Employment rate","L","Value","TOT","Total","PC","Percentage","0","Units",,,62,,
+"SWE","Sweden","JE_EMPL","Employment rate","L","Value","TOT","Total","PC","Percentage","0","Units",,,77,,
+"CHE","Switzerland","JE_EMPL","Employment rate","L","Value","TOT","Total","PC","Percentage","0","Units",,,80,,
+"TUR","Turkey","JE_EMPL","Employment rate","L","Value","TOT","Total","PC","Percentage","0","Units",,,52,,
+"GBR","United Kingdom","JE_EMPL","Employment rate","L","Value","TOT","Total","PC","Percentage","0","Units",,,75,,
+"USA","United States","JE_EMPL","Employment rate","L","Value","TOT","Total","PC","Percentage","0","Units",,,70,,
+"BRA","Brazil","JE_EMPL","Employment rate","L","Value","TOT","Total","PC","Percentage","0","Units",,,61,,
+"CHL","Chile","JE_EMPL","Employment rate","L","Value","TOT","Total","PC","Percentage","0","Units",,,63,,
+"EST","Estonia","JE_EMPL","Employment rate","L","Value","TOT","Total","PC","Percentage","0","Units",,,74,,
+"ISR","Israel","JE_EMPL","Employment rate","L","Value","TOT","Total","PC","Percentage","0","Units",,,69,,
+"LVA","Latvia","JE_EMPL","Employment rate","L","Value","TOT","Total","PC","Percentage","0","Units",,,70,,
+"RUS","Russia","JE_EMPL","Employment rate","L","Value","TOT","Total","PC","Percentage","0","Units",,,70,,
+"SVN","Slovenia","JE_EMPL","Employment rate","L","Value","TOT","Total","PC","Percentage","0","Units",,,69,,
+"ZAF","South Africa","JE_EMPL","Employment rate","L","Value","TOT","Total","PC","Percentage","0","Units",,,43,,
+"OECD","OECD - Total","JE_EMPL","Employment rate","L","Value","TOT","Total","PC","Percentage","0","Units",,,68,,
+"AUS","Australia","JE_EMPL","Employment rate","L","Value","MN","Men","PC","Percentage","0","Units",,,78,,
+"AUT","Austria","JE_EMPL","Employment rate","L","Value","MN","Men","PC","Percentage","0","Units",,,76,,
+"BEL","Belgium","JE_EMPL","Employment rate","L","Value","MN","Men","PC","Percentage","0","Units",,,68,,
+"CAN","Canada","JE_EMPL","Employment rate","L","Value","MN","Men","PC","Percentage","0","Units",,,76,,
+"CZE","Czech Republic","JE_EMPL","Employment rate","L","Value","MN","Men","PC","Percentage","0","Units",,,81,,
+"DNK","Denmark","JE_EMPL","Employment rate","L","Value","MN","Men","PC","Percentage","0","Units",,,77,,
+"FIN","Finland","JE_EMPL","Employment rate","L","Value","MN","Men","PC","Percentage","0","Units",,,72,,
+"FRA","France","JE_EMPL","Employment rate","L","Value","MN","Men","PC","Percentage","0","Units",,,69,,
+"DEU","Germany","JE_EMPL","Employment rate","L","Value","MN","Men","PC","Percentage","0","Units",,,79,,
+"GRC","Greece","JE_EMPL","Employment rate","L","Value","MN","Men","PC","Percentage","0","Units",,,63,,
+"HUN","Hungary","JE_EMPL","Employment rate","L","Value","MN","Men","PC","Percentage","0","Units",,,75,,
+"ISL","Iceland","JE_EMPL","Employment rate","L","Value","MN","Men","PC","Percentage","0","Units",,,88,,
+"IRL","Ireland","JE_EMPL","Employment rate","L","Value","MN","Men","PC","Percentage","0","Units",,,73,,
+"ITA","Italy","JE_EMPL","Employment rate","L","Value","MN","Men","PC","Percentage","0","Units",,,67,,
+"JPN","Japan","JE_EMPL","Employment rate","L","Value","MN","Men","PC","Percentage","0","Units",,,83,,
+"KOR","Korea","JE_EMPL","Employment rate","L","Value","MN","Men","PC","Percentage","0","Units",,,76,,
+"LUX","Luxembourg","JE_EMPL","Employment rate","L","Value","MN","Men","PC","Percentage","0","Units",,,70,,
+"MEX","Mexico","JE_EMPL","Employment rate","L","Value","MN","Men","PC","Percentage","0","Units",,,79,,
+"NLD","Netherlands","JE_EMPL","Employment rate","L","Value","MN","Men","PC","Percentage","0","Units",,,80,,
+"NZL","New Zealand","JE_EMPL","Employment rate","L","Value","MN","Men","PC","Percentage","0","Units",,,82,,
+"NOR","Norway","JE_EMPL","Employment rate","L","Value","MN","Men","PC","Percentage","0","Units",,,76,,
+"POL","Poland","JE_EMPL","Employment rate","L","Value","MN","Men","PC","Percentage","0","Units",,,73,,
+"PRT","Portugal","JE_EMPL","Employment rate","L","Value","MN","Men","PC","Percentage","0","Units",,,71,,
+"SVK","Slovak Republic","JE_EMPL","Employment rate","L","Value","MN","Men","PC","Percentage","0","Units",,,72,,
+"ESP","Spain","JE_EMPL","Employment rate","L","Value","MN","Men","PC","Percentage","0","Units",,,68,,
+"SWE","Sweden","JE_EMPL","Employment rate","L","Value","MN","Men","PC","Percentage","0","Units",,,78,,
+"CHE","Switzerland","JE_EMPL","Employment rate","L","Value","MN","Men","PC","Percentage","0","Units",,,84,,
+"TUR","Turkey","JE_EMPL","Employment rate","L","Value","MN","Men","PC","Percentage","0","Units",,,71,,
+"GBR","United Kingdom","JE_EMPL","Employment rate","L","Value","MN","Men","PC","Percentage","0","Units",,,80,,
+"USA","United States","JE_EMPL","Employment rate","L","Value","MN","Men","PC","Percentage","0","Units",,,75,,
+"BRA","Brazil","JE_EMPL","Employment rate","L","Value","MN","Men","PC","Percentage","0","Units",,,71,,
+"CHL","Chile","JE_EMPL","Employment rate","L","Value","MN","Men","PC","Percentage","0","Units",,,72,,
+"EST","Estonia","JE_EMPL","Employment rate","L","Value","MN","Men","PC","Percentage","0","Units",,,77,,
+"ISR","Israel","JE_EMPL","Employment rate","L","Value","MN","Men","PC","Percentage","0","Units",,,72,,
+"LVA","Latvia","JE_EMPL","Employment rate","L","Value","MN","Men","PC","Percentage","0","Units",,,72,,
+"RUS","Russia","JE_EMPL","Employment rate","L","Value","MN","Men","PC","Percentage","0","Units",,,76,,
+"SVN","Slovenia","JE_EMPL","Employment rate","L","Value","MN","Men","PC","Percentage","0","Units",,,73,,
+"ZAF","South Africa","JE_EMPL","Employment rate","L","Value","MN","Men","PC","Percentage","0","Units",,,49,,
+"OECD","OECD - Total","JE_EMPL","Employment rate","L","Value","MN","Men","PC","Percentage","0","Units",,,76,,
+"AUS","Australia","JE_EMPL","Employment rate","L","Value","WMN","Women","PC","Percentage","0","Units",,,68,,
+"AUT","Austria","JE_EMPL","Employment rate","L","Value","WMN","Women","PC","Percentage","0","Units",,,68,,
+"BEL","Belgium","JE_EMPL","Employment rate","L","Value","WMN","Women","PC","Percentage","0","Units",,,59,,
+"CAN","Canada","JE_EMPL","Employment rate","L","Value","WMN","Women","PC","Percentage","0","Units",,,71,,
+"CZE","Czech Republic","JE_EMPL","Employment rate","L","Value","WMN","Women","PC","Percentage","0","Units",,,66,,
+"DNK","Denmark","JE_EMPL","Employment rate","L","Value","WMN","Women","PC","Percentage","0","Units",,,71,,
+"FIN","Finland","JE_EMPL","Employment rate","L","Value","WMN","Women","PC","Percentage","0","Units",,,69,,
+"FRA","France","JE_EMPL","Employment rate","L","Value","WMN","Women","PC","Percentage","0","Units",,,62,,
+"DEU","Germany","JE_EMPL","Employment rate","L","Value","WMN","Women","PC","Percentage","0","Units",,,72,,
+"GRC","Greece","JE_EMPL","Employment rate","L","Value","WMN","Women","PC","Percentage","0","Units",,,44,,
+"HUN","Hungary","JE_EMPL","Employment rate","L","Value","WMN","Women","PC","Percentage","0","Units",,,61,,
+"ISL","Iceland","JE_EMPL","Employment rate","L","Value","WMN","Women","PC","Percentage","0","Units",,,83,,
+"IRL","Ireland","JE_EMPL","Employment rate","L","Value","WMN","Women","PC","Percentage","0","Units",,,62,,
+"ITA","Italy","JE_EMPL","Employment rate","L","Value","WMN","Women","PC","Percentage","0","Units",,,49,,
+"JPN","Japan","JE_EMPL","Employment rate","L","Value","WMN","Women","PC","Percentage","0","Units",,,67,,
+"KOR","Korea","JE_EMPL","Employment rate","L","Value","WMN","Women","PC","Percentage","0","Units",,,57,,
+"LUX","Luxembourg","JE_EMPL","Employment rate","L","Value","WMN","Women","PC","Percentage","0","Units",,,63,,
+"MEX","Mexico","JE_EMPL","Employment rate","L","Value","WMN","Women","PC","Percentage","0","Units",,,45,,
+"NLD","Netherlands","JE_EMPL","Employment rate","L","Value","WMN","Women","PC","Percentage","0","Units",,,71,,
+"NZL","New Zealand","JE_EMPL","Employment rate","L","Value","WMN","Women","PC","Percentage","0","Units",,,72,,
+"NOR","Norway","JE_EMPL","Employment rate","L","Value","WMN","Women","PC","Percentage","0","Units",,,72,,
+"POL","Poland","JE_EMPL","Employment rate","L","Value","WMN","Women","PC","Percentage","0","Units",,,59,,
+"PRT","Portugal","JE_EMPL","Employment rate","L","Value","WMN","Women","PC","Percentage","0","Units",,,65,,
+"SVK","Slovak Republic","JE_EMPL","Employment rate","L","Value","WMN","Women","PC","Percentage","0","Units",,,60,,
+"ESP","Spain","JE_EMPL","Employment rate","L","Value","WMN","Women","PC","Percentage","0","Units",,,57,,
+"SWE","Sweden","JE_EMPL","Employment rate","L","Value","WMN","Women","PC","Percentage","0","Units",,,75,,
+"CHE","Switzerland","JE_EMPL","Employment rate","L","Value","WMN","Women","PC","Percentage","0","Units",,,75,,
+"TUR","Turkey","JE_EMPL","Employment rate","L","Value","WMN","Women","PC","Percentage","0","Units",,,32,,
+"GBR","United Kingdom","JE_EMPL","Employment rate","L","Value","WMN","Women","PC","Percentage","0","Units",,,70,,
+"USA","United States","JE_EMPL","Employment rate","L","Value","WMN","Women","PC","Percentage","0","Units",,,65,,
+"BRA","Brazil","JE_EMPL","Employment rate","L","Value","WMN","Women","PC","Percentage","0","Units",,,51,,
+"CHL","Chile","JE_EMPL","Employment rate","L","Value","WMN","Women","PC","Percentage","0","Units",,,53,,
+"EST","Estonia","JE_EMPL","Employment rate","L","Value","WMN","Women","PC","Percentage","0","Units",,,71,,
+"ISR","Israel","JE_EMPL","Employment rate","L","Value","WMN","Women","PC","Percentage","0","Units",,,66,,
+"LVA","Latvia","JE_EMPL","Employment rate","L","Value","WMN","Women","PC","Percentage","0","Units",,,68,,
+"RUS","Russia","JE_EMPL","Employment rate","L","Value","WMN","Women","PC","Percentage","0","Units",,,65,,
+"SVN","Slovenia","JE_EMPL","Employment rate","L","Value","WMN","Women","PC","Percentage","0","Units",,,66,,
+"ZAF","South Africa","JE_EMPL","Employment rate","L","Value","WMN","Women","PC","Percentage","0","Units",,,38,,
+"OECD","OECD - Total","JE_EMPL","Employment rate","L","Value","WMN","Women","PC","Percentage","0","Units",,,60,,
+"AUS","Australia","JE_LTUR","Long-term unemployment rate","L","Value","TOT","Total","PC","Percentage","0","Units",,,1.31,,
+"AUT","Austria","JE_LTUR","Long-term unemployment rate","L","Value","TOT","Total","PC","Percentage","0","Units",,,1.84,,
+"BEL","Belgium","JE_LTUR","Long-term unemployment rate","L","Value","TOT","Total","PC","Percentage","0","Units",,,3.54,,
+"CAN","Canada","JE_LTUR","Long-term unemployment rate","L","Value","TOT","Total","PC","Percentage","0","Units",,,0.77,,
+"CZE","Czech Republic","JE_LTUR","Long-term unemployment rate","L","Value","TOT","Total","PC","Percentage","0","Units",,,1.04,,
+"DNK","Denmark","JE_LTUR","Long-term unemployment rate","L","Value","TOT","Total","PC","Percentage","0","Units",,,1.31,,
+"FIN","Finland","JE_LTUR","Long-term unemployment rate","L","Value","TOT","Total","PC","Percentage","0","Units",,,2.13,,
+"FRA","France","JE_LTUR","Long-term unemployment rate","L","Value","TOT","Total","PC","Percentage","0","Units",,,4,,
+"DEU","Germany","JE_LTUR","Long-term unemployment rate","L","Value","TOT","Total","PC","Percentage","0","Units",,,1.57,,
+"GRC","Greece","JE_LTUR","Long-term unemployment rate","L","Value","TOT","Total","PC","Percentage","0","Units",,,15.65,,
+"HUN","Hungary","JE_LTUR","Long-term unemployment rate","L","Value","TOT","Total","PC","Percentage","0","Units",,,1.72,,
+"ISL","Iceland","JE_LTUR","Long-term unemployment rate","L","Value","TOT","Total","PC","Percentage","0","Units",,,0.26,,
+"IRL","Ireland","JE_LTUR","Long-term unemployment rate","L","Value","TOT","Total","PC","Percentage","0","Units",,,3.23,,
+"ITA","Italy","JE_LTUR","Long-term unemployment rate","L","Value","TOT","Total","PC","Percentage","0","Units",,,6.59,,
+"JPN","Japan","JE_LTUR","Long-term unemployment rate","L","Value","TOT","Total","PC","Percentage","0","Units",,,1.03,,
+"KOR","Korea","JE_LTUR","Long-term unemployment rate","L","Value","TOT","Total","PC","Percentage","0","Units",,,0.05,,
+"LUX","Luxembourg","JE_LTUR","Long-term unemployment rate","L","Value","TOT","Total","PC","Percentage","0","Units",,,2.35,,
+"MEX","Mexico","JE_LTUR","Long-term unemployment rate","L","Value","TOT","Total","PC","Percentage","0","Units",,,0.07,,
+"NLD","Netherlands","JE_LTUR","Long-term unemployment rate","L","Value","TOT","Total","PC","Percentage","0","Units",,,1.97,,
+"NZL","New Zealand","JE_LTUR","Long-term unemployment rate","L","Value","TOT","Total","PC","Percentage","0","Units",,,0.74,,
+"NOR","Norway","JE_LTUR","Long-term unemployment rate","L","Value","TOT","Total","PC","Percentage","0","Units",,,0.66,,
+"POL","Poland","JE_LTUR","Long-term unemployment rate","L","Value","TOT","Total","PC","Percentage","0","Units",,,1.52,,
+"PRT","Portugal","JE_LTUR","Long-term unemployment rate","L","Value","TOT","Total","PC","Percentage","0","Units",,,4.43,,
+"SVK","Slovak Republic","JE_LTUR","Long-term unemployment rate","L","Value","TOT","Total","PC","Percentage","0","Units",,,4.78,,
+"ESP","Spain","JE_LTUR","Long-term unemployment rate","L","Value","TOT","Total","PC","Percentage","0","Units",,,7.66,,
+"SWE","Sweden","JE_LTUR","Long-term unemployment rate","L","Value","TOT","Total","PC","Percentage","0","Units",,,1.12,,
+"CHE","Switzerland","JE_LTUR","Long-term unemployment rate","L","Value","TOT","Total","PC","Percentage","0","Units",,,1.82,,
+"TUR","Turkey","JE_LTUR","Long-term unemployment rate","L","Value","TOT","Total","PC","Percentage","0","Units",,,2.39,,
+"GBR","United Kingdom","JE_LTUR","Long-term unemployment rate","L","Value","TOT","Total","PC","Percentage","0","Units",,,1.13,,
+"USA","United States","JE_LTUR","Long-term unemployment rate","L","Value","TOT","Total","PC","Percentage","0","Units",,,0.66,,
+"EST","Estonia","JE_LTUR","Long-term unemployment rate","L","Value","TOT","Total","PC","Percentage","0","Units",,,1.92,,
+"ISR","Israel","JE_LTUR","Long-term unemployment rate","L","Value","TOT","Total","PC","Percentage","0","Units",,,0.49,,
+"LVA","Latvia","JE_LTUR","Long-term unemployment rate","L","Value","TOT","Total","PC","Percentage","0","Units",,,3.35,,
+"RUS","Russia","JE_LTUR","Long-term unemployment rate","L","Value","TOT","Total","PC","Percentage","0","Units",,,1.59,,
+"SVN","Slovenia","JE_LTUR","Long-term unemployment rate","L","Value","TOT","Total","PC","Percentage","0","Units",,,3.17,,
+"ZAF","South Africa","JE_LTUR","Long-term unemployment rate","L","Value","TOT","Total","PC","Percentage","0","Units",,,16.46,,
+"OECD","OECD - Total","JE_LTUR","Long-term unemployment rate","L","Value","TOT","Total","PC","Percentage","0","Units",,,1.78,,
+"AUS","Australia","JE_LTUR","Long-term unemployment rate","L","Value","MN","Men","PC","Percentage","0","Units",,,1.38,,
+"AUT","Austria","JE_LTUR","Long-term unemployment rate","L","Value","MN","Men","PC","Percentage","0","Units",,,1.99,,
+"BEL","Belgium","JE_LTUR","Long-term unemployment rate","L","Value","MN","Men","PC","Percentage","0","Units",,,3.71,,
+"CAN","Canada","JE_LTUR","Long-term unemployment rate","L","Value","MN","Men","PC","Percentage","0","Units",,,0.88,,
+"CZE","Czech Republic","JE_LTUR","Long-term unemployment rate","L","Value","MN","Men","PC","Percentage","0","Units",,,0.85,,
+"DNK","Denmark","JE_LTUR","Long-term unemployment rate","L","Value","MN","Men","PC","Percentage","0","Units",,,1.34,,
+"FIN","Finland","JE_LTUR","Long-term unemployment rate","L","Value","MN","Men","PC","Percentage","0","Units",,,2.44,,
+"FRA","France","JE_LTUR","Long-term unemployment rate","L","Value","MN","Men","PC","Percentage","0","Units",,,4.2,,
+"DEU","Germany","JE_LTUR","Long-term unemployment rate","L","Value","MN","Men","PC","Percentage","0","Units",,,1.8,,
+"GRC","Greece","JE_LTUR","Long-term unemployment rate","L","Value","MN","Men","PC","Percentage","0","Units",,,12.62,,
+"HUN","Hungary","JE_LTUR","Long-term unemployment rate","L","Value","MN","Men","PC","Percentage","0","Units",,,1.59,,
+"ISL","Iceland","JE_LTUR","Long-term unemployment rate","L","Value","MN","Men","PC","Percentage","0","Units",,,0.24,,
+"IRL","Ireland","JE_LTUR","Long-term unemployment rate","L","Value","MN","Men","PC","Percentage","0","Units",,,3.83,,
+"ITA","Italy","JE_LTUR","Long-term unemployment rate","L","Value","MN","Men","PC","Percentage","0","Units",,,6.17,,
+"JPN","Japan","JE_LTUR","Long-term unemployment rate","L","Value","MN","Men","PC","Percentage","0","Units",,,1.38,,
+"KOR","Korea","JE_LTUR","Long-term unemployment rate","L","Value","MN","Men","PC","Percentage","0","Units",,,0.05,,
+"LUX","Luxembourg","JE_LTUR","Long-term unemployment rate","L","Value","MN","Men","PC","Percentage","0","Units",,,2.69,,
+"MEX","Mexico","JE_LTUR","Long-term unemployment rate","L","Value","MN","Men","PC","Percentage","0","Units",,,0.06,,
+"NLD","Netherlands","JE_LTUR","Long-term unemployment rate","L","Value","MN","Men","PC","Percentage","0","Units",,,1.81,,
+"NZL","New Zealand","JE_LTUR","Long-term unemployment rate","L","Value","MN","Men","PC","Percentage","0","Units",,,0.72,,
+"NOR","Norway","JE_LTUR","Long-term unemployment rate","L","Value","MN","Men","PC","Percentage","0","Units",,,0.8,,
+"POL","Poland","JE_LTUR","Long-term unemployment rate","L","Value","MN","Men","PC","Percentage","0","Units",,,1.55,,
+"PRT","Portugal","JE_LTUR","Long-term unemployment rate","L","Value","MN","Men","PC","Percentage","0","Units",,,4.25,,
+"SVK","Slovak Republic","JE_LTUR","Long-term unemployment rate","L","Value","MN","Men","PC","Percentage","0","Units",,,4.91,,
+"ESP","Spain","JE_LTUR","Long-term unemployment rate","L","Value","MN","Men","PC","Percentage","0","Units",,,6.65,,
+"SWE","Sweden","JE_LTUR","Long-term unemployment rate","L","Value","MN","Men","PC","Percentage","0","Units",,,1.3,,
+"CHE","Switzerland","JE_LTUR","Long-term unemployment rate","L","Value","MN","Men","PC","Percentage","0","Units",,,1.66,,
+"TUR","Turkey","JE_LTUR","Long-term unemployment rate","L","Value","MN","Men","PC","Percentage","0","Units",,,1.65,,
+"GBR","United Kingdom","JE_LTUR","Long-term unemployment rate","L","Value","MN","Men","PC","Percentage","0","Units",,,1.3,,
+"USA","United States","JE_LTUR","Long-term unemployment rate","L","Value","MN","Men","PC","Percentage","0","Units",,,0.68,,
+"EST","Estonia","JE_LTUR","Long-term unemployment rate","L","Value","MN","Men","PC","Percentage","0","Units",,,2.22,,
+"ISR","Israel","JE_LTUR","Long-term unemployment rate","L","Value","MN","Men","PC","Percentage","0","Units",,,0.49,,
+"LVA","Latvia","JE_LTUR","Long-term unemployment rate","L","Value","MN","Men","PC","Percentage","0","Units",,,4.06,,
+"RUS","Russia","JE_LTUR","Long-term unemployment rate","L","Value","MN","Men","PC","Percentage","0","Units",,,1.6,,
+"SVN","Slovenia","JE_LTUR","Long-term unemployment rate","L","Value","MN","Men","PC","Percentage","0","Units",,,3.1,,
+"ZAF","South Africa","JE_LTUR","Long-term unemployment rate","L","Value","MN","Men","PC","Percentage","0","Units",,,14.42,,
+"OECD","OECD - Total","JE_LTUR","Long-term unemployment rate","L","Value","MN","Men","PC","Percentage","0","Units",,,1.73,,
+"AUS","Australia","JE_LTUR","Long-term unemployment rate","L","Value","WMN","Women","PC","Percentage","0","Units",,,1.23,,
+"AUT","Austria","JE_LTUR","Long-term unemployment rate","L","Value","WMN","Women","PC","Percentage","0","Units",,,1.66,,
+"BEL","Belgium","JE_LTUR","Long-term unemployment rate","L","Value","WMN","Women","PC","Percentage","0","Units",,,3.35,,
+"CAN","Canada","JE_LTUR","Long-term unemployment rate","L","Value","WMN","Women","PC","Percentage","0","Units",,,0.64,,
+"CZE","Czech Republic","JE_LTUR","Long-term unemployment rate","L","Value","WMN","Women","PC","Percentage","0","Units",,,1.28,,
+"DNK","Denmark","JE_LTUR","Long-term unemployment rate","L","Value","WMN","Women","PC","Percentage","0","Units",,,1.29,,
+"FIN","Finland","JE_LTUR","Long-term unemployment rate","L","Value","WMN","Women","PC","Percentage","0","Units",,,1.8,,
+"FRA","France","JE_LTUR","Long-term unemployment rate","L","Value","WMN","Women","PC","Percentage","0","Units",,,3.79,,
+"DEU","Germany","JE_LTUR","Long-term unemployment rate","L","Value","WMN","Women","PC","Percentage","0","Units",,,1.3,,
+"GRC","Greece","JE_LTUR","Long-term unemployment rate","L","Value","WMN","Women","PC","Percentage","0","Units",,,19.42,,
+"HUN","Hungary","JE_LTUR","Long-term unemployment rate","L","Value","WMN","Women","PC","Percentage","0","Units",,,1.87,,
+"ISL","Iceland","JE_LTUR","Long-term unemployment rate","L","Value","WMN","Women","PC","Percentage","0","Units",,,0.27,,
+"IRL","Ireland","JE_LTUR","Long-term unemployment rate","L","Value","WMN","Women","PC","Percentage","0","Units",,,2.55,,
+"ITA","Italy","JE_LTUR","Long-term unemployment rate","L","Value","WMN","Women","PC","Percentage","0","Units",,,7.16,,
+"JPN","Japan","JE_LTUR","Long-term unemployment rate","L","Value","WMN","Women","PC","Percentage","0","Units",,,0.58,,
+"KOR","Korea","JE_LTUR","Long-term unemployment rate","L","Value","WMN","Women","PC","Percentage","0","Units",,,0.05,,
+"LUX","Luxembourg","JE_LTUR","Long-term unemployment rate","L","Value","WMN","Women","PC","Percentage","0","Units",,,1.99,,
+"MEX","Mexico","JE_LTUR","Long-term unemployment rate","L","Value","WMN","Women","PC","Percentage","0","Units",,,0.07,,
+"NLD","Netherlands","JE_LTUR","Long-term unemployment rate","L","Value","WMN","Women","PC","Percentage","0","Units",,,2.15,,
+"NZL","New Zealand","JE_LTUR","Long-term unemployment rate","L","Value","WMN","Women","PC","Percentage","0","Units",,,0.75,,
+"NOR","Norway","JE_LTUR","Long-term unemployment rate","L","Value","WMN","Women","PC","Percentage","0","Units",,,0.51,,
+"POL","Poland","JE_LTUR","Long-term unemployment rate","L","Value","WMN","Women","PC","Percentage","0","Units",,,1.47,,
+"PRT","Portugal","JE_LTUR","Long-term unemployment rate","L","Value","WMN","Women","PC","Percentage","0","Units",,,4.61,,
+"SVK","Slovak Republic","JE_LTUR","Long-term unemployment rate","L","Value","WMN","Women","PC","Percentage","0","Units",,,4.63,,
+"ESP","Spain","JE_LTUR","Long-term unemployment rate","L","Value","WMN","Women","PC","Percentage","0","Units",,,8.82,,
+"SWE","Sweden","JE_LTUR","Long-term unemployment rate","L","Value","WMN","Women","PC","Percentage","0","Units",,,0.92,,
+"CHE","Switzerland","JE_LTUR","Long-term unemployment rate","L","Value","WMN","Women","PC","Percentage","0","Units",,,2,,
+"TUR","Turkey","JE_LTUR","Long-term unemployment rate","L","Value","WMN","Women","PC","Percentage","0","Units",,,3.94,,
+"GBR","United Kingdom","JE_LTUR","Long-term unemployment rate","L","Value","WMN","Women","PC","Percentage","0","Units",,,0.95,,
+"USA","United States","JE_LTUR","Long-term unemployment rate","L","Value","WMN","Women","PC","Percentage","0","Units",,,0.63,,
+"EST","Estonia","JE_LTUR","Long-term unemployment rate","L","Value","WMN","Women","PC","Percentage","0","Units",,,1.61,,
+"ISR","Israel","JE_LTUR","Long-term unemployment rate","L","Value","WMN","Women","PC","Percentage","0","Units",,,0.48,,
+"LVA","Latvia","JE_LTUR","Long-term unemployment rate","L","Value","WMN","Women","PC","Percentage","0","Units",,,2.65,,
+"RUS","Russia","JE_LTUR","Long-term unemployment rate","L","Value","WMN","Women","PC","Percentage","0","Units",,,1.57,,
+"SVN","Slovenia","JE_LTUR","Long-term unemployment rate","L","Value","WMN","Women","PC","Percentage","0","Units",,,3.26,,
+"ZAF","South Africa","JE_LTUR","Long-term unemployment rate","L","Value","WMN","Women","PC","Percentage","0","Units",,,19.05,,
+"OECD","OECD - Total","JE_LTUR","Long-term unemployment rate","L","Value","WMN","Women","PC","Percentage","0","Units",,,1.84,,
+"AUS","Australia","JE_PEARN","Personal earnings","L","Value","TOT","Total","USD","US Dollar","0","Units",,,49126,,
+"AUT","Austria","JE_PEARN","Personal earnings","L","Value","TOT","Total","USD","US Dollar","0","Units",,,50349,,
+"BEL","Belgium","JE_PEARN","Personal earnings","L","Value","TOT","Total","USD","US Dollar","0","Units",,,49675,,
+"CAN","Canada","JE_PEARN","Personal earnings","L","Value","TOT","Total","USD","US Dollar","0","Units",,,47622,,
+"CZE","Czech Republic","JE_PEARN","Personal earnings","L","Value","TOT","Total","USD","US Dollar","0","Units",,,25372,,
+"DNK","Denmark","JE_PEARN","Personal earnings","L","Value","TOT","Total","USD","US Dollar","0","Units",,,51466,,
+"FIN","Finland","JE_PEARN","Personal earnings","L","Value","TOT","Total","USD","US Dollar","0","Units",,,42964,,
+"FRA","France","JE_PEARN","Personal earnings","L","Value","TOT","Total","USD","US Dollar","0","Units",,,43755,,
+"DEU","Germany","JE_PEARN","Personal earnings","L","Value","TOT","Total","USD","US Dollar","0","Units",,,47585,,
+"GRC","Greece","JE_PEARN","Personal earnings","L","Value","TOT","Total","USD","US Dollar","0","Units",,,26064,,
+"HUN","Hungary","JE_PEARN","Personal earnings","L","Value","TOT","Total","USD","US Dollar","0","Units",,,22576,,
+"ISL","Iceland","JE_PEARN","Personal earnings","L","Value","TOT","Total","USD","US Dollar","0","Units",,,61787,,
+"IRL","Ireland","JE_PEARN","Personal earnings","L","Value","TOT","Total","USD","US Dollar","0","Units",,,47653,,
+"ITA","Italy","JE_PEARN","Personal earnings","L","Value","TOT","Total","USD","US Dollar","0","Units",,,36658,,
+"JPN","Japan","JE_PEARN","Personal earnings","L","Value","TOT","Total","USD","US Dollar","0","Units",,,40863,,
+"KOR","Korea","JE_PEARN","Personal earnings","L","Value","TOT","Total","USD","US Dollar","0","Units",,,35191,,
+"LUX","Luxembourg","JE_PEARN","Personal earnings","L","Value","TOT","Total","USD","US Dollar","0","Units",,,63062,,
+"MEX","Mexico","JE_PEARN","Personal earnings","L","Value","TOT","Total","USD","US Dollar","0","Units",,,15314,,
+"NLD","Netherlands","JE_PEARN","Personal earnings","L","Value","TOT","Total","USD","US Dollar","0","Units",,,52877,,
+"NZL","New Zealand","JE_PEARN","Personal earnings","L","Value","TOT","Total","USD","US Dollar","0","Units",,,40043,,
+"NOR","Norway","JE_PEARN","Personal earnings","L","Value","TOT","Total","USD","US Dollar","0","Units",,,51212,,
+"POL","Poland","JE_PEARN","Personal earnings","L","Value","TOT","Total","USD","US Dollar","0","Units",,,27046,,
+"PRT","Portugal","JE_PEARN","Personal earnings","L","Value","TOT","Total","USD","US Dollar","0","Units",,,25367,,
+"SVK","Slovak Republic","JE_PEARN","Personal earnings","L","Value","TOT","Total","USD","US Dollar","0","Units",,,24328,,
+"ESP","Spain","JE_PEARN","Personal earnings","L","Value","TOT","Total","USD","US Dollar","0","Units",,,38507,,
+"SWE","Sweden","JE_PEARN","Personal earnings","L","Value","TOT","Total","USD","US Dollar","0","Units",,,42393,,
+"CHE","Switzerland","JE_PEARN","Personal earnings","L","Value","TOT","Total","USD","US Dollar","0","Units",,,62283,,
+"GBR","United Kingdom","JE_PEARN","Personal earnings","L","Value","TOT","Total","USD","US Dollar","0","Units",,,43732,,
+"USA","United States","JE_PEARN","Personal earnings","L","Value","TOT","Total","USD","US Dollar","0","Units",,,60558,,
+"CHL","Chile","JE_PEARN","Personal earnings","L","Value","TOT","Total","USD","US Dollar","0","Units",,,25879,,
+"EST","Estonia","JE_PEARN","Personal earnings","L","Value","TOT","Total","USD","US Dollar","0","Units",,,24336,,
+"ISR","Israel","JE_PEARN","Personal earnings","L","Value","TOT","Total","USD","US Dollar","0","Units",,,35067,,
+"LVA","Latvia","JE_PEARN","Personal earnings","L","Value","TOT","Total","USD","US Dollar","0","Units",,,23683,,
+"SVN","Slovenia","JE_PEARN","Personal earnings","L","Value","TOT","Total","USD","US Dollar","0","Units",,,34933,,
+"OECD","OECD - Total","JE_PEARN","Personal earnings","L","Value","TOT","Total","USD","US Dollar","0","Units",,,43241,,
+"AUS","Australia","SC_SNTWS","Quality of support network","L","Value","TOT","Total","PC","Percentage","0","Units",,,95,,
+"AUT","Austria","SC_SNTWS","Quality of support network","L","Value","TOT","Total","PC","Percentage","0","Units",,,92,,
+"BEL","Belgium","SC_SNTWS","Quality of support network","L","Value","TOT","Total","PC","Percentage","0","Units",,,91,,
+"CAN","Canada","SC_SNTWS","Quality of support network","L","Value","TOT","Total","PC","Percentage","0","Units",,,93,,
+"CZE","Czech Republic","SC_SNTWS","Quality of support network","L","Value","TOT","Total","PC","Percentage","0","Units",,,91,,
+"DNK","Denmark","SC_SNTWS","Quality of support network","L","Value","TOT","Total","PC","Percentage","0","Units",,,95,,
+"FIN","Finland","SC_SNTWS","Quality of support network","L","Value","TOT","Total","PC","Percentage","0","Units",,,95,,
+"FRA","France","SC_SNTWS","Quality of support network","L","Value","TOT","Total","PC","Percentage","0","Units",,,90,,
+"DEU","Germany","SC_SNTWS","Quality of support network","L","Value","TOT","Total","PC","Percentage","0","Units",,,90,,
+"GRC","Greece","SC_SNTWS","Quality of support network","L","Value","TOT","Total","PC","Percentage","0","Units",,,80,,
+"HUN","Hungary","SC_SNTWS","Quality of support network","L","Value","TOT","Total","PC","Percentage","0","Units",,,86,,
+"ISL","Iceland","SC_SNTWS","Quality of support network","L","Value","TOT","Total","PC","Percentage","0","Units",,,98,,
+"IRL","Ireland","SC_SNTWS","Quality of support network","L","Value","TOT","Total","PC","Percentage","0","Units",,,95,,
+"ITA","Italy","SC_SNTWS","Quality of support network","L","Value","TOT","Total","PC","Percentage","0","Units",,,92,,
+"JPN","Japan","SC_SNTWS","Quality of support network","L","Value","TOT","Total","PC","Percentage","0","Units",,,89,,
+"KOR","Korea","SC_SNTWS","Quality of support network","L","Value","TOT","Total","PC","Percentage","0","Units",,,78,,
+"LUX","Luxembourg","SC_SNTWS","Quality of support network","L","Value","TOT","Total","PC","Percentage","0","Units",,,93,,
+"MEX","Mexico","SC_SNTWS","Quality of support network","L","Value","TOT","Total","PC","Percentage","0","Units",,,81,,
+"NLD","Netherlands","SC_SNTWS","Quality of support network","L","Value","TOT","Total","PC","Percentage","0","Units",,,91,,
+"NZL","New Zealand","SC_SNTWS","Quality of support network","L","Value","TOT","Total","PC","Percentage","0","Units",,,96,,
+"NOR","Norway","SC_SNTWS","Quality of support network","L","Value","TOT","Total","PC","Percentage","0","Units",,,94,,
+"POL","Poland","SC_SNTWS","Quality of support network","L","Value","TOT","Total","PC","Percentage","0","Units",,,86,,
+"PRT","Portugal","SC_SNTWS","Quality of support network","L","Value","TOT","Total","PC","Percentage","0","Units",,,88,,
+"SVK","Slovak Republic","SC_SNTWS","Quality of support network","L","Value","TOT","Total","PC","Percentage","0","Units",,,91,,
+"ESP","Spain","SC_SNTWS","Quality of support network","L","Value","TOT","Total","PC","Percentage","0","Units",,,93,,
+"SWE","Sweden","SC_SNTWS","Quality of support network","L","Value","TOT","Total","PC","Percentage","0","Units",,,91,,
+"CHE","Switzerland","SC_SNTWS","Quality of support network","L","Value","TOT","Total","PC","Percentage","0","Units",,,93,,
+"TUR","Turkey","SC_SNTWS","Quality of support network","L","Value","TOT","Total","PC","Percentage","0","Units",,,86,,
+"GBR","United Kingdom","SC_SNTWS","Quality of support network","L","Value","TOT","Total","PC","Percentage","0","Units",,,94,,
+"USA","United States","SC_SNTWS","Quality of support network","L","Value","TOT","Total","PC","Percentage","0","Units",,,91,,
+"BRA","Brazil","SC_SNTWS","Quality of support network","L","Value","TOT","Total","PC","Percentage","0","Units",,,90,,
+"CHL","Chile","SC_SNTWS","Quality of support network","L","Value","TOT","Total","PC","Percentage","0","Units",,,85,,
+"EST","Estonia","SC_SNTWS","Quality of support network","L","Value","TOT","Total","PC","Percentage","0","Units",,,92,,
