votes_vs_country_dist_visualization.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import os\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "votes_with_dist = pd.read_csv(os.path.join('data',r'votes_with_dist.csv'))\n",
    "votes_with_dist = votes_with_dist[[\"Year\",\"From country\",\"To country\",\"Points\",\"distw\"]]\n",
    "#filter = (votes_with_dist[\"From country\"] != \"Australia\") & (votes_with_dist[\"To country\"] != \"Australia\")\n",
    "#votes_with_dist = votes_with_dist[filter]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "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>Year</th>\n",
       "      <th>From country</th>\n",
       "      <th>To country</th>\n",
       "      <th>Points</th>\n",
       "      <th>distw</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>1975</td>\n",
       "      <td>Belgium</td>\n",
       "      <td>Belgium</td>\n",
       "      <td>0</td>\n",
       "      <td>66.77504</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>1976</td>\n",
       "      <td>Belgium</td>\n",
       "      <td>Belgium</td>\n",
       "      <td>0</td>\n",
       "      <td>66.77504</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>1977</td>\n",
       "      <td>Belgium</td>\n",
       "      <td>Belgium</td>\n",
       "      <td>0</td>\n",
       "      <td>66.77504</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>1978</td>\n",
       "      <td>Belgium</td>\n",
       "      <td>Belgium</td>\n",
       "      <td>0</td>\n",
       "      <td>66.77504</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>1979</td>\n",
       "      <td>Belgium</td>\n",
       "      <td>Belgium</td>\n",
       "      <td>0</td>\n",
       "      <td>66.77504</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>34078</td>\n",
       "      <td>2016</td>\n",
       "      <td>Australia</td>\n",
       "      <td>Ireland</td>\n",
       "      <td>7</td>\n",
       "      <td>16895.03000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>34079</td>\n",
       "      <td>2016</td>\n",
       "      <td>Australia</td>\n",
       "      <td>Switzerland</td>\n",
       "      <td>1</td>\n",
       "      <td>16170.09000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>34080</td>\n",
       "      <td>2016</td>\n",
       "      <td>Australia</td>\n",
       "      <td>Switzerland</td>\n",
       "      <td>0</td>\n",
       "      <td>16170.09000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>34081</td>\n",
       "      <td>2016</td>\n",
       "      <td>Australia</td>\n",
       "      <td>Belarus</td>\n",
       "      <td>6</td>\n",
       "      <td>14713.92000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>34082</td>\n",
       "      <td>2016</td>\n",
       "      <td>Australia</td>\n",
       "      <td>Belarus</td>\n",
       "      <td>0</td>\n",
       "      <td>14713.92000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>34083 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       Year From country   To country  Points        distw\n",
       "0      1975      Belgium      Belgium       0     66.77504\n",
       "1      1976      Belgium      Belgium       0     66.77504\n",
       "2      1977      Belgium      Belgium       0     66.77504\n",
       "3      1978      Belgium      Belgium       0     66.77504\n",
       "4      1979      Belgium      Belgium       0     66.77504\n",
       "...     ...          ...          ...     ...          ...\n",
       "34078  2016    Australia      Ireland       7  16895.03000\n",
       "34079  2016    Australia  Switzerland       1  16170.09000\n",
       "34080  2016    Australia  Switzerland       0  16170.09000\n",
       "34081  2016    Australia      Belarus       6  14713.92000\n",
       "34082  2016    Australia      Belarus       0  14713.92000\n",
       "\n",
       "[34083 rows x 5 columns]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "votes_with_dist"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.matrix.ClusterGrid at 0x1213abf98>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#avg votes\n",
    "avg_votes_by_countries_pairs = votes_with_dist\\\n",
    "                                [['From country', 'To country', 'Points']]\\\n",
    "                                .groupby(['From country', 'To country']).mean().unstack('To country')\n",
    "# Reset multiple column levels\n",
    "avg_votes_by_countries_pairs.columns = [country for _, country in avg_votes_by_countries_pairs.columns]\n",
    "\n",
    "# Note: note entirely accurate because of years when some countries have not particpated\n",
    "avg_votes_by_countries_pairs = avg_votes_by_countries_pairs.fillna(value=-1)\n",
    "\n",
    "\n",
    "# Draw the full plot\n",
    "sns.clustermap(avg_votes_by_countries_pairs, center=0, cmap=\"vlag\",\n",
    "               row_cluster=False, col_cluster=False,\n",
    "               linewidths=.75, figsize=(15, 15))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.matrix.ClusterGrid at 0x10ddd3f60>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#avg distances\n",
    "avg_dist_by_countries_pairs = votes_with_dist\\\n",
    "                                [['From country', 'To country', 'distw']]\\\n",
    "                                .groupby(['From country', 'To country']).mean().unstack('To country')\n",
    "# Reset multiple column levels\n",
    "avg_dist_by_countries_pairs.columns = [country for _, country in avg_dist_by_countries_pairs.columns]\n",
    "\n",
    "# Note: note entirely accurate because of years when some countries have not particpated\n",
    "avg_dist_by_countries_pairs = avg_dist_by_countries_pairs.fillna(value=-1)\n",
    "\n",
    "\n",
    "# Draw the full plot\n",
    "sns.clustermap(avg_dist_by_countries_pairs, center=0, cmap=\"vlag\",\n",
    "               row_cluster=False, col_cluster=False,\n",
    "               linewidths=.75, figsize=(15, 15))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "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>Albania</th>\n",
       "      <th>Andorra</th>\n",
       "      <th>Armenia</th>\n",
       "      <th>Australia</th>\n",
       "      <th>Austria</th>\n",
       "      <th>Azerbaijan</th>\n",
       "      <th>Belarus</th>\n",
       "      <th>Belgium</th>\n",
       "      <th>Bosnia &amp; Herzegovina</th>\n",
       "      <th>Bulgaria</th>\n",
       "      <th>...</th>\n",
       "      <th>San Marino</th>\n",
       "      <th>Slovakia</th>\n",
       "      <th>Slovenia</th>\n",
       "      <th>Spain</th>\n",
       "      <th>Sweden</th>\n",
       "      <th>Switzerland</th>\n",
       "      <th>The Netherlands</th>\n",
       "      <th>Turkey</th>\n",
       "      <th>Ukraine</th>\n",
       "      <th>United Kingdom</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>From 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>Albania</td>\n",
       "      <td>73.1558</td>\n",
       "      <td>1523.71800</td>\n",
       "      <td>2084.60600</td>\n",
       "      <td>15208.50</td>\n",
       "      <td>848.8387</td>\n",
       "      <td>2437.0570</td>\n",
       "      <td>1517.9090</td>\n",
       "      <td>1609.06800</td>\n",
       "      <td>376.4586</td>\n",
       "      <td>464.8647</td>\n",
       "      <td>...</td>\n",
       "      <td>680.586200</td>\n",
       "      <td>841.7741</td>\n",
       "      <td>691.61040</td>\n",
       "      <td>1931.6820</td>\n",
       "      <td>1995.4120</td>\n",
       "      <td>1169.5410</td>\n",
       "      <td>1652.26800</td>\n",
       "      <td>1048.1700</td>\n",
       "      <td>1369.8450</td>\n",
       "      <td>2040.1870</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Andorra</td>\n",
       "      <td>1523.7180</td>\n",
       "      <td>11.22738</td>\n",
       "      <td>3565.94600</td>\n",
       "      <td>-1.00</td>\n",
       "      <td>1229.5780</td>\n",
       "      <td>3903.9070</td>\n",
       "      <td>2303.1120</td>\n",
       "      <td>955.18200</td>\n",
       "      <td>1340.7820</td>\n",
       "      <td>1910.9700</td>\n",
       "      <td>...</td>\n",
       "      <td>899.930400</td>\n",
       "      <td>-1.0000</td>\n",
       "      <td>1128.72800</td>\n",
       "      <td>519.3864</td>\n",
       "      <td>2067.3320</td>\n",
       "      <td>701.2180</td>\n",
       "      <td>1101.21300</td>\n",
       "      <td>2559.9690</td>\n",
       "      <td>2542.0250</td>\n",
       "      <td>1140.9470</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Armenia</td>\n",
       "      <td>2084.6050</td>\n",
       "      <td>3565.94600</td>\n",
       "      <td>63.15974</td>\n",
       "      <td>13188.62</td>\n",
       "      <td>2481.7130</td>\n",
       "      <td>370.3409</td>\n",
       "      <td>1943.5700</td>\n",
       "      <td>3303.21800</td>\n",
