01_the_machine_learning_landscape.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 第一章 - 机器学习概览\n",
    "第一章主要是一些机器学习基础概念的讲解，有这方面基础的同学可以直接跳至第二章，或者直接翻阅至章节末查看对应练习，这一章的代码主要是关于机器学习的一些实例代码。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 章末练习解答参考（非常感谢这位前辈）\n",
    "https://www.jianshu.com/p/49bc29073904"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 代码示例 1-1\n",
    "虽然Python 2.x可能还在使用，但我们不建议您使用，相反，我们强烈推荐您使用Python 3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Python ≥3.5 is required\n",
    "# Python 版本要求大于 3.5\n",
    "import sys\n",
    "assert sys.version_info >= (3, 5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Scikit-Learn ≥0.20 is required\n",
    "# Scikit-Learn版本要求大于 0.20\n",
    "import sklearn\n",
    "assert sklearn.__version__ >= \"0.20\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 函数作用：将GDP和生活满意度数据合并成一个单独的 Pandas dataframe\n",
    "def prepare_country_stats(oecd_bli, gdp_per_capita):\n",
    "    oecd_bli = oecd_bli[oecd_bli[\"INEQUALITY\"]==\"TOT\"]\n",
    "    oecd_bli = oecd_bli.pivot(index=\"Country\", columns=\"Indicator\", values=\"Value\") # 重塑数据\n",
    "    gdp_per_capita.rename(columns={\"2015\": \"GDP per capita\"}, inplace=True)\n",
    "    gdp_per_capita.set_index(\"Country\", inplace=True)\n",
    "    full_country_stats = pd.merge(left=oecd_bli, right=gdp_per_capita,\n",
    "                                  left_index=True, right_index=True)\n",
    "    full_country_stats.sort_values(by=\"GDP per capita\", inplace=True)\n",
    "    remove_indices = [0, 1, 6, 8, 33, 34, 35]\n",
    "    keep_indices = list(set(range(36)) - set(remove_indices))\n",
    "    return full_country_stats[[\"GDP per capita\", 'Life satisfaction']].iloc[keep_indices]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "本书中的实例代码数据文件位于当前目录中。我们在这里让它在datasets/lifesat中获取数据文件。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "datapath = os.path.join(\"datasets\", \"lifesat\", \"\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 使用Jupter notebook作图\n",
    "%matplotlib inline\n",
    "import matplotlib as mpl\n",
    "mpl.rc('axes', labelsize=14)\n",
    "mpl.rc('xtick', labelsize=12)\n",
    "mpl.rc('ytick', labelsize=12)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\r\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\r\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\r\n<!-- Created with matplotlib (http://matplotlib.org/) -->\r\n<svg height=\"271.503125pt\" version=\"1.1\" viewBox=\"0 0 396.333125 271.503125\" width=\"396.333125pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\r\n <defs>\r\n  <style type=\"text/css\">\r\n*{stroke-linecap:butt;stroke-linejoin:round;}\r\n  </style>\r\n </defs>\r\n <g id=\"figure_1\">\r\n  <g id=\"patch_1\">\r\n   <path d=\"M 0 271.503125 \r\nL 396.333125 271.503125 \r\nL 396.333125 0 \r\nL 0 0 \r\nz\r\n\" style=\"fill:none;\"/>\r\n  </g>\r\n  <g id=\"axes_1\">\r\n   <g id=\"patch_2\">\r\n    <path d=\"M 50.833125 228.14 \r\nL 385.633125 228.14 \r\nL 385.633125 10.7 \r\nL 50.833125 10.7 \r\nz\r\n\" style=\"fill:#ffffff;\"/>\r\n   </g>\r\n   <g id=\"PathCollection_1\">\r\n    <defs>\r\n     <path d=\"M 0 2.236068 \r\nC 0.593012 2.236068 1.161816 2.000462 1.581139 1.581139 \r\nC 2.000462 1.161816 2.236068 0.593012 2.236068 0 \r\nC 2.236068 -0.593012 2.000462 -1.161816 1.581139 -1.581139 \r\nC 1.161816 -2.000462 0.593012 -2.236068 0 -2.236068 \r\nC -0.593012 -2.236068 -1.161816 -2.000462 -1.581139 -1.581139 \r\nC -2.000462 -1.161816 -2.236068 -0.593012 -2.236068 0 \r\nC -2.236068 0.593012 -2.000462 1.161816 -1.581139 1.581139 \r\nC -1.161816 2.000462 -0.593012 2.236068 0 2.236068 \r\nz\r\n\" id=\"mff5833865e\" style=\"stroke:#1f77b4;\"/>\r\n    </defs>\r\n    <g clip-path=\"url(#pcf53d8cbc7)\">\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"66.05135\" xlink:href=\"#mff5833865e\" y=\"130.318797\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"68.541309\" xlink:href=\"#mff5833865e\" y=\"159.382255\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"86.786876\" xlink:href=\"#mff5833865e\" y=\"210.243306\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"88.449895\" xlink:href=\"#mff5833865e\" y=\"144.850526\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"111.212905\" xlink:href=\"#mff5833865e\" y=\"123.052932\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"119.652655\" xlink:href=\"#mff5833865e\" y=\"159.382255\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"124.706068\" xlink:href=\"#mff5833865e\" y=\"217.509171\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"131.58955\" xlink:href=\"#mff5833865e\" y=\"195.711577\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"142.077104\" xlink:href=\"#mff5833865e\" y=\"152.11639\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"175.490084\" xlink:href=\"#mff5833865e\" y=\"93.989474\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"184.152028\" xlink:href=\"#mff5833865e\" y=\"144.850526\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"201.543833\" xlink:href=\"#mff5833865e\" y=\"130.318797\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"218.594362\" xlink:href=\"#mff5833865e\" y=\"137.584661\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"237.199752\" xlink:href=\"#mff5833865e\" y=\"28.596694\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"248.277573\" xlink:href=\"#mff5833865e\" y=\"35.862558\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"252.37988\" xlink:href=\"#mff5833865e\" y=\"93.989474\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"268.210762\" xlink:href=\"#mff5833865e\" y=\"64.926016\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"274.004239\" xlink:href=\"#mff5833865e\" y=\"57.660152\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"280.368015\" xlink:href=\"#mff5833865e\" y=\"28.596694\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"289.208975\" xlink:href=\"#mff5833865e\" y=\"35.862558\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"290.974299\" xlink:href=\"#mff5833865e\" y=\"35.862558\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"291.761512\" xlink:href=\"#mff5833865e\" y=\"64.926016\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"292.065268\" xlink:href=\"#mff5833865e\" y=\"72.191881\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"331.749979\" xlink:href=\"#mff5833865e\" y=\"43.128423\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"338.184328\" xlink:href=\"#mff5833865e\" y=\"21.330829\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"338.882778\" xlink:href=\"#mff5833865e\" y=\"35.862558\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"341.414539\" xlink:href=\"#mff5833865e\" y=\"57.660152\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"346.384723\" xlink:href=\"#mff5833865e\" y=\"21.330829\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"370.4149\" xlink:href=\"#mff5833865e\" y=\"43.128423\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"matplotlib.axis_1\">\r\n    <g id=\"xtick_1\">\r\n     <g id=\"line2d_1\">\r\n      <defs>\r\n       <path d=\"M 0 0 \r\nL 0 3.5 \r\n\" id=\"mc52cc1cbba\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n      </defs>\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"72.204248\" xlink:href=\"#mc52cc1cbba\" y=\"228.14\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_1\">\r\n      <!-- 10000 -->\r\n      <defs>\r\n       <path d=\"M 12.40625 8.296875 \r\nL 28.515625 8.296875 \r\nL 28.515625 63.921875 \r\nL 10.984375 60.40625 \r\nL 10.984375 69.390625 \r\nL 28.421875 72.90625 \r\nL 38.28125 72.90625 \r\nL 38.28125 8.296875 \r\nL 54.390625 8.296875 \r\nL 54.390625 0 \r\nL 12.40625 0 \r\nz\r\n\" id=\"DejaVuSans-31\"/>\r\n       <path d=\"M 31.78125 66.40625 \r\nQ 24.171875 66.40625 20.328125 58.90625 \r\nQ 16.5 51.421875 16.5 36.375 \r\nQ 16.5 21.390625 20.328125 13.890625 \r\nQ 24.171875 6.390625 31.78125 6.390625 \r\nQ 39.453125 6.390625 43.28125 13.890625 \r\nQ 47.125 21.390625 47.125 36.375 \r\nQ 47.125 51.421875 43.28125 58.90625 \r\nQ 39.453125 66.40625 31.78125 66.40625 \r\nz\r\nM 31.78125 74.21875 \r\nQ 44.046875 74.21875 50.515625 64.515625 \r\nQ 56.984375 54.828125 56.984375 36.375 \r\nQ 56.984375 17.96875 50.515625 8.265625 \r\nQ 44.046875 -1.421875 31.78125 -1.421875 \r\nQ 19.53125 -1.421875 13.0625 8.265625 \r\nQ 6.59375 17.96875 6.59375 36.375 \r\nQ 6.59375 54.828125 13.0625 64.515625 \r\nQ 19.53125 74.21875 31.78125 74.21875 \r\nz\r\n\" id=\"DejaVuSans-30\"/>\r\n      </defs>\r\n      <g transform=\"translate(53.116748 244.258125)scale(0.12 -0.12)\">\r\n       <use xlink:href=\"#DejaVuSans-31\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"254.492188\" xlink:href=\"#DejaVuSans-30\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_2\">\r\n     <g id=\"line2d_2\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"137.308346\" xlink:href=\"#mc52cc1cbba\" y=\"228.14\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_2\">\r\n      <!-- 20000 -->\r\n      <defs>\r\n       <path d=\"M 19.1875 8.296875 \r\nL 53.609375 8.296875 \r\nL 53.609375 0 \r\nL 7.328125 0 \r\nL 7.328125 8.296875 \r\nQ 12.9375 14.109375 22.625 23.890625 \r\nQ 32.328125 33.6875 34.8125 36.53125 \r\nQ 39.546875 41.84375 41.421875 45.53125 \r\nQ 43.3125 49.21875 43.3125 52.78125 \r\nQ 43.3125 58.59375 39.234375 62.25 \r\nQ 35.15625 65.921875 28.609375 65.921875 \r\nQ 23.96875 65.921875 18.8125 64.3125 \r\nQ 13.671875 62.703125 7.8125 59.421875 \r\nL 7.8125 69.390625 \r\nQ 13.765625 71.78125 18.9375 73 \r\nQ 24.125 74.21875 28.421875 74.21875 \r\nQ 39.75 74.21875 46.484375 68.546875 \r\nQ 53.21875 62.890625 53.21875 53.421875 \r\nQ 53.21875 48.921875 51.53125 44.890625 \r\nQ 49.859375 40.875 45.40625 35.40625 \r\nQ 44.1875 33.984375 37.640625 27.21875 \r\nQ 31.109375 20.453125 19.1875 8.296875 \r\nz\r\n\" id=\"DejaVuSans-32\"/>\r\n      </defs>\r\n      <g transform=\"translate(118.220846 244.258125)scale(0.12 -0.12)\">\r\n       <use xlink:href=\"#DejaVuSans-32\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"254.492188\" xlink:href=\"#DejaVuSans-30\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_3\">\r\n     <g id=\"line2d_3\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"202.412445\" xlink:href=\"#mc52cc1cbba\" y=\"228.14\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_3\">\r\n      <!-- 30000 -->\r\n      <defs>\r\n       <path d=\"M 40.578125 39.3125 \r\nQ 47.65625 37.796875 51.625 33 \r\nQ 55.609375 28.21875 55.609375 21.1875 \r\nQ 55.609375 10.40625 48.1875 4.484375 \r\nQ 40.765625 -1.421875 27.09375 -1.421875 \r\nQ 22.515625 -1.421875 17.65625 -0.515625 \r\nQ 12.796875 0.390625 7.625 2.203125 \r\nL 7.625 11.71875 \r\nQ 11.71875 9.328125 16.59375 8.109375 \r\nQ 21.484375 6.890625 26.8125 6.890625 \r\nQ 36.078125 6.890625 40.9375 10.546875 \r\nQ 45.796875 14.203125 45.796875 21.1875 \r\nQ 45.796875 27.640625 41.28125 31.265625 \r\nQ 36.765625 34.90625 28.71875 34.90625 \r\nL 20.21875 34.90625 \r\nL 20.21875 43.015625 \r\nL 29.109375 43.015625 \r\nQ 36.375 43.015625 40.234375 45.921875 \r\nQ 44.09375 48.828125 44.09375 54.296875 \r\nQ 44.09375 59.90625 40.109375 62.90625 \r\nQ 36.140625 65.921875 28.71875 65.921875 \r\nQ 24.65625 65.921875 20.015625 65.03125 \r\nQ 15.375 64.15625 9.8125 62.3125 \r\nL 9.8125 71.09375 \r\nQ 15.4375 72.65625 20.34375 73.4375 \r\nQ 25.25 74.21875 29.59375 74.21875 \r\nQ 40.828125 74.21875 47.359375 69.109375 \r\nQ 53.90625 64.015625 53.90625 55.328125 \r\nQ 53.90625 49.265625 50.4375 45.09375 \r\nQ 46.96875 40.921875 40.578125 39.3125 \r\nz\r\n\" id=\"DejaVuSans-33\"/>\r\n      </defs>\r\n      <g transform=\"translate(183.324945 244.258125)scale(0.12 -0.12)\">\r\n       <use xlink:href=\"#DejaVuSans-33\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"254.492188\" xlink:href=\"#DejaVuSans-30\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_4\">\r\n     <g id=\"line2d_4\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"267.516544\" xlink:href=\"#mc52cc1cbba\" y=\"228.14\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_4\">\r\n      <!-- 40000 -->\r\n      <defs>\r\n       <path d=\"M 37.796875 64.3125 \r\nL 12.890625 25.390625 \r\nL 37.796875 25.390625 \r\nz\r\nM 35.203125 72.90625 \r\nL 47.609375 72.90625 \r\nL 47.609375 25.390625 \r\nL 58.015625 25.390625 \r\nL 58.015625 17.1875 \r\nL 47.609375 17.1875 \r\nL 47.609375 0 \r\nL 37.796875 0 \r\nL 37.796875 17.1875 \r\nL 4.890625 17.1875 \r\nL 4.890625 26.703125 \r\nz\r\n\" id=\"DejaVuSans-34\"/>\r\n      </defs>\r\n      <g transform=\"translate(248.429044 244.258125)scale(0.12 -0.12)\">\r\n       <use xlink:href=\"#DejaVuSans-34\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"254.492188\" xlink:href=\"#DejaVuSans-30\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_5\">\r\n     <g id=\"line2d_5\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"332.620642\" xlink:href=\"#mc52cc1cbba\" y=\"228.14\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_5\">\r\n      <!-- 50000 -->\r\n      <defs>\r\n       <path d=\"M 10.796875 72.90625 \r\nL 49.515625 72.90625 \r\nL 49.515625 64.59375 \r\nL 19.828125 64.59375 \r\nL 19.828125 46.734375 \r\nQ 21.96875 47.46875 24.109375 47.828125 \r\nQ 26.265625 48.1875 28.421875 48.1875 \r\nQ 40.625 48.1875 47.75 41.5 \r\nQ 54.890625 34.8125 54.890625 23.390625 \r\nQ 54.890625 11.625 47.5625 5.09375 \r\nQ 40.234375 -1.421875 26.90625 -1.421875 \r\nQ 22.3125 -1.421875 17.546875 -0.640625 \r\nQ 12.796875 0.140625 7.71875 1.703125 \r\nL 7.71875 11.625 \r\nQ 12.109375 9.234375 16.796875 8.0625 \r\nQ 21.484375 6.890625 26.703125 6.890625 \r\nQ 35.15625 6.890625 40.078125 11.328125 \r\nQ 45.015625 15.765625 45.015625 23.390625 \r\nQ 45.015625 31 40.078125 35.4375 \r\nQ 35.15625 39.890625 26.703125 39.890625 \r\nQ 22.75 39.890625 18.8125 39.015625 \r\nQ 14.890625 38.140625 10.796875 36.28125 \r\nz\r\n\" id=\"DejaVuSans-35\"/>\r\n      </defs>\r\n      <g transform=\"translate(313.533142 244.258125)scale(0.12 -0.12)\">\r\n       <use xlink:href=\"#DejaVuSans-35\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"254.492188\" xlink:href=\"#DejaVuSans-30\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"text_6\">\r\n     <!-- GDP per capita -->\r\n     <defs>\r\n      <path d=\"M 59.515625 10.40625 \r\nL 59.515625 29.984375 \r\nL 43.40625 29.984375 \r\nL 43.40625 38.09375 \r\nL 69.28125 38.09375 \r\nL 69.28125 6.78125 \r\nQ 63.578125 2.734375 56.6875 0.65625 \r\nQ 49.8125 -1.421875 42 -1.421875 \r\nQ 24.90625 -1.421875 15.25 8.5625 \r\nQ 5.609375 18.5625 5.609375 36.375 \r\nQ 5.609375 54.25 15.25 64.234375 \r\nQ 24.90625 74.21875 42 74.21875 \r\nQ 49.125 74.21875 55.546875 72.453125 \r\nQ 61.96875 70.703125 67.390625 67.28125 \r\nL 67.390625 56.78125 \r\nQ 61.921875 61.421875 55.765625 63.765625 \r\nQ 49.609375 66.109375 42.828125 66.109375 \r\nQ 29.4375 66.109375 22.71875 58.640625 \r\nQ 16.015625 51.171875 16.015625 36.375 \r\nQ 16.015625 21.625 22.71875 14.15625 \r\nQ 29.4375 6.6875 42.828125 6.6875 \r\nQ 48.046875 6.6875 52.140625 7.59375 \r\nQ 56.25 8.5 59.515625 10.40625 \r\nz\r\n\" id=\"DejaVuSans-47\"/>\r\n      <path d=\"M 19.671875 64.796875 \r\nL 19.671875 8.109375 \r\nL 31.59375 8.109375 \r\nQ 46.6875 8.109375 53.6875 14.9375 \r\nQ 60.6875 21.78125 60.6875 36.53125 \r\nQ 60.6875 51.171875 53.6875 57.984375 \r\nQ 46.6875 64.796875 31.59375 64.796875 \r\nz\r\nM 9.8125 72.90625 \r\nL 30.078125 72.90625 \r\nQ 51.265625 72.90625 61.171875 64.09375 \r\nQ 71.09375 55.28125 71.09375 36.53125 \r\nQ 71.09375 17.671875 61.125 8.828125 \r\nQ 51.171875 0 30.078125 0 \r\nL 9.8125 0 \r\nz\r\n\" id=\"DejaVuSans-44\"/>\r\n      <path d=\"M 19.671875 64.796875 \r\nL 19.671875 37.40625 \r\nL 32.078125 37.40625 \r\nQ 38.96875 37.40625 42.71875 40.96875 \r\nQ 46.484375 44.53125 46.484375 51.125 \r\nQ 46.484375 57.671875 42.71875 61.234375 \r\nQ 38.96875 64.796875 32.078125 64.796875 \r\nz\r\nM 9.8125 72.90625 \r\nL 32.078125 72.90625 \r\nQ 44.34375 72.90625 50.609375 67.359375 \r\nQ 56.890625 61.8125 56.890625 51.125 \r\nQ 56.890625 40.328125 50.609375 34.8125 \r\nQ 44.34375 29.296875 32.078125 29.296875 \r\nL 19.671875 29.296875 \r\nL 19.671875 0 \r\nL 9.8125 0 \r\nz\r\n\" id=\"DejaVuSans-50\"/>\r\n      <path id=\"DejaVuSans-20\"/>\r\n      <path d=\"M 18.109375 8.203125 \r\nL 18.109375 -20.796875 \r\nL 9.078125 -20.796875 \r\nL 9.078125 54.6875 \r\nL 18.109375 54.6875 \r\nL 18.109375 46.390625 \r\nQ 20.953125 51.265625 25.265625 53.625 \r\nQ 29.59375 56 35.59375 56 \r\nQ 45.5625 56 51.78125 48.09375 \r\nQ 58.015625 40.1875 58.015625 27.296875 \r\nQ 58.015625 14.40625 51.78125 6.484375 \r\nQ 45.5625 -1.421875 35.59375 -1.421875 \r\nQ 29.59375 -1.421875 25.265625 0.953125 \r\nQ 20.953125 3.328125 18.109375 8.203125 \r\nz\r\nM 48.6875 27.296875 \r\nQ 48.6875 37.203125 44.609375 42.84375 \r\nQ 40.53125 48.484375 33.40625 48.484375 \r\nQ 26.265625 48.484375 22.1875 42.84375 \r\nQ 18.109375 37.203125 18.109375 27.296875 \r\nQ 18.109375 17.390625 22.1875 11.75 \r\nQ 26.265625 6.109375 33.40625 6.109375 \r\nQ 40.53125 6.109375 44.609375 11.75 \r\nQ 48.6875 17.390625 48.6875 27.296875 \r\nz\r\n\" id=\"DejaVuSans-70\"/>\r\n      <path d=\"M 56.203125 29.59375 \r\nL 56.203125 25.203125 \r\nL 14.890625 25.203125 \r\nQ 15.484375 15.921875 20.484375 11.0625 \r\nQ 25.484375 6.203125 34.421875 6.203125 \r\nQ 39.59375 6.203125 44.453125 7.46875 \r\nQ 49.3125 8.734375 54.109375 11.28125 \r\nL 54.109375 2.78125 \r\nQ 49.265625 0.734375 44.1875 -0.34375 \r\nQ 39.109375 -1.421875 33.890625 -1.421875 \r\nQ 20.796875 -1.421875 13.15625 6.1875 \r\nQ 5.515625 13.8125 5.515625 26.8125 \r\nQ 5.515625 40.234375 12.765625 48.109375 \r\nQ 20.015625 56 32.328125 56 \r\nQ 43.359375 56 49.78125 48.890625 \r\nQ 56.203125 41.796875 56.203125 29.59375 \r\nz\r\nM 47.21875 32.234375 \r\nQ 47.125 39.59375 43.09375 43.984375 \r\nQ 39.0625 48.390625 32.421875 48.390625 \r\nQ 24.90625 48.390625 20.390625 44.140625 \r\nQ 15.875 39.890625 15.1875 32.171875 \r\nz\r\n\" id=\"DejaVuSans-65\"/>\r\n      <path d=\"M 41.109375 46.296875 \r\nQ 39.59375 47.171875 37.8125 47.578125 \r\nQ 36.03125 48 33.890625 48 \r\nQ 26.265625 48 22.1875 43.046875 \r\nQ 18.109375 38.09375 18.109375 28.8125 \r\nL 18.109375 0 \r\nL 9.078125 0 \r\nL 9.078125 54.6875 \r\nL 18.109375 54.6875 \r\nL 18.109375 46.1875 \r\nQ 20.953125 51.171875 25.484375 53.578125 \r\nQ 30.03125 56 36.53125 56 \r\nQ 37.453125 56 38.578125 55.875 \r\nQ 39.703125 55.765625 41.0625 55.515625 \r\nz\r\n\" id=\"DejaVuSans-72\"/>\r\n      <path d=\"M 48.78125 52.59375 \r\nL 48.78125 44.1875 \r\nQ 44.96875 46.296875 41.140625 47.34375 \r\nQ 37.3125 48.390625 33.40625 48.390625 \r\nQ 24.65625 48.390625 19.8125 42.84375 \r\nQ 14.984375 37.3125 14.984375 27.296875 \r\nQ 14.984375 17.28125 19.8125 11.734375 \r\nQ 24.65625 6.203125 33.40625 6.203125 \r\nQ 37.3125 6.203125 41.140625 7.25 \r\nQ 44.96875 8.296875 48.78125 10.40625 \r\nL 48.78125 2.09375 \r\nQ 45.015625 0.34375 40.984375 -0.53125 \r\nQ 36.96875 -1.421875 32.421875 -1.421875 \r\nQ 20.0625 -1.421875 12.78125 6.34375 \r\nQ 5.515625 14.109375 5.515625 27.296875 \r\nQ 5.515625 40.671875 12.859375 48.328125 \r\nQ 20.21875 56 33.015625 56 \r\nQ 37.15625 56 41.109375 55.140625 \r\nQ 45.0625 54.296875 48.78125 52.59375 \r\nz\r\n\" id=\"DejaVuSans-63\"/>\r\n      <path d=\"M 34.28125 27.484375 \r\nQ 23.390625 27.484375 19.1875 25 \r\nQ 14.984375 22.515625 14.984375 16.5 \r\nQ 14.984375 11.71875 18.140625 8.90625 \r\nQ 21.296875 6.109375 26.703125 6.109375 \r\nQ 34.1875 6.109375 38.703125 11.40625 \r\nQ 43.21875 16.703125 43.21875 25.484375 \r\nL 43.21875 27.484375 \r\nz\r\nM 52.203125 31.203125 \r\nL 52.203125 0 \r\nL 43.21875 0 \r\nL 43.21875 8.296875 \r\nQ 40.140625 3.328125 35.546875 0.953125 \r\nQ 30.953125 -1.421875 24.3125 -1.421875 \r\nQ 15.921875 -1.421875 10.953125 3.296875 \r\nQ 6 8.015625 6 15.921875 \r\nQ 6 25.140625 12.171875 29.828125 \r\nQ 18.359375 34.515625 30.609375 34.515625 \r\nL 43.21875 34.515625 \r\nL 43.21875 35.40625 \r\nQ 43.21875 41.609375 39.140625 45 \r\nQ 35.0625 48.390625 27.6875 48.390625 \r\nQ 23 48.390625 18.546875 47.265625 \r\nQ 14.109375 46.140625 10.015625 43.890625 \r\nL 10.015625 52.203125 \r\nQ 14.9375 54.109375 19.578125 55.046875 \r\nQ 24.21875 56 28.609375 56 \r\nQ 40.484375 56 46.34375 49.84375 \r\nQ 52.203125 43.703125 52.203125 31.203125 \r\nz\r\n\" id=\"DejaVuSans-61\"/>\r\n      <path d=\"M 9.421875 54.6875 \r\nL 18.40625 54.6875 \r\nL 18.40625 0 \r\nL 9.421875 0 \r\nz\r\nM 9.421875 75.984375 \r\nL 18.40625 75.984375 \r\nL 18.40625 64.59375 \r\nL 9.421875 64.59375 \r\nz\r\n\" id=\"DejaVuSans-69\"/>\r\n      <path d=\"M 18.3125 70.21875 \r\nL 18.3125 54.6875 \r\nL 36.8125 54.6875 \r\nL 36.8125 47.703125 \r\nL 18.3125 47.703125 \r\nL 18.3125 18.015625 \r\nQ 18.3125 11.328125 20.140625 9.421875 \r\nQ 21.96875 7.515625 27.59375 7.515625 \r\nL 36.8125 7.515625 \r\nL 36.8125 0 \r\nL 27.59375 0 \r\nQ 17.1875 0 13.234375 3.875 \r\nQ 9.28125 7.765625 9.28125 18.015625 \r\nL 9.28125 47.703125 \r\nL 2.6875 47.703125 \r\nL 2.6875 54.6875 \r\nL 9.28125 54.6875 \r\nL 9.28125 70.21875 \r\nz\r\n\" id=\"DejaVuSans-74\"/>\r\n     </defs>\r\n     <g transform=\"translate(165.559219 261.391562)scale(0.14 -0.14)\">\r\n      <use xlink:href=\"#DejaVuSans-47\"/>\r\n      <use x=\"77.490234\" xlink:href=\"#DejaVuSans-44\"/>\r\n      <use x=\"154.492188\" xlink:href=\"#DejaVuSans-50\"/>\r\n      <use x=\"214.794922\" xlink:href=\"#DejaVuSans-20\"/>\r\n      <use x=\"246.582031\" xlink:href=\"#DejaVuSans-70\"/>\r\n      <use x=\"310.058594\" xlink:href=\"#DejaVuSans-65\"/>\r\n      <use x=\"371.582031\" xlink:href=\"#DejaVuSans-72\"/>\r\n      <use x=\"412.695312\" xlink:href=\"#DejaVuSans-20\"/>\r\n      <use x=\"444.482422\" xlink:href=\"#DejaVuSans-63\"/>\r\n      <use x=\"499.462891\" xlink:href=\"#DejaVuSans-61\"/>\r\n      <use x=\"560.742188\" xlink:href=\"#DejaVuSans-70\"/>\r\n      <use x=\"624.21875\" xlink:href=\"#DejaVuSans-69\"/>\r\n      <use x=\"652.001953\" xlink:href=\"#DejaVuSans-74\"/>\r\n      <use x=\"691.210938\" xlink:href=\"#DejaVuSans-61\"/>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"matplotlib.axis_2\">\r\n    <g id=\"ytick_1\">\r\n     <g id=\"line2d_6\">\r\n      <defs>\r\n       <path d=\"M 0 0 \r\nL -3.5 0 \r\n\" id=\"mbc13fcbc1f\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n      </defs>\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"50.833125\" xlink:href=\"#mbc13fcbc1f\" y=\"202.977442\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_7\">\r\n      <!-- 5.0 -->\r\n      <defs>\r\n       <path d=\"M 10.6875 12.40625 \r\nL 21 12.40625 \r\nL 21 0 \r\nL 10.6875 0 \r\nz\r\n\" id=\"DejaVuSans-2e\"/>\r\n      </defs>\r\n      <g transform=\"translate(24.749375 207.536504)scale(0.12 -0.12)\">\r\n       <use xlink:href=\"#DejaVuSans-35\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-30\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_2\">\r\n     <g id=\"line2d_7\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"50.833125\" xlink:href=\"#mbc13fcbc1f\" y=\"166.648119\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_8\">\r\n      <!