+"ISR","Israel","SC_SNTWS","Quality of support network","L","Value","TOT","Total","PC","Percentage","0","Units",,,88,,
+"LVA","Latvia","SC_SNTWS","Quality of support network","L","Value","TOT","Total","PC","Percentage","0","Units",,,86,,
+"RUS","Russia","SC_SNTWS","Quality of support network","L","Value","TOT","Total","PC","Percentage","0","Units",,,89,,
+"SVN","Slovenia","SC_SNTWS","Quality of support network","L","Value","TOT","Total","PC","Percentage","0","Units",,,92,,
+"ZAF","South Africa","SC_SNTWS","Quality of support network","L","Value","TOT","Total","PC","Percentage","0","Units",,,88,,
+"OECD","OECD - Total","SC_SNTWS","Quality of support network","L","Value","TOT","Total","PC","Percentage","0","Units",,,89,,
+"AUS","Australia","SC_SNTWS","Quality of support network","L","Value","MN","Men","PC","Percentage","0","Units",,,96,,
+"AUT","Austria","SC_SNTWS","Quality of support network","L","Value","MN","Men","PC","Percentage","0","Units",,,92,,
+"BEL","Belgium","SC_SNTWS","Quality of support network","L","Value","MN","Men","PC","Percentage","0","Units",,,92,,
+"CAN","Canada","SC_SNTWS","Quality of support network","L","Value","MN","Men","PC","Percentage","0","Units",,,92,,
+"CZE","Czech Republic","SC_SNTWS","Quality of support network","L","Value","MN","Men","PC","Percentage","0","Units",,,90,,
+"DNK","Denmark","SC_SNTWS","Quality of support network","L","Value","MN","Men","PC","Percentage","0","Units",,,96,,
+"FIN","Finland","SC_SNTWS","Quality of support network","L","Value","MN","Men","PC","Percentage","0","Units",,,94,,
+"FRA","France","SC_SNTWS","Quality of support network","L","Value","MN","Men","PC","Percentage","0","Units",,,90,,
+"DEU","Germany","SC_SNTWS","Quality of support network","L","Value","MN","Men","PC","Percentage","0","Units",,,90,,
+"GRC","Greece","SC_SNTWS","Quality of support network","L","Value","MN","Men","PC","Percentage","0","Units",,,79,,
+"HUN","Hungary","SC_SNTWS","Quality of support network","L","Value","MN","Men","PC","Percentage","0","Units",,,84,,
+"ISL","Iceland","SC_SNTWS","Quality of support network","L","Value","MN","Men","PC","Percentage","0","Units",,,97,,
+"IRL","Ireland","SC_SNTWS","Quality of support network","L","Value","MN","Men","PC","Percentage","0","Units",,,94,,
+"ITA","Italy","SC_SNTWS","Quality of support network","L","Value","MN","Men","PC","Percentage","0","Units",,,92,,
+"JPN","Japan","SC_SNTWS","Quality of support network","L","Value","MN","Men","PC","Percentage","0","Units",,,85,,
+"KOR","Korea","SC_SNTWS","Quality of support network","L","Value","MN","Men","PC","Percentage","0","Units",,,76,,
+"LUX","Luxembourg","SC_SNTWS","Quality of support network","L","Value","MN","Men","PC","Percentage","0","Units",,,94,,
+"MEX","Mexico","SC_SNTWS","Quality of support network","L","Value","MN","Men","PC","Percentage","0","Units",,,79,,
+"NLD","Netherlands","SC_SNTWS","Quality of support network","L","Value","MN","Men","PC","Percentage","0","Units",,,92,,
+"NZL","New Zealand","SC_SNTWS","Quality of support network","L","Value","MN","Men","PC","Percentage","0","Units",,,95,,
+"NOR","Norway","SC_SNTWS","Quality of support network","L","Value","MN","Men","PC","Percentage","0","Units",,,95,,
+"POL","Poland","SC_SNTWS","Quality of support network","L","Value","MN","Men","PC","Percentage","0","Units",,,84,,
+"PRT","Portugal","SC_SNTWS","Quality of support network","L","Value","MN","Men","PC","Percentage","0","Units",,,88,,
+"SVK","Slovak Republic","SC_SNTWS","Quality of support network","L","Value","MN","Men","PC","Percentage","0","Units",,,91,,
+"ESP","Spain","SC_SNTWS","Quality of support network","L","Value","MN","Men","PC","Percentage","0","Units",,,93,,
+"SWE","Sweden","SC_SNTWS","Quality of support network","L","Value","MN","Men","PC","Percentage","0","Units",,,91,,
+"CHE","Switzerland","SC_SNTWS","Quality of support network","L","Value","MN","Men","PC","Percentage","0","Units",,,94,,
+"TUR","Turkey","SC_SNTWS","Quality of support network","L","Value","MN","Men","PC","Percentage","0","Units",,,86,,
+"GBR","United Kingdom","SC_SNTWS","Quality of support network","L","Value","MN","Men","PC","Percentage","0","Units",,,94,,
+"USA","United States","SC_SNTWS","Quality of support network","L","Value","MN","Men","PC","Percentage","0","Units",,,89,,
+"BRA","Brazil","SC_SNTWS","Quality of support network","L","Value","MN","Men","PC","Percentage","0","Units",,,90,,
+"CHL","Chile","SC_SNTWS","Quality of support network","L","Value","MN","Men","PC","Percentage","0","Units",,,85,,
+"EST","Estonia","SC_SNTWS","Quality of support network","L","Value","MN","Men","PC","Percentage","0","Units",,,91,,
+"ISR","Israel","SC_SNTWS","Quality of support network","L","Value","MN","Men","PC","Percentage","0","Units",,,88,,
+"LVA","Latvia","SC_SNTWS","Quality of support network","L","Value","MN","Men","PC","Percentage","0","Units",,,83,,
+"RUS","Russia","SC_SNTWS","Quality of support network","L","Value","MN","Men","PC","Percentage","0","Units",,,89,,
+"SVN","Slovenia","SC_SNTWS","Quality of support network","L","Value","MN","Men","PC","Percentage","0","Units",,,91,,
+"ZAF","South Africa","SC_SNTWS","Quality of support network","L","Value","MN","Men","PC","Percentage","0","Units",,,88,,
+"OECD","OECD - Total","SC_SNTWS","Quality of support network","L","Value","MN","Men","PC","Percentage","0","Units",,,88,,
+"AUS","Australia","SC_SNTWS","Quality of support network","L","Value","WMN","Women","PC","Percentage","0","Units",,,94,,
+"AUT","Austria","SC_SNTWS","Quality of support network","L","Value","WMN","Women","PC","Percentage","0","Units",,,92,,
+"BEL","Belgium","SC_SNTWS","Quality of support network","L","Value","WMN","Women","PC","Percentage","0","Units",,,90,,
+"CAN","Canada","SC_SNTWS","Quality of support network","L","Value","WMN","Women","PC","Percentage","0","Units",,,94,,
+"CZE","Czech Republic","SC_SNTWS","Quality of support network","L","Value","WMN","Women","PC","Percentage","0","Units",,,91,,
+"DNK","Denmark","SC_SNTWS","Quality of support network","L","Value","WMN","Women","PC","Percentage","0","Units",,,95,,
+"FIN","Finland","SC_SNTWS","Quality of support network","L","Value","WMN","Women","PC","Percentage","0","Units",,,96,,
+"FRA","France","SC_SNTWS","Quality of support network","L","Value","WMN","Women","PC","Percentage","0","Units",,,91,,
+"DEU","Germany","SC_SNTWS","Quality of support network","L","Value","WMN","Women","PC","Percentage","0","Units",,,90,,
+"GRC","Greece","SC_SNTWS","Quality of support network","L","Value","WMN","Women","PC","Percentage","0","Units",,,80,,
+"HUN","Hungary","SC_SNTWS","Quality of support network","L","Value","WMN","Women","PC","Percentage","0","Units",,,87,,
+"ISL","Iceland","SC_SNTWS","Quality of support network","L","Value","WMN","Women","PC","Percentage","0","Units",,,98,,
+"IRL","Ireland","SC_SNTWS","Quality of support network","L","Value","WMN","Women","PC","Percentage","0","Units",,,96,,
+"ITA","Italy","SC_SNTWS","Quality of support network","L","Value","WMN","Women","PC","Percentage","0","Units",,,91,,
+"JPN","Japan","SC_SNTWS","Quality of support network","L","Value","WMN","Women","PC","Percentage","0","Units",,,93,,
+"KOR","Korea","SC_SNTWS","Quality of support network","L","Value","WMN","Women","PC","Percentage","0","Units",,,81,,
+"LUX","Luxembourg","SC_SNTWS","Quality of support network","L","Value","WMN","Women","PC","Percentage","0","Units",,,92,,
+"MEX","Mexico","SC_SNTWS","Quality of support network","L","Value","WMN","Women","PC","Percentage","0","Units",,,83,,
+"NLD","Netherlands","SC_SNTWS","Quality of support network","L","Value","WMN","Women","PC","Percentage","0","Units",,,90,,
+"NZL","New Zealand","SC_SNTWS","Quality of support network","L","Value","WMN","Women","PC","Percentage","0","Units",,,96,,
+"NOR","Norway","SC_SNTWS","Quality of support network","L","Value","WMN","Women","PC","Percentage","0","Units",,,94,,
+"POL","Poland","SC_SNTWS","Quality of support network","L","Value","WMN","Women","PC","Percentage","0","Units",,,88,,
+"PRT","Portugal","SC_SNTWS","Quality of support network","L","Value","WMN","Women","PC","Percentage","0","Units",,,87,,
+"SVK","Slovak Republic","SC_SNTWS","Quality of support network","L","Value","WMN","Women","PC","Percentage","0","Units",,,91,,
+"ESP","Spain","SC_SNTWS","Quality of support network","L","Value","WMN","Women","PC","Percentage","0","Units",,,94,,
+"SWE","Sweden","SC_SNTWS","Quality of support network","L","Value","WMN","Women","PC","Percentage","0","Units",,,92,,
+"CHE","Switzerland","SC_SNTWS","Quality of support network","L","Value","WMN","Women","PC","Percentage","0","Units",,,93,,
+"TUR","Turkey","SC_SNTWS","Quality of support network","L","Value","WMN","Women","PC","Percentage","0","Units",,,86,,
+"GBR","United Kingdom","SC_SNTWS","Quality of support network","L","Value","WMN","Women","PC","Percentage","0","Units",,,94,,
+"USA","United States","SC_SNTWS","Quality of support network","L","Value","WMN","Women","PC","Percentage","0","Units",,,92,,
+"BRA","Brazil","SC_SNTWS","Quality of support network","L","Value","WMN","Women","PC","Percentage","0","Units",,,91,,
+"CHL","Chile","SC_SNTWS","Quality of support network","L","Value","WMN","Women","PC","Percentage","0","Units",,,84,,
+"EST","Estonia","SC_SNTWS","Quality of support network","L","Value","WMN","Women","PC","Percentage","0","Units",,,92,,
+"ISR","Israel","SC_SNTWS","Quality of support network","L","Value","WMN","Women","PC","Percentage","0","Units",,,88,,
+"LVA","Latvia","SC_SNTWS","Quality of support network","L","Value","WMN","Women","PC","Percentage","0","Units",,,89,,
+"RUS","Russia","SC_SNTWS","Quality of support network","L","Value","WMN","Women","PC","Percentage","0","Units",,,90,,
+"SVN","Slovenia","SC_SNTWS","Quality of support network","L","Value","WMN","Women","PC","Percentage","0","Units",,,92,,
+"ZAF","South Africa","SC_SNTWS","Quality of support network","L","Value","WMN","Women","PC","Percentage","0","Units",,,88,,
+"OECD","OECD - Total","SC_SNTWS","Quality of support network","L","Value","WMN","Women","PC","Percentage","0","Units",,,90,,
+"AUS","Australia","SC_SNTWS","Quality of support network","L","Value","HGH","High","PC","Percentage","0","Units",,,96,,
+"AUT","Austria","SC_SNTWS","Quality of support network","L","Value","HGH","High","PC","Percentage","0","Units",,,92,,
+"BEL","Belgium","SC_SNTWS","Quality of support network","L","Value","HGH","High","PC","Percentage","0","Units",,,95,,
+"CAN","Canada","SC_SNTWS","Quality of support network","L","Value","HGH","High","PC","Percentage","0","Units",,,94,,
+"CZE","Czech Republic","SC_SNTWS","Quality of support network","L","Value","HGH","High","PC","Percentage","0","Units",,,95,,
+"DNK","Denmark","SC_SNTWS","Quality of support network","L","Value","HGH","High","PC","Percentage","0","Units",,,96,,
+"FIN","Finland","SC_SNTWS","Quality of support network","L","Value","HGH","High","PC","Percentage","0","Units",,,97,,
+"FRA","France","SC_SNTWS","Quality of support network","L","Value","HGH","High","PC","Percentage","0","Units",,,94,,
+"DEU","Germany","SC_SNTWS","Quality of support network","L","Value","HGH","High","PC","Percentage","0","Units",,,92,,
+"GRC","Greece","SC_SNTWS","Quality of support network","L","Value","HGH","High","PC","Percentage","0","Units",,,88,,
+"ISL","Iceland","SC_SNTWS","Quality of support network","L","Value","HGH","High","PC","Percentage","0","Units",,,99,,
+"IRL","Ireland","SC_SNTWS","Quality of support network","L","Value","HGH","High","PC","Percentage","0","Units",,,95,,
+"ITA","Italy","SC_SNTWS","Quality of support network","L","Value","HGH","High","PC","Percentage","0","Units",,,94,,
+"MEX","Mexico","SC_SNTWS","Quality of support network","L","Value","HGH","High","PC","Percentage","0","Units",,,87,,
+"NZL","New Zealand","SC_SNTWS","Quality of support network","L","Value","HGH","High","PC","Percentage","0","Units",,,98,,
+"NOR","Norway","SC_SNTWS","Quality of support network","L","Value","HGH","High","PC","Percentage","0","Units",,,96,,
+"PRT","Portugal","SC_SNTWS","Quality of support network","L","Value","HGH","High","PC","Percentage","0","Units",,,93,,
+"SVK","Slovak Republic","SC_SNTWS","Quality of support network","L","Value","HGH","High","PC","Percentage","0","Units",,,93,,
+"SWE","Sweden","SC_SNTWS","Quality of support network","L","Value","HGH","High","PC","Percentage","0","Units",,,92,,
+"TUR","Turkey","SC_SNTWS","Quality of support network","L","Value","HGH","High","PC","Percentage","0","Units",,,90,,
+"USA","United States","SC_SNTWS","Quality of support network","L","Value","HGH","High","PC","Percentage","0","Units",,,95,,
+"CHL","Chile","SC_SNTWS","Quality of support network","L","Value","HGH","High","PC","Percentage","0","Units",,,93,,
+"EST","Estonia","SC_SNTWS","Quality of support network","L","Value","HGH","High","PC","Percentage","0","Units",,,92,,
+"ISR","Israel","SC_SNTWS","Quality of support network","L","Value","HGH","High","PC","Percentage","0","Units",,,90,,
+"LVA","Latvia","SC_SNTWS","Quality of support network","L","Value","HGH","High","PC","Percentage","0","Units",,,91,,
+"RUS","Russia","SC_SNTWS","Quality of support network","L","Value","HGH","High","PC","Percentage","0","Units",,,92,,
+"OECD","OECD - Total","SC_SNTWS","Quality of support network","L","Value","HGH","High","PC","Percentage","0","Units",,,92,,
+"FIN","Finland","SC_SNTWS","Quality of support network","L","Value","LW","Low","PC","Percentage","0","Units",,,92,,
+"FRA","France","SC_SNTWS","Quality of support network","L","Value","LW","Low","PC","Percentage","0","Units",,,80,,
+"GRC","Greece","SC_SNTWS","Quality of support network","L","Value","LW","Low","PC","Percentage","0","Units",,,67,,
+"HUN","Hungary","SC_SNTWS","Quality of support network","L","Value","LW","Low","PC","Percentage","0","Units",,,85,,
+"ITA","Italy","SC_SNTWS","Quality of support network","L","Value","LW","Low","PC","Percentage","0","Units",,,90,,
+"JPN","Japan","SC_SNTWS","Quality of support network","L","Value","LW","Low","PC","Percentage","0","Units",,,88,,
+"MEX","Mexico","SC_SNTWS","Quality of support network","L","Value","LW","Low","PC","Percentage","0","Units",,,78,,
+"NOR","Norway","SC_SNTWS","Quality of support network","L","Value","LW","Low","PC","Percentage","0","Units",,,91,,
+"PRT","Portugal","SC_SNTWS","Quality of support network","L","Value","LW","Low","PC","Percentage","0","Units",,,84,,
+"ESP","Spain","SC_SNTWS","Quality of support network","L","Value","LW","Low","PC","Percentage","0","Units",,,91,,
+"TUR","Turkey","SC_SNTWS","Quality of support network","L","Value","LW","Low","PC","Percentage","0","Units",,,82,,
+"BRA","Brazil","SC_SNTWS","Quality of support network","L","Value","LW","Low","PC","Percentage","0","Units",,,86,,
+"CHL","Chile","SC_SNTWS","Quality of support network","L","Value","LW","Low","PC","Percentage","0","Units",,,76,,
+"EST","Estonia","SC_SNTWS","Quality of support network","L","Value","LW","Low","PC","Percentage","0","Units",,,89,,
+"LVA","Latvia","SC_SNTWS","Quality of support network","L","Value","LW","Low","PC","Percentage","0","Units",,,82,,
+"OECD","OECD - Total","SC_SNTWS","Quality of support network","L","Value","LW","Low","PC","Percentage","0","Units",,,83,,
+"AUS","Australia","ES_EDUA","Educational attainment","L","Value","TOT","Total","PC","Percentage","0","Units",,,81,,
+"AUT","Austria","ES_EDUA","Educational attainment","L","Value","TOT","Total","PC","Percentage","0","Units",,,85,,
+"BEL","Belgium","ES_EDUA","Educational attainment","L","Value","TOT","Total","PC","Percentage","0","Units",,,77,,
+"CAN","Canada","ES_EDUA","Educational attainment","L","Value","TOT","Total","PC","Percentage","0","Units",,,91,,
+"CZE","Czech Republic","ES_EDUA","Educational attainment","L","Value","TOT","Total","PC","Percentage","0","Units",,,94,,
+"DNK","Denmark","ES_EDUA","Educational attainment","L","Value","TOT","Total","PC","Percentage","0","Units",,,81,,
+"FIN","Finland","ES_EDUA","Educational attainment","L","Value","TOT","Total","PC","Percentage","0","Units",,,88,,
+"FRA","France","ES_EDUA","Educational attainment","L","Value","TOT","Total","PC","Percentage","0","Units",,,78,,
+"DEU","Germany","ES_EDUA","Educational attainment","L","Value","TOT","Total","PC","Percentage","0","Units",,,87,,
+"GRC","Greece","ES_EDUA","Educational attainment","L","Value","TOT","Total","PC","Percentage","0","Units",,,73,,
+"HUN","Hungary","ES_EDUA","Educational attainment","L","Value","TOT","Total","PC","Percentage","0","Units",,,84,,
+"ISL","Iceland","ES_EDUA","Educational attainment","L","Value","TOT","Total","PC","Percentage","0","Units",,,77,,
+"IRL","Ireland","ES_EDUA","Educational attainment","L","Value","TOT","Total","PC","Percentage","0","Units",,,82,,
+"ITA","Italy","ES_EDUA","Educational attainment","L","Value","TOT","Total","PC","Percentage","0","Units",,,61,,
+"KOR","Korea","ES_EDUA","Educational attainment","L","Value","TOT","Total","PC","Percentage","0","Units",,,88,,
+"LUX","Luxembourg","ES_EDUA","Educational attainment","L","Value","TOT","Total","PC","Percentage","0","Units",,,77,,
+"MEX","Mexico","ES_EDUA","Educational attainment","L","Value","TOT","Total","PC","Percentage","0","Units",,,38,,
+"NLD","Netherlands","ES_EDUA","Educational attainment","L","Value","TOT","Total","PC","Percentage","0","Units",,,78,,
+"NZL","New Zealand","ES_EDUA","Educational attainment","L","Value","TOT","Total","PC","Percentage","0","Units",,,79,,
+"NOR","Norway","ES_EDUA","Educational attainment","L","Value","TOT","Total","PC","Percentage","0","Units",,,82,,
+"POL","Poland","ES_EDUA","Educational attainment","L","Value","TOT","Total","PC","Percentage","0","Units",,,92,,
+"PRT","Portugal","ES_EDUA","Educational attainment","L","Value","TOT","Total","PC","Percentage","0","Units",,,48,,
+"SVK","Slovak Republic","ES_EDUA","Educational attainment","L","Value","TOT","Total","PC","Percentage","0","Units",,,91,,
+"ESP","Spain","ES_EDUA","Educational attainment","L","Value","TOT","Total","PC","Percentage","0","Units",,,59,,
+"SWE","Sweden","ES_EDUA","Educational attainment","L","Value","TOT","Total","PC","Percentage","0","Units",,,83,,
+"CHE","Switzerland","ES_EDUA","Educational attainment","L","Value","TOT","Total","PC","Percentage","0","Units",,,88,,
+"TUR","Turkey","ES_EDUA","Educational attainment","L","Value","TOT","Total","PC","Percentage","0","Units",,,39,,
+"GBR","United Kingdom","ES_EDUA","Educational attainment","L","Value","TOT","Total","PC","Percentage","0","Units",,,81,,
+"USA","United States","ES_EDUA","Educational attainment","L","Value","TOT","Total","PC","Percentage","0","Units",,,91,,
+"BRA","Brazil","ES_EDUA","Educational attainment","L","Value","TOT","Total","PC","Percentage","0","Units",,,49,,
+"CHL","Chile","ES_EDUA","Educational attainment","L","Value","TOT","Total","PC","Percentage","0","Units",,,65,,
+"EST","Estonia","ES_EDUA","Educational attainment","L","Value","TOT","Total","PC","Percentage","0","Units",,,89,,
+"ISR","Israel","ES_EDUA","Educational attainment","L","Value","TOT","Total","PC","Percentage","0","Units",,,87,,
+"LVA","Latvia","ES_EDUA","Educational attainment","L","Value","TOT","Total","PC","Percentage","0","Units",,,88,,
+"RUS","Russia","ES_EDUA","Educational attainment","L","Value","TOT","Total","PC","Percentage","0","Units",,,94,,
+"SVN","Slovenia","ES_EDUA","Educational attainment","L","Value","TOT","Total","PC","Percentage","0","Units",,,88,,
+"ZAF","South Africa","ES_EDUA","Educational attainment","L","Value","TOT","Total","PC","Percentage","0","Units",,,73,,
+"OECD","OECD - Total","ES_EDUA","Educational attainment","L","Value","TOT","Total","PC","Percentage","0","Units",,,78,,
+"AUS","Australia","ES_EDUA","Educational attainment","L","Value","MN","Men","PC","Percentage","0","Units",,,82,,
+"AUT","Austria","ES_EDUA","Educational attainment","L","Value","MN","Men","PC","Percentage","0","Units",,,88,,
+"BEL","Belgium","ES_EDUA","Educational attainment","L","Value","MN","Men","PC","Percentage","0","Units",,,76,,
+"CAN","Canada","ES_EDUA","Educational attainment","L","Value","MN","Men","PC","Percentage","0","Units",,,90,,
+"CZE","Czech Republic","ES_EDUA","Educational attainment","L","Value","MN","Men","PC","Percentage","0","Units",,,95,,
+"DNK","Denmark","ES_EDUA","Educational attainment","L","Value","MN","Men","PC","Percentage","0","Units",,,79,,
+"FIN","Finland","ES_EDUA","Educational attainment","L","Value","MN","Men","PC","Percentage","0","Units",,,85,,
+"FRA","France","ES_EDUA","Educational attainment","L","Value","MN","Men","PC","Percentage","0","Units",,,79,,
+"DEU","Germany","ES_EDUA","Educational attainment","L","Value","MN","Men","PC","Percentage","0","Units",,,88,,
+"GRC","Greece","ES_EDUA","Educational attainment","L","Value","MN","Men","PC","Percentage","0","Units",,,72,,
+"HUN","Hungary","ES_EDUA","Educational attainment","L","Value","MN","Men","PC","Percentage","0","Units",,,86,,
+"ISL","Iceland","ES_EDUA","Educational attainment","L","Value","MN","Men","PC","Percentage","0","Units",,,77,,
+"IRL","Ireland","ES_EDUA","Educational attainment","L","Value","MN","Men","PC","Percentage","0","Units",,,79,,
+"ITA","Italy","ES_EDUA","Educational attainment","L","Value","MN","Men","PC","Percentage","0","Units",,,59,,
+"KOR","Korea","ES_EDUA","Educational attainment","L","Value","MN","Men","PC","Percentage","0","Units",,,90,,
+"LUX","Luxembourg","ES_EDUA","Educational attainment","L","Value","MN","Men","PC","Percentage","0","Units",,,77,,
+"MEX","Mexico","ES_EDUA","Educational attainment","L","Value","MN","Men","PC","Percentage","0","Units",,,38,,
+"NLD","Netherlands","ES_EDUA","Educational attainment","L","Value","MN","Men","PC","Percentage","0","Units",,,79,,
+"NZL","New Zealand","ES_EDUA","Educational attainment","L","Value","MN","Men","PC","Percentage","0","Units",,,78,,
+"NOR","Norway","ES_EDUA","Educational attainment","L","Value","MN","Men","PC","Percentage","0","Units",,,81,,
+"POL","Poland","ES_EDUA","Educational attainment","L","Value","MN","Men","PC","Percentage","0","Units",,,92,,
+"PRT","Portugal","ES_EDUA","Educational attainment","L","Value","MN","Men","PC","Percentage","0","Units",,,43,,
+"SVK","Slovak Republic","ES_EDUA","Educational attainment","L","Value","MN","Men","PC","Percentage","0","Units",,,93,,
+"ESP","Spain","ES_EDUA","Educational attainment","L","Value","MN","Men","PC","Percentage","0","Units",,,56,,
+"SWE","Sweden","ES_EDUA","Educational attainment","L","Value","MN","Men","PC","Percentage","0","Units",,,82,,
+"CHE","Switzerland","ES_EDUA","Educational attainment","L","Value","MN","Men","PC","Percentage","0","Units",,,89,,
+"TUR","Turkey","ES_EDUA","Educational attainment","L","Value","MN","Men","PC","Percentage","0","Units",,,43,,
+"GBR","United Kingdom","ES_EDUA","Educational attainment","L","Value","MN","Men","PC","Percentage","0","Units",,,81,,
+"USA","United States","ES_EDUA","Educational attainment","L","Value","MN","Men","PC","Percentage","0","Units",,,90,,
+"BRA","Brazil","ES_EDUA","Educational attainment","L","Value","MN","Men","PC","Percentage","0","Units",,,46,,
+"CHL","Chile","ES_EDUA","Educational attainment","L","Value","MN","Men","PC","Percentage","0","Units",,,65,,
+"EST","Estonia","ES_EDUA","Educational attainment","L","Value","MN","Men","PC","Percentage","0","Units",,,85,,
+"ISR","Israel","ES_EDUA","Educational attainment","L","Value","MN","Men","PC","Percentage","0","Units",,,87,,
+"LVA","Latvia","ES_EDUA","Educational attainment","L","Value","MN","Men","PC","Percentage","0","Units",,,84,,
+"RUS","Russia","ES_EDUA","Educational attainment","L","Value","MN","Men","PC","Percentage","0","Units",,,93,,
+"SVN","Slovenia","ES_EDUA","Educational attainment","L","Value","MN","Men","PC","Percentage","0","Units",,,89,,
+"ZAF","South Africa","ES_EDUA","Educational attainment","L","Value","MN","Men","PC","Percentage","0","Units",,,73,,
+"OECD","OECD - Total","ES_EDUA","Educational attainment","L","Value","MN","Men","PC","Percentage","0","Units",,,78,,
+"AUS","Australia","ES_EDUA","Educational attainment","L","Value","WMN","Women","PC","Percentage","0","Units",,,80,,
+"AUT","Austria","ES_EDUA","Educational attainment","L","Value","WMN","Women","PC","Percentage","0","Units",,,82,,
+"BEL","Belgium","ES_EDUA","Educational attainment","L","Value","WMN","Women","PC","Percentage","0","Units",,,78,,
+"CAN","Canada","ES_EDUA","Educational attainment","L","Value","WMN","Women","PC","Percentage","0","Units",,,93,,
+"CZE","Czech Republic","ES_EDUA","Educational attainment","L","Value","WMN","Women","PC","Percentage","0","Units",,,92,,
+"DNK","Denmark","ES_EDUA","Educational attainment","L","Value","WMN","Women","PC","Percentage","0","Units",,,83,,
+"FIN","Finland","ES_EDUA","Educational attainment","L","Value","WMN","Women","PC","Percentage","0","Units",,,91,,
+"FRA","France","ES_EDUA","Educational attainment","L","Value","WMN","Women","PC","Percentage","0","Units",,,78,,
+"DEU","Germany","ES_EDUA","Educational attainment","L","Value","WMN","Women","PC","Percentage","0","Units",,,85,,
+"GRC","Greece","ES_EDUA","Educational attainment","L","Value","WMN","Women","PC","Percentage","0","Units",,,74,,
+"HUN","Hungary","ES_EDUA","Educational attainment","L","Value","WMN","Women","PC","Percentage","0","Units",,,82,,
+"ISL","Iceland","ES_EDUA","Educational attainment","L","Value","WMN","Women","PC","Percentage","0","Units",,,77,,
+"IRL","Ireland","ES_EDUA","Educational attainment","L","Value","WMN","Women","PC","Percentage","0","Units",,,85,,
+"ITA","Italy","ES_EDUA","Educational attainment","L","Value","WMN","Women","PC","Percentage","0","Units",,,63,,
+"KOR","Korea","ES_EDUA","Educational attainment","L","Value","WMN","Women","PC","Percentage","0","Units",,,85,,
+"LUX","Luxembourg","ES_EDUA","Educational attainment","L","Value","WMN","Women","PC","Percentage","0","Units",,,76,,
+"MEX","Mexico","ES_EDUA","Educational attainment","L","Value","WMN","Women","PC","Percentage","0","Units",,,37,,
+"NLD","Netherlands","ES_EDUA","Educational attainment","L","Value","WMN","Women","PC","Percentage","0","Units",,,78,,
+"NZL","New Zealand","ES_EDUA","Educational attainment","L","Value","WMN","Women","PC","Percentage","0","Units",,,79,,
+"NOR","Norway","ES_EDUA","Educational attainment","L","Value","WMN","Women","PC","Percentage","0","Units",,,83,,
+"POL","Poland","ES_EDUA","Educational attainment","L","Value","WMN","Women","PC","Percentage","0","Units",,,92,,
+"PRT","Portugal","ES_EDUA","Educational attainment","L","Value","WMN","Women","PC","Percentage","0","Units",,,52,,
+"SVK","Slovak Republic","ES_EDUA","Educational attainment","L","Value","WMN","Women","PC","Percentage","0","Units",,,90,,
+"ESP","Spain","ES_EDUA","Educational attainment","L","Value","WMN","Women","PC","Percentage","0","Units",,,62,,
+"SWE","Sweden","ES_EDUA","Educational attainment","L","Value","WMN","Women","PC","Percentage","0","Units",,,84,,
+"CHE","Switzerland","ES_EDUA","Educational attainment","L","Value","WMN","Women","PC","Percentage","0","Units",,,86,,
+"TUR","Turkey","ES_EDUA","Educational attainment","L","Value","WMN","Women","PC","Percentage","0","Units",,,35,,
+"GBR","United Kingdom","ES_EDUA","Educational attainment","L","Value","WMN","Women","PC","Percentage","0","Units",,,81,,
+"USA","United States","ES_EDUA","Educational attainment","L","Value","WMN","Women","PC","Percentage","0","Units",,,91,,
+"BRA","Brazil","ES_EDUA","Educational attainment","L","Value","WMN","Women","PC","Percentage","0","Units",,,52,,
+"CHL","Chile","ES_EDUA","Educational attainment","L","Value","WMN","Women","PC","Percentage","0","Units",,,65,,
+"EST","Estonia","ES_EDUA","Educational attainment","L","Value","WMN","Women","PC","Percentage","0","Units",,,92,,
+"ISR","Israel","ES_EDUA","Educational attainment","L","Value","WMN","Women","PC","Percentage","0","Units",,,88,,
+"LVA","Latvia","ES_EDUA","Educational attainment","L","Value","WMN","Women","PC","Percentage","0","Units",,,91,,
+"RUS","Russia","ES_EDUA","Educational attainment","L","Value","WMN","Women","PC","Percentage","0","Units",,,95,,
+"SVN","Slovenia","ES_EDUA","Educational attainment","L","Value","WMN","Women","PC","Percentage","0","Units",,,87,,
+"ZAF","South Africa","ES_EDUA","Educational attainment","L","Value","WMN","Women","PC","Percentage","0","Units",,,74,,
+"OECD","OECD - Total","ES_EDUA","Educational attainment","L","Value","WMN","Women","PC","Percentage","0","Units",,,79,,
+"AUS","Australia","ES_STCS","Student skills","L","Value","TOT","Total","AVSCORE","Average score","0","Units",,,502,,
+"AUT","Austria","ES_STCS","Student skills","L","Value","TOT","Total","AVSCORE","Average score","0","Units",,,492,,
+"BEL","Belgium","ES_STCS","Student skills","L","Value","TOT","Total","AVSCORE","Average score","0","Units",,,503,,
+"CAN","Canada","ES_STCS","Student skills","L","Value","TOT","Total","AVSCORE","Average score","0","Units",,,523,,
+"CZE","Czech Republic","ES_STCS","Student skills","L","Value","TOT","Total","AVSCORE","Average score","0","Units",,,491,,
+"DNK","Denmark","ES_STCS","Student skills","L","Value","TOT","Total","AVSCORE","Average score","0","Units",,,504,,
+"FIN","Finland","ES_STCS","Student skills","L","Value","TOT","Total","AVSCORE","Average score","0","Units",,,523,,
+"FRA","France","ES_STCS","Student skills","L","Value","TOT","Total","AVSCORE","Average score","0","Units",,,496,,
+"DEU","Germany","ES_STCS","Student skills","L","Value","TOT","Total","AVSCORE","Average score","0","Units",,,508,,
+"GRC","Greece","ES_STCS","Student skills","L","Value","TOT","Total","AVSCORE","Average score","0","Units",,,458,,
+"HUN","Hungary","ES_STCS","Student skills","L","Value","TOT","Total","AVSCORE","Average score","0","Units",,,474,,
+"ISL","Iceland","ES_STCS","Student skills","L","Value","TOT","Total","AVSCORE","Average score","0","Units",,,481,,
+"IRL","Ireland","ES_STCS","Student skills","L","Value","TOT","Total","AVSCORE","Average score","0","Units",,,509,,
+"ITA","Italy","ES_STCS","Student skills","L","Value","TOT","Total","AVSCORE","Average score","0","Units",,,485,,
+"JPN","Japan","ES_STCS","Student skills","L","Value","TOT","Total","AVSCORE","Average score","0","Units",,,529,,
+"KOR","Korea","ES_STCS","Student skills","L","Value","TOT","Total","AVSCORE","Average score","0","Units",,,519,,
+"LUX","Luxembourg","ES_STCS","Student skills","L","Value","TOT","Total","AVSCORE","Average score","0","Units",,,483,,
+"MEX","Mexico","ES_STCS","Student skills","L","Value","TOT","Total","AVSCORE","Average score","0","Units",,,416,,
+"NLD","Netherlands","ES_STCS","Student skills","L","Value","TOT","Total","AVSCORE","Average score","0","Units",,,508,,
+"NZL","New Zealand","ES_STCS","Student skills","L","Value","TOT","Total","AVSCORE","Average score","0","Units",,,506,,
+"NOR","Norway","ES_STCS","Student skills","L","Value","TOT","Total","AVSCORE","Average score","0","Units",,,504,,
+"POL","Poland","ES_STCS","Student skills","L","Value","TOT","Total","AVSCORE","Average score","0","Units",,,504,,
+"PRT","Portugal","ES_STCS","Student skills","L","Value","TOT","Total","AVSCORE","Average score","0","Units",,,497,,
+"SVK","Slovak Republic","ES_STCS","Student skills","L","Value","TOT","Total","AVSCORE","Average score","0","Units",,,463,,
+"ESP","Spain","ES_STCS","Student skills","L","Value","TOT","Total","AVSCORE","Average score","0","Units",,,491,,
+"SWE","Sweden","ES_STCS","Student skills","L","Value","TOT","Total","AVSCORE","Average score","0","Units",,,496,,
+"CHE","Switzerland","ES_STCS","Student skills","L","Value","TOT","Total","AVSCORE","Average score","0","Units",,,506,,
+"TUR","Turkey","ES_STCS","Student skills","L","Value","TOT","Total","AVSCORE","Average score","0","Units",,,425,,