       "      <td>2229.7840</td>\n",
       "      <td>1659.6770</td>\n",
       "      <td>...</td>\n",
       "      <td>2667.679000</td>\n",
       "      <td>-1.0000</td>\n",
       "      <td>2489.55700</td>\n",
       "      <td>3994.3180</td>\n",
       "      <td>2899.1910</td>\n",
       "      <td>3033.8510</td>\n",
       "      <td>3263.71600</td>\n",
       "      <td>1108.1820</td>\n",
       "      <td>1327.0380</td>\n",
       "      <td>3707.2160</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Australia</td>\n",
       "      <td>15208.5000</td>\n",
       "      <td>-1.00000</td>\n",
       "      <td>13188.62000</td>\n",
       "      <td>-1.00</td>\n",
       "      <td>15608.4200</td>\n",
       "      <td>12862.6600</td>\n",
       "      <td>14713.9200</td>\n",
       "      <td>16319.19000</td>\n",
       "      <td>-1.0000</td>\n",
       "      <td>14823.5700</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>-1.0000</td>\n",
       "      <td>15646.59000</td>\n",
       "      <td>17072.9200</td>\n",
       "      <td>15385.4000</td>\n",
       "      <td>16170.0900</td>\n",
       "      <td>16227.45000</td>\n",
       "      <td>-1.0000</td>\n",
       "      <td>14308.3200</td>\n",
       "      <td>16602.2700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Austria</td>\n",
       "      <td>848.8388</td>\n",
       "      <td>1229.57800</td>\n",
       "      <td>2481.71300</td>\n",
       "      <td>15608.42</td>\n",
       "      <td>153.2575</td>\n",
       "      <td>2790.6510</td>\n",
       "      <td>1101.0930</td>\n",
       "      <td>858.16820</td>\n",
       "      <td>485.1447</td>\n",
       "      <td>963.8865</td>\n",
       "      <td>...</td>\n",
       "      <td>508.312400</td>\n",
       "      <td>294.7693</td>\n",
       "      <td>240.51560</td>\n",
       "      <td>1703.0550</td>\n",
       "      <td>1228.4730</td>\n",
       "      <td>576.4147</td>\n",
       "      <td>864.55130</td>\n",
       "      <td>1640.4770</td>\n",
       "      <td>1338.2860</td>\n",
       "      <td>1290.5610</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Azerbaijan</td>\n",
       "      <td>2437.0570</td>\n",
       "      <td>3903.90700</td>\n",
       "      <td>370.34090</td>\n",
       "      <td>12862.66</td>\n",
       "      <td>2790.6510</td>\n",
       "      <td>142.4144</td>\n",
       "      <td>2152.4420</td>\n",
       "      <td>3594.73900</td>\n",
       "      <td>2565.5470</td>\n",
       "      <td>2004.4020</td>\n",
       "      <td>...</td>\n",
       "      <td>3004.276000</td>\n",
       "      <td>2524.0620</td>\n",
       "      <td>2812.43800</td>\n",
       "      <td>4337.4320</td>\n",
       "      <td>3101.1470</td>\n",
       "      <td>3351.2900</td>\n",
       "      <td>3545.70700</td>\n",
       "      <td>1463.2330</td>\n",
       "      <td>1566.3120</td>\n",
       "      <td>3987.3830</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Belarus</td>\n",
       "      <td>1517.9090</td>\n",
       "      <td>2303.11200</td>\n",
       "      <td>1943.57000</td>\n",
       "      <td>14713.92</td>\n",
       "      <td>1101.0930</td>\n",
       "      <td>2152.4420</td>\n",
       "      <td>213.5423</td>\n",
       "      <td>1634.87500</td>\n",
       "      <td>1282.4630</td>\n",
       "      <td>1242.3340</td>\n",
       "      <td>...</td>\n",
       "      <td>1562.741000</td>\n",
       "      <td>847.2436</td>\n",
       "      <td>1258.39000</td>\n",
       "      <td>2769.8950</td>\n",
       "      <td>986.4767</td>\n",
       "      <td>1610.0230</td>\n",
       "      <td>1541.14600</td>\n",
       "      <td>1625.8840</td>\n",
       "      <td>701.2996</td>\n",
       "      <td>1957.3550</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Belgium</td>\n",
       "      <td>1609.0680</td>\n",
       "      <td>955.18200</td>\n",
       "      <td>3303.21800</td>\n",
       "      <td>16319.19</td>\n",
       "      <td>858.1682</td>\n",
       "      <td>3594.7390</td>\n",
       "      <td>1634.8750</td>\n",
       "      <td>66.77504</td>\n",
       "      <td>1261.8970</td>\n",
       "      <td>1804.2530</td>\n",
       "      <td>...</td>\n",
       "      <td>984.612700</td>\n",
       "      <td>1083.6660</td>\n",
       "      <td>932.72420</td>\n",
       "      <td>1356.5670</td>\n",
       "      <td>1151.5000</td>\n",
       "      <td>503.0689</td>\n",
       "      <td>160.92830</td>\n",
       "      <td>2485.4400</td>\n",
       "      <td>2073.1670</td>\n",
       "      <td>448.2817</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Bosnia</td>\n",
       "      <td>-1.0000</td>\n",
       "      <td>-1.00000</td>\n",
       "      <td>-1.00000</td>\n",
       "      <td>-1.00</td>\n",
       "      <td>485.1447</td>\n",
       "      <td>-1.0000</td>\n",
       "      <td>-1.0000</td>\n",
       "      <td>1261.89700</td>\n",
       "      <td>103.9527</td>\n",
       "      <td>-1.0000</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>514.1002</td>\n",
       "      <td>336.38620</td>\n",
       "      <td>1788.5260</td>\n",
       "      <td>1644.5950</td>\n",
       "      <td>859.0802</td>\n",
       "      <td>1293.71100</td>\n",
       "      <td>1273.4980</td>\n",
       "      <td>-1.0000</td>\n",
       "      <td>1697.1750</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Bosnia &amp; Herzegovina</td>\n",
       "      <td>376.4586</td>\n",
       "      <td>1340.78200</td>\n",
       "      <td>2229.78400</td>\n",
       "      <td>15395.89</td>\n",
       "      <td>485.1447</td>\n",
       "      <td>2565.5470</td>\n",
       "      <td>1282.4630</td>\n",
       "      <td>1261.89700</td>\n",
       "      <td>103.9527</td>\n",
       "      <td>593.1902</td>\n",
       "      <td>...</td>\n",
       "      <td>443.915200</td>\n",
       "      <td>514.1002</td>\n",
       "      <td>336.38620</td>\n",
       "      <td>1788.5260</td>\n",
       "      <td>1644.5950</td>\n",
       "      <td>859.0802</td>\n",
       "      <td>1293.71100</td>\n",
       "      <td>1273.4980</td>\n",
       "      <td>1290.0070</td>\n",
       "      <td>1697.1750</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Bulgaria</td>\n",
       "      <td>464.8647</td>\n",
       "      <td>1910.97000</td>\n",
       "      <td>1659.67700</td>\n",
       "      <td>14823.57</td>\n",
       "      <td>963.8865</td>\n",
       "      <td>2004.4020</td>\n",
       "      <td>1242.3340</td>\n",
       "      <td>1804.25300</td>\n",
       "      <td>593.1902</td>\n",
       "      <td>179.5277</td>\n",
       "      <td>...</td>\n",
       "      <td>1018.736000</td>\n",
       "      <td>816.3691</td>\n",
       "      <td>894.74540</td>\n",
       "      <td>2341.0770</td>\n",
       "      <td>1912.3180</td>\n",
       "      <td>1437.9670</td>\n",
       "      <td>1811.57400</td>\n",
       "      <td>712.0091</td>\n",
       "      <td>969.6482</td>\n",
       "      <td>2237.4150</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Croatia</td>\n",
       "      <td>552.6649</td>\n",
       "      <td>1221.60100</td>\n",
       "      <td>2370.95700</td>\n",
       "      <td>15533.16</td>\n",
       "      <td>342.4475</td>\n",
       "      <td>2699.4840</td>\n",
       "      <td>1261.1070</td>\n",
       "      <td>1084.76300</td>\n",
       "      <td>225.5900</td>\n",
       "      <td>760.0293</td>\n",
       "      <td>...</td>\n",
       "      <td>349.480200</td>\n",
       "      <td>444.0396</td>\n",
       "      <td>180.33560</td>\n",
       "      <td>1681.3150</td>\n",
       "      <td>1519.2720</td>\n",
       "      <td>694.0918</td>\n",
       "      <td>1117.27700</td>\n",
       "      <td>1442.7400</td>\n",
       "      <td>1355.5280</td>\n",
       "      <td>1519.7680</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Cyprus</td>\n",
       "      <td>1363.5660</td>\n",
       "      <td>2863.46500</td>\n",
       "      <td>1153.88300</td>\n",
       "      <td>13909.36</td>\n",
       "      <td>2079.3120</td>\n",
       "      <td>1493.7820</td>\n",
       "      <td>2116.7430</td>\n",
       "      <td>2917.81000</td>\n",
       "      <td>1664.9360</td>\n",
       "      <td>1133.8740</td>\n",
       "      <td>...</td>\n",
       "      <td>2040.875000</td>\n",
       "      <td>1922.6500</td>\n",
       "      <td>1990.80000</td>\n",
       "      <td>3229.3730</td>\n",
       "      <td>2955.6760</td>\n",
       "      <td>2515.4000</td>\n",
       "      <td>2932.35700</td>\n",
       "      <td>628.1090</td>\n",
       "      <td>1558.6100</td>\n",
       "      <td>3351.5660</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Czech Republic</td>\n",
       "      <td>1037.8470</td>\n",
       "      <td>1357.72400</td>\n",
       "      <td>2502.72000</td>\n",
       "      <td>15570.27</td>\n",