-- 5.5 -->\r\n      <g transform=\"translate(24.749375 171.207182)scale(0.12 -0.12)\">\r\n       <use xlink:href=\"#DejaVuSans-35\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-35\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_3\">\r\n     <g id=\"line2d_8\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"50.833125\" xlink:href=\"#mbc13fcbc1f\" y=\"130.318797\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_9\">\r\n      <!-- 6.0 -->\r\n      <defs>\r\n       <path d=\"M 33.015625 40.375 \r\nQ 26.375 40.375 22.484375 35.828125 \r\nQ 18.609375 31.296875 18.609375 23.390625 \r\nQ 18.609375 15.53125 22.484375 10.953125 \r\nQ 26.375 6.390625 33.015625 6.390625 \r\nQ 39.65625 6.390625 43.53125 10.953125 \r\nQ 47.40625 15.53125 47.40625 23.390625 \r\nQ 47.40625 31.296875 43.53125 35.828125 \r\nQ 39.65625 40.375 33.015625 40.375 \r\nz\r\nM 52.59375 71.296875 \r\nL 52.59375 62.3125 \r\nQ 48.875 64.0625 45.09375 64.984375 \r\nQ 41.3125 65.921875 37.59375 65.921875 \r\nQ 27.828125 65.921875 22.671875 59.328125 \r\nQ 17.53125 52.734375 16.796875 39.40625 \r\nQ 19.671875 43.65625 24.015625 45.921875 \r\nQ 28.375 48.1875 33.59375 48.1875 \r\nQ 44.578125 48.1875 50.953125 41.515625 \r\nQ 57.328125 34.859375 57.328125 23.390625 \r\nQ 57.328125 12.15625 50.6875 5.359375 \r\nQ 44.046875 -1.421875 33.015625 -1.421875 \r\nQ 20.359375 -1.421875 13.671875 8.265625 \r\nQ 6.984375 17.96875 6.984375 36.375 \r\nQ 6.984375 53.65625 15.1875 63.9375 \r\nQ 23.390625 74.21875 37.203125 74.21875 \r\nQ 40.921875 74.21875 44.703125 73.484375 \r\nQ 48.484375 72.75 52.59375 71.296875 \r\nz\r\n\" id=\"DejaVuSans-36\"/>\r\n      </defs>\r\n      <g transform=\"translate(24.749375 134.877859)scale(0.12 -0.12)\">\r\n       <use xlink:href=\"#DejaVuSans-36\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-30\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_4\">\r\n     <g id=\"line2d_9\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"50.833125\" xlink:href=\"#mbc13fcbc1f\" y=\"93.989474\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_10\">\r\n      <!-- 6.5 -->\r\n      <g transform=\"translate(24.749375 98.548537)scale(0.12 -0.12)\">\r\n       <use xlink:href=\"#DejaVuSans-36\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-35\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_5\">\r\n     <g id=\"line2d_10\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"50.833125\" xlink:href=\"#mbc13fcbc1f\" y=\"57.660152\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_11\">\r\n      <!-- 7.0 -->\r\n      <defs>\r\n       <path d=\"M 8.203125 72.90625 \r\nL 55.078125 72.90625 \r\nL 55.078125 68.703125 \r\nL 28.609375 0 \r\nL 18.3125 0 \r\nL 43.21875 64.59375 \r\nL 8.203125 64.59375 \r\nz\r\n\" id=\"DejaVuSans-37\"/>\r\n      </defs>\r\n      <g transform=\"translate(24.749375 62.219214)scale(0.12 -0.12)\">\r\n       <use xlink:href=\"#DejaVuSans-37\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-30\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_6\">\r\n     <g id=\"line2d_11\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"50.833125\" xlink:href=\"#mbc13fcbc1f\" y=\"21.330829\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_12\">\r\n      <!-- 7.5 -->\r\n      <g transform=\"translate(24.749375 25.889892)scale(0.12 -0.12)\">\r\n       <use xlink:href=\"#DejaVuSans-37\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-35\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"text_13\">\r\n     <!-- Life satisfaction -->\r\n     <defs>\r\n      <path d=\"M 9.8125 72.90625 \r\nL 19.671875 72.90625 \r\nL 19.671875 8.296875 \r\nL 55.171875 8.296875 \r\nL 55.171875 0 \r\nL 9.8125 0 \r\nz\r\n\" id=\"DejaVuSans-4c\"/>\r\n      <path d=\"M 37.109375 75.984375 \r\nL 37.109375 68.5 \r\nL 28.515625 68.5 \r\nQ 23.6875 68.5 21.796875 66.546875 \r\nQ 19.921875 64.59375 19.921875 59.515625 \r\nL 19.921875 54.6875 \r\nL 34.71875 54.6875 \r\nL 34.71875 47.703125 \r\nL 19.921875 47.703125 \r\nL 19.921875 0 \r\nL 10.890625 0 \r\nL 10.890625 47.703125 \r\nL 2.296875 47.703125 \r\nL 2.296875 54.6875 \r\nL 10.890625 54.6875 \r\nL 10.890625 58.5 \r\nQ 10.890625 67.625 15.140625 71.796875 \r\nQ 19.390625 75.984375 28.609375 75.984375 \r\nz\r\n\" id=\"DejaVuSans-66\"/>\r\n      <path d=\"M 44.28125 53.078125 \r\nL 44.28125 44.578125 \r\nQ 40.484375 46.53125 36.375 47.5 \r\nQ 32.28125 48.484375 27.875 48.484375 \r\nQ 21.1875 48.484375 17.84375 46.4375 \r\nQ 14.5 44.390625 14.5 40.28125 \r\nQ 14.5 37.15625 16.890625 35.375 \r\nQ 19.28125 33.59375 26.515625 31.984375 \r\nL 29.59375 31.296875 \r\nQ 39.15625 29.25 43.1875 25.515625 \r\nQ 47.21875 21.78125 47.21875 15.09375 \r\nQ 47.21875 7.46875 41.1875 3.015625 \r\nQ 35.15625 -1.421875 24.609375 -1.421875 \r\nQ 20.21875 -1.421875 15.453125 -0.5625 \r\nQ 10.6875 0.296875 5.421875 2 \r\nL 5.421875 11.28125 \r\nQ 10.40625 8.6875 15.234375 7.390625 \r\nQ 20.0625 6.109375 24.8125 6.109375 \r\nQ 31.15625 6.109375 34.5625 8.28125 \r\nQ 37.984375 10.453125 37.984375 14.40625 \r\nQ 37.984375 18.0625 35.515625 20.015625 \r\nQ 33.0625 21.96875 24.703125 23.78125 \r\nL 21.578125 24.515625 \r\nQ 13.234375 26.265625 9.515625 29.90625 \r\nQ 5.8125 33.546875 5.8125 39.890625 \r\nQ 5.8125 47.609375 11.28125 51.796875 \r\nQ 16.75 56 26.8125 56 \r\nQ 31.78125 56 36.171875 55.265625 \r\nQ 40.578125 54.546875 44.28125 53.078125 \r\nz\r\n\" id=\"DejaVuSans-73\"/>\r\n      <path d=\"M 30.609375 48.390625 \r\nQ 23.390625 48.390625 19.1875 42.75 \r\nQ 14.984375 37.109375 14.984375 27.296875 \r\nQ 14.984375 17.484375 19.15625 11.84375 \r\nQ 23.34375 6.203125 30.609375 6.203125 \r\nQ 37.796875 6.203125 41.984375 11.859375 \r\nQ 46.1875 17.53125 46.1875 27.296875 \r\nQ 46.1875 37.015625 41.984375 42.703125 \r\nQ 37.796875 48.390625 30.609375 48.390625 \r\nz\r\nM 30.609375 56 \r\nQ 42.328125 56 49.015625 48.375 \r\nQ 55.71875 40.765625 55.71875 27.296875 \r\nQ 55.71875 13.875 49.015625 6.21875 \r\nQ 42.328125 -1.421875 30.609375 -1.421875 \r\nQ 18.84375 -1.421875 12.171875 6.21875 \r\nQ 5.515625 13.875 5.515625 27.296875 \r\nQ 5.515625 40.765625 12.171875 48.375 \r\nQ 18.84375 56 30.609375 56 \r\nz\r\n\" id=\"DejaVuSans-6f\"/>\r\n      <path d=\"M 54.890625 33.015625 \r\nL 54.890625 0 \r\nL 45.90625 0 \r\nL 45.90625 32.71875 \r\nQ 45.90625 40.484375 42.875 44.328125 \r\nQ 39.84375 48.1875 33.796875 48.1875 \r\nQ 26.515625 48.1875 22.3125 43.546875 \r\nQ 18.109375 38.921875 18.109375 30.90625 \r\nL 18.109375 0 \r\nL 9.078125 0 \r\nL 9.078125 54.6875 \r\nL 18.109375 54.6875 \r\nL 18.109375 46.1875 \r\nQ 21.34375 51.125 25.703125 53.5625 \r\nQ 30.078125 56 35.796875 56 \r\nQ 45.21875 56 50.046875 50.171875 \r\nQ 54.890625 44.34375 54.890625 33.015625 \r\nz\r\n\" id=\"DejaVuSans-6e\"/>\r\n     </defs>\r\n     <g transform=\"translate(17.837812 174.543906)rotate(-90)scale(0.14 -0.14)\">\r\n      <use xlink:href=\"#DejaVuSans-4c\"/>\r\n      <use x=\"55.712891\" xlink:href=\"#DejaVuSans-69\"/>\r\n      <use x=\"83.496094\" xlink:href=\"#DejaVuSans-66\"/>\r\n      <use x=\"118.701172\" xlink:href=\"#DejaVuSans-65\"/>\r\n      <use x=\"180.224609\" xlink:href=\"#DejaVuSans-20\"/>\r\n      <use x=\"212.011719\" xlink:href=\"#DejaVuSans-73\"/>\r\n      <use x=\"264.111328\" xlink:href=\"#DejaVuSans-61\"/>\r\n      <use x=\"325.390625\" xlink:href=\"#DejaVuSans-74\"/>\r\n      <use x=\"364.599609\" xlink:href=\"#DejaVuSans-69\"/>\r\n      <use x=\"392.382812\" xlink:href=\"#DejaVuSans-73\"/>\r\n      <use x=\"444.482422\" xlink:href=\"#DejaVuSans-66\"/>\r\n      <use x=\"479.6875\" xlink:href=\"#DejaVuSans-61\"/>\r\n      <use x=\"540.966797\" xlink:href=\"#DejaVuSans-63\"/>\r\n      <use x=\"595.947266\" xlink:href=\"#DejaVuSans-74\"/>\r\n      <use x=\"635.15625\" xlink:href=\"#DejaVuSans-69\"/>\r\n      <use x=\"662.939453\" xlink:href=\"#DejaVuSans-6f\"/>\r\n      <use x=\"724.121094\" xlink:href=\"#DejaVuSans-6e\"/>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"patch_3\">\r\n    <path d=\"M 50.833125 228.14 \r\nL 50.833125 10.7 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_4\">\r\n    <path d=\"M 385.633125 228.14 \r\nL 385.633125 10.7 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_5\">\r\n    <path d=\"M 50.833125 228.14 \r\nL 385.633125 228.14 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_6\">\r\n    <path d=\"M 50.833125 10.7 \r\nL 385.633125 10.7 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n  </g>\r\n </g>\r\n <defs>\r\n  <clipPath id=\"pcf53d8cbc7\">\r\n   <rect height=\"217.44\" width=\"334.8\" x=\"50.833125\" y=\"10.7\"/>\r\n  </clipPath>\r\n </defs>\r\n</svg>\r\n",
      "image/png": "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\n"
     },
     "metadata": {}
    },
    {
     "output_type": "stream",
     "name": "stdout",
     "text": "[[5.96242338]]\n"
    }
   ],
   "source": [
    "# 让我们开始吧\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np \n",
    "import pandas as pd\n",
    "import sklearn.linear_model\n",
    "\n",
    "# 载入数据：将csv文件读入至DataFrame中\n",
    "oecd_bli = pd.read_csv(datapath + \"oecd_bli_2015.csv\",thousands=\",\")\n",
    "gdp_per_capita = pd.read_csv(datapath+\"gdp_per_capita.csv\",thousands=\",\",delimiter=\"\\t\",encoding=\"latin1\",na_values=\"n/a\")\n",
    "\n",
    "# 准备我们的数据\n",
    "country_stats = prepare_country_stats(oecd_bli, gdp_per_capita)\n",
    "X = np.c_[country_stats[\"GDP per capita\"]]\n",
    "y = np.c_[country_stats[\"Life satisfaction\"]]\n",
    "\n",
    "# 可视化数据\n",
    "country_stats.plot(kind = \"scatter\", x =\"GDP per capita\", y=\"Life satisfaction\")\n",
    "plt.show()\n",
    "\n",
    "# 应用线性模型\n",
    "model = sklearn.linear_model.LinearRegression()\n",
    "\n",
    "# 训练模型\n",
    "model.fit(X,y)\n",
    "\n",
    "# 预测塞浦路斯人民的幸福指数\n",
    "X_new = [[22587]] # 塞浦路斯人均GDP\n",
    "print(model.predict(X_new)) #输出"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 注意：你可以忽略下面的notebook代码，这些代码仅仅是为了生成第一章中章节内容的图片。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "创建一个函数保存这些图片"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 图片保存路径\n",
    "PROJECT_ROOT_DIR = \".\"\n",
    "CHAPTER_ID = \"fundamentals\"\n",
    "IMAGES_PATH = os.path.join(PROJECT_ROOT_DIR, \"images\",CHAPTER_ID)\n",
    "os.makedirs(IMAGES_PATH, exist_ok=True)\n",
    "\n",
    "def save_fig(fig_id, tight_layout=True, fig_extension=\"png\",resulution=300):\n",
    "    path = os.path.join(IMAGES_PATH, fig_id + \".\" +fig_extension)\n",
    "    print(\"Saving figure\", fig_id)\n",
    "    if tight_layout:\n",
    "        plt.tight_layout()\n",
    "    plt.savefig(path, format=fig_extension)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "使notebook的输出在运行期间保持稳定:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "np.random.seed(42)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 下载和准备生活满意度的数据\n",
    "如果想得到最新有关的数据，请访问 http://stats.oecd.org/index.aspx?DataSetCode=BLI 下载CSV文件，并将它保存至`datasets/lifesat/`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": "Indicator  Air pollution  Assault rate  Consultation on rule-making  \\\nCountry                                                               \nAustralia           13.0           2.1                         10.5   \nAustria             27.0           3.4                          7.1   \n\nIndicator  Dwellings without basic facilities  Educational attainment  \\\nCountry                                                                 \nAustralia                                 1.1                    76.0   \nAustria                                   1.0                    83.0   \n\nIndicator  Employees working very long hours  Employment rate  Homicide rate  \\\nCountry                                                                        \nAustralia                              14.02             72.0            0.8   \nAustria                                 7.61             72.0            0.4   \n\nIndicator  Household net adjusted disposable income  \\\nCountry                                               \nAustralia                                   31588.0   \nAustria                                     31173.0   \n\nIndicator  Household net financial wealth         ...          \\\nCountry                                           ...           \nAustralia                         47657.0         ...           \nAustria                           49887.0         ...           \n\nIndicator  Long-term unemployment rate  Personal earnings  \\\nCountry                                                     \nAustralia                         1.08            50449.0   \nAustria                           1.19            45199.0   \n\nIndicator  Quality of support network  Rooms per person  Self-reported health  \\\nCountry                                                                         \nAustralia                        92.0               2.3                  85.0   \nAustria                          89.0               1.6                  69.0   \n\nIndicator  Student skills  Time devoted to leisure and personal care  \\\nCountry                                                                \nAustralia           512.0                                      14.41   \nAustria             500.0                                      14.46   \n\nIndicator  Voter turnout  Water quality  Years in education  \nCountry                                                      \nAustralia           93.0           91.0                19.4  \nAustria             75.0           94.0                17.0  \n\n[2 rows x 24 columns]",
      "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>Assault rate</th>\n      <th>Consultation on rule-making</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>Homicide rate</th>\n      <th>Household net adjusted disposable income</th>\n      <th>Household net financial wealth</th>\n      <th>...</th>\n      <th>Long-term unemployment rate</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>Student skills</th>\n      <th>Time devoted to leisure and personal care</th>\n      <th>Voter turnout</th>\n      <th>Water quality</th>\n      <th>Years in education</th>\n    </tr>\n    <tr>\n      <th>Country</th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>Australia</th>\n      <td>13.0</td>\n      <td>2.1</td>\n      <td>10.5</td>\n      <td>1.1</td>\n      <td>76.0</td>\n      <td>14.02</td>\n      <td>72.0</td>\n      <td>0.8</td>\n      <td>31588.0</td>\n      <td>47657.0</td>\n      <td>...</td>\n      <td>1.08</td>\n      <td>50449.0</td>\n      <td>92.0</td>\n      <td>2.3</td>\n      <td>85.0</td>\n      <td>512.0</td>\n      <td>14.41</td>\n      <td>93.0</td>\n      <td>91.0</td>\n      <td>19.4</td>\n    </tr>\n    <tr>\n      <th>Austria</th>\n      <td>27.0</td>\n      <td>3.4</td>\n      <td>7.1</td>\n      <td>1.0</td>\n      <td>83.0</td>\n      <td>7.61</td>\n      <td>72.0</td>\n      <td>0.4</td>\n      <td>31173.0</td>\n      <td>49887.0</td>\n      <td>...</td>\n      <td>1.19</td>\n      <td>45199.0</td>\n      <td>89.0</td>\n      <td>1.6</td>\n      <td>69.0</td>\n      <td>500.0</td>\n      <td>14.46</td>\n      <td>75.0</td>\n      <td>94.0</td>\n      <td>17.0</td>\n    </tr>\n  </tbody>\n</table>\n<p>2 rows × 24 columns</p>\n</div>"
     },
     "metadata": {},
     "execution_count": 20
    }
   ],
   "source": [
    "oecd_bli = pd.read_csv(datapath + \"oecd_bli_2015.csv\",thousands=\",\")\n",
    "oecd_bli = oecd_bli[oecd_bli[\"INEQUALITY\"]==\"TOT\"]\n",
    "oecd_bli = oecd_bli.pivot(index=\"Country\",columns=\"Indicator\",values=\"Value\")\n",
    "oecd_bli.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": "Country\nAustralia    7.3\nAustria      6.9\nBelgium      6.9\nBrazil       7.0\nCanada       7.3\nName: Life satisfaction, dtype: float64"
     },
     "metadata": {},
     "execution_count": 21
    }
   ],
   "source": [
    "oecd_bli[\"Life satisfaction\"].head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 下载和准备国家人均GDP数据\n",
    "和上面一样，如果想得到最新有关的数据，请访问 http://goo.gl/j1MSKe (=> imf.org)下载CSV文件，并将它保存至`datasets/lifesat/`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": "                                            Subject Descriptor         Units  \\\nCountry                                                                        \nAfghanistan  Gross domestic product per capita, current prices  U.S. dollars   \nAlbania      Gross domestic product per capita, current prices  U.S. dollars   \n\n             Scale                      Country/Series-specific Notes  \\\nCountry                                                                 \nAfghanistan  Units  See notes for:  Gross domestic product, curren...   \nAlbania      Units  See notes for:  Gross domestic product, curren...   \n\n             GDP per capita  Estimates Start After  \nCountry                                             \nAfghanistan         599.994                 2013.0  \nAlbania            3995.383                 2010.0  ",
      "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>Subject Descriptor</th>\n      <th>Units</th>\n      <th>Scale</th>\n      <th>Country/Series-specific Notes</th>\n      <th>GDP per capita</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    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>Afghanistan</th>\n      <td>Gross domestic product per capita, current prices</td>\n      <td>U.S. dollars</td>\n      <td>Units</td>\n      <td>See notes for:  Gross domestic product, curren...</td>\n      <td>599.994</td>\n      <td>2013.0</td>\n    </tr>\n    <tr>\n      <th>Albania</th>\n      <td>Gross domestic product per capita, current prices</td>\n      <td>U.S. dollars</td>\n      <td>Units</td>\n      <td>See notes for:  Gross domestic product, curren...</td>\n      <td>3995.383</td>\n      <td>2010.0</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {},
     "execution_count": 24
    }
   ],
   "source": [
    "gdp_per_capita = pd.read_csv(datapath+\"gdp_per_capita.csv\",thousands=\",\",delimiter=\"\\t\",encoding=\"latin1\",na_values=\"n/a\")\n",
    "gdp_per_capita.rename(columns={\"2015\": \"GDP per capita\"}, inplace=True)\n",
    "gdp_per_capita.set_index(\"Country\", inplace=True)\n",
    "gdp_per_capita.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": "\nUnited States                                11.30             67.0   \nNorway                                        2.82             75.0   \nSwitzerland                                   6.72             80.0   \nLuxembourg                                    3.47             66.0   \n\n                 Homicide rate  Household net adjusted disposable income  \\\nCountry                                                                    \nBrazil                    25.5                                   11664.0   \nMexico                    23.4                                   13085.0   \nRussia                    12.8                                   19292.0   \nTurkey                     1.2                                   14095.0   \nHungary                    1.3                                   15442.0   \nPoland                     0.9                                   17852.0   \nChile                      4.4                                   14533.0   \nSlovak Republic            1.2                                   17503.0   \nCzech Republic             0.8                                   18404.0   \nEstonia                    4.8                                   15167.0   \nGreece                     1.6                                   18575.0   \nPortugal                   1.1                                   20086.0   \nSlovenia                   0.4                                   19326.0   \nSpain                      0.6                                   22477.0   \nKorea                      1.1                                   19510.0   \nItaly                      0.7                                   25166.0   \nJapan                      0.3                                   26111.0   \nIsrael                     2.3                                   22104.0   \nNew Zealand                1.2                                   23815.0   \nFrance                     0.6                                   28799.0   \nBelgium                    1.1                                   28307.0   \nGermany                    0.5                                   31252.0   \nFinland                    1.4                                   27927.0   \nCanada                     1.5                                   29365.0   \nNetherlands                0.9                                   27888.0   \nAustria                    0.4                                   31173.0   \nUnited Kingdom             0.3                                   27029.0   \nSweden                     0.7                                   29185.0   \nIceland                    0.3                                   23965.0   \nAustralia                  0.8                                   31588.0   \nIreland                    0.8                                   23917.0   \nDenmark                    0.3                                   26491.0   \nUnited States              5.2                                   41355.0   \nNorway                     0.6                                   33492.0   \nSwitzerland                0.5                                   33491.0   \nLuxembourg                 0.4                                   38951.0   \n\n                 Household net financial wealth          ...            \\\nCountry                                                  ...             \nBrazil                                   6844.0          ...             \nMexico                                   9056.0          ...             \nRussia                                   3412.0          ...             \nTurkey                                   3251.0          ...             \nHungary                                 13277.0          ...             \nPoland                                  10919.0          ...             \nChile                                   17733.0          ...             \nSlovak Republic                          8663.0          ...             \nCzech Republic                          17299.0          ...             \nEstonia                                  7680.0          ...             \nGreece                                  14579.0          ...             \nPortugal                                31245.0          ...             \nSlovenia                                18465.0          ...             \nSpain                                   24774.0          ...             \nKorea                                   29091.0          ...             \nItaly                                   54987.0          ...             \nJapan                                   86764.0          ...             \nIsrael                                  52933.0          ...             \nNew Zealand                             28290.0          ...             \nFrance                                  48741.0          ...             \nBelgium                                 83876.0          ...             \nGermany                                 50394.0          ...             \nFinland                                 18761.0          ...             \nCanada                                  67913.0          ...             \nNetherlands                             77961.0          ...             \nAustria                                 49887.0          ...             \nUnited Kingdom                          60778.0          ...             \nSweden                                  60328.0          ...             \nIceland                                 43045.0          ...             \nAustralia                               47657.0          ...             \nIreland                                 31580.0          ...             \nDenmark                                 44488.0          ...             \nUnited States                          145769.0          ...             \nNorway                                   8797.0          ...             \nSwitzerland                            108823.0          ...             \nLuxembourg                              61765.0          ...             \n\n                 Time devoted to leisure and personal care  Voter turnout  \\\nCountry                                                                     \nBrazil                                               14.97           79.0   \nMexico                                               13.89           63.0   \nRussia                                               14.97           65.0   \nTurkey                                               13.42           88.0   \nHungary                                              15.04           62.0   \nPoland                                               14.20           55.0   \nChile                                                14.41           49.0   \nSlovak Republic                                      14.99           59.0   \nCzech Republic                                       14.98           59.0   \nEstonia                                              14.90           64.0   \nGreece                                               14.91           64.0   \nPortugal                                             14.95           58.0   \nSlovenia                                             14.62           52.0   \nSpain                                                16.06           69.0   \nKorea                                                14.63           76.0   \nItaly                                                14.98           75.0   \nJapan                                                14.93           53.0   \nIsrael                                               14.48           68.0   \nNew Zealand                                          14.87           77.0   \nFrance                                               15.33           80.0   \nBelgium                                              15.71           89.0   \nGermany                                              15.31           72.0   \nFinland                                              14.89           69.0   \nCanada                                               14.25           61.0   \nNetherlands                                          15.44           75.0   \nAustria                                              14.46           75.0   \nUnited Kingdom                                       14.83           66.0   \nSweden                                               15.11           86.0   \nIceland                                              14.61           81.0   \nAustralia                                            14.41           93.0   \nIreland                                              15.19           70.0   \nDenmark                                              16.06           88.0   \nUnited States                                        14.27           68.0   \nNorway                                               15.56           78.0   \nSwitzerland                                          14.98           49.0   \nLuxembourg                                           15.12           91.0   \n\n                 Water quality  Years in education  \\\nCountry                                              \nBrazil                    72.0                16.3   \nMexico                    67.0                14.4   \nRussia                    56.0                16.0   \nTurkey                    62.0                16.4   \nHungary                   77.0                17.6   \nPoland                    79.0                18.4   \nChile                     73.0                16.5   \nSlovak Republic           81.0                16.3   \nCzech Republic            85.0                18.1   \nEstonia                   79.0                17.5   \nGreece                    69.0                18.6   \nPortugal                  86.0                17.6   \nSlovenia                  88.0                18.4   \nSpain                     71.0                17.6   \nKorea                     78.0                17.5   \nItaly                     71.0                16.8   \nJapan                     85.0                16.3   \nIsrael                    68.0                15.8   \nNew Zealand               89.0                18.1   \nFrance                    82.0                16.4   \nBelgium                   87.0                18.9   \nGermany                   95.0                18.2   \nFinland                   94.0                19.7   \nCanada                    91.0                17.2   \nNetherlands               92.0                18.7   \nAustria                   94.0                17.0   \nUnited Kingdom            88.0                16.4   \nSweden                    95.0                19.3   \nIceland                   97.0                19.8   \nAustralia                 91.0                19.4   \nIreland                   80.0                17.6   \nDenmark                   94.0                19.4   \nUnited States             85.0                17.2   \nNorway                    94.0                17.9   \nSwitzerland               96.0                17.3   \nLuxembourg                86.0                15.1   \n\n                                                Subject Descriptor  \\\nCountry                                                              \nBrazil           Gross domestic product per capita, current prices   \nMexico           Gross domestic product per capita, current prices   \nRussia           Gross domestic product per capita, current prices   \nTurkey           Gross domestic product per capita, current prices   \nHungary          Gross domestic product per capita, current prices   \nPoland           Gross domestic product per capita, current prices   \nChile            Gross domestic product per capita, current prices   \nSlovak Republic  Gross domestic product per capita, current prices   \nCzech Republic   Gross domestic product per capita, current prices   \nEstonia          Gross domestic product per capita, current prices   \nGreece           Gross domestic product per capita, current prices   \nPortugal         Gross domestic product per capita, current prices   \nSlovenia         Gross domestic product per capita, current prices   \nSpain            Gross domestic product per capita, current prices   \nKorea            Gross domestic product per capita, current prices   \nItaly            Gross domestic product per capita, current prices   \nJapan            Gross domestic product per capita, current prices   \nIsrael           Gross domestic product per capita, current prices   \nNew Zealand      Gross domestic product per capita, current prices   \nFrance           Gross domestic product per capita, current prices   \nBelgium          Gross domestic product per capita, current prices   \nGermany          Gross domestic product per capita, current prices   \nFinland          Gross domestic product per capita, current prices   \nCanada           Gross domestic product per capita, current prices   \nNetherlands      Gross domestic product per capita, current prices   \nAustria          Gross domestic product per capita, current prices   \nUnited Kingdom   Gross domestic product per capita, current prices   \nSweden           Gross domestic product per capita, current prices   \nIceland          Gross domestic product per capita, current prices   \nAustralia        Gross domestic product per capita, current prices   \nIreland          Gross domestic product per capita, current prices   \nDenmark          Gross domestic product per capita, current prices   \nUnited States    Gross domestic product per capita, current prices   \nNorway           Gross domestic product per capita, current prices   \nSwitzerland      Gross domestic product per capita, current prices   \nLuxembourg       Gross domestic product per capita, current prices   \n\n                        Units  Scale  \\\nCountry                                \nBrazil           U.S. dollars  Units   \nMexico           U.S. dollars  Units   \nRussia           U.S. dollars  Units   \nTurkey           U.S. dollars  Units   \nHungary          U.S. dollars  Units   \nPoland           U.S. dollars  Units   \nChile            U.S. dollars  Units   \nSlovak Republic  U.S. dollars  Units   \nCzech Republic   U.S. dollars  Units   \nEstonia          U.S. dollars  Units   \nGreece           U.S. dollars  Units   \nPortugal         U.S. dollars  Units   \nSlovenia         U.S. dollars  Units   \nSpain            U.S. dollars  Units   \nKorea            U.S. dollars  Units   \nItaly            U.S. dollars  Units   \nJapan            U.S. dollars  Units   \nIsrael           U.S. dollars  Units   \nNew Zealand      U.S. dollars  Units   \nFrance           U.S. dollars  Units   \nBelgium          U.S. dollars  Units   \nGermany          U.S. dollars  Units   \nFinland          U.S. dollars  Units   \nCanada           U.S. dollars  Units   \nNetherlands      U.S. dollars  Units   \nAustria          U.S. dollars  Units   \nUnited Kingdom   U.S. dollars  Units   \nSweden           U.S. dollars  Units   \nIceland          U.S. dollars  Units   \nAustralia        U.S. dollars  Units   \nIreland          U.S. dollars  Units   \nDenmark          U.S. dollars  Units   \nUnited States    U.S. dollars  Units   \nNorway           U.S. dollars  Units   \nSwitzerland      U.S. dollars  Units   \nLuxembourg       U.S. dollars  Units   \n\n                                     Country/Series-specific Notes  \\\nCountry                                                              \nBrazil           See notes for:  Gross domestic product, curren...   \nMexico           See notes for:  Gross domestic product, curren...   \nRussia           See notes for:  Gross domestic product, curren...   \nTurkey           See notes for:  Gross domestic product, curren...   \nHungary          See notes for:  Gross domestic product, curren...   \nPoland           See notes for:  Gross domestic product, curren...   \nChile            See notes for:  Gross domestic product, curren...   \nSlovak Republic  See notes for:  Gross domestic product, curren...   \nCzech Republic   See notes for:  Gross domestic product, curren...   \nEstonia          See notes for:  Gross domestic product, curren...   \nGreece           See notes for:  Gross domestic product, curren...   \nPortugal         See notes for:  Gross domestic product, curren...   \nSlovenia         See notes for:  Gross domestic product, curren...   \nSpain            See notes for:  Gross domestic product, curren...   \nKorea            See notes for:  Gross domestic product, curren...   \nItaly            See notes for:  Gross domestic product, curren...   \nJapan            See notes for:  Gross domestic product, curren...   \nIsrael           See notes for:  Gross domestic product, curren...   \nNew Zealand      See notes for:  Gross domestic product, curren...   \nFrance           See notes for:  Gross domestic product, curren...   \nBelgium          See notes for:  Gross domestic product, curren...   \nGermany          See notes for:  Gross domestic product, curren...   \nFinland          See notes for:  Gross domestic product, curren...   \nCanada           See notes for:  Gross domestic product, curren...   \nNetherlands      See notes for:  Gross domestic product, curren...   \nAustria          See notes for:  Gross domestic product, curren...   \nUnited Kingdom   See notes for:  Gross domestic product, curren...   \nSweden           See notes for:  Gross domestic product, curren...   \nIceland          See notes for:  Gross domestic product, curren...   \nAustralia        See notes for:  Gross domestic product, curren...   \nIreland          See notes for:  Gross domestic product, curren...   \nDenmark          See notes for:  Gross domestic product, curren...   \nUnited States    See notes for:  Gross domestic product, curren...   \nNorway           See notes for:  Gross domestic product, curren...   \nSwitzerland      See notes for:  Gross domestic product, curren...   \nLuxembourg       See notes for:  Gross domestic product, curren...   \n\n                 GDP per capita  Estimates Start After  \nCountry                                                 \nBrazil                 8669.998                 2014.0  \nMexico                 9009.280                 2015.0  \nRussia                 9054.914                 2015.0  \nTurkey                 9437.372                 2013.0  \nHungary               12239.894                 2015.0  \nPoland                12495.334                 2014.0  \nChile                 13340.905                 2014.0  \nSlovak Republic       15991.736                 2015.0  \nCzech Republic        17256.918                 2015.0  \nEstonia               17288.083                 2014.0  \nGreece                18064.288                 2014.0  \nPortugal              19121.592                 2014.0  \nSlovenia              20732.482                 2015.0  \nSpain                 25864.721                 2014.0  \nKorea                 27195.197                 2014.0  \nItaly                 29866.581                 2015.0  \nJapan                 32485.545                 2015.0  \nIsrael                35343.336                 2015.0  \nNew Zealand           37044.891                 2015.0  \nFrance                37675.006                 2015.0  \nBelgium               40106.632                 2014.0  \nGermany               40996.511                 2014.0  \nFinland               41973.988                 2014.0  \nCanada                43331.961                 2015.0  \nNetherlands           43603.115                 2014.0  \nAustria               43724.031                 2015.0  \nUnited Kingdom        43770.688                 2015.0  \nSweden                49866.266                 2014.0  \nIceland               50854.583                 2014.0  \nAustralia             50961.865                 2014.0  \nIreland               51350.744                 2014.0  \nDenmark               52114.165                 2015.0  \nUnited States         55805.204                 2015.0  \nNorway                74822.106                 2015.0  \nSwitzerland           80675.308                 2015.0  \nLuxembourg           101994.093                 2014.0  \n\n[36 rows x 30 columns]",
      "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>Assault rate</th>\n      <th>Consultation on rule-making</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>Homicide rate</th>\n      <th>Household net adjusted disposable income</th>\n      <th>Household net financial wealth</th>\n      <th>...</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      <th>Subject Descriptor</th>\n      <th>Units</th>\n      <th>Scale</th>\n      <th>Country/Series-specific Notes</th>\n      <th>GDP per capita</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      <th>Brazil</th>\n      <td>18.0</td>\n      <td>7.9</td>\n      <td>4.0</td>\n      <td>6.7</td>\n      <td>45.0</td>\n      <td>10.41</td>\n      <td>67.0</td>\n      <td>25.5</td>\n      <td>11664.0</td>\n      <td>6844.0</td>\n      <td>...</td>\n      <td>14.97</td>\n      <td>79.0</td>\n      <td>72.0</td>\n      <td>16.3</td>\n      <td>Gross domestic product per capita, current prices</td>\n      <td>U.S. dollars</td>\n      <td>Units</td>\n      <td>See notes for:  Gross domestic product, curren...</td>\n      <td>8669.998</td>\n      <td>2014.0</td>\n    </tr>\n    <tr>\n      <th>Mexico</th>\n      <td>30.0</td>\n      <td>12.8</td>\n      <td>9.0</td>\n      <td>4.2</td>\n      <td>37.0</td>\n      <td>28.83</td>\n      <td>61.0</td>\n      <td>23.4</td>\n      <td>13085.0</td>\n      <td>9056.0</td>\n      <td>...</td>\n      <td>13.89</td>\n      <td>63.0</td>\n      <td>67.0</td>\n      <td>14.4</td>\n      <td>Gross domestic product per capita, current prices</td>\n      <td>U.S. dollars</td>\n      <td>Units</td>\n      <td>See notes for:  Gross domestic product, curren...</td>\n      <td>9009.280</td>\n      <td>2015.0</td>\n    </tr>\n    <tr>\n      <th>Russia</th>\n      <td>15.0</td>\n      <td>3.8</td>\n      <td>2.5</td>\n      <td>15.1</td>\n      <td>94.0</td>\n      <td>0.16</td>\n      <td>69.0</td>\n      <td>12.8</td>\n      <td>19292.0</td>\n      <td>3412.0</td>\n      <td>...</td>\n      <td>14.97</td>\n      <td>65.0</td>\n      <td>56.0</td>\n      <td>16.0</td>\n      <td>Gross domestic product per capita, current prices</td>\n      <td>U.S. dollars</td>\n      <td>Units</td>\n      <td>See notes for:  Gross domestic product, curren...</td>\n      <td>9054.914</td>\n      <td>2015.0</td>\n    </tr>\n    <tr>\n      <th>Turkey</th>\n      <td>35.0</td>\n      <td>5.0</td>\n      <td>5.5</td>\n      <td>12.7</td>\n      <td>34.0</td>\n      <td>40.86</td>\n      <td>50.0</td>\n      <td>1.2</td>\n      <td>14095.0</td>\n      <td>3251.0</td>\n      <td>...</td>\n      <td>13.42</td>\n      <td>88.0</td>\n      <td>62.0</td>\n      <td>16.4</td>\n      <td>Gross domestic product per capita, current prices</td>\n      <td>U.S. dollars</td>\n      <td>Units</td>\n      <td>See notes for:  Gross domestic product, curren...</td>\n      <td>9437.372</td>\n      <td>2013.0</td>\n    </tr>\n    <tr>\n      <th>Hungary</th>\n      <td>15.0</td>\n      <td>3.6</td>\n      <td>7.9</td>\n      <td>4.8</td>\n      <td>82.0</td>\n      <td>3.19</td>\n      <td>58.0</td>\n      <td>1.3</td>\n      <td>15442.0</td>\n      <td>13277.0</td>\n      <td>...</td>\n      <td>15.04</td>\n      <td>62.0</td>\n      <td>77.0</td>\n      <td>17.6</td>\n      <td>Gross domestic product per capita, current prices</td>\n      <td>U.S. dollars</td>\n      <td>Units</td>\n      <td>See notes for:  Gross domestic product, curren...</td>\n      <td>12239.894</td>\n      <td>2015.0</td>\n    </tr>\n    <tr>\n      <th>Poland</th>\n      <td>33.0</td>\n      <td>1.4</td>\n      <td>10.8</td>\n      <td>3.2</td>\n      <td>90.0</td>\n      <td>7.41</td>\n      <td>60.0</td>\n      <td>0.9</td>\n      <td>17852.0</td>\n      <td>10919.0</td>\n      <td>...</td>\n      <td>14.20</td>\n      <td>55.0</td>\n      <td>79.0</td>\n      <td>18.4</td>\n      <td>Gross domestic product per capita, current prices</td>\n      <td>U.S. dollars</td>\n      <td>Units</td>\n      <td>See notes for:  Gross domestic product, curren...</td>\n      <td>12495.334</td>\n      <td>2014.0</td>\n    </tr>\n    <tr>\n      <th>Chile</th>\n      <td>46.0</td>\n      <td>6.9</td>\n      <td>2.0</td>\n      <td>9.4</td>\n      <td>57.0</td>\n      <td>15.42</td>\n      <td>62.0</td>\n      <td>4.4</td>\n      <td>14533.0</td>\n      <td>17733.0</td>\n      <td>...</td>\n      <td>14.41</td>\n      <td>49.0</td>\n      <td>73.0</td>\n      <td>16.5</td>\n      <td>Gross domestic product per capita, current prices</td>\n      <td>U.S. dollars</td>\n      <td>Units</td>\n      <td>See notes for:  Gross domestic product, curren...</td>\n      <td>13340.905</td>\n      <td>2014.0</td>\n    </tr>\n    <tr>\n      <th>Slovak Republic</th>\n      <td>13.0</td>\n      <td>3.0</td>\n      <td>6.6</td>\n      <td>0.6</td>\n      <td>92.0</td>\n      <td>7.02</td>\n      <td>60.0</td>\n      <td>1.2</td>\n      <td>17503.0</td>\n      <td>8663.0</td>\n      <td>...</td>\n      <td>14.99</td>\n      <td>59.0</td>\n      <td>81.0</td>\n      <td>16.3</td>\n      <td>Gross domestic product per capita, current prices</td>\n      <td>U.S. dollars</td>\n      <td>Units</td>\n      <td>See notes for:  Gross domestic product, curren...</td>\n      <td>15991.736</td>\n      <td>2015.0</td>\n    </tr>\n    <tr>\n      <th>Czech Republic</th>\n      <td>16.0</td>\n      <td>2.8</td>\n      <td>6.8</td>\n      <td>0.9</td>\n      <td>92.0</td>\n      <td>6.98</td>\n      <td>68.0</td>\n      <td>0.8</td>\n      <td>18404.0</td>\n      <td>17299.0</td>\n      <td>...</td>\n      <td>14.98</td>\n      <td>59.0</td>\n      <td>85.0</td>\n      <td>18.1</td>\n      <td>Gross domestic product per capita, current prices</td>\n      <td>U.S. dollars</td>\n      <td>Units</td>\n      <td>See notes for:  Gross domestic product, curren...</td>\n      <td>17256.918</td>\n      <td>2015.0</td>\n    </tr>\n    <tr>\n      <th>Estonia</th>\n      <td>9.0</td>\n      <td>5.5</td>\n      <td>3.3</td>\n      <td>8.1</td>\n      <td>90.0</td>\n      <td>3.30</td>\n      <td>68.0</td>\n      <td>4.8</td>\n      <td>15167.0</td>\n      <td>7680.0</td>\n      <td>...</td>\n      <td>14.90</td>\n      <td>64.0</td>\n      <td>79.0</td>\n      <td>17.5</td>\n      <td>Gross domestic product per capita, current prices</td>\n      <td>U.S. dollars</td>\n      <td>Units</td>\n      <td>See notes for:  Gross domestic product, curren...</td>\n      <td>17288.083</td>\n      <td>2014.0</td>\n    </tr>\n    <tr>\n      <th>Greece</th>\n      <td>27.0</td>\n      <td>3.7</td>\n      <td>6.5</td>\n      <td>0.7</td>\n      <td>68.0</td>\n      <td>6.16</td>\n      <td>49.0</td>\n      <td>1.6</td>\n      <td>18575.0</td>\n      <td>14579.0</td>\n      <td>...</td>\n      <td>14.91</td>\n      <td>64.0</td>\n      <td>69.0</td>\n      <td>18.6</td>\n      <td>Gross domestic product per capita, current prices</td>\n      <td>U.S. dollars</td>\n      <td>Units</td>\n      <td>See notes for:  Gross domestic product, curren...