+"GBR","United Kingdom","ES_STCS","Student skills","L","Value","TOT","Total","AVSCORE","Average score","0","Units",,,500,,
+"USA","United States","ES_STCS","Student skills","L","Value","TOT","Total","AVSCORE","Average score","0","Units",,,488,,
+"BRA","Brazil","ES_STCS","Student skills","L","Value","TOT","Total","AVSCORE","Average score","0","Units",,,395,,
+"CHL","Chile","ES_STCS","Student skills","L","Value","TOT","Total","AVSCORE","Average score","0","Units",,,443,,
+"EST","Estonia","ES_STCS","Student skills","L","Value","TOT","Total","AVSCORE","Average score","0","Units",,,524,,
+"ISR","Israel","ES_STCS","Student skills","L","Value","TOT","Total","AVSCORE","Average score","0","Units",,,472,,
+"LVA","Latvia","ES_STCS","Student skills","L","Value","TOT","Total","AVSCORE","Average score","0","Units",,,487,,
+"RUS","Russia","ES_STCS","Student skills","L","Value","TOT","Total","AVSCORE","Average score","0","Units",,,492,,
+"SVN","Slovenia","ES_STCS","Student skills","L","Value","TOT","Total","AVSCORE","Average score","0","Units",,,509,,
+"OECD","OECD - Total","ES_STCS","Student skills","L","Value","TOT","Total","AVSCORE","Average score","0","Units",,,486,,
+"AUS","Australia","ES_STCS","Student skills","L","Value","MN","Men","AVSCORE","Average score","0","Units",,,498,,
+"AUT","Austria","ES_STCS","Student skills","L","Value","MN","Men","AVSCORE","Average score","0","Units",,,496,,
+"BEL","Belgium","ES_STCS","Student skills","L","Value","MN","Men","AVSCORE","Average score","0","Units",,,504,,
+"CAN","Canada","ES_STCS","Student skills","L","Value","MN","Men","AVSCORE","Average score","0","Units",,,521,,
+"CZE","Czech Republic","ES_STCS","Student skills","L","Value","MN","Men","AVSCORE","Average score","0","Units",,,489,,
+"DNK","Denmark","ES_STCS","Student skills","L","Value","MN","Men","AVSCORE","Average score","0","Units",,,503,,
+"FIN","Finland","ES_STCS","Student skills","L","Value","MN","Men","AVSCORE","Average score","0","Units",,,511,,
+"FRA","France","ES_STCS","Student skills","L","Value","MN","Men","AVSCORE","Average score","0","Units",,,492,,
+"DEU","Germany","ES_STCS","Student skills","L","Value","MN","Men","AVSCORE","Average score","0","Units",,,509,,
+"GRC","Greece","ES_STCS","Student skills","L","Value","MN","Men","AVSCORE","Average score","0","Units",,,451,,
+"HUN","Hungary","ES_STCS","Student skills","L","Value","MN","Men","AVSCORE","Average score","0","Units",,,472,,
+"ISL","Iceland","ES_STCS","Student skills","L","Value","MN","Men","AVSCORE","Average score","0","Units",,,473,,
+"IRL","Ireland","ES_STCS","Student skills","L","Value","MN","Men","AVSCORE","Average score","0","Units",,,511,,
+"ITA","Italy","ES_STCS","Student skills","L","Value","MN","Men","AVSCORE","Average score","0","Units",,,489,,
+"JPN","Japan","ES_STCS","Student skills","L","Value","MN","Men","AVSCORE","Average score","0","Units",,,531,,
+"KOR","Korea","ES_STCS","Student skills","L","Value","MN","Men","AVSCORE","Average score","0","Units",,,510,,
+"LUX","Luxembourg","ES_STCS","Student skills","L","Value","MN","Men","AVSCORE","Average score","0","Units",,,483,,
+"MEX","Mexico","ES_STCS","Student skills","L","Value","MN","Men","AVSCORE","Average score","0","Units",,,416,,
+"NLD","Netherlands","ES_STCS","Student skills","L","Value","MN","Men","AVSCORE","Average score","0","Units",,,505,,
+"NZL","New Zealand","ES_STCS","Student skills","L","Value","MN","Men","AVSCORE","Average score","0","Units",,,503,,
+"NOR","Norway","ES_STCS","Student skills","L","Value","MN","Men","AVSCORE","Average score","0","Units",,,498,,
+"POL","Poland","ES_STCS","Student skills","L","Value","MN","Men","AVSCORE","Average score","0","Units",,,502,,
+"PRT","Portugal","ES_STCS","Student skills","L","Value","MN","Men","AVSCORE","Average score","0","Units",,,497,,
+"SVK","Slovak Republic","ES_STCS","Student skills","L","Value","MN","Men","AVSCORE","Average score","0","Units",,,458,,
+"ESP","Spain","ES_STCS","Student skills","L","Value","MN","Men","AVSCORE","Average score","0","Units",,,492,,
+"SWE","Sweden","ES_STCS","Student skills","L","Value","MN","Men","AVSCORE","Average score","0","Units",,,488,,
+"CHE","Switzerland","ES_STCS","Student skills","L","Value","MN","Men","AVSCORE","Average score","0","Units",,,505,,
+"TUR","Turkey","ES_STCS","Student skills","L","Value","MN","Men","AVSCORE","Average score","0","Units",,,420,,
+"GBR","United Kingdom","ES_STCS","Student skills","L","Value","MN","Men","AVSCORE","Average score","0","Units",,,498,,
+"USA","United States","ES_STCS","Student skills","L","Value","MN","Men","AVSCORE","Average score","0","Units",,,487,,
+"BRA","Brazil","ES_STCS","Student skills","L","Value","MN","Men","AVSCORE","Average score","0","Units",,,394,,
+"CHL","Chile","ES_STCS","Student skills","L","Value","MN","Men","AVSCORE","Average score","0","Units",,,446,,
+"EST","Estonia","ES_STCS","Student skills","L","Value","MN","Men","AVSCORE","Average score","0","Units",,,521,,
+"ISR","Israel","ES_STCS","Student skills","L","Value","MN","Men","AVSCORE","Average score","0","Units",,,470,,
+"LVA","Latvia","ES_STCS","Student skills","L","Value","MN","Men","AVSCORE","Average score","0","Units",,,478,,
+"RUS","Russia","ES_STCS","Student skills","L","Value","MN","Men","AVSCORE","Average score","0","Units",,,489,,
+"SVN","Slovenia","ES_STCS","Student skills","L","Value","MN","Men","AVSCORE","Average score","0","Units",,,502,,
+"OECD","OECD - Total","ES_STCS","Student skills","L","Value","MN","Men","AVSCORE","Average score","0","Units",,,485,,
+"AUS","Australia","ES_STCS","Student skills","L","Value","WMN","Women","AVSCORE","Average score","0","Units",,,506,,
+"AUT","Austria","ES_STCS","Student skills","L","Value","WMN","Women","AVSCORE","Average score","0","Units",,,488,,
+"BEL","Belgium","ES_STCS","Student skills","L","Value","WMN","Women","AVSCORE","Average score","0","Units",,,501,,
+"CAN","Canada","ES_STCS","Student skills","L","Value","WMN","Women","AVSCORE","Average score","0","Units",,,526,,
+"CZE","Czech Republic","ES_STCS","Student skills","L","Value","WMN","Women","AVSCORE","Average score","0","Units",,,493,,
+"DNK","Denmark","ES_STCS","Student skills","L","Value","WMN","Women","AVSCORE","Average score","0","Units",,,505,,
+"FIN","Finland","ES_STCS","Student skills","L","Value","WMN","Women","AVSCORE","Average score","0","Units",,,535,,
+"FRA","France","ES_STCS","Student skills","L","Value","WMN","Women","AVSCORE","Average score","0","Units",,,499,,
+"DEU","Germany","ES_STCS","Student skills","L","Value","WMN","Women","AVSCORE","Average score","0","Units",,,507,,
+"GRC","Greece","ES_STCS","Student skills","L","Value","WMN","Women","AVSCORE","Average score","0","Units",,,466,,
+"HUN","Hungary","ES_STCS","Student skills","L","Value","WMN","Women","AVSCORE","Average score","0","Units",,,477,,
+"ISL","Iceland","ES_STCS","Student skills","L","Value","WMN","Women","AVSCORE","Average score","0","Units",,,488,,
+"IRL","Ireland","ES_STCS","Student skills","L","Value","WMN","Women","AVSCORE","Average score","0","Units",,,507,,
+"ITA","Italy","ES_STCS","Student skills","L","Value","WMN","Women","AVSCORE","Average score","0","Units",,,482,,
+"JPN","Japan","ES_STCS","Student skills","L","Value","WMN","Women","AVSCORE","Average score","0","Units",,,527,,
+"KOR","Korea","ES_STCS","Student skills","L","Value","WMN","Women","AVSCORE","Average score","0","Units",,,529,,
+"LUX","Luxembourg","ES_STCS","Student skills","L","Value","WMN","Women","AVSCORE","Average score","0","Units",,,484,,
+"MEX","Mexico","ES_STCS","Student skills","L","Value","WMN","Women","AVSCORE","Average score","0","Units",,,416,,
+"NLD","Netherlands","ES_STCS","Student skills","L","Value","WMN","Women","AVSCORE","Average score","0","Units",,,511,,
+"NZL","New Zealand","ES_STCS","Student skills","L","Value","WMN","Women","AVSCORE","Average score","0","Units",,,509,,
+"NOR","Norway","ES_STCS","Student skills","L","Value","WMN","Women","AVSCORE","Average score","0","Units",,,511,,
+"POL","Poland","ES_STCS","Student skills","L","Value","WMN","Women","AVSCORE","Average score","0","Units",,,506,,
+"PRT","Portugal","ES_STCS","Student skills","L","Value","WMN","Women","AVSCORE","Average score","0","Units",,,496,,
+"SVK","Slovak Republic","ES_STCS","Student skills","L","Value","WMN","Women","AVSCORE","Average score","0","Units",,,468,,
+"ESP","Spain","ES_STCS","Student skills","L","Value","WMN","Women","AVSCORE","Average score","0","Units",,,491,,
+"SWE","Sweden","ES_STCS","Student skills","L","Value","WMN","Women","AVSCORE","Average score","0","Units",,,504,,
+"CHE","Switzerland","ES_STCS","Student skills","L","Value","WMN","Women","AVSCORE","Average score","0","Units",,,508,,
+"TUR","Turkey","ES_STCS","Student skills","L","Value","WMN","Women","AVSCORE","Average score","0","Units",,,429,,
+"GBR","United Kingdom","ES_STCS","Student skills","L","Value","WMN","Women","AVSCORE","Average score","0","Units",,,502,,
+"USA","United States","ES_STCS","Student skills","L","Value","WMN","Women","AVSCORE","Average score","0","Units",,,488,,
+"BRA","Brazil","ES_STCS","Student skills","L","Value","WMN","Women","AVSCORE","Average score","0","Units",,,396,,
+"CHL","Chile","ES_STCS","Student skills","L","Value","WMN","Women","AVSCORE","Average score","0","Units",,,439,,
+"EST","Estonia","ES_STCS","Student skills","L","Value","WMN","Women","AVSCORE","Average score","0","Units",,,528,,
+"ISR","Israel","ES_STCS","Student skills","L","Value","WMN","Women","AVSCORE","Average score","0","Units",,,473,,
+"LVA","Latvia","ES_STCS","Student skills","L","Value","WMN","Women","AVSCORE","Average score","0","Units",,,496,,
+"RUS","Russia","ES_STCS","Student skills","L","Value","WMN","Women","AVSCORE","Average score","0","Units",,,494,,
+"SVN","Slovenia","ES_STCS","Student skills","L","Value","WMN","Women","AVSCORE","Average score","0","Units",,,517,,
+"OECD","OECD - Total","ES_STCS","Student skills","L","Value","WMN","Women","AVSCORE","Average score","0","Units",,,487,,
+"AUS","Australia","ES_STCS","Student skills","L","Value","HGH","High","AVSCORE","Average score","0","Units",,,550,,
+"AUT","Austria","ES_STCS","Student skills","L","Value","HGH","High","AVSCORE","Average score","0","Units",,,541,,
+"BEL","Belgium","ES_STCS","Student skills","L","Value","HGH","High","AVSCORE","Average score","0","Units",,,559,,
+"CAN","Canada","ES_STCS","Student skills","L","Value","HGH","High","AVSCORE","Average score","0","Units",,,558,,
+"CZE","Czech Republic","ES_STCS","Student skills","L","Value","HGH","High","AVSCORE","Average score","0","Units",,,548,,
+"DNK","Denmark","ES_STCS","Student skills","L","Value","HGH","High","AVSCORE","Average score","0","Units",,,543,,
+"FIN","Finland","ES_STCS","Student skills","L","Value","HGH","High","AVSCORE","Average score","0","Units",,,562,,
+"FRA","France","ES_STCS","Student skills","L","Value","HGH","High","AVSCORE","Average score","0","Units",,,558,,
+"DEU","Germany","ES_STCS","Student skills","L","Value","HGH","High","AVSCORE","Average score","0","Units",,,563,,
+"GRC","Greece","ES_STCS","Student skills","L","Value","HGH","High","AVSCORE","Average score","0","Units",,,506,,
+"HUN","Hungary","ES_STCS","Student skills","L","Value","HGH","High","AVSCORE","Average score","0","Units",,,534,,
+"ISL","Iceland","ES_STCS","Student skills","L","Value","HGH","High","AVSCORE","Average score","0","Units",,,509,,
+"IRL","Ireland","ES_STCS","Student skills","L","Value","HGH","High","AVSCORE","Average score","0","Units",,,550,,
+"ITA","Italy","ES_STCS","Student skills","L","Value","HGH","High","AVSCORE","Average score","0","Units",,,524,,
+"JPN","Japan","ES_STCS","Student skills","L","Value","HGH","High","AVSCORE","Average score","0","Units",,,568,,
+"KOR","Korea","ES_STCS","Student skills","L","Value","HGH","High","AVSCORE","Average score","0","Units",,,562,,
+"LUX","Luxembourg","ES_STCS","Student skills","L","Value","HGH","High","AVSCORE","Average score","0","Units",,,549,,
+"MEX","Mexico","ES_STCS","Student skills","L","Value","HGH","High","AVSCORE","Average score","0","Units",,,447,,
+"NLD","Netherlands","ES_STCS","Student skills","L","Value","HGH","High","AVSCORE","Average score","0","Units",,,556,,
+"NZL","New Zealand","ES_STCS","Student skills","L","Value","HGH","High","AVSCORE","Average score","0","Units",,,554,,
+"NOR","Norway","ES_STCS","Student skills","L","Value","HGH","High","AVSCORE","Average score","0","Units",,,539,,
+"POL","Poland","ES_STCS","Student skills","L","Value","HGH","High","AVSCORE","Average score","0","Units",,,549,,
+"PRT","Portugal","ES_STCS","Student skills","L","Value","HGH","High","AVSCORE","Average score","0","Units",,,551,,
+"SVK","Slovak Republic","ES_STCS","Student skills","L","Value","HGH","High","AVSCORE","Average score","0","Units",,,514,,
+"ESP","Spain","ES_STCS","Student skills","L","Value","HGH","High","AVSCORE","Average score","0","Units",,,535,,
+"SWE","Sweden","ES_STCS","Student skills","L","Value","HGH","High","AVSCORE","Average score","0","Units",,,543,,
+"CHE","Switzerland","ES_STCS","Student skills","L","Value","HGH","High","AVSCORE","Average score","0","Units",,,558,,
+"TUR","Turkey","ES_STCS","Student skills","L","Value","HGH","High","AVSCORE","Average score","0","Units",,,460,,
+"GBR","United Kingdom","ES_STCS","Student skills","L","Value","HGH","High","AVSCORE","Average score","0","Units",,,546,,
+"USA","United States","ES_STCS","Student skills","L","Value","HGH","High","AVSCORE","Average score","0","Units",,,534,,
+"BRA","Brazil","ES_STCS","Student skills","L","Value","HGH","High","AVSCORE","Average score","0","Units",,,445,,
+"CHL","Chile","ES_STCS","Student skills","L","Value","HGH","High","AVSCORE","Average score","0","Units",,,492,,
+"EST","Estonia","ES_STCS","Student skills","L","Value","HGH","High","AVSCORE","Average score","0","Units",,,562,,
+"ISR","Israel","ES_STCS","Student skills","L","Value","HGH","High","AVSCORE","Average score","0","Units",,,514,,
+"LVA","Latvia","ES_STCS","Student skills","L","Value","HGH","High","AVSCORE","Average score","0","Units",,,521,,
+"RUS","Russia","ES_STCS","Student skills","L","Value","HGH","High","AVSCORE","Average score","0","Units",,,520,,
+"SVN","Slovenia","ES_STCS","Student skills","L","Value","HGH","High","AVSCORE","Average score","0","Units",,,552,,
+"OECD","OECD - Total","ES_STCS","Student skills","L","Value","HGH","High","AVSCORE","Average score","0","Units",,,539,,
+"AUS","Australia","ES_STCS","Student skills","L","Value","LW","Low","AVSCORE","Average score","0","Units",,,0,,
+"AUT","Austria","ES_STCS","Student skills","L","Value","LW","Low","AVSCORE","Average score","0","Units",,,447,,
+"BEL","Belgium","ES_STCS","Student skills","L","Value","LW","Low","AVSCORE","Average score","0","Units",,,452,,
+"CAN","Canada","ES_STCS","Student skills","L","Value","LW","Low","AVSCORE","Average score","0","Units",,,488,,
+"CZE","Czech Republic","ES_STCS","Student skills","L","Value","LW","Low","AVSCORE","Average score","0","Units",,,440,,
+"DNK","Denmark","ES_STCS","Student skills","L","Value","LW","Low","AVSCORE","Average score","0","Units",,,471,,
+"FIN","Finland","ES_STCS","Student skills","L","Value","LW","Low","AVSCORE","Average score","0","Units",,,487,,
+"FRA","France","ES_STCS","Student skills","L","Value","LW","Low","AVSCORE","Average score","0","Units",,,442,,
+"DEU","Germany","ES_STCS","Student skills","L","Value","LW","Low","AVSCORE","Average score","0","Units",,,468,,
+"GRC","Greece","ES_STCS","Student skills","L","Value","LW","Low","AVSCORE","Average score","0","Units",,,420,,
+"HUN","Hungary","ES_STCS","Student skills","L","Value","LW","Low","AVSCORE","Average score","0","Units",,,418,,
+"ISL","Iceland","ES_STCS","Student skills","L","Value","LW","Low","AVSCORE","Average score","0","Units",,,453,,
+"IRL","Ireland","ES_STCS","Student skills","L","Value","LW","Low","AVSCORE","Average score","0","Units",,,472,,
+"ITA","Italy","ES_STCS","Student skills","L","Value","LW","Low","AVSCORE","Average score","0","Units",,,445,,
+"JPN","Japan","ES_STCS","Student skills","L","Value","LW","Low","AVSCORE","Average score","0","Units",,,489,,
+"KOR","Korea","ES_STCS","Student skills","L","Value","LW","Low","AVSCORE","Average score","0","Units",,,480,,
+"LUX","Luxembourg","ES_STCS","Student skills","L","Value","LW","Low","AVSCORE","Average score","0","Units",,,428,,
+"MEX","Mexico","ES_STCS","Student skills","L","Value","LW","Low","AVSCORE","Average score","0","Units",,,385,,
+"NLD","Netherlands","ES_STCS","Student skills","L","Value","LW","Low","AVSCORE","Average score","0","Units",,,468,,
+"NZL","New Zealand","ES_STCS","Student skills","L","Value","LW","Low","AVSCORE","Average score","0","Units",,,459,,
+"NOR","Norway","ES_STCS","Student skills","L","Value","LW","Low","AVSCORE","Average score","0","Units",,,472,,
+"POL","Poland","ES_STCS","Student skills","L","Value","LW","Low","AVSCORE","Average score","0","Units",,,466,,
+"PRT","Portugal","ES_STCS","Student skills","L","Value","LW","Low","AVSCORE","Average score","0","Units",,,456,,
+"SVK","Slovak Republic","ES_STCS","Student skills","L","Value","LW","Low","AVSCORE","Average score","0","Units",,,414,,
+"ESP","Spain","ES_STCS","Student skills","L","Value","LW","Low","AVSCORE","Average score","0","Units",,,453,,
+"SWE","Sweden","ES_STCS","Student skills","L","Value","LW","Low","AVSCORE","Average score","0","Units",,,454,,
+"CHE","Switzerland","ES_STCS","Student skills","L","Value","LW","Low","AVSCORE","Average score","0","Units",,,460,,
+"TUR","Turkey","ES_STCS","Student skills","L","Value","LW","Low","AVSCORE","Average score","0","Units",,,400,,
+"GBR","United Kingdom","ES_STCS","Student skills","L","Value","LW","Low","AVSCORE","Average score","0","Units",,,466,,
+"USA","United States","ES_STCS","Student skills","L","Value","LW","Low","AVSCORE","Average score","0","Units",,,450,,
+"BRA","Brazil","ES_STCS","Student skills","L","Value","LW","Low","AVSCORE","Average score","0","Units",,,361,,
+"CHL","Chile","ES_STCS","Student skills","L","Value","LW","Low","AVSCORE","Average score","0","Units",,,399,,
+"EST","Estonia","ES_STCS","Student skills","L","Value","LW","Low","AVSCORE","Average score","0","Units",,,494,,
+"ISR","Israel","ES_STCS","Student skills","L","Value","LW","Low","AVSCORE","Average score","0","Units",,,421,,
+"LVA","Latvia","ES_STCS","Student skills","L","Value","LW","Low","AVSCORE","Average score","0","Units",,,456,,
+"RUS","Russia","ES_STCS","Student skills","L","Value","LW","Low","AVSCORE","Average score","0","Units",,,464,,
+"SVN","Slovenia","ES_STCS","Student skills","L","Value","LW","Low","AVSCORE","Average score","0","Units",,,472,,
+"OECD","OECD - Total","ES_STCS","Student skills","L","Value","LW","Low","AVSCORE","Average score","0","Units",,,455,,
+"AUS","Australia","ES_EDUEX","Years in education","L","Value","TOT","Total","YR","Years","0","Units",,,21,,
+"AUT","Austria","ES_EDUEX","Years in education","L","Value","TOT","Total","YR","Years","0","Units",,,17,,
+"BEL","Belgium","ES_EDUEX","Years in education","L","Value","TOT","Total","YR","Years","0","Units",,,19.3,,
+"CAN","Canada","ES_EDUEX","Years in education","L","Value","TOT","Total","YR","Years","0","Units",,,17.3,,
+"CZE","Czech Republic","ES_EDUEX","Years in education","L","Value","TOT","Total","YR","Years","0","Units",,,17.9,,
+"DNK","Denmark","ES_EDUEX","Years in education","L","Value","TOT","Total","YR","Years","0","Units",,,19.5,,
+"FIN","Finland","ES_EDUEX","Years in education","L","Value","TOT","Total","YR","Years","0","Units",,,19.8,,
+"FRA","France","ES_EDUEX","Years in education","L","Value","TOT","Total","YR","Years","0","Units",,,16.5,,
+"DEU","Germany","ES_EDUEX","Years in education","L","Value","TOT","Total","YR","Years","0","Units",,,18.1,,
+"GRC","Greece","ES_EDUEX","Years in education","L","Value","TOT","Total","YR","Years","0","Units",,,19,,
+"HUN","Hungary","ES_EDUEX","Years in education","L","Value","TOT","Total","YR","Years","0","Units",,,16.4,,
+"ISL","Iceland","ES_EDUEX","Years in education","L","Value","TOT","Total","YR","Years","0","Units",,,19,,
+"IRL","Ireland","ES_EDUEX","Years in education","L","Value","TOT","Total","YR","Years","0","Units",,,18.1,,
+"ITA","Italy","ES_EDUEX","Years in education","L","Value","TOT","Total","YR","Years","0","Units",,,16.6,,
+"JPN","Japan","ES_EDUEX","Years in education","L","Value","TOT","Total","YR","Years","0","Units",,,16.4,,
+"KOR","Korea","ES_EDUEX","Years in education","L","Value","TOT","Total","YR","Years","0","Units",,,17.3,,
+"LUX","Luxembourg","ES_EDUEX","Years in education","L","Value","TOT","Total","YR","Years","0","Units",,,15.1,,
+"MEX","Mexico","ES_EDUEX","Years in education","L","Value","TOT","Total","YR","Years","0","Units",,,15.2,,
+"NLD","Netherlands","ES_EDUEX","Years in education","L","Value","TOT","Total","YR","Years","0","Units",,,18.7,,
+"NZL","New Zealand","ES_EDUEX","Years in education","L","Value","TOT","Total","YR","Years","0","Units",,,17.7,,
+"NOR","Norway","ES_EDUEX","Years in education","L","Value","TOT","Total","YR","Years","0","Units",,,18.3,,
+"POL","Poland","ES_EDUEX","Years in education","L","Value","TOT","Total","YR","Years","0","Units",,,17.6,,
+"PRT","Portugal","ES_EDUEX","Years in education","L","Value","TOT","Total","YR","Years","0","Units",,,16.9,,
+"SVK","Slovak Republic","ES_EDUEX","Years in education","L","Value","TOT","Total","YR","Years","0","Units",,,15.8,,
+"ESP","Spain","ES_EDUEX","Years in education","L","Value","TOT","Total","YR","Years","0","Units",,,17.9,,
+"SWE","Sweden","ES_EDUEX","Years in education","L","Value","TOT","Total","YR","Years","0","Units",,,19.3,,
+"CHE","Switzerland","ES_EDUEX","Years in education","L","Value","TOT","Total","YR","Years","0","Units",,,17.5,,
+"TUR","Turkey","ES_EDUEX","Years in education","L","Value","TOT","Total","YR","Years","0","Units",,,18.3,,
+"GBR","United Kingdom","ES_EDUEX","Years in education","L","Value","TOT","Total","YR","Years","0","Units",,,17.5,,
+"USA","United States","ES_EDUEX","Years in education","L","Value","TOT","Total","YR","Years","0","Units",,,17.2,,
+"BRA","Brazil","ES_EDUEX","Years in education","L","Value","TOT","Total","YR","Years","0","Units",,,16.2,,
+"CHL","Chile","ES_EDUEX","Years in education","L","Value","TOT","Total","YR","Years","0","Units",,,17.5,,
+"EST","Estonia","ES_EDUEX","Years in education","L","Value","TOT","Total","YR","Years","0","Units",,,17.7,,
+"ISR","Israel","ES_EDUEX","Years in education","L","Value","TOT","Total","YR","Years","0","Units",,,15.6,,
+"LVA","Latvia","ES_EDUEX","Years in education","L","Value","TOT","Total","YR","Years","0","Units",,,18,,
+"RUS","Russia","ES_EDUEX","Years in education","L","Value","TOT","Total","YR","Years","0","Units",,,16.2,,
+"SVN","Slovenia","ES_EDUEX","Years in education","L","Value","TOT","Total","YR","Years","0","Units",,,18.3,,
+"OECD","OECD - Total","ES_EDUEX","Years in education","L","Value","TOT","Total","YR","Years","0","Units",,,17.2,,
+"AUS","Australia","ES_EDUEX","Years in education","L","Value","MN","Men","YR","Years","0","Units",,,20.8,,
+"AUT","Austria","ES_EDUEX","Years in education","L","Value","MN","Men","YR","Years","0","Units",,,16.7,,
+"BEL","Belgium","ES_EDUEX","Years in education","L","Value","MN","Men","YR","Years","0","Units",,,18.6,,
+"CAN","Canada","ES_EDUEX","Years in education","L","Value","MN","Men","YR","Years","0","Units",,,16.9,,
+"CZE","Czech Republic","ES_EDUEX","Years in education","L","Value","MN","Men","YR","Years","0","Units",,,17.3,,
+"DNK","Denmark","ES_EDUEX","Years in education","L","Value","MN","Men","YR","Years","0","Units",,,19.1,,
+"FIN","Finland","ES_EDUEX","Years in education","L","Value","MN","Men","YR","Years","0","Units",,,19.4,,
+"FRA","France","ES_EDUEX","Years in education","L","Value","MN","Men","YR","Years","0","Units",,,16.2,,
+"DEU","Germany","ES_EDUEX","Years in education","L","Value","MN","Men","YR","Years","0","Units",,,18.1,,
+"GRC","Greece","ES_EDUEX","Years in education","L","Value","MN","Men","YR","Years","0","Units",,,19.2,,
+"HUN","Hungary","ES_EDUEX","Years in education","L","Value","MN","Men","YR","Years","0","Units",,,16.3,,
+"ISL","Iceland","ES_EDUEX","Years in education","L","Value","MN","Men","YR","Years","0","Units",,,18.3,,
+"IRL","Ireland","ES_EDUEX","Years in education","L","Value","MN","Men","YR","Years","0","Units",,,18.1,,
+"ITA","Italy","ES_EDUEX","Years in education","L","Value","MN","Men","YR","Years","0","Units",,,16.2,,
+"JPN","Japan","ES_EDUEX","Years in education","L","Value","MN","Men","YR","Years","0","Units",,,16.4,,
+"KOR","Korea","ES_EDUEX","Years in education","L","Value","MN","Men","YR","Years","0","Units",,,17.8,,
+"LUX","Luxembourg","ES_EDUEX","Years in education","L","Value","MN","Men","YR","Years","0","Units",,,15,,
+"MEX","Mexico","ES_EDUEX","Years in education","L","Value","MN","Men","YR","Years","0","Units",,,15,,
+"NLD","Netherlands","ES_EDUEX","Years in education","L","Value","MN","Men","YR","Years","0","Units",,,18.6,,
+"NZL","New Zealand","ES_EDUEX","Years in education","L","Value","MN","Men","YR","Years","0","Units",,,17.2,,
+"NOR","Norway","ES_EDUEX","Years in education","L","Value","MN","Men","YR","Years","0","Units",,,17.9,,
+"POL","Poland","ES_EDUEX","Years in education","L","Value","MN","Men","YR","Years","0","Units",,,17,,
+"PRT","Portugal","ES_EDUEX","Years in education","L","Value","MN","Men","YR","Years","0","Units",,,16.9,,
+"SVK","Slovak Republic","ES_EDUEX","Years in education","L","Value","MN","Men","YR","Years","0","Units",,,15.3,,
+"ESP","Spain","ES_EDUEX","Years in education","L","Value","MN","Men","YR","Years","0","Units",,,17.6,,
+"SWE","Sweden","ES_EDUEX","Years in education","L","Value","MN","Men","YR","Years","0","Units",,,18.5,,
+"CHE","Switzerland","ES_EDUEX","Years in education","L","Value","MN","Men","YR","Years","0","Units",,,17.6,,
+"TUR","Turkey","ES_EDUEX","Years in education","L","Value","MN","Men","YR","Years","0","Units",,,18.6,,
+"GBR","United Kingdom","ES_EDUEX","Years in education","L","Value","MN","Men","YR","Years","0","Units",,,17,,
+"USA","United States","ES_EDUEX","Years in education","L","Value","MN","Men","YR","Years","0","Units",,,16.7,,
+"BRA","Brazil","ES_EDUEX","Years in education","L","Value","MN","Men","YR","Years","0","Units",,,15.8,,
+"CHL","Chile","ES_EDUEX","Years in education","L","Value","MN","Men","YR","Years","0","Units",,,17.3,,
+"EST","Estonia","ES_EDUEX","Years in education","L","Value","MN","Men","YR","Years","0","Units",,,17.1,,
+"ISR","Israel","ES_EDUEX","Years in education","L","Value","MN","Men","YR","Years","0","Units",,,15.2,,
+"LVA","Latvia","ES_EDUEX","Years in education","L","Value","MN","Men","YR","Years","0","Units",,,17.4,,
+"RUS","Russia","ES_EDUEX","Years in education","L","Value","MN","Men","YR","Years","0","Units",,,16,,
+"SVN","Slovenia","ES_EDUEX","Years in education","L","Value","MN","Men","YR","Years","0","Units",,,17.7,,
+"OECD","OECD - Total","ES_EDUEX","Years in education","L","Value","MN","Men","YR","Years","0","Units",,,17,,
+"AUS","Australia","ES_EDUEX","Years in education","L","Value","WMN","Women","YR","Years","0","Units",,,21.1,,
+"AUT","Austria","ES_EDUEX","Years in education","L","Value","WMN","Women","YR","Years","0","Units",,,17.3,,
+"BEL","Belgium","ES_EDUEX","Years in education","L","Value","WMN","Women","YR","Years","0","Units",,,20,,
+"CAN","Canada","ES_EDUEX","Years in education","L","Value","WMN","Women","YR","Years","0","Units",,,17.8,,
+"CZE","Czech Republic","ES_EDUEX","Years in education","L","Value","WMN","Women","YR","Years","0","Units",,,18.5,,
+"DNK","Denmark","ES_EDUEX","Years in education","L","Value","WMN","Women","YR","Years","0","Units",,,19.9,,
+"FIN","Finland","ES_EDUEX","Years in education","L","Value","WMN","Women","YR","Years","0","Units",,,20.3,,
+"FRA","France","ES_EDUEX","Years in education","L","Value","WMN","Women","YR","Years","0","Units",,,16.8,,
+"DEU","Germany","ES_EDUEX","Years in education","L","Value","WMN","Women","YR","Years","0","Units",,,18.1,,
+"GRC","Greece","ES_EDUEX","Years in education","L","Value","WMN","Women","YR","Years","0","Units",,,18.8,,
+"HUN","Hungary","ES_EDUEX","Years in education","L","Value","WMN","Women","YR","Years","0","Units",,,16.6,,
+"ISL","Iceland","ES_EDUEX","Years in education","L","Value","WMN","Women","YR","Years","0","Units",,,19.8,,
+"IRL","Ireland","ES_EDUEX","Years in education","L","Value","WMN","Women","YR","Years","0","Units",,,18.1,,
+"ITA","Italy","ES_EDUEX","Years in education","L","Value","WMN","Women","YR","Years","0","Units",,,17,,
+"JPN","Japan","ES_EDUEX","Years in education","L","Value","WMN","Women","YR","Years","0","Units",,,16.3,,
+"KOR","Korea","ES_EDUEX","Years in education","L","Value","WMN","Women","YR","Years","0","Units",,,16.7,,
+"LUX","Luxembourg","ES_EDUEX","Years in education","L","Value","WMN","Women","YR","Years","0","Units",,,15.2,,
+"MEX","Mexico","ES_EDUEX","Years in education","L","Value","WMN","Women","YR","Years","0","Units",,,15.3,,
+"NLD","Netherlands","ES_EDUEX","Years in education","L","Value","WMN","Women","YR","Years","0","Units",,,18.7,,
+"NZL","New Zealand","ES_EDUEX","Years in education","L","Value","WMN","Women","YR","Years","0","Units",,,18.2,,
+"NOR","Norway","ES_EDUEX","Years in education","L","Value","WMN","Women","YR","Years","0","Units",,,18.8,,
+"POL","Poland","ES_EDUEX","Years in education","L","Value","WMN","Women","YR","Years","0","Units",,,18.4,,
+"PRT","Portugal","ES_EDUEX","Years in education","L","Value","WMN","Women","YR","Years","0","Units",,,17,,
+"SVK","Slovak Republic","ES_EDUEX","Years in education","L","Value","WMN","Women","YR","Years","0","Units",,,16.2,,
+"ESP","Spain","ES_EDUEX","Years in education","L","Value","WMN","Women","YR","Years","0","Units",,,18.2,,
+"SWE","Sweden","ES_EDUEX","Years in education","L","Value","WMN","Women","YR","Years","0","Units",,,20.1,,
+"CHE","Switzerland","ES_EDUEX","Years in education","L","Value","WMN","Women","YR","Years","0","Units",,,17.4,,
+"TUR","Turkey","ES_EDUEX","Years in education","L","Value","WMN","Women","YR","Years","0","Units",,,18,,
+"GBR","United Kingdom","ES_EDUEX","Years in education","L","Value","WMN","Women","YR","Years","0","Units",,,18,,
+"USA","United States","ES_EDUEX","Years in education","L","Value","WMN","Women","YR","Years","0","Units",,,17.7,,
+"BRA","Brazil","ES_EDUEX","Years in education","L","Value","WMN","Women","YR","Years","0","Units",,,16.5,,
+"CHL","Chile","ES_EDUEX","Years in education","L","Value","WMN","Women","YR","Years","0","Units",,,17.7,,
+"EST","Estonia","ES_EDUEX","Years in education","L","Value","WMN","Women","YR","Years","0","Units",,,18.3,,
+"ISR","Israel","ES_EDUEX","Years in education","L","Value","WMN","Women","YR","Years","0","Units",,,16.1,,
+"LVA","Latvia","ES_EDUEX","Years in education","L","Value","WMN","Women","YR","Years","0","Units",,,18.7,,
+"RUS","Russia","ES_EDUEX","Years in education","L","Value","WMN","Women","YR","Years","0","Units",,,16.4,,
+"SVN","Slovenia","ES_EDUEX","Years in education","L","Value","WMN","Women","YR","Years","0","Units",,,19.1,,
+"OECD","OECD - Total","ES_EDUEX","Years in education","L","Value","WMN","Women","YR","Years","0","Units",,,17.4,,
+"AUS","Australia","EQ_AIRP","Air pollution","L","Value","TOT","Total","MICRO_M3","Micrograms per cubic metre","0","Units",,,5,,
+"AUT","Austria","EQ_AIRP","Air pollution","L","Value","TOT","Total","MICRO_M3","Micrograms per cubic metre","0","Units",,,16,,
+"BEL","Belgium","EQ_AIRP","Air pollution","L","Value","TOT","Total","MICRO_M3","Micrograms per cubic metre","0","Units",,,15,,
+"CAN","Canada","EQ_AIRP","Air pollution","L","Value","TOT","Total","MICRO_M3","Micrograms per cubic metre","0","Units",,,7,,