       "      <td>276.3035</td>\n",
       "      <td>2794.3650</td>\n",
       "      <td>955.8711</td>\n",
       "      <td>802.98950</td>\n",
       "      <td>674.8834</td>\n",
       "      <td>1083.5220</td>\n",
       "      <td>...</td>\n",
       "      <td>716.826100</td>\n",
       "      <td>-1.0000</td>\n",
       "      <td>442.90530</td>\n",
       "      <td>1828.2750</td>\n",
       "      <td>1009.3560</td>\n",
       "      <td>667.1498</td>\n",
       "      <td>769.96460</td>\n",
       "      <td>1738.8710</td>\n",
       "      <td>1289.8570</td>\n",
       "      <td>1217.1140</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Denmark</td>\n",
       "      <td>1744.1930</td>\n",
       "      <td>1642.14000</td>\n",
       "      <td>2971.62700</td>\n",
       "      <td>15725.46</td>\n",
       "      <td>926.4196</td>\n",
       "      <td>3214.5950</td>\n",
       "      <td>1098.4190</td>\n",
       "      <td>726.75310</td>\n",
       "      <td>1375.6870</td>\n",
       "      <td>1752.4910</td>\n",
       "      <td>...</td>\n",
       "      <td>1325.656000</td>\n",
       "      <td>961.0926</td>\n",
       "      <td>1103.66700</td>\n",
       "      <td>2061.4800</td>\n",
       "      <td>450.0833</td>\n",
       "      <td>1015.1610</td>\n",
       "      <td>587.19850</td>\n",
       "      <td>2366.1640</td>\n",
       "      <td>1672.6340</td>\n",
       "      <td>920.4319</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Estonia</td>\n",
       "      <td>2039.7580</td>\n",
       "      <td>2477.95400</td>\n",
       "      <td>2486.61300</td>\n",
       "      <td>14837.69</td>\n",
       "      <td>1421.9840</td>\n",
       "      <td>2646.7760</td>\n",
       "      <td>651.1355</td>\n",
       "      <td>1627.93000</td>\n",
       "      <td>1741.5500</td>\n",
       "      <td>1827.2210</td>\n",
       "      <td>...</td>\n",
       "      <td>1911.199000</td>\n",
       "      <td>1251.2800</td>\n",
       "      <td>1613.36700</td>\n",
       "      <td>2922.2090</td>\n",
       "      <td>595.3610</td>\n",
       "      <td>1789.4060</td>\n",
       "      <td>1496.47400</td>\n",
       "      <td>2243.1070</td>\n",
       "      <td>1274.0620</td>\n",
       "      <td>1824.8830</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>F.Y.R. Macedonia</td>\n",
       "      <td>168.1648</td>\n",
       "      <td>1648.32600</td>\n",
       "      <td>1940.12600</td>\n",
       "      <td>15081.44</td>\n",
       "      <td>857.2235</td>\n",
       "      <td>2290.4270</td>\n",
       "      <td>1409.0270</td>\n",
       "      <td>1659.32200</td>\n",
       "      <td>402.2927</td>\n",
       "      <td>311.9887</td>\n",
       "      <td>...</td>\n",
       "      <td>778.120300</td>\n",
       "      <td>798.6328</td>\n",
       "      <td>730.37190</td>\n",
       "      <td>2065.9860</td>\n",
       "      <td>1950.6890</td>\n",
       "      <td>1244.1680</td>\n",
       "      <td>1689.55200</td>\n",
       "      <td>921.5036</td>\n",
       "      <td>1226.6090</td>\n",
       "      <td>2093.7960</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Finland</td>\n",
       "      <td>2256.3910</td>\n",
       "      <td>2595.89700</td>\n",
       "      <td>2692.99000</td>\n",
       "      <td>14849.46</td>\n",
       "      <td>1601.8320</td>\n",
       "      <td>2837.0080</td>\n",
       "      <td>882.4186</td>\n",
       "      <td>1706.88600</td>\n",
       "      <td>1946.9370</td>\n",
       "      <td>2057.2640</td>\n",
       "      <td>...</td>\n",
       "      <td>2087.803000</td>\n",
       "      <td>1453.4880</td>\n",
       "      <td>1796.91100</td>\n",
       "      <td>3027.2290</td>\n",
       "      <td>604.9106</td>\n",
       "      <td>1922.1230</td>\n",
       "      <td>1567.81900</td>\n",
       "      <td>2475.9560</td>\n",
       "      <td>1499.5000</td>\n",
       "      <td>1851.0410</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>France</td>\n",
       "      <td>1499.4510</td>\n",
       "      <td>546.51070</td>\n",
       "      <td>3402.57000</td>\n",
       "      <td>16513.02</td>\n",
       "      <td>975.7691</td>\n",
       "      <td>3720.1990</td>\n",
       "      <td>1948.5690</td>\n",
       "      <td>526.33510</td>\n",
       "      <td>1226.4670</td>\n",
       "      <td>1802.1350</td>\n",
       "      <td>...</td>\n",
       "      <td>838.013100</td>\n",
       "      <td>1247.7160</td>\n",
       "      <td>946.88570</td>\n",
       "      <td>958.8380</td>\n",
       "      <td>1616.3220</td>\n",
       "      <td>473.7304</td>\n",
       "      <td>660.98950</td>\n",
       "      <td>2477.9650</td>\n",
       "      <td>2275.2100</td>\n",
       "      <td>749.6503</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Georgia</td>\n",
       "      <td>1991.5440</td>\n",
       "      <td>3446.75500</td>\n",
       "      <td>222.07540</td>\n",
       "      <td>13317.66</td>\n",
       "      <td>2333.7050</td>\n",
       "      <td>465.3848</td>\n",
       "      <td>1753.1840</td>\n",
       "      <td>3143.91100</td>\n",
       "      <td>2108.2340</td>\n",
       "      <td>1552.2320</td>\n",
       "      <td>...</td>\n",
       "      <td>2546.887000</td>\n",
       "      <td>2069.6490</td>\n",
       "      <td>2353.50600</td>\n",
       "      <td>3883.2510</td>\n",
       "      <td>2708.5010</td>\n",
       "      <td>2893.0110</td>\n",
       "      <td>3099.09400</td>\n",
       "      <td>1074.1250</td>\n",
       "      <td>1145.4500</td>\n",
       "      <td>3542.2370</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Germany</td>\n",
       "      <td>1383.7120</td>\n",
       "      <td>1182.82700</td>\n",
       "      <td>2934.26900</td>\n",
       "      <td>15935.09</td>\n",
       "      <td>592.3267</td>\n",
       "      <td>3218.3270</td>\n",
       "      <td>1262.1820</td>\n",
       "      <td>423.34630</td>\n",
       "      <td>1020.1800</td>\n",
       "      <td>1503.3430</td>\n",
       "      <td>...</td>\n",
       "      <td>870.051700</td>\n",
       "      <td>751.6134</td>\n",
       "      <td>711.98470</td>\n",
       "      <td>1627.3460</td>\n",
       "      <td>929.3204</td>\n",
       "      <td>543.4735</td>\n",
       "      <td>379.17540</td>\n",
       "      <td>2167.7740</td>\n",
       "      <td>1695.6960</td>\n",
       "      <td>808.6410</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Greece</td>\n",
       "      <td>451.4164</td>\n",
       "      <td>1915.17800</td>\n",
       "      <td>1829.19600</td>\n",
       "      <td>14845.60</td>\n",
       "      <td>1266.5120</td>\n",
       "      <td>2190.0560</td>\n",
       "      <td>1737.3710</td>\n",
       "      <td>2050.84300</td>\n",
       "      <td>802.3003</td>\n",
       "      <td>526.3680</td>\n",
       "      <td>...</td>\n",
       "      <td>1116.272000</td>\n",
       "      <td>1205.0600</td>\n",
       "      <td>1127.89300</td>\n",
       "      <td>2289.5850</td>\n",
       "      <td>2353.0350</td>\n",
       "      <td>1610.4910</td>\n",
       "      <td>2090.39700</td>\n",
       "      <td>776.2969</td>\n",
       "      <td>1425.4060</td>\n",
       "      <td>2481.9710</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Hungary</td>\n",
       "      <td>695.8069</td>\n",
       "      <td>1491.84100</td>\n",
       "      <td>2172.69600</td>\n",
       "      <td>15311.41</td>\n",
       "      <td>324.8455</td>\n",
       "      <td>2483.5280</td>\n",
       "      <td>940.4923</td>\n",
       "      <td>1155.34300</td>\n",
       "      <td>379.2039</td>\n",
       "      <td>693.2965</td>\n",
       "      <td>...</td>\n",
       "      <td>651.299900</td>\n",
       "      <td>204.8336</td>\n",
       "      <td>369.23110</td>\n",
       "      <td>1959.6330</td>\n",
       "      <td>1315.3780</td>\n",
       "      <td>874.4210</td>\n",
       "      <td>1146.09900</td>\n",
       "      <td>1352.7270</td>\n",
       "      <td>1064.8230</td>\n",
       "      <td>1583.5330</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Iceland</td>\n",
       "      <td>3679.8530</td>\n",
       "      <td>2831.33000</td>\n",
       "      <td>4924.11900</td>\n",
       "      <td>16443.61</td>\n",
       "      <td>2852.0890</td>\n",
       "      <td>5118.4910</td>\n",
       "      <td>2987.8270</td>\n",
       "      <td>2120.49200</td>\n",
       "      <td>3311.3650</td>\n",
       "      <td>3761.9560</td>\n",
       "      <td>...</td>\n",
       "      <td>3099.885000</td>\n",
       "      <td>2963.7550</td>\n",
       "      <td>2992.31000</td>\n",
       "      <td>2980.6940</td>\n",
       "      <td>2047.3260</td>\n",
       "      <td>2614.7330</td>\n",
       "      <td>2044.74500</td>\n",
       "      <td>4385.5300</td>\n",
       "      <td>3623.5250</td>\n",