</td>\n      <td>18064.288</td>\n      <td>2014.0</td>\n    </tr>\n    <tr>\n      <th>Portugal</th>\n      <td>18.0</td>\n      <td>5.7</td>\n      <td>6.5</td>\n      <td>0.9</td>\n      <td>38.0</td>\n      <td>9.62</td>\n      <td>61.0</td>\n      <td>1.1</td>\n      <td>20086.0</td>\n      <td>31245.0</td>\n      <td>...</td>\n      <td>14.95</td>\n      <td>58.0</td>\n      <td>86.0</td>\n      <td>17.6</td>\n      <td>Gross domestic product per capita, current prices</td>\n      <td>U.S. dollars</td>\n      <td>Units</td>\n      <td>See notes for:  Gross domestic product, curren...</td>\n      <td>19121.592</td>\n      <td>2014.0</td>\n    </tr>\n    <tr>\n      <th>Slovenia</th>\n      <td>26.0</td>\n      <td>3.9</td>\n      <td>10.3</td>\n      <td>0.5</td>\n      <td>85.0</td>\n      <td>5.63</td>\n      <td>63.0</td>\n      <td>0.4</td>\n      <td>19326.0</td>\n      <td>18465.0</td>\n      <td>...</td>\n      <td>14.62</td>\n      <td>52.0</td>\n      <td>88.0</td>\n      <td>18.4</td>\n      <td>Gross domestic product per capita, current prices</td>\n      <td>U.S. dollars</td>\n      <td>Units</td>\n      <td>See notes for:  Gross domestic product, curren...</td>\n      <td>20732.482</td>\n      <td>2015.0</td>\n    </tr>\n    <tr>\n      <th>Spain</th>\n      <td>24.0</td>\n      <td>4.2</td>\n      <td>7.3</td>\n      <td>0.1</td>\n      <td>55.0</td>\n      <td>5.89</td>\n      <td>56.0</td>\n      <td>0.6</td>\n      <td>22477.0</td>\n      <td>24774.0</td>\n      <td>...</td>\n      <td>16.06</td>\n      <td>69.0</td>\n      <td>71.0</td>\n      <td>17.6</td>\n      <td>Gross domestic product per capita, current prices</td>\n      <td>U.S. dollars</td>\n      <td>Units</td>\n      <td>See notes for:  Gross domestic product, curren...</td>\n      <td>25864.721</td>\n      <td>2014.0</td>\n    </tr>\n    <tr>\n      <th>Korea</th>\n      <td>30.0</td>\n      <td>2.1</td>\n      <td>10.4</td>\n      <td>4.2</td>\n      <td>82.0</td>\n      <td>18.72</td>\n      <td>64.0</td>\n      <td>1.1</td>\n      <td>19510.0</td>\n      <td>29091.0</td>\n      <td>...</td>\n      <td>14.63</td>\n      <td>76.0</td>\n      <td>78.0</td>\n      <td>17.5</td>\n      <td>Gross domestic product per capita, current prices</td>\n      <td>U.S. dollars</td>\n      <td>Units</td>\n      <td>See notes for:  Gross domestic product, curren...</td>\n      <td>27195.197</td>\n      <td>2014.0</td>\n    </tr>\n    <tr>\n      <th>Italy</th>\n      <td>21.0</td>\n      <td>4.7</td>\n      <td>5.0</td>\n      <td>1.1</td>\n      <td>57.0</td>\n      <td>3.66</td>\n      <td>56.0</td>\n      <td>0.7</td>\n      <td>25166.0</td>\n      <td>54987.0</td>\n      <td>...</td>\n      <td>14.98</td>\n      <td>75.0</td>\n      <td>71.0</td>\n      <td>16.8</td>\n      <td>Gross domestic product per capita, current prices</td>\n      <td>U.S. dollars</td>\n      <td>Units</td>\n      <td>See notes for:  Gross domestic product, curren...</td>\n      <td>29866.581</td>\n      <td>2015.0</td>\n    </tr>\n    <tr>\n      <th>Japan</th>\n      <td>24.0</td>\n      <td>1.4</td>\n      <td>7.3</td>\n      <td>6.4</td>\n      <td>94.0</td>\n      <td>22.26</td>\n      <td>72.0</td>\n      <td>0.3</td>\n      <td>26111.0</td>\n      <td>86764.0</td>\n      <td>...</td>\n      <td>14.93</td>\n      <td>53.0</td>\n      <td>85.0</td>\n      <td>16.3</td>\n      <td>Gross domestic product per capita, current prices</td>\n      <td>U.S. dollars</td>\n      <td>Units</td>\n      <td>See notes for:  Gross domestic product, curren...</td>\n      <td>32485.545</td>\n      <td>2015.0</td>\n    </tr>\n    <tr>\n      <th>Israel</th>\n      <td>21.0</td>\n      <td>6.4</td>\n      <td>2.5</td>\n      <td>3.7</td>\n      <td>85.0</td>\n      <td>16.03</td>\n      <td>67.0</td>\n      <td>2.3</td>\n      <td>22104.0</td>\n      <td>52933.0</td>\n      <td>...</td>\n      <td>14.48</td>\n      <td>68.0</td>\n      <td>68.0</td>\n      <td>15.8</td>\n      <td>Gross domestic product per capita, current prices</td>\n      <td>U.S. dollars</td>\n      <td>Units</td>\n      <td>See notes for:  Gross domestic product, curren...</td>\n      <td>35343.336</td>\n      <td>2015.0</td>\n    </tr>\n    <tr>\n      <th>New Zealand</th>\n      <td>11.0</td>\n      <td>2.2</td>\n      <td>10.3</td>\n      <td>0.2</td>\n      <td>74.0</td>\n      <td>13.87</td>\n      <td>73.0</td>\n      <td>1.2</td>\n      <td>23815.0</td>\n      <td>28290.0</td>\n      <td>...</td>\n      <td>14.87</td>\n      <td>77.0</td>\n      <td>89.0</td>\n      <td>18.1</td>\n      <td>Gross domestic product per capita, current prices</td>\n      <td>U.S. dollars</td>\n      <td>Units</td>\n      <td>See notes for:  Gross domestic product, curren...</td>\n      <td>37044.891</td>\n      <td>2015.0</td>\n    </tr>\n    <tr>\n      <th>France</th>\n      <td>12.0</td>\n      <td>5.0</td>\n      <td>3.5</td>\n      <td>0.5</td>\n      <td>73.0</td>\n      <td>8.15</td>\n      <td>64.0</td>\n      <td>0.6</td>\n      <td>28799.0</td>\n      <td>48741.0</td>\n      <td>...</td>\n      <td>15.33</td>\n      <td>80.0</td>\n      <td>82.0</td>\n      <td>16.4</td>\n      <td>Gross domestic product per capita, current prices</td>\n      <td>U.S. dollars</td>\n      <td>Units</td>\n      <td>See notes for:  Gross domestic product, curren...</td>\n      <td>37675.006</td>\n      <td>2015.0</td>\n    </tr>\n    <tr>\n      <th>Belgium</th>\n      <td>21.0</td>\n      <td>6.6</td>\n      <td>4.5</td>\n      <td>2.0</td>\n      <td>72.0</td>\n      <td>4.57</td>\n      <td>62.0</td>\n      <td>1.1</td>\n      <td>28307.0</td>\n      <td>83876.0</td>\n      <td>...</td>\n      <td>15.71</td>\n      <td>89.0</td>\n      <td>87.0</td>\n      <td>18.9</td>\n      <td>Gross domestic product per capita, current prices</td>\n      <td>U.S. dollars</td>\n      <td>Units</td>\n      <td>See notes for:  Gross domestic product, curren...</td>\n      <td>40106.632</td>\n      <td>2014.0</td>\n    </tr>\n    <tr>\n      <th>Germany</th>\n      <td>16.0</td>\n      <td>3.6</td>\n      <td>4.5</td>\n      <td>0.1</td>\n      <td>86.0</td>\n      <td>5.25</td>\n      <td>73.0</td>\n      <td>0.5</td>\n      <td>31252.0</td>\n      <td>50394.0</td>\n      <td>...</td>\n      <td>15.31</td>\n      <td>72.0</td>\n      <td>95.0</td>\n      <td>18.2</td>\n      <td>Gross domestic product per capita, current prices</td>\n      <td>U.S. dollars</td>\n      <td>Units</td>\n      <td>See notes for:  Gross domestic product, curren...</td>\n      <td>40996.511</td>\n      <td>2014.0</td>\n    </tr>\n    <tr>\n      <th>Finland</th>\n      <td>15.0</td>\n      <td>2.4</td>\n      <td>9.0</td>\n      <td>0.6</td>\n      <td>85.0</td>\n      <td>3.58</td>\n      <td>69.0</td>\n      <td>1.4</td>\n      <td>27927.0</td>\n      <td>18761.0</td>\n      <td>...</td>\n      <td>14.89</td>\n      <td>69.0</td>\n      <td>94.0</td>\n      <td>19.7</td>\n      <td>Gross domestic product per capita, current prices</td>\n      <td>U.S. dollars</td>\n      <td>Units</td>\n      <td>See notes for:  Gross domestic product, curren...</td>\n      <td>41973.988</td>\n      <td>2014.0</td>\n    </tr>\n    <tr>\n      <th>Canada</th>\n      <td>15.0</td>\n      <td>1.3</td>\n      <td>10.5</td>\n      <td>0.2</td>\n      <td>89.0</td>\n      <td>3.94</td>\n      <td>72.0</td>\n      <td>1.5</td>\n      <td>29365.0</td>\n      <td>67913.0</td>\n      <td>...</td>\n      <td>14.25</td>\n      <td>61.0</td>\n      <td>91.0</td>\n      <td>17.2</td>\n      <td>Gross domestic product per capita, current prices</td>\n      <td>U.S. dollars</td>\n      <td>Units</td>\n      <td>See notes for:  Gross domestic product, curren...</td>\n      <td>43331.961</td>\n      <td>2015.0</td>\n    </tr>\n    <tr>\n      <th>Netherlands</th>\n      <td>30.0</td>\n      <td>4.9</td>\n      <td>6.1</td>\n      <td>0.0</td>\n      <td>73.0</td>\n      <td>0.45</td>\n      <td>74.0</td>\n      <td>0.9</td>\n      <td>27888.0</td>\n      <td>77961.0</td>\n      <td>...</td>\n      <td>15.44</td>\n      <td>75.0</td>\n      <td>92.0</td>\n      <td>18.7</td>\n      <td>Gross domestic product per capita, current prices</td>\n      <td>U.S. dollars</td>\n      <td>Units</td>\n      <td>See notes for:  Gross domestic product, curren...</td>\n      <td>43603.115</td>\n      <td>2014.0</td>\n    </tr>\n    <tr>\n      <th>Austria</th>\n      <td>27.0</td>\n      <td>3.4</td>\n      <td>7.1</td>\n      <td>1.0</td>\n      <td>83.0</td>\n      <td>7.61</td>\n      <td>72.0</td>\n      <td>0.4</td>\n      <td>31173.0</td>\n      <td>49887.0</td>\n      <td>...</td>\n      <td>14.46</td>\n      <td>75.0</td>\n      <td>94.0</td>\n      <td>17.0</td>\n      <td>Gross domestic product per capita, current prices</td>\n      <td>U.S. dollars</td>\n      <td>Units</td>\n      <td>See notes for:  Gross domestic product, curren...</td>\n      <td>43724.031</td>\n      <td>2015.0</td>\n    </tr>\n    <tr>\n      <th>United Kingdom</th>\n      <td>13.0</td>\n      <td>1.9</td>\n      <td>11.5</td>\n      <td>0.2</td>\n      <td>78.0</td>\n      <td>12.70</td>\n      <td>71.0</td>\n      <td>0.3</td>\n      <td>27029.0</td>\n      <td>60778.0</td>\n      <td>...</td>\n      <td>14.83</td>\n      <td>66.0</td>\n      <td>88.0</td>\n      <td>16.4</td>\n      <td>Gross domestic product per capita, current prices</td>\n      <td>U.S. dollars</td>\n      <td>Units</td>\n      <td>See notes for:  Gross domestic product, curren...</td>\n      <td>43770.688</td>\n      <td>2015.0</td>\n    </tr>\n    <tr>\n      <th>Sweden</th>\n      <td>10.0</td>\n      <td>5.1</td>\n      <td>10.9</td>\n      <td>0.0</td>\n      <td>88.0</td>\n      <td>1.13</td>\n      <td>74.0</td>\n      <td>0.7</td>\n      <td>29185.0</td>\n      <td>60328.0</td>\n      <td>...</td>\n      <td>15.11</td>\n      <td>86.0</td>\n      <td>95.0</td>\n      <td>19.3</td>\n      <td>Gross domestic product per capita, current prices</td>\n      <td>U.S. dollars</td>\n      <td>Units</td>\n      <td>See notes for:  Gross domestic product, curren...</td>\n      <td>49866.266</td>\n      <td>2014.0</td>\n    </tr>\n    <tr>\n      <th>Iceland</th>\n      <td>18.0</td>\n      <td>2.7</td>\n      <td>5.1</td>\n      <td>0.4</td>\n      <td>71.0</td>\n      <td>12.25</td>\n      <td>82.0</td>\n      <td>0.3</td>\n      <td>23965.0</td>\n      <td>43045.0</td>\n      <td>...</td>\n      <td>14.61</td>\n      <td>81.0</td>\n      <td>97.0</td>\n      <td>19.8</td>\n      <td>Gross domestic product per capita, current prices</td>\n      <td>U.S. dollars</td>\n      <td>Units</td>\n      <td>See notes for:  Gross domestic product, curren...</td>\n      <td>50854.583</td>\n      <td>2014.0</td>\n    </tr>\n    <tr>\n      <th>Australia</th>\n      <td>13.0</td>\n      <td>2.1</td>\n      <td>10.5</td>\n      <td>1.1</td>\n      <td>76.0</td>\n      <td>14.02</td>\n      <td>72.0</td>\n      <td>0.8</td>\n      <td>31588.0</td>\n      <td>47657.0</td>\n      <td>...</td>\n      <td>14.41</td>\n      <td>93.0</td>\n      <td>91.0</td>\n      <td>19.4</td>\n      <td>Gross domestic product per capita, current prices</td>\n      <td>U.S. dollars</td>\n      <td>Units</td>\n      <td>See notes for:  Gross domestic product, curren...</td>\n      <td>50961.865</td>\n      <td>2014.0</td>\n    </tr>\n    <tr>\n      <th>Ireland</th>\n      <td>13.0</td>\n      <td>2.6</td>\n      <td>9.0</td>\n      <td>0.2</td>\n      <td>75.0</td>\n      <td>4.20</td>\n      <td>60.0</td>\n      <td>0.8</td>\n      <td>23917.0</td>\n      <td>31580.0</td>\n      <td>...</td>\n      <td>15.19</td>\n      <td>70.0</td>\n      <td>80.0</td>\n      <td>17.6</td>\n      <td>Gross domestic product per capita, current prices</td>\n      <td>U.S. dollars</td>\n      <td>Units</td>\n      <td>See notes for:  Gross domestic product, curren...</td>\n      <td>51350.744</td>\n      <td>2014.0</td>\n    </tr>\n    <tr>\n      <th>Denmark</th>\n      <td>15.0</td>\n      <td>3.9</td>\n      <td>7.0</td>\n      <td>0.9</td>\n      <td>78.0</td>\n      <td>2.03</td>\n      <td>73.0</td>\n      <td>0.3</td>\n      <td>26491.0</td>\n      <td>44488.0</td>\n      <td>...</td>\n      <td>16.06</td>\n      <td>88.0</td>\n      <td>94.0</td>\n      <td>19.4</td>\n      <td>Gross domestic product per capita, current prices</td>\n      <td>U.S. dollars</td>\n      <td>Units</td>\n      <td>See notes for:  Gross domestic product, curren...</td>\n      <td>52114.165</td>\n      <td>2015.0</td>\n    </tr>\n    <tr>\n      <th>United States</th>\n      <td>18.0</td>\n      <td>1.5</td>\n      <td>8.3</td>\n      <td>0.1</td>\n      <td>89.0</td>\n      <td>11.30</td>\n      <td>67.0</td>\n      <td>5.2</td>\n      <td>41355.0</td>\n      <td>145769.0</td>\n      <td>...</td>\n      <td>14.27</td>\n      <td>68.0</td>\n      <td>85.0</td>\n      <td>17.2</td>\n      <td>Gross domestic product per capita, current prices</td>\n      <td>U.S. dollars</td>\n      <td>Units</td>\n      <td>See notes for:  Gross domestic product, curren...</td>\n      <td>55805.204</td>\n      <td>2015.0</td>\n    </tr>\n    <tr>\n      <th>Norway</th>\n      <td>16.0</td>\n      <td>3.3</td>\n      <td>8.1</td>\n      <td>0.3</td>\n      <td>82.0</td>\n      <td>2.82</td>\n      <td>75.0</td>\n      <td>0.6</td>\n      <td>33492.0</td>\n      <td>8797.0</td>\n      <td>...</td>\n      <td>15.56</td>\n      <td>78.0</td>\n      <td>94.0</td>\n      <td>17.9</td>\n      <td>Gross domestic product per capita, current prices</td>\n      <td>U.S. dollars</td>\n      <td>Units</td>\n      <td>See notes for:  Gross domestic product, curren...</td>\n      <td>74822.106</td>\n      <td>2015.0</td>\n    </tr>\n    <tr>\n      <th>Switzerland</th>\n      <td>20.0</td>\n      <td>4.2</td>\n      <td>8.4</td>\n      <td>0.0</td>\n      <td>86.0</td>\n      <td>6.72</td>\n      <td>80.0</td>\n      <td>0.5</td>\n      <td>33491.0</td>\n      <td>108823.0</td>\n      <td>...</td>\n      <td>14.98</td>\n      <td>49.0</td>\n      <td>96.0</td>\n      <td>17.3</td>\n      <td>Gross domestic product per capita, current prices</td>\n      <td>U.S. dollars</td>\n      <td>Units</td>\n      <td>See notes for:  Gross domestic product, curren...</td>\n      <td>80675.308</td>\n      <td>2015.0</td>\n    </tr>\n    <tr>\n      <th>Luxembourg</th>\n      <td>12.0</td>\n      <td>4.3</td>\n      <td>6.0</td>\n      <td>0.1</td>\n      <td>78.0</td>\n      <td>3.47</td>\n      <td>66.0</td>\n      <td>0.4</td>\n      <td>38951.0</td>\n      <td>61765.0</td>\n      <td>...</td>\n      <td>15.12</td>\n      <td>91.0</td>\n      <td>86.0</td>\n      <td>15.1</td>\n      <td>Gross domestic product per capita, current prices</td>\n      <td>U.S. dollars</td>\n      <td>Units</td>\n      <td>See notes for:  Gross domestic product, curren...</td>\n      <td>101994.093</td>\n      <td>2014.0</td>\n    </tr>\n  </tbody>\n</table>\n<p>36 rows × 30 columns</p>\n</div>"
     },
     "metadata": {},
     "execution_count": 25
    }
   ],
   "source": [
    "full_country_stats = pd.merge(left=oecd_bli, right=gdp_per_capita, left_index=True, right_index=True)\n",
    "full_country_stats.sort_values(by=\"GDP per capita\", inplace=True)\n",
    "full_country_stats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": "GDP per capita       55805.204\nLife satisfaction        7.200\nName: United States, dtype: float64"
     },
     "metadata": {},
     "execution_count": 26
    }
   ],
   "source": [
    "# 数据示例\n",
    "full_country_stats[[\"GDP per capita\", 'Life satisfaction']].loc[\"United States\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "remove_indices = [0, 1, 6, 8, 33, 34, 35]\n",
    "keep_indices = list(set(range(36)) - set(remove_indices))\n",
    "\n",
    "sample_data = full_country_stats[[\"GDP per capita\", 'Life satisfaction']].iloc[keep_indices]\n",
    "missing_data = full_country_stats[[\"GDP per capita\", 'Life satisfaction']].iloc[remove_indices]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": "Saving figure money_happy_scatterplot\n"
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 360x216 with 1 Axes>",
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\r\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\r\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\r\n<!-- Created with matplotlib (http://matplotlib.org/) -->\r\n<svg height=\"206.522187pt\" version=\"1.1\" viewBox=\"0 0 352.769375 206.522187\" width=\"352.769375pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\r\n <defs>\r\n  <style type=\"text/css\">\r\n*{stroke-linecap:butt;stroke-linejoin:round;}\r\n  </style>\r\n </defs>\r\n <g id=\"figure_1\">\r\n  <g id=\"patch_1\">\r\n   <path d=\"M 0 206.522187 \r\nL 352.769375 206.522187 \r\nL 352.769375 0 \r\nL 0 0 \r\nz\r\n\" style=\"fill:none;\"/>\r\n  </g>\r\n  <g id=\"axes_1\">\r\n   <g id=\"patch_2\">\r\n    <path d=\"M 47.019375 163.159062 \r\nL 326.481875 163.159062 \r\nL 326.481875 11.759063 \r\nL 47.019375 11.759063 \r\nz\r\n\" style=\"fill:#ffffff;\"/>\r\n   </g>\r\n   <g id=\"PathCollection_1\">\r\n    <defs>\r\n     <path d=\"M 0 2.236068 \r\nC 0.593012 2.236068 1.161816 2.000462 1.581139 1.581139 \r\nC 2.000462 1.161816 2.236068 0.593012 2.236068 0 \r\nC 2.236068 -0.593012 2.000462 -1.161816 1.581139 -1.581139 \r\nC 1.161816 -2.000462 0.593012 -2.236068 0 -2.236068 \r\nC -0.593012 -2.236068 -1.161816 -2.000462 -1.581139 -1.581139 \r\nC -2.000462 -1.161816 -2.236068 -0.593012 -2.236068 0 \r\nC -2.236068 0.593012 -2.000462 1.161816 -1.581139 1.581139 \r\nC -1.161816 2.000462 -0.593012 2.236068 0 2.236068 \r\nz\r\n\" id=\"mfb9cdea7bd\" style=\"stroke:#1f77b4;\"/>\r\n    </defs>\r\n    <g clip-path=\"url(#p11af5538fb)\">\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"89.194523\" xlink:href=\"#mfb9cdea7bd\" y=\"72.319063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"90.975901\" xlink:href=\"#mfb9cdea7bd\" y=\"78.375063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"104.029231\" xlink:href=\"#mfb9cdea7bd\" y=\"88.973062\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"105.218996\" xlink:href=\"#mfb9cdea7bd\" y=\"75.347063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"121.504217\" xlink:href=\"#mfb9cdea7bd\" y=\"70.805063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"127.542223\" xlink:href=\"#mfb9cdea7bd\" y=\"78.375063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"131.15756\" xlink:href=\"#mfb9cdea7bd\" y=\"90.487063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"136.082173\" xlink:href=\"#mfb9cdea7bd\" y=\"85.945063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"143.585229\" xlink:href=\"#mfb9cdea7bd\" y=\"76.861063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"167.489702\" xlink:href=\"#mfb9cdea7bd\" y=\"64.749063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"173.686671\" xlink:href=\"#mfb9cdea7bd\" y=\"75.347063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"186.129198\" xlink:href=\"#mfb9cdea7bd\" y=\"72.319063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"198.327569\" xlink:href=\"#mfb9cdea7bd\" y=\"73.833062\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"211.638326\" xlink:href=\"#mfb9cdea7bd\" y=\"51.123063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"219.563673\" xlink:href=\"#mfb9cdea7bd\" y=\"52.637063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"222.498564\" xlink:href=\"#mfb9cdea7bd\" y=\"64.749063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"233.824369\" xlink:href=\"#mfb9cdea7bd\" y=\"58.693063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"237.969166\" xlink:href=\"#mfb9cdea7bd\" y=\"57.179063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"242.521969\" xlink:href=\"#mfb9cdea7bd\" y=\"51.123063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"248.847011\" xlink:href=\"#mfb9cdea7bd\" y=\"52.637063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"250.109967\" xlink:href=\"#mfb9cdea7bd\" y=\"52.637063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"250.673159\" xlink:href=\"#mfb9cdea7bd\" y=\"58.693063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"250.890473\" xlink:href=\"#mfb9cdea7bd\" y=\"60.207063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"279.281898\" xlink:href=\"#mfb9cdea7bd\" y=\"54.151063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"283.88519\" xlink:href=\"#mfb9cdea7bd\" y=\"49.609063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"284.384878\" xlink:href=\"#mfb9cdea7bd\" y=\"52.637063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"286.196163\" xlink:href=\"#mfb9cdea7bd\" y=\"57.179063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"289.751956\" xlink:href=\"#mfb9cdea7bd\" y=\"49.609063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"306.943739\" xlink:href=\"#mfb9cdea7bd\" y=\"54.151063\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"matplotlib.axis_1\">\r\n    <g id=\"xtick_1\">\r\n     <g id=\"line2d_1\">\r\n      <defs>\r\n       <path d=\"M 0 0 \r\nL 0 3.5 \r\n\" id=\"ma1151a6a57\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n      </defs>\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"47.019375\" xlink:href=\"#ma1151a6a57\" y=\"163.159062\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_1\">\r\n      <!-- 0 -->\r\n      <defs>\r\n       <path d=\"M 31.78125 66.40625 \r\nQ 24.171875 66.40625 20.328125 58.90625 \r\nQ 16.5 51.421875 16.5 36.375 \r\nQ 16.5 21.390625 20.328125 13.890625 \r\nQ 24.171875 6.390625 31.78125 6.390625 \r\nQ 39.453125 6.390625 43.28125 13.890625 \r\nQ 47.125 21.390625 47.125 36.375 \r\nQ 47.125 51.421875 43.28125 58.90625 \r\nQ 39.453125 66.40625 31.78125 66.40625 \r\nz\r\nM 31.78125 74.21875 \r\nQ 44.046875 74.21875 50.515625 64.515625 \r\nQ 56.984375 54.828125 56.984375 36.375 \r\nQ 56.984375 17.96875 50.515625 8.265625 \r\nQ 44.046875 -1.421875 31.78125 -1.421875 \r\nQ 19.53125 -1.421875 13.0625 8.265625 \r\nQ 6.59375 17.96875 6.59375 36.375 \r\nQ 6.59375 54.828125 13.0625 64.515625 \r\nQ 19.53125 74.21875 31.78125 74.21875 \r\nz\r\n\" id=\"DejaVuSans-30\"/>\r\n      </defs>\r\n      <g transform=\"translate(43.201875 179.277187)scale(0.12 -0.12)\">\r\n       <use xlink:href=\"#DejaVuSans-30\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_2\">\r\n     <g id=\"line2d_2\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"93.596458\" xlink:href=\"#ma1151a6a57\" y=\"163.159062\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_2\">\r\n      <!-- 10000 -->\r\n      <defs>\r\n       <path d=\"M 12.40625 8.296875 \r\nL 28.515625 8.296875 \r\nL 28.515625 63.921875 \r\nL 10.984375 60.40625 \r\nL 10.984375 69.390625 \r\nL 28.421875 72.90625 \r\nL 38.28125 72.90625 \r\nL 38.28125 8.296875 \r\nL 54.390625 8.296875 \r\nL 54.390625 0 \r\nL 12.40625 0 \r\nz\r\n\" id=\"DejaVuSans-31\"/>\r\n      </defs>\r\n      <g transform=\"translate(74.508958 179.277187)scale(0.12 -0.12)\">\r\n       <use xlink:href=\"#DejaVuSans-31\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"254.492188\" xlink:href=\"#DejaVuSans-30\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_3\">\r\n     <g id=\"line2d_3\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"140.173542\" xlink:href=\"#ma1151a6a57\" y=\"163.159062\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_3\">\r\n      <!