+"CZE","Czech Republic","EQ_AIRP","Air pollution","L","Value","TOT","Total","MICRO_M3","Micrograms per cubic metre","0","Units",,,20,,
+"DNK","Denmark","EQ_AIRP","Air pollution","L","Value","TOT","Total","MICRO_M3","Micrograms per cubic metre","0","Units",,,9,,
+"FIN","Finland","EQ_AIRP","Air pollution","L","Value","TOT","Total","MICRO_M3","Micrograms per cubic metre","0","Units",,,6,,
+"FRA","France","EQ_AIRP","Air pollution","L","Value","TOT","Total","MICRO_M3","Micrograms per cubic metre","0","Units",,,13,,
+"DEU","Germany","EQ_AIRP","Air pollution","L","Value","TOT","Total","MICRO_M3","Micrograms per cubic metre","0","Units",,,14,,
+"GRC","Greece","EQ_AIRP","Air pollution","L","Value","TOT","Total","MICRO_M3","Micrograms per cubic metre","0","Units",,,18,,
+"HUN","Hungary","EQ_AIRP","Air pollution","L","Value","TOT","Total","MICRO_M3","Micrograms per cubic metre","0","Units",,,19,,
+"ISL","Iceland","EQ_AIRP","Air pollution","L","Value","TOT","Total","MICRO_M3","Micrograms per cubic metre","0","Units",,,3,,
+"IRL","Ireland","EQ_AIRP","Air pollution","L","Value","TOT","Total","MICRO_M3","Micrograms per cubic metre","0","Units",,,7,,
+"ITA","Italy","EQ_AIRP","Air pollution","L","Value","TOT","Total","MICRO_M3","Micrograms per cubic metre","0","Units",,,18,,
+"JPN","Japan","EQ_AIRP","Air pollution","L","Value","TOT","Total","MICRO_M3","Micrograms per cubic metre","0","Units",,,14,,
+"KOR","Korea","EQ_AIRP","Air pollution","L","Value","TOT","Total","MICRO_M3","Micrograms per cubic metre","0","Units",,,28,,
+"LUX","Luxembourg","EQ_AIRP","Air pollution","L","Value","TOT","Total","MICRO_M3","Micrograms per cubic metre","0","Units",,,12,,
+"MEX","Mexico","EQ_AIRP","Air pollution","L","Value","TOT","Total","MICRO_M3","Micrograms per cubic metre","0","Units",,,16,,
+"NLD","Netherlands","EQ_AIRP","Air pollution","L","Value","TOT","Total","MICRO_M3","Micrograms per cubic metre","0","Units",,,14,,
+"NZL","New Zealand","EQ_AIRP","Air pollution","L","Value","TOT","Total","MICRO_M3","Micrograms per cubic metre","0","Units",,,5,,
+"NOR","Norway","EQ_AIRP","Air pollution","L","Value","TOT","Total","MICRO_M3","Micrograms per cubic metre","0","Units",,,5,,
+"POL","Poland","EQ_AIRP","Air pollution","L","Value","TOT","Total","MICRO_M3","Micrograms per cubic metre","0","Units",,,22,,
+"PRT","Portugal","EQ_AIRP","Air pollution","L","Value","TOT","Total","MICRO_M3","Micrograms per cubic metre","0","Units",,,10,,
+"SVK","Slovak Republic","EQ_AIRP","Air pollution","L","Value","TOT","Total","MICRO_M3","Micrograms per cubic metre","0","Units",,,21,,
+"ESP","Spain","EQ_AIRP","Air pollution","L","Value","TOT","Total","MICRO_M3","Micrograms per cubic metre","0","Units",,,11,,
+"SWE","Sweden","EQ_AIRP","Air pollution","L","Value","TOT","Total","MICRO_M3","Micrograms per cubic metre","0","Units",,,6,,
+"CHE","Switzerland","EQ_AIRP","Air pollution","L","Value","TOT","Total","MICRO_M3","Micrograms per cubic metre","0","Units",,,15,,
+"TUR","Turkey","EQ_AIRP","Air pollution","L","Value","TOT","Total","MICRO_M3","Micrograms per cubic metre","0","Units",,,20,,
+"GBR","United Kingdom","EQ_AIRP","Air pollution","L","Value","TOT","Total","MICRO_M3","Micrograms per cubic metre","0","Units",,,11,,
+"USA","United States","EQ_AIRP","Air pollution","L","Value","TOT","Total","MICRO_M3","Micrograms per cubic metre","0","Units",,,10,,
+"BRA","Brazil","EQ_AIRP","Air pollution","L","Value","TOT","Total","MICRO_M3","Micrograms per cubic metre","0","Units",,,10,,
+"CHL","Chile","EQ_AIRP","Air pollution","L","Value","TOT","Total","MICRO_M3","Micrograms per cubic metre","0","Units",,,16,,
+"EST","Estonia","EQ_AIRP","Air pollution","L","Value","TOT","Total","MICRO_M3","Micrograms per cubic metre","0","Units",,,8,,
+"ISR","Israel","EQ_AIRP","Air pollution","L","Value","TOT","Total","MICRO_M3","Micrograms per cubic metre","0","Units",,,21,,
+"LVA","Latvia","EQ_AIRP","Air pollution","L","Value","TOT","Total","MICRO_M3","Micrograms per cubic metre","0","Units",,,11,,
+"RUS","Russia","EQ_AIRP","Air pollution","L","Value","TOT","Total","MICRO_M3","Micrograms per cubic metre","0","Units",,,15,,
+"SVN","Slovenia","EQ_AIRP","Air pollution","L","Value","TOT","Total","MICRO_M3","Micrograms per cubic metre","0","Units",,,16,,
+"ZAF","South Africa","EQ_AIRP","Air pollution","L","Value","TOT","Total","MICRO_M3","Micrograms per cubic metre","0","Units",,,22,,
+"OECD","OECD - Total","EQ_AIRP","Air pollution","L","Value","TOT","Total","MICRO_M3","Micrograms per cubic metre","0","Units",,,14,,
+"AUS","Australia","EQ_WATER","Water quality","L","Value","TOT","Total","PC","Percentage","0","Units",,,93,,
+"AUT","Austria","EQ_WATER","Water quality","L","Value","TOT","Total","PC","Percentage","0","Units",,,92,,
+"BEL","Belgium","EQ_WATER","Water quality","L","Value","TOT","Total","PC","Percentage","0","Units",,,84,,
+"CAN","Canada","EQ_WATER","Water quality","L","Value","TOT","Total","PC","Percentage","0","Units",,,91,,
+"CZE","Czech Republic","EQ_WATER","Water quality","L","Value","TOT","Total","PC","Percentage","0","Units",,,87,,
+"DNK","Denmark","EQ_WATER","Water quality","L","Value","TOT","Total","PC","Percentage","0","Units",,,95,,
+"FIN","Finland","EQ_WATER","Water quality","L","Value","TOT","Total","PC","Percentage","0","Units",,,95,,
+"FRA","France","EQ_WATER","Water quality","L","Value","TOT","Total","PC","Percentage","0","Units",,,81,,
+"DEU","Germany","EQ_WATER","Water quality","L","Value","TOT","Total","PC","Percentage","0","Units",,,91,,
+"GRC","Greece","EQ_WATER","Water quality","L","Value","TOT","Total","PC","Percentage","0","Units",,,69,,
+"HUN","Hungary","EQ_WATER","Water quality","L","Value","TOT","Total","PC","Percentage","0","Units",,,77,,
+"ISL","Iceland","EQ_WATER","Water quality","L","Value","TOT","Total","PC","Percentage","0","Units",,,99,,
+"IRL","Ireland","EQ_WATER","Water quality","L","Value","TOT","Total","PC","Percentage","0","Units",,,85,,
+"ITA","Italy","EQ_WATER","Water quality","L","Value","TOT","Total","PC","Percentage","0","Units",,,71,,
+"JPN","Japan","EQ_WATER","Water quality","L","Value","TOT","Total","PC","Percentage","0","Units",,,87,,
+"KOR","Korea","EQ_WATER","Water quality","L","Value","TOT","Total","PC","Percentage","0","Units",,,76,,
+"LUX","Luxembourg","EQ_WATER","Water quality","L","Value","TOT","Total","PC","Percentage","0","Units",,,84,,
+"MEX","Mexico","EQ_WATER","Water quality","L","Value","TOT","Total","PC","Percentage","0","Units",,,68,,
+"NLD","Netherlands","EQ_WATER","Water quality","L","Value","TOT","Total","PC","Percentage","0","Units",,,93,,
+"NZL","New Zealand","EQ_WATER","Water quality","L","Value","TOT","Total","PC","Percentage","0","Units",,,89,,
+"NOR","Norway","EQ_WATER","Water quality","L","Value","TOT","Total","PC","Percentage","0","Units",,,98,,
+"POL","Poland","EQ_WATER","Water quality","L","Value","TOT","Total","PC","Percentage","0","Units",,,82,,
+"PRT","Portugal","EQ_WATER","Water quality","L","Value","TOT","Total","PC","Percentage","0","Units",,,86,,
+"SVK","Slovak Republic","EQ_WATER","Water quality","L","Value","TOT","Total","PC","Percentage","0","Units",,,85,,
+"ESP","Spain","EQ_WATER","Water quality","L","Value","TOT","Total","PC","Percentage","0","Units",,,72,,
+"SWE","Sweden","EQ_WATER","Water quality","L","Value","TOT","Total","PC","Percentage","0","Units",,,96,,
+"CHE","Switzerland","EQ_WATER","Water quality","L","Value","TOT","Total","PC","Percentage","0","Units",,,95,,
+"TUR","Turkey","EQ_WATER","Water quality","L","Value","TOT","Total","PC","Percentage","0","Units",,,65,,
+"GBR","United Kingdom","EQ_WATER","Water quality","L","Value","TOT","Total","PC","Percentage","0","Units",,,84,,
+"USA","United States","EQ_WATER","Water quality","L","Value","TOT","Total","PC","Percentage","0","Units",,,83,,
+"BRA","Brazil","EQ_WATER","Water quality","L","Value","TOT","Total","PC","Percentage","0","Units",,,73,,
+"CHL","Chile","EQ_WATER","Water quality","L","Value","TOT","Total","PC","Percentage","0","Units",,,71,,
+"EST","Estonia","EQ_WATER","Water quality","L","Value","TOT","Total","PC","Percentage","0","Units",,,84,,
+"ISR","Israel","EQ_WATER","Water quality","L","Value","TOT","Total","PC","Percentage","0","Units",,,67,,
+"LVA","Latvia","EQ_WATER","Water quality","L","Value","TOT","Total","PC","Percentage","0","Units",,,79,,
+"RUS","Russia","EQ_WATER","Water quality","L","Value","TOT","Total","PC","Percentage","0","Units",,,55,,
+"SVN","Slovenia","EQ_WATER","Water quality","L","Value","TOT","Total","PC","Percentage","0","Units",,,90,,
+"ZAF","South Africa","EQ_WATER","Water quality","L","Value","TOT","Total","PC","Percentage","0","Units",,,67,,
+"OECD","OECD - Total","EQ_WATER","Water quality","L","Value","TOT","Total","PC","Percentage","0","Units",,,81,,
+"AUS","Australia","EQ_WATER","Water quality","L","Value","MN","Men","PC","Percentage","0","Units",,,93,,
+"AUT","Austria","EQ_WATER","Water quality","L","Value","MN","Men","PC","Percentage","0","Units",,,93,,
+"BEL","Belgium","EQ_WATER","Water quality","L","Value","MN","Men","PC","Percentage","0","Units",,,86,,
+"CAN","Canada","EQ_WATER","Water quality","L","Value","MN","Men","PC","Percentage","0","Units",,,92,,
+"CZE","Czech Republic","EQ_WATER","Water quality","L","Value","MN","Men","PC","Percentage","0","Units",,,87,,
+"DNK","Denmark","EQ_WATER","Water quality","L","Value","MN","Men","PC","Percentage","0","Units",,,96,,
+"FIN","Finland","EQ_WATER","Water quality","L","Value","MN","Men","PC","Percentage","0","Units",,,96,,
+"FRA","France","EQ_WATER","Water quality","L","Value","MN","Men","PC","Percentage","0","Units",,,80,,
+"DEU","Germany","EQ_WATER","Water quality","L","Value","MN","Men","PC","Percentage","0","Units",,,91,,
+"GRC","Greece","EQ_WATER","Water quality","L","Value","MN","Men","PC","Percentage","0","Units",,,71,,
+"HUN","Hungary","EQ_WATER","Water quality","L","Value","MN","Men","PC","Percentage","0","Units",,,77,,
+"ISL","Iceland","EQ_WATER","Water quality","L","Value","MN","Men","PC","Percentage","0","Units",,,99,,
+"IRL","Ireland","EQ_WATER","Water quality","L","Value","MN","Men","PC","Percentage","0","Units",,,85,,
+"ITA","Italy","EQ_WATER","Water quality","L","Value","MN","Men","PC","Percentage","0","Units",,,73,,
+"JPN","Japan","EQ_WATER","Water quality","L","Value","MN","Men","PC","Percentage","0","Units",,,88,,
+"KOR","Korea","EQ_WATER","Water quality","L","Value","MN","Men","PC","Percentage","0","Units",,,76,,
+"LUX","Luxembourg","EQ_WATER","Water quality","L","Value","MN","Men","PC","Percentage","0","Units",,,85,,
+"MEX","Mexico","EQ_WATER","Water quality","L","Value","MN","Men","PC","Percentage","0","Units",,,67,,
+"NLD","Netherlands","EQ_WATER","Water quality","L","Value","MN","Men","PC","Percentage","0","Units",,,94,,
+"NZL","New Zealand","EQ_WATER","Water quality","L","Value","MN","Men","PC","Percentage","0","Units",,,91,,
+"NOR","Norway","EQ_WATER","Water quality","L","Value","MN","Men","PC","Percentage","0","Units",,,98,,
+"POL","Poland","EQ_WATER","Water quality","L","Value","MN","Men","PC","Percentage","0","Units",,,83,,
+"PRT","Portugal","EQ_WATER","Water quality","L","Value","MN","Men","PC","Percentage","0","Units",,,87,,
+"SVK","Slovak Republic","EQ_WATER","Water quality","L","Value","MN","Men","PC","Percentage","0","Units",,,84,,
+"ESP","Spain","EQ_WATER","Water quality","L","Value","MN","Men","PC","Percentage","0","Units",,,71,,
+"SWE","Sweden","EQ_WATER","Water quality","L","Value","MN","Men","PC","Percentage","0","Units",,,96,,
+"CHE","Switzerland","EQ_WATER","Water quality","L","Value","MN","Men","PC","Percentage","0","Units",,,95,,
+"TUR","Turkey","EQ_WATER","Water quality","L","Value","MN","Men","PC","Percentage","0","Units",,,65,,
+"GBR","United Kingdom","EQ_WATER","Water quality","L","Value","MN","Men","PC","Percentage","0","Units",,,82,,
+"USA","United States","EQ_WATER","Water quality","L","Value","MN","Men","PC","Percentage","0","Units",,,82,,
+"BRA","Brazil","EQ_WATER","Water quality","L","Value","MN","Men","PC","Percentage","0","Units",,,77,,
+"CHL","Chile","EQ_WATER","Water quality","L","Value","MN","Men","PC","Percentage","0","Units",,,72,,
+"EST","Estonia","EQ_WATER","Water quality","L","Value","MN","Men","PC","Percentage","0","Units",,,85,,
+"ISR","Israel","EQ_WATER","Water quality","L","Value","MN","Men","PC","Percentage","0","Units",,,68,,
+"LVA","Latvia","EQ_WATER","Water quality","L","Value","MN","Men","PC","Percentage","0","Units",,,79,,
+"RUS","Russia","EQ_WATER","Water quality","L","Value","MN","Men","PC","Percentage","0","Units",,,58,,
+"SVN","Slovenia","EQ_WATER","Water quality","L","Value","MN","Men","PC","Percentage","0","Units",,,90,,
+"ZAF","South Africa","EQ_WATER","Water quality","L","Value","MN","Men","PC","Percentage","0","Units",,,70,,
+"OECD","OECD - Total","EQ_WATER","Water quality","L","Value","MN","Men","PC","Percentage","0","Units",,,81,,
+"AUS","Australia","EQ_WATER","Water quality","L","Value","WMN","Women","PC","Percentage","0","Units",,,92,,
+"AUT","Austria","EQ_WATER","Water quality","L","Value","WMN","Women","PC","Percentage","0","Units",,,91,,
+"BEL","Belgium","EQ_WATER","Water quality","L","Value","WMN","Women","PC","Percentage","0","Units",,,81,,
+"CAN","Canada","EQ_WATER","Water quality","L","Value","WMN","Women","PC","Percentage","0","Units",,,90,,
+"CZE","Czech Republic","EQ_WATER","Water quality","L","Value","WMN","Women","PC","Percentage","0","Units",,,86,,
+"DNK","Denmark","EQ_WATER","Water quality","L","Value","WMN","Women","PC","Percentage","0","Units",,,94,,
+"FIN","Finland","EQ_WATER","Water quality","L","Value","WMN","Women","PC","Percentage","0","Units",,,94,,
+"FRA","France","EQ_WATER","Water quality","L","Value","WMN","Women","PC","Percentage","0","Units",,,82,,
+"DEU","Germany","EQ_WATER","Water quality","L","Value","WMN","Women","PC","Percentage","0","Units",,,92,,
+"GRC","Greece","EQ_WATER","Water quality","L","Value","WMN","Women","PC","Percentage","0","Units",,,68,,
+"HUN","Hungary","EQ_WATER","Water quality","L","Value","WMN","Women","PC","Percentage","0","Units",,,77,,
+"ISL","Iceland","EQ_WATER","Water quality","L","Value","WMN","Women","PC","Percentage","0","Units",,,98,,
+"IRL","Ireland","EQ_WATER","Water quality","L","Value","WMN","Women","PC","Percentage","0","Units",,,85,,
+"ITA","Italy","EQ_WATER","Water quality","L","Value","WMN","Women","PC","Percentage","0","Units",,,69,,
+"JPN","Japan","EQ_WATER","Water quality","L","Value","WMN","Women","PC","Percentage","0","Units",,,86,,
+"KOR","Korea","EQ_WATER","Water quality","L","Value","WMN","Women","PC","Percentage","0","Units",,,76,,
+"LUX","Luxembourg","EQ_WATER","Water quality","L","Value","WMN","Women","PC","Percentage","0","Units",,,83,,
+"MEX","Mexico","EQ_WATER","Water quality","L","Value","WMN","Women","PC","Percentage","0","Units",,,68,,
+"NLD","Netherlands","EQ_WATER","Water quality","L","Value","WMN","Women","PC","Percentage","0","Units",,,92,,
+"NZL","New Zealand","EQ_WATER","Water quality","L","Value","WMN","Women","PC","Percentage","0","Units",,,87,,
+"NOR","Norway","EQ_WATER","Water quality","L","Value","WMN","Women","PC","Percentage","0","Units",,,97,,
+"POL","Poland","EQ_WATER","Water quality","L","Value","WMN","Women","PC","Percentage","0","Units",,,81,,
+"PRT","Portugal","EQ_WATER","Water quality","L","Value","WMN","Women","PC","Percentage","0","Units",,,86,,
+"SVK","Slovak Republic","EQ_WATER","Water quality","L","Value","WMN","Women","PC","Percentage","0","Units",,,85,,
+"ESP","Spain","EQ_WATER","Water quality","L","Value","WMN","Women","PC","Percentage","0","Units",,,74,,
+"SWE","Sweden","EQ_WATER","Water quality","L","Value","WMN","Women","PC","Percentage","0","Units",,,96,,
+"CHE","Switzerland","EQ_WATER","Water quality","L","Value","WMN","Women","PC","Percentage","0","Units",,,96,,
+"TUR","Turkey","EQ_WATER","Water quality","L","Value","WMN","Women","PC","Percentage","0","Units",,,65,,
+"GBR","United Kingdom","EQ_WATER","Water quality","L","Value","WMN","Women","PC","Percentage","0","Units",,,85,,
+"USA","United States","EQ_WATER","Water quality","L","Value","WMN","Women","PC","Percentage","0","Units",,,83,,
+"BRA","Brazil","EQ_WATER","Water quality","L","Value","WMN","Women","PC","Percentage","0","Units",,,69,,
+"CHL","Chile","EQ_WATER","Water quality","L","Value","WMN","Women","PC","Percentage","0","Units",,,70,,
+"EST","Estonia","EQ_WATER","Water quality","L","Value","WMN","Women","PC","Percentage","0","Units",,,83,,
+"ISR","Israel","EQ_WATER","Water quality","L","Value","WMN","Women","PC","Percentage","0","Units",,,66,,
+"LVA","Latvia","EQ_WATER","Water quality","L","Value","WMN","Women","PC","Percentage","0","Units",,,80,,
+"RUS","Russia","EQ_WATER","Water quality","L","Value","WMN","Women","PC","Percentage","0","Units",,,53,,
+"SVN","Slovenia","EQ_WATER","Water quality","L","Value","WMN","Women","PC","Percentage","0","Units",,,89,,
+"ZAF","South Africa","EQ_WATER","Water quality","L","Value","WMN","Women","PC","Percentage","0","Units",,,64,,
+"OECD","OECD - Total","EQ_WATER","Water quality","L","Value","WMN","Women","PC","Percentage","0","Units",,,81,,
+"AUS","Australia","CG_VOTO","Voter turnout","L","Value","TOT","Total","PC","Percentage","0","Units",,,91,,
+"AUT","Austria","CG_VOTO","Voter turnout","L","Value","TOT","Total","PC","Percentage","0","Units",,,80,,
+"BEL","Belgium","CG_VOTO","Voter turnout","L","Value","TOT","Total","PC","Percentage","0","Units",,,89,,
+"CAN","Canada","CG_VOTO","Voter turnout","L","Value","TOT","Total","PC","Percentage","0","Units",,,68,,
+"CZE","Czech Republic","CG_VOTO","Voter turnout","L","Value","TOT","Total","PC","Percentage","0","Units",,,61,,
+"DNK","Denmark","CG_VOTO","Voter turnout","L","Value","TOT","Total","PC","Percentage","0","Units",,,86,,
+"FIN","Finland","CG_VOTO","Voter turnout","L","Value","TOT","Total","PC","Percentage","0","Units",,,67,,
+"FRA","France","CG_VOTO","Voter turnout","L","Value","TOT","Total","PC","Percentage","0","Units",,,75,,
+"DEU","Germany","CG_VOTO","Voter turnout","L","Value","TOT","Total","PC","Percentage","0","Units",,,76,,
+"GRC","Greece","CG_VOTO","Voter turnout","L","Value","TOT","Total","PC","Percentage","0","Units",,,64,,
+"HUN","Hungary","CG_VOTO","Voter turnout","L","Value","TOT","Total","PC","Percentage","0","Units",,,70,,
+"ISL","Iceland","CG_VOTO","Voter turnout","L","Value","TOT","Total","PC","Percentage","0","Units",,,79,,
+"IRL","Ireland","CG_VOTO","Voter turnout","L","Value","TOT","Total","PC","Percentage","0","Units",,,65,,
+"ITA","Italy","CG_VOTO","Voter turnout","L","Value","TOT","Total","PC","Percentage","0","Units",,,73,,
+"JPN","Japan","CG_VOTO","Voter turnout","L","Value","TOT","Total","PC","Percentage","0","Units",,,53,,
+"KOR","Korea","CG_VOTO","Voter turnout","L","Value","TOT","Total","PC","Percentage","0","Units",,,77,,
+"LUX","Luxembourg","CG_VOTO","Voter turnout","L","Value","TOT","Total","PC","Percentage","0","Units",,,91,,
+"MEX","Mexico","CG_VOTO","Voter turnout","L","Value","TOT","Total","PC","Percentage","0","Units",,,63,,
+"NLD","Netherlands","CG_VOTO","Voter turnout","L","Value","TOT","Total","PC","Percentage","0","Units",,,82,,
+"NZL","New Zealand","CG_VOTO","Voter turnout","L","Value","TOT","Total","PC","Percentage","0","Units",,,80,,
+"NOR","Norway","CG_VOTO","Voter turnout","L","Value","TOT","Total","PC","Percentage","0","Units",,,78,,
+"POL","Poland","CG_VOTO","Voter turnout","L","Value","TOT","Total","PC","Percentage","0","Units",,,55,,
+"PRT","Portugal","CG_VOTO","Voter turnout","L","Value","TOT","Total","PC","Percentage","0","Units",,,56,,
+"SVK","Slovak Republic","CG_VOTO","Voter turnout","L","Value","TOT","Total","PC","Percentage","0","Units",,,60,,
+"ESP","Spain","CG_VOTO","Voter turnout","L","Value","TOT","Total","PC","Percentage","0","Units",,,70,,
+"SWE","Sweden","CG_VOTO","Voter turnout","L","Value","TOT","Total","PC","Percentage","0","Units",,,86,,
+"CHE","Switzerland","CG_VOTO","Voter turnout","L","Value","TOT","Total","PC","Percentage","0","Units",,,49,,
+"TUR","Turkey","CG_VOTO","Voter turnout","L","Value","TOT","Total","PC","Percentage","0","Units",,,86,,
+"GBR","United Kingdom","CG_VOTO","Voter turnout","L","Value","TOT","Total","PC","Percentage","0","Units",,,69,,
+"USA","United States","CG_VOTO","Voter turnout","L","Value","TOT","Total","PC","Percentage","0","Units",,,65,,
+"BRA","Brazil","CG_VOTO","Voter turnout","L","Value","TOT","Total","PC","Percentage","0","Units",,,79,,
+"CHL","Chile","CG_VOTO","Voter turnout","L","Value","TOT","Total","PC","Percentage","0","Units",,,47,,
+"EST","Estonia","CG_VOTO","Voter turnout","L","Value","TOT","Total","PC","Percentage","0","Units",,,64,,
+"ISR","Israel","CG_VOTO","Voter turnout","L","Value","TOT","Total","PC","Percentage","0","Units",,,72,,
+"LVA","Latvia","CG_VOTO","Voter turnout","L","Value","TOT","Total","PC","Percentage","0","Units",,,59,,
+"RUS","Russia","CG_VOTO","Voter turnout","L","Value","TOT","Total","PC","Percentage","0","Units",,,68,,
+"SVN","Slovenia","CG_VOTO","Voter turnout","L","Value","TOT","Total","PC","Percentage","0","Units",,,53,,
+"ZAF","South Africa","CG_VOTO","Voter turnout","L","Value","TOT","Total","PC","Percentage","0","Units",,,73,,
+"OECD","OECD - Total","CG_VOTO","Voter turnout","L","Value","TOT","Total","PC","Percentage","0","Units",,,68,,
+"AUS","Australia","HS_LEB","Life expectancy","L","Value","TOT","Total","YR","Years","0","Units",,,82.5,,
+"AUT","Austria","HS_LEB","Life expectancy","L","Value","TOT","Total","YR","Years","0","Units",,,81.7,,
+"BEL","Belgium","HS_LEB","Life expectancy","L","Value","TOT","Total","YR","Years","0","Units",,,81.5,,
+"CAN","Canada","HS_LEB","Life expectancy","L","Value","TOT","Total","YR","Years","0","Units",,,81.9,,
+"CZE","Czech Republic","HS_LEB","Life expectancy","L","Value","TOT","Total","YR","Years","0","Units",,,79.1,,
+"DNK","Denmark","HS_LEB","Life expectancy","L","Value","TOT","Total","YR","Years","0","Units",,,80.9,,
+"FIN","Finland","HS_LEB","Life expectancy","L","Value","TOT","Total","YR","Years","0","Units",,,81.5,,
+"FRA","France","HS_LEB","Life expectancy","L","Value","TOT","Total","YR","Years","0","Units",,,82.4,,
+"DEU","Germany","HS_LEB","Life expectancy","L","Value","TOT","Total","YR","Years","0","Units",,,81.1,,
+"GRC","Greece","HS_LEB","Life expectancy","L","Value","TOT","Total","YR","Years","0","Units",,,81.5,,
+"HUN","Hungary","HS_LEB","Life expectancy","L","Value","TOT","Total","YR","Years","0","Units",,,76.2,,
+"ISL","Iceland","HS_LEB","Life expectancy","L","Value","TOT","Total","YR","Years","0","Units",,,82.3,,
+"IRL","Ireland","HS_LEB","Life expectancy","L","Value","TOT","Total","YR","Years","0","Units",,,81.8,,
+"ITA","Italy","HS_LEB","Life expectancy","L","Value","TOT","Total","YR","Years","0","Units",,,83.3,,
+"JPN","Japan","HS_LEB","Life expectancy","L","Value","TOT","Total","YR","Years","0","Units",,,84.1,,
+"KOR","Korea","HS_LEB","Life expectancy","L","Value","TOT","Total","YR","Years","0","Units",,,82.4,,
+"LUX","Luxembourg","HS_LEB","Life expectancy","L","Value","TOT","Total","YR","Years","0","Units",,,82.8,,
+"MEX","Mexico","HS_LEB","Life expectancy","L","Value","TOT","Total","YR","Years","0","Units",,,75.4,,
+"NLD","Netherlands","HS_LEB","Life expectancy","L","Value","TOT","Total","YR","Years","0","Units",,,81.6,,
+"NZL","New Zealand","HS_LEB","Life expectancy","L","Value","TOT","Total","YR","Years","0","Units",,,81.7,,
+"NOR","Norway","HS_LEB","Life expectancy","L","Value","TOT","Total","YR","Years","0","Units",,,82.5,,
+"POL","Poland","HS_LEB","Life expectancy","L","Value","TOT","Total","YR","Years","0","Units",,,78,,
+"PRT","Portugal","HS_LEB","Life expectancy","L","Value","TOT","Total","YR","Years","0","Units",,,81.2,,
+"SVK","Slovak Republic","HS_LEB","Life expectancy","L","Value","TOT","Total","YR","Years","0","Units",,,77.3,,
+"ESP","Spain","HS_LEB","Life expectancy","L","Value","TOT","Total","YR","Years","0","Units",,,83.4,,
+"SWE","Sweden","HS_LEB","Life expectancy","L","Value","TOT","Total","YR","Years","0","Units",,,82.4,,
+"CHE","Switzerland","HS_LEB","Life expectancy","L","Value","TOT","Total","YR","Years","0","Units",,,83.7,,
+"TUR","Turkey","HS_LEB","Life expectancy","L","Value","TOT","Total","YR","Years","0","Units",,,78,,
+"GBR","United Kingdom","HS_LEB","Life expectancy","L","Value","TOT","Total","YR","Years","0","Units",,,81.2,,
+"USA","United States","HS_LEB","Life expectancy","L","Value","TOT","Total","YR","Years","0","Units",,,78.6,,
+"BRA","Brazil","HS_LEB","Life expectancy","L","Value","TOT","Total","YR","Years","0","Units",,,74.8,,
+"CHL","Chile","HS_LEB","Life expectancy","L","Value","TOT","Total","YR","Years","0","Units",,,79.9,,
+"EST","Estonia","HS_LEB","Life expectancy","L","Value","TOT","Total","YR","Years","0","Units",,,77.8,,
+"ISR","Israel","HS_LEB","Life expectancy","L","Value","TOT","Total","YR","Years","0","Units",,,82.5,,
+"LVA","Latvia","HS_LEB","Life expectancy","L","Value","TOT","Total","YR","Years","0","Units",,,74.7,,
+"RUS","Russia","HS_LEB","Life expectancy","L","Value","TOT","Total","YR","Years","0","Units",,,71.8,,
+"SVN","Slovenia","HS_LEB","Life expectancy","L","Value","TOT","Total","YR","Years","0","Units",,,81.3,,
+"ZAF","South Africa","HS_LEB","Life expectancy","L","Value","TOT","Total","YR","Years","0","Units",,,57.5,,
+"OECD","OECD - Total","HS_LEB","Life expectancy","L","Value","TOT","Total","YR","Years","0","Units",,,80.2,,
+"AUS","Australia","HS_LEB","Life expectancy","L","Value","MN","Men","YR","Years","0","Units",,,80.4,,
+"AUT","Austria","HS_LEB","Life expectancy","L","Value","MN","Men","YR","Years","0","Units",,,79.3,,
+"BEL","Belgium","HS_LEB","Life expectancy","L","Value","MN","Men","YR","Years","0","Units",,,79,,
+"CAN","Canada","HS_LEB","Life expectancy","L","Value","MN","Men","YR","Years","0","Units",,,79.8,,
+"CZE","Czech Republic","HS_LEB","Life expectancy","L","Value","MN","Men","YR","Years","0","Units",,,76.1,,
+"DNK","Denmark","HS_LEB","Life expectancy","L","Value","MN","Men","YR","Years","0","Units",,,79,,
+"FIN","Finland","HS_LEB","Life expectancy","L","Value","MN","Men","YR","Years","0","Units",,,78.6,,
+"FRA","France","HS_LEB","Life expectancy","L","Value","MN","Men","YR","Years","0","Units",,,79.2,,
+"DEU","Germany","HS_LEB","Life expectancy","L","Value","MN","Men","YR","Years","0","Units",,,78.6,,
+"GRC","Greece","HS_LEB","Life expectancy","L","Value","MN","Men","YR","Years","0","Units",,,78.9,,
+"HUN","Hungary","HS_LEB","Life expectancy","L","Value","MN","Men","YR","Years","0","Units",,,72.6,,
+"ISL","Iceland","HS_LEB","Life expectancy","L","Value","MN","Men","YR","Years","0","Units",,,80.4,,
+"IRL","Ireland","HS_LEB","Life expectancy","L","Value","MN","Men","YR","Years","0","Units",,,79.9,,
+"ITA","Italy","HS_LEB","Life expectancy","L","Value","MN","Men","YR","Years","0","Units",,,81,,
+"JPN","Japan","HS_LEB","Life expectancy","L","Value","MN","Men","YR","Years","0","Units",,,81,,
+"KOR","Korea","HS_LEB","Life expectancy","L","Value","MN","Men","YR","Years","0","Units",,,79.3,,
+"LUX","Luxembourg","HS_LEB","Life expectancy","L","Value","MN","Men","YR","Years","0","Units",,,80.1,,
+"MEX","Mexico","HS_LEB","Life expectancy","L","Value","MN","Men","YR","Years","0","Units",,,72.9,,
+"NLD","Netherlands","HS_LEB","Life expectancy","L","Value","MN","Men","YR","Years","0","Units",,,80,,
+"NZL","New Zealand","HS_LEB","Life expectancy","L","Value","MN","Men","YR","Years","0","Units",,,80,,
+"NOR","Norway","HS_LEB","Life expectancy","L","Value","MN","Men","YR","Years","0","Units",,,80.7,,
+"POL","Poland","HS_LEB","Life expectancy","L","Value","MN","Men","YR","Years","0","Units",,,73.9,,
+"PRT","Portugal","HS_LEB","Life expectancy","L","Value","MN","Men","YR","Years","0","Units",,,78.1,,
+"SVK","Slovak Republic","HS_LEB","Life expectancy","L","Value","MN","Men","YR","Years","0","Units",,,73.8,,
+"ESP","Spain","HS_LEB","Life expectancy","L","Value","MN","Men","YR","Years","0","Units",,,80.5,,
+"SWE","Sweden","HS_LEB","Life expectancy","L","Value","MN","Men","YR","Years","0","Units",,,80.6,,
+"CHE","Switzerland","HS_LEB","Life expectancy","L","Value","MN","Men","YR","Years","0","Units",,,81.7,,
+"TUR","Turkey","HS_LEB","Life expectancy","L","Value","MN","Men","YR","Years","0","Units",,,75.3,,
+"GBR","United Kingdom","HS_LEB","Life expectancy","L","Value","MN","Men","YR","Years","0","Units",,,79.4,,
+"USA","United States","HS_LEB","Life expectancy","L","Value","MN","Men","YR","Years","0","Units",,,76.1,,
+"BRA","Brazil","HS_LEB","Life expectancy","L","Value","MN","Men","YR","Years","0","Units",,,71,,
+"CHL","Chile","HS_LEB","Life expectancy","L","Value","MN","Men","YR","Years","0","Units",,,77.1,,
+"EST","Estonia","HS_LEB","Life expectancy","L","Value","MN","Men","YR","Years","0","Units",,,73.3,,
+"ISR","Israel","HS_LEB","Life expectancy","L","Value","MN","Men","YR","Years","0","Units",,,80.7,,
+"LVA","Latvia","HS_LEB","Life expectancy","L","Value","MN","Men","YR","Years","0","Units",,,69.8,,
+"RUS","Russia","HS_LEB","Life expectancy","L","Value","MN","Men","YR","Years","0","Units",,,66.5,,
+"SVN","Slovenia","HS_LEB","Life expectancy","L","Value","MN","Men","YR","Years","0","Units",,,78.2,,
+"ZAF","South Africa","HS_LEB","Life expectancy","L","Value","MN","Men","YR","Years","0","Units",,,55.5,,
+"OECD","OECD - Total","HS_LEB","Life expectancy","L","Value","MN","Men","YR","Years","0","Units",,,77.6,,
+"AUS","Australia","HS_LEB","Life expectancy","L","Value","WMN","Women","YR","Years","0","Units",,,84.6,,
+"AUT","Austria","HS_LEB","Life expectancy","L","Value","WMN","Women","YR","Years","0","Units",,,84.1,,
+"BEL","Belgium","HS_LEB","Life expectancy","L","Value","WMN","Women","YR","Years","0","Units",,,84,,
+"CAN","Canada","HS_LEB","Life expectancy","L","Value","WMN","Women","YR","Years","0","Units",,,83.9,,
+"CZE","Czech Republic","HS_LEB","Life expectancy","L","Value","WMN","Women","YR","Years","0","Units",,,82.1,,
+"DNK","Denmark","HS_LEB","Life expectancy","L","Value","WMN","Women","YR","Years","0","Units",,,82.8,,
+"FIN","Finland","HS_LEB","Life expectancy","L","Value","WMN","Women","YR","Years","0","Units",,,84.4,,
+"FRA","France","HS_LEB","Life expectancy","L","Value","WMN","Women","YR","Years","0","Units",,,85.5,,
+"DEU","Germany","HS_LEB","Life expectancy","L","Value","WMN","Women","YR","Years","0","Units",,,83.5,,
+"GRC","Greece","HS_LEB","Life expectancy","L","Value","WMN","Women","YR","Years","0","Units",,,84,,
+"HUN","Hungary","HS_LEB","Life expectancy","L","Value","WMN","Women","YR","Years","0","Units",,,79.7,,
+"ISL","Iceland","HS_LEB","Life expectancy","L","Value","WMN","Women","YR","Years","0","Units",,,84.1,,
+"IRL","Ireland","HS_LEB","Life expectancy","L","Value","WMN","Women","YR","Years","0","Units",,,83.6,,
+"ITA","Italy","HS_LEB","Life expectancy","L","Value","WMN","Women","YR","Years","0","Units",,,85.6,,
+"JPN","Japan","HS_LEB","Life expectancy","L","Value","WMN","Women","YR","Years","0","Units",,,87.1,,
+"KOR","Korea","HS_LEB","Life expectancy","L","Value","WMN","Women","YR","Years","0","Units",,,85.4,,
+"LUX","Luxembourg","HS_LEB","Life expectancy","L","Value","WMN","Women","YR","Years","0","Units",,,85.4,,
+"MEX","Mexico","HS_LEB","Life expectancy","L","Value","WMN","Women","YR","Years","0","Units",,,77.9,,
+"NLD","Netherlands","HS_LEB","Life expectancy","L","Value","WMN","Women","YR","Years","0","Units",,,83.2,,
+"NZL","New Zealand","HS_LEB","Life expectancy","L","Value","WMN","Women","YR","Years","0","Units",,,83.4,,
+"NOR","Norway","HS_LEB","Life expectancy","L","Value","WMN","Women","YR","Years","0","Units",,,84.2,,
+"POL","Poland","HS_LEB","Life expectancy","L","Value","WMN","Women","YR","Years","0","Units",,,82,,
+"PRT","Portugal","HS_LEB","Life expectancy","L","Value","WMN","Women","YR","Years","0","Units",,,84.3,,