       "      <td>1745.9820</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Ireland</td>\n",
       "      <td>2401.9680</td>\n",
       "      <td>1336.74000</td>\n",
       "      <td>4082.17100</td>\n",
       "      <td>16895.03</td>\n",
       "      <td>1663.3480</td>\n",
       "      <td>4358.4070</td>\n",
       "      <td>2297.4080</td>\n",
       "      <td>811.51910</td>\n",
       "      <td>2065.3450</td>\n",
       "      <td>2612.3380</td>\n",
       "      <td>...</td>\n",
       "      <td>1747.328000</td>\n",
       "      <td>1877.1320</td>\n",
       "      <td>1737.22500</td>\n",
       "      <td>1522.5190</td>\n",
       "      <td>1549.4260</td>\n",
       "      <td>1246.2260</td>\n",
       "      <td>824.04550</td>\n",
       "      <td>3292.0740</td>\n",
       "      <td>2814.6270</td>\n",
       "      <td>425.3322</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Israel</td>\n",
       "      <td>1682.9710</td>\n",
       "      <td>3152.96100</td>\n",
       "      <td>1263.30400</td>\n",
       "      <td>13654.58</td>\n",
       "      <td>2428.6860</td>\n",
       "      <td>1559.8150</td>\n",
       "      <td>2467.1960</td>\n",
       "      <td>3261.41000</td>\n",
       "      <td>2002.9620</td>\n",
       "      <td>1487.0600</td>\n",
       "      <td>...</td>\n",
       "      <td>2360.947000</td>\n",
       "      <td>2280.1010</td>\n",
       "      <td>2331.48400</td>\n",
       "      <td>3495.6440</td>\n",
       "      <td>3315.6020</td>\n",
       "      <td>2845.9930</td>\n",
       "      <td>3281.05800</td>\n",
       "      <td>941.7722</td>\n",
       "      <td>1889.6660</td>\n",
       "      <td>3695.0570</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Italy</td>\n",
       "      <td>722.9528</td>\n",
       "      <td>-1.00000</td>\n",
       "      <td>2729.92100</td>\n",
       "      <td>15855.41</td>\n",
       "      <td>700.9222</td>\n",
       "      <td>3071.1840</td>\n",
       "      <td>1720.1150</td>\n",
       "      <td>1087.70200</td>\n",
       "      <td>601.3462</td>\n",
       "      <td>1098.4450</td>\n",
       "      <td>...</td>\n",
       "      <td>327.948000</td>\n",
       "      <td>906.8877</td>\n",
       "      <td>529.22600</td>\n",
       "      <td>1325.8270</td>\n",
       "      <td>1833.4310</td>\n",
       "      <td>609.6788</td>\n",
       "      <td>1174.92100</td>\n",
       "      <td>1727.2400</td>\n",
       "      <td>1810.0100</td>\n",
       "      <td>1487.0060</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Latvia</td>\n",
       "      <td>1774.8920</td>\n",
       "      <td>2264.15600</td>\n",
       "      <td>2357.77600</td>\n",
       "      <td>14937.72</td>\n",
       "      <td>1168.9290</td>\n",
       "      <td>2549.1250</td>\n",
       "      <td>458.6089</td>\n",
       "      <td>1460.13700</td>\n",
       "      <td>1476.8910</td>\n",
       "      <td>1574.5550</td>\n",
       "      <td>...</td>\n",
       "      <td>1657.314000</td>\n",
       "      <td>989.2028</td>\n",
       "      <td>1356.82900</td>\n",
       "      <td>2717.5810</td>\n",
       "      <td>591.2188</td>\n",
       "      <td>1568.2690</td>\n",
       "      <td>1339.62100</td>\n",
       "      <td>2023.3740</td>\n",
       "      <td>1099.3410</td>\n",
       "      <td>1709.4500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Lithuania</td>\n",
       "      <td>1593.1070</td>\n",
       "      <td>2146.14000</td>\n",
       "      <td>2255.75400</td>\n",
       "      <td>14972.28</td>\n",
       "      <td>1013.0960</td>\n",
       "      <td>2467.4860</td>\n",
       "      <td>352.4463</td>\n",
       "      <td>1391.27700</td>\n",
       "      <td>1300.2480</td>\n",
       "      <td>1395.1110</td>\n",
       "      <td>...</td>\n",
       "      <td>1498.754000</td>\n",
       "      <td>817.5428</td>\n",
       "      <td>1195.52700</td>\n",
       "      <td>2606.0280</td>\n",
       "      <td>676.5552</td>\n",
       "      <td>1447.4000</td>\n",
       "      <td>1282.53900</td>\n",
       "      <td>1862.0790</td>\n",
       "      <td>977.2178</td>\n",
       "      <td>1679.8420</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Luxembourg</td>\n",
       "      <td>-1.0000</td>\n",
       "      <td>-1.00000</td>\n",
       "      <td>-1.00000</td>\n",
       "      <td>-1.00</td>\n",
       "      <td>701.9165</td>\n",
       "      <td>-1.0000</td>\n",
       "      <td>-1.0000</td>\n",
       "      <td>191.59760</td>\n",
       "      <td>1084.2690</td>\n",
       "      <td>-1.0000</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>-1.0000</td>\n",
       "      <td>756.41590</td>\n",
       "      <td>1298.7910</td>\n",
       "      <td>1207.7320</td>\n",
       "      <td>322.1524</td>\n",
       "      <td>290.55410</td>\n",
       "      <td>2322.2490</td>\n",
       "      <td>-1.0000</td>\n",
       "      <td>621.0148</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Malta</td>\n",
       "      <td>750.6250</td>\n",
       "      <td>1335.35000</td>\n",
       "      <td>2670.51600</td>\n",
       "      <td>15565.46</td>\n",
       "      <td>1348.6750</td>\n",
       "      <td>3032.4040</td>\n",
       "      <td>2235.7810</td>\n",
       "      <td>1854.41600</td>\n",
       "      <td>973.2653</td>\n",
       "      <td>1182.4070</td>\n",
       "      <td>...</td>\n",
       "      <td>911.670900</td>\n",
       "      <td>1466.8570</td>\n",
       "      <td>1143.44300</td>\n",
       "      <td>1609.8650</td>\n",
       "      <td>2558.8820</td>\n",
       "      <td>1362.4300</td>\n",
       "      <td>1949.49100</td>\n",
       "      <td>1596.8780</td>\n",
       "      <td>2106.7210</td>\n",
       "      <td>2232.7040</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Moldova</td>\n",
       "      <td>976.5760</td>\n",
       "      <td>2201.42200</td>\n",
       "      <td>1478.61000</td>\n",
       "      <td>14597.69</td>\n",
       "      <td>1026.7100</td>\n",
       "      <td>1772.8220</td>\n",
       "      <td>741.4362</td>\n",
       "      <td>1827.06500</td>\n",
       "      <td>907.5333</td>\n",
       "      <td>586.3251</td>\n",
       "      <td>...</td>\n",
       "      <td>1320.254000</td>\n",
       "      <td>755.5275</td>\n",
       "      <td>1076.45300</td>\n",
       "      <td>2660.7290</td>\n",
       "      <td>1580.0950</td>\n",
       "      <td>1594.6510</td>\n",
       "      <td>1786.95900</td>\n",
       "      <td>923.0525</td>\n",
       "      <td>471.4796</td>\n",
       "      <td>2232.5660</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Morocco</td>\n",
       "      <td>-1.0000</td>\n",
       "      <td>-1.00000</td>\n",
       "      <td>-1.00000</td>\n",
       "      <td>-1.00</td>\n",
       "      <td>2436.9000</td>\n",
       "      <td>-1.0000</td>\n",
       "      <td>-1.0000</td>\n",
       "      <td>2131.82100</td>\n",
       "      <td>-1.0000</td>\n",
       "      <td>-1.0000</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>-1.0000</td>\n",
       "      <td>-1.00000</td>\n",
       "      <td>886.4353</td>\n",
       "      <td>3274.2230</td>\n",
       "      <td>1936.0420</td>\n",
       "      <td>2277.78700</td>\n",
       "      <td>3499.8200</td>\n",
       "      <td>-1.0000</td>\n",
       "      <td>2167.9200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Norway</td>\n",
       "      <td>2271.8630</td>\n",
       "      <td>2078.72400</td>\n",
       "      <td>3293.50700</td>\n",
       "      <td>15646.16</td>\n",
       "      <td>1459.5300</td>\n",
       "      <td>3495.0320</td>\n",
       "      <td>1373.2220</td>\n",
       "      <td>1128.78500</td>\n",
       "      <td>1906.7040</td>\n",
       "      <td>2241.8820</td>\n",
       "      <td>...</td>\n",
       "      <td>1859.873000</td>\n",
       "      <td>1468.8100</td>\n",
       "      <td>1641.35800</td>\n",
       "      <td>2455.1220</td>\n",
       "      <td>502.6936</td>\n",
       "      <td>1512.6220</td>\n",
       "      <td>983.74090</td>\n",
       "      <td>2813.9930</td>\n",
       "      <td>2004.2170</td>\n",
       "      <td>1127.2150</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Poland</td>\n",
       "      <td>1191.4100</td>\n",
       "      <td>1698.86900</td>\n",
       "      <td>2319.42800</td>\n",
       "      <td>15289.12</td>\n",
       "      <td>548.7492</td>\n",
       "      <td>2585.4580</td>\n",
       "      <td>639.6155</td>\n",
       "      <td>1059.74300</td>\n",
       "      <td>863.8704</td>\n",
       "      <td>1104.0680</td>\n",
       "      <td>...</td>\n",
       "      <td>1024.062000</td>\n",
       "      <td>394.5900</td>\n",
       "      <td>725.42250</td>\n",
       "      <td>2165.5870</td>\n",
       "      <td>848.3859</td>\n",
       "      <td>1007.3200</td>\n",