-- 20000 -->\r\n      <defs>\r\n       <path d=\"M 19.1875 8.296875 \r\nL 53.609375 8.296875 \r\nL 53.609375 0 \r\nL 7.328125 0 \r\nL 7.328125 8.296875 \r\nQ 12.9375 14.109375 22.625 23.890625 \r\nQ 32.328125 33.6875 34.8125 36.53125 \r\nQ 39.546875 41.84375 41.421875 45.53125 \r\nQ 43.3125 49.21875 43.3125 52.78125 \r\nQ 43.3125 58.59375 39.234375 62.25 \r\nQ 35.15625 65.921875 28.609375 65.921875 \r\nQ 23.96875 65.921875 18.8125 64.3125 \r\nQ 13.671875 62.703125 7.8125 59.421875 \r\nL 7.8125 69.390625 \r\nQ 13.765625 71.78125 18.9375 73 \r\nQ 24.125 74.21875 28.421875 74.21875 \r\nQ 39.75 74.21875 46.484375 68.546875 \r\nQ 53.21875 62.890625 53.21875 53.421875 \r\nQ 53.21875 48.921875 51.53125 44.890625 \r\nQ 49.859375 40.875 45.40625 35.40625 \r\nQ 44.1875 33.984375 37.640625 27.21875 \r\nQ 31.109375 20.453125 19.1875 8.296875 \r\nz\r\n\" id=\"DejaVuSans-32\"/>\r\n      </defs>\r\n      <g transform=\"translate(121.086042 179.277187)scale(0.12 -0.12)\">\r\n       <use xlink:href=\"#DejaVuSans-32\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"254.492188\" xlink:href=\"#DejaVuSans-30\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_4\">\r\n     <g id=\"line2d_4\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"186.750625\" xlink:href=\"#ma1151a6a57\" y=\"163.159062\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_4\">\r\n      <!-- 30000 -->\r\n      <defs>\r\n       <path d=\"M 40.578125 39.3125 \r\nQ 47.65625 37.796875 51.625 33 \r\nQ 55.609375 28.21875 55.609375 21.1875 \r\nQ 55.609375 10.40625 48.1875 4.484375 \r\nQ 40.765625 -1.421875 27.09375 -1.421875 \r\nQ 22.515625 -1.421875 17.65625 -0.515625 \r\nQ 12.796875 0.390625 7.625 2.203125 \r\nL 7.625 11.71875 \r\nQ 11.71875 9.328125 16.59375 8.109375 \r\nQ 21.484375 6.890625 26.8125 6.890625 \r\nQ 36.078125 6.890625 40.9375 10.546875 \r\nQ 45.796875 14.203125 45.796875 21.1875 \r\nQ 45.796875 27.640625 41.28125 31.265625 \r\nQ 36.765625 34.90625 28.71875 34.90625 \r\nL 20.21875 34.90625 \r\nL 20.21875 43.015625 \r\nL 29.109375 43.015625 \r\nQ 36.375 43.015625 40.234375 45.921875 \r\nQ 44.09375 48.828125 44.09375 54.296875 \r\nQ 44.09375 59.90625 40.109375 62.90625 \r\nQ 36.140625 65.921875 28.71875 65.921875 \r\nQ 24.65625 65.921875 20.015625 65.03125 \r\nQ 15.375 64.15625 9.8125 62.3125 \r\nL 9.8125 71.09375 \r\nQ 15.4375 72.65625 20.34375 73.4375 \r\nQ 25.25 74.21875 29.59375 74.21875 \r\nQ 40.828125 74.21875 47.359375 69.109375 \r\nQ 53.90625 64.015625 53.90625 55.328125 \r\nQ 53.90625 49.265625 50.4375 45.09375 \r\nQ 46.96875 40.921875 40.578125 39.3125 \r\nz\r\n\" id=\"DejaVuSans-33\"/>\r\n      </defs>\r\n      <g transform=\"translate(167.663125 179.277187)scale(0.12 -0.12)\">\r\n       <use xlink:href=\"#DejaVuSans-33\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"254.492188\" xlink:href=\"#DejaVuSans-30\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_5\">\r\n     <g id=\"line2d_5\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"233.327708\" xlink:href=\"#ma1151a6a57\" y=\"163.159062\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_5\">\r\n      <!-- 40000 -->\r\n      <defs>\r\n       <path d=\"M 37.796875 64.3125 \r\nL 12.890625 25.390625 \r\nL 37.796875 25.390625 \r\nz\r\nM 35.203125 72.90625 \r\nL 47.609375 72.90625 \r\nL 47.609375 25.390625 \r\nL 58.015625 25.390625 \r\nL 58.015625 17.1875 \r\nL 47.609375 17.1875 \r\nL 47.609375 0 \r\nL 37.796875 0 \r\nL 37.796875 17.1875 \r\nL 4.890625 17.1875 \r\nL 4.890625 26.703125 \r\nz\r\n\" id=\"DejaVuSans-34\"/>\r\n      </defs>\r\n      <g transform=\"translate(214.240208 179.277187)scale(0.12 -0.12)\">\r\n       <use xlink:href=\"#DejaVuSans-34\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"254.492188\" xlink:href=\"#DejaVuSans-30\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_6\">\r\n     <g id=\"line2d_6\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"279.904792\" xlink:href=\"#ma1151a6a57\" y=\"163.159062\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_6\">\r\n      <!-- 50000 -->\r\n      <defs>\r\n       <path d=\"M 10.796875 72.90625 \r\nL 49.515625 72.90625 \r\nL 49.515625 64.59375 \r\nL 19.828125 64.59375 \r\nL 19.828125 46.734375 \r\nQ 21.96875 47.46875 24.109375 47.828125 \r\nQ 26.265625 48.1875 28.421875 48.1875 \r\nQ 40.625 48.1875 47.75 41.5 \r\nQ 54.890625 34.8125 54.890625 23.390625 \r\nQ 54.890625 11.625 47.5625 5.09375 \r\nQ 40.234375 -1.421875 26.90625 -1.421875 \r\nQ 22.3125 -1.421875 17.546875 -0.640625 \r\nQ 12.796875 0.140625 7.71875 1.703125 \r\nL 7.71875 11.625 \r\nQ 12.109375 9.234375 16.796875 8.0625 \r\nQ 21.484375 6.890625 26.703125 6.890625 \r\nQ 35.15625 6.890625 40.078125 11.328125 \r\nQ 45.015625 15.765625 45.015625 23.390625 \r\nQ 45.015625 31 40.078125 35.4375 \r\nQ 35.15625 39.890625 26.703125 39.890625 \r\nQ 22.75 39.890625 18.8125 39.015625 \r\nQ 14.890625 38.140625 10.796875 36.28125 \r\nz\r\n\" id=\"DejaVuSans-35\"/>\r\n      </defs>\r\n      <g transform=\"translate(260.817292 179.277187)scale(0.12 -0.12)\">\r\n       <use xlink:href=\"#DejaVuSans-35\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"254.492188\" xlink:href=\"#DejaVuSans-30\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_7\">\r\n     <g id=\"line2d_7\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"326.481875\" xlink:href=\"#ma1151a6a57\" y=\"163.159062\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_7\">\r\n      <!-- 60000 -->\r\n      <defs>\r\n       <path d=\"M 33.015625 40.375 \r\nQ 26.375 40.375 22.484375 35.828125 \r\nQ 18.609375 31.296875 18.609375 23.390625 \r\nQ 18.609375 15.53125 22.484375 10.953125 \r\nQ 26.375 6.390625 33.015625 6.390625 \r\nQ 39.65625 6.390625 43.53125 10.953125 \r\nQ 47.40625 15.53125 47.40625 23.390625 \r\nQ 47.40625 31.296875 43.53125 35.828125 \r\nQ 39.65625 40.375 33.015625 40.375 \r\nz\r\nM 52.59375 71.296875 \r\nL 52.59375 62.3125 \r\nQ 48.875 64.0625 45.09375 64.984375 \r\nQ 41.3125 65.921875 37.59375 65.921875 \r\nQ 27.828125 65.921875 22.671875 59.328125 \r\nQ 17.53125 52.734375 16.796875 39.40625 \r\nQ 19.671875 43.65625 24.015625 45.921875 \r\nQ 28.375 48.1875 33.59375 48.1875 \r\nQ 44.578125 48.1875 50.953125 41.515625 \r\nQ 57.328125 34.859375 57.328125 23.390625 \r\nQ 57.328125 12.15625 50.6875 5.359375 \r\nQ 44.046875 -1.421875 33.015625 -1.421875 \r\nQ 20.359375 -1.421875 13.671875 8.265625 \r\nQ 6.984375 17.96875 6.984375 36.375 \r\nQ 6.984375 53.65625 15.1875 63.9375 \r\nQ 23.390625 74.21875 37.203125 74.21875 \r\nQ 40.921875 74.21875 44.703125 73.484375 \r\nQ 48.484375 72.75 52.59375 71.296875 \r\nz\r\n\" id=\"DejaVuSans-36\"/>\r\n      </defs>\r\n      <g transform=\"translate(307.394375 179.277187)scale(0.12 -0.12)\">\r\n       <use xlink:href=\"#DejaVuSans-36\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"254.492188\" xlink:href=\"#DejaVuSans-30\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"text_8\">\r\n     <!-- GDP per capita (USD) -->\r\n     <defs>\r\n      <path d=\"M 59.515625 10.40625 \r\nL 59.515625 29.984375 \r\nL 43.40625 29.984375 \r\nL 43.40625 38.09375 \r\nL 69.28125 38.09375 \r\nL 69.28125 6.78125 \r\nQ 63.578125 2.734375 56.6875 0.65625 \r\nQ 49.8125 -1.421875 42 -1.421875 \r\nQ 24.90625 -1.421875 15.25 8.5625 \r\nQ 5.609375 18.5625 5.609375 36.375 \r\nQ 5.609375 54.25 15.25 64.234375 \r\nQ 24.90625 74.21875 42 74.21875 \r\nQ 49.125 74.21875 55.546875 72.453125 \r\nQ 61.96875 70.703125 67.390625 67.28125 \r\nL 67.390625 56.78125 \r\nQ 61.921875 61.421875 55.765625 63.765625 \r\nQ 49.609375 66.109375 42.828125 66.109375 \r\nQ 29.4375 66.109375 22.71875 58.640625 \r\nQ 16.015625 51.171875 16.015625 36.375 \r\nQ 16.015625 21.625 22.71875 14.15625 \r\nQ 29.4375 6.6875 42.828125 6.6875 \r\nQ 48.046875 6.6875 52.140625 7.59375 \r\nQ 56.25 8.5 59.515625 10.40625 \r\nz\r\n\" id=\"DejaVuSans-47\"/>\r\n      <path d=\"M 19.671875 64.796875 \r\nL 19.671875 8.109375 \r\nL 31.59375 8.109375 \r\nQ 46.6875 8.109375 53.6875 14.9375 \r\nQ 60.6875 21.78125 60.6875 36.53125 \r\nQ 60.6875 51.171875 53.6875 57.984375 \r\nQ 46.6875 64.796875 31.59375 64.796875 \r\nz\r\nM 9.8125 72.90625 \r\nL 30.078125 72.90625 \r\nQ 51.265625 72.90625 61.171875 64.09375 \r\nQ 71.09375 55.28125 71.09375 36.53125 \r\nQ 71.09375 17.671875 61.125 8.828125 \r\nQ 51.171875 0 30.078125 0 \r\nL 9.8125 0 \r\nz\r\n\" id=\"DejaVuSans-44\"/>\r\n      <path d=\"M 19.671875 64.796875 \r\nL 19.671875 37.40625 \r\nL 32.078125 37.40625 \r\nQ 38.96875 37.40625 42.71875 40.96875 \r\nQ 46.484375 44.53125 46.484375 51.125 \r\nQ 46.484375 57.671875 42.71875 61.234375 \r\nQ 38.96875 64.796875 32.078125 64.796875 \r\nz\r\nM 9.8125 72.90625 \r\nL 32.078125 72.90625 \r\nQ 44.34375 72.90625 50.609375 67.359375 \r\nQ 56.890625 61.8125 56.890625 51.125 \r\nQ 56.890625 40.328125 50.609375 34.8125 \r\nQ 44.34375 29.296875 32.078125 29.296875 \r\nL 19.671875 29.296875 \r\nL 19.671875 0 \r\nL 9.8125 0 \r\nz\r\n\" id=\"DejaVuSans-50\"/>\r\n      <path id=\"DejaVuSans-20\"/>\r\n      <path d=\"M 18.109375 8.203125 \r\nL 18.109375 -20.796875 \r\nL 9.078125 -20.796875 \r\nL 9.078125 54.6875 \r\nL 18.109375 54.6875 \r\nL 18.109375 46.390625 \r\nQ 20.953125 51.265625 25.265625 53.625 \r\nQ 29.59375 56 35.59375 56 \r\nQ 45.5625 56 51.78125 48.09375 \r\nQ 58.015625 40.1875 58.015625 27.296875 \r\nQ 58.015625 14.40625 51.78125 6.484375 \r\nQ 45.5625 -1.421875 35.59375 -1.421875 \r\nQ 29.59375 -1.421875 25.265625 0.953125 \r\nQ 20.953125 3.328125 18.109375 8.203125 \r\nz\r\nM 48.6875 27.296875 \r\nQ 48.6875 37.203125 44.609375 42.84375 \r\nQ 40.53125 48.484375 33.40625 48.484375 \r\nQ 26.265625 48.484375 22.1875 42.84375 \r\nQ 18.109375 37.203125 18.109375 27.296875 \r\nQ 18.109375 17.390625 22.1875 11.75 \r\nQ 26.265625 6.109375 33.40625 6.109375 \r\nQ 40.53125 6.109375 44.609375 11.75 \r\nQ 48.6875 17.390625 48.6875 27.296875 \r\nz\r\n\" id=\"DejaVuSans-70\"/>\r\n      <path d=\"M 56.203125 29.59375 \r\nL 56.203125 25.203125 \r\nL 14.890625 25.203125 \r\nQ 15.484375 15.921875 20.484375 11.0625 \r\nQ 25.484375 6.203125 34.421875 6.203125 \r\nQ 39.59375 6.203125 44.453125 7.46875 \r\nQ 49.3125 8.734375 54.109375 11.28125 \r\nL 54.109375 2.78125 \r\nQ 49.265625 0.734375 44.1875 -0.34375 \r\nQ 39.109375 -1.421875 33.890625 -1.421875 \r\nQ 20.796875 -1.421875 13.15625 6.1875 \r\nQ 5.515625 13.8125 5.515625 26.8125 \r\nQ 5.515625 40.234375 12.765625 48.109375 \r\nQ 20.015625 56 32.328125 56 \r\nQ 43.359375 56 49.78125 48.890625 \r\nQ 56.203125 41.796875 56.203125 29.59375 \r\nz\r\nM 47.21875 32.234375 \r\nQ 47.125 39.59375 43.09375 43.984375 \r\nQ 39.0625 48.390625 32.421875 48.390625 \r\nQ 24.90625 48.390625 20.390625 44.140625 \r\nQ 15.875 39.890625 15.1875 32.171875 \r\nz\r\n\" id=\"DejaVuSans-65\"/>\r\n      <path d=\"M 41.109375 46.296875 \r\nQ 39.59375 47.171875 37.8125 47.578125 \r\nQ 36.03125 48 33.890625 48 \r\nQ 26.265625 48 22.1875 43.046875 \r\nQ 18.109375 38.09375 18.109375 28.8125 \r\nL 18.109375 0 \r\nL 9.078125 0 \r\nL 9.078125 54.6875 \r\nL 18.109375 54.6875 \r\nL 18.109375 46.1875 \r\nQ 20.953125 51.171875 25.484375 53.578125 \r\nQ 30.03125 56 36.53125 56 \r\nQ 37.453125 56 38.578125 55.875 \r\nQ 39.703125 55.765625 41.0625 55.515625 \r\nz\r\n\" id=\"DejaVuSans-72\"/>\r\n      <path d=\"M 48.78125 52.59375 \r\nL 48.78125 44.1875 \r\nQ 44.96875 46.296875 41.140625 47.34375 \r\nQ 37.3125 48.390625 33.40625 48.390625 \r\nQ 24.65625 48.390625 19.8125 42.84375 \r\nQ 14.984375 37.3125 14.984375 27.296875 \r\nQ 14.984375 17.28125 19.8125 11.734375 \r\nQ 24.65625 6.203125 33.40625 6.203125 \r\nQ 37.3125 6.203125 41.140625 7.25 \r\nQ 44.96875 8.296875 48.78125 10.40625 \r\nL 48.78125 2.09375 \r\nQ 45.015625 0.34375 40.984375 -0.53125 \r\nQ 36.96875 -1.421875 32.421875 -1.421875 \r\nQ 20.0625 -1.421875 12.78125 6.34375 \r\nQ 5.515625 14.109375 5.515625 27.296875 \r\nQ 5.515625 40.671875 12.859375 48.328125 \r\nQ 20.21875 56 33.015625 56 \r\nQ 37.15625 56 41.109375 55.140625 \r\nQ 45.0625 54.296875 48.78125 52.59375 \r\nz\r\n\" id=\"DejaVuSans-63\"/>\r\n      <path d=\"M 34.28125 27.484375 \r\nQ 23.390625 27.484375 19.1875 25 \r\nQ 14.984375 22.515625 14.984375 16.5 \r\nQ 14.984375 11.71875 18.140625 8.90625 \r\nQ 21.296875 6.109375 26.703125 6.109375 \r\nQ 34.1875 6.109375 38.703125 11.40625 \r\nQ 43.21875 16.703125 43.21875 25.484375 \r\nL 43.21875 27.484375 \r\nz\r\nM 52.203125 31.203125 \r\nL 52.203125 0 \r\nL 43.21875 0 \r\nL 43.21875 8.296875 \r\nQ 40.140625 3.328125 35.546875 0.953125 \r\nQ 30.953125 -1.421875 24.3125 -1.421875 \r\nQ 15.921875 -1.421875 10.953125 3.296875 \r\nQ 6 8.015625 6 15.921875 \r\nQ 6 25.140625 12.171875 29.828125 \r\nQ 18.359375 34.515625 30.609375 34.515625 \r\nL 43.21875 34.515625 \r\nL 43.21875 35.40625 \r\nQ 43.21875 41.609375 39.140625 45 \r\nQ 35.0625 48.390625 27.6875 48.390625 \r\nQ 23 48.390625 18.546875 47.265625 \r\nQ 14.109375 46.140625 10.015625 43.890625 \r\nL 10.015625 52.203125 \r\nQ 14.9375 54.109375 19.578125 55.046875 \r\nQ 24.21875 56 28.609375 56 \r\nQ 40.484375 56 46.34375 49.84375 \r\nQ 52.203125 43.703125 52.203125 31.203125 \r\nz\r\n\" id=\"DejaVuSans-61\"/>\r\n      <path d=\"M 9.421875 54.6875 \r\nL 18.40625 54.6875 \r\nL 18.40625 0 \r\nL 9.421875 0 \r\nz\r\nM 9.421875 75.984375 \r\nL 18.40625 75.984375 \r\nL 18.40625 64.59375 \r\nL 9.421875 64.59375 \r\nz\r\n\" id=\"DejaVuSans-69\"/>\r\n      <path d=\"M 18.3125 70.21875 \r\nL 18.3125 54.6875 \r\nL 36.8125 54.6875 \r\nL 36.8125 47.703125 \r\nL 18.3125 47.703125 \r\nL 18.3125 18.015625 \r\nQ 18.3125 11.328125 20.140625 9.421875 \r\nQ 21.96875 7.515625 27.59375 7.515625 \r\nL 36.8125 7.515625 \r\nL 36.8125 0 \r\nL 27.59375 0 \r\nQ 17.1875 0 13.234375 3.875 \r\nQ 9.28125 7.765625 9.28125 18.015625 \r\nL 9.28125 47.703125 \r\nL 2.6875 47.703125 \r\nL 2.6875 54.6875 \r\nL 9.28125 54.6875 \r\nL 9.28125 70.21875 \r\nz\r\n\" id=\"DejaVuSans-74\"/>\r\n      <path d=\"M 31 75.875 \r\nQ 24.46875 64.65625 21.28125 53.65625 \r\nQ 18.109375 42.671875 18.109375 31.390625 \r\nQ 18.109375 20.125 21.3125 9.0625 \r\nQ 24.515625 -2 31 -13.1875 \r\nL 23.1875 -13.1875 \r\nQ 15.875 -1.703125 12.234375 9.375 \r\nQ 8.59375 20.453125 8.59375 31.390625 \r\nQ 8.59375 42.28125 12.203125 53.3125 \r\nQ 15.828125 64.359375 23.1875 75.875 \r\nz\r\n\" id=\"DejaVuSans-28\"/>\r\n      <path d=\"M 8.6875 72.90625 \r\nL 18.609375 72.90625 \r\nL 18.609375 28.609375 \r\nQ 18.609375 16.890625 22.84375 11.734375 \r\nQ 27.09375 6.59375 36.625 6.59375 \r\nQ 46.09375 6.59375 50.34375 11.734375 \r\nQ 54.59375 16.890625 54.59375 28.609375 \r\nL 54.59375 72.90625 \r\nL 64.5 72.90625 \r\nL 64.5 27.390625 \r\nQ 64.5 13.140625 57.4375 5.859375 \r\nQ 50.390625 -1.421875 36.625 -1.421875 \r\nQ 22.796875 -1.421875 15.734375 5.859375 \r\nQ 8.6875 13.140625 8.6875 27.390625 \r\nz\r\n\" id=\"DejaVuSans-55\"/>\r\n      <path d=\"M 53.515625 70.515625 \r\nL 53.515625 60.890625 \r\nQ 47.90625 63.578125 42.921875 64.890625 \r\nQ 37.9375 66.21875 33.296875 66.21875 \r\nQ 25.25 66.21875 20.875 63.09375 \r\nQ 16.5 59.96875 16.5 54.203125 \r\nQ 16.5 49.359375 19.40625 46.890625 \r\nQ 22.3125 44.4375 30.421875 42.921875 \r\nL 36.375 41.703125 \r\nQ 47.40625 39.59375 52.65625 34.296875 \r\nQ 57.90625 29 57.90625 20.125 \r\nQ 57.90625 9.515625 50.796875 4.046875 \r\nQ 43.703125 -1.421875 29.984375 -1.421875 \r\nQ 24.8125 -1.421875 18.96875 -0.25 \r\nQ 13.140625 0.921875 6.890625 3.21875 \r\nL 6.890625 13.375 \r\nQ 12.890625 10.015625 18.65625 8.296875 \r\nQ 24.421875 6.59375 29.984375 6.59375 \r\nQ 38.421875 6.59375 43.015625 9.90625 \r\nQ 47.609375 13.234375 47.609375 19.390625 \r\nQ 47.609375 24.75 44.3125 27.78125 \r\nQ 41.015625 30.8125 33.5 32.328125 \r\nL 27.484375 33.5 \r\nQ 16.453125 35.6875 11.515625 40.375 \r\nQ 6.59375 45.0625 6.59375 53.421875 \r\nQ 6.59375 63.09375 13.40625 68.65625 \r\nQ 20.21875 74.21875 32.171875 74.21875 \r\nQ 37.3125 74.21875 42.625 73.28125 \r\nQ 47.953125 72.359375 53.515625 70.515625 \r\nz\r\n\" id=\"DejaVuSans-53\"/>\r\n      <path d=\"M 8.015625 75.875 \r\nL 15.828125 75.875 \r\nQ 23.140625 64.359375 26.78125 53.3125 \r\nQ 30.421875 42.28125 30.421875 31.390625 \r\nQ 30.421875 20.453125 26.78125 9.375 \r\nQ 23.140625 -1.703125 15.828125 -13.1875 \r\nL 8.015625 -13.1875 \r\nQ 14.5 -2 17.703125 9.0625 \r\nQ 20.90625 20.125 20.90625 31.390625 \r\nQ 20.90625 42.671875 17.703125 53.65625 \r\nQ 14.5 64.65625 8.015625 75.875 \r\nz\r\n\" id=\"DejaVuSans-29\"/>\r\n     </defs>\r\n     <g transform=\"translate(111.432812 196.410625)scale(0.14 -0.14)\">\r\n      <use xlink:href=\"#DejaVuSans-47\"/>\r\n      <use x=\"77.490234\" xlink:href=\"#DejaVuSans-44\"/>\r\n      <use x=\"154.492188\" xlink:href=\"#DejaVuSans-50\"/>\r\n      <use x=\"214.794922\" xlink:href=\"#DejaVuSans-20\"/>\r\n      <use x=\"246.582031\" xlink:href=\"#DejaVuSans-70\"/>\r\n      <use x=\"310.058594\" xlink:href=\"#DejaVuSans-65\"/>\r\n      <use x=\"371.582031\" xlink:href=\"#DejaVuSans-72\"/>\r\n      <use x=\"412.695312\" xlink:href=\"#DejaVuSans-20\"/>\r\n      <use x=\"444.482422\" xlink:href=\"#DejaVuSans-63\"/>\r\n      <use x=\"499.462891\" xlink:href=\"#DejaVuSans-61\"/>\r\n      <use x=\"560.742188\" xlink:href=\"#DejaVuSans-70\"/>\r\n      <use x=\"624.21875\" xlink:href=\"#DejaVuSans-69\"/>\r\n      <use x=\"652.001953\" xlink:href=\"#DejaVuSans-74\"/>\r\n      <use x=\"691.210938\" xlink:href=\"#DejaVuSans-61\"/>\r\n      <use x=\"752.490234\" xlink:href=\"#DejaVuSans-20\"/>\r\n      <use x=\"784.277344\" xlink:href=\"#DejaVuSans-28\"/>\r\n      <use x=\"823.291016\" xlink:href=\"#DejaVuSans-55\"/>\r\n      <use x=\"896.484375\" xlink:href=\"#DejaVuSans-53\"/>\r\n      <use x=\"959.960938\" xlink:href=\"#DejaVuSans-44\"/>\r\n      <use x=\"1036.962891\" xlink:href=\"#DejaVuSans-29\"/>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"matplotlib.axis_2\">\r\n    <g id=\"ytick_1\">\r\n     <g id=\"line2d_8\">\r\n      <defs>\r\n       <path d=\"M 0 0 \r\nL -3.5 0 \r\n\" id=\"mceca85d710\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n      </defs>\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"47.019375\" xlink:href=\"#mceca85d710\" y=\"163.159062\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_9\">\r\n      <!-- 0 -->\r\n      <g transform=\"translate(32.384375 167.718125)scale(0.12 -0.12)\">\r\n       <use xlink:href=\"#DejaVuSans-30\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_2\">\r\n     <g id=\"line2d_9\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"47.019375\" xlink:href=\"#mceca85d710\" y=\"132.879062\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_10\">\r\n      <!-- 2 -->\r\n      <g transform=\"translate(32.384375 137.438125)scale(0.12 -0.12)\">\r\n       <use xlink:href=\"#DejaVuSans-32\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_3\">\r\n     <g id=\"line2d_10\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"47.019375\" xlink:href=\"#mceca85d710\" y=\"102.599063\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_11\">\r\n      <!-- 4 -->\r\n      <g transform=\"translate(32.384375 107.158125)scale(0.12 -0.12)\">\r\n       <use xlink:href=\"#DejaVuSans-34\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_4\">\r\n     <g id=\"line2d_11\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"47.019375\" xlink:href=\"#mceca85d710\" y=\"72.319063\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_12\">\r\n      <!-- 6 -->\r\n      <g transform=\"translate(32.384375 76.878125)scale(0.12 -0.12)\">\r\n       <use xlink:href=\"#DejaVuSans-36\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_5\">\r\n     <g id=\"line2d_12\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"47.019375\" xlink:href=\"#mceca85d710\" y=\"42.039063\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_13\">\r\n      <!-- 8 -->\r\n      <defs>\r\n       <path d=\"M 31.78125 34.625 \r\nQ 24.75 34.625 20.71875 30.859375 \r\nQ 16.703125 27.09375 16.703125 20.515625 \r\nQ 16.703125 13.921875 20.71875 10.15625 \r\nQ 24.75 6.390625 31.78125 6.390625 \r\nQ 38.8125 6.390625 42.859375 10.171875 \r\nQ 46.921875 13.96875 46.921875 20.515625 \r\nQ 46.921875 27.09375 42.890625 30.859375 \r\nQ 38.875 34.625 31.78125 34.625 \r\nz\r\nM 21.921875 38.8125 \r\nQ 15.578125 40.375 12.03125 44.71875 \r\nQ 8.5 49.078125 8.5 55.328125 \r\nQ 8.5 64.0625 14.71875 69.140625 \r\nQ 20.953125 74.21875 31.78125 74.21875 \r\nQ 42.671875 74.21875 48.875 69.140625 \r\nQ 55.078125 64.0625 55.078125 55.328125 \r\nQ 55.078125 49.078125 51.53125 44.71875 \r\nQ 48 40.375 41.703125 38.8125 \r\nQ 48.828125 37.15625 52.796875 32.3125 \r\nQ 56.78125 27.484375 56.78125 20.515625 \r\nQ 56.78125 9.90625 50.3125 4.234375 \r\nQ 43.84375 -1.421875 31.78125 -1.421875 \r\nQ 19.734375 -1.421875 13.25 4.234375 \r\nQ 6.78125 9.90625 6.78125 20.515625 \r\nQ 6.78125 27.484375 10.78125 32.3125 \r\nQ 14.796875 37.15625 21.921875 38.8125 \r\nz\r\nM 18.3125 54.390625 \r\nQ 18.3125 48.734375 21.84375 45.5625 \r\nQ 25.390625 42.390625 31.78125 42.390625 \r\nQ 38.140625 42.390625 41.71875 45.5625 \r\nQ 45.3125 48.734375 45.3125 54.390625 \r\nQ 45.3125 60.0625 41.71875 63.234375 \r\nQ 38.140625 66.40625 31.78125 66.40625 \r\nQ 25.390625 66.40625 21.84375 63.234375 \r\nQ 18.3125 60.0625 18.3125 54.390625 \r\nz\r\n\" id=\"DejaVuSans-38\"/>\r\n      </defs>\r\n      <g transform=\"translate(32.384375 46.598125)scale(0.12 -0.12)\">\r\n       <use xlink:href=\"#DejaVuSans-38\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_6\">\r\n     <g id=\"line2d_13\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"47.019375\" xlink:href=\"#mceca85d710\" y=\"11.759063\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_14\">\r\n      <!-- 10 -->\r\n      <g transform=\"translate(24.749375 16.318125)scale(0.12 -0.12)\">\r\n       <use xlink:href=\"#DejaVuSans-31\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"text_15\">\r\n     <!