+"SVK","Slovak Republic","HS_LEB","Life expectancy","L","Value","WMN","Women","YR","Years","0","Units",,,80.7,,
+"ESP","Spain","HS_LEB","Life expectancy","L","Value","WMN","Women","YR","Years","0","Units",,,86.3,,
+"SWE","Sweden","HS_LEB","Life expectancy","L","Value","WMN","Women","YR","Years","0","Units",,,84.1,,
+"CHE","Switzerland","HS_LEB","Life expectancy","L","Value","WMN","Women","YR","Years","0","Units",,,85.6,,
+"TUR","Turkey","HS_LEB","Life expectancy","L","Value","WMN","Women","YR","Years","0","Units",,,80.7,,
+"GBR","United Kingdom","HS_LEB","Life expectancy","L","Value","WMN","Women","YR","Years","0","Units",,,83,,
+"USA","United States","HS_LEB","Life expectancy","L","Value","WMN","Women","YR","Years","0","Units",,,81.1,,
+"BRA","Brazil","HS_LEB","Life expectancy","L","Value","WMN","Women","YR","Years","0","Units",,,78.5,,
+"CHL","Chile","HS_LEB","Life expectancy","L","Value","WMN","Women","YR","Years","0","Units",,,82.7,,
+"EST","Estonia","HS_LEB","Life expectancy","L","Value","WMN","Women","YR","Years","0","Units",,,82.2,,
+"ISR","Israel","HS_LEB","Life expectancy","L","Value","WMN","Women","YR","Years","0","Units",,,84.2,,
+"LVA","Latvia","HS_LEB","Life expectancy","L","Value","WMN","Women","YR","Years","0","Units",,,79.6,,
+"RUS","Russia","HS_LEB","Life expectancy","L","Value","WMN","Women","YR","Years","0","Units",,,77.1,,
+"SVN","Slovenia","HS_LEB","Life expectancy","L","Value","WMN","Women","YR","Years","0","Units",,,84.3,,
+"ZAF","South Africa","HS_LEB","Life expectancy","L","Value","WMN","Women","YR","Years","0","Units",,,59.5,,
+"OECD","OECD - Total","HS_LEB","Life expectancy","L","Value","WMN","Women","YR","Years","0","Units",,,82.8,,
+"AUS","Australia","HS_SFRH","Self-reported health","L","Value","TOT","Total","PC","Percentage","0","Units",,,85,,
+"AUT","Austria","HS_SFRH","Self-reported health","L","Value","TOT","Total","PC","Percentage","0","Units",,,70,,
+"BEL","Belgium","HS_SFRH","Self-reported health","L","Value","TOT","Total","PC","Percentage","0","Units",,,74,,
+"CAN","Canada","HS_SFRH","Self-reported health","L","Value","TOT","Total","PC","Percentage","0","Units",,,88,,
+"CZE","Czech Republic","HS_SFRH","Self-reported health","L","Value","TOT","Total","PC","Percentage","0","Units",,,60,,
+"DNK","Denmark","HS_SFRH","Self-reported health","L","Value","TOT","Total","PC","Percentage","0","Units",,,71,,
+"FIN","Finland","HS_SFRH","Self-reported health","L","Value","TOT","Total","PC","Percentage","0","Units",,,70,,
+"FRA","France","HS_SFRH","Self-reported health","L","Value","TOT","Total","PC","Percentage","0","Units",,,66,,
+"DEU","Germany","HS_SFRH","Self-reported health","L","Value","TOT","Total","PC","Percentage","0","Units",,,65,,
+"GRC","Greece","HS_SFRH","Self-reported health","L","Value","TOT","Total","PC","Percentage","0","Units",,,74,,
+"HUN","Hungary","HS_SFRH","Self-reported health","L","Value","TOT","Total","PC","Percentage","0","Units",,,60,,
+"ISL","Iceland","HS_SFRH","Self-reported health","L","Value","TOT","Total","PC","Percentage","0","Units",,,76,,
+"IRL","Ireland","HS_SFRH","Self-reported health","L","Value","TOT","Total","PC","Percentage","0","Units",,,83,,
+"ITA","Italy","HS_SFRH","Self-reported health","L","Value","TOT","Total","PC","Percentage","0","Units",,,71,,
+"JPN","Japan","HS_SFRH","Self-reported health","L","Value","TOT","Total","PC","Percentage","0","Units",,,36,,
+"KOR","Korea","HS_SFRH","Self-reported health","L","Value","TOT","Total","PC","Percentage","0","Units",,,33,,
+"LUX","Luxembourg","HS_SFRH","Self-reported health","L","Value","TOT","Total","PC","Percentage","0","Units",,,69,,
+"MEX","Mexico","HS_SFRH","Self-reported health","L","Value","TOT","Total","PC","Percentage","0","Units",,,66,,
+"NLD","Netherlands","HS_SFRH","Self-reported health","L","Value","TOT","Total","PC","Percentage","0","Units",,,76,,
+"NZL","New Zealand","HS_SFRH","Self-reported health","L","Value","TOT","Total","PC","Percentage","0","Units",,,88,,
+"NOR","Norway","HS_SFRH","Self-reported health","L","Value","TOT","Total","PC","Percentage","0","Units",,,77,,
+"POL","Poland","HS_SFRH","Self-reported health","L","Value","TOT","Total","PC","Percentage","0","Units",,,58,,
+"PRT","Portugal","HS_SFRH","Self-reported health","L","Value","TOT","Total","PC","Percentage","0","Units",,,48,,
+"SVK","Slovak Republic","HS_SFRH","Self-reported health","L","Value","TOT","Total","PC","Percentage","0","Units",,,66,,
+"ESP","Spain","HS_SFRH","Self-reported health","L","Value","TOT","Total","PC","Percentage","0","Units",,,72,,
+"SWE","Sweden","HS_SFRH","Self-reported health","L","Value","TOT","Total","PC","Percentage","0","Units",,,75,,
+"CHE","Switzerland","HS_SFRH","Self-reported health","L","Value","TOT","Total","PC","Percentage","0","Units",,,78,,
+"TUR","Turkey","HS_SFRH","Self-reported health","L","Value","TOT","Total","PC","Percentage","0","Units",,,69,,
+"GBR","United Kingdom","HS_SFRH","Self-reported health","L","Value","TOT","Total","PC","Percentage","0","Units",,,69,,
+"USA","United States","HS_SFRH","Self-reported health","L","Value","TOT","Total","PC","Percentage","0","Units",,,88,,
+"CHL","Chile","HS_SFRH","Self-reported health","L","Value","TOT","Total","PC","Percentage","0","Units",,,57,,
+"EST","Estonia","HS_SFRH","Self-reported health","L","Value","TOT","Total","PC","Percentage","0","Units",,,53,,
+"ISR","Israel","HS_SFRH","Self-reported health","L","Value","TOT","Total","PC","Percentage","0","Units",,,84,,
+"LVA","Latvia","HS_SFRH","Self-reported health","L","Value","TOT","Total","PC","Percentage","0","Units",,,47,,
+"RUS","Russia","HS_SFRH","Self-reported health","L","Value","TOT","Total","PC","Percentage","0","Units",,,43,,
+"SVN","Slovenia","HS_SFRH","Self-reported health","L","Value","TOT","Total","PC","Percentage","0","Units",,,64,,
+"OECD","OECD - Total","HS_SFRH","Self-reported health","L","Value","TOT","Total","PC","Percentage","0","Units",,,69,,
+"AUS","Australia","HS_SFRH","Self-reported health","L","Value","MN","Men","PC","Percentage","0","Units",,,85,,
+"AUT","Austria","HS_SFRH","Self-reported health","L","Value","MN","Men","PC","Percentage","0","Units",,,72,,
+"BEL","Belgium","HS_SFRH","Self-reported health","L","Value","MN","Men","PC","Percentage","0","Units",,,77,,
+"CAN","Canada","HS_SFRH","Self-reported health","L","Value","MN","Men","PC","Percentage","0","Units",,,89,,
+"CZE","Czech Republic","HS_SFRH","Self-reported health","L","Value","MN","Men","PC","Percentage","0","Units",,,62,,
+"DNK","Denmark","HS_SFRH","Self-reported health","L","Value","MN","Men","PC","Percentage","0","Units",,,72,,
+"FIN","Finland","HS_SFRH","Self-reported health","L","Value","MN","Men","PC","Percentage","0","Units",,,72,,
+"FRA","France","HS_SFRH","Self-reported health","L","Value","MN","Men","PC","Percentage","0","Units",,,68,,
+"DEU","Germany","HS_SFRH","Self-reported health","L","Value","MN","Men","PC","Percentage","0","Units",,,67,,
+"GRC","Greece","HS_SFRH","Self-reported health","L","Value","MN","Men","PC","Percentage","0","Units",,,77,,
+"HUN","Hungary","HS_SFRH","Self-reported health","L","Value","MN","Men","PC","Percentage","0","Units",,,63,,
+"ISL","Iceland","HS_SFRH","Self-reported health","L","Value","MN","Men","PC","Percentage","0","Units",,,80,,
+"IRL","Ireland","HS_SFRH","Self-reported health","L","Value","MN","Men","PC","Percentage","0","Units",,,83,,
+"ITA","Italy","HS_SFRH","Self-reported health","L","Value","MN","Men","PC","Percentage","0","Units",,,74,,
+"JPN","Japan","HS_SFRH","Self-reported health","L","Value","MN","Men","PC","Percentage","0","Units",,,37,,
+"KOR","Korea","HS_SFRH","Self-reported health","L","Value","MN","Men","PC","Percentage","0","Units",,,36,,
+"LUX","Luxembourg","HS_SFRH","Self-reported health","L","Value","MN","Men","PC","Percentage","0","Units",,,72,,
+"MEX","Mexico","HS_SFRH","Self-reported health","L","Value","MN","Men","PC","Percentage","0","Units",,,67,,
+"NLD","Netherlands","HS_SFRH","Self-reported health","L","Value","MN","Men","PC","Percentage","0","Units",,,79,,
+"NZL","New Zealand","HS_SFRH","Self-reported health","L","Value","MN","Men","PC","Percentage","0","Units",,,88,,
+"NOR","Norway","HS_SFRH","Self-reported health","L","Value","MN","Men","PC","Percentage","0","Units",,,79,,
+"POL","Poland","HS_SFRH","Self-reported health","L","Value","MN","Men","PC","Percentage","0","Units",,,62,,
+"PRT","Portugal","HS_SFRH","Self-reported health","L","Value","MN","Men","PC","Percentage","0","Units",,,53,,
+"SVK","Slovak Republic","HS_SFRH","Self-reported health","L","Value","MN","Men","PC","Percentage","0","Units",,,70,,
+"ESP","Spain","HS_SFRH","Self-reported health","L","Value","MN","Men","PC","Percentage","0","Units",,,75,,
+"SWE","Sweden","HS_SFRH","Self-reported health","L","Value","MN","Men","PC","Percentage","0","Units",,,78,,
+"CHE","Switzerland","HS_SFRH","Self-reported health","L","Value","MN","Men","PC","Percentage","0","Units",,,80,,
+"TUR","Turkey","HS_SFRH","Self-reported health","L","Value","MN","Men","PC","Percentage","0","Units",,,74,,
+"GBR","United Kingdom","HS_SFRH","Self-reported health","L","Value","MN","Men","PC","Percentage","0","Units",,,69,,
+"USA","United States","HS_SFRH","Self-reported health","L","Value","MN","Men","PC","Percentage","0","Units",,,89,,
+"CHL","Chile","HS_SFRH","Self-reported health","L","Value","MN","Men","PC","Percentage","0","Units",,,62,,
+"EST","Estonia","HS_SFRH","Self-reported health","L","Value","MN","Men","PC","Percentage","0","Units",,,56,,
+"ISR","Israel","HS_SFRH","Self-reported health","L","Value","MN","Men","PC","Percentage","0","Units",,,85,,
+"LVA","Latvia","HS_SFRH","Self-reported health","L","Value","MN","Men","PC","Percentage","0","Units",,,53,,
+"RUS","Russia","HS_SFRH","Self-reported health","L","Value","MN","Men","PC","Percentage","0","Units",,,49,,
+"SVN","Slovenia","HS_SFRH","Self-reported health","L","Value","MN","Men","PC","Percentage","0","Units",,,68,,
+"OECD","OECD - Total","HS_SFRH","Self-reported health","L","Value","MN","Men","PC","Percentage","0","Units",,,71,,
+"AUS","Australia","HS_SFRH","Self-reported health","L","Value","WMN","Women","PC","Percentage","0","Units",,,85,,
+"AUT","Austria","HS_SFRH","Self-reported health","L","Value","WMN","Women","PC","Percentage","0","Units",,,69,,
+"BEL","Belgium","HS_SFRH","Self-reported health","L","Value","WMN","Women","PC","Percentage","0","Units",,,71,,
+"CAN","Canada","HS_SFRH","Self-reported health","L","Value","WMN","Women","PC","Percentage","0","Units",,,88,,
+"CZE","Czech Republic","HS_SFRH","Self-reported health","L","Value","WMN","Women","PC","Percentage","0","Units",,,59,,
+"DNK","Denmark","HS_SFRH","Self-reported health","L","Value","WMN","Women","PC","Percentage","0","Units",,,70,,
+"FIN","Finland","HS_SFRH","Self-reported health","L","Value","WMN","Women","PC","Percentage","0","Units",,,69,,
+"FRA","France","HS_SFRH","Self-reported health","L","Value","WMN","Women","PC","Percentage","0","Units",,,65,,
+"DEU","Germany","HS_SFRH","Self-reported health","L","Value","WMN","Women","PC","Percentage","0","Units",,,64,,
+"GRC","Greece","HS_SFRH","Self-reported health","L","Value","WMN","Women","PC","Percentage","0","Units",,,71,,
+"HUN","Hungary","HS_SFRH","Self-reported health","L","Value","WMN","Women","PC","Percentage","0","Units",,,56,,
+"ISL","Iceland","HS_SFRH","Self-reported health","L","Value","WMN","Women","PC","Percentage","0","Units",,,73,,
+"IRL","Ireland","HS_SFRH","Self-reported health","L","Value","WMN","Women","PC","Percentage","0","Units",,,83,,
+"ITA","Italy","HS_SFRH","Self-reported health","L","Value","WMN","Women","PC","Percentage","0","Units",,,68,,
+"JPN","Japan","HS_SFRH","Self-reported health","L","Value","WMN","Women","PC","Percentage","0","Units",,,34,,
+"KOR","Korea","HS_SFRH","Self-reported health","L","Value","WMN","Women","PC","Percentage","0","Units",,,29,,
+"LUX","Luxembourg","HS_SFRH","Self-reported health","L","Value","WMN","Women","PC","Percentage","0","Units",,,67,,
+"MEX","Mexico","HS_SFRH","Self-reported health","L","Value","WMN","Women","PC","Percentage","0","Units",,,64,,
+"NLD","Netherlands","HS_SFRH","Self-reported health","L","Value","WMN","Women","PC","Percentage","0","Units",,,73,,
+"NZL","New Zealand","HS_SFRH","Self-reported health","L","Value","WMN","Women","PC","Percentage","0","Units",,,88,,
+"NOR","Norway","HS_SFRH","Self-reported health","L","Value","WMN","Women","PC","Percentage","0","Units",,,75,,
+"POL","Poland","HS_SFRH","Self-reported health","L","Value","WMN","Women","PC","Percentage","0","Units",,,56,,
+"PRT","Portugal","HS_SFRH","Self-reported health","L","Value","WMN","Women","PC","Percentage","0","Units",,,43,,
+"SVK","Slovak Republic","HS_SFRH","Self-reported health","L","Value","WMN","Women","PC","Percentage","0","Units",,,63,,
+"ESP","Spain","HS_SFRH","Self-reported health","L","Value","WMN","Women","PC","Percentage","0","Units",,,70,,
+"SWE","Sweden","HS_SFRH","Self-reported health","L","Value","WMN","Women","PC","Percentage","0","Units",,,72,,
+"CHE","Switzerland","HS_SFRH","Self-reported health","L","Value","WMN","Women","PC","Percentage","0","Units",,,76,,
+"TUR","Turkey","HS_SFRH","Self-reported health","L","Value","WMN","Women","PC","Percentage","0","Units",,,65,,
+"GBR","United Kingdom","HS_SFRH","Self-reported health","L","Value","WMN","Women","PC","Percentage","0","Units",,,69,,
+"USA","United States","HS_SFRH","Self-reported health","L","Value","WMN","Women","PC","Percentage","0","Units",,,87,,
+"CHL","Chile","HS_SFRH","Self-reported health","L","Value","WMN","Women","PC","Percentage","0","Units",,,53,,
+"EST","Estonia","HS_SFRH","Self-reported health","L","Value","WMN","Women","PC","Percentage","0","Units",,,51,,
+"ISR","Israel","HS_SFRH","Self-reported health","L","Value","WMN","Women","PC","Percentage","0","Units",,,82,,
+"LVA","Latvia","HS_SFRH","Self-reported health","L","Value","WMN","Women","PC","Percentage","0","Units",,,43,,
+"RUS","Russia","HS_SFRH","Self-reported health","L","Value","WMN","Women","PC","Percentage","0","Units",,,38,,
+"SVN","Slovenia","HS_SFRH","Self-reported health","L","Value","WMN","Women","PC","Percentage","0","Units",,,61,,
+"OECD","OECD - Total","HS_SFRH","Self-reported health","L","Value","WMN","Women","PC","Percentage","0","Units",,,67,,
+"AUS","Australia","HS_SFRH","Self-reported health","L","Value","HGH","High","PC","Percentage","0","Units",,,94,,
+"AUT","Austria","HS_SFRH","Self-reported health","L","Value","HGH","High","PC","Percentage","0","Units",,,80,,
+"BEL","Belgium","HS_SFRH","Self-reported health","L","Value","HGH","High","PC","Percentage","0","Units",,,87,,
+"CAN","Canada","HS_SFRH","Self-reported health","L","Value","HGH","High","PC","Percentage","0","Units",,,94,,
+"CZE","Czech Republic","HS_SFRH","Self-reported health","L","Value","HGH","High","PC","Percentage","0","Units",,,79,,
+"DNK","Denmark","HS_SFRH","Self-reported health","L","Value","HGH","High","PC","Percentage","0","Units",,,84,,
+"FIN","Finland","HS_SFRH","Self-reported health","L","Value","HGH","High","PC","Percentage","0","Units",,,83,,
+"FRA","France","HS_SFRH","Self-reported health","L","Value","HGH","High","PC","Percentage","0","Units",,,72,,
+"DEU","Germany","HS_SFRH","Self-reported health","L","Value","HGH","High","PC","Percentage","0","Units",,,79,,
+"GRC","Greece","HS_SFRH","Self-reported health","L","Value","HGH","High","PC","Percentage","0","Units",,,82,,
+"HUN","Hungary","HS_SFRH","Self-reported health","L","Value","HGH","High","PC","Percentage","0","Units",,,74,,
+"ISL","Iceland","HS_SFRH","Self-reported health","L","Value","HGH","High","PC","Percentage","0","Units",,,83,,
+"IRL","Ireland","HS_SFRH","Self-reported health","L","Value","HGH","High","PC","Percentage","0","Units",,,93,,
+"ITA","Italy","HS_SFRH","Self-reported health","L","Value","HGH","High","PC","Percentage","0","Units",,,77,,
+"JPN","Japan","HS_SFRH","Self-reported health","L","Value","HGH","High","PC","Percentage","0","Units",,,39,,
+"KOR","Korea","HS_SFRH","Self-reported health","L","Value","HGH","High","PC","Percentage","0","Units",,,38,,
+"LUX","Luxembourg","HS_SFRH","Self-reported health","L","Value","HGH","High","PC","Percentage","0","Units",,,74,,
+"NLD","Netherlands","HS_SFRH","Self-reported health","L","Value","HGH","High","PC","Percentage","0","Units",,,86,,
+"NZL","New Zealand","HS_SFRH","Self-reported health","L","Value","HGH","High","PC","Percentage","0","Units",,,93,,
+"NOR","Norway","HS_SFRH","Self-reported health","L","Value","HGH","High","PC","Percentage","0","Units",,,86,,
+"POL","Poland","HS_SFRH","Self-reported health","L","Value","HGH","High","PC","Percentage","0","Units",,,72,,
+"PRT","Portugal","HS_SFRH","Self-reported health","L","Value","HGH","High","PC","Percentage","0","Units",,,61,,
+"SVK","Slovak Republic","HS_SFRH","Self-reported health","L","Value","HGH","High","PC","Percentage","0","Units",,,80,,
+"ESP","Spain","HS_SFRH","Self-reported health","L","Value","HGH","High","PC","Percentage","0","Units",,,82,,
+"SWE","Sweden","HS_SFRH","Self-reported health","L","Value","HGH","High","PC","Percentage","0","Units",,,86,,
+"CHE","Switzerland","HS_SFRH","Self-reported health","L","Value","HGH","High","PC","Percentage","0","Units",,,86,,
+"TUR","Turkey","HS_SFRH","Self-reported health","L","Value","HGH","High","PC","Percentage","0","Units",,,78,,
+"GBR","United Kingdom","HS_SFRH","Self-reported health","L","Value","HGH","High","PC","Percentage","0","Units",,,83,,
+"USA","United States","HS_SFRH","Self-reported health","L","Value","HGH","High","PC","Percentage","0","Units",,,96,,
+"CHL","Chile","HS_SFRH","Self-reported health","L","Value","HGH","High","PC","Percentage","0","Units",,,67,,
+"EST","Estonia","HS_SFRH","Self-reported health","L","Value","HGH","High","PC","Percentage","0","Units",,,79,,
+"ISR","Israel","HS_SFRH","Self-reported health","L","Value","HGH","High","PC","Percentage","0","Units",,,96,,
+"LVA","Latvia","HS_SFRH","Self-reported health","L","Value","HGH","High","PC","Percentage","0","Units",,,69,,
+"SVN","Slovenia","HS_SFRH","Self-reported health","L","Value","HGH","High","PC","Percentage","0","Units",,,76,,
+"OECD","OECD - Total","HS_SFRH","Self-reported health","L","Value","HGH","High","PC","Percentage","0","Units",,,78,,
+"AUT","Austria","HS_SFRH","Self-reported health","L","Value","LW","Low","PC","Percentage","0","Units",,,62,,
+"BEL","Belgium","HS_SFRH","Self-reported health","L","Value","LW","Low","PC","Percentage","0","Units",,,59,,
+"CAN","Canada","HS_SFRH","Self-reported health","L","Value","LW","Low","PC","Percentage","0","Units",,,80,,
+"CZE","Czech Republic","HS_SFRH","Self-reported health","L","Value","LW","Low","PC","Percentage","0","Units",,,44,,
+"DNK","Denmark","HS_SFRH","Self-reported health","L","Value","LW","Low","PC","Percentage","0","Units",,,66,,
+"FIN","Finland","HS_SFRH","Self-reported health","L","Value","LW","Low","PC","Percentage","0","Units",,,57,,
+"FRA","France","HS_SFRH","Self-reported health","L","Value","LW","Low","PC","Percentage","0","Units",,,61,,
+"DEU","Germany","HS_SFRH","Self-reported health","L","Value","LW","Low","PC","Percentage","0","Units",,,52,,
+"HUN","Hungary","HS_SFRH","Self-reported health","L","Value","LW","Low","PC","Percentage","0","Units",,,52,,
+"ISL","Iceland","HS_SFRH","Self-reported health","L","Value","LW","Low","PC","Percentage","0","Units",,,68,,
+"IRL","Ireland","HS_SFRH","Self-reported health","L","Value","LW","Low","PC","Percentage","0","Units",,,72,,
+"ITA","Italy","HS_SFRH","Self-reported health","L","Value","LW","Low","PC","Percentage","0","Units",,,69,,
+"JPN","Japan","HS_SFRH","Self-reported health","L","Value","LW","Low","PC","Percentage","0","Units",,,28,,
+"KOR","Korea","HS_SFRH","Self-reported health","L","Value","LW","Low","PC","Percentage","0","Units",,,29,,
+"LUX","Luxembourg","HS_SFRH","Self-reported health","L","Value","LW","Low","PC","Percentage","0","Units",,,65,,
+"NLD","Netherlands","HS_SFRH","Self-reported health","L","Value","LW","Low","PC","Percentage","0","Units",,,65,,
+"NOR","Norway","HS_SFRH","Self-reported health","L","Value","LW","Low","PC","Percentage","0","Units",,,69,,
+"POL","Poland","HS_SFRH","Self-reported health","L","Value","LW","Low","PC","Percentage","0","Units",,,52,,
+"PRT","Portugal","HS_SFRH","Self-reported health","L","Value","LW","Low","PC","Percentage","0","Units",,,36,,
+"SVK","Slovak Republic","HS_SFRH","Self-reported health","L","Value","LW","Low","PC","Percentage","0","Units",,,64,,
+"ESP","Spain","HS_SFRH","Self-reported health","L","Value","LW","Low","PC","Percentage","0","Units",,,71,,
+"SWE","Sweden","HS_SFRH","Self-reported health","L","Value","LW","Low","PC","Percentage","0","Units",,,64,,
+"CHE","Switzerland","HS_SFRH","Self-reported health","L","Value","LW","Low","PC","Percentage","0","Units",,,67,,
+"TUR","Turkey","HS_SFRH","Self-reported health","L","Value","LW","Low","PC","Percentage","0","Units",,,66,,
+"GBR","United Kingdom","HS_SFRH","Self-reported health","L","Value","LW","Low","PC","Percentage","0","Units",,,60,,
+"USA","United States","HS_SFRH","Self-reported health","L","Value","LW","Low","PC","Percentage","0","Units",,,74,,
+"CHL","Chile","HS_SFRH","Self-reported health","L","Value","LW","Low","PC","Percentage","0","Units",,,46,,
+"EST","Estonia","HS_SFRH","Self-reported health","L","Value","LW","Low","PC","Percentage","0","Units",,,33,,
+"LVA","Latvia","HS_SFRH","Self-reported health","L","Value","LW","Low","PC","Percentage","0","Units",,,28,,
+"SVN","Slovenia","HS_SFRH","Self-reported health","L","Value","LW","Low","PC","Percentage","0","Units",,,53,,
+"OECD","OECD - Total","HS_SFRH","Self-reported health","L","Value","LW","Low","PC","Percentage","0","Units",,,61,,
+"AUS","Australia","SW_LIFS","Life satisfaction","L","Value","TOT","Total","AVSCORE","Average score","0","Units",,,7.3,,
+"AUT","Austria","SW_LIFS","Life satisfaction","L","Value","TOT","Total","AVSCORE","Average score","0","Units",,,7.1,,
+"BEL","Belgium","SW_LIFS","Life satisfaction","L","Value","TOT","Total","AVSCORE","Average score","0","Units",,,6.9,,
+"CAN","Canada","SW_LIFS","Life satisfaction","L","Value","TOT","Total","AVSCORE","Average score","0","Units",,,7.4,,
+"CZE","Czech Republic","SW_LIFS","Life satisfaction","L","Value","TOT","Total","AVSCORE","Average score","0","Units",,,6.7,,
+"DNK","Denmark","SW_LIFS","Life satisfaction","L","Value","TOT","Total","AVSCORE","Average score","0","Units",,,7.6,,
+"FIN","Finland","SW_LIFS","Life satisfaction","L","Value","TOT","Total","AVSCORE","Average score","0","Units",,,7.6,,
+"FRA","France","SW_LIFS","Life satisfaction","L","Value","TOT","Total","AVSCORE","Average score","0","Units",,,6.5,,
+"DEU","Germany","SW_LIFS","Life satisfaction","L","Value","TOT","Total","AVSCORE","Average score","0","Units",,,7,,
+"GRC","Greece","SW_LIFS","Life satisfaction","L","Value","TOT","Total","AVSCORE","Average score","0","Units",,,5.4,,
+"HUN","Hungary","SW_LIFS","Life satisfaction","L","Value","TOT","Total","AVSCORE","Average score","0","Units",,,5.6,,
+"ISL","Iceland","SW_LIFS","Life satisfaction","L","Value","TOT","Total","AVSCORE","Average score","0","Units",,,7.5,,
+"IRL","Ireland","SW_LIFS","Life satisfaction","L","Value","TOT","Total","AVSCORE","Average score","0","Units",,,7,,
+"ITA","Italy","SW_LIFS","Life satisfaction","L","Value","TOT","Total","AVSCORE","Average score","0","Units",,,6,,
+"JPN","Japan","SW_LIFS","Life satisfaction","L","Value","TOT","Total","AVSCORE","Average score","0","Units",,,5.9,,
+"KOR","Korea","SW_LIFS","Life satisfaction","L","Value","TOT","Total","AVSCORE","Average score","0","Units",,,5.9,,
+"LUX","Luxembourg","SW_LIFS","Life satisfaction","L","Value","TOT","Total","AVSCORE","Average score","0","Units",,,6.9,,
+"MEX","Mexico","SW_LIFS","Life satisfaction","L","Value","TOT","Total","AVSCORE","Average score","0","Units",,,6.5,,
+"NLD","Netherlands","SW_LIFS","Life satisfaction","L","Value","TOT","Total","AVSCORE","Average score","0","Units",,,7.4,,
+"NZL","New Zealand","SW_LIFS","Life satisfaction","L","Value","TOT","Total","AVSCORE","Average score","0","Units",,,7.3,,
+"NOR","Norway","SW_LIFS","Life satisfaction","L","Value","TOT","Total","AVSCORE","Average score","0","Units",,,7.6,,
+"POL","Poland","SW_LIFS","Life satisfaction","L","Value","TOT","Total","AVSCORE","Average score","0","Units",,,6.1,,
+"PRT","Portugal","SW_LIFS","Life satisfaction","L","Value","TOT","Total","AVSCORE","Average score","0","Units",,,5.4,,
+"SVK","Slovak Republic","SW_LIFS","Life satisfaction","L","Value","TOT","Total","AVSCORE","Average score","0","Units",,,6.2,,
+"ESP","Spain","SW_LIFS","Life satisfaction","L","Value","TOT","Total","AVSCORE","Average score","0","Units",,,6.3,,
+"SWE","Sweden","SW_LIFS","Life satisfaction","L","Value","TOT","Total","AVSCORE","Average score","0","Units",,,7.3,,
+"CHE","Switzerland","SW_LIFS","Life satisfaction","L","Value","TOT","Total","AVSCORE","Average score","0","Units",,,7.5,,
+"TUR","Turkey","SW_LIFS","Life satisfaction","L","Value","TOT","Total","AVSCORE","Average score","0","Units",,,5.5,,
+"GBR","United Kingdom","SW_LIFS","Life satisfaction","L","Value","TOT","Total","AVSCORE","Average score","0","Units",,,6.8,,
+"USA","United States","SW_LIFS","Life satisfaction","L","Value","TOT","Total","AVSCORE","Average score","0","Units",,,6.9,,
+"BRA","Brazil","SW_LIFS","Life satisfaction","L","Value","TOT","Total","AVSCORE","Average score","0","Units",,,6.4,,
+"CHL","Chile","SW_LIFS","Life satisfaction","L","Value","TOT","Total","AVSCORE","Average score","0","Units",,,6.5,,
+"EST","Estonia","SW_LIFS","Life satisfaction","L","Value","TOT","Total","AVSCORE","Average score","0","Units",,,5.7,,
+"ISR","Israel","SW_LIFS","Life satisfaction","L","Value","TOT","Total","AVSCORE","Average score","0","Units",,,7.2,,
+"LVA","Latvia","SW_LIFS","Life satisfaction","L","Value","TOT","Total","AVSCORE","Average score","0","Units",,,5.9,,
+"RUS","Russia","SW_LIFS","Life satisfaction","L","Value","TOT","Total","AVSCORE","Average score","0","Units",,,5.8,,
+"SVN","Slovenia","SW_LIFS","Life satisfaction","L","Value","TOT","Total","AVSCORE","Average score","0","Units",,,5.9,,
+"ZAF","South Africa","SW_LIFS","Life satisfaction","L","Value","TOT","Total","AVSCORE","Average score","0","Units",,,4.7,,
+"OECD","OECD - Total","SW_LIFS","Life satisfaction","L","Value","TOT","Total","AVSCORE","Average score","0","Units",,,6.5,,
+"AUS","Australia","SW_LIFS","Life satisfaction","L","Value","MN","Men","AVSCORE","Average score","0","Units",,,7.2,,
+"AUT","Austria","SW_LIFS","Life satisfaction","L","Value","MN","Men","AVSCORE","Average score","0","Units",,,7.1,,
+"BEL","Belgium","SW_LIFS","Life satisfaction","L","Value","MN","Men","AVSCORE","Average score","0","Units",,,6.9,,
+"CAN","Canada","SW_LIFS","Life satisfaction","L","Value","MN","Men","AVSCORE","Average score","0","Units",,,7.3,,
+"CZE","Czech Republic","SW_LIFS","Life satisfaction","L","Value","MN","Men","AVSCORE","Average score","0","Units",,,6.7,,
+"DNK","Denmark","SW_LIFS","Life satisfaction","L","Value","MN","Men","AVSCORE","Average score","0","Units",,,7.5,,
+"FIN","Finland","SW_LIFS","Life satisfaction","L","Value","MN","Men","AVSCORE","Average score","0","Units",,,7.5,,
+"FRA","France","SW_LIFS","Life satisfaction","L","Value","MN","Men","AVSCORE","Average score","0","Units",,,6.6,,
+"DEU","Germany","SW_LIFS","Life satisfaction","L","Value","MN","Men","AVSCORE","Average score","0","Units",,,7,,
+"GRC","Greece","SW_LIFS","Life satisfaction","L","Value","MN","Men","AVSCORE","Average score","0","Units",,,5.3,,
+"HUN","Hungary","SW_LIFS","Life satisfaction","L","Value","MN","Men","AVSCORE","Average score","0","Units",,,5.6,,
+"ISL","Iceland","SW_LIFS","Life satisfaction","L","Value","MN","Men","AVSCORE","Average score","0","Units",,,7.4,,
+"IRL","Ireland","SW_LIFS","Life satisfaction","L","Value","MN","Men","AVSCORE","Average score","0","Units",,,7,,
+"ITA","Italy","SW_LIFS","Life satisfaction","L","Value","MN","Men","AVSCORE","Average score","0","Units",,,6.2,,
+"JPN","Japan","SW_LIFS","Life satisfaction","L","Value","MN","Men","AVSCORE","Average score","0","Units",,,5.8,,
+"KOR","Korea","SW_LIFS","Life satisfaction","L","Value","MN","Men","AVSCORE","Average score","0","Units",,,5.6,,
+"LUX","Luxembourg","SW_LIFS","Life satisfaction","L","Value","MN","Men","AVSCORE","Average score","0","Units",,,7,,
+"MEX","Mexico","SW_LIFS","Life satisfaction","L","Value","MN","Men","AVSCORE","Average score","0","Units",,,6.4,,
+"NLD","Netherlands","SW_LIFS","Life satisfaction","L","Value","MN","Men","AVSCORE","Average score","0","Units",,,7.4,,
+"NZL","New Zealand","SW_LIFS","Life satisfaction","L","Value","MN","Men","AVSCORE","Average score","0","Units",,,7.2,,
+"NOR","Norway","SW_LIFS","Life satisfaction","L","Value","MN","Men","AVSCORE","Average score","0","Units",,,7.6,,
+"POL","Poland","SW_LIFS","Life satisfaction","L","Value","MN","Men","AVSCORE","Average score","0","Units",,,6,,
+"PRT","Portugal","SW_LIFS","Life satisfaction","L","Value","MN","Men","AVSCORE","Average score","0","Units",,,5.4,,
+"SVK","Slovak Republic","SW_LIFS","Life satisfaction","L","Value","MN","Men","AVSCORE","Average score","0","Units",,,6.3,,
+"ESP","Spain","SW_LIFS","Life satisfaction","L","Value","MN","Men","AVSCORE","Average score","0","Units",,,6.2,,
+"SWE","Sweden","SW_LIFS","Life satisfaction","L","Value","MN","Men","AVSCORE","Average score","0","Units",,,7.3,,
+"CHE","Switzerland","SW_LIFS","Life satisfaction","L","Value","MN","Men","AVSCORE","Average score","0","Units",,,7.5,,
+"TUR","Turkey","SW_LIFS","Life satisfaction","L","Value","MN","Men","AVSCORE","Average score","0","Units",,,5.4,,
+"GBR","United Kingdom","SW_LIFS","Life satisfaction","L","Value","MN","Men","AVSCORE","Average score","0","Units",,,6.9,,
+"USA","United States","SW_LIFS","Life satisfaction","L","Value","MN","Men","AVSCORE","Average score","0","Units",,,6.8,,
+"BRA","Brazil","SW_LIFS","Life satisfaction","L","Value","MN","Men","AVSCORE","Average score","0","Units",,,6.2,,
+"CHL","Chile","SW_LIFS","Life satisfaction","L","Value","MN","Men","AVSCORE","Average score","0","Units",,,6.5,,
+"EST","Estonia","SW_LIFS","Life satisfaction","L","Value","MN","Men","AVSCORE","Average score","0","Units",,,5.8,,
+"ISR","Israel","SW_LIFS","Life satisfaction","L","Value","MN","Men","AVSCORE","Average score","0","Units",,,7.2,,
+"LVA","Latvia","SW_LIFS","Life satisfaction","L","Value","MN","Men","AVSCORE","Average score","0","Units",,,5.9,,
+"RUS","Russia","SW_LIFS","Life satisfaction","L","Value","MN","Men","AVSCORE","Average score","0","Units",,,5.9,,
+"SVN","Slovenia","SW_LIFS","Life satisfaction","L","Value","MN","Men","AVSCORE","Average score","0","Units",,,6,,
+"ZAF","South Africa","SW_LIFS","Life satisfaction","L","Value","MN","Men","AVSCORE","Average score","0","Units",,,4.7,,
+"OECD","OECD - Total","SW_LIFS","Life satisfaction","L","Value","MN","Men","AVSCORE","Average score","0","Units",,,6.5,,
+"AUS","Australia","SW_LIFS","Life satisfaction","L","Value","WMN","Women","AVSCORE","Average score","0","Units",,,7.4,,
+"AUT","Austria","SW_LIFS","Life satisfaction","L","Value","WMN","Women","AVSCORE","Average score","0","Units",,,7.1,,
+"BEL","Belgium","SW_LIFS","Life satisfaction","L","Value","WMN","Women","AVSCORE","Average score","0","Units",,,6.9,,
+"CAN","Canada","SW_LIFS","Life satisfaction","L","Value","WMN","Women","AVSCORE","Average score","0","Units",,,7.4,,
+"CZE","Czech Republic","SW_LIFS","Life satisfaction","L","Value","WMN","Women","AVSCORE","Average score","0","Units",,,6.7,,
+"DNK","Denmark","SW_LIFS","Life satisfaction","L","Value","WMN","Women","AVSCORE","Average score","0","Units",,,7.6,,