       "      <td>987.47670</td>\n",
       "      <td>1691.0190</td>\n",
       "      <td>1055.4880</td>\n",
       "      <td>1425.7680</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Portugal</td>\n",
       "      <td>2481.0310</td>\n",
       "      <td>991.27240</td>\n",
       "      <td>4543.88100</td>\n",
       "      <td>17625.29</td>\n",
       "      <td>2194.5910</td>\n",
       "      <td>4884.8700</td>\n",
       "      <td>3231.3260</td>\n",
       "      <td>1683.54800</td>\n",
       "      <td>2325.0860</td>\n",
       "      <td>2887.5270</td>\n",
       "      <td>...</td>\n",
       "      <td>1886.099000</td>\n",
       "      <td>2482.7090</td>\n",
       "      <td>2111.37500</td>\n",
       "      <td>679.8302</td>\n",
       "      <td>2821.6180</td>\n",
       "      <td>1633.7890</td>\n",
       "      <td>1820.29600</td>\n",
       "      <td>3518.3730</td>\n",
       "      <td>3517.1170</td>\n",
       "      <td>1620.8700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Russia</td>\n",
       "      <td>2777.3550</td>\n",
       "      <td>3720.02900</td>\n",
       "      <td>2080.53000</td>\n",
       "      <td>13424.90</td>\n",
       "      <td>2527.1230</td>\n",
       "      <td>2078.4880</td>\n",
       "      <td>1495.4380</td>\n",
       "      <td>3010.80400</td>\n",
       "      <td>2634.1080</td>\n",
       "      <td>2390.6920</td>\n",
       "      <td>...</td>\n",
       "      <td>2964.471000</td>\n",
       "      <td>2264.8750</td>\n",
       "      <td>2670.39900</td>\n",
       "      <td>4180.5060</td>\n",
       "      <td>2081.8430</td>\n",
       "      <td>3032.6290</td>\n",
       "      <td>2899.71900</td>\n",
       "      <td>2422.0680</td>\n",
       "      <td>1557.2590</td>\n",
       "      <td>3266.6090</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>San Marino</td>\n",
       "      <td>680.5862</td>\n",
       "      <td>899.93040</td>\n",
       "      <td>2667.67900</td>\n",
       "      <td>15827.93</td>\n",
       "      <td>508.3124</td>\n",
       "      <td>3004.2760</td>\n",
       "      <td>1562.7410</td>\n",
       "      <td>984.61270</td>\n",
       "      <td>443.9152</td>\n",
       "      <td>1018.7360</td>\n",
       "      <td>...</td>\n",
       "      <td>9.374844</td>\n",
       "      <td>-1.0000</td>\n",
       "      <td>308.09310</td>\n",
       "      <td>1354.5330</td>\n",
       "      <td>1677.9960</td>\n",
       "      <td>511.4543</td>\n",
       "      <td>1059.66100</td>\n",
       "      <td>1686.7390</td>\n",
       "      <td>1683.3380</td>\n",
       "      <td>1400.1550</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Slovakia</td>\n",
       "      <td>841.7741</td>\n",
       "      <td>-1.00000</td>\n",
       "      <td>2224.86700</td>\n",
       "      <td>-1.00</td>\n",
       "      <td>294.7693</td>\n",
       "      <td>2524.0620</td>\n",
       "      <td>847.2436</td>\n",
       "      <td>1083.66600</td>\n",
       "      <td>514.1002</td>\n",
       "      <td>816.3691</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>149.9260</td>\n",
       "      <td>422.38610</td>\n",
       "      <td>1986.5110</td>\n",
       "      <td>1176.2980</td>\n",
       "      <td>860.5142</td>\n",
       "      <td>1059.14900</td>\n",
       "      <td>1457.3490</td>\n",
       "      <td>1054.5750</td>\n",
       "      <td>1502.9400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Slovenia</td>\n",
       "      <td>691.6104</td>\n",
       "      <td>1128.72800</td>\n",
       "      <td>2489.55700</td>\n",
       "      <td>15646.59</td>\n",
       "      <td>240.5156</td>\n",
       "      <td>2812.4380</td>\n",
       "      <td>1258.3900</td>\n",
       "      <td>932.72420</td>\n",
       "      <td>336.3862</td>\n",
       "      <td>894.7454</td>\n",
       "      <td>...</td>\n",
       "      <td>308.093100</td>\n",
       "      <td>422.3861</td>\n",
       "      <td>66.37249</td>\n",
       "      <td>1597.8840</td>\n",
       "      <td>1420.5200</td>\n",
       "      <td>553.1208</td>\n",
       "      <td>966.41380</td>\n",
       "      <td>1580.9800</td>\n",
       "      <td>1421.0370</td>\n",
       "      <td>1368.9080</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Spain</td>\n",
       "      <td>1931.6820</td>\n",
       "      <td>519.38640</td>\n",
       "      <td>3994.31800</td>\n",
       "      <td>17072.92</td>\n",
       "      <td>1703.0550</td>\n",
       "      <td>4337.4320</td>\n",
       "      <td>2769.8950</td>\n",
       "      <td>1356.56700</td>\n",
       "      <td>1788.5260</td>\n",
       "      <td>2341.0770</td>\n",
       "      <td>...</td>\n",
       "      <td>1354.533000</td>\n",
       "      <td>1986.5110</td>\n",
       "      <td>1597.88400</td>\n",
       "      <td>462.5217</td>\n",
       "      <td>2486.5480</td>\n",
       "      <td>1176.6020</td>\n",
       "      <td>1500.83600</td>\n",
       "      <td>2966.3280</td>\n",
       "      <td>3004.5920</td>\n",
       "      <td>1435.4190</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Sweden</td>\n",
       "      <td>1995.4120</td>\n",
       "      <td>2067.33200</td>\n",
       "      <td>2899.19100</td>\n",
       "      <td>15385.40</td>\n",
       "      <td>1228.4730</td>\n",
       "      <td>3101.1470</td>\n",
       "      <td>986.4767</td>\n",
       "      <td>1151.50000</td>\n",
       "      <td>1644.5950</td>\n",
       "      <td>1912.3180</td>\n",
       "      <td>...</td>\n",
       "      <td>1677.996000</td>\n",
       "      <td>1176.2980</td>\n",
       "      <td>1420.52000</td>\n",
       "      <td>2486.5480</td>\n",
       "      <td>281.2379</td>\n",
       "      <td>1422.9020</td>\n",
       "      <td>1009.39600</td>\n",
       "      <td>2453.4210</td>\n",
       "      <td>1616.6050</td>\n",
       "      <td>1292.8020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Switzerland</td>\n",
       "      <td>1169.5410</td>\n",
       "      <td>701.21800</td>\n",
       "      <td>3033.85100</td>\n",
       "      <td>16170.09</td>\n",
       "      <td>576.4147</td>\n",
       "      <td>3351.2900</td>\n",
       "      <td>1610.0230</td>\n",
       "      <td>503.06890</td>\n",
       "      <td>859.0802</td>\n",
       "      <td>1437.9670</td>\n",
       "      <td>...</td>\n",
       "      <td>511.454300</td>\n",
       "      <td>860.5142</td>\n",
       "      <td>553.12080</td>\n",
       "      <td>1176.6020</td>\n",
       "      <td>1422.9020</td>\n",
       "      <td>110.8763</td>\n",
       "      <td>602.44150</td>\n",
       "      <td>2122.5750</td>\n",
       "      <td>1905.3420</td>\n",
       "      <td>902.2784</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>The Netherlands</td>\n",
       "      <td>1652.2680</td>\n",
       "      <td>1101.21300</td>\n",
       "      <td>3263.71600</td>\n",
       "      <td>16227.45</td>\n",
       "      <td>864.5513</td>\n",
       "      <td>3545.7070</td>\n",
       "      <td>1541.1460</td>\n",
       "      <td>160.92830</td>\n",
       "      <td>1293.7110</td>\n",
       "      <td>1811.5740</td>\n",
       "      <td>...</td>\n",
       "      <td>1059.661000</td>\n",
       "      <td>1059.1490</td>\n",
       "      <td>966.41380</td>\n",
       "      <td>1500.8360</td>\n",
       "      <td>1009.3960</td>\n",
       "      <td>602.4415</td>\n",
       "      <td>79.86247</td>\n",
       "      <td>2485.4560</td>\n",
       "      <td>2011.5980</td>\n",
       "      <td>467.9480</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Turkey</td>\n",
       "      <td>1048.1700</td>\n",
       "      <td>2559.96900</td>\n",
       "      <td>1108.18200</td>\n",
       "      <td>-1.00</td>\n",
       "      <td>1640.4770</td>\n",
       "      <td>1463.2330</td>\n",
       "      <td>1625.8840</td>\n",
       "      <td>2485.44000</td>\n",
       "      <td>1273.4980</td>\n",
       "      <td>712.0091</td>\n",
       "      <td>...</td>\n",
       "      <td>1686.739000</td>\n",
       "      <td>1457.3490</td>\n",
       "      <td>1580.98000</td>\n",
       "      <td>2966.3280</td>\n",
       "      <td>2453.4210</td>\n",
       "      <td>2122.5750</td>\n",
       "      <td>2485.45600</td>\n",
       "      <td>443.4127</td>\n",
       "      <td>1119.2140</td>\n",
       "      <td>2915.5830</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Ukraine</td>\n",
       "      <td>1369.8450</td>\n",
       "      <td>2542.02500</td>\n",
       "      <td>1327.03800</td>\n",
       "      <td>14308.32</td>\n",
       "      <td>1338.2850</td>\n",
       "      <td>1566.3120</td>\n",
       "      <td>701.2996</td>\n",
       "      <td>2073.16700</td>\n",
       "      <td>1290.0070</td>\n",
       "      <td>969.6482</td>\n",
       "      <td>...</td>\n",
       "      <td>1683.338000</td>\n",