-- Life satisfaction -->\r\n     <defs>\r\n      <path d=\"M 9.8125 72.90625 \r\nL 19.671875 72.90625 \r\nL 19.671875 8.296875 \r\nL 55.171875 8.296875 \r\nL 55.171875 0 \r\nL 9.8125 0 \r\nz\r\n\" id=\"DejaVuSans-4c\"/>\r\n      <path d=\"M 37.109375 75.984375 \r\nL 37.109375 68.5 \r\nL 28.515625 68.5 \r\nQ 23.6875 68.5 21.796875 66.546875 \r\nQ 19.921875 64.59375 19.921875 59.515625 \r\nL 19.921875 54.6875 \r\nL 34.71875 54.6875 \r\nL 34.71875 47.703125 \r\nL 19.921875 47.703125 \r\nL 19.921875 0 \r\nL 10.890625 0 \r\nL 10.890625 47.703125 \r\nL 2.296875 47.703125 \r\nL 2.296875 54.6875 \r\nL 10.890625 54.6875 \r\nL 10.890625 58.5 \r\nQ 10.890625 67.625 15.140625 71.796875 \r\nQ 19.390625 75.984375 28.609375 75.984375 \r\nz\r\n\" id=\"DejaVuSans-66\"/>\r\n      <path d=\"M 44.28125 53.078125 \r\nL 44.28125 44.578125 \r\nQ 40.484375 46.53125 36.375 47.5 \r\nQ 32.28125 48.484375 27.875 48.484375 \r\nQ 21.1875 48.484375 17.84375 46.4375 \r\nQ 14.5 44.390625 14.5 40.28125 \r\nQ 14.5 37.15625 16.890625 35.375 \r\nQ 19.28125 33.59375 26.515625 31.984375 \r\nL 29.59375 31.296875 \r\nQ 39.15625 29.25 43.1875 25.515625 \r\nQ 47.21875 21.78125 47.21875 15.09375 \r\nQ 47.21875 7.46875 41.1875 3.015625 \r\nQ 35.15625 -1.421875 24.609375 -1.421875 \r\nQ 20.21875 -1.421875 15.453125 -0.5625 \r\nQ 10.6875 0.296875 5.421875 2 \r\nL 5.421875 11.28125 \r\nQ 10.40625 8.6875 15.234375 7.390625 \r\nQ 20.0625 6.109375 24.8125 6.109375 \r\nQ 31.15625 6.109375 34.5625 8.28125 \r\nQ 37.984375 10.453125 37.984375 14.40625 \r\nQ 37.984375 18.0625 35.515625 20.015625 \r\nQ 33.0625 21.96875 24.703125 23.78125 \r\nL 21.578125 24.515625 \r\nQ 13.234375 26.265625 9.515625 29.90625 \r\nQ 5.8125 33.546875 5.8125 39.890625 \r\nQ 5.8125 47.609375 11.28125 51.796875 \r\nQ 16.75 56 26.8125 56 \r\nQ 31.78125 56 36.171875 55.265625 \r\nQ 40.578125 54.546875 44.28125 53.078125 \r\nz\r\n\" id=\"DejaVuSans-73\"/>\r\n      <path d=\"M 30.609375 48.390625 \r\nQ 23.390625 48.390625 19.1875 42.75 \r\nQ 14.984375 37.109375 14.984375 27.296875 \r\nQ 14.984375 17.484375 19.15625 11.84375 \r\nQ 23.34375 6.203125 30.609375 6.203125 \r\nQ 37.796875 6.203125 41.984375 11.859375 \r\nQ 46.1875 17.53125 46.1875 27.296875 \r\nQ 46.1875 37.015625 41.984375 42.703125 \r\nQ 37.796875 48.390625 30.609375 48.390625 \r\nz\r\nM 30.609375 56 \r\nQ 42.328125 56 49.015625 48.375 \r\nQ 55.71875 40.765625 55.71875 27.296875 \r\nQ 55.71875 13.875 49.015625 6.21875 \r\nQ 42.328125 -1.421875 30.609375 -1.421875 \r\nQ 18.84375 -1.421875 12.171875 6.21875 \r\nQ 5.515625 13.875 5.515625 27.296875 \r\nQ 5.515625 40.765625 12.171875 48.375 \r\nQ 18.84375 56 30.609375 56 \r\nz\r\n\" id=\"DejaVuSans-6f\"/>\r\n      <path d=\"M 54.890625 33.015625 \r\nL 54.890625 0 \r\nL 45.90625 0 \r\nL 45.90625 32.71875 \r\nQ 45.90625 40.484375 42.875 44.328125 \r\nQ 39.84375 48.1875 33.796875 48.1875 \r\nQ 26.515625 48.1875 22.3125 43.546875 \r\nQ 18.109375 38.921875 18.109375 30.90625 \r\nL 18.109375 0 \r\nL 9.078125 0 \r\nL 9.078125 54.6875 \r\nL 18.109375 54.6875 \r\nL 18.109375 46.1875 \r\nQ 21.34375 51.125 25.703125 53.5625 \r\nQ 30.078125 56 35.796875 56 \r\nQ 45.21875 56 50.046875 50.171875 \r\nQ 54.890625 44.34375 54.890625 33.015625 \r\nz\r\n\" id=\"DejaVuSans-6e\"/>\r\n     </defs>\r\n     <g transform=\"translate(17.837812 142.582969)rotate(-90)scale(0.14 -0.14)\">\r\n      <use xlink:href=\"#DejaVuSans-4c\"/>\r\n      <use x=\"55.712891\" xlink:href=\"#DejaVuSans-69\"/>\r\n      <use x=\"83.496094\" xlink:href=\"#DejaVuSans-66\"/>\r\n      <use x=\"118.701172\" xlink:href=\"#DejaVuSans-65\"/>\r\n      <use x=\"180.224609\" xlink:href=\"#DejaVuSans-20\"/>\r\n      <use x=\"212.011719\" xlink:href=\"#DejaVuSans-73\"/>\r\n      <use x=\"264.111328\" xlink:href=\"#DejaVuSans-61\"/>\r\n      <use x=\"325.390625\" xlink:href=\"#DejaVuSans-74\"/>\r\n      <use x=\"364.599609\" xlink:href=\"#DejaVuSans-69\"/>\r\n      <use x=\"392.382812\" xlink:href=\"#DejaVuSans-73\"/>\r\n      <use x=\"444.482422\" xlink:href=\"#DejaVuSans-66\"/>\r\n      <use x=\"479.6875\" xlink:href=\"#DejaVuSans-61\"/>\r\n      <use x=\"540.966797\" xlink:href=\"#DejaVuSans-63\"/>\r\n      <use x=\"595.947266\" xlink:href=\"#DejaVuSans-74\"/>\r\n      <use x=\"635.15625\" xlink:href=\"#DejaVuSans-69\"/>\r\n      <use x=\"662.939453\" xlink:href=\"#DejaVuSans-6f\"/>\r\n      <use x=\"724.121094\" xlink:href=\"#DejaVuSans-6e\"/>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"line2d_14\">\r\n    <defs>\r\n     <path d=\"M 0 3 \r\nC 0.795609 3 1.55874 2.683901 2.12132 2.12132 \r\nC 2.683901 1.55874 3 0.795609 3 0 \r\nC 3 -0.795609 2.683901 -1.55874 2.12132 -2.12132 \r\nC 1.55874 -2.683901 0.795609 -3 0 -3 \r\nC -0.795609 -3 -1.55874 -2.683901 -2.12132 -2.12132 \r\nC -2.683901 -1.55874 -3 -0.795609 -3 0 \r\nC -3 0.795609 -2.683901 1.55874 -2.12132 2.12132 \r\nC -1.55874 2.683901 -0.795609 3 0 3 \r\nz\r\n\" id=\"mb419fa604c\" style=\"stroke:#ff0000;\"/>\r\n    </defs>\r\n    <g clip-path=\"url(#p11af5538fb)\">\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"104.029231\" xlink:href=\"#mb419fa604c\" y=\"88.973062\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"line2d_15\">\r\n    <g clip-path=\"url(#p11af5538fb)\">\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"173.686671\" xlink:href=\"#mb419fa604c\" y=\"75.347063\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"line2d_16\">\r\n    <g clip-path=\"url(#p11af5538fb)\">\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"222.498564\" xlink:href=\"#mb419fa604c\" y=\"64.749063\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"line2d_17\">\r\n    <g clip-path=\"url(#p11af5538fb)\">\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"284.384878\" xlink:href=\"#mb419fa604c\" y=\"52.637063\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"line2d_18\">\r\n    <g clip-path=\"url(#p11af5538fb)\">\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"306.943739\" xlink:href=\"#mb419fa604c\" y=\"54.151063\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"patch_3\">\r\n    <path d=\"M 47.019375 163.159062 \r\nL 47.019375 11.759063 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_4\">\r\n    <path d=\"M 326.481875 163.159062 \r\nL 326.481875 11.759063 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_5\">\r\n    <path d=\"M 47.019375 163.159062 \r\nL 326.481875 163.159062 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_6\">\r\n    <path d=\"M 47.019375 11.759063 \r\nL 326.481875 11.759063 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_7\">\r\n    <path d=\"M 111.515861 133.317631 \r\nQ 109.13013 119.649851 106.744399 105.98207 \r\nL 104.527912 106.368961 \r\nQ 104.72766 100.243824 104.927408 94.118687 \r\nQ 107.190423 99.813945 109.453439 105.509203 \r\nL 107.236951 105.896094 \r\nQ 109.622683 119.563875 112.008414 133.231655 \r\nL 111.515861 133.317631 \r\nz\r\n\" style=\"stroke:#000000;stroke-linecap:round;\"/>\r\n   </g>\r\n   <g id=\"text_16\">\r\n    <!-- Hungary -->\r\n    <defs>\r\n     <path d=\"M 9.8125 72.90625 \r\nL 19.671875 72.90625 \r\nL 19.671875 43.015625 \r\nL 55.515625 43.015625 \r\nL 55.515625 72.90625 \r\nL 65.375 72.90625 \r\nL 65.375 0 \r\nL 55.515625 0 \r\nL 55.515625 34.71875 \r\nL 19.671875 34.71875 \r\nL 19.671875 0 \r\nL 9.8125 0 \r\nz\r\n\" id=\"DejaVuSans-48\"/>\r\n     <path d=\"M 8.5 21.578125 \r\nL 8.5 54.6875 \r\nL 17.484375 54.6875 \r\nL 17.484375 21.921875 \r\nQ 17.484375 14.15625 20.5 10.265625 \r\nQ 23.53125 6.390625 29.59375 6.390625 \r\nQ 36.859375 6.390625 41.078125 11.03125 \r\nQ 45.3125 15.671875 45.3125 23.6875 \r\nL 45.3125 54.6875 \r\nL 54.296875 54.6875 \r\nL 54.296875 0 \r\nL 45.3125 0 \r\nL 45.3125 8.40625 \r\nQ 42.046875 3.421875 37.71875 1 \r\nQ 33.40625 -1.421875 27.6875 -1.421875 \r\nQ 18.265625 -1.421875 13.375 4.4375 \r\nQ 8.5 10.296875 8.5 21.578125 \r\nz\r\nM 31.109375 56 \r\nz\r\n\" id=\"DejaVuSans-75\"/>\r\n     <path d=\"M 45.40625 27.984375 \r\nQ 45.40625 37.75 41.375 43.109375 \r\nQ 37.359375 48.484375 30.078125 48.484375 \r\nQ 22.859375 48.484375 18.828125 43.109375 \r\nQ 14.796875 37.75 14.796875 27.984375 \r\nQ 14.796875 18.265625 18.828125 12.890625 \r\nQ 22.859375 7.515625 30.078125 7.515625 \r\nQ 37.359375 7.515625 41.375 12.890625 \r\nQ 45.40625 18.265625 45.40625 27.984375 \r\nz\r\nM 54.390625 6.78125 \r\nQ 54.390625 -7.171875 48.1875 -13.984375 \r\nQ 42 -20.796875 29.203125 -20.796875 \r\nQ 24.46875 -20.796875 20.265625 -20.09375 \r\nQ 16.0625 -19.390625 12.109375 -17.921875 \r\nL 12.109375 -9.1875 \r\nQ 16.0625 -11.328125 19.921875 -12.34375 \r\nQ 23.78125 -13.375 27.78125 -13.375 \r\nQ 36.625 -13.375 41.015625 -8.765625 \r\nQ 45.40625 -4.15625 45.40625 5.171875 \r\nL 45.40625 9.625 \r\nQ 42.625 4.78125 38.28125 2.390625 \r\nQ 33.9375 0 27.875 0 \r\nQ 17.828125 0 11.671875 7.65625 \r\nQ 5.515625 15.328125 5.515625 27.984375 \r\nQ 5.515625 40.671875 11.671875 48.328125 \r\nQ 17.828125 56 27.875 56 \r\nQ 33.9375 56 38.28125 53.609375 \r\nQ 42.625 51.21875 45.40625 46.390625 \r\nL 45.40625 54.6875 \r\nL 54.390625 54.6875 \r\nz\r\n\" id=\"DejaVuSans-67\"/>\r\n     <path d=\"M 32.171875 -5.078125 \r\nQ 28.375 -14.84375 24.75 -17.8125 \r\nQ 21.140625 -20.796875 15.09375 -20.796875 \r\nL 7.90625 -20.796875 \r\nL 7.90625 -13.28125 \r\nL 13.1875 -13.28125 \r\nQ 16.890625 -13.28125 18.9375 -11.515625 \r\nQ 21 -9.765625 23.484375 -3.21875 \r\nL 25.09375 0.875 \r\nL 2.984375 54.6875 \r\nL 12.5 54.6875 \r\nL 29.59375 11.921875 \r\nL 46.6875 54.6875 \r\nL 56.203125 54.6875 \r\nz\r\n\" id=\"DejaVuSans-79\"/>\r\n    </defs>\r\n    <g transform=\"translate(70.307917 148.019062)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#DejaVuSans-48\"/>\r\n     <use x=\"75.195312\" xlink:href=\"#DejaVuSans-75\"/>\r\n     <use x=\"138.574219\" xlink:href=\"#DejaVuSans-6e\"/>\r\n     <use x=\"201.953125\" xlink:href=\"#DejaVuSans-67\"/>\r\n     <use x=\"265.429688\" xlink:href=\"#DejaVuSans-61\"/>\r\n     <use x=\"326.708984\" xlink:href=\"#DejaVuSans-72\"/>\r\n     <use x=\"367.822266\" xlink:href=\"#DejaVuSans-79\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"patch_8\">\r\n    <path d=\"M 161.555946 122.314842 \r\nQ 165.34167 107.338919 169.127394 92.362996 \r\nL 166.946011 91.811571 \r\nQ 169.628103 86.301915 172.310194 80.792259 \r\nQ 172.051861 86.91461 171.793528 93.036961 \r\nL 169.612145 92.485536 \r\nQ 165.826422 107.461458 162.040698 122.437381 \r\nL 161.555946 122.314842 \r\nz\r\n\" style=\"stroke:#000000;stroke-linecap:round;\"/>\r\n   </g>\r\n   <g id=\"text_17\">\r\n    <!-- Korea -->\r\n    <defs>\r\n     <path d=\"M 9.8125 72.90625 \r\nL 19.671875 72.90625 \r\nL 19.671875 42.09375 \r\nL 52.390625 72.90625 \r\nL 65.09375 72.90625 \r\nL 28.90625 38.921875 \r\nL 67.671875 0 \r\nL 54.6875 0 \r\nL 19.671875 35.109375 \r\nL 19.671875 0 \r\nL 9.8125 0 \r\nz\r\n\" id=\"DejaVuSans-4b\"/>\r\n    </defs>\r\n    <g transform=\"translate(130.858125 137.421062)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#DejaVuSans-4b\"/>\r\n     <use x=\"65.498047\" xlink:href=\"#DejaVuSans-6f\"/>\r\n     <use x=\"126.679688\" xlink:href=\"#DejaVuSans-72\"/>\r\n     <use x=\"167.761719\" xlink:href=\"#DejaVuSans-65\"/>\r\n     <use x=\"229.285156\" xlink:href=\"#DejaVuSans-61\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"patch_9\">\r\n    <path d=\"M 216.693283 111.748776 \r\nQ 218.446061 96.914985 220.19884 82.081194 \r\nL 217.964384 81.817169 \r\nQ 219.909769 76.005714 221.855153 70.194259 \r\nQ 222.392497 76.299076 222.929841 82.403893 \r\nL 220.695385 82.139867 \r\nQ 218.942607 96.973657 217.189828 111.807448 \r\nL 216.693283 111.748776 \r\nz\r\n\" style=\"stroke:#000000;stroke-linecap:round;\"/>\r\n   </g>\r\n   <g id=\"text_18\">\r\n    <!-- France -->\r\n    <defs>\r\n     <path d=\"M 9.8125 72.90625 \r\nL 51.703125 72.90625 \r\nL 51.703125 64.59375 \r\nL 19.671875 64.59375 \r\nL 19.671875 43.109375 \r\nL 48.578125 43.109375 \r\nL 48.578125 34.8125 \r\nL 19.671875 34.8125 \r\nL 19.671875 0 \r\nL 9.8125 0 \r\nz\r\n\" id=\"DejaVuSans-46\"/>\r\n    </defs>\r\n    <g transform=\"translate(182.092917 126.823062)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#DejaVuSans-46\"/>\r\n     <use x=\"57.410156\" xlink:href=\"#DejaVuSans-72\"/>\r\n     <use x=\"98.523438\" xlink:href=\"#DejaVuSans-61\"/>\r\n     <use x=\"159.802734\" xlink:href=\"#DejaVuSans-6e\"/>\r\n     <use x=\"223.181641\" xlink:href=\"#DejaVuSans-63\"/>\r\n     <use x=\"278.162109\" xlink:href=\"#DejaVuSans-65\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"patch_10\">\r\n    <path d=\"M 278.230211 102.364934 \r\nQ 280.134842 86.319757 282.039474 70.274581 \r\nL 279.80516 70.009358 \r\nQ 281.753807 64.197681 283.702454 58.386003 \r\nQ 284.236378 64.492372 284.770302 70.598741 \r\nL 282.535988 70.333519 \r\nQ 280.631357 86.378696 278.726725 102.423873 \r\nL 278.230211 102.364934 \r\nz\r\n\" style=\"stroke:#000000;stroke-linecap:round;\"/>\r\n   </g>\r\n   <g id=\"text_19\">\r\n    <!-- Australia -->\r\n    <defs>\r\n     <path d=\"M 34.1875 63.1875 \r\nL 20.796875 26.90625 \r\nL 47.609375 26.90625 \r\nz\r\nM 28.609375 72.90625 \r\nL 39.796875 72.90625 \r\nL 67.578125 0 \r\nL 57.328125 0 \r\nL 50.6875 18.703125 \r\nL 17.828125 18.703125 \r\nL 11.1875 0 \r\nL 0.78125 0 \r\nz\r\n\" id=\"DejaVuSans-41\"/>\r\n     <path d=\"M 9.421875 75.984375 \r\nL 18.40625 75.984375 \r\nL 18.40625 0 \r\nL 9.421875 0 \r\nz\r\n\" id=\"DejaVuSans-6c\"/>\r\n    </defs>\r\n    <g transform=\"translate(233.327708 117.739062)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#DejaVuSans-41\"/>\r\n     <use x=\"68.408203\" xlink:href=\"#DejaVuSans-75\"/>\r\n     <use x=\"131.787109\" xlink:href=\"#DejaVuSans-73\"/>\r\n     <use x=\"183.886719\" xlink:href=\"#DejaVuSans-74\"/>\r\n     <use x=\"223.095703\" xlink:href=\"#DejaVuSans-72\"/>\r\n     <use x=\"264.208984\" xlink:href=\"#DejaVuSans-61\"/>\r\n     <use x=\"325.488281\" xlink:href=\"#DejaVuSans-6c\"/>\r\n     <use x=\"353.271484\" xlink:href=\"#DejaVuSans-69\"/>\r\n     <use x=\"381.054688\" xlink:href=\"#DejaVuSans-61\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"patch_11\">\r\n    <path d=\"M 308.659093 91.652586 \r\nQ 308.105582 81.09272 307.552071 70.532854 \r\nL 305.305156 70.650629 \r\nQ 306.239465 64.595146 307.173774 58.539663 \r\nQ 308.736037 64.464284 310.298301 70.388906 \r\nL 308.051386 70.506681 \r\nQ 308.604897 81.066548 309.158408 91.626414 \r\nL 308.659093 91.652586 \r\nz\r\n\" style=\"stroke:#000000;stroke-linecap:round;\"/>\r\n   </g>\r\n   <g id=\"text_20\">\r\n    <!-- U.S. -->\r\n    <defs>\r\n     <path d=\"M 10.6875 12.40625 \r\nL 21 12.40625 \r\nL 21 0 \r\nL 10.6875 0 \r\nz\r\n\" id=\"DejaVuSans-2e\"/>\r\n    </defs>\r\n    <g transform=\"translate(289.220208 105.627062)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#DejaVuSans-55\"/>\r\n     <use x=\"73.193359\" xlink:href=\"#DejaVuSans-2e\"/>\r\n     <use x=\"104.980469\" xlink:href=\"#DejaVuSans-53\"/>\r\n     <use x=\"168.457031\" xlink:href=\"#DejaVuSans-2e\"/>\r\n    </g>\r\n   </g>\r\n  </g>\r\n </g>\r\n <defs>\r\n  <clipPath id=\"p11af5538fb\">\r\n   <rect height=\"151.4\" width=\"279.4625\" x=\"47.019375\" y=\"11.759063\"/>\r\n  </clipPath>\r\n </defs>\r\n</svg>\r\n",
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAWAAAADQCAYAAAA53LuNAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAIABJREFUeJztnXmYVNXRh9+ahR1kFVlEEEUEWQVMBBUUxCiafAIGJAoxAkYx+hmVyJcoiYlGcY+aBEVARVwRNBoggAhKUEEEREFEQBbZYWBg9qnvj3u76Wlm6Zm+3bd7pt7n6We6z13Or7vvVJ9bp6qOqCqGYRhG/EnxW4BhGEZVxQywYRiGT5gBNgzD8AkzwIZhGD5hBtgwDMMnzAAbhmH4hBlgwzAMn4irARaRcSKyQkRyRGRa2LZLRGS9iBwTkQ9E5LR4ajMMw4g38R4B7wT+DLwQ2igijYFZwB+AhsAK4LU4azMMw4grafHsTFVnAYhID6BlyKargXWq+oa7fSKwT0Taq+r6eGo0DMOIF3E1wKXQEVgdeKGqR0Vkk9texACLyBhgDEDt2rXPbd++fTx1GoZRRVi5cuU+VW0Syz4SxQDXAfaGtWUAdcN3VNXJwGSAHj166IoVK2KvzjCMKoeIbI11H4kSBZEJ1Atrqwcc8UGLYRhGXEgUA7wO6BJ4ISK1gbZuu2EYRqUk3mFoaSJSA0gFUkWkhoikAW8D54jIYHf7vcAam4AzDKMyE+8R8O+BLOB3wC/c579X1b3AYOAvwEHgPGBYnLUZhmHElXiHoU0EJpawbQFgIQ2GYVQZEsUHbBiGUeUwA2wYhuETZoANwzB8wgywYRiGT5gBNgzD8AkzwIZhGD5hBtgwDMMnzAAbhmH4hBlgwzAMnzADbBiG4RNmgA3DMHzCDLBhGIZPmAE2DMPwCTPAhmEYPmEG2DAMwyfMABuGYfhExAXZReTnwCXAyYQZblW9ymNdhmEYlZ6IDLCITAJuBz4AdgIaS1GGYRhVgUhHwNcDw1X1zViKMQzDqEpE6gNOAb6IpRDDMIyqRqQGeDLOKsYxQ0Rai8j7InJQRHaJyNPukvWGYRiVkkgNXH3gWhEZAKwB8kI3qupvPNDyLLAHaOb29x/gZuApD85tGIaRcERqgDtw3AURvnS8VxNybYCnVTUb2CUic4GOHp3bMAwj4YjIAKtqv1gLAZ4EhonIYqAB8BPgD3Ho1zAMwxfKlYghIjVE5BwR6SgiNTzW8iHOiPcwsB1YAcwuRsMYEVkhIiv27t3rsQTDMIz4EZEBFpF0Nxb4ILAaWAscFJGHRSQ9WhEikgLMA2YBtYHGOKPgh8L3VdXJqtpDVXs0adIk2q4NwzB8I9IR8EM4URA3Ae2AM4FfA9cBD3qgoyFwKo4POEdV9wNTgcs9OLdhGEZCEukk3LXADar6fkjbJhHZCzwP3BmNCFXdJyKbgV+LyCNAHWAkzmjbMAyjUhLpCPgkYFMx7ZtwQsa84GrgMmAv8C2QD/yvR+c2DMNn9mfmsHrbIfZn5kTUXhWIdAS8GvgNcEtY+214lCGnql8Afb04l2EYicWcL3Yw/q01pKekkFdYyMODO3NV1xYltlcVIjXAdwPvu4kY/8WJ/f0x0BwnXMwwqjz7M3PYfjCLlg1q0qhO9SrTd1nsz8xh/FtryM4rJJtCAO5+aw0dmtUrtr33GY0T7j3EikjjgJeISDucEXB7QIA3gGdVdWcM9RlGUhDJSC5WRrK0vvdn5rBu52FA6dj8JF8M2/aDWaSnpHDpuoXcveRFmh/exw8nNWF7tf8jPeWsoPEFSE9JYfvBLDPA4biG9v9iqMUwkpKSRnihI7lY3WqX1vdH3+7jt69/Qb5r39JThUeHdon7LX7LBjW5dM1C7p/7NLXyHT9vi4w9nPyX8Vz6k1t566yLgvvmFRbSskHNuOrzkxIn4USkuxufG3he4iN+cg0j8QiM8EIJjOSgqJE8kpNPdl4hd7+1xpNJp5L6XrfzMHe/uTpofAHyCpS73vSm30gITK4B/HH5K0HjG9SZk80fl79CjfQU6lZPo0Z6Cg8P7lz+0e+MGRS0Og1NSaGg1WkwY4ZXbyHmlDYCXgGcglMgZwWO31eK2U+BVO+lGUZy0LJBTfIKC4u0hY7kAkYyFrfaJfUNSqqkAAVFtqWmSFxu8cNH/F/vLt5TWXv3Tj4ef3HFXTMzZpB/42jSsp0fu9Rt3zuvAUaMiO5NxIHSwtDa4ISEBZ6f7v4Nf5weS4GGkeg0qlOdhwd3LnEkV5aBjkXfHZufRIEWnrB/QaHG/Ba/uBH/zrqNi923sOWpNKpTnS6n1q/Qj0LBPROCxjdAWnYWBfdMqJD2eFPiCFhVt4a+BLap6gmVz0SkVSyEGUYycVXXFvQ+o3GxI7mAkbw7zAdc0VFo+GReSX1PGtKFO8J8wJOGVLzfSCluxP/UJb/kz+8/RXpOdrAtr3oNsif+ibpR9JWyfVu52hMNKcamnriTSAHQTFX3hLU3Avaoqi8uiB49euiKFSv86Nowyk1FoyBCj/vo233lmswLREEczsqlXs30uERC7M/MofdDi8jOO26Aa6Sn8FmbPdSaeC8p27exs24TnrpkFHM69o1qQrKg1Wmkbvv+xPZTW5H6/dZijogcEVmpqj2iOkkZRBoFIRRf97cOkF1Mu2EYYTSqU73cxi/Ul5pbUEChOpNpkcbNNqpTnYPHcuOa7FDSiL9u1xbsv2ZYUePsTkhWNPY39cEHiviAAfJr1CTtwQe8ejsxpVQDLCKB1SgUeFBEjoVsTgV6YWvFGUZMKC7ELJyyJvMiCZGLBcW5Rb788kvWbt3n7YTkiBGk4fiCV2z7nh6ntnKMbxJMwEHZI+BO7l8BzgZyQ7blAp8Dj8RAl2FUeYrzpYZT1mTe9oNZaGHRm1ct1LhEQoSP+O+66y4aNj6ZvNbDiuwX9YTkiBEcuuwyftS4Mdv/u4wWLZInlbnUYjyq2s9dDWM68JPAa/cxUFXHqurG+Eg1jKpFcdETaSlQPS3yuNna1VLJKShqgHMKlNrV4jttc/ToURYuXMje3T+UGjFSUTZs2ADAwoULvZAbNyL1AU8A6uGsVhFERFoCeaq622thhlHVKcmXWlK0RXEczS2gRnrKCRNiR3MLSjnKe/79739TWFjIzp07S40YqSjffPMNIsLs2bO5/vrrPVAcHyI1wC8CrwPPhbUPBH4OXOqlKMOAxC4wExUzZlBwzwRStm+jsOWppJbisyzJWEX6eZR0ax/vdN+pU6dSUFDAvn37gIpNSJbGunXrUFUWLVqEqiJSXM5Y4hFpPeCewJJi2pcCMQ3TMKomc77YQe+HFvGL5z+h90OLeOeLHX5L8gY3cyt12/eIajBzq7T02WgSFcpKEokHx44dY9GiRQAcOnQoJn2sWrUKgPz8fNatWxeTPmJBpCPgNKC4b6xGCe2GUWH8mrmPB6VlbqXGaOY+Frf85WHu3Lmkp6eTnZ1Nfn4+R48epXbt2p72EfABFxQUsGDBAs455xxPzx8rIh0Bf4KzBlw4twCfeSfHMMoubpPM+JW5Fc0oOlqmTp3KkSNHAKhRowa7d3s7ZVRQUMCuXbsAyM7OZtasWZ6eP5ZEOgL+P2CRiHQBAtOMFwPdgP6xEGZUXWJZO8FvClueWmzmVmHLUytlRausrCwWLFgQfJ2amsru3bs5/XTvSshs3bqV6tWrk5+fD8Bnn31GXl4e6elRL9gecyIaAavqcpwVML7DWbttMLAZ+LGqLoudPKMqkgh+y1iR+uAD5Nco+kOSX6OmMxFXCZk3b94JhtDrEfCGDRtITT3+81WtWjU++eQTT/uIFeUpyL4aZ2l6I8lIxmgCv/2WMSMkcysQBZFMmVvlZdq0aUH3A0BeXl7QXeAV69evJzv7eEWEY8eOMXfuXPr06eNpP7EgYgMcQEROAaqFtqnqifdURkKQzIseeh2qlDCMGBGccKuMbocA2dnZzJs3r0hbVlYWP/zwg6f9rF69mtzc40m6+fn5zJkzhz//+c+e9hMLInJBiMhJIjJdRLKAHTjuh9CHZ4jIMBH5WkSOisgmEbnAy/P7gV/LbsdyJYZkItGWPV+9ejXPP/+83zJizooVK8jLy+Okk04q4iLYujW6KmXhrF279oS2devWFRl5JyqRjoAfAboAPwNmATcALXCWpf+tV2LcVZcfwknu+BRo5tW5/cLPEWgsV2JIFir6+cfSbfPII4+wceNGbrzxRk/Pm2j07t2btWvXsnTpUsaOHctPf/pTqlWr5rlroFevXtSsWZO1a9dy+PBhbr/9dk455RSqV0/8azzSesDbgeGqulREDgPdVfVbERkO3KCqAzwRI7IMmKKqUyLZP9HrAZdUF/Xj8RfHxQD63b/fVPT9x/JHMy8vjwYNGtCkSRM2b/b05jFhmT9/PgMHDmTJkiVccEHsbmhvu+02nnrqKQoLCz3JhItHPeBI44DrA4H7hgygkfv8v8D5XggRkVScrLomIvKtiGwXkadFpGbYfmNEZIWIrNi7d2/xJ0sQvIpnregtdKWMJijHAowV+fxj7bb54IMPyM/P5+DBg56cLxn4/ntniujUU0+NaT+nnHIKADk5ieFqioRIXRCbcNZ++x74GhgmIp/ihKQd8EhLUyAdGAJcAOQBc4Df48QhA6Cqk4HJ4IyAPeo7JngRzxrtaKxSRROUcwHGinz+sXbbTJ8+ndzcXPLy8igsLCQlJdIxUPKyadMmgJiXiTzppJMAOHz4MDVq1IhpX14R6bc/DejsPv8rMBanHvAkHJ+tFwSGJX9T1R9UdR/wGHC5R+ePO9GOQL0ajcUqCyrek1vlXYCxIp9/LJNA8vLymDNnDqpKenp6lRkFL126FCDmiRH16tUDHAOcLEQ0AlbVx0OeLxKR9jjugo2qeuIUZAVQ1YOurzmhR7XlJTACXbfzMKB0bH5SxMfGejQWzUSTH5OLFUnjLe8dgNcLaIayaNGi4Ii3WrVq7N69m0aNGpVxVPITr3maSmWAQxfiFJEXgNtU9QgE435jEfs7FbhVRObiuCBuB/4Vg37iSnkXUgwQy9FYNAbUr2I5FU3jLW88cazcNqFJCSkpKezZs4cOHTp4cu5EJicnh3bt2sW8n4ABzsjIiHlfXlGaCyILZ9FNgJE4lc9izf04xX2+wfE1rwL+Eod+Y0Y0boRYTaJF69rwq1hOPNN4vXbb5OXl8e677wZfFxYWep6Sm4gEoqzikZVWqUbAwDJgtoisxFkT7ik3EeMEVPUGL8Soah5ws/uoFETrRojFaCxaTb4Vy0niNN6FCxcWSUbIzc1lz549PiqKD/v37wegc+fOZewZPZXNAF8H3AmcgeOXbQQkT3xHguCFsfI6JTdaTbH0k5ZF7tChVEvCNN5p06YVMQw5OTns3LnTR0XxYds2xz8f6xA0qGQG2F3n7S4AEdmMk4ixP17CKgt+GqtYavIjvO3AgQOcccYZbN68ORhylAzk5uYWcT8ECMTHVmYC77FVq1Yx7ys0DC1ZiDQKok14m4ikuy4DowwSMRbXC03xLpYzadIkDh48SFpauWtI+UpgpFutWjVyc3OpV68eWVlZbN++3WdlsSeeI+BA6nEy3VlEdCWLyG+AHar6lvt6CjBSRDYBV6nqhhhqrBQkYmWvRNRUEocOHeLJJ58EoGbN5CrM3rp1azIzM1m/fj0dOnRg+PDhnHPOObRpc8K4ptIRWJ+tSZMmcetzy5YtcesrWiIdSvwGpwAPInIhcA1wLU5h9keBQTFRZ/hKItURfvTRRyksLKR69epJmT0mIsFb4yuvvJIrrrjCZ0XxIZCEEc/vLDDqTgYiNcAtgC3u8yuBN1T1dRFZi7MyslHJSKQ6whkZGTz++OPk5OQEJ1qSkUAZxnj4QxOFdevWFYn+iAde1xuOJZH+LB0GAvcQAzi+Llwe8YkPNuJIotURfuKJJyh0ozaSzf0QSuDWuCoZYIDu3bvHtb9kCu+L1ADPB55zfb9nAP922zvicUF2w6UcVb+8JpFWJT5y5AiPPPIIWVlO38lsgD/7zFlAPJkiOKIhsEjmhRdeGLc+4+lr9oJIDfAtwMdAY2CIqgYqoHUHZsZCWJXGrfqVuu17RDVY9SuWRji0sE4irUr81FNPUVBQEHxdp06dUvZObD766CO/JcSVgCsgHmnIAZo1S641HCINQzsM3FpM+32eKzJKrfqVGoOsr+L8vYkQu3z06FEeeuih4OgXktsA79q1i8aNG/stI27EMwQtQKtWrVizZk3c+ouW0orxNAyMdEWkYWknCRkRGx5QkapfFaWkwjofj7+Yj8df7GsUxDPPPFNk9Ask9SQcOMv0VBUCBjiePu/TTjstbn15QWkj4L0i0kxV9wD7KL5MpLjtyZQVmvBUtOpXRSitLkQsaghHyrFjx3jggQc4duxYkfZk9Z9mZmYCcN555/msJH4Eoj7iOQIOuCBycnKSYk240gzwxRxf7eJiKlmd3kQm9cEHiqz8AE7Vr7QYVP1KJH9vKBs2bCArK4t69eqRmZkZjIKoX7++r7oqSiAlt3Xr1v4KiSMrV64E4nvXMmLECFq2bEm1atXi1mc0lDgJp6ofqmq++3yx+7rYR/zkVhFGjCDt+ecoOLUVKkLBqa1Ie/65mFT9StR147p168bhw4cZP348hYWFnH766aSkpNC0aVNfdVWUgAFOtlvkaPj444/j3mfr1q0ZOXKkJ4tyxoNIU5GDxdnD2hsBe1TVXBBeM2IEqSNGsHHjRqZMmcJfY1hyMRFrVYCT2//ll18C8NVXX5Gfnx/zZW1iRVVMwtixYwcNGjTwW0ZCE2kYWkk/J9Vx1oYzYsTGjRuZNGkSO3bsiGk/sVo3LlpmzpxJrVq1qF69OrVr106aW8tw1q9fDyRfmFS09OrVy28JCU2pI2ARucN9qsBNIpIZsjkVZ/Xi9THSZgDZ2dkUFhYyefJk/vjHP/otJ64EMpruvvtun5VEz4cfOp66eKfl+kUgdLAqRX1UhLJcEIHYXwFuBEJjgnJx6kPc5L0sI0BOTg7VqlXjmWee4d57760y/8AAixcvBuCyyy7zV4gHrFq1ym8JcSVQarMq+bwrQqkGOFAHWEQ+AK5W1aqxjnYCkZ2dTXp6Orm5ucyfP5+f/OQnfkuKG9OnTwfg3HPP9VmJN8S7JoKfxLMQezITkQ9YVfuZ8fWHgAviyJEjPPbYY37LiSvvv/8+zZo1S7oC7OEEkkn69u3rr5A4Ut4suC1btnDOOecUaZs4cSKPPPJIkbbdu3czaNAgunTpQocOHbj88su9EewTEV/ZItIOGAK0AorMhHi1KKfbz5nAWuBNVf2FV+dNVrKzs4P/wEuXLmXHjh20aOFPWch4EvgH/u1vf+uzkugJrNBw1lln+awkfnz33XcAtGzZ0tPz3nvvvQwYMIDbbrsNIKnSjosjohGwiFwBrMGpBXwDcBZwOfA/OAV6vOQZnKXpDRwfcGg67nPPPeejmvjxwQcfADBgwACflURPVbwdX7ZsGYDn2Wg//PBDEaMej9WWY0mkYWh/Av6oqj/GWRn5OqA1sABY7JUYERkGHOJ4veEqT1ZWVtAA5+TkFFsfoTLyz3/+E+CE29JkpComYezatSsm573lllv41a9+Rb9+/fjLX/6SVOu/FUekBvgs4DX3eR5QS1WzcQzz7V4IEZF67vlKvecUkTEiskJEVuzdu9eLrhOao0ePFnmdk5PD/PnzfVITH1SVZcuW0b59+6RcfiiczZudktnxrIngN0uXLi2XcSwpcy28feDAgXz33XeMHj2a9evX061bN5LZDkR6dR/h+MoXP+AUZQfHh+xVqsv9wBRVLbXkl6pOVtUeqtoj2YovV4RwA1wVJuO+/fZbAG699YQKqEnJ8uXLgeQupVleGjRoUK6kk0aNGnHwYNF5/gMHDhRbvrNhw4Zce+21vPTSS/Ts2ZMlS5ZErdcvIjXAnwB93OfvAY+KyH3AVOC/0YoQka5Af+DxaM9V2QivBgaOfzTZb71KY8GCBQD079/fZyXe4EdNhGSjTp06NGvWjIULHe/jgQMHmDt3Ln369Cmy36JFi4L/E0eOHGHTpk1J7VuPNAriDiDw8z0RqIuzIvI37rZo6YvjU/7eveWoA6SKSAdVrTrBk8WQlZVFtWrVqFGjBocPH6ZZs2aVPp70mWeeAeDMM8/0WYk3HDhwgObNm/stI+F58cUXueWWW4KRL/fddx9t27blH//4BwA33XQTK1euZNy4caSlpVFYWMiNN95Iz549AejatStffPGFb/orgqj6X2VSRGoBoTXr7sQxyL9W1RIdPD169NAVK1bEWJ2/LF++nG+++YajR49y8803s3DhQi6++GK/ZcWMwsJCUlNT6dWrF5988onfcjxBRLjmmmt47bXXyt7ZSBhEZKWq9ohlH5GGoTURkSYhrzuJyJ9FZLgXIlT1mKruCjyATCC7NONbVfjRj37E9ddfz9VXXw3A6tWrfVYUW9atWwc4o53KQEZGBgA9esT0/9hIUiL1Ab+OEwOMiDQGluDEAP9DRDyPlFfViZaEUZRAHdx33nnHZyWx5T//+Q9ApRnlB8pQVqVC7EbkRGqAOwPL3edDgG9VtSNwPTA2FsKME6levXqwQE1lJRDhUVliZqtiEoYROZEa4Jo4bgFwohUCw7DPgaoT3OgzQ4cOBai0iRj5+fns2LGDgQMH+i3FM7xOwnj77bcRkWB94fIye/Zsvvrqq3IfN23aNMaNGwfAP/7xD1588cUK9W8UJVIDvBG4WkROBS4FApkATXEy14w40K9fP+B4nn1lI1CycdSoUf4K8ZA+ffowfvx4Tj75ZE/ON3PmTPr06cOrr75aoeNLM8D5+fkRneOmm27i+uuvr1D/RlEiNcB/BB7Cqf+7XFUD09MDgapV6NRHOnXqBMDatWt9VhIb5s6dCxz/oakMdO7cmb/+9a+eZPRlZmby8ccfM2XKlKABXrx4MYMGDQruM27cOKZNmwbA7373Ozp06EDnzp258847WbZsGe+88w533XUXXbt2ZdOmTfTt25cJEyZw0UUX8eSTT/Luu+9y3nnn0a1bN/r378/u3btP0BFapey5556jZ8+edOnShcGDBxcbt26UTERxwKo6S0RaAc2B0Gn4BcBbsRBmnEjHjh0B+Oyzz4JREZWJwD91si68GWtmz57NZZddRrt27WjYsCGff/55ifseOHCAt99+m/Xr1yMiHDp0iPr163PVVVcxaNAghgwZEtz30KFDwRU7Dh48yPLlyxERnn/+eR5++GEeffTREvu5+uqrGT16NAC///3vmTJlSqXJYIwHEf8sq+puVV2lqoUhbZ+oqi1JFCdq1aoFUCnjSXNzczl8+DDXXHON31ISlpkzZzJs2DAAhg0bxsyZM0vct169etSoUYMbb7yRWbNmBa+d4vj5z38efL59+3YGDhxIp06dmDRpUjAssCS+/PJLLrjgAjp16sSMGTPK3N8oSvJXOqlitGnTJljcpTIRSLoYPtyT0PJKx/79+1m0aBE33ngjrVu3ZtKkSbz22mukpqZSWBgcE5GdnQ1AWloan376KYMHDw6OnEuidu3awee33nor48aNY+3atfzzn/8Mnq8kRo0axdNPP83atWu57777ytzfKIoZ4CQjMFqpbL629957D4CLLrrIZyWJyZtvvsn111/P1q1b2bJlC9u2baNNmzYAfPXVV+Tk5JCRkRGspZCZmUlGRgaXX345TzzxRDBFt27duhw5cqTEfjIyMoIF/wNLQpXGkSNHaNasGXl5ecyYMSPat1nlMAOcZATy3ivbrd7DDz8MOFW0jBOZOXMm//M//1OkbfDgwbzyyitcc801dO7cmREjRtCtWzfAMYyDBg2ic+fOXHTRRTz+uFPnatiwYUyaNIlu3bqxadOmE/qZOHEiQ4cO5YILLii2Elk4999/P+eddx4DBgygffv2HrzTqkVC1IKoKFWhFkQ4GzdupF27dkyZMoUbbvBsJShfOXbsGLVr12b06NFMnjzZbzmGASRQLQhXTFMRuVNE/u6mIyMivUWkTezkGeG0bdsWcMryVRYC5Rq9juxITU2la9euwceWLVs8Pb9hREtEYWgici7OMkGbgY7AJGAfMABoB1wbK4FGUQLxpG+88QYvv/yyz2q84e233wY4ofZrtNSsWbPU8oT5+flJv+KykdxEOgJ+BHhSVbvhrAkXYB7Q23NVRqn07duX3Nxcv2V4xrx580hLS4vLihHTpk1j6NChXHnllVx66aVkZmZyySWX0L17dzp16sScOXMAZ5n0s88+m9GjR9OxY0cuvfRSsrKyAGfFjv79+9OlSxe6d+8e9KVOmjSJnj170rlzZ+67776YvxejEqCqZT6Aw8Dp7vMjIc9b45SNjOg8Xj/OPfdcrYo89thjCuiuXbv8luIJBw8ejMl7SUlJ0S5dumiXLl30Zz/7maqqTp06VVu0aKH79+9XVdW8vDzNyMhQVdW9e/dq27ZttbCwUDdv3qypqam6atUqVVUdOnSovvTSS6qq2qtXL501a5aqqmZlZenRo0d13rx5Onr0aC0sLNSCggK94oor9MMPP/T8PRnxA1ihMbZhkd5/ZVH82m/tgT3R/QQY5aVLly6Ak5JcGbLG6tevH5PzluSCGDBgAA0bNgScAciECRNYsmQJKSkp7NixI5h+26ZNG7p27QrAueeey5YtWzhy5Ag7duwIRiTUqOEslTh//nzmz58fjELIzMxk48aNXHjhhTF5b0blIFIDPAe4T0SGuq9VRFrj1IewVOQ4E6gJsXr16kqzblo8CU08mDFjBnv37mXlypWkp6fTunXrYDJB9erVg/ulpqaSlZUVuCM8AVXlnnvuYexYq85qRE6kPuA7gYbAXqAW8BHwLU4ltN/HRppREoHVoGfPnu2zkuQnIyODk08+mfT0dD744INgAfWSqFevHi1btgx+9jk5ORw7doyBAwfywgsvkJnpVG3dsWMHe/bYzaFROpEW4zkM9BGRi4HuOIb7c1VdEEtxRsnUqlWLjz76yG8ZSc+IESO48sor6dGjB127do0omeCll15i7Nix3HvvvaSnp/PGG28n/6+LAAASvElEQVRw6aWX8vXXX/PjH/8YcFb5ffnllz0rQ2lUTkpMxBCRAqCZqu4RkReA21S15BxGH6iKiRgBRo0axfTp08nPzyc1NdVvOYZR6fA7ESOL40vRjwRqxFKIUT769u0LOCFRhmEkJ6W5IJYBs0VkJSDAUyKSVdyOqhp1TqyIVAeexVnyqCGOj3mCqv472nNXRkKLs5911lk+qzEMoyKUNgK+DifRoj6gQCOgSQkPL0gDtgEXAScBfwBed6MtjDA6dOgAwKeffurpeUOTId5//33OPPPM4LpmhmF4S0TFeERkM9BDVffHXlKRftcAf1TVYkPdqrIPGEBEaNWqVZkz9+WhTp06ZGZmsnDhQsaMGcP8+fOD9SfKwlJ7jcqE3z7gIKraxgfj2xSnzkTlqrvoId27d+fQIe/XRF26dCmjR4/mvffeCxrfrVu3cskll9C5c2cuueSS4Kh41KhR3HHHHfTr14/x48dz9OhRbrjhBnr27Em3bt2KpPZecMEFdO/ene7du7Ns2TLPdRtGslFaFMQdwLOqmu0+LxFVfcxTUSLpwL+BTao6NmzbGGAMQKtWrc71cvSXbOTk5CAiVKtWzbNzpqenU7duXRYvXkznzp2D7VdeeSVDhgxh5MiRvPDCC7zzzjvMnj2bUaNGsW/fPubMmUNqaioTJkygQ4cO/OIXv+DQoUP06tWLVatWISKkpKRQo0YNNm7cyPDhw6nKdy9G4hOPEXBpBjjodnCfl4Sq6umeCRJJAV4B6gE/VdW8kvat6i6IWFCrVi0uvvhi2rZty5NPPhlsb9y4MT/88APp6enk5eXRrFkz9u3bx6hRo+jXrx8jR44EoEePHmRnZwddEQcOHGDevHk0b96ccePG8cUXX5Camso333xT6Vb1MCoX8TDAJTrsVLVNcc9jiYgIMAVoClxemvE1YkNKSgqvv/46/fv354EHHmDChAnF7ud8VQ6hqb2qyltvvXVCZMbEiRNp2rQpq1evprCwMFhDwTCqMlEtSSQip4nI616JAf4OnA1cqarFhrwZsadWrVr861//YsaMGUyZMgWA888/n1dffRVw6ieUVLt34MCB/O1vfwvWTFi1ahXgpPw2a9aMlJQUXnrpJQoKCuLwTgwjsYl2yro+MNgLISJyGjAWp97wrpAR1lhVtdX+4kzDhg2ZO3cuF154IY0bN+app57ihhtuYNKkSTRp0oSpU6cWe9wf/vAHbr/9djp37oyq0rp1a/71r39x8803M3jwYN544w369etXZNRsGFWVqNaEE5EuODUhfMmFNR+wYRixImHC0AzDMAzvMQNcBuHL5EybNo1x48b5pMYwjMpEqT5gEXmnjOPreajFKAPLNDOMykVZI+D9ZTw2Ay/GUmAiM2rUKN58883g68BoefHixfTt25chQ4bQvn17RowYEYwKeP/992nfvj19+vThN7/5DYMGDQKcmg7nn38+3bp14/zzz2fDhg3AiYtIXnfddcHsMnDq2b7zTlm/k4ZhJCKlDqdU9ZfxEpKoZGVlBdcFAyex4KqrrirzuFWrVrFu3TqaN29O7969+fjjj+nRowdjx45lyZIltGnThuHDhwf3b9++PUuWLCEtLY0FCxYwYcIE3nrLKYHx3//+lzVr1tCwYUM+/PBDHn/8cX7605+SkZHBsmXLmD59uvdv3DCMmGP3s2UQvrDjtGnTIkqh7dWrFy1btgSga9eubNmyhTp16nD66afTpo2T1zJ8+HAmT54MOHGyI0eOZOPGjYgIeXnHc1BCF5G86KKLuOWWW9izZw+zZs1i8ODB5pYwjCTFJuGiIC0tjcLCQsDJAMvNzQ1uC1/QMT8/v8QFHcGJn+3Xrx9ffvkl7777bnBhSOCEmNnrrruOGTNmMHXqVH75yyp/k2IYSYsZ4Cho3bo1K1euBGDOnDlFRq3F0b59e7777ju2bNkCwGuvvRbclpGRQYsWLQBnlF0ao0aN4oknngCgY8eOFVRvGIbfmAGOgtGjR/Phhx/Sq1cvPvnkkzKzu2rWrMmzzz7LZZddRp8+fWjatCknnXQSAHfffTf33HMPvXv3LjNNt2nTppx99tk2+jWMJCeqTDi/ScZMuMzMTOrUqYOqcsstt3DmmWfyv//7v+U6x7Fjx+jUqROff/550IAbhuEtlglXCXnuuefo2rUrHTt2JCMjg7Fjx5Z9UAgLFiygffv23HrrrWZ8DSPJsRGwYRhGMdgI2DAMoxJjBtgwDMMnzAAbhmH4hBlgwzAMnzADbBiG4RNmgA3DMHzCDLBhGIZPmAE2DMPwCTPAhmEYPpFQBlhEGorI2yJyVES2isi1fmsyDMOIFYlWyfsZIBdoCnQF3hOR1aq6zl9ZhmEY3pMwI2ARqQ0MBv6gqpmq+hHwDnCdv8oMwzBiQyKNgNsBBar6TUjbauCi0J1EZAwwxn2ZIyJfxkmf1zQG9vktogIkq24w7X6QrLoBzop1B4lkgOsAGWFtGUDd0AZVnQxMBhCRFbGuVhQrklV7suoG0+4HyaobHO2x7iNhXBBAJlAvrK0ecMQHLYZhGDEnkQzwN0CaiJwZ0tYFsAk4wzAqJQljgFX1KDAL+JOI1BaR3sBPgZdKOWxyXMTFhmTVnqy6wbT7QbLqhjhoT6gVMUSkIfACMADYD/xOVV/xV5VhGEZsSCgDbBiGUZVIGBeEYRhGVcMMsGEYhk8kpQH2s2aEiIwTkRUikiMi08K2XSIi60XkmIh8ICKnhWyrLiIviMhhEdklInd4dWw5tFcXkSnuZ3ZERFaJyE+SQb+IvCwiP7jn+EZEbkwG3SHnOlNEskXk5ZC2a93v4qiIzHbnQALbSr3Gozm2HJoXu5oz3ceGZNHunmuYiHztnmuTiFzgtifO9aKqSfcAZgKv4SRv9MFJ2OgYp76vBn4G/B2YFtLe2NUxFKgBTAKWh2x/EFgKNADOBnYBl0V7bDm11wYmAq1xfnwH4cRZt050/UBHoLr7vL17jnMTXXfIuea753o55P0cAS50r+NXgFcjucajObacmhcDN5bwXSS69gHAVuBHONd6C/eRUNdL3IymVw8cI5ILtAtpewn4a5x1/JmiBngMsCxMZxbQ3n29A7g0ZPv9gQsvmmM9eB9rcGpwJI1+nBTRH4BrkkE3MAx4HefHL2CAHwBeCdmnrXtd1y3rGo/m2HLqXkzxBjgZtC8DflVMe0JdL8nogiipZkRHn/QE6OjqAIJxzZuAjiLSAGgeup2imqM5tsKISFOcz3NdMugXkWdF5BiwHscAv5/oukWkHvAn4Ldhm8L73oRrfCj7Go/m2PLyoIjsE5GPRaRvMmgXkVSgB9BERL4Vke0i8rSI1Cymf1+vl2Q0wBHVjPCB0nTVCXkdvi3aYyuEiKQDM4Dpqro+GfSr6s3ucRfgJO3kJIHu+4EpqrotrL2svku7xqM5tjyMB07HuXWfDLwrIm2TQHtTIB0YgnOtdAW6Ab+PoH+I4/WSjAY4UWtGlKYrM+R1+LZojy03IpKCc2uXC4zzQEPc9KtqgTqlSlsCv05k3SLSFegPPF7M5rL6Lu0aj+bYiFHVT1T1iKrmqOp04GPg8iTQnuX+/Zuq/qCq+4DHItQOcbxektEAJ2rNiHWuDiBY37gtsE5VD+LcMncJ2T9UczTHlgsREWAKzihhsKrmJZP+ENICfSSw7r44E5zfi8gu4E5gsIh8XkzfpwPVca7vsq7xaI6NBgUk0bW73912V284iXW9lNe5nQgP4FWc2dLaQG/iGwWRhjMD+iDOKLKG29bE1THYbXuIojOkfwU+xJkhbe9+WYHZ1QofWwH9/wCWA3XC2hNWP3AyzkRWHSAVGAgcxakVksi6awGnhDweAd50++0IHMa5Ra4NvEzRaIASr/Foji2H9vru5xy4vke4n/lZia7dPc+fgM/ca6cBTnTC/Yl2vfhuTCtoRBoCs90L4nvg2jj2PRHnlzX0MdHd1h9ngigLZwa5dchx1XHqXBwGdgN3hJ23wseWQ/tprt5snFumwGNEIut3L/wPgUPuOdYCo73oOx6fe9i183LI62vd6/coMAdoGOk1Hs2x5fjMP8O5hT6E86M9IBm0u+dJB551te8CngJqJNr1YrUgDMMwfCIZfcCGYRiVAjPAhmEYPmEG2DAMwyfMABuGYfiEGWDDMAyfMANsGIbhE2aADaMURKS1iKiI9IjR+dPFqW98YSzOXw4dnURkh5vdZcQJM8CVBBFpKiKPi8hGt4j2HhFZJiK3ikidkP22uAZF3f22uQWwryzmnBryOCJOIfqr4/vOfGcb0Az4AkBE+rqfR2OPzj8G2KGqS9zzl2jwxSmQ/nTI6y4iMsct/p0tIt+LyFthRcJDv8NjIvKdiLwiIn1Cz62qa3GSLSpcdN4oP2aAKwEi0hr4HLgM+APQHbgYJ/X1EuCqsEP+hGNU2uGk+G4B3haRvxVz+tHuvj1xyuu9ISI/9vo9lIaIVItnf6GoU/xnl6rmx6iLW3Fqc5QLEWkCLMTJZLwCJ/X1OpzyiOEFYwLf4dnAr3CKMC0RkbvC9psK/FpE0sqrx6gg0aRW2iMxHsC/cUZqtUvYLiHPtwB3FrPPGJw05X4hbQoMCXmdjpMi+mAJ/bR2j7kW+Agn5Xk9IUWq3f06AO/hpLnuwcn9PyVk+zTgXzjlELcDe0p57z8CFrm6MnCMUnN322U4NQAOAgeAecDZ5dEbsk+PkOehj2mR9FWC9h5AIVC/uP6K2X8x8LT7/GdAAVCtjD6KfIch7Q8A+cAZIW3V3M+gv9/XdFV52Ag4yRFnPa2BwDPqFIg+AXX/u8pgCo7xGFzSDupUTsvHMcSl8TBO7n1X4D/AHBFp4eptBiwBvgR64eTW1wHecctkBrgI6Ixj2C4prhMR6QJ8AHyLU7jlRzgrTwRGcLWBJ9x++uIY6HeLGVGXqDeMbRz/fDrijCpvK2dfoVwAfKuqh0rZpyR24dzBDnEr3JWXR93jfxZoUNVcHFfLRRU4n1EB7FYj+TkTp0TghtBGEdmOU9EKnAIwN5V2ElUtEJFvcApwn4CIVAfuwrm9XViGpr+r6uvucbfh/ED8Gqcg9q+B1ao6PuTc1+OMGnsAn7rN2cANqppTSj93u+caE9L2dch7eivsPfwSp1BKL5wRbyR6g7if0QH35R516syWt69QTsOpmFVuVHW5iDwATAeeEZHPcEbIM1R1awTH7xeRPZz4fe/EGYUbccBGwJWXwEoAn+KUzosE4cQaqi+JSCZwDGeC5k5V/XcZ5/lv4ImqFgKf4LgdwFlI80I5vtJuJs7IEpzaqgG+LMP4grPKQYk/BiLS1p1w2iQigQpVKUCrcuiNiHL0FUpNnB+aCqGq/4dT5nIMToW4XwFfiUixdwzFyebE7zvL1WXEARsBJz/f4vwTtQ9tVNXNAOKsoVYm7jpa7Tg+Ag1wFzAXOKyqe6JW6xil93CKk4ezO+R5se6UMMq69X4XZ6HEse7ffOArHF+n11Skr304PyKhBJa0OamY/esTtiSOqu4H3sCZHL0HWIUzEVvqXYobxdEE+C5sU0OceQIjDtgIOMlx/wHnA+NCw80qwI04/+BvhrXvUtVvy2l8fxR44vone3HcNfA5jv90q3ve0Ed5l575HCfa4wREpBHOrP8DqrpAVb/GWZ+ruEFHaXrDyXX/plawr1BWAWeF+r7VWVlhH86dQuj7qQecQZirKRTXh7uJ4+uTlcZvcSYA54S1n4PzuRpxwEbAlYObcdbrWikiE3HCxfJx/om74BjoUOqKyCk4k2mnAkNxwqGeVtUPPdDza9efvNbVdhrwd3fbMzhhUa+JyEPAXhw/5DXAb8tphCcBy0VksnvebBzXy3yc6Il9wGgR2YazsOQknM+lPHrD2Ypzx3GFiLyLc8seMJqR9BXKBzjuoc64ccYujwG/E5GdOO6RRjij2n04o11EZBBOCOGrOEv5CHAlzrpn94X1U9/9vqvhuHlGAtcDd6vqt4Gd3HDGFpx4vRixwu8wDHt488DxBT6J45LIwYkP/Qy4B6gbst8WjodQ5eAYqtnAVcWcs9gQplI0tHaPGQEswzGIG4CfhO13Js5I+yCOAdsA/A03pAo3DC3CPvvgRFVk4ax+sABo5m67GCfaItv9O9D9XEZFqpdiwsJwjOEPOCPIaZH0VYr+mcCksLZUnB/ENe45tuMY2tYh+5yOs7zUeo6H4H0B3E7RsMPQkLlsYLPb54XFaLkHmOv3tVyVHrYihuEZ7ghqM9BTVVf4q6ZsEkGviHTEGQmfoaqH/dDg6qgObASGq+rHfumoapgP2DB8RFXX4UxItvFZymnAX8z4xhfzARuGz6jqiwmgIbAsvBFHzAVhGIbhE+aCMAzD8AkzwIZhGD5hBtgwDMMnzAAbhmH4hBlgwzAMn/h/qo8WC3pfeOQAAAAASUVORK5CYII=\n"
     },
     "metadata": {}
    }
   ],
   "source": [
    "sample_data.plot(kind='scatter', x=\"GDP per capita\", y='Life satisfaction', figsize=(5,3))\n",
    "plt.axis([0, 60000, 0, 10])\n",
    "position_text = {\n",
    "    \"Hungary\": (5000, 1),\n",
    "    \"Korea\": (18000, 1.7),\n",
    "    \"France\": (29000, 2.4),\n",
    "    \"Australia\": (40000, 3.0),\n",
    "    \"United States\": (52000, 3.8),\n",
    "}\n",
    "for country, pos_text in position_text.items():\n",
    "    pos_data_x, pos_data_y = sample_data.loc[country]\n",
    "    country = \"U.S.\" if country == \"United States\" else country\n",
    "    plt.annotate(country, xy=(pos_data_x, pos_data_y), xytext=pos_text,\n",
    "            arrowprops=dict(facecolor='black', width=0.5, shrink=0.1, headwidth=5))\n",
    "    plt.plot(pos_data_x, pos_data_y, \"ro\")\n",
    "plt.xlabel(\"GDP per capita (USD)\")\n",
    "save_fig('money_happy_scatterplot')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "sample_data.to_csv(os.path.join(\"datasets\", \"lifesat\", \"lifesat.csv\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": "               GDP per capita  Life satisfaction\nCountry                                         \nHungary             12239.894                4.9\nKorea               27195.197                5.8\nFrance              37675.006                6.5\nAustralia           50961.865                7.3\nUnited States       55805.204                7.2",
      "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      <th>Hungary</th>\n      <td>12239.894</td>\n      <td>4.9</td>\n    </tr>\n    <tr>\n      <th>Korea</th>\n      <td>27195.197</td>\n      <td>5.8</td>\n    </tr>\n    <tr>\n      <th>France</th>\n      <td>37675.006</td>\n      <td>6.5</td>\n    </tr>\n    <tr>\n      <th>Australia</th>\n      <td>50961.865</td>\n      <td>7.3</td>\n    </tr>\n    <tr>\n      <th>United States</th>\n      <td>55805.204</td>\n      <td>7.2</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {},
     "execution_count": 37
    }
   ],
   "source": [
    "sample_data.loc[list(position_text.keys())]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": "Saving figure tweaking_model_params_plot\n"
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 360x216 with 1 Axes>",
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\r\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\r\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\r\n<!-- Created with matplotlib (http://matplotlib.org/) -->\r\n<svg height=\"206.522187pt\" version=\"1.1\" viewBox=\"0 0 352.769375 206.522187\" width=\"352.769375pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\r\n <defs>\r\n  <style type=\"text/css\">\r\n*{stroke-linecap:butt;stroke-linejoin:round;}\r\n  </style>\r\n </defs>\r\n <g id=\"figure_1\">\r\n  <g id=\"patch_1\">\r\n   <path d=\"M 0 206.522187 \r\nL 352.769375 206.522187 \r\nL 352.769375 0 \r\nL 0 0 \r\nz\r\n\" style=\"fill:none;\"/>\r\n  </g>\r\n  <g id=\"axes_1\">\r\n   <g id=\"patch_2\">\r\n    <path d=\"M 47.019375 163.159062 \r\nL 326.481875 163.159062 \r\nL 326.481875 11.759063 \r\nL 47.019375 11.759063 \r\nz\r\n\" style=\"fill:#ffffff;\"/>\r\n   </g>\r\n   <g id=\"PathCollection_1\">\r\n    <defs>\r\n     <path d=\"M 0 2.236068 \r\nC 0.593012 2.236068 1.161816 2.000462 1.581139 1.581139 \r\nC 2.000462 1.161816 2.236068 0.593012 2.236068 0 \r\nC 2.236068 -0.593012 2.000462 -1.161816 1.581139 -1.581139 \r\nC 1.161816 -2.000462 0.593012 -2.236068 0 -2.236068 \r\nC -0.593012 -2.236068 -1.161816 -2.000462 -1.581139 -1.581139 \r\nC -2.000462 -1.161816 -2.236068 -0.593012 -2.236068 0 \r\nC -2.236068 0.593012 -2.000462 1.161816 -1.581139 1.581139 \r\nC -1.161816 2.000462 -0.593012 2.236068 0 2.236068 \r\nz\r\n\" id=\"m7549f7e3c6\" style=\"stroke:#1f77b4;\"/>\r\n    </defs>\r\n    <g clip-path=\"url(#pba8009bdaf)\">\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"89.194523\" xlink:href=\"#m7549f7e3c6\" y=\"72.319063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"90.975901\" xlink:href=\"#m7549f7e3c6\" y=\"78.375063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"104.029231\" xlink:href=\"#m7549f7e3c6\" y=\"88.973062\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"105.218996\" xlink:href=\"#m7549f7e3c6\" y=\"75.347063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"121.504217\" xlink:href=\"#m7549f7e3c6\" y=\"70.805063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"127.542223\" xlink:href=\"#m7549f7e3c6\" y=\"78.375063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"131.15756\" xlink:href=\"#m7549f7e3c6\" y=\"90.487063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"136.082173\" xlink:href=\"#m7549f7e3c6\" y=\"85.945063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"143.585229\" xlink:href=\"#m7549f7e3c6\" y=\"76.861063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"167.489702\" xlink:href=\"#m7549f7e3c6\" y=\"64.749063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"173.686671\" xlink:href=\"#m7549f7e3c6\" y=\"75.347063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"186.129198\" xlink:href=\"#m7549f7e3c6\" y=\"72.319063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"198.327569\" xlink:href=\"#m7549f7e3c6\" y=\"73.833062\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"211.638326\" xlink:href=\"#m7549f7e3c6\" y=\"51.123063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"219.563673\" xlink:href=\"#m7549f7e3c6\" y=\"52.637063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"222.498564\" xlink:href=\"#m7549f7e3c6\" y=\"64.749063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"233.824369\" xlink:href=\"#m7549f7e3c6\" y=\"58.693063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"237.969166\" xlink:href=\"#m7549f7e3c6\" y=\"57.179063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"242.521969\" xlink:href=\"#m7549f7e3c6\" y=\"51.123063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"248.847011\" xlink:href=\"#m7549f7e3c6\" y=\"52.637063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"250.109967\" xlink:href=\"#m7549f7e3c6\" y=\"52.637063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"250.673159\" xlink:href=\"#m7549f7e3c6\" y=\"58.693063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"250.890473\" xlink:href=\"#m7549f7e3c6\" y=\"60.207063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"279.281898\" xlink:href=\"#m7549f7e3c6\" y=\"54.151063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"283.88519\" xlink:href=\"#m7549f7e3c6\" y=\"49.609063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"284.384878\" xlink:href=\"#m7549f7e3c6\" y=\"52.637063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"286.196163\" xlink:href=\"#m7549f7e3c6\" y=\"57.179063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"289.751956\" xlink:href=\"#m7549f7e3c6\" y=\"49.609063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"306.943739\" xlink:href=\"#m7549f7e3c6\" y=\"54.151063\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"matplotlib.axis_1\">\r\n    <g id=\"xtick_1\">\r\n     <g id=\"line2d_1\">\r\n      <defs>\r\n       <path d=\"M 0 0 \r\nL 0 3.5 \r\n\" id=\"m2c1c77f491\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n      </defs>\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"47.019375\" xlink:href=\"#m2c1c77f491\" y=\"163.159062\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_1\">\r\n      <!-- 0 -->\r\n      <defs>\r\n       <path d=\"M 31.78125 66.40625 \r\nQ 24.171875 66.40625 20.328125 58.90625 \r\nQ 16.5 51.421875 16.5 36.375 \r\nQ 16.5 21.390625 20.328125 13.890625 \r\nQ 24.171875 6.390625 31.78125 6.390625 \r\nQ 39.453125 6.390625 43.28125 13.890625 \r\nQ 47.125 21.390625 47.125 36.375 \r\nQ 47.125 51.421875 43.28125 58.90625 \r\nQ 39.453125 66.40625 31.78125 66.40625 \r\nz\r\nM 31.78125 74.21875 \r\nQ 44.046875 74.21875 50.515625 64.515625 \r\nQ 56.984375 54.828125 56.984375 36.375 \r\nQ 56.984375 17.96875 50.515625 8.265625 \r\nQ 44.046875 -1.421875 31.78125 -1.421875 \r\nQ 19.53125 -1.421875 13.0625 8.265625 \r\nQ 6.59375 17.96875 6.59375 36.375 \r\nQ 6.59375 54.828125 13.0625 64.515625 \r\nQ 19.53125 74.21875 31.78125 74.21875 \r\nz\r\n\" id=\"DejaVuSans-30\"/>\r\n      </defs>\r\n      <g transform=\"translate(43.201875 179.277187)scale(0.12 -0.12)\">\r\n       <use xlink:href=\"#DejaVuSans-30\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_2\">\r\n     <g id=\"line2d_2\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"93.596458\" xlink:href=\"#m2c1c77f491\" y=\"163.159062\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_2\">\r\n      <!-- 10000 -->\r\n      <defs>\r\n       <path d=\"M 12.40625 8.296875 \r\nL 28.515625 8.296875 \r\nL 28.515625 63.921875 \r\nL 10.984375 60.40625 \r\nL 10.984375 69.390625 \r\nL 28.421875 72.90625 \r\nL 38.28125 72.90625 \r\nL 38.28125 8.296875 \r\nL 54.390625 8.296875 \r\nL 54.390625 0 \r\nL 12.40625 0 \r\nz\r\n\" id=\"DejaVuSans-31\"/>\r\n      </defs>\r\n      <g transform=\"translate(74.508958 179.277187)scale(0.12 -0.12)\">\r\n       <use xlink:href=\"#DejaVuSans-31\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"254.492188\" xlink:href=\"#DejaVuSans-30\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_3\">\r\n     <g id=\"line2d_3\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"140.173542\" xlink:href=\"#m2c1c77f491\" y=\"163.159062\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_3\">\r\n      <!-- 20000 -->\r\n      <defs>\r\n       <path d=\"M 19.1875 8.296875 \r\nL 53.609375 8.296875 \r\nL 53.609375 0 \r\nL 7.328125 0 \r\nL 7.328125 8.296875 \r\nQ 12.9375 14.109375 22.625 23.890625 \r\nQ 32.328125 33.6875 34.8125 36.53125 \r\nQ 39.546875 41.84375 41.421875 45.53125 \r\nQ 43.3125 49.21875 43.3125 52.78125 \r\nQ 43.3125 58.59375 39.234375 62.25 \r\nQ 35.15625 65.921875 28.609375 65.921875 \r\nQ 23.96875 65.921875 18.8125 64.3125 \r\nQ 13.671875 62.703125 7.8125 59.421875 \r\nL 7.8125 69.390625 \r\nQ 13.765625 71.78125 18.9375 73 \r\nQ 24.125 74.21875 28.421875 74.21875 \r\nQ 39.75 74.21875 46.484375 68.546875 \r\nQ 53.21875 62.890625 53.21875 53.421875 \r\nQ 53.21875 48.921875 51.53125 44.890625 \r\nQ 49.859375 40.875 45.40625 35.40625 \r\nQ 44.1875 33.984375 37.640625 27.21875 \r\nQ 31.109375 20.453125 19.1875 8.296875 \r\nz\r\n\" id=\"DejaVuSans-32\"/>\r\n      </defs>\r\n      <g transform=\"translate(121.086042 179.277187)scale(0.12 -0.12)\">\r\n       <use xlink:href=\"#DejaVuSans-32\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"254.492188\" xlink:href=\"#DejaVuSans-30\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_4\">\r\n     <g id=\"line2d_4\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"186.750625\" xlink:href=\"#m2c1c77f491\" y=\"163.159062\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_4\">\r\n      <!-- 30000 -->\r\n      <defs>\r\n       <path d=\"M 40.578125 39.3125 \r\nQ 47.65625 37.796875 51.625 33 \r\nQ 55.609375 28.21875 55.609375 21.1875 \r\nQ 55.609375 10.40625 48.1875 4.484375 \r\nQ 40.765625 -1.421875 27.09375 -1.421875 \r\nQ 22.515625 -1.421875 17.65625 -0.515625 \r\nQ 12.796875 0.390625 7.625 2.203125 \r\nL 7.625 11.71875 \r\nQ 11.71875 9.328125 16.59375 8.109375 \r\nQ 21.484375 6.890625 26.8125 6.890625 \r\nQ 36.078125 6.890625 40.9375 10.546875 \r\nQ 45.796875 14.203125 45.796875 21.1875 \r\nQ 45.796875 27.640625 41.28125 31.265625 \r\nQ 36.765625 34.90625 28.71875 34.90625 \r\nL 20.21875 34.90625 \r\nL 20.21875 43.015625 \r\nL 29.109375 43.015625 \r\nQ 36.375 43.015625 40.234375 45.921875 \r\nQ 44.09375 48.828125 44.09375 54.296875 \r\nQ 44.09375 59.90625 40.109375 62.90625 \r\nQ 36.140625 65.921875 28.71875 65.921875 \r\nQ 24.65625 65.921875 20.015625 65.03125 \r\nQ 15.375 64.15625 9.8125 62.3125 \r\nL 9.8125 71.09375 \r\nQ 15.4375 72.65625 20.34375 73.4375 \r\nQ 25.25 74.21875 29.59375 74.21875 \r\nQ 40.828125 74.21875 47.359375 69.109375 \r\nQ 53.90625 64.015625 53.90625 55.328125 \r\nQ 53.90625 49.265625 50.4375 45.09375 \r\nQ 46.96875 40.921875 40.578125 39.3125 \r\nz\r\n\" id=\"DejaVuSans-33\"/>\r\n      </defs>\r\n      <g transform=\"translate(167.663125 179.277187)scale(0.12 -0.12)\">\r\n       <use xlink:href=\"#DejaVuSans-33\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"254.492188\" xlink:href=\"#DejaVuSans-30\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_5\">\r\n     <g id=\"line2d_5\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"233.327708\" xlink:href=\"#m2c1c77f491\" y=\"163.159062\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_5\">\r\n      <!-- 40000 -->\r\n      <defs>\r\n       <path d=\"M 37.796875 64.3125 \r\nL 12.890625 25.390625 \r\nL 37.796875 25.390625 \r\nz\r\nM 35.203125 72.90625 \r\nL 47.609375 72.90625 \r\nL 47.609375 25.390625 \r\nL 58.015625 25.390625 \r\nL 58.015625 17.1875 \r\nL 47.609375 17.1875 \r\nL 47.609375 0 \r\nL 37.796875 0 \r\nL 37.796875 17.1875 \r\nL 4.890625 17.1875 \r\nL 4.890625 26.703125 \r\nz\r\n\" id=\"DejaVuSans-34\"/>\r\n      </defs>\r\n      <g transform=\"translate(214.240208 179.277187)scale(0.12 -0.12)\">\r\n       <use xlink:href=\"#DejaVuSans-34\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"254.492188\" xlink:href=\"#DejaVuSans-30\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_6\">\r\n     <g id=\"line2d_6\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"279.904792\" xlink:href=\"#m2c1c77f491\" y=\"163.159062\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_6\">\r\n      <!