+"FIN","Finland","SW_LIFS","Life satisfaction","L","Value","WMN","Women","AVSCORE","Average score","0","Units",,,7.8,,
+"FRA","France","SW_LIFS","Life satisfaction","L","Value","WMN","Women","AVSCORE","Average score","0","Units",,,6.4,,
+"DEU","Germany","SW_LIFS","Life satisfaction","L","Value","WMN","Women","AVSCORE","Average score","0","Units",,,7,,
+"GRC","Greece","SW_LIFS","Life satisfaction","L","Value","WMN","Women","AVSCORE","Average score","0","Units",,,5.4,,
+"HUN","Hungary","SW_LIFS","Life satisfaction","L","Value","WMN","Women","AVSCORE","Average score","0","Units",,,5.6,,
+"ISL","Iceland","SW_LIFS","Life satisfaction","L","Value","WMN","Women","AVSCORE","Average score","0","Units",,,7.6,,
+"IRL","Ireland","SW_LIFS","Life satisfaction","L","Value","WMN","Women","AVSCORE","Average score","0","Units",,,7,,
+"ITA","Italy","SW_LIFS","Life satisfaction","L","Value","WMN","Women","AVSCORE","Average score","0","Units",,,5.9,,
+"JPN","Japan","SW_LIFS","Life satisfaction","L","Value","WMN","Women","AVSCORE","Average score","0","Units",,,6,,
+"KOR","Korea","SW_LIFS","Life satisfaction","L","Value","WMN","Women","AVSCORE","Average score","0","Units",,,6.1,,
+"LUX","Luxembourg","SW_LIFS","Life satisfaction","L","Value","WMN","Women","AVSCORE","Average score","0","Units",,,6.8,,
+"MEX","Mexico","SW_LIFS","Life satisfaction","L","Value","WMN","Women","AVSCORE","Average score","0","Units",,,6.5,,
+"NLD","Netherlands","SW_LIFS","Life satisfaction","L","Value","WMN","Women","AVSCORE","Average score","0","Units",,,7.5,,
+"NZL","New Zealand","SW_LIFS","Life satisfaction","L","Value","WMN","Women","AVSCORE","Average score","0","Units",,,7.4,,
+"NOR","Norway","SW_LIFS","Life satisfaction","L","Value","WMN","Women","AVSCORE","Average score","0","Units",,,7.6,,
+"POL","Poland","SW_LIFS","Life satisfaction","L","Value","WMN","Women","AVSCORE","Average score","0","Units",,,6.2,,
+"PRT","Portugal","SW_LIFS","Life satisfaction","L","Value","WMN","Women","AVSCORE","Average score","0","Units",,,5.5,,
+"SVK","Slovak Republic","SW_LIFS","Life satisfaction","L","Value","WMN","Women","AVSCORE","Average score","0","Units",,,6.1,,
+"ESP","Spain","SW_LIFS","Life satisfaction","L","Value","WMN","Women","AVSCORE","Average score","0","Units",,,6.4,,
+"SWE","Sweden","SW_LIFS","Life satisfaction","L","Value","WMN","Women","AVSCORE","Average score","0","Units",,,7.3,,
+"CHE","Switzerland","SW_LIFS","Life satisfaction","L","Value","WMN","Women","AVSCORE","Average score","0","Units",,,7.5,,
+"TUR","Turkey","SW_LIFS","Life satisfaction","L","Value","WMN","Women","AVSCORE","Average score","0","Units",,,5.5,,
+"GBR","United Kingdom","SW_LIFS","Life satisfaction","L","Value","WMN","Women","AVSCORE","Average score","0","Units",,,6.7,,
+"USA","United States","SW_LIFS","Life satisfaction","L","Value","WMN","Women","AVSCORE","Average score","0","Units",,,6.9,,
+"BRA","Brazil","SW_LIFS","Life satisfaction","L","Value","WMN","Women","AVSCORE","Average score","0","Units",,,6.6,,
+"CHL","Chile","SW_LIFS","Life satisfaction","L","Value","WMN","Women","AVSCORE","Average score","0","Units",,,6.5,,
+"EST","Estonia","SW_LIFS","Life satisfaction","L","Value","WMN","Women","AVSCORE","Average score","0","Units",,,5.7,,
+"ISR","Israel","SW_LIFS","Life satisfaction","L","Value","WMN","Women","AVSCORE","Average score","0","Units",,,7.1,,
+"LVA","Latvia","SW_LIFS","Life satisfaction","L","Value","WMN","Women","AVSCORE","Average score","0","Units",,,6,,
+"RUS","Russia","SW_LIFS","Life satisfaction","L","Value","WMN","Women","AVSCORE","Average score","0","Units",,,5.8,,
+"SVN","Slovenia","SW_LIFS","Life satisfaction","L","Value","WMN","Women","AVSCORE","Average score","0","Units",,,5.9,,
+"ZAF","South Africa","SW_LIFS","Life satisfaction","L","Value","WMN","Women","AVSCORE","Average score","0","Units",,,4.7,,
+"OECD","OECD - Total","SW_LIFS","Life satisfaction","L","Value","WMN","Women","AVSCORE","Average score","0","Units",,,6.6,,
+"AUS","Australia","SW_LIFS","Life satisfaction","L","Value","HGH","High","AVSCORE","Average score","0","Units",,,7.5,,
+"AUT","Austria","SW_LIFS","Life satisfaction","L","Value","HGH","High","AVSCORE","Average score","0","Units",,,7.6,,
+"BEL","Belgium","SW_LIFS","Life satisfaction","L","Value","HGH","High","AVSCORE","Average score","0","Units",,,7.3,,
+"CAN","Canada","SW_LIFS","Life satisfaction","L","Value","HGH","High","AVSCORE","Average score","0","Units",,,7.6,,
+"DNK","Denmark","SW_LIFS","Life satisfaction","L","Value","HGH","High","AVSCORE","Average score","0","Units",,,7.9,,
+"FIN","Finland","SW_LIFS","Life satisfaction","L","Value","HGH","High","AVSCORE","Average score","0","Units",,,8.2,,
+"FRA","France","SW_LIFS","Life satisfaction","L","Value","HGH","High","AVSCORE","Average score","0","Units",,,7.3,,
+"DEU","Germany","SW_LIFS","Life satisfaction","L","Value","HGH","High","AVSCORE","Average score","0","Units",,,7.4,,
+"GRC","Greece","SW_LIFS","Life satisfaction","L","Value","HGH","High","AVSCORE","Average score","0","Units",,,6.2,,
+"HUN","Hungary","SW_LIFS","Life satisfaction","L","Value","HGH","High","AVSCORE","Average score","0","Units",,,6.5,,
+"ISL","Iceland","SW_LIFS","Life satisfaction","L","Value","HGH","High","AVSCORE","Average score","0","Units",,,8,,
+"IRL","Ireland","SW_LIFS","Life satisfaction","L","Value","HGH","High","AVSCORE","Average score","0","Units",,,7.2,,
+"ITA","Italy","SW_LIFS","Life satisfaction","L","Value","HGH","High","AVSCORE","Average score","0","Units",,,6.9,,
+"NLD","Netherlands","SW_LIFS","Life satisfaction","L","Value","HGH","High","AVSCORE","Average score","0","Units",,,7.7,,
+"NOR","Norway","SW_LIFS","Life satisfaction","L","Value","HGH","High","AVSCORE","Average score","0","Units",,,7.8,,
+"PRT","Portugal","SW_LIFS","Life satisfaction","L","Value","HGH","High","AVSCORE","Average score","0","Units",,,6.4,,
+"SVK","Slovak Republic","SW_LIFS","Life satisfaction","L","Value","HGH","High","AVSCORE","Average score","0","Units",,,7.1,,
+"SWE","Sweden","SW_LIFS","Life satisfaction","L","Value","HGH","High","AVSCORE","Average score","0","Units",,,7.7,,
+"TUR","Turkey","SW_LIFS","Life satisfaction","L","Value","HGH","High","AVSCORE","Average score","0","Units",,,6,,
+"GBR","United Kingdom","SW_LIFS","Life satisfaction","L","Value","HGH","High","AVSCORE","Average score","0","Units",,,7.1,,
+"USA","United States","SW_LIFS","Life satisfaction","L","Value","HGH","High","AVSCORE","Average score","0","Units",,,7.4,,
+"CHL","Chile","SW_LIFS","Life satisfaction","L","Value","HGH","High","AVSCORE","Average score","0","Units",,,7.2,,
+"EST","Estonia","SW_LIFS","Life satisfaction","L","Value","HGH","High","AVSCORE","Average score","0","Units",,,6.3,,
+"ISR","Israel","SW_LIFS","Life satisfaction","L","Value","HGH","High","AVSCORE","Average score","0","Units",,,7.4,,
+"LVA","Latvia","SW_LIFS","Life satisfaction","L","Value","HGH","High","AVSCORE","Average score","0","Units",,,6.5,,
+"RUS","Russia","SW_LIFS","Life satisfaction","L","Value","HGH","High","AVSCORE","Average score","0","Units",,,6.2,,
+"OECD","OECD - Total","SW_LIFS","Life satisfaction","L","Value","HGH","High","AVSCORE","Average score","0","Units",,,7,,
+"FIN","Finland","SW_LIFS","Life satisfaction","L","Value","LW","Low","AVSCORE","Average score","0","Units",,,7.2,,
+"FRA","France","SW_LIFS","Life satisfaction","L","Value","LW","Low","AVSCORE","Average score","0","Units",,,5.9,,
+"GRC","Greece","SW_LIFS","Life satisfaction","L","Value","LW","Low","AVSCORE","Average score","0","Units",,,4.4,,
+"HUN","Hungary","SW_LIFS","Life satisfaction","L","Value","LW","Low","AVSCORE","Average score","0","Units",,,5.1,,
+"ISL","Iceland","SW_LIFS","Life satisfaction","L","Value","LW","Low","AVSCORE","Average score","0","Units",,,7.4,,
+"ITA","Italy","SW_LIFS","Life satisfaction","L","Value","LW","Low","AVSCORE","Average score","0","Units",,,5.7,,
+"NOR","Norway","SW_LIFS","Life satisfaction","L","Value","LW","Low","AVSCORE","Average score","0","Units",,,7.5,,
+"PRT","Portugal","SW_LIFS","Life satisfaction","L","Value","LW","Low","AVSCORE","Average score","0","Units",,,4.7,,
+"ESP","Spain","SW_LIFS","Life satisfaction","L","Value","LW","Low","AVSCORE","Average score","0","Units",,,6,,
+"TUR","Turkey","SW_LIFS","Life satisfaction","L","Value","LW","Low","AVSCORE","Average score","0","Units",,,5.2,,
+"GBR","United Kingdom","SW_LIFS","Life satisfaction","L","Value","LW","Low","AVSCORE","Average score","0","Units",,,6.8,,
+"CHL","Chile","SW_LIFS","Life satisfaction","L","Value","LW","Low","AVSCORE","Average score","0","Units",,,5.7,,
+"EST","Estonia","SW_LIFS","Life satisfaction","L","Value","LW","Low","AVSCORE","Average score","0","Units",,,5.4,,
+"LVA","Latvia","SW_LIFS","Life satisfaction","L","Value","LW","Low","AVSCORE","Average score","0","Units",,,5.4,,
+"RUS","Russia","SW_LIFS","Life satisfaction","L","Value","LW","Low","AVSCORE","Average score","0","Units",,,5.7,,
+"OECD","OECD - Total","SW_LIFS","Life satisfaction","L","Value","LW","Low","AVSCORE","Average score","0","Units",,,5.8,,
+"AUS","Australia","PS_REPH","Homicide rate","L","Value","TOT","Total","RATIO","Ratio","0","Units",,,1.1,,
+"AUT","Austria","PS_REPH","Homicide rate","L","Value","TOT","Total","RATIO","Ratio","0","Units",,,0.5,,
+"BEL","Belgium","PS_REPH","Homicide rate","L","Value","TOT","Total","RATIO","Ratio","0","Units",,,1,,
+"CAN","Canada","PS_REPH","Homicide rate","L","Value","TOT","Total","RATIO","Ratio","0","Units",,,1.3,,
+"CZE","Czech Republic","PS_REPH","Homicide rate","L","Value","TOT","Total","RATIO","Ratio","0","Units",,,0.5,,
+"DNK","Denmark","PS_REPH","Homicide rate","L","Value","TOT","Total","RATIO","Ratio","0","Units",,,0.6,,
+"FIN","Finland","PS_REPH","Homicide rate","L","Value","TOT","Total","RATIO","Ratio","0","Units",,,1.3,,
+"FRA","France","PS_REPH","Homicide rate","L","Value","TOT","Total","RATIO","Ratio","0","Units",,,0.5,,
+"DEU","Germany","PS_REPH","Homicide rate","L","Value","TOT","Total","RATIO","Ratio","0","Units",,,0.5,,
+"GRC","Greece","PS_REPH","Homicide rate","L","Value","TOT","Total","RATIO","Ratio","0","Units",,,0.8,,
+"HUN","Hungary","PS_REPH","Homicide rate","L","Value","TOT","Total","RATIO","Ratio","0","Units",,,1,,
+"ISL","Iceland","PS_REPH","Homicide rate","L","Value","TOT","Total","RATIO","Ratio","0","Units",,,0.5,,
+"IRL","Ireland","PS_REPH","Homicide rate","L","Value","TOT","Total","RATIO","Ratio","0","Units",,,0.7,,
+"ITA","Italy","PS_REPH","Homicide rate","L","Value","TOT","Total","RATIO","Ratio","0","Units",,,0.6,,
+"JPN","Japan","PS_REPH","Homicide rate","L","Value","TOT","Total","RATIO","Ratio","0","Units",,,0.2,,
+"KOR","Korea","PS_REPH","Homicide rate","L","Value","TOT","Total","RATIO","Ratio","0","Units",,,1,,
+"LUX","Luxembourg","PS_REPH","Homicide rate","L","Value","TOT","Total","RATIO","Ratio","0","Units",,,0.6,,
+"MEX","Mexico","PS_REPH","Homicide rate","L","Value","TOT","Total","RATIO","Ratio","0","Units",,,18.1,,
+"NLD","Netherlands","PS_REPH","Homicide rate","L","Value","TOT","Total","RATIO","Ratio","0","Units",,,0.6,,
+"NZL","New Zealand","PS_REPH","Homicide rate","L","Value","TOT","Total","RATIO","Ratio","0","Units",,,1.3,,
+"NOR","Norway","PS_REPH","Homicide rate","L","Value","TOT","Total","RATIO","Ratio","0","Units",,,0.4,,
+"POL","Poland","PS_REPH","Homicide rate","L","Value","TOT","Total","RATIO","Ratio","0","Units",,,0.7,,
+"PRT","Portugal","PS_REPH","Homicide rate","L","Value","TOT","Total","RATIO","Ratio","0","Units",,,1,,
+"SVK","Slovak Republic","PS_REPH","Homicide rate","L","Value","TOT","Total","RATIO","Ratio","0","Units",,,0.8,,
+"ESP","Spain","PS_REPH","Homicide rate","L","Value","TOT","Total","RATIO","Ratio","0","Units",,,0.6,,
+"SWE","Sweden","PS_REPH","Homicide rate","L","Value","TOT","Total","RATIO","Ratio","0","Units",,,0.9,,
+"CHE","Switzerland","PS_REPH","Homicide rate","L","Value","TOT","Total","RATIO","Ratio","0","Units",,,0.6,,
+"TUR","Turkey","PS_REPH","Homicide rate","L","Value","TOT","Total","RATIO","Ratio","0","Units",,,1.4,,
+"GBR","United Kingdom","PS_REPH","Homicide rate","L","Value","TOT","Total","RATIO","Ratio","0","Units",,,0.2,,
+"USA","United States","PS_REPH","Homicide rate","L","Value","TOT","Total","RATIO","Ratio","0","Units",,,5.5,,
+"BRA","Brazil","PS_REPH","Homicide rate","L","Value","TOT","Total","RATIO","Ratio","0","Units",,,26.7,,
+"CHL","Chile","PS_REPH","Homicide rate","L","Value","TOT","Total","RATIO","Ratio","0","Units",,,4.2,,
+"EST","Estonia","PS_REPH","Homicide rate","L","Value","TOT","Total","RATIO","Ratio","0","Units",,,3.1,,
+"ISR","Israel","PS_REPH","Homicide rate","L","Value","TOT","Total","RATIO","Ratio","0","Units",,,1.8,,
+"LVA","Latvia","PS_REPH","Homicide rate","L","Value","TOT","Total","RATIO","Ratio","0","Units",,,4.8,,
+"RUS","Russia","PS_REPH","Homicide rate","L","Value","TOT","Total","RATIO","Ratio","0","Units",,,9.6,,
+"SVN","Slovenia","PS_REPH","Homicide rate","L","Value","TOT","Total","RATIO","Ratio","0","Units",,,0.6,,
+"ZAF","South Africa","PS_REPH","Homicide rate","L","Value","TOT","Total","RATIO","Ratio","0","Units",,,13.7,,
+"OECD","OECD - Total","PS_REPH","Homicide rate","L","Value","TOT","Total","RATIO","Ratio","0","Units",,,3.7,,
+"AUS","Australia","PS_REPH","Homicide rate","L","Value","MN","Men","RATIO","Ratio","0","Units",,,1.5,,
+"AUT","Austria","PS_REPH","Homicide rate","L","Value","MN","Men","RATIO","Ratio","0","Units",,,0.4,,
+"BEL","Belgium","PS_REPH","Homicide rate","L","Value","MN","Men","RATIO","Ratio","0","Units",,,1.2,,
+"CAN","Canada","PS_REPH","Homicide rate","L","Value","MN","Men","RATIO","Ratio","0","Units",,,1.8,,
+"CZE","Czech Republic","PS_REPH","Homicide rate","L","Value","MN","Men","RATIO","Ratio","0","Units",,,0.5,,
+"DNK","Denmark","PS_REPH","Homicide rate","L","Value","MN","Men","RATIO","Ratio","0","Units",,,0.8,,
+"FIN","Finland","PS_REPH","Homicide rate","L","Value","MN","Men","RATIO","Ratio","0","Units",,,1.9,,
+"FRA","France","PS_REPH","Homicide rate","L","Value","MN","Men","RATIO","Ratio","0","Units",,,0.6,,
+"DEU","Germany","PS_REPH","Homicide rate","L","Value","MN","Men","RATIO","Ratio","0","Units",,,0.5,,
+"GRC","Greece","PS_REPH","Homicide rate","L","Value","MN","Men","RATIO","Ratio","0","Units",,,1.2,,
+"HUN","Hungary","PS_REPH","Homicide rate","L","Value","MN","Men","RATIO","Ratio","0","Units",,,1.3,,
+"ISL","Iceland","PS_REPH","Homicide rate","L","Value","MN","Men","RATIO","Ratio","0","Units",,,0.6,,
+"IRL","Ireland","PS_REPH","Homicide rate","L","Value","MN","Men","RATIO","Ratio","0","Units",,,1.1,,
+"ITA","Italy","PS_REPH","Homicide rate","L","Value","MN","Men","RATIO","Ratio","0","Units",,,0.9,,
+"JPN","Japan","PS_REPH","Homicide rate","L","Value","MN","Men","RATIO","Ratio","0","Units",,,0.2,,
+"KOR","Korea","PS_REPH","Homicide rate","L","Value","MN","Men","RATIO","Ratio","0","Units",,,1,,
+"LUX","Luxembourg","PS_REPH","Homicide rate","L","Value","MN","Men","RATIO","Ratio","0","Units",,,0.6,,
+"MEX","Mexico","PS_REPH","Homicide rate","L","Value","MN","Men","RATIO","Ratio","0","Units",,,33.9,,
+"NLD","Netherlands","PS_REPH","Homicide rate","L","Value","MN","Men","RATIO","Ratio","0","Units",,,0.8,,
+"NZL","New Zealand","PS_REPH","Homicide rate","L","Value","MN","Men","RATIO","Ratio","0","Units",,,1.9,,
+"NOR","Norway","PS_REPH","Homicide rate","L","Value","MN","Men","RATIO","Ratio","0","Units",,,0.3,,
+"POL","Poland","PS_REPH","Homicide rate","L","Value","MN","Men","RATIO","Ratio","0","Units",,,1.1,,
+"PRT","Portugal","PS_REPH","Homicide rate","L","Value","MN","Men","RATIO","Ratio","0","Units",,,1,,
+"SVK","Slovak Republic","PS_REPH","Homicide rate","L","Value","MN","Men","RATIO","Ratio","0","Units",,,1,,
+"ESP","Spain","PS_REPH","Homicide rate","L","Value","MN","Men","RATIO","Ratio","0","Units",,,0.7,,
+"SWE","Sweden","PS_REPH","Homicide rate","L","Value","MN","Men","RATIO","Ratio","0","Units",,,1.3,,
+"CHE","Switzerland","PS_REPH","Homicide rate","L","Value","MN","Men","RATIO","Ratio","0","Units",,,0.7,,
+"TUR","Turkey","PS_REPH","Homicide rate","L","Value","MN","Men","RATIO","Ratio","0","Units",,,2.2,,
+"GBR","United Kingdom","PS_REPH","Homicide rate","L","Value","MN","Men","RATIO","Ratio","0","Units",,,0.2,,
+"USA","United States","PS_REPH","Homicide rate","L","Value","MN","Men","RATIO","Ratio","0","Units",,,8.8,,
+"BRA","Brazil","PS_REPH","Homicide rate","L","Value","MN","Men","RATIO","Ratio","0","Units",,,50,,
+"CHL","Chile","PS_REPH","Homicide rate","L","Value","MN","Men","RATIO","Ratio","0","Units",,,7.4,,
+"EST","Estonia","PS_REPH","Homicide rate","L","Value","MN","Men","RATIO","Ratio","0","Units",,,4.9,,
+"ISR","Israel","PS_REPH","Homicide rate","L","Value","MN","Men","RATIO","Ratio","0","Units",,,3,,
+"LVA","Latvia","PS_REPH","Homicide rate","L","Value","MN","Men","RATIO","Ratio","0","Units",,,7.2,,
+"RUS","Russia","PS_REPH","Homicide rate","L","Value","MN","Men","RATIO","Ratio","0","Units",,,16,,
+"SVN","Slovenia","PS_REPH","Homicide rate","L","Value","MN","Men","RATIO","Ratio","0","Units",,,0.5,,
+"ZAF","South Africa","PS_REPH","Homicide rate","L","Value","MN","Men","RATIO","Ratio","0","Units",,,24.7,,
+"OECD","OECD - Total","PS_REPH","Homicide rate","L","Value","MN","Men","RATIO","Ratio","0","Units",,,6.3,,
+"AUS","Australia","PS_REPH","Homicide rate","L","Value","WMN","Women","RATIO","Ratio","0","Units",,,0.7,,
+"AUT","Austria","PS_REPH","Homicide rate","L","Value","WMN","Women","RATIO","Ratio","0","Units",,,0.5,,
+"BEL","Belgium","PS_REPH","Homicide rate","L","Value","WMN","Women","RATIO","Ratio","0","Units",,,0.9,,
+"CAN","Canada","PS_REPH","Homicide rate","L","Value","WMN","Women","RATIO","Ratio","0","Units",,,0.7,,
+"CZE","Czech Republic","PS_REPH","Homicide rate","L","Value","WMN","Women","RATIO","Ratio","0","Units",,,0.5,,
+"DNK","Denmark","PS_REPH","Homicide rate","L","Value","WMN","Women","RATIO","Ratio","0","Units",,,0.4,,
+"FIN","Finland","PS_REPH","Homicide rate","L","Value","WMN","Women","RATIO","Ratio","0","Units",,,0.6,,
+"FRA","France","PS_REPH","Homicide rate","L","Value","WMN","Women","RATIO","Ratio","0","Units",,,0.3,,
+"DEU","Germany","PS_REPH","Homicide rate","L","Value","WMN","Women","RATIO","Ratio","0","Units",,,0.5,,
+"GRC","Greece","PS_REPH","Homicide rate","L","Value","WMN","Women","RATIO","Ratio","0","Units",,,0.5,,
+"HUN","Hungary","PS_REPH","Homicide rate","L","Value","WMN","Women","RATIO","Ratio","0","Units",,,0.7,,
+"ISL","Iceland","PS_REPH","Homicide rate","L","Value","WMN","Women","RATIO","Ratio","0","Units",,,0.4,,
+"IRL","Ireland","PS_REPH","Homicide rate","L","Value","WMN","Women","RATIO","Ratio","0","Units",,,0.2,,
+"ITA","Italy","PS_REPH","Homicide rate","L","Value","WMN","Women","RATIO","Ratio","0","Units",,,0.3,,
+"JPN","Japan","PS_REPH","Homicide rate","L","Value","WMN","Women","RATIO","Ratio","0","Units",,,0.2,,
+"KOR","Korea","PS_REPH","Homicide rate","L","Value","WMN","Women","RATIO","Ratio","0","Units",,,1,,
+"LUX","Luxembourg","PS_REPH","Homicide rate","L","Value","WMN","Women","RATIO","Ratio","0","Units",,,0.5,,
+"MEX","Mexico","PS_REPH","Homicide rate","L","Value","WMN","Women","RATIO","Ratio","0","Units",,,3.9,,
+"NLD","Netherlands","PS_REPH","Homicide rate","L","Value","WMN","Women","RATIO","Ratio","0","Units",,,0.4,,
+"NZL","New Zealand","PS_REPH","Homicide rate","L","Value","WMN","Women","RATIO","Ratio","0","Units",,,0.7,,
+"NOR","Norway","PS_REPH","Homicide rate","L","Value","WMN","Women","RATIO","Ratio","0","Units",,,0.5,,
+"POL","Poland","PS_REPH","Homicide rate","L","Value","WMN","Women","RATIO","Ratio","0","Units",,,0.4,,
+"PRT","Portugal","PS_REPH","Homicide rate","L","Value","WMN","Women","RATIO","Ratio","0","Units",,,1,,
+"SVK","Slovak Republic","PS_REPH","Homicide rate","L","Value","WMN","Women","RATIO","Ratio","0","Units",,,0.6,,
+"ESP","Spain","PS_REPH","Homicide rate","L","Value","WMN","Women","RATIO","Ratio","0","Units",,,0.5,,
+"SWE","Sweden","PS_REPH","Homicide rate","L","Value","WMN","Women","RATIO","Ratio","0","Units",,,0.5,,
+"CHE","Switzerland","PS_REPH","Homicide rate","L","Value","WMN","Women","RATIO","Ratio","0","Units",,,0.5,,
+"TUR","Turkey","PS_REPH","Homicide rate","L","Value","WMN","Women","RATIO","Ratio","0","Units",,,0.5,,
+"GBR","United Kingdom","PS_REPH","Homicide rate","L","Value","WMN","Women","RATIO","Ratio","0","Units",,,0.1,,
+"USA","United States","PS_REPH","Homicide rate","L","Value","WMN","Women","RATIO","Ratio","0","Units",,,2.2,,
+"BRA","Brazil","PS_REPH","Homicide rate","L","Value","WMN","Women","RATIO","Ratio","0","Units",,,4.3,,
+"CHL","Chile","PS_REPH","Homicide rate","L","Value","WMN","Women","RATIO","Ratio","0","Units",,,1,,
+"EST","Estonia","PS_REPH","Homicide rate","L","Value","WMN","Women","RATIO","Ratio","0","Units",,,1.5,,
+"ISR","Israel","PS_REPH","Homicide rate","L","Value","WMN","Women","RATIO","Ratio","0","Units",,,0.7,,
+"LVA","Latvia","PS_REPH","Homicide rate","L","Value","WMN","Women","RATIO","Ratio","0","Units",,,2.8,,
+"RUS","Russia","PS_REPH","Homicide rate","L","Value","WMN","Women","RATIO","Ratio","0","Units",,,4.2,,
+"SVN","Slovenia","PS_REPH","Homicide rate","L","Value","WMN","Women","RATIO","Ratio","0","Units",,,0.7,,
+"ZAF","South Africa","PS_REPH","Homicide rate","L","Value","WMN","Women","RATIO","Ratio","0","Units",,,3.6,,
+"OECD","OECD - Total","PS_REPH","Homicide rate","L","Value","WMN","Women","RATIO","Ratio","0","Units",,,1.2,,
+"AUS","Australia","WL_EWLH","Employees working very long hours","L","Value","TOT","Total","PC","Percentage","0","Units",,,13.04,,
+"AUT","Austria","WL_EWLH","Employees working very long hours","L","Value","TOT","Total","PC","Percentage","0","Units",,,6.66,,
+"BEL","Belgium","WL_EWLH","Employees working very long hours","L","Value","TOT","Total","PC","Percentage","0","Units",,,4.75,,
+"CAN","Canada","WL_EWLH","Employees working very long hours","L","Value","TOT","Total","PC","Percentage","0","Units",,,3.69,,
+"CZE","Czech Republic","WL_EWLH","Employees working very long hours","L","Value","TOT","Total","PC","Percentage","0","Units",,,5.65,,
+"DNK","Denmark","WL_EWLH","Employees working very long hours","L","Value","TOT","Total","PC","Percentage","0","Units",,,2.34,,
+"FIN","Finland","WL_EWLH","Employees working very long hours","L","Value","TOT","Total","PC","Percentage","0","Units",,,3.81,,
+"FRA","France","WL_EWLH","Employees working very long hours","L","Value","TOT","Total","PC","Percentage","0","Units",,,7.67,,
+"DEU","Germany","WL_EWLH","Employees working very long hours","L","Value","TOT","Total","PC","Percentage","0","Units",,,4.26,,
+"GRC","Greece","WL_EWLH","Employees working very long hours","L","Value","TOT","Total","PC","Percentage","0","Units",,,6.42,,
+"HUN","Hungary","WL_EWLH","Employees working very long hours","L","Value","TOT","Total","PC","Percentage","0","Units",,,3.03,,
+"ISL","Iceland","WL_EWLH","Employees working very long hours","L","Value","TOT","Total","PC","Percentage","0","Units",,,15.06,,
+"IRL","Ireland","WL_EWLH","Employees working very long hours","L","Value","TOT","Total","PC","Percentage","0","Units",,,5.25,,
+"ITA","Italy","WL_EWLH","Employees working very long hours","L","Value","TOT","Total","PC","Percentage","0","Units",,,4.11,,
+"LUX","Luxembourg","WL_EWLH","Employees working very long hours","L","Value","TOT","Total","PC","Percentage","0","Units",,,3.82,,
+"MEX","Mexico","WL_EWLH","Employees working very long hours","L","Value","TOT","Total","PC","Percentage","0","Units",,,28.7,,
+"NLD","Netherlands","WL_EWLH","Employees working very long hours","L","Value","TOT","Total","PC","Percentage","0","Units",,,0.42,,
+"NZL","New Zealand","WL_EWLH","Employees working very long hours","L","Value","TOT","Total","PC","Percentage","0","Units",,,15.11,,
+"NOR","Norway","WL_EWLH","Employees working very long hours","L","Value","TOT","Total","PC","Percentage","0","Units",,,2.93,,
+"POL","Poland","WL_EWLH","Employees working very long hours","L","Value","TOT","Total","PC","Percentage","0","Units",,,5.95,,
+"PRT","Portugal","WL_EWLH","Employees working very long hours","L","Value","TOT","Total","PC","Percentage","0","Units",,,8.27,,
+"SVK","Slovak Republic","WL_EWLH","Employees working very long hours","L","Value","TOT","Total","PC","Percentage","0","Units",,,4.14,,
+"ESP","Spain","WL_EWLH","Employees working very long hours","L","Value","TOT","Total","PC","Percentage","0","Units",,,4.01,,
+"SWE","Sweden","WL_EWLH","Employees working very long hours","L","Value","TOT","Total","PC","Percentage","0","Units",,,1.07,,
+"CHE","Switzerland","WL_EWLH","Employees working very long hours","L","Value","TOT","Total","PC","Percentage","0","Units",,,0.37,,
+"TUR","Turkey","WL_EWLH","Employees working very long hours","L","Value","TOT","Total","PC","Percentage","0","Units",,,32.64,,
+"GBR","United Kingdom","WL_EWLH","Employees working very long hours","L","Value","TOT","Total","PC","Percentage","0","Units",,,12.15,,
+"USA","United States","WL_EWLH","Employees working very long hours","L","Value","TOT","Total","PC","Percentage","0","Units",,,11.09,,
+"BRA","Brazil","WL_EWLH","Employees working very long hours","L","Value","TOT","Total","PC","Percentage","0","Units",,,7.13,,
+"CHL","Chile","WL_EWLH","Employees working very long hours","L","Value","TOT","Total","PC","Percentage","0","Units",,,9.72,,
+"EST","Estonia","WL_EWLH","Employees working very long hours","L","Value","TOT","Total","PC","Percentage","0","Units",,,2.42,,
+"ISR","Israel","WL_EWLH","Employees working very long hours","L","Value","TOT","Total","PC","Percentage","0","Units",,,15.45,,
+"LVA","Latvia","WL_EWLH","Employees working very long hours","L","Value","TOT","Total","PC","Percentage","0","Units",,,1.27,,
+"RUS","Russia","WL_EWLH","Employees working very long hours","L","Value","TOT","Total","PC","Percentage","0","Units",,,0.14,,
+"SVN","Slovenia","WL_EWLH","Employees working very long hours","L","Value","TOT","Total","PC","Percentage","0","Units",,,4.39,,
+"ZAF","South Africa","WL_EWLH","Employees working very long hours","L","Value","TOT","Total","PC","Percentage","0","Units",,,18.12,,
+"OECD","OECD - Total","WL_EWLH","Employees working very long hours","L","Value","TOT","Total","PC","Percentage","0","Units",,,11.01,,
+"AUS","Australia","WL_EWLH","Employees working very long hours","L","Value","MN","Men","PC","Percentage","0","Units",,,19.17,,
+"AUT","Austria","WL_EWLH","Employees working very long hours","L","Value","MN","Men","PC","Percentage","0","Units",,,10.01,,
+"BEL","Belgium","WL_EWLH","Employees working very long hours","L","Value","MN","Men","PC","Percentage","0","Units",,,6.81,,
+"CAN","Canada","WL_EWLH","Employees working very long hours","L","Value","MN","Men","PC","Percentage","0","Units",,,5.91,,
+"CZE","Czech Republic","WL_EWLH","Employees working very long hours","L","Value","MN","Men","PC","Percentage","0","Units",,,8.63,,
+"DNK","Denmark","WL_EWLH","Employees working very long hours","L","Value","MN","Men","PC","Percentage","0","Units",,,3.72,,
+"FIN","Finland","WL_EWLH","Employees working very long hours","L","Value","MN","Men","PC","Percentage","0","Units",,,5.72,,
+"FRA","France","WL_EWLH","Employees working very long hours","L","Value","MN","Men","PC","Percentage","0","Units",,,10.38,,
+"DEU","Germany","WL_EWLH","Employees working very long hours","L","Value","MN","Men","PC","Percentage","0","Units",,,6.41,,
+"GRC","Greece","WL_EWLH","Employees working very long hours","L","Value","MN","Men","PC","Percentage","0","Units",,,8.31,,
+"HUN","Hungary","WL_EWLH","Employees working very long hours","L","Value","MN","Men","PC","Percentage","0","Units",,,4.24,,
+"ISL","Iceland","WL_EWLH","Employees working very long hours","L","Value","MN","Men","PC","Percentage","0","Units",,,23.94,,
+"IRL","Ireland","WL_EWLH","Employees working very long hours","L","Value","MN","Men","PC","Percentage","0","Units",,,8.25,,
+"ITA","Italy","WL_EWLH","Employees working very long hours","L","Value","MN","Men","PC","Percentage","0","Units",,,5.65,,
+"LUX","Luxembourg","WL_EWLH","Employees working very long hours","L","Value","MN","Men","PC","Percentage","0","Units",,,5.52,,
+"MEX","Mexico","WL_EWLH","Employees working very long hours","L","Value","MN","Men","PC","Percentage","0","Units",,,35.53,,
+"NLD","Netherlands","WL_EWLH","Employees working very long hours","L","Value","MN","Men","PC","Percentage","0","Units",,,0.73,,
+"NZL","New Zealand","WL_EWLH","Employees working very long hours","L","Value","MN","Men","PC","Percentage","0","Units",,,21.37,,
+"NOR","Norway","WL_EWLH","Employees working very long hours","L","Value","MN","Men","PC","Percentage","0","Units",,,4.39,,
+"POL","Poland","WL_EWLH","Employees working very long hours","L","Value","MN","Men","PC","Percentage","0","Units",,,9.24,,
+"PRT","Portugal","WL_EWLH","Employees working very long hours","L","Value","MN","Men","PC","Percentage","0","Units",,,11.29,,
+"SVK","Slovak Republic","WL_EWLH","Employees working very long hours","L","Value","MN","Men","PC","Percentage","0","Units",,,6.04,,
+"ESP","Spain","WL_EWLH","Employees working very long hours","L","Value","MN","Men","PC","Percentage","0","Units",,,5.73,,
+"SWE","Sweden","WL_EWLH","Employees working very long hours","L","Value","MN","Men","PC","Percentage","0","Units",,,1.54,,
+"CHE","Switzerland","WL_EWLH","Employees working very long hours","L","Value","MN","Men","PC","Percentage","0","Units",,,0.45,,
+"TUR","Turkey","WL_EWLH","Employees working very long hours","L","Value","MN","Men","PC","Percentage","0","Units",,,36.01,,
+"GBR","United Kingdom","WL_EWLH","Employees working very long hours","L","Value","MN","Men","PC","Percentage","0","Units",,,17.66,,
+"USA","United States","WL_EWLH","Employees working very long hours","L","Value","MN","Men","PC","Percentage","0","Units",,,15.21,,
+"BRA","Brazil","WL_EWLH","Employees working very long hours","L","Value","MN","Men","PC","Percentage","0","Units",,,9.15,,
+"CHL","Chile","WL_EWLH","Employees working very long hours","L","Value","MN","Men","PC","Percentage","0","Units",,,12.75,,
+"EST","Estonia","WL_EWLH","Employees working very long hours","L","Value","MN","Men","PC","Percentage","0","Units",,,3.72,,
+"ISR","Israel","WL_EWLH","Employees working very long hours","L","Value","MN","Men","PC","Percentage","0","Units",,,23.29,,
+"LVA","Latvia","WL_EWLH","Employees working very long hours","L","Value","MN","Men","PC","Percentage","0","Units",,,1.7,,
+"RUS","Russia","WL_EWLH","Employees working very long hours","L","Value","MN","Men","PC","Percentage","0","Units",,,0.23,,
+"SVN","Slovenia","WL_EWLH","Employees working very long hours","L","Value","MN","Men","PC","Percentage","0","Units",,,6.2,,
+"ZAF","South Africa","WL_EWLH","Employees working very long hours","L","Value","MN","Men","PC","Percentage","0","Units",,,22.08,,
+"OECD","OECD - Total","WL_EWLH","Employees working very long hours","L","Value","MN","Men","PC","Percentage","0","Units",,,15.3,,
+"AUS","Australia","WL_EWLH","Employees working very long hours","L","Value","WMN","Women","PC","Percentage","0","Units",,,6.31,,
+"AUT","Austria","WL_EWLH","Employees working very long hours","L","Value","WMN","Women","PC","Percentage","0","Units",,,3.1,,
+"BEL","Belgium","WL_EWLH","Employees working very long hours","L","Value","WMN","Women","PC","Percentage","0","Units",,,2.55,,
+"CAN","Canada","WL_EWLH","Employees working very long hours","L","Value","WMN","Women","PC","Percentage","0","Units",,,1.42,,
+"CZE","Czech Republic","WL_EWLH","Employees working very long hours","L","Value","WMN","Women","PC","Percentage","0","Units",,,2.21,,
+"DNK","Denmark","WL_EWLH","Employees working very long hours","L","Value","WMN","Women","PC","Percentage","0","Units",,,0.89,,