       "      <td>1054.5750</td>\n",
       "      <td>1421.03700</td>\n",
       "      <td>3004.5920</td>\n",
       "      <td>1616.6050</td>\n",
       "      <td>1905.3420</td>\n",
       "      <td>2011.59800</td>\n",
       "      <td>1119.2140</td>\n",
       "      <td>400.2220</td>\n",
       "      <td>2450.8890</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2040.1870</td>\n",
       "      <td>1140.94700</td>\n",
       "      <td>3707.21600</td>\n",
       "      <td>16602.27</td>\n",
       "      <td>1290.5610</td>\n",
       "      <td>3987.3830</td>\n",
       "      <td>1957.3550</td>\n",
       "      <td>448.28170</td>\n",
       "      <td>1697.1750</td>\n",
       "      <td>2237.4150</td>\n",
       "      <td>...</td>\n",
       "      <td>1400.155000</td>\n",
       "      <td>1502.9400</td>\n",
       "      <td>1368.90800</td>\n",
       "      <td>1435.4190</td>\n",
       "      <td>1292.8020</td>\n",
       "      <td>902.2784</td>\n",
       "      <td>467.94800</td>\n",
       "      <td>2915.5830</td>\n",
       "      <td>2450.8890</td>\n",
       "      <td>217.4439</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>47 rows × 46 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                         Albania     Andorra      Armenia  Australia  \\\n",
       "From country                                                           \n",
       "Albania                  73.1558  1523.71800   2084.60600   15208.50   \n",
       "Andorra                1523.7180    11.22738   3565.94600      -1.00   \n",
       "Armenia                2084.6050  3565.94600     63.15974   13188.62   \n",
       "Australia             15208.5000    -1.00000  13188.62000      -1.00   \n",
       "Austria                 848.8388  1229.57800   2481.71300   15608.42   \n",
       "Azerbaijan             2437.0570  3903.90700    370.34090   12862.66   \n",
       "Belarus                1517.9090  2303.11200   1943.57000   14713.92   \n",
       "Belgium                1609.0680   955.18200   3303.21800   16319.19   \n",
       "Bosnia                   -1.0000    -1.00000     -1.00000      -1.00   \n",
       "Bosnia & Herzegovina    376.4586  1340.78200   2229.78400   15395.89   \n",
       "Bulgaria                464.8647  1910.97000   1659.67700   14823.57   \n",
       "Croatia                 552.6649  1221.60100   2370.95700   15533.16   \n",
       "Cyprus                 1363.5660  2863.46500   1153.88300   13909.36   \n",
       "Czech Republic         1037.8470  1357.72400   2502.72000   15570.27   \n",
       "Denmark                1744.1930  1642.14000   2971.62700   15725.46   \n",
       "Estonia                2039.7580  2477.95400   2486.61300   14837.69   \n",
       "F.Y.R. Macedonia        168.1648  1648.32600   1940.12600   15081.44   \n",
       "Finland                2256.3910  2595.89700   2692.99000   14849.46   \n",
       "France                 1499.4510   546.51070   3402.57000   16513.02   \n",
       "Georgia                1991.5440  3446.75500    222.07540   13317.66   \n",
       "Germany                1383.7120  1182.82700   2934.26900   15935.09   \n",
       "Greece                  451.4164  1915.17800   1829.19600   14845.60   \n",
       "Hungary                 695.8069  1491.84100   2172.69600   15311.41   \n",
       "Iceland                3679.8530  2831.33000   4924.11900   16443.61   \n",
       "Ireland                2401.9680  1336.74000   4082.17100   16895.03   \n",
       "Israel                 1682.9710  3152.96100   1263.30400   13654.58   \n",
       "Italy                   722.9528    -1.00000   2729.92100   15855.41   \n",
       "Latvia                 1774.8920  2264.15600   2357.77600   14937.72   \n",
       "Lithuania              1593.1070  2146.14000   2255.75400   14972.28   \n",
       "Luxembourg               -1.0000    -1.00000     -1.00000      -1.00   \n",
       "Malta                   750.6250  1335.35000   2670.51600   15565.46   \n",
       "Moldova                 976.5760  2201.42200   1478.61000   14597.69   \n",
       "Morocco                  -1.0000    -1.00000     -1.00000      -1.00   \n",
       "Norway                 2271.8630  2078.72400   3293.50700   15646.16   \n",
       "Poland                 1191.4100  1698.86900   2319.42800   15289.12   \n",
       "Portugal               2481.0310   991.27240   4543.88100   17625.29   \n",
       "Russia                 2777.3550  3720.02900   2080.53000   13424.90   \n",
       "San Marino              680.5862   899.93040   2667.67900   15827.93   \n",
       "Slovakia                841.7741    -1.00000   2224.86700      -1.00   \n",
       "Slovenia                691.6104  1128.72800   2489.55700   15646.59   \n",
       "Spain                  1931.6820   519.38640   3994.31800   17072.92   \n",
       "Sweden                 1995.4120  2067.33200   2899.19100   15385.40   \n",
       "Switzerland            1169.5410   701.21800   3033.85100   16170.09   \n",
       "The Netherlands        1652.2680  1101.21300   3263.71600   16227.45   \n",
       "Turkey                 1048.1700  2559.96900   1108.18200      -1.00   \n",
       "Ukraine                1369.8450  2542.02500   1327.03800   14308.32   \n",
       "United Kingdom         2040.1870  1140.94700   3707.21600   16602.27   \n",
       "\n",
       "                         Austria  Azerbaijan     Belarus      Belgium  \\\n",
       "From country                                                            \n",
       "Albania                 848.8387   2437.0570   1517.9090   1609.06800   \n",
       "Andorra                1229.5780   3903.9070   2303.1120    955.18200   \n",
       "Armenia                2481.7130    370.3409   1943.5700   3303.21800   \n",
       "Australia             15608.4200  12862.6600  14713.9200  16319.19000   \n",
       "Austria                 153.2575   2790.6510   1101.0930    858.16820   \n",
       "Azerbaijan             2790.6510    142.4144   2152.4420   3594.73900   \n",
       "Belarus                1101.0930   2152.4420    213.5423   1634.87500   \n",
       "Belgium                 858.1682   3594.7390   1634.8750     66.77504   \n",
       "Bosnia                  485.1447     -1.0000     -1.0000   1261.89700   \n",
       "Bosnia & Herzegovina    485.1447   2565.5470   1282.4630   1261.89700   \n",
       "Bulgaria                963.8865   2004.4020   1242.3340   1804.25300   \n",
       "Croatia                 342.4475   2699.4840   1261.1070   1084.76300   \n",
       "Cyprus                 2079.3120   1493.7820   2116.7430   2917.81000   \n",
       "Czech Republic          276.3035   2794.3650    955.8711    802.98950   \n",
       "Denmark                 926.4196   3214.5950   1098.4190    726.75310   \n",
       "Estonia                1421.9840   2646.7760    651.1355   1627.93000   \n",
       "F.Y.R. Macedonia        857.2235   2290.4270   1409.0270   1659.32200   \n",
       "Finland                1601.8320   2837.0080    882.4186   1706.88600   \n",
       "France                  975.7691   3720.1990   1948.5690    526.33510   \n",
       "Georgia                2333.7050    465.3848   1753.1840   3143.91100   \n",
       "Germany                 592.3267   3218.3270   1262.1820    423.34630   \n",
       "Greece                 1266.5120   2190.0560   1737.3710   2050.84300   \n",
       "Hungary                 324.8455   2483.5280    940.4923   1155.34300   \n",
       "Iceland                2852.0890   5118.4910   2987.8270   2120.49200   \n",
       "Ireland                1663.3480   4358.4070   2297.4080    811.51910   \n",
       "Israel                 2428.6860   1559.8150   2467.1960   3261.41000   \n",
       "Italy                   700.9222   3071.1840   1720.1150   1087.70200   \n",
       "Latvia                 1168.9290   2549.1250    458.6089   1460.13700   \n",
       "Lithuania              1013.0960   2467.4860    352.4463   1391.27700   \n",
       "Luxembourg              701.9165     -1.0000     -1.0000    191.59760   \n",
       "Malta                  1348.6750   3032.4040   2235.7810   1854.41600   \n",
       "Moldova                1026.7100   1772.8220    741.4362   1827.06500   \n",
       "Morocco                2436.9000     -1.0000     -1.0000   2131.82100   \n",
       "Norway                 1459.5300   3495.0320   1373.2220   1128.78500   \n",
       "Poland                  548.7492   2585.4580    639.6155   1059.74300   \n",
       "Portugal               2194.5910   4884.8700   3231.3260   1683.54800   \n",
       "Russia                 2527.1230   2078.4880   1495.4380   3010.80400   \n",
       "San Marino              508.3124   3004.2760   1562.7410    984.61270   \n",
       "Slovakia                294.7693   2524.0620    847.2436   1083.66600   \n",
       "Slovenia                240.5156   2812.4380   1258.3900    932.72420   \n",
       "Spain                  1703.0550   4337.4320   2769.8950   1356.56700   \n",
       "Sweden                 1228.4730   3101.1470    986.4767   1151.50000   \n",
       "Switzerland             576.4147   3351.2900   1610.0230    503.06890   \n",
       "The Netherlands         864.5513   3545.7070   1541.1460    160.92830   \n",
       "Turkey                 1640.4770   1463.2330   1625.8840   2485.44000   \n",
       "Ukraine                1338.2850   1566.3120    701.2996   2073.16700   \n",
       "United Kingdom         1290.5610   3987.3830   1957.3550    448.28170   \n",
       "\n",
       "                      Bosnia & Herzegovina    Bulgaria  ...   San Marino  \\\n",
       "From country                                            ...                \n",
       "Albania                           376.4586    464.8647  ...   680.586200   \n",
       "Andorra                          1340.7820   1910.9700  ...   899.930400   \n",
       "Armenia                          2229.7840   1659.6770  ...  2667.679000   \n",
       "Australia                          -1.0000  14823.5700  ...    -1.000000   \n",
       "Austria                           485.1447    963.8865  ...   508.312400   \n",
       "Azerbaijan                       2565.5470   2004.4020  ...  3004.276000   \n",
       "Belarus                          1282.4630   1242.3340  ...  1562.741000   \n",
       "Belgium                          1261.8970   1804.2530  ...   984.612700   \n",
       "Bosnia                            103.9527     -1.0000  ...    -1.000000   \n",
       "Bosnia & Herzegovina              103.9527    593.1902  ...   443.915200   \n",
       "Bulgaria                          593.1902    179.5277  ...  1018.736000   \n",
       "Croatia                           225.5900    760.0293  ...   349.480200   \n",
       "Cyprus                           1664.9360   1133.8740  ...  2040.875000   \n",
       "Czech Republic                    674.8834   1083.5220  ...   716.826100   \n",
       "Denmark                          1375.6870   1752.4910  ...  1325.656000   \n",
       "Estonia                          1741.5500   1827.2210  ...  1911.199000   \n",
       "F.Y.R. Macedonia                  402.2927    311.9887  ...   778.120300   \n",
       "Finland                          1946.9370   2057.2640  ...  2087.803000   \n",
       "France                           1226.4670   1802.1350  ...   838.013100   \n",
       "Georgia                          2108.2340   1552.2320  ...  2546.887000   \n",
       "Germany                          1020.1800   1503.3430  ...   870.051700   \n",
       "Greece                            802.3003    526.3680  ...  1116.272000   \n",
       "Hungary                           379.2039    693.2965  ...   651.299900   \n",
       "Iceland                          3311.3650   3761.9560  ...  3099.885000   \n",
       "Ireland                          2065.3450   2612.3380  ...  1747.328000   \n",
       "Israel                           2002.9620   1487.0600  ...  2360.947000   \n",
       "Italy                             601.3462   1098.4450  ...   327.948000   \n",
       "Latvia                           1476.8910   1574.5550  ...  1657.314000   \n",
       "Lithuania                        1300.2480   1395.1110  ...  1498.754000   \n",
       "Luxembourg                       1084.2690     -1.0000  ...    -1.000000   \n",
       "Malta                             973.2653   1182.4070  ...   911.670900   \n",
       "Moldova                           907.5333    586.3251  ...  1320.254000   \n",
       "Morocco                            -1.0000     -1.0000  ...    -1.000000   \n",
       "Norway                           1906.7040   2241.8820  ...  1859.873000   \n",
       "Poland                            863.8704   1104.0680  ...  1024.062000   \n",
       "Portugal                         2325.0860   2887.5270  ...  1886.099000   \n",
       "Russia                           2634.1080   2390.6920  ...  2964.471000   \n",
       "San Marino                        443.9152   1018.7360  ...     9.374844   \n",
       "Slovakia                          514.1002    816.3691  ...    -1.000000   \n",
       "Slovenia                          336.3862    894.7454  ...   308.093100   \n",
       "Spain                            1788.5260   2341.0770  ...  1354.533000   \n",
       "Sweden                           1644.5950   1912.3180  ...  1677.996000   \n",
       "Switzerland                       859.0802   1437.9670  ...   511.454300   \n",
       "The Netherlands                  1293.7110   1811.5740  ...  1059.661000   \n",
       "Turkey                           1273.4980    712.0091  ...  1686.739000   \n",
       "Ukraine                          1290.0070    969.6482  ...  1683.338000   \n",
       "United Kingdom                   1697.1750   2237.4150  ...  1400.155000   \n",
       "\n",
       "                       Slovakia     Slovenia       Spain      Sweden  \\\n",
       "From country                                                           \n",
       "Albania                841.7741    691.61040   1931.6820   1995.4120   \n",
       "Andorra                 -1.0000   1128.72800    519.3864   2067.3320   \n",
       "Armenia                 -1.0000   2489.55700   3994.3180   2899.1910   \n",
       "Australia               -1.0000  15646.59000  17072.9200  15385.4000   \n",
       "Austria                294.7693    240.51560   1703.0550   1228.4730   \n",
       "Azerbaijan            2524.0620   2812.43800   4337.4320   3101.1470   \n",
       "Belarus                847.2436   1258.39000   2769.8950    986.4767   \n",
       "Belgium               1083.6660    932.72420   1356.5670   1151.5000   \n",
       "Bosnia                 514.1002    336.38620   1788.5260   1644.5950   \n",
       "Bosnia & Herzegovina   514.1002    336.38620   1788.5260   1644.5950   \n",
       "Bulgaria               816.3691    894.74540   2341.0770   1912.3180   \n",
       "Croatia                444.0396    180.33560   1681.3150   1519.2720   \n",
       "Cyprus                1922.6500   1990.80000   3229.3730   2955.6760   \n",
       "Czech Republic          -1.0000    442.90530   1828.2750   1009.3560   \n",
       "Denmark                961.0926   1103.66700   2061.4800    450.0833   \n",
       "Estonia               1251.2800   1613.36700   2922.2090    595.3610   \n",
       "F.Y.R. Macedonia       798.6328    730.37190   2065.9860   1950.6890   \n",
       "Finland               1453.4880   1796.91100   3027.2290    604.9106   \n",
       "France                1247.7160    946.88570    958.8380   1616.3220   \n",
       "Georgia               2069.6490   2353.50600   3883.2510   2708.5010   \n",
       "Germany                751.6134    711.98470   1627.3460    929.3204   \n",
       "Greece                1205.0600   1127.89300   2289.5850   2353.0350   \n",
       "Hungary                204.8336    369.23110   1959.6330   1315.3780   \n",
       "Iceland               2963.7550   2992.31000   2980.6940   2047.3260   \n",
       "Ireland               1877.1320   1737.22500   1522.5190   1549.4260   \n",
       "Israel                2280.1010   2331.48400   3495.6440   3315.6020   \n",
       "Italy                  906.8877    529.22600   1325.8270   1833.4310   \n",
       "Latvia                 989.2028   1356.82900   2717.5810    591.2188   \n",
       "Lithuania              817.5428   1195.52700   2606.0280    676.5552   \n",
       "Luxembourg              -1.0000    756.41590   1298.7910   1207.7320   \n",
       "Malta                 1466.8570   1143.44300   1609.8650   2558.8820   \n",
       "Moldova                755.5275   1076.45300   2660.7290   1580.0950   \n",
       "Morocco                 -1.0000     -1.00000    886.4353   3274.2230   \n",
       "Norway                1468.8100   1641.35800   2455.1220    502.6936   \n",
       "Poland                 394.5900    725.42250   2165.5870    848.3859   \n",
       "Portugal              2482.7090   2111.37500    679.8302   2821.6180   \n",
       "Russia                2264.8750   2670.39900   4180.5060   2081.8430   \n",
       "San Marino              -1.0000    308.09310   1354.5330   1677.9960   \n",
       "Slovakia               149.9260    422.38610   1986.5110   1176.2980   \n",
       "Slovenia               422.3861     66.37249   1597.8840   1420.5200   \n",
       "Spain                 1986.5110   1597.88400    462.5217   2486.5480   \n",
       "Sweden                1176.2980   1420.52000   2486.5480    281.2379   \n",
       "Switzerland            860.5142    553.12080   1176.6020   1422.9020   \n",
       "The Netherlands       1059.1490    966.41380   1500.8360   1009.3960   \n",
       "Turkey                1457.3490   1580.98000   2966.3280   2453.4210   \n",