+"FIN","Finland","WL_EWLH","Employees working very long hours","L","Value","WMN","Women","PC","Percentage","0","Units",,,1.92,,
+"FRA","France","WL_EWLH","Employees working very long hours","L","Value","WMN","Women","PC","Percentage","0","Units",,,4.92,,
+"DEU","Germany","WL_EWLH","Employees working very long hours","L","Value","WMN","Women","PC","Percentage","0","Units",,,1.92,,
+"GRC","Greece","WL_EWLH","Employees working very long hours","L","Value","WMN","Women","PC","Percentage","0","Units",,,4.11,,
+"HUN","Hungary","WL_EWLH","Employees working very long hours","L","Value","WMN","Women","PC","Percentage","0","Units",,,1.66,,
+"ISL","Iceland","WL_EWLH","Employees working very long hours","L","Value","WMN","Women","PC","Percentage","0","Units",,,5.6,,
+"IRL","Ireland","WL_EWLH","Employees working very long hours","L","Value","WMN","Women","PC","Percentage","0","Units",,,2.28,,
+"ITA","Italy","WL_EWLH","Employees working very long hours","L","Value","WMN","Women","PC","Percentage","0","Units",,,2.25,,
+"LUX","Luxembourg","WL_EWLH","Employees working very long hours","L","Value","WMN","Women","PC","Percentage","0","Units",,,1.88,,
+"MEX","Mexico","WL_EWLH","Employees working very long hours","L","Value","WMN","Women","PC","Percentage","0","Units",,,17.61,,
+"NLD","Netherlands","WL_EWLH","Employees working very long hours","L","Value","WMN","Women","PC","Percentage","0","Units",,,0.09,,
+"NZL","New Zealand","WL_EWLH","Employees working very long hours","L","Value","WMN","Women","PC","Percentage","0","Units",,,8.63,,
+"NOR","Norway","WL_EWLH","Employees working very long hours","L","Value","WMN","Women","PC","Percentage","0","Units",,,1.34,,
+"POL","Poland","WL_EWLH","Employees working very long hours","L","Value","WMN","Women","PC","Percentage","0","Units",,,2.28,,
+"PRT","Portugal","WL_EWLH","Employees working very long hours","L","Value","WMN","Women","PC","Percentage","0","Units",,,5.46,,
+"SVK","Slovak Republic","WL_EWLH","Employees working very long hours","L","Value","WMN","Women","PC","Percentage","0","Units",,,2.04,,
+"ESP","Spain","WL_EWLH","Employees working very long hours","L","Value","WMN","Women","PC","Percentage","0","Units",,,2.15,,
+"SWE","Sweden","WL_EWLH","Employees working very long hours","L","Value","WMN","Women","PC","Percentage","0","Units",,,0.59,,
+"CHE","Switzerland","WL_EWLH","Employees working very long hours","L","Value","WMN","Women","PC","Percentage","0","Units",,,0.29,,
+"TUR","Turkey","WL_EWLH","Employees working very long hours","L","Value","WMN","Women","PC","Percentage","0","Units",,,24.48,,
+"GBR","United Kingdom","WL_EWLH","Employees working very long hours","L","Value","WMN","Women","PC","Percentage","0","Units",,,6.56,,
+"USA","United States","WL_EWLH","Employees working very long hours","L","Value","WMN","Women","PC","Percentage","0","Units",,,6.67,,
+"BRA","Brazil","WL_EWLH","Employees working very long hours","L","Value","WMN","Women","PC","Percentage","0","Units",,,4.74,,
+"CHL","Chile","WL_EWLH","Employees working very long hours","L","Value","WMN","Women","PC","Percentage","0","Units",,,5.48,,
+"EST","Estonia","WL_EWLH","Employees working very long hours","L","Value","WMN","Women","PC","Percentage","0","Units",,,1.17,,
+"ISR","Israel","WL_EWLH","Employees working very long hours","L","Value","WMN","Women","PC","Percentage","0","Units",,,7.08,,
+"LVA","Latvia","WL_EWLH","Employees working very long hours","L","Value","WMN","Women","PC","Percentage","0","Units",,,0.87,,
+"RUS","Russia","WL_EWLH","Employees working very long hours","L","Value","WMN","Women","PC","Percentage","0","Units",,,0.05,,
+"SVN","Slovenia","WL_EWLH","Employees working very long hours","L","Value","WMN","Women","PC","Percentage","0","Units",,,2.41,,
+"ZAF","South Africa","WL_EWLH","Employees working very long hours","L","Value","WMN","Women","PC","Percentage","0","Units",,,13.32,,
+"OECD","OECD - Total","WL_EWLH","Employees working very long hours","L","Value","WMN","Women","PC","Percentage","0","Units",,,6.05,,
+"AUS","Australia","WL_TNOW","Time devoted to leisure and personal care","L","Value","TOT","Total","HOUR","Hours","0","Units",,,14.35,,
+"AUT","Austria","WL_TNOW","Time devoted to leisure and personal care","L","Value","TOT","Total","HOUR","Hours","0","Units",,,14.55,,
+"BEL","Belgium","WL_TNOW","Time devoted to leisure and personal care","L","Value","TOT","Total","HOUR","Hours","0","Units",,,15.7,,
+"CAN","Canada","WL_TNOW","Time devoted to leisure and personal care","L","Value","TOT","Total","HOUR","Hours","0","Units",,,14.56,,
+"DNK","Denmark","WL_TNOW","Time devoted to leisure and personal care","L","Value","TOT","Total","HOUR","Hours","0","Units",,,15.87,,
+"FIN","Finland","WL_TNOW","Time devoted to leisure and personal care","L","Value","TOT","Total","HOUR","Hours","0","Units",,,15.17,,
+"FRA","France","WL_TNOW","Time devoted to leisure and personal care","L","Value","TOT","Total","HOUR","Hours","0","Units",,,16.36,,
+"DEU","Germany","WL_TNOW","Time devoted to leisure and personal care","L","Value","TOT","Total","HOUR","Hours","0","Units",,,15.62,,
+"ITA","Italy","WL_TNOW","Time devoted to leisure and personal care","L","Value","TOT","Total","HOUR","Hours","0","Units",,,16.47,,
+"KOR","Korea","WL_TNOW","Time devoted to leisure and personal care","L","Value","TOT","Total","HOUR","Hours","0","Units",,,14.7,,
+"NZL","New Zealand","WL_TNOW","Time devoted to leisure and personal care","L","Value","TOT","Total","HOUR","Hours","0","Units",,,14.87,,
+"NOR","Norway","WL_TNOW","Time devoted to leisure and personal care","L","Value","TOT","Total","HOUR","Hours","0","Units",,,15.56,,
+"POL","Poland","WL_TNOW","Time devoted to leisure and personal care","L","Value","TOT","Total","HOUR","Hours","0","Units",,,14.42,,
+"ESP","Spain","WL_TNOW","Time devoted to leisure and personal care","L","Value","TOT","Total","HOUR","Hours","0","Units",,,15.93,,
+"SWE","Sweden","WL_TNOW","Time devoted to leisure and personal care","L","Value","TOT","Total","HOUR","Hours","0","Units",,,15.18,,
+"TUR","Turkey","WL_TNOW","Time devoted to leisure and personal care","L","Value","TOT","Total","HOUR","Hours","0","Units",,,14.79,,
+"GBR","United Kingdom","WL_TNOW","Time devoted to leisure and personal care","L","Value","TOT","Total","HOUR","Hours","0","Units",,,14.92,,
+"USA","United States","WL_TNOW","Time devoted to leisure and personal care","L","Value","TOT","Total","HOUR","Hours","0","Units",,,14.44,,
+"EST","Estonia","WL_TNOW","Time devoted to leisure and personal care","L","Value","TOT","Total","HOUR","Hours","0","Units",,,14.9,,
+"LVA","Latvia","WL_TNOW","Time devoted to leisure and personal care","L","Value","TOT","Total","HOUR","Hours","0","Units",,,13.83,,
+"SVN","Slovenia","WL_TNOW","Time devoted to leisure and personal care","L","Value","TOT","Total","HOUR","Hours","0","Units",,,14.75,,
+"ZAF","South Africa","WL_TNOW","Time devoted to leisure and personal care","L","Value","TOT","Total","HOUR","Hours","0","Units",,,14.92,,
+"OECD","OECD - Total","WL_TNOW","Time devoted to leisure and personal care","L","Value","TOT","Total","HOUR","Hours","0","Units",,,14.98,,
+"AUS","Australia","WL_TNOW","Time devoted to leisure and personal care","L","Value","MN","Men","HOUR","Hours","0","Units",,,14.37,,
+"AUT","Austria","WL_TNOW","Time devoted to leisure and personal care","L","Value","MN","Men","HOUR","Hours","0","Units",,,14.72,,
+"BEL","Belgium","WL_TNOW","Time devoted to leisure and personal care","L","Value","MN","Men","HOUR","Hours","0","Units",,,15.78,,
+"CAN","Canada","WL_TNOW","Time devoted to leisure and personal care","L","Value","MN","Men","HOUR","Hours","0","Units",,,14.64,,
+"DNK","Denmark","WL_TNOW","Time devoted to leisure and personal care","L","Value","MN","Men","HOUR","Hours","0","Units",,,15.81,,
+"FIN","Finland","WL_TNOW","Time devoted to leisure and personal care","L","Value","MN","Men","HOUR","Hours","0","Units",,,15.28,,
+"FRA","France","WL_TNOW","Time devoted to leisure and personal care","L","Value","MN","Men","HOUR","Hours","0","Units",,,16.66,,
+"DEU","Germany","WL_TNOW","Time devoted to leisure and personal care","L","Value","MN","Men","HOUR","Hours","0","Units",,,15.65,,
+"ITA","Italy","WL_TNOW","Time devoted to leisure and personal care","L","Value","MN","Men","HOUR","Hours","0","Units",,,16.95,,
+"KOR","Korea","WL_TNOW","Time devoted to leisure and personal care","L","Value","MN","Men","HOUR","Hours","0","Units",,,15.05,,
+"NZL","New Zealand","WL_TNOW","Time devoted to leisure and personal care","L","Value","MN","Men","HOUR","Hours","0","Units",,,14.83,,
+"NOR","Norway","WL_TNOW","Time devoted to leisure and personal care","L","Value","MN","Men","HOUR","Hours","0","Units",,,15.48,,
+"POL","Poland","WL_TNOW","Time devoted to leisure and personal care","L","Value","MN","Men","HOUR","Hours","0","Units",,,14.67,,
+"ESP","Spain","WL_TNOW","Time devoted to leisure and personal care","L","Value","MN","Men","HOUR","Hours","0","Units",,,16.17,,
+"SWE","Sweden","WL_TNOW","Time devoted to leisure and personal care","L","Value","MN","Men","HOUR","Hours","0","Units",,,15.12,,
+"TUR","Turkey","WL_TNOW","Time devoted to leisure and personal care","L","Value","MN","Men","HOUR","Hours","0","Units",,,14.97,,
+"GBR","United Kingdom","WL_TNOW","Time devoted to leisure and personal care","L","Value","MN","Men","HOUR","Hours","0","Units",,,14.97,,
+"USA","United States","WL_TNOW","Time devoted to leisure and personal care","L","Value","MN","Men","HOUR","Hours","0","Units",,,14.48,,
+"EST","Estonia","WL_TNOW","Time devoted to leisure and personal care","L","Value","MN","Men","HOUR","Hours","0","Units",,,15.33,,
+"LVA","Latvia","WL_TNOW","Time devoted to leisure and personal care","L","Value","MN","Men","HOUR","Hours","0","Units",,,14.2,,
+"SVN","Slovenia","WL_TNOW","Time devoted to leisure and personal care","L","Value","MN","Men","HOUR","Hours","0","Units",,,15.27,,
+"ZAF","South Africa","WL_TNOW","Time devoted to leisure and personal care","L","Value","MN","Men","HOUR","Hours","0","Units",,,15.02,,
+"OECD","OECD - Total","WL_TNOW","Time devoted to leisure and personal care","L","Value","MN","Men","HOUR","Hours","0","Units",,,15.04,,
+"AUS","Australia","WL_TNOW","Time devoted to leisure and personal care","L","Value","WMN","Women","HOUR","Hours","0","Units",,,14.33,,
+"AUT","Austria","WL_TNOW","Time devoted to leisure and personal care","L","Value","WMN","Women","HOUR","Hours","0","Units",,,14.32,,
+"BEL","Belgium","WL_TNOW","Time devoted to leisure and personal care","L","Value","WMN","Women","HOUR","Hours","0","Units",,,15.51,,
+"CAN","Canada","WL_TNOW","Time devoted to leisure and personal care","L","Value","WMN","Women","HOUR","Hours","0","Units",,,14.46,,
+"DNK","Denmark","WL_TNOW","Time devoted to leisure and personal care","L","Value","WMN","Women","HOUR","Hours","0","Units",,,15.94,,
+"FIN","Finland","WL_TNOW","Time devoted to leisure and personal care","L","Value","WMN","Women","HOUR","Hours","0","Units",,,15.04,,
+"FRA","France","WL_TNOW","Time devoted to leisure and personal care","L","Value","WMN","Women","HOUR","Hours","0","Units",,,15.99,,
+"DEU","Germany","WL_TNOW","Time devoted to leisure and personal care","L","Value","WMN","Women","HOUR","Hours","0","Units",,,15.57,,
+"ITA","Italy","WL_TNOW","Time devoted to leisure and personal care","L","Value","WMN","Women","HOUR","Hours","0","Units",,,15.52,,
+"KOR","Korea","WL_TNOW","Time devoted to leisure and personal care","L","Value","WMN","Women","HOUR","Hours","0","Units",,,14,,
+"NZL","New Zealand","WL_TNOW","Time devoted to leisure and personal care","L","Value","WMN","Women","HOUR","Hours","0","Units",,,14.95,,
+"NOR","Norway","WL_TNOW","Time devoted to leisure and personal care","L","Value","WMN","Women","HOUR","Hours","0","Units",,,15.65,,
+"POL","Poland","WL_TNOW","Time devoted to leisure and personal care","L","Value","WMN","Women","HOUR","Hours","0","Units",,,14.08,,
+"ESP","Spain","WL_TNOW","Time devoted to leisure and personal care","L","Value","WMN","Women","HOUR","Hours","0","Units",,,15.48,,
+"SWE","Sweden","WL_TNOW","Time devoted to leisure and personal care","L","Value","WMN","Women","HOUR","Hours","0","Units",,,15.23,,
+"TUR","Turkey","WL_TNOW","Time devoted to leisure and personal care","L","Value","WMN","Women","HOUR","Hours","0","Units",,,14.2,,
+"GBR","United Kingdom","WL_TNOW","Time devoted to leisure and personal care","L","Value","WMN","Women","HOUR","Hours","0","Units",,,14.86,,
+"USA","United States","WL_TNOW","Time devoted to leisure and personal care","L","Value","WMN","Women","HOUR","Hours","0","Units",,,14.4,,
+"EST","Estonia","WL_TNOW","Time devoted to leisure and personal care","L","Value","WMN","Women","HOUR","Hours","0","Units",,,14.43,,
+"LVA","Latvia","WL_TNOW","Time devoted to leisure and personal care","L","Value","WMN","Women","HOUR","Hours","0","Units",,,13.45,,
+"SVN","Slovenia","WL_TNOW","Time devoted to leisure and personal care","L","Value","WMN","Women","HOUR","Hours","0","Units",,,14.17,,
+"ZAF","South Africa","WL_TNOW","Time devoted to leisure and personal care","L","Value","WMN","Women","HOUR","Hours","0","Units",,,14.37,,
+"OECD","OECD - Total","WL_TNOW","Time devoted to leisure and personal care","L","Value","WMN","Women","HOUR","Hours","0","Units",,,14.67,,
+"COL","Colombia","CG_SENG","Stakeholder engagement for developing regulations","L","Value","TOT","Total","AVSCORE","Average score","0","Units",,,1.4,,
+"LTU","Lithuania","CG_SENG","Stakeholder engagement for developing regulations","L","Value","TOT","Total","AVSCORE","Average score","0","Units",,,2.4,,
+"COL","Colombia","HO_BASE","Dwellings without basic facilities","L","Value","TOT","Total","PC","Percentage","0","Units",,,23.9,,
+"LTU","Lithuania","HO_BASE","Dwellings without basic facilities","L","Value","TOT","Total","PC","Percentage","0","Units",,,13.6,,
+"COL","Colombia","HO_HISH","Housing expenditure","L","Value","TOT","Total","PC","Percentage","0","Units",,,17,,
+"LTU","Lithuania","HO_HISH","Housing expenditure","L","Value","TOT","Total","PC","Percentage","0","Units",,,19,,
+"COL","Colombia","PS_FSAFEN","Feeling safe walking alone at night","L","Value","TOT","Total","PC","Percentage","0","Units",,,44.4,,
+"LTU","Lithuania","PS_FSAFEN","Feeling safe walking alone at night","L","Value","TOT","Total","PC","Percentage","0","Units",,,55.9,,
+"COL","Colombia","PS_FSAFEN","Feeling safe walking alone at night","L","Value","MN","Men","PC","Percentage","0","Units",,,48.6,,
+"LTU","Lithuania","PS_FSAFEN","Feeling safe walking alone at night","L","Value","MN","Men","PC","Percentage","0","Units",,,61.6,,
+"COL","Colombia","PS_FSAFEN","Feeling safe walking alone at night","L","Value","WMN","Women","PC","Percentage","0","Units",,,40.7,,
+"LTU","Lithuania","PS_FSAFEN","Feeling safe walking alone at night","L","Value","WMN","Women","PC","Percentage","0","Units",,,51.2,,
+"COL","Colombia","HO_NUMR","Rooms per person","L","Value","TOT","Total","RATIO","Ratio","0","Units",,,1.2,,
+"LTU","Lithuania","HO_NUMR","Rooms per person","L","Value","TOT","Total","RATIO","Ratio","0","Units",,,1.5,,
+"LTU","Lithuania","IW_HADI","Household net adjusted disposable income","L","Value","TOT","Total","USD","US Dollar","0","Units",,,21660,,
+"COL","Colombia","JE_EMPL","Employment rate","L","Value","TOT","Total","PC","Percentage","0","Units",,,67,,
+"LTU","Lithuania","JE_EMPL","Employment rate","L","Value","TOT","Total","PC","Percentage","0","Units",,,70,,
+"COL","Colombia","JE_EMPL","Employment rate","L","Value","MN","Men","PC","Percentage","0","Units",,,79,,
+"LTU","Lithuania","JE_EMPL","Employment rate","L","Value","MN","Men","PC","Percentage","0","Units",,,71,,
+"COL","Colombia","JE_EMPL","Employment rate","L","Value","WMN","Women","PC","Percentage","0","Units",,,55,,
+"LTU","Lithuania","JE_EMPL","Employment rate","L","Value","WMN","Women","PC","Percentage","0","Units",,,70,,
+"COL","Colombia","JE_LTUR","Long-term unemployment rate","L","Value","TOT","Total","PC","Percentage","0","Units",,,0.79,,
+"LTU","Lithuania","JE_LTUR","Long-term unemployment rate","L","Value","TOT","Total","PC","Percentage","0","Units",,,2.69,,
+"COL","Colombia","JE_LTUR","Long-term unemployment rate","L","Value","MN","Men","PC","Percentage","0","Units",,,0.51,,
+"LTU","Lithuania","JE_LTUR","Long-term unemployment rate","L","Value","MN","Men","PC","Percentage","0","Units",,,3.22,,
+"COL","Colombia","JE_LTUR","Long-term unemployment rate","L","Value","WMN","Women","PC","Percentage","0","Units",,,1.16,,
+"LTU","Lithuania","JE_LTUR","Long-term unemployment rate","L","Value","WMN","Women","PC","Percentage","0","Units",,,2.18,,
+"LTU","Lithuania","JE_PEARN","Personal earnings","L","Value","TOT","Total","USD","US Dollar","0","Units",,,24287,,
+"COL","Colombia","SC_SNTWS","Quality of support network","L","Value","TOT","Total","PC","Percentage","0","Units",,,89,,
+"LTU","Lithuania","SC_SNTWS","Quality of support network","L","Value","TOT","Total","PC","Percentage","0","Units",,,88,,
+"COL","Colombia","SC_SNTWS","Quality of support network","L","Value","MN","Men","PC","Percentage","0","Units",,,89,,
+"LTU","Lithuania","SC_SNTWS","Quality of support network","L","Value","MN","Men","PC","Percentage","0","Units",,,87,,
+"COL","Colombia","SC_SNTWS","Quality of support network","L","Value","WMN","Women","PC","Percentage","0","Units",,,89,,
+"LTU","Lithuania","SC_SNTWS","Quality of support network","L","Value","WMN","Women","PC","Percentage","0","Units",,,88,,
+"LTU","Lithuania","SC_SNTWS","Quality of support network","L","Value","HGH","High","PC","Percentage","0","Units",,,92,,
+"LTU","Lithuania","SC_SNTWS","Quality of support network","L","Value","LW","Low","PC","Percentage","0","Units",,,87,,
+"COL","Colombia","ES_EDUA","Educational attainment","L","Value","TOT","Total","PC","Percentage","0","Units",,,54,,
+"LTU","Lithuania","ES_EDUA","Educational attainment","L","Value","TOT","Total","PC","Percentage","0","Units",,,93,,
+"COL","Colombia","ES_EDUA","Educational attainment","L","Value","MN","Men","PC","Percentage","0","Units",,,52,,
+"LTU","Lithuania","ES_EDUA","Educational attainment","L","Value","MN","Men","PC","Percentage","0","Units",,,90,,
+"COL","Colombia","ES_EDUA","Educational attainment","L","Value","WMN","Women","PC","Percentage","0","Units",,,56,,
+"LTU","Lithuania","ES_EDUA","Educational attainment","L","Value","WMN","Women","PC","Percentage","0","Units",,,95,,
+"COL","Colombia","ES_STCS","Student skills","L","Value","TOT","Total","AVSCORE","Average score","0","Units",,,410,,
+"LTU","Lithuania","ES_STCS","Student skills","L","Value","TOT","Total","AVSCORE","Average score","0","Units",,,475,,
+"COL","Colombia","ES_STCS","Student skills","L","Value","MN","Men","AVSCORE","Average score","0","Units",,,411,,
+"LTU","Lithuania","ES_STCS","Student skills","L","Value","MN","Men","AVSCORE","Average score","0","Units",,,468,,
+"COL","Colombia","ES_STCS","Student skills","L","Value","WMN","Women","AVSCORE","Average score","0","Units",,,409,,
+"LTU","Lithuania","ES_STCS","Student skills","L","Value","WMN","Women","AVSCORE","Average score","0","Units",,,483,,
+"COL","Colombia","ES_STCS","Student skills","L","Value","HGH","High","AVSCORE","Average score","0","Units",,,456,,
+"LTU","Lithuania","ES_STCS","Student skills","L","Value","HGH","High","AVSCORE","Average score","0","Units",,,519,,
+"COL","Colombia","ES_STCS","Student skills","L","Value","LW","Low","AVSCORE","Average score","0","Units",,,378,,
+"LTU","Lithuania","ES_STCS","Student skills","L","Value","LW","Low","AVSCORE","Average score","0","Units",,,438,,
+"COL","Colombia","ES_EDUEX","Years in education","L","Value","TOT","Total","YR","Years","0","Units",,,14.1,,
+"LTU","Lithuania","ES_EDUEX","Years in education","L","Value","TOT","Total","YR","Years","0","Units",,,18.4,,
+"COL","Colombia","ES_EDUEX","Years in education","L","Value","MN","Men","YR","Years","0","Units",,,13.8,,
+"LTU","Lithuania","ES_EDUEX","Years in education","L","Value","MN","Men","YR","Years","0","Units",,,18,,
+"COL","Colombia","ES_EDUEX","Years in education","L","Value","WMN","Women","YR","Years","0","Units",,,14.4,,
+"LTU","Lithuania","ES_EDUEX","Years in education","L","Value","WMN","Women","YR","Years","0","Units",,,18.8,,
+"COL","Colombia","EQ_AIRP","Air pollution","L","Value","TOT","Total","MICRO_M3","Micrograms per cubic metre","0","Units",,,10,,
+"LTU","Lithuania","EQ_AIRP","Air pollution","L","Value","TOT","Total","MICRO_M3","Micrograms per cubic metre","0","Units",,,14,,
+"COL","Colombia","EQ_WATER","Water quality","L","Value","TOT","Total","PC","Percentage","0","Units",,,75,,
+"LTU","Lithuania","EQ_WATER","Water quality","L","Value","TOT","Total","PC","Percentage","0","Units",,,81,,
+"COL","Colombia","EQ_WATER","Water quality","L","Value","MN","Men","PC","Percentage","0","Units",,,76,,
+"LTU","Lithuania","EQ_WATER","Water quality","L","Value","MN","Men","PC","Percentage","0","Units",,,79,,
+"COL","Colombia","EQ_WATER","Water quality","L","Value","WMN","Women","PC","Percentage","0","Units",,,73,,
+"LTU","Lithuania","EQ_WATER","Water quality","L","Value","WMN","Women","PC","Percentage","0","Units",,,82,,
+"COL","Colombia","CG_VOTO","Voter turnout","L","Value","TOT","Total","PC","Percentage","0","Units",,,53,,
+"LTU","Lithuania","CG_VOTO","Voter turnout","L","Value","TOT","Total","PC","Percentage","0","Units",,,51,,
+"COL","Colombia","HS_LEB","Life expectancy","L","Value","TOT","Total","YR","Years","0","Units",,,76.2,,
+"LTU","Lithuania","HS_LEB","Life expectancy","L","Value","TOT","Total","YR","Years","0","Units",,,74.8,,
+"COL","Colombia","HS_LEB","Life expectancy","L","Value","MN","Men","YR","Years","0","Units",,,73.1,,
+"LTU","Lithuania","HS_LEB","Life expectancy","L","Value","MN","Men","YR","Years","0","Units",,,69.5,,
+"COL","Colombia","HS_LEB","Life expectancy","L","Value","WMN","Women","YR","Years","0","Units",,,79.4,,
+"LTU","Lithuania","HS_LEB","Life expectancy","L","Value","WMN","Women","YR","Years","0","Units",,,80.1,,
+"LTU","Lithuania","HS_SFRH","Self-reported health","L","Value","TOT","Total","PC","Percentage","0","Units",,,43,,
+"LTU","Lithuania","HS_SFRH","Self-reported health","L","Value","MN","Men","PC","Percentage","0","Units",,,49,,
+"LTU","Lithuania","HS_SFRH","Self-reported health","L","Value","WMN","Women","PC","Percentage","0","Units",,,40,,
+"LTU","Lithuania","HS_SFRH","Self-reported health","L","Value","HGH","High","PC","Percentage","0","Units",,,67,,
+"LTU","Lithuania","HS_SFRH","Self-reported health","L","Value","LW","Low","PC","Percentage","0","Units",,,29,,
+"COL","Colombia","SW_LIFS","Life satisfaction","L","Value","TOT","Total","AVSCORE","Average score","0","Units",,,6.3,,
+"LTU","Lithuania","SW_LIFS","Life satisfaction","L","Value","TOT","Total","AVSCORE","Average score","0","Units",,,5.9,,
+"COL","Colombia","SW_LIFS","Life satisfaction","L","Value","MN","Men","AVSCORE","Average score","0","Units",,,6.2,,
+"LTU","Lithuania","SW_LIFS","Life satisfaction","L","Value","MN","Men","AVSCORE","Average score","0","Units",,,5.9,,
+"COL","Colombia","SW_LIFS","Life satisfaction","L","Value","WMN","Women","AVSCORE","Average score","0","Units",,,6.3,,
+"LTU","Lithuania","SW_LIFS","Life satisfaction","L","Value","WMN","Women","AVSCORE","Average score","0","Units",,,6,,
+"LTU","Lithuania","SW_LIFS","Life satisfaction","L","Value","HGH","High","AVSCORE","Average score","0","Units",,,6.5,,
+"LTU","Lithuania","SW_LIFS","Life satisfaction","L","Value","LW","Low","AVSCORE","Average score","0","Units",,,5.6,,
+"COL","Colombia","PS_REPH","Homicide rate","L","Value","TOT","Total","RATIO","Ratio","0","Units",,,24.5,,
+"LTU","Lithuania","PS_REPH","Homicide rate","L","Value","TOT","Total","RATIO","Ratio","0","Units",,,3.4,,
+"COL","Colombia","PS_REPH","Homicide rate","L","Value","MN","Men","RATIO","Ratio","0","Units",,,46.4,,
+"LTU","Lithuania","PS_REPH","Homicide rate","L","Value","MN","Men","RATIO","Ratio","0","Units",,,5.2,,
+"COL","Colombia","PS_REPH","Homicide rate","L","Value","WMN","Women","RATIO","Ratio","0","Units",,,4.1,,
+"LTU","Lithuania","PS_REPH","Homicide rate","L","Value","WMN","Women","RATIO","Ratio","0","Units",,,1.7,,
+"COL","Colombia","WL_EWLH","Employees working very long hours","L","Value","TOT","Total","PC","Percentage","0","Units",,,26.56,,
+"LTU","Lithuania","WL_EWLH","Employees working very long hours","L","Value","TOT","Total","PC","Percentage","0","Units",,,0.54,,
+"COL","Colombia","WL_EWLH","Employees working very long hours","L","Value","MN","Men","PC","Percentage","0","Units",,,32.09,,
+"LTU","Lithuania","WL_EWLH","Employees working very long hours","L","Value","MN","Men","PC","Percentage","0","Units",,,0.67,,
+"COL","Colombia","WL_EWLH","Employees working very long hours","L","Value","WMN","Women","PC","Percentage","0","Units",,,19.37,,
+"LTU","Lithuania","WL_EWLH","Employees working very long hours","L","Value","WMN","Women","PC","Percentage","0","Units",,,0.43,,
diff --git a/Ch1/data/WEO.xls b/Ch1/data/WEO.xls
new file mode 100644
index 000000000..e65416602
--- /dev/null
+++ b/Ch1/data/WEO.xls
@@ -0,0 +1,195 @@
+WEO Country Code	Country	Units	Scale	2017	2018	2019	2020	2021	2022	2023	2024	Estimates Start After
+512	Afghanistan	U.S. dollars	Units	569.531	544.983	513.108	509.759	533.089	566.416	602.884	644.950	2016
+914	Albania	U.S. dollars	Units	4,540.459	5,239.212	5,372.742	5,847.056	6,333.425	6,876.566	7,410.754	7,993.468	2018
+612	Algeria	U.S. dollars	Units	4,012.134	4,080.913	3,980.118	4,039.101	4,032.707	4,055.391	4,047.724	3,768.013	2017
+614	Angola	U.S. dollars	Units	4,303.693	3,620.589	3,037.976	2,867.517	2,897.032	2,953.859	3,045.260	3,120.541	2017
+311	Antigua and Barbuda	U.S. dollars	Units	16,089.363	17,464.336	18,109.095	18,887.448	19,544.781	20,124.740	20,721.909	21,336.798	2011
+213	Argentina	U.S. dollars	Units	14,588.011	11,658.220	9,887.788	9,730.908	10,462.467	11,138.804	11,835.194	12,177.217	2018
+911	Armenia	U.S. dollars	Units	3,868.906	4,187.611	4,527.592	4,759.206	5,059.520	5,378.737	5,702.344	6,043.953	2015
+314	Aruba	U.S. dollars	Units	24,164.362	25,366.477	25,976.240	26,469.446	27,227.770	28,021.822	28,850.485	29,720.457	2017
+193	Australia	U.S. dollars	Units	55,973.640	56,420.201	53,825.164	52,952.268	54,587.897	56,467.987	58,449.932	60,369.331	2018
+122	Austria	U.S. dollars	Units	47,389.373	51,343.509	50,022.612	51,330.462	53,303.753	55,221.178	57,279.407	59,476.961	2018
+912	Azerbaijan	U.S. dollars	Units	4,212.471	4,722.325	4,689.378	4,718.930	4,795.521	4,941.441	5,132.679	5,350.316	2018
+313	The Bahamas	U.S. dollars	Units	32,629.172	32,996.799	33,261.315	33,286.021	34,200.153	35,018.793	35,841.545	36,701.690	2018
+419	Bahrain	U.S. dollars	Units	24,399.252	25,482.741	25,273.148	25,507.487	25,932.820	26,444.246	27,074.859	27,815.127	2016
+513	Bangladesh	U.S. dollars	Units	1,605.994	1,749.325	1,905.716	2,067.542	2,239.623	2,426.072	2,628.010	2,846.756	2013
+316	Barbados	U.S. dollars	Units	17,423.251	17,758.083	18,069.384	18,486.766	19,156.700	19,913.303	20,703.371	21,521.657	2018
+913	Belarus	U.S. dollars	Units	5,757.286	6,283.479	6,603.920	6,744.238	6,823.123	6,986.478	7,159.078	7,289.031	2018
+124	Belgium	U.S. dollars	Units	43,689.621	46,695.986	45,175.585	45,979.691	47,324.510	48,671.139	50,099.749	51,719.338	2018
+339	Belize	U.S. dollars	Units	4,828.354	4,862.047	4,925.180	4,978.340	5,036.697	5,090.838	5,146.625	5,099.767	2014
+638	Benin	U.S. dollars	Units	1,136.142	1,241.769	1,216.632	1,274.280	1,365.716	1,459.186	1,556.988	1,663.300	2017
+514	Bhutan	U.S. dollars	Units	2,937.511	3,160.058	3,423.052	3,533.204	3,786.918	4,028.307	4,310.651	4,593.283	2015
+218	Bolivia	U.S. dollars	Units	3,368.756	3,565.498	3,670.959	3,860.622	4,090.246	4,354.610	4,644.584	4,983.391	2012
+963	Bosnia and Herzegovina	U.S. dollars	Units	5,155.553	5,754.740	5,741.758	6,009.572	6,322.157	6,662.604	7,037.406	7,468.044	2018
+616	Botswana	U.S. dollars	Units	7,584.050	7,973.135	7,859.180	8,116.170	8,453.235	8,584.925	8,725.099	8,863.208	2016
+223	Brazil	U.S. dollars	Units	9,926.291	8,958.576	8,796.909	8,955.650	9,344.111	9,737.998	10,167.442	10,606.458	2016
+516	Brunei Darussalam	U.S. dollars	Units	28,236.773	30,668.369	27,871.454	28,396.711	28,714.650	29,303.128	29,827.564	30,413.905	2018
+918	Bulgaria	U.S. dollars	Units	8,275.442	9,313.834	9,518.437	10,133.072	10,887.504	11,650.902	12,445.458	13,316.361	2018
+748	Burkina Faso	U.S. dollars	Units	643.786	715.769	717.962	757.613	802.158	848.540	897.111	949.687	2018
+618	Burundi	U.S. dollars	Units	312.463	306.966	309.870	312.732	315.731	323.712	335.157	347.177	0
+624	Cabo Verde	U.S. dollars	Units	3,244.549	3,578.662	3,598.626	3,808.145	4,044.509	4,302.428	4,572.784	4,867.494	2017
+522	Cambodia	U.S. dollars	Units	1,385.927	1,504.264	1,620.642	1,730.884	1,848.245	1,975.815	2,113.673	2,259.782	2012
+622	Cameroon	U.S. dollars	Units	1,441.546	1,555.670	1,514.599	1,553.753	1,623.263	1,700.810	1,786.674	1,882.440	2010
+156	Canada	U.S. dollars	Units	45,217.026	46,290.217	46,212.842	47,931.460	50,066.620	52,269.463	54,608.457	57,071.597	2018
+626	Central African Republic	U.S. dollars	Units	415.652	448.740	447.992	471.938	503.055	535.352	568.548	604.346	2004
+628	Chad	U.S. dollars	Units	827.149	884.815	861.246	909.686	967.144	1,030.197	1,069.837	1,122.363	2004
+228	Chile	U.S. dollars	Units	15,075.250	15,901.725	15,399.235	15,854.652	16,619.151	17,437.823	18,290.364	19,172.782	2017
+924	China	U.S. dollars	Units	8,677.403	9,580.239	10,098.865	10,872.504	11,773.098	12,718.794	13,723.667	14,811.794	2018
+233	Colombia	U.S. dollars	Units	6,325.486	6,641.507	6,508.127	6,744.007	7,053.528	7,381.726	7,729.015	8,096.644	2018
+632	Comoros	U.S. dollars	Units	1,304.769	1,391.383	1,349.794	1,392.938	1,445.068	1,494.867	1,546.659	1,602.218	2015
+636	Democratic Republic of the Congo	U.S. dollars	Units	407.705	495.635	500.554	511.604	520.923	534.258	550.676	565.022	1983
+634	Republic of Congo	U.S. dollars	Units	2,054.526	2,617.516	2,534.492	2,464.874	2,391.237	2,280.663	2,239.223	2,244.353	2017
+238	Costa Rica	U.S. dollars	Units	11,810.183	12,039.107	12,014.795	12,690.589	13,214.903	13,758.789	14,331.697	14,946.577	2018
+662	Côte d'Ivoire	U.S. dollars	Units	1,527.828	1,680.967	1,691.310	1,793.699	1,919.649	2,045.782	2,160.532	2,280.760	2015
+960	Croatia	U.S. dollars	Units	13,382.057	14,870.418	14,949.759	15,645.775	16,605.595	17,297.839	18,317.615	19,372.273	2018
+423	Cyprus	U.S. dollars	Units	25,957.848	28,341.046	27,719.690	28,626.567	30,014.184	31,383.733	32,713.445	34,190.398	2018
+935	Czech Republic	U.S. dollars	Units	20,409.984	23,112.593	23,213.954	24,569.058	25,881.829	27,205.524	28,569.078	30,070.296	2018
+128	Denmark	U.S. dollars	Units	57,380.204	60,897.231	59,795.269	61,732.569	64,106.781	66,656.961	69,413.320	72,325.944	2018
+611	Djibouti	U.S. dollars	Units	2,711.461	2,786.794	2,936.213	3,088.165	3,247.981	3,416.067	3,592.851	3,778.785	2018
+321	Dominica	U.S. dollars	Units	7,401.087	7,541.634	8,380.983	8,948.648	9,497.367	10,033.048	10,447.320	10,814.363	2011
+243	Dominican Republic	U.S. dollars	Units	7,874.941	8,340.961	8,629.254	9,194.687	9,797.191	10,408.288	11,059.395	11,739.561	2018
+248	Ecuador	U.S. dollars	Units	6,216.606	6,367.589	6,249.392	6,250.124	6,345.863	6,502.375	6,644.171	6,783.285	2018
+469	Egypt	U.S. dollars	Units	2,495.020	2,573.288	3,046.594	3,478.113	3,626.624	3,740.957	3,863.800	4,042.323	2018
+253	El Salvador	U.S. dollars	Units	3,787.329	3,922.255	4,008.024	4,126.151	4,250.391	4,375.302	4,521.315	4,667.913	2018
+642	Equatorial Guinea	U.S. dollars	Units	9,692.340	10,453.129	8,927.437	8,273.827	7,798.984	7,405.697	7,206.859	7,058.914	2015
+643	Eritrea	U.S. dollars	Units	323.508	331.862	342.600	349.788	364.929	392.446	412.806	434.657	2006