       "Ukraine               1054.5750   1421.03700   3004.5920   1616.6050   \n",
       "United Kingdom        1502.9400   1368.90800   1435.4190   1292.8020   \n",
       "\n",
       "                      Switzerland  The Netherlands     Turkey     Ukraine  \\\n",
       "From country                                                                \n",
       "Albania                 1169.5410       1652.26800  1048.1700   1369.8450   \n",
       "Andorra                  701.2180       1101.21300  2559.9690   2542.0250   \n",
       "Armenia                 3033.8510       3263.71600  1108.1820   1327.0380   \n",
       "Australia              16170.0900      16227.45000    -1.0000  14308.3200   \n",
       "Austria                  576.4147        864.55130  1640.4770   1338.2860   \n",
       "Azerbaijan              3351.2900       3545.70700  1463.2330   1566.3120   \n",
       "Belarus                 1610.0230       1541.14600  1625.8840    701.2996   \n",
       "Belgium                  503.0689        160.92830  2485.4400   2073.1670   \n",
       "Bosnia                   859.0802       1293.71100  1273.4980     -1.0000   \n",
       "Bosnia & Herzegovina     859.0802       1293.71100  1273.4980   1290.0070   \n",
       "Bulgaria                1437.9670       1811.57400   712.0091    969.6482   \n",
       "Croatia                  694.0918       1117.27700  1442.7400   1355.5280   \n",
       "Cyprus                  2515.4000       2932.35700   628.1090   1558.6100   \n",
       "Czech Republic           667.1498        769.96460  1738.8710   1289.8570   \n",
       "Denmark                 1015.1610        587.19850  2366.1640   1672.6340   \n",
       "Estonia                 1789.4060       1496.47400  2243.1070   1274.0620   \n",
       "F.Y.R. Macedonia        1244.1680       1689.55200   921.5036   1226.6090   \n",
       "Finland                 1922.1230       1567.81900  2475.9560   1499.5000   \n",
       "France                   473.7304        660.98950  2477.9650   2275.2100   \n",
       "Georgia                 2893.0110       3099.09400  1074.1250   1145.4500   \n",
       "Germany                  543.4735        379.17540  2167.7740   1695.6960   \n",
       "Greece                  1610.4910       2090.39700   776.2969   1425.4060   \n",
       "Hungary                  874.4210       1146.09900  1352.7270   1064.8230   \n",
       "Iceland                 2614.7330       2044.74500  4385.5300   3623.5250   \n",
       "Ireland                 1246.2260        824.04550  3292.0740   2814.6270   \n",
       "Israel                  2845.9930       3281.05800   941.7722   1889.6660   \n",
       "Italy                    609.6788       1174.92100  1727.2400   1810.0100   \n",
       "Latvia                  1568.2690       1339.62100  2023.3740   1099.3410   \n",
       "Lithuania               1447.4000       1282.53900  1862.0790    977.2178   \n",
       "Luxembourg               322.1524        290.55410  2322.2490     -1.0000   \n",
       "Malta                   1362.4300       1949.49100  1596.8780   2106.7210   \n",
       "Moldova                 1594.6510       1786.95900   923.0525    471.4796   \n",
       "Morocco                 1936.0420       2277.78700  3499.8200     -1.0000   \n",
       "Norway                  1512.6220        983.74090  2813.9930   2004.2170   \n",
       "Poland                  1007.3200        987.47670  1691.0190   1055.4880   \n",
       "Portugal                1633.7890       1820.29600  3518.3730   3517.1170   \n",
       "Russia                  3032.6290       2899.71900  2422.0680   1557.2590   \n",
       "San Marino               511.4543       1059.66100  1686.7390   1683.3380   \n",
       "Slovakia                 860.5142       1059.14900  1457.3490   1054.5750   \n",
       "Slovenia                 553.1208        966.41380  1580.9800   1421.0370   \n",
       "Spain                   1176.6020       1500.83600  2966.3280   3004.5920   \n",
       "Sweden                  1422.9020       1009.39600  2453.4210   1616.6050   \n",
       "Switzerland              110.8763        602.44150  2122.5750   1905.3420   \n",
       "The Netherlands          602.4415         79.86247  2485.4560   2011.5980   \n",
       "Turkey                  2122.5750       2485.45600   443.4127   1119.2140   \n",
       "Ukraine                 1905.3420       2011.59800  1119.2140    400.2220   \n",
       "United Kingdom           902.2784        467.94800  2915.5830   2450.8890   \n",
       "\n",
       "                      United Kingdom  \n",
       "From country                          \n",
       "Albania                    2040.1870  \n",
       "Andorra                    1140.9470  \n",
       "Armenia                    3707.2160  \n",
       "Australia                 16602.2700  \n",
       "Austria                    1290.5610  \n",
       "Azerbaijan                 3987.3830  \n",
       "Belarus                    1957.3550  \n",
       "Belgium                     448.2817  \n",
       "Bosnia                     1697.1750  \n",
       "Bosnia & Herzegovina       1697.1750  \n",
       "Bulgaria                   2237.4150  \n",
       "Croatia                    1519.7680  \n",
       "Cyprus                     3351.5660  \n",
       "Czech Republic             1217.1140  \n",
       "Denmark                     920.4319  \n",
       "Estonia                    1824.8830  \n",
       "F.Y.R. Macedonia           2093.7960  \n",
       "Finland                    1851.0410  \n",
       "France                      749.6503  \n",
       "Georgia                    3542.2370  \n",
       "Germany                     808.6410  \n",
       "Greece                     2481.9710  \n",
       "Hungary                    1583.5330  \n",
       "Iceland                    1745.9820  \n",
       "Ireland                     425.3322  \n",
       "Israel                     3695.0570  \n",
       "Italy                      1487.0060  \n",
       "Latvia                     1709.4500  \n",
       "Lithuania                  1679.8420  \n",
       "Luxembourg                  621.0148  \n",
       "Malta                      2232.7040  \n",
       "Moldova                    2232.5660  \n",
       "Morocco                    2167.9200  \n",
       "Norway                     1127.2150  \n",
       "Poland                     1425.7680  \n",
       "Portugal                   1620.8700  \n",
       "Russia                     3266.6090  \n",
       "San Marino                 1400.1550  \n",
       "Slovakia                   1502.9400  \n",
       "Slovenia                   1368.9080  \n",
       "Spain                      1435.4190  \n",
       "Sweden                     1292.8020  \n",
       "Switzerland                 902.2784  \n",
       "The Netherlands             467.9480  \n",
       "Turkey                     2915.5830  \n",
       "Ukraine                    2450.8890  \n",
       "United Kingdom              217.4439  \n",
       "\n",
       "[47 rows x 46 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "avg_dist_by_countries_pairs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "#np.corrcoef(avg_votes_by_countries_pairs,avg_dist_by_countries_pairs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Trying the (dist, country) thing\n",
    "tempy = avg_dist_by_countries_pairs.values.flatten()\n",
    "tempx = avg_votes_by_countries_pairs.values.flatten()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0, 0.5, 'Distance between Country A and Country B'),\n",
       " Text(0.5, 0, 'Points from Country A to B')]"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "graph = sns.scatterplot(x=tempx, y=tempy)\n",
    "graph.set(ylim=(0, 6000))\n",
    "graph.set(xlim=(0, 12))\n",
    "plt.rcParams['figure.figsize']=(10,10)\n",
    "graph.set_title('Points given vs distance for all pairs of countries throughout the years')\n",
    "graph.set(xlabel='Points from Country A to B', ylabel='Distance between Country A and Country B')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[1.        , 0.19990013],\n",
       "       [0.19990013, 1.        ]])"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.corrcoef(tempx,tempy)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Analysis of Votes vs. Country Distances\n",
    "\n",
    "We did not find a significant correlation between the average between each country-pair and the distances between the countries in the country pair. Howeer, we believe that if we only consider values that are above a certain threshold (when compared with the average points that the country gets from all other countries and years), we will find some correlation. We will create further visualizations / analysis to test this new hypothesis."
   ]
  }
 ],
 "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": "3.7.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}