+939	Estonia	U.S. dollars	Units	20,381.011	23,330.275	23,523.596	24,802.770	26,468.049	28,155.783	29,886.742	31,776.204	2018
+734	Eswatini	U.S. dollars	Units	4,072.023	4,267.107	4,176.746	4,244.991	4,323.046	4,462.833	4,620.463	4,782.512	2017
+644	Ethiopia	U.S. dollars	Units	817.490	852.883	953.179	1,066.199	1,161.574	1,248.690	1,328.184	1,411.769	2016
+819	Fiji	U.S. dollars	Units	6,071.667	6,208.257	6,379.707	6,737.433	7,129.033	7,543.394	7,989.581	8,453.961	2017
+172	Finland	U.S. dollars	Units	45,948.217	49,737.554	48,868.742	50,774.198	52,865.727	55,016.979	57,145.118	59,480.218	2018
+132	France	U.S. dollars	Units	40,108.915	42,953.266	41,760.606	42,643.949	44,132.785	45,657.022	47,204.929	48,913.369	2018
+646	Gabon	U.S. dollars	Units	7,370.199	8,220.397	8,112.320	8,361.041	8,695.659	9,096.933	9,551.608	10,138.147	2004
+648	The Gambia	U.S. dollars	Units	676.656	712.512	755.046	795.704	826.666	859.430	887.082	912.803	2017
+915	Georgia	U.S. dollars	Units	4,046.890	4,346.147	4,289.322	4,626.405	5,034.789	5,462.651	5,858.927	6,277.161	2015
+134	Germany	U.S. dollars	Units	44,333.806	47,662.493	46,563.989	47,992.322	50,149.308	52,164.595	54,248.578	56,527.748	2018
+652	Ghana	U.S. dollars	Units	2,037.953	2,216.838	2,223.423	2,266.413	2,385.775	2,472.873	2,574.195	2,681.524	0
+174	Greece	U.S. dollars	Units	18,897.637	20,317.180	19,974.374	20,845.315	21,739.018	22,607.116	23,429.540	24,335.708	2018
+328	Grenada	U.S. dollars	Units	10,439.928	10,939.291	11,381.378	11,848.121	12,349.248	12,947.075	13,574.830	14,203.419	2016
+258	Guatemala	U.S. dollars	Units	4,469.456	4,545.085	4,616.853	4,807.546	5,047.630	5,279.749	5,525.899	5,872.654	2018
+656	Guinea	U.S. dollars	Units	794.600	910.063	981.016	1,030.708	1,087.278	1,138.484	1,188.818	1,241.661	2014
+654	Guinea-Bissau	U.S. dollars	Units	793.768	822.005	786.292	830.209	876.874	928.053	984.471	1,046.650	2017
+336	Guyana	U.S. dollars	Units	4,635.611	4,984.099	5,252.047	10,249.383	10,990.134	13,501.739	17,635.827	19,404.505	2017
+263	Haiti	U.S. dollars	Units	765.598	868.763	784.080	765.413	788.389	811.877	835.235	859.563	0
+268	Honduras	U.S. dollars	Units	2,491.474	2,523.800	2,548.458	2,593.926	2,655.026	2,729.426	2,811.140	2,900.352	2017
+532	Hong Kong SAR	U.S. dollars	Units	46,096.479	48,450.607	49,334.347	50,460.390	52,407.802	54,571.088	56,922.353	59,506.474	2018
+944	Hungary	U.S. dollars	Units	14,272.746	16,484.190	17,463.284	18,535.147	19,781.270	20,775.318	21,859.122	22,997.511	2018
+176	Iceland	U.S. dollars	Units	72,283.286	74,515.472	67,037.340	66,601.877	66,799.307	67,088.523	68,212.938	69,699.219	2018
+534	India	U.S. dollars	Units	2,014.013	2,037.692	2,171.643	2,338.115	2,529.343	2,737.149	2,965.506	3,209.673	2013
+536	Indonesia	U.S. dollars	Units	3,884.718	3,870.562	4,163.755	4,464.572	4,755.703	5,042.548	5,346.098	5,666.801	2018
+429	Islamic Republic of Iran	U.S. dollars	Units	5,289.795	5,416.525	5,506.229	5,503.083	5,604.661	5,785.159	6,062.618	6,552.325	2018
+433	Iraq	U.S. dollars	Units	5,263.209	5,881.517	5,738.449	5,799.425	5,891.456	6,031.312	6,187.370	6,370.533	2013
+178	Ireland	U.S. dollars	Units	69,462.898	78,334.865	77,771.205	80,264.835	83,899.176	87,714.561	91,529.491	95,678.404	2018
+436	Israel	U.S. dollars	Units	40,558.533	41,728.191	42,823.307	44,474.065	46,033.387	47,685.679	49,477.744	51,318.091	2018
+136	Italy	U.S. dollars	Units	32,195.433	34,320.754	32,946.524	33,431.250	34,439.778	35,442.540	36,465.684	37,611.567	2018
+343	Jamaica	U.S. dollars	Units	5,193.489	5,406.366	5,460.984	5,698.628	5,877.319	6,095.839	6,337.750	6,602.792	2015
+158	Japan	U.S. dollars	Units	38,342.735	39,303.958	40,846.777	43,043.422	44,637.427	46,453.574	48,460.640	50,637.000	2017
+439	Jordan	U.S. dollars	Units	4,201.656	4,270.172	4,386.605	4,541.550	4,724.432	4,937.459	5,178.600	5,433.592	2015
+916	Kazakhstan	U.S. dollars	Units	8,970.880	9,401.205	9,139.109	9,672.002	10,291.499	11,007.941	12,048.584	12,992.770	2018
+664	Kenya	U.S. dollars	Units	1,683.946	1,830.588	1,997.549	2,151.504	2,294.238	2,454.603	2,632.602	2,814.865	2013
+826	Kiribati	U.S. dollars	Units	1,641.565	1,640.677	1,574.695	1,614.096	1,658.454	1,703.724	1,752.855	1,807.164	2017
+542	Korea	U.S. dollars	Units	31,577.347	33,319.988	31,430.598	31,246.041	32,565.534	34,107.060	35,754.694	37,576.368	2018
+967	Kosovo	U.S. dollars	Units	4,027.266	4,432.559	4,442.363	4,649.327	4,944.810	5,261.461	5,592.005	5,961.589	0
+443	Kuwait	U.S. dollars	Units	26,863.331	30,969.438	29,266.981	28,882.721	28,874.951	29,109.219	29,585.761	30,257.042	2016
+917	Kyrgyz Republic	U.S. dollars	Units	1,254.510	1,293.461	1,292.977	1,337.268	1,385.178	1,445.561	1,492.421	1,539.102	2018
+544	Lao P.D.R.	U.S. dollars	Units	2,454.874	2,565.984	2,670.205	2,919.074	3,131.702	3,357.821	3,599.166	3,856.492	2018
+941	Latvia	U.S. dollars	Units	15,654.432	18,032.617	18,171.651	19,104.841	20,359.185	21,625.019	22,913.647	24,321.460	2018
+446	Lebanon	U.S. dollars	Units	8,778.472	9,251.207	9,654.805	10,042.777	10,598.524	11,254.034	12,037.096	12,830.131	2012
+666	Lesotho	U.S. dollars	Units	1,324.834	1,333.428	1,338.522	1,357.777	1,424.872	1,505.419	1,551.568	1,598.287	2016
+668	Liberia	U.S. dollars	Units	754.663	727.800	703.826	688.281	681.558	699.714	694.964	719.202	2016
+672	Libya	U.S. dollars	Units	4,738.592	6,287.652	5,019.581	5,129.186	5,216.502	5,373.264	5,565.271	5,781.451	2014
+946	Lithuania	U.S. dollars	Units	16,845.325	18,994.384	19,266.788	20,354.997	21,708.616	23,066.814	24,437.919	25,936.956	2018
+137	Luxembourg	U.S. dollars	Units	105,725.448	115,536.206	113,196.487	116,727.211	120,536.833	124,467.080	128,454.284	132,701.612	2018
+546	Macao SAR	U.S. dollars	Units	77,414.524	81,728.228	81,151.929	80,065.200	79,926.001	80,625.730	81,457.035	82,582.301	2018
+674	Madagascar	U.S. dollars	Units	447.569	459.257	463.869	490.906	517.049	542.152	568.860	597.009	2010
+676	Malawi	U.S. dollars	Units	325.010	349.938	370.747	385.677	397.619	412.600	429.866	448.037	2011
+548	Malaysia	U.S. dollars	Units	9,960.323	11,072.387	11,136.812	11,484.505	12,172.162	12,875.417	13,629.330	14,468.317	2018
+556	Maldives	U.S. dollars	Units	13,510.169	14,571.305	15,562.505	16,620.422	17,677.991	18,802.687	19,974.121	21,134.106	2014
+678	Mali	U.S. dollars	Units	854.149	926.542	924.178	967.139	1,008.989	1,053.556	1,099.137	1,139.610	2017
+181	Malta	U.S. dollars	Units	27,730.109	30,608.498	30,650.168	32,019.430	33,762.214	35,583.941	37,473.924	39,545.452	2018
+867	Marshall Islands	U.S. dollars	Units	3,822.156	3,878.666	3,924.826	4,001.132	4,072.081	4,122.223	4,168.317	4,198.339	2016
+682	Mauritania	U.S. dollars	Units	1,268.876	1,319.265	1,392.463	1,426.842	1,481.055	1,596.567	1,688.410	1,780.566	2014
+684	Mauritius	U.S. dollars	Units	10,485.014	11,228.114	11,360.673	11,720.621	12,472.831	13,314.446	14,127.597	14,957.299	2018
+273	Mexico	U.S. dollars	Units	9,366.655	9,796.976	10,118.167	10,405.789	10,767.497	11,150.183	11,563.558	12,007.789	2018
+868	Micronesia	U.S. dollars	Units	3,548.960	3,634.178	3,717.999	3,815.815	3,916.649	4,014.520	4,114.837	4,217.660	2018
+921	Moldova	U.S. dollars	Units	2,726.536	3,190.832	3,300.090	3,470.194	3,668.934	3,883.749	4,109.528	4,357.173	2018
+948	Mongolia	U.S. dollars	Units	3,595.380	4,017.223	4,132.660	4,363.904	4,614.250	4,873.857	5,097.626	5,303.683	2014
+943	Montenegro	U.S. dollars	Units	7,800.270	8,762.676	8,703.933	9,115.788	9,604.438	10,149.111	10,733.825	11,339.717	2018
+686	Morocco	U.S. dollars	Units	3,147.847	3,365.517	3,345.029	3,464.022	3,656.243	3,860.786	4,079.375	4,315.805	2018
+688	Mozambique	U.S. dollars	Units	426.091	474.508	484.405	521.831	544.285	564.380	614.671	681.947	2015
+518	Myanmar	U.S. dollars	Units	1,166.040	1,299.732	1,244.725	1,350.833	1,467.307	1,591.540	1,726.124	1,875.225	2015
+728	Namibia	U.S. dollars	Units	5,725.182	6,012.733	5,842.061	5,963.026	6,122.634	6,350.886	6,635.704	6,865.731	2018
+836	Nauru	U.S. dollars	Units	8,152.257	8,562.250	8,270.263	8,369.123	8,439.984	8,552.779	8,729.975	8,913.320	2016
+558	Nepal	U.S. dollars	Units	911.444	1,033.912	1,047.739	1,176.582	1,275.688	1,376.053	1,477.144	1,582.534	2015
+138	Netherlands	U.S. dollars	Units	48,799.874	53,228.270	52,367.849	53,873.370	55,998.947	58,102.277	60,250.663	62,696.241	2018
+196	New Zealand	U.S. dollars	Units	41,381.805	41,204.706	40,634.137	42,084.399	43,901.149	45,801.061	47,614.929	49,547.280	2018
+278	Nicaragua	U.S. dollars	Units	2,165.169	2,030.500	1,919.166	1,869.615	1,842.629	1,828.003	1,825.761	1,839.442	2017
+692	Niger	U.S. dollars	Units	376.623	414.328	405.095	427.445	446.238	490.903	514.091	542.902	2009
+694	Nigeria	U.S. dollars	Units	1,971.788	2,032.857	2,222.006	2,400.454	2,602.021	2,830.000	3,074.980	3,346.387	2012
+962	North Macedonia	U.S. dollars	Units	5,449.061	6,100.397	6,096.490	6,414.664	6,820.088	7,242.939	7,687.868	8,182.425	2018
+142	Norway	U.S. dollars	Units	75,306.644	81,549.977	77,975.429	78,333.222	79,878.619	81,395.026	83,077.616	84,994.937	2017
+449	Oman	U.S. dollars	Units	17,045.148	18,969.993	17,791.026	17,723.145	17,899.531	17,812.763	17,870.849	18,019.409	2018
+564	Pakistan	U.S. dollars	Units	1,543.989	1,565.427	1,388.244	n/a	n/a	n/a	n/a	n/a	2018
+565	Palau	U.S. dollars	Units	15,995.087	16,195.279	16,736.103	17,378.100	17,936.264	18,476.128	19,032.241	19,605.092	2018
+283	Panama	U.S. dollars	Units	15,198.073	15,642.817	16,245.452	17,148.321	18,076.611	19,070.834	20,119.737	21,226.323	2018
+853	Papua New Guinea	U.S. dollars	Units	2,705.581	2,751.706	2,742.269	2,725.812	2,721.329	2,745.517	2,787.336	2,835.898	2014
+288	Paraguay	U.S. dollars	Units	5,609.848	5,934.182	5,692.175	5,904.857	6,280.569	6,614.176	6,959.241	7,273.864	2018
+293	Peru	U.S. dollars	Units	6,729.934	7,007.171	7,046.788	7,316.973	7,645.564	7,997.906	8,370.172	8,762.896	2017
+566	Philippines	U.S. dollars	Units	2,989.131	3,104.223	3,294.473	3,484.895	3,714.028	4,008.759	4,328.895	4,673.778	2017
+964	Poland	U.S. dollars	Units	13,871.679	15,425.681	14,901.547	15,988.035	17,021.100	18,107.913	19,289.980	20,572.767	2018
+182	Portugal	U.S. dollars	Units	21,482.856	23,437.390	23,030.786	23,731.127	24,727.892	25,744.800	26,788.053	27,920.047	2018
+359	Puerto Rico	U.S. dollars	Units	31,590.970	31,603.406	31,538.174	32,100.402	32,647.404	33,213.788	33,808.206	34,380.379	2018
+453	Qatar	U.S. dollars	Units	62,826.062	70,379.492	69,687.549	70,736.879	72,554.045	75,624.629	78,964.166	83,263.488	2017
+968	Romania	U.S. dollars	Units	10,761.712	12,269.843	12,482.971	13,414.487	14,398.636	15,455.166	16,542.166	17,685.865	2018
+922	Russia	U.S. dollars	Units	10,750.805	11,289.439	11,162.652	11,305.118	11,704.546	12,183.614	12,728.105	13,314.544	2018
+714	Rwanda	U.S. dollars	Units	773.847	786.531	824.927	873.332	928.264	992.544	1,063.875	1,140.554	2012
+862	Samoa	U.S. dollars	Units	4,258.343	4,323.256	4,500.745	4,735.061	4,873.797	5,026.538	5,188.347	5,353.482	2016
+135	San Marino	U.S. dollars	Units	45,887.687	48,948.130	47,279.934	47,932.214	49,249.459	50,472.506	51,644.539	52,931.877	2017
+716	São Tomé and Príncipe	U.S. dollars	Units	1,768.100	1,943.490	1,933.381	2,036.124	2,151.523	2,283.090	2,412.715	2,552.745	2011
+456	Saudi Arabia	U.S. dollars	Units	21,113.957	23,538.940	22,865.178	22,533.259	22,569.951	22,924.507	23,401.284	23,985.550	2017
+722	Senegal	U.S. dollars	Units	1,320.620	1,441.427	1,427.873	1,494.314	1,596.807	1,716.191	1,916.452	2,058.036	2017
+942	Serbia	U.S. dollars	Units	6,284.196	7,223.004	7,397.685	7,991.582	8,676.369	9,393.778	10,167.294	10,903.377	2018
+718	Seychelles	U.S. dollars	Units	15,915.524	16,574.679	17,052.232	17,178.633	18,180.242	19,023.259	19,865.261	20,661.903	2015
+724	Sierra Leone	U.S. dollars	Units	503.347	539.205	546.645	557.073	569.681	587.668	610.801	634.903	2017
+576	Singapore	U.S. dollars	Units	60,296.789	64,578.772	63,987.068	64,829.222	66,949.975	69,597.894	72,466.186	75,631.866	2018
+936	Slovak Republic	U.S. dollars	Units	17,629.159	19,579.309	19,547.657	20,494.627	21,722.212	22,903.700	24,079.677	25,308.924	2018
+961	Slovenia	U.S. dollars	Units	23,498.087	26,145.653	26,170.250	27,452.323	29,061.982	30,573.061	32,111.087	33,732.456	2017
+813	Solomon Islands	U.S. dollars	Units	2,092.137	2,197.253	2,246.723	2,338.314	2,444.286	2,552.905	2,683.809	2,810.101	2015
+199	South Africa	U.S. dollars	Units	6,119.887	6,353.846	6,100.354	6,193.171	6,331.797	6,493.317	6,663.568	6,846.991	2018
+733	South Sudan	U.S. dollars	Units	273.137	353.165	275.184	243.267	244.003	278.360	270.374	265.582	2008
+184	Spain	U.S. dollars	Units	28,381.056	30,733.168	29,961.105	30,734.119	31,937.225	33,092.261	34,267.611	35,572.012	2018
+524	Sri Lanka	U.S. dollars	Units	4,104.332	4,099.118	3,946.592	4,152.213	4,411.555	4,688.418	4,987.481	5,318.716	2017
+361	St. Kitts and Nevis	U.S. dollars	Units	17,007.806	17,512.575	18,245.901	19,023.746	19,748.404	20,442.882	21,208.671	22,005.824	2015
+362	St. Lucia	U.S. dollars	Units	10,246.575	10,754.858	11,075.921	11,619.205	12,139.701	12,600.293	12,963.414	13,337.000	2015
+364	St. Vincent and the Grenadines	U.S. dollars	Units	7,187.566	7,353.722	7,750.791	8,080.900	8,427.133	8,785.575	9,162.218	9,553.018	2016
+732	Sudan	U.S. dollars	Units	1,126.551	816.543	714.295	759.706	745.728	735.699	728.412	722.017	2011
+366	Suriname	U.S. dollars	Units	5,260.044	5,798.163	6,310.950	6,875.920	7,113.623	7,592.016	7,860.968	8,166.338	2016
+144	Sweden	U.S. dollars	Units	53,412.284	54,356.073	51,241.914	51,892.079	53,960.648	56,436.492	59,106.558	62,108.693	2018
+146	Switzerland	U.S. dollars	Units	80,763.565	83,161.895	83,716.813	86,673.501	89,370.253	92,190.423	95,121.585	98,276.188	2017
+528	Taiwan Province of China	U.S. dollars	Units	24,389.677	25,007.747	24,827.898	25,525.806	26,861.070	28,324.425	29,870.221	31,483.799	2018
+923	Tajikistan	U.S. dollars	Units	800.802	825.770	877.340	910.982	950.945	989.379	1,024.005	1,061.868	2014
+738	Tanzania	U.S. dollars	Units	1,002.869	1,039.739	1,104.786	1,159.304	1,213.629	1,273.876	1,341.557	1,413.837	2012
+578	Thailand	U.S. dollars	Units	6,730.556	7,448.119	7,791.952	8,193.815	8,668.985	9,187.818	9,744.162	10,257.175	2018
+537	Timor-Leste	U.S. dollars	Units	2,005.280	2,163.525	2,262.842	2,356.913	2,253.930	2,120.287	2,301.816	2,500.954	2015
+742	Togo	U.S. dollars	Units	615.671	670.323	671.400	713.653	761.592	811.963	865.340	923.414	2016
+866	Tonga	U.S. dollars	Units	4,672.332	4,858.418	4,862.273	5,083.482	5,267.809	5,453.837	5,664.451	5,887.851	2018
+369	Trinidad and Tobago	U.S. dollars	Units	16,251.511	16,378.646	16,365.643	16,757.560	17,343.575	17,986.536	18,667.918	19,422.866	2017
+744	Tunisia	U.S. dollars	Units	3,452.668	3,421.777	3,287.085	3,327.722	3,159.340	3,170.987	3,367.881	3,631.056	2017
+186	Turkey	U.S. dollars	Units	10,551.139	9,405.321	8,957.894	9,683.565	10,635.818	11,373.637	11,901.693	12,489.904	2018
+925	Turkmenistan	U.S. dollars	Units	6,642.523	7,064.739	7,816.021	8,991.246	9,957.432	10,891.534	11,919.759	13,051.784	2004
+869	Tuvalu	U.S. dollars	Units	3,688.651	3,796.398	3,834.829	4,121.726	4,424.921	4,769.012	5,124.052	5,349.182	2012
+746	Uganda	U.S. dollars	Units	702.448	724.209	770.062	823.106	873.745	937.957	989.437	1,097.647	2016
+926	Ukraine	U.S. dollars	Units	2,655.939	3,112.883	3,592.173	3,881.660	4,146.531	4,412.068	4,691.731	4,982.758	2018
+466	United Arab Emirates	U.S. dollars	Units	37,251.944	39,709.006	37,749.876	37,375.271	37,386.470	37,642.593	38,056.964	38,586.466	2005
+112	United Kingdom	U.S. dollars	Units	39,976.784	42,579.817	41,030.232	40,391.839	41,504.889	42,842.465	44,311.930	45,934.896	2018
+111	United States	U.S. dollars	Units	59,999.508	62,868.917	65,111.596	67,426.835	69,643.836	71,760.346	73,953.425	76,252.108	2018
+298	Uruguay	U.S. dollars	Units	17,046.214	17,014.132	17,029.251	17,818.921	18,877.954	19,549.336	20,372.902	21,200.610	2015
+927	Uzbekistan	U.S. dollars	Units	1,810.266	1,550.036	1,831.565	2,094.938	2,352.560	2,609.464	2,897.205	3,202.104	2017
+846	Vanuatu	U.S. dollars	Units	3,158.835	3,254.874	3,260.221	3,361.283	3,460.615	3,567.624	3,681.521	3,799.053	2017
+299	Venezuela	U.S. dollars	Units	4,755.031	3,410.845	2,547.761	2,427.502	2,409.427	n/a	n/a	n/a	2010
+582	Vietnam	U.S. dollars	Units	2,353.356	2,551.123	2,739.821	2,954.637	3,171.514	3,406.143	3,664.169	3,952.096	2016
+474	Yemen	U.S. dollars	Units	819.339	895.344	943.343	709.312	732.278	780.008	804.886	814.783	2017
+754	Zambia	U.S. dollars	Units	1,500.646	1,503.401	1,307.029	1,236.192	1,203.473	1,179.288	1,160.265	1,147.790	2010
+698	Zimbabwe	U.S. dollars	Units	1,516.280	1,434.059	859.953	847.163	869.320	905.287	934.974	971.081	2012
+
+International Monetary Fund, World Economic Outlook Database, October 2019
\ No newline at end of file
diff --git a/Ch1/data/country_stats.csv b/Ch1/data/country_stats.csv
new file mode 100644
index 000000000..a399b90e5
--- /dev/null
+++ b/Ch1/data/country_stats.csv
@@ -0,0 +1,32 @@
+Country,GDP per capita,Life satisfaction
+South Africa,6100.354,4.7
+Turkey,8957.894,5.5
+Russia,11162.652,5.8
+Poland,14901.546999999999,6.1
+Hungary,17463.284,5.6
+Lithuania,19266.788,5.9
+Slovak Republic,19547.657,6.2
+Greece,19974.374,5.4
+Portugal,23030.786,5.4
+Czech Republic,23213.953999999998,6.7
+Estonia,23523.596,5.7
+Slovenia,26170.25,5.9
+Spain,29961.105,6.3
+Korea,31430.597999999998,5.9
+Italy,32946.524,6.0
+New Zealand,40634.137,7.3
+Japan,40846.777,5.9
+United Kingdom,41030.232,6.8
+France,41760.606,6.5
+Israel,42823.307,7.2
+Belgium,45175.585,6.9
+Canada,46212.842000000004,7.4
+Germany,46563.989,7.0
+Finland,48868.742,7.6
+Austria,50022.612,7.1
+Sweden,51241.914000000004,7.3
+Netherlands,52367.849,7.4
+Australia,53825.164000000004,7.3
+Denmark,59795.269,7.6
+United States,65111.596,6.9
+Iceland,67037.34,7.5
diff --git a/Ch1/model.ipynb b/Ch1/model.ipynb
new file mode 100644
index 000000000..ca556966d
--- /dev/null
+++ b/Ch1/model.ipynb
@@ -0,0 +1,259 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "import numpy as np\n",
+    "import matplotlib as mpl\n",
+    "import matplotlib.pyplot as plt\n",
+    "import sklearn.linear_model"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Get the data\n",
+    "country_stats = pd.read_csv('data/country_stats.csv')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "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>Country</th>\n",
+       "      <th>GDP per capita</th>\n",
+       "      <th>Life satisfaction</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <td>0</td>\n",
+       "      <td>South Africa</td>\n",
+       "      <td>6100.354</td>\n",
+       "      <td>4.7</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>1</td>\n",
+       "      <td>Turkey</td>\n",
+       "      <td>8957.894</td>\n",
+       "      <td>5.5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2</td>\n",
+       "      <td>Russia</td>\n",
+       "      <td>11162.652</td>\n",
+       "      <td>5.8</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>3</td>\n",
+       "      <td>Poland</td>\n",
+       "      <td>14901.547</td>\n",
+       "      <td>6.1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>4</td>\n",
+       "      <td>Hungary</td>\n",
+       "      <td>17463.284</td>\n",
+       "      <td>5.6</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        Country  GDP per capita  Life satisfaction\n",
+       "0  South Africa        6100.354                4.7\n",
+       "1        Turkey        8957.894                5.5\n",
+       "2        Russia       11162.652                5.8\n",
+       "3        Poland       14901.547                6.1\n",
+       "4       Hungary       17463.284                5.6"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "country_stats.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "X = np.c_[country_stats[\"GDP per capita\"]]\n",
+    "y = np.c_[country_stats[\"Life satisfaction\"]]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<function matplotlib.pyplot.show(*args, **kw)>"
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZEAAAEGCAYAAACkQqisAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAcy0lEQVR4nO3dfbQcdZ3n8fcnJCSQBBOTiEh4yoJZwQ0Br0DMLAdkdAfkBGfBI+wyKu4uAzIqOmPAMzuMOLMP4owioATGHXdVRJTIgwqoiyisysNNIBEGGMOTCUG4ZHhIIAmJ97t/1K+h07kPfet2dVd1f17n9OnqX1VXf3/33vQ3Vb9v/UoRgZmZWR4TOh2AmZlVl5OImZnl5iRiZma5OYmYmVluTiJmZpbbxE4HMFazZ8+O/fffv9NhmJlVyooVK56NiDmt3m/lksj+++9Pf39/p8MwM6sUSU8UsV+fzjIzs9ycRMzMLDcnETMzy81JxMzMcnMSMTOz3JxEzMwsNycRM8ttw6atrFr7PBs2be10KC3XzX1rpcpdJ2Jm5XDDfU9y3vLVTJowgW2Dg1x08gKWLNy702G1RDf3rdV8JGJmY7Zh01bOW76aLdsG2bh1O1u2DbJ0+equ+F97N/etCE4iZjZm657bzKQJO359TJowgXXPbe5QRK3TzX0rgpOImY3Z3Jm7sW1wcIe2bYODzJ25W4ciap1u7lsRnETMbMxmTZvMRScvYMqkCUyfPJEpkyZw0ckLmDVtcqdDG7du7lsRVLV7rPf19YUnYDQrhw2btrLuuc3Mnblb133JdlvfJK2IiL5W77ew6ixJ84Fr6prmARdExMV12xwD3AA8lpq+FxGfLSomM2utWdMmd8UX7FDK1reyJrXCkkhEPAwsBJC0C/AkcN0Qm94REScWFYeZWdWVueS4XWMixwGPREQh89mbmXWrspcctyuJnApcPcy6RZJWSbpZ0iFDbSDpTEn9kvoHBgaKi9LMrGTKXnJceBKRtCuwBPjuEKtXAvtFxKHApcD1Q+0jIq6MiL6I6Jszp+V3dzQzK62ylxy340jkeGBlRDzduCIiXoyITWn5JmCSpNltiMnMrBLKXnLcjrmzTmOYU1mS3gg8HREh6QiypLahDTGZWYNOVv+UtfKoLJYs3JvFB84u5c+o0CQiaXfgXcCf1rWdBRARy4BTgLMlbQc2A6dG1S5cMesCnaz+KXPlUZmUreS4xhcbmvW4DZu2svhzP2XLttfOu0+ZNIFfnPfOwr+0OvnZvaaoiw097YlZj+tk9U/ZK49sdE4iZj2uk9U/Za88stE5iZj1uE5W/5S98shG5zERMwNcndXtKjcBo5mNT7u/WNtR/TNcn0b6bCeYcnMSMSuhbix7zdOnbvw5dBuPiZiVTNkn3MsjT5+68efQjZxEzEqmG8te8/SpG38O3chJxKxkurHsNU+fuvHn0I2cRMxKphvLXvP0qRt/Dt3IJb5mJdWNVUl5+tSNP4dOcImvWY8ZS8ltVb5o85QRl3XiQcs4iZhVnMtgrZM8JmJWYS6DtU5zEjGrMJfBWqc5iZhVmMtgrdOcRMwqzGWw1mkeWDeruDLff9u6n5OIWRcoWxlsVUqObfycRMyspVxy3Fs8JmJmLeOS497jJGJmLeOS497jJGJmLeOS497jJGJmLeOS495T2MC6pPnANXVN84ALIuLium0EfAk4AXgZ+FBErCwqJjMrnkuOe0thSSQiHgYWAkjaBXgSuK5hs+OBg9LjSODy9GxmHdKK8tyylRxbcdpV4nsc8EhEPNHQfhLw9chuanKnpBmS9oqIp9oUl5nVcXmujVW7xkROBa4eon1vYG3d63WpzczazOW5lkfhSUTSrsAS4LtDrR6ibadbLUo6U1K/pP6BgYFWh2hmuDzX8mnHkcjxwMqIeHqIdeuAfepezwXWN24UEVdGRF9E9M2ZM6egMM16m8tzLY92JJHTGPpUFsCNwAeUOQp4weMhZp3h8lzLo9CBdUm7A+8C/rSu7SyAiFgG3ERW3ruGrMT3jCLjMbPMcBVYLs9tv6pPVlloEomIl4FZDW3L6pYDOKfIGMxsR6NVYLk8t326oRrOV6yb9RBXYJVHt/wunETMeogrsMqjW34XTiJmPcQVWOXRLb8LJxGzHuIKrPLolt+FsrHt6ujr64v+/v5Oh2FWaVWvCOom7fpdSFoREX2t3q9vj2tWckV8ybgCqzyq/rtwEjErsW4oAbXu5jERs5LqlhJQ625OImYl1S0loNbdnETMSqpbSkCtuzmJmJVUt5SAWnfzwLpZiXlCRCs7JxEbF19vULyql4Bad3MSsdxcfmpmTY2JSNpF0psk7Vt7FB2YlZvLT80MmjgSkfRR4K+Bp4FaqUgACwqMy0quVn66hdeqh2rlpz71YtY7mjmd9XFgfkRsKDoYqw6Xn5oZNHc6ay3wQtGBWLW4/NTMoLkjkUeBn0n6IfDqCe+I+EJhUVkluPzUzJpJIr9Nj13Tw+xVLj81622jJpGIuBBA0vTsZWwqPCozM6uEUcdEJL1V0r3A/cADklZIOqT40MzMrOyaGVi/EvhkROwXEfsBfw78Q7FhmZlZFTSTRKZGxG21FxHxM2BqYRGZmVllNFWdJemvgG+k16cDjxUXkpmZVUUzRyIfBuYA3wOuS8tnNLNzSTMkXSvpIUkPSlrUsP4YSS9Iui89LhhrB8x6zYZNW1m19nlPMWOl0Ex11nPAx3Lu/0vALRFxiqRdgd2H2OaOiDgx5/7NeoonvbSyGTaJSLo4Is6V9H2yubJ2EBFLRtqxpD2Ao4EPpe1fAV4ZV7RmPax+0svanGVLl69m8YGzfa2OdcxIRyK1MZC/y7nvecAA8DVJhwIrgI9HxEsN2y2StApYD/xFRDzQuCNJZwJnAuy7rycQtt7kSS+tjIYdE4mIFWlxYUT8vP4BLGxi3xOBw4HLI+Iw4CXg/IZtVgL7RcShwKXA9cPEcmVE9EVE35w5c5r4aLPu40kvrYyaGVj/4BBtH2rifeuAdRFxV3p9LVlSeVVEvFi7Aj4ibgImSZrdxL7Neo4nvbQyGmlM5DTgPwAHSLqxbtV0YNRp4SPid5LWSpofEQ8DxwH/1PAZbwSejoiQdARZUvOU82bD8KSXVjYjjYn8EngKmA38fV37RmB1k/v/KHBVqsx6FDhD0lkAEbEMOAU4W9J2YDNwakTsNIhvZq/xpJdWJhrtO1vSPGB9RGxJr3cD9oyIx4sPb2d9fX3R39/fiY82M6ssSSsioq/V+21mTOQ7QP1o3u+B77Y6EDMzq55mksjEdI0H8Or1Hr6viJmZNZVEBiS9emGhpJOAZ4sLyczMqqKZCRjPIhscvwwQ2T3XP1BoVGZmVgnNzJ31CHCUpGlkA/Ebiw/LzMyqoJkjESS9BzgEmCIJgIj4bIFxmY3Jhk1bfe2EWQeMmkQkLSObffdY4Ktk13bcXXBcZk3zzLZmndPMwPo7IuIDwHMRcSGwCNin2LDMmlM/s+3GrdvZsm2QpctX+14bZm3STBLZkp5flvQmYBtwQHEhmTWvNrNtvdrMtmZWvGbGRL4vaQbwebJZdwP4h0KjMmuSZ7Y166xhj0QkvS8tfjMino+I5cB+wL+OCN/G1krBM9uaddZIRyKfJpveZDlpCveI2Ar4ZLOVime2NeuckZLIBkm3sfNU8MDot8e1cuu2kljPbGvWGSMlkfeQHYF8gx2ngreKc0msmbXKsEkkTbR4p6R3RMQAgKQJwLSIeLFdAVpr1ZfE1u7VvXT5ahYfONv/kzezMWumxPdLkvaQNJXszoQPS/pUwXFZQVwSa2at1EwSOTgdebwXuAnYF/iTQqOywrgk1sxaqZkkMknSJLIkckNEbCO7VsQqyCWxZtZKzVxseAXwOLAKuF3SfoDHRApWZPWUS2LNrFWamQr+EuCSuqYnJB1bXEjWjuopl8SaWSsMm0QknR4R35T0yWE2+UJBMfU0V0+ZWZWMdCQyNT1PH2Kdx0QKUqueqiUQeK16yknEzMpmpOtErkiL/zciflG/TtLiQqPqYa6eMrMqaaY669Im26wFXD1lZlUy0pjIIuAdwJyGcZE9gF2KDqyXuXrKzKpipCORXYFpZIlmet3jRbJb5I5K0gxJ10p6SNKDKTHVr5ekSyStkbRa0uH5utF9Zk2bzKH7zHACaYMNm7ayau3zvhuiWQ4jjYn8HPi5pP8dEU/k3P+XgFsi4hRJu5Ldq73e8cBB6XEkcHl6NmsLT0ZpNj7NXGz4sqTPA4cAU2qNEfHOkd4kaQ/gaOBDaftXgFcaNjsJ+HpEBNlkjzMk7RURTzXfBbN8XE5tNn7NDKxfBTxEdl/1C8muXr+niffNAwaAr0m6V9JX0ySO9fYG1ta9XpfadiDpTEn9kvoHBgaa+Giz0XkySrPxayaJzIqI/wVsi4ifR8SHgaOaeN9EsvuRXB4RhwEvAec3bKMh3rfTNSgRcWVE9EVE35w5c5r4aLPRuZzabPyaSSLb0vNTkt4j6TBgbhPvWwesi4i70utrSbfZbdhmn7rXc4H1TezbbNxcTm02fs2MifytpNcBf052fcgewCdGe1NE/E7SWknzI+Jh4Diy+5HUuxH4M0nfJhtQf8HjIdZOLqc2G59mJmD8QVp8ARjrxIsfBa5KlVmPAmdIOivtdxnZ/UlOANYALwNnjHH/NkZlurd6u2IZ7XPKPBllmX5fZkMZNYlIugj4W2AzcAtwKHBuRHxztPdGxH1AX0Pzsrr1AZwzloAtvzKVs7YrljL1eayqHLv1jmbGRN6d7mx4ItkYxpsB3x63YurLWTdu3c6WbYMsXb66IxfYtSuWMvV5rKocu/WWpu5smJ5PAK6OiH8pMB4rSJnKWdsVS5n6PFZVjt16SzMD69+X9BDZ6ayPSJoDbCk2LGu1MpWztiuWMvV5rKocu/WWUY9EIuJ8YBHQl+6v/jLZleZWIWUqZ21XLGXq81hVOXbrLcrGtqujr68v+vv7Ox1GZZWp2qcs1VllVuXYrVwkrYiIxkKncWvmdJaNQdn/0ZepnLVdsZSpz2NV5ditNziJtJBLMs2s14w6JpLu+XG6pAvS630lHVF8aNXikkwz60XNlPh+hWxg/bT0eiPw5cIiqiiXZJpZL2rmdNaREXG4pHsBIuK5NI2J1XFJppn1oqZm8ZW0C2mK9nSdyODIb+k9Lsk0s17UzJHIJcB1wBsk/Tey+6v/10KjqijPCGtmvWbYJCLpgIh4LCKukrSCbCp3Ae+NiAfbFmHF9GJJZtnLms2sOCMdiVwLvE3SrRFxHNktcs124LJms942UhKZIOmvgTdL+mTjyoj4QnFhWRXUlzVvScNkS5evZvGBs31EYtYjRhpYP5VsosWJwPQhHtbjXNZsZsMeiaRb2n5O0uqIuLmNMVlFuKzZzEYaWD893b3wYElvaVzv01lWK2te2jAm4lNZZr1jpDGRqel52hDrqjX1b4/oRJWUy5rNettIp7OuSM8XNq6TdG6RQdnYdbJKqhfLms0s08wV60PZqVrLOseTP5pZp+RNImppFDYurpIys07Jm0Q8JlIirpIys04ZNolI2ijpxSEeG4E3tTFGG4UnfzSzThlpYN0XFFaIq6TMrBMKvT2upMfJbmL1e2B7403iJR0D3AA8lpq+FxGfLTKmPKoywaCrpMys3dpxj/VjI+LZEdbfEREntiGOXDzBoJnZ8PIOrPcEl86amY2s6CQSwI8lrZB05jDbLJK0StLNkg4ZagNJZ0rql9Q/MDBQXLQNXDprZjayok9nLY6I9ZLeAPxE0kMRcXvd+pXAfhGxSdIJwPXAQY07iYgrgSsB+vr62lZe7NJZM7ORFXokEhHr0/MzZLfYPaJh/YsRsSkt3wRMkjS7yJjGwqWzZmYjK+xIRNJUYEJEbEzL7wY+27DNG4GnIyIkHUGW1DYUFVMeLp01Mxtekaez9gSuk1T7nG9FxC2SzgKIiGXAKcDZkrYDm4FTI6J0V8N3c+nseMqXq1L6bGbFKSyJRMSjwKFDtC+rW74MuKyoGGxk4ylfdumzmYFLfHvWeMqXXfpsZjVOIj1qPOXLLn02sxonkR41nvJllz6bWY2TSI8aT/myS5/NrEYlLIYaUV9fX/T393c6jK7h6iyz3iBpReMkuK3QjgkYrcTGU77czaXPZtYcn84yM7PcnETMzCw3JxEzM8vNScTMzHJzEjEzs9ycRMzMLDcnETMzy81JxMzMcnMSMTOz3JxEzMwsNycRMzPLzUnEzMxycxIxM7PcnETMzCw3JxEzM8vNScTMzHJzEjEzs9ycRMzMLDcnETMzy63QJCLpcUm/lnSfpP4h1kvSJZLWSFot6fAi4zEzs9aa2IbPODYinh1m3fHAQelxJHB5ejYzswro9Omsk4CvR+ZOYIakvTock5mZNanoJBLAjyWtkHTmEOv3BtbWvV6X2nYg6UxJ/ZL6BwYGCgrVzMzGqugksjgiDic7bXWOpKMb1muI98RODRFXRkRfRPTNmTOniDjNzCyHQpNIRKxPz88A1wFHNGyyDtin7vVcYH2RMZmZWesUlkQkTZU0vbYMvBu4v2GzG4EPpCqto4AXIuKpomIyM7PWKrI6a0/gOkm1z/lWRNwi6SyAiFgG3AScAKwBXgbOKDAeMzNrscKSSEQ8Chw6RPuyuuUAzikqBjMzK1anS3zNzKzCnETMzCw3JxEzM8vNScTMzHJzEjEzs9ycRMzMLDcnETMzy81JxMzMcnMSMTOz3JxEzMwsNycRMzPLrWeSyIZNW1m19nk2bNra6VDMzLpGO+6x3nE33Pck5y1fzaQJE9g2OMhFJy9gycKdbqBoZmZj1PVHIhs2beW85avZsm2QjVu3s2XbIEuXr/YRiZlZC3R9Eln33GYmTdixm5MmTGDdc5s7FJGZWffo+iQyd+ZubBsc3KFt2+Agc2fu1qGIzMy6R9cnkVnTJnPRyQuYMmkC0ydPZMqkCVx08gJmTZvc6dDMzCqvJwbWlyzcm8UHzmbdc5uZO3M3JxAzsxbpiSQC2RGJk4eZWWt1/eksMzMrjpOImZnl5iRiZma5OYmYmVluTiJmZpabk4iZmeWmiOh0DGMiaQB4otNxJLOBZzsdRAu4H+XifpRLt/RjfkRMb/VOK3edSETM6XQMNZL6I6Kv03GMl/tRLu5HuXRTP4rYr09nmZlZbk4iZmaWm5PI+FzZ6QBaxP0oF/ejXNyPEVRuYN3MzMrDRyJmZpabk4iZmeXW80lE0j9KekbS/XVtr5f0E0m/Sc8zU7skXSJpjaTVkg6ve88H0/a/kfTBuva3Sfp1es8lklRQP/aRdJukByU9IOnjVeyLpCmS7pa0KvXjwtR+gKS7UkzXSNo1tU9Or9ek9fvX7evTqf1hSf+urv2PUtsaSee3ug8N/dlF0r2SflDVfkh6PP3e76uViVbt7yp9zgxJ10p6KP07WVS1fkian34PtceLks7taD8ioqcfwNHA4cD9dW0XAeen5fOBz6XlE4CbAQFHAXel9tcDj6bnmWl5Zlp3N7Aovedm4PiC+rEXcHhang78M3Bw1fqS9j0tLU8C7krxfQc4NbUvA85Oyx8BlqXlU4Fr0vLBwCpgMnAA8AiwS3o8AswDdk3bHFzg39cngW8BP0ivK9cP4HFgdkNbpf6u0uf8H+A/p+VdgRlV7Eddf3YBfgfs18l+FNbBKj2A/dkxiTwM7JWW9wIeTstXAKc1bgecBlxR135FatsLeKiufYftCu7TDcC7qtwXYHdgJXAk2RXDE1P7IuBHaflHwKK0PDFtJ+DTwKfr9vWj9L5X35vad9iuxfHPBW4F3gn8IMVVxX48zs5JpFJ/V8AewGOkYqKq9qMh9ncDv+h0P3r+dNYw9oyIpwDS8xtS+97A2rrt1qW2kdrXDdFeqHQq5DCy/8VXri/pFNB9wDPAT8j+x/18RGwf4rNfjTetfwGYNUo/hmovwsXAUmAwvZ5FNfsRwI8lrZB0Zmqr2t/VPGAA+Fo6vfhVSVMr2I96pwJXp+WO9cNJZGyGOjcYOdoLI2kasBw4NyJeHGnTIdpK0ZeI+H1ELCT7n/wRwFtG+OxS9kPSicAzEbGivnmEzy5lP5LFEXE4cDxwjqSjR9i2rP2YSHba+vKIOAx4iey0z3DK2g8A0ljaEuC7o206RFtL++EkMrSnJe0FkJ6fSe3rgH3qtpsLrB+lfe4Q7YWQNIksgVwVEd9LzZXsC0BEPA/8jOxc7gxJtbne6j/71XjT+tcB/8LY+9dqi4Elkh4Hvk12SuviCvaDiFifnp8BriNL7FX7u1oHrIuIu9Lra8mSStX6UXM8sDIink6vO9ePIs/ZVeXBzmMin2fHQaqL0vJ72HGQ6u7U/nqy860z0+Mx4PVp3T1p29og1QkF9UHA14GLG9or1RdgDjAjLe8G3AGcSPY/rvoB6Y+k5XPYcUD6O2n5EHYckH6UbCByYlo+gNcGpA8p+O/rGF4bWK9UP4CpwPS65V8Cf1S1v6v0OXeQzWQL8JnUh8r1I33Wt4Ez6l53rB+F/cOpyoPsnOJTwDayLPyfyM5F3wr8Jj3XfrgCvkx2jv7XQF/dfj4MrEmP+l9uH3B/es9lNAzstbAff0B22LkauC89TqhaX4AFwL2pH/cDF6T2eWRVI2vIvognp/Yp6fWatH5e3b7+MsX6MHUVJunn8s9p3V+24W/sGF5LIpXqR4p3VXo8UPucqv1dpc9ZCPSnv63ryb48q9iP3YENwOvq2jrWD097YmZmuXlMxMzMcnMSMTOz3JxEzMwsNycRMzPLzUnEzMxycxKxypK0p6RvSXo0TcnxK0l/nNYdI+mFNMXFw5JuT1eR1977GUlPpplQ75e0pHM9GRtJN6UZaWdI+kin47He5iRilZSmp74euD0i5kXE28gu0qu/2vaOiDgsIuYDHwMuk3Rc3fovRja9yvuAf5TUsn8PaQruQv59RcQJkV3NP4Ns9l+zjnESsap6J/BKRCyrNUTEExFx6VAbR8R9wGeBPxti3YPAdmB2fXs6WvmGpJ+mey78l7p1n5J0T7pHQ+2eJ/un+1R8hWz24X0a9vd2Sb9Udq+UuyVNT++5Q9LK9HhH2vaYdPR0naR/krSslpSU3d9jNvA/gX+VjqY+L2mapFvTfn4t6aQcP1ezMZk4+iZmpXQI2Rf1WKwEPtXYKOlIspl2B4Z4zwKyKSCmAvdK+iHwVuAgsjmkBNyYJiX8LTCf7OrfHY4Q0oR51wDvj4h7JO0BbCab4+hdEbFF0kFkMyj0pbcdQXY/kSeAW4B/TzbnU835wFvT0VRtzq0/jogXU5K5U9KN4SuKrUBOItYVJH2ZbOqXVyLi7cNt1vD6E5JOBzaSfbkP9WV7Q0RsBjZLuo3si/0PyO7lcG/aZhpZUvkt8ERE3DnEfuYDT0XEPQCRZlhO05FfJmkh8HvgzXXvuTsiHk3bXZ0+91qGJ+C/p4Q2SDaF955kNy4yK4STiFXVA8DJtRcRcU7633f/CO85DHiw7vUXI+LvRvmcxsRSmy77f0TEFfUr0n1cXhpmPxpiXwCfAJ4GDiU7vbxllM8eyX8km8DybRGxLc0gPGWU95iNi8dErKp+CkyRdHZd2+7DbSxpAfBXZJPRjcVJyu77PotsIsV7yO4u+OF07xYk7S3pDSPsA+Ah4E2S3p7eM71uyvenImIQ+BOyGXprjlB2T/YJwPuB/9ewz41kt0KueR3ZPUy2STqW7LapZoXykYhVUkSEpPcCX5S0lGw84yXgvLrN/q2ke8mSyzPAxyLi1jF+1N3AD4F9gb+J7N4a6yW9BfhVViTGJuB0stNRw8X7iqT3A5dK2o1sPOQPga8AyyW9D7iNHY9kfkU2eP5vgNvJ7uVRv88Nkn4h6X6yKbs/B3xfUj/ZLM4PjbGvZmPmWXzNhiHpM8CmJk55FfHZxwB/EREnjratWSf5dJaZmeXmIxEzM8vNRyJmZpabk4iZmeXmJGJmZrk5iZiZWW5OImZmltv/B9VssLhK2UIVAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Visualize the data\n",
+    "country_stats.plot(kind='scatter', x = \"GDP per capita\", y = \"Life satisfaction\")\n",
+    "plt.show"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Here we can see a fairly linear association and as such a linear model will fit decently\n",
+    "\n",
+    "# Choose model\n",
+    "model = sklearn.linear_model.LinearRegression()\n",
+    "\n",
+    "# Train the model\n",
+    "model.fit(X, y)\n",
+    "\n",
+    "# Predictions\n",
+    "y_pred = model.predict(X)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.legend.Legend at 0x1db6af81948>"
+      ]
+     },
+     "execution_count": 25,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# plot with the line of best fit found by our model\n",
+    "\n",
+    "plt.plot(X, y_pred, 'r', label='Line of Best Fit')\n",
+    "plt.scatter(X, y, color='k', s=3.5)\n",
+    "plt.ylabel('Life Satisfaction')\n",
+    "plt.xlabel('GDP Per Capita')\n",
+    "plt.legend(loc='lower right')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 48,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'For our line of best fit, the slope is 4.082156611743397e-05 and the intercept is 5.027635740227981'"
+      ]
+     },
+     "execution_count": 48,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "\"For our line of best fit, the slope is {} and the intercept is {}\".format(model.coef_[0][0], model.intercept_[0])"
+   ]
+  },
+  {
+   "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",
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+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
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+ "nbformat": 4,
+ "nbformat_minor": 2
+}