-- 50000 -->\r\n      <defs>\r\n       <path d=\"M 10.796875 72.90625 \r\nL 49.515625 72.90625 \r\nL 49.515625 64.59375 \r\nL 19.828125 64.59375 \r\nL 19.828125 46.734375 \r\nQ 21.96875 47.46875 24.109375 47.828125 \r\nQ 26.265625 48.1875 28.421875 48.1875 \r\nQ 40.625 48.1875 47.75 41.5 \r\nQ 54.890625 34.8125 54.890625 23.390625 \r\nQ 54.890625 11.625 47.5625 5.09375 \r\nQ 40.234375 -1.421875 26.90625 -1.421875 \r\nQ 22.3125 -1.421875 17.546875 -0.640625 \r\nQ 12.796875 0.140625 7.71875 1.703125 \r\nL 7.71875 11.625 \r\nQ 12.109375 9.234375 16.796875 8.0625 \r\nQ 21.484375 6.890625 26.703125 6.890625 \r\nQ 35.15625 6.890625 40.078125 11.328125 \r\nQ 45.015625 15.765625 45.015625 23.390625 \r\nQ 45.015625 31 40.078125 35.4375 \r\nQ 35.15625 39.890625 26.703125 39.890625 \r\nQ 22.75 39.890625 18.8125 39.015625 \r\nQ 14.890625 38.140625 10.796875 36.28125 \r\nz\r\n\" id=\"DejaVuSans-35\"/>\r\n      </defs>\r\n      <g transform=\"translate(260.817292 179.277187)scale(0.12 -0.12)\">\r\n       <use xlink:href=\"#DejaVuSans-35\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"254.492188\" xlink:href=\"#DejaVuSans-30\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_7\">\r\n     <g id=\"line2d_7\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"326.481875\" xlink:href=\"#m2c1c77f491\" y=\"163.159062\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_7\">\r\n      <!-- 60000 -->\r\n      <defs>\r\n       <path d=\"M 33.015625 40.375 \r\nQ 26.375 40.375 22.484375 35.828125 \r\nQ 18.609375 31.296875 18.609375 23.390625 \r\nQ 18.609375 15.53125 22.484375 10.953125 \r\nQ 26.375 6.390625 33.015625 6.390625 \r\nQ 39.65625 6.390625 43.53125 10.953125 \r\nQ 47.40625 15.53125 47.40625 23.390625 \r\nQ 47.40625 31.296875 43.53125 35.828125 \r\nQ 39.65625 40.375 33.015625 40.375 \r\nz\r\nM 52.59375 71.296875 \r\nL 52.59375 62.3125 \r\nQ 48.875 64.0625 45.09375 64.984375 \r\nQ 41.3125 65.921875 37.59375 65.921875 \r\nQ 27.828125 65.921875 22.671875 59.328125 \r\nQ 17.53125 52.734375 16.796875 39.40625 \r\nQ 19.671875 43.65625 24.015625 45.921875 \r\nQ 28.375 48.1875 33.59375 48.1875 \r\nQ 44.578125 48.1875 50.953125 41.515625 \r\nQ 57.328125 34.859375 57.328125 23.390625 \r\nQ 57.328125 12.15625 50.6875 5.359375 \r\nQ 44.046875 -1.421875 33.015625 -1.421875 \r\nQ 20.359375 -1.421875 13.671875 8.265625 \r\nQ 6.984375 17.96875 6.984375 36.375 \r\nQ 6.984375 53.65625 15.1875 63.9375 \r\nQ 23.390625 74.21875 37.203125 74.21875 \r\nQ 40.921875 74.21875 44.703125 73.484375 \r\nQ 48.484375 72.75 52.59375 71.296875 \r\nz\r\n\" id=\"DejaVuSans-36\"/>\r\n      </defs>\r\n      <g transform=\"translate(307.394375 179.277187)scale(0.12 -0.12)\">\r\n       <use xlink:href=\"#DejaVuSans-36\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"254.492188\" xlink:href=\"#DejaVuSans-30\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"text_8\">\r\n     <!-- GDP per capita (USD) -->\r\n     <defs>\r\n      <path d=\"M 59.515625 10.40625 \r\nL 59.515625 29.984375 \r\nL 43.40625 29.984375 \r\nL 43.40625 38.09375 \r\nL 69.28125 38.09375 \r\nL 69.28125 6.78125 \r\nQ 63.578125 2.734375 56.6875 0.65625 \r\nQ 49.8125 -1.421875 42 -1.421875 \r\nQ 24.90625 -1.421875 15.25 8.5625 \r\nQ 5.609375 18.5625 5.609375 36.375 \r\nQ 5.609375 54.25 15.25 64.234375 \r\nQ 24.90625 74.21875 42 74.21875 \r\nQ 49.125 74.21875 55.546875 72.453125 \r\nQ 61.96875 70.703125 67.390625 67.28125 \r\nL 67.390625 56.78125 \r\nQ 61.921875 61.421875 55.765625 63.765625 \r\nQ 49.609375 66.109375 42.828125 66.109375 \r\nQ 29.4375 66.109375 22.71875 58.640625 \r\nQ 16.015625 51.171875 16.015625 36.375 \r\nQ 16.015625 21.625 22.71875 14.15625 \r\nQ 29.4375 6.6875 42.828125 6.6875 \r\nQ 48.046875 6.6875 52.140625 7.59375 \r\nQ 56.25 8.5 59.515625 10.40625 \r\nz\r\n\" id=\"DejaVuSans-47\"/>\r\n      <path d=\"M 19.671875 64.796875 \r\nL 19.671875 8.109375 \r\nL 31.59375 8.109375 \r\nQ 46.6875 8.109375 53.6875 14.9375 \r\nQ 60.6875 21.78125 60.6875 36.53125 \r\nQ 60.6875 51.171875 53.6875 57.984375 \r\nQ 46.6875 64.796875 31.59375 64.796875 \r\nz\r\nM 9.8125 72.90625 \r\nL 30.078125 72.90625 \r\nQ 51.265625 72.90625 61.171875 64.09375 \r\nQ 71.09375 55.28125 71.09375 36.53125 \r\nQ 71.09375 17.671875 61.125 8.828125 \r\nQ 51.171875 0 30.078125 0 \r\nL 9.8125 0 \r\nz\r\n\" id=\"DejaVuSans-44\"/>\r\n      <path d=\"M 19.671875 64.796875 \r\nL 19.671875 37.40625 \r\nL 32.078125 37.40625 \r\nQ 38.96875 37.40625 42.71875 40.96875 \r\nQ 46.484375 44.53125 46.484375 51.125 \r\nQ 46.484375 57.671875 42.71875 61.234375 \r\nQ 38.96875 64.796875 32.078125 64.796875 \r\nz\r\nM 9.8125 72.90625 \r\nL 32.078125 72.90625 \r\nQ 44.34375 72.90625 50.609375 67.359375 \r\nQ 56.890625 61.8125 56.890625 51.125 \r\nQ 56.890625 40.328125 50.609375 34.8125 \r\nQ 44.34375 29.296875 32.078125 29.296875 \r\nL 19.671875 29.296875 \r\nL 19.671875 0 \r\nL 9.8125 0 \r\nz\r\n\" id=\"DejaVuSans-50\"/>\r\n      <path id=\"DejaVuSans-20\"/>\r\n      <path d=\"M 18.109375 8.203125 \r\nL 18.109375 -20.796875 \r\nL 9.078125 -20.796875 \r\nL 9.078125 54.6875 \r\nL 18.109375 54.6875 \r\nL 18.109375 46.390625 \r\nQ 20.953125 51.265625 25.265625 53.625 \r\nQ 29.59375 56 35.59375 56 \r\nQ 45.5625 56 51.78125 48.09375 \r\nQ 58.015625 40.1875 58.015625 27.296875 \r\nQ 58.015625 14.40625 51.78125 6.484375 \r\nQ 45.5625 -1.421875 35.59375 -1.421875 \r\nQ 29.59375 -1.421875 25.265625 0.953125 \r\nQ 20.953125 3.328125 18.109375 8.203125 \r\nz\r\nM 48.6875 27.296875 \r\nQ 48.6875 37.203125 44.609375 42.84375 \r\nQ 40.53125 48.484375 33.40625 48.484375 \r\nQ 26.265625 48.484375 22.1875 42.84375 \r\nQ 18.109375 37.203125 18.109375 27.296875 \r\nQ 18.109375 17.390625 22.1875 11.75 \r\nQ 26.265625 6.109375 33.40625 6.109375 \r\nQ 40.53125 6.109375 44.609375 11.75 \r\nQ 48.6875 17.390625 48.6875 27.296875 \r\nz\r\n\" id=\"DejaVuSans-70\"/>\r\n      <path d=\"M 56.203125 29.59375 \r\nL 56.203125 25.203125 \r\nL 14.890625 25.203125 \r\nQ 15.484375 15.921875 20.484375 11.0625 \r\nQ 25.484375 6.203125 34.421875 6.203125 \r\nQ 39.59375 6.203125 44.453125 7.46875 \r\nQ 49.3125 8.734375 54.109375 11.28125 \r\nL 54.109375 2.78125 \r\nQ 49.265625 0.734375 44.1875 -0.34375 \r\nQ 39.109375 -1.421875 33.890625 -1.421875 \r\nQ 20.796875 -1.421875 13.15625 6.1875 \r\nQ 5.515625 13.8125 5.515625 26.8125 \r\nQ 5.515625 40.234375 12.765625 48.109375 \r\nQ 20.015625 56 32.328125 56 \r\nQ 43.359375 56 49.78125 48.890625 \r\nQ 56.203125 41.796875 56.203125 29.59375 \r\nz\r\nM 47.21875 32.234375 \r\nQ 47.125 39.59375 43.09375 43.984375 \r\nQ 39.0625 48.390625 32.421875 48.390625 \r\nQ 24.90625 48.390625 20.390625 44.140625 \r\nQ 15.875 39.890625 15.1875 32.171875 \r\nz\r\n\" id=\"DejaVuSans-65\"/>\r\n      <path d=\"M 41.109375 46.296875 \r\nQ 39.59375 47.171875 37.8125 47.578125 \r\nQ 36.03125 48 33.890625 48 \r\nQ 26.265625 48 22.1875 43.046875 \r\nQ 18.109375 38.09375 18.109375 28.8125 \r\nL 18.109375 0 \r\nL 9.078125 0 \r\nL 9.078125 54.6875 \r\nL 18.109375 54.6875 \r\nL 18.109375 46.1875 \r\nQ 20.953125 51.171875 25.484375 53.578125 \r\nQ 30.03125 56 36.53125 56 \r\nQ 37.453125 56 38.578125 55.875 \r\nQ 39.703125 55.765625 41.0625 55.515625 \r\nz\r\n\" id=\"DejaVuSans-72\"/>\r\n      <path d=\"M 48.78125 52.59375 \r\nL 48.78125 44.1875 \r\nQ 44.96875 46.296875 41.140625 47.34375 \r\nQ 37.3125 48.390625 33.40625 48.390625 \r\nQ 24.65625 48.390625 19.8125 42.84375 \r\nQ 14.984375 37.3125 14.984375 27.296875 \r\nQ 14.984375 17.28125 19.8125 11.734375 \r\nQ 24.65625 6.203125 33.40625 6.203125 \r\nQ 37.3125 6.203125 41.140625 7.25 \r\nQ 44.96875 8.296875 48.78125 10.40625 \r\nL 48.78125 2.09375 \r\nQ 45.015625 0.34375 40.984375 -0.53125 \r\nQ 36.96875 -1.421875 32.421875 -1.421875 \r\nQ 20.0625 -1.421875 12.78125 6.34375 \r\nQ 5.515625 14.109375 5.515625 27.296875 \r\nQ 5.515625 40.671875 12.859375 48.328125 \r\nQ 20.21875 56 33.015625 56 \r\nQ 37.15625 56 41.109375 55.140625 \r\nQ 45.0625 54.296875 48.78125 52.59375 \r\nz\r\n\" id=\"DejaVuSans-63\"/>\r\n      <path d=\"M 34.28125 27.484375 \r\nQ 23.390625 27.484375 19.1875 25 \r\nQ 14.984375 22.515625 14.984375 16.5 \r\nQ 14.984375 11.71875 18.140625 8.90625 \r\nQ 21.296875 6.109375 26.703125 6.109375 \r\nQ 34.1875 6.109375 38.703125 11.40625 \r\nQ 43.21875 16.703125 43.21875 25.484375 \r\nL 43.21875 27.484375 \r\nz\r\nM 52.203125 31.203125 \r\nL 52.203125 0 \r\nL 43.21875 0 \r\nL 43.21875 8.296875 \r\nQ 40.140625 3.328125 35.546875 0.953125 \r\nQ 30.953125 -1.421875 24.3125 -1.421875 \r\nQ 15.921875 -1.421875 10.953125 3.296875 \r\nQ 6 8.015625 6 15.921875 \r\nQ 6 25.140625 12.171875 29.828125 \r\nQ 18.359375 34.515625 30.609375 34.515625 \r\nL 43.21875 34.515625 \r\nL 43.21875 35.40625 \r\nQ 43.21875 41.609375 39.140625 45 \r\nQ 35.0625 48.390625 27.6875 48.390625 \r\nQ 23 48.390625 18.546875 47.265625 \r\nQ 14.109375 46.140625 10.015625 43.890625 \r\nL 10.015625 52.203125 \r\nQ 14.9375 54.109375 19.578125 55.046875 \r\nQ 24.21875 56 28.609375 56 \r\nQ 40.484375 56 46.34375 49.84375 \r\nQ 52.203125 43.703125 52.203125 31.203125 \r\nz\r\n\" id=\"DejaVuSans-61\"/>\r\n      <path d=\"M 9.421875 54.6875 \r\nL 18.40625 54.6875 \r\nL 18.40625 0 \r\nL 9.421875 0 \r\nz\r\nM 9.421875 75.984375 \r\nL 18.40625 75.984375 \r\nL 18.40625 64.59375 \r\nL 9.421875 64.59375 \r\nz\r\n\" id=\"DejaVuSans-69\"/>\r\n      <path d=\"M 18.3125 70.21875 \r\nL 18.3125 54.6875 \r\nL 36.8125 54.6875 \r\nL 36.8125 47.703125 \r\nL 18.3125 47.703125 \r\nL 18.3125 18.015625 \r\nQ 18.3125 11.328125 20.140625 9.421875 \r\nQ 21.96875 7.515625 27.59375 7.515625 \r\nL 36.8125 7.515625 \r\nL 36.8125 0 \r\nL 27.59375 0 \r\nQ 17.1875 0 13.234375 3.875 \r\nQ 9.28125 7.765625 9.28125 18.015625 \r\nL 9.28125 47.703125 \r\nL 2.6875 47.703125 \r\nL 2.6875 54.6875 \r\nL 9.28125 54.6875 \r\nL 9.28125 70.21875 \r\nz\r\n\" id=\"DejaVuSans-74\"/>\r\n      <path d=\"M 31 75.875 \r\nQ 24.46875 64.65625 21.28125 53.65625 \r\nQ 18.109375 42.671875 18.109375 31.390625 \r\nQ 18.109375 20.125 21.3125 9.0625 \r\nQ 24.515625 -2 31 -13.1875 \r\nL 23.1875 -13.1875 \r\nQ 15.875 -1.703125 12.234375 9.375 \r\nQ 8.59375 20.453125 8.59375 31.390625 \r\nQ 8.59375 42.28125 12.203125 53.3125 \r\nQ 15.828125 64.359375 23.1875 75.875 \r\nz\r\n\" id=\"DejaVuSans-28\"/>\r\n      <path d=\"M 8.6875 72.90625 \r\nL 18.609375 72.90625 \r\nL 18.609375 28.609375 \r\nQ 18.609375 16.890625 22.84375 11.734375 \r\nQ 27.09375 6.59375 36.625 6.59375 \r\nQ 46.09375 6.59375 50.34375 11.734375 \r\nQ 54.59375 16.890625 54.59375 28.609375 \r\nL 54.59375 72.90625 \r\nL 64.5 72.90625 \r\nL 64.5 27.390625 \r\nQ 64.5 13.140625 57.4375 5.859375 \r\nQ 50.390625 -1.421875 36.625 -1.421875 \r\nQ 22.796875 -1.421875 15.734375 5.859375 \r\nQ 8.6875 13.140625 8.6875 27.390625 \r\nz\r\n\" id=\"DejaVuSans-55\"/>\r\n      <path d=\"M 53.515625 70.515625 \r\nL 53.515625 60.890625 \r\nQ 47.90625 63.578125 42.921875 64.890625 \r\nQ 37.9375 66.21875 33.296875 66.21875 \r\nQ 25.25 66.21875 20.875 63.09375 \r\nQ 16.5 59.96875 16.5 54.203125 \r\nQ 16.5 49.359375 19.40625 46.890625 \r\nQ 22.3125 44.4375 30.421875 42.921875 \r\nL 36.375 41.703125 \r\nQ 47.40625 39.59375 52.65625 34.296875 \r\nQ 57.90625 29 57.90625 20.125 \r\nQ 57.90625 9.515625 50.796875 4.046875 \r\nQ 43.703125 -1.421875 29.984375 -1.421875 \r\nQ 24.8125 -1.421875 18.96875 -0.25 \r\nQ 13.140625 0.921875 6.890625 3.21875 \r\nL 6.890625 13.375 \r\nQ 12.890625 10.015625 18.65625 8.296875 \r\nQ 24.421875 6.59375 29.984375 6.59375 \r\nQ 38.421875 6.59375 43.015625 9.90625 \r\nQ 47.609375 13.234375 47.609375 19.390625 \r\nQ 47.609375 24.75 44.3125 27.78125 \r\nQ 41.015625 30.8125 33.5 32.328125 \r\nL 27.484375 33.5 \r\nQ 16.453125 35.6875 11.515625 40.375 \r\nQ 6.59375 45.0625 6.59375 53.421875 \r\nQ 6.59375 63.09375 13.40625 68.65625 \r\nQ 20.21875 74.21875 32.171875 74.21875 \r\nQ 37.3125 74.21875 42.625 73.28125 \r\nQ 47.953125 72.359375 53.515625 70.515625 \r\nz\r\n\" id=\"DejaVuSans-53\"/>\r\n      <path d=\"M 8.015625 75.875 \r\nL 15.828125 75.875 \r\nQ 23.140625 64.359375 26.78125 53.3125 \r\nQ 30.421875 42.28125 30.421875 31.390625 \r\nQ 30.421875 20.453125 26.78125 9.375 \r\nQ 23.140625 -1.703125 15.828125 -13.1875 \r\nL 8.015625 -13.1875 \r\nQ 14.5 -2 17.703125 9.0625 \r\nQ 20.90625 20.125 20.90625 31.390625 \r\nQ 20.90625 42.671875 17.703125 53.65625 \r\nQ 14.5 64.65625 8.015625 75.875 \r\nz\r\n\" id=\"DejaVuSans-29\"/>\r\n     </defs>\r\n     <g transform=\"translate(111.432812 196.410625)scale(0.14 -0.14)\">\r\n      <use xlink:href=\"#DejaVuSans-47\"/>\r\n      <use x=\"77.490234\" xlink:href=\"#DejaVuSans-44\"/>\r\n      <use x=\"154.492188\" xlink:href=\"#DejaVuSans-50\"/>\r\n      <use x=\"214.794922\" xlink:href=\"#DejaVuSans-20\"/>\r\n      <use x=\"246.582031\" xlink:href=\"#DejaVuSans-70\"/>\r\n      <use x=\"310.058594\" xlink:href=\"#DejaVuSans-65\"/>\r\n      <use x=\"371.582031\" xlink:href=\"#DejaVuSans-72\"/>\r\n      <use x=\"412.695312\" xlink:href=\"#DejaVuSans-20\"/>\r\n      <use x=\"444.482422\" xlink:href=\"#DejaVuSans-63\"/>\r\n      <use x=\"499.462891\" xlink:href=\"#DejaVuSans-61\"/>\r\n      <use x=\"560.742188\" xlink:href=\"#DejaVuSans-70\"/>\r\n      <use x=\"624.21875\" xlink:href=\"#DejaVuSans-69\"/>\r\n      <use x=\"652.001953\" xlink:href=\"#DejaVuSans-74\"/>\r\n      <use x=\"691.210938\" xlink:href=\"#DejaVuSans-61\"/>\r\n      <use x=\"752.490234\" xlink:href=\"#DejaVuSans-20\"/>\r\n      <use x=\"784.277344\" xlink:href=\"#DejaVuSans-28\"/>\r\n      <use x=\"823.291016\" xlink:href=\"#DejaVuSans-55\"/>\r\n      <use x=\"896.484375\" xlink:href=\"#DejaVuSans-53\"/>\r\n      <use x=\"959.960938\" xlink:href=\"#DejaVuSans-44\"/>\r\n      <use x=\"1036.962891\" xlink:href=\"#DejaVuSans-29\"/>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"matplotlib.axis_2\">\r\n    <g id=\"ytick_1\">\r\n     <g id=\"line2d_8\">\r\n      <defs>\r\n       <path d=\"M 0 0 \r\nL -3.5 0 \r\n\" id=\"m29609e13df\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n      </defs>\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"47.019375\" xlink:href=\"#m29609e13df\" y=\"163.159062\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_9\">\r\n      <!-- 0 -->\r\n      <g transform=\"translate(32.384375 167.718125)scale(0.12 -0.12)\">\r\n       <use xlink:href=\"#DejaVuSans-30\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_2\">\r\n     <g id=\"line2d_9\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"47.019375\" xlink:href=\"#m29609e13df\" y=\"132.879062\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_10\">\r\n      <!-- 2 -->\r\n      <g transform=\"translate(32.384375 137.438125)scale(0.12 -0.12)\">\r\n       <use xlink:href=\"#DejaVuSans-32\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_3\">\r\n     <g id=\"line2d_10\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"47.019375\" xlink:href=\"#m29609e13df\" y=\"102.599063\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_11\">\r\n      <!-- 4 -->\r\n      <g transform=\"translate(32.384375 107.158125)scale(0.12 -0.12)\">\r\n       <use xlink:href=\"#DejaVuSans-34\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_4\">\r\n     <g id=\"line2d_11\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"47.019375\" xlink:href=\"#m29609e13df\" y=\"72.319063\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_12\">\r\n      <!-- 6 -->\r\n      <g transform=\"translate(32.384375 76.878125)scale(0.12 -0.12)\">\r\n       <use xlink:href=\"#DejaVuSans-36\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_5\">\r\n     <g id=\"line2d_12\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"47.019375\" xlink:href=\"#m29609e13df\" y=\"42.039063\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_13\">\r\n      <!-- 8 -->\r\n      <defs>\r\n       <path d=\"M 31.78125 34.625 \r\nQ 24.75 34.625 20.71875 30.859375 \r\nQ 16.703125 27.09375 16.703125 20.515625 \r\nQ 16.703125 13.921875 20.71875 10.15625 \r\nQ 24.75 6.390625 31.78125 6.390625 \r\nQ 38.8125 6.390625 42.859375 10.171875 \r\nQ 46.921875 13.96875 46.921875 20.515625 \r\nQ 46.921875 27.09375 42.890625 30.859375 \r\nQ 38.875 34.625 31.78125 34.625 \r\nz\r\nM 21.921875 38.8125 \r\nQ 15.578125 40.375 12.03125 44.71875 \r\nQ 8.5 49.078125 8.5 55.328125 \r\nQ 8.5 64.0625 14.71875 69.140625 \r\nQ 20.953125 74.21875 31.78125 74.21875 \r\nQ 42.671875 74.21875 48.875 69.140625 \r\nQ 55.078125 64.0625 55.078125 55.328125 \r\nQ 55.078125 49.078125 51.53125 44.71875 \r\nQ 48 40.375 41.703125 38.8125 \r\nQ 48.828125 37.15625 52.796875 32.3125 \r\nQ 56.78125 27.484375 56.78125 20.515625 \r\nQ 56.78125 9.90625 50.3125 4.234375 \r\nQ 43.84375 -1.421875 31.78125 -1.421875 \r\nQ 19.734375 -1.421875 13.25 4.234375 \r\nQ 6.78125 9.90625 6.78125 20.515625 \r\nQ 6.78125 27.484375 10.78125 32.3125 \r\nQ 14.796875 37.15625 21.921875 38.8125 \r\nz\r\nM 18.3125 54.390625 \r\nQ 18.3125 48.734375 21.84375 45.5625 \r\nQ 25.390625 42.390625 31.78125 42.390625 \r\nQ 38.140625 42.390625 41.71875 45.5625 \r\nQ 45.3125 48.734375 45.3125 54.390625 \r\nQ 45.3125 60.0625 41.71875 63.234375 \r\nQ 38.140625 66.40625 31.78125 66.40625 \r\nQ 25.390625 66.40625 21.84375 63.234375 \r\nQ 18.3125 60.0625 18.3125 54.390625 \r\nz\r\n\" id=\"DejaVuSans-38\"/>\r\n      </defs>\r\n      <g transform=\"translate(32.384375 46.598125)scale(0.12 -0.12)\">\r\n       <use xlink:href=\"#DejaVuSans-38\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_6\">\r\n     <g id=\"line2d_13\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"47.019375\" xlink:href=\"#m29609e13df\" y=\"11.759063\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_14\">\r\n      <!-- 10 -->\r\n      <g transform=\"translate(24.749375 16.318125)scale(0.12 -0.12)\">\r\n       <use xlink:href=\"#DejaVuSans-31\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"text_15\">\r\n     <!-- Life satisfaction -->\r\n     <defs>\r\n      <path d=\"M 9.8125 72.90625 \r\nL 19.671875 72.90625 \r\nL 19.671875 8.296875 \r\nL 55.171875 8.296875 \r\nL 55.171875 0 \r\nL 9.8125 0 \r\nz\r\n\" id=\"DejaVuSans-4c\"/>\r\n      <path d=\"M 37.109375 75.984375 \r\nL 37.109375 68.5 \r\nL 28.515625 68.5 \r\nQ 23.6875 68.5 21.796875 66.546875 \r\nQ 19.921875 64.59375 19.921875 59.515625 \r\nL 19.921875 54.6875 \r\nL 34.71875 54.6875 \r\nL 34.71875 47.703125 \r\nL 19.921875 47.703125 \r\nL 19.921875 0 \r\nL 10.890625 0 \r\nL 10.890625 47.703125 \r\nL 2.296875 47.703125 \r\nL 2.296875 54.6875 \r\nL 10.890625 54.6875 \r\nL 10.890625 58.5 \r\nQ 10.890625 67.625 15.140625 71.796875 \r\nQ 19.390625 75.984375 28.609375 75.984375 \r\nz\r\n\" id=\"DejaVuSans-66\"/>\r\n      <path d=\"M 44.28125 53.078125 \r\nL 44.28125 44.578125 \r\nQ 40.484375 46.53125 36.375 47.5 \r\nQ 32.28125 48.484375 27.875 48.484375 \r\nQ 21.1875 48.484375 17.84375 46.4375 \r\nQ 14.5 44.390625 14.5 40.28125 \r\nQ 14.5 37.15625 16.890625 35.375 \r\nQ 19.28125 33.59375 26.515625 31.984375 \r\nL 29.59375 31.296875 \r\nQ 39.15625 29.25 43.1875 25.515625 \r\nQ 47.21875 21.78125 47.21875 15.09375 \r\nQ 47.21875 7.46875 41.1875 3.015625 \r\nQ 35.15625 -1.421875 24.609375 -1.421875 \r\nQ 20.21875 -1.421875 15.453125 -0.5625 \r\nQ 10.6875 0.296875 5.421875 2 \r\nL 5.421875 11.28125 \r\nQ 10.40625 8.6875 15.234375 7.390625 \r\nQ 20.0625 6.109375 24.8125 6.109375 \r\nQ 31.15625 6.109375 34.5625 8.28125 \r\nQ 37.984375 10.453125 37.984375 14.40625 \r\nQ 37.984375 18.0625 35.515625 20.015625 \r\nQ 33.0625 21.96875 24.703125 23.78125 \r\nL 21.578125 24.515625 \r\nQ 13.234375 26.265625 9.515625 29.90625 \r\nQ 5.8125 33.546875 5.8125 39.890625 \r\nQ 5.8125 47.609375 11.28125 51.796875 \r\nQ 16.75 56 26.8125 56 \r\nQ 31.78125 56 36.171875 55.265625 \r\nQ 40.578125 54.546875 44.28125 53.078125 \r\nz\r\n\" id=\"DejaVuSans-73\"/>\r\n      <path d=\"M 30.609375 48.390625 \r\nQ 23.390625 48.390625 19.1875 42.75 \r\nQ 14.984375 37.109375 14.984375 27.296875 \r\nQ 14.984375 17.484375 19.15625 11.84375 \r\nQ 23.34375 6.203125 30.609375 6.203125 \r\nQ 37.796875 6.203125 41.984375 11.859375 \r\nQ 46.1875 17.53125 46.1875 27.296875 \r\nQ 46.1875 37.015625 41.984375 42.703125 \r\nQ 37.796875 48.390625 30.609375 48.390625 \r\nz\r\nM 30.609375 56 \r\nQ 42.328125 56 49.015625 48.375 \r\nQ 55.71875 40.765625 55.71875 27.296875 \r\nQ 55.71875 13.875 49.015625 6.21875 \r\nQ 42.328125 -1.421875 30.609375 -1.421875 \r\nQ 18.84375 -1.421875 12.171875 6.21875 \r\nQ 5.515625 13.875 5.515625 27.296875 \r\nQ 5.515625 40.765625 12.171875 48.375 \r\nQ 18.84375 56 30.609375 56 \r\nz\r\n\" id=\"DejaVuSans-6f\"/>\r\n      <path d=\"M 54.890625 33.015625 \r\nL 54.890625 0 \r\nL 45.90625 0 \r\nL 45.90625 32.71875 \r\nQ 45.90625 40.484375 42.875 44.328125 \r\nQ 39.84375 48.1875 33.796875 48.1875 \r\nQ 26.515625 48.1875 22.3125 43.546875 \r\nQ 18.109375 38.921875 18.109375 30.90625 \r\nL 18.109375 0 \r\nL 9.078125 0 \r\nL 9.078125 54.6875 \r\nL 18.109375 54.6875 \r\nL 18.109375 46.1875 \r\nQ 21.34375 51.125 25.703125 53.5625 \r\nQ 30.078125 56 35.796875 56 \r\nQ 45.21875 56 50.046875 50.171875 \r\nQ 54.890625 44.34375 54.890625 33.015625 \r\nz\r\n\" id=\"DejaVuSans-6e\"/>\r\n     </defs>\r\n     <g transform=\"translate(17.837812 142.582969)rotate(-90)scale(0.14 -0.14)\">\r\n      <use xlink:href=\"#DejaVuSans-4c\"/>\r\n      <use x=\"55.712891\" xlink:href=\"#DejaVuSans-69\"/>\r\n      <use x=\"83.496094\" xlink:href=\"#DejaVuSans-66\"/>\r\n      <use x=\"118.701172\" xlink:href=\"#DejaVuSans-65\"/>\r\n      <use x=\"180.224609\" xlink:href=\"#DejaVuSans-20\"/>\r\n      <use x=\"212.011719\" xlink:href=\"#DejaVuSans-73\"/>\r\n      <use x=\"264.111328\" xlink:href=\"#DejaVuSans-61\"/>\r\n      <use x=\"325.390625\" xlink:href=\"#DejaVuSans-74\"/>\r\n      <use x=\"364.599609\" xlink:href=\"#DejaVuSans-69\"/>\r\n      <use x=\"392.382812\" xlink:href=\"#DejaVuSans-73\"/>\r\n      <use x=\"444.482422\" xlink:href=\"#DejaVuSans-66\"/>\r\n      <use x=\"479.6875\" xlink:href=\"#DejaVuSans-61\"/>\r\n      <use x=\"540.966797\" xlink:href=\"#DejaVuSans-63\"/>\r\n      <use x=\"595.947266\" xlink:href=\"#DejaVuSans-74\"/>\r\n      <use x=\"635.15625\" xlink:href=\"#DejaVuSans-69\"/>\r\n      <use x=\"662.939453\" xlink:href=\"#DejaVuSans-6f\"/>\r\n      <use x=\"724.121094\" xlink:href=\"#DejaVuSans-6e\"/>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"line2d_14\">\r\n    <path clip-path=\"url(#pba8009bdaf)\" d=\"M 47.019375 163.159062 \r\nL 326.481875 144.991062 \r\nL 326.481875 144.991062 \r\n\" style=\"fill:none;stroke:#ff0000;stroke-linecap:square;stroke-width:1.5;\"/>\r\n   </g>\r\n   <g id=\"line2d_15\">\r\n    <path clip-path=\"url(#pba8009bdaf)\" d=\"M 47.019375 42.039063 \r\nL 326.481875 87.459063 \r\nL 326.481875 87.459063 \r\n\" style=\"fill:none;stroke:#008000;stroke-linecap:square;stroke-width:1.5;\"/>\r\n   </g>\r\n   <g id=\"line2d_16\">\r\n    <path clip-path=\"url(#pba8009bdaf)\" d=\"M 47.019375 102.599063 \r\nL 326.481875 57.179063 \r\nL 326.481875 57.179063 \r\n\" style=\"fill:none;stroke:#0000ff;stroke-linecap:square;stroke-width:1.5;\"/>\r\n   </g>\r\n   <g id=\"patch_3\">\r\n    <path d=\"M 47.019375 163.159062 \r\nL 47.019375 11.759063 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_4\">\r\n    <path d=\"M 326.481875 163.159062 \r\nL 326.481875 11.759063 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_5\">\r\n    <path d=\"M 47.019375 163.159062 \r\nL 326.481875 163.159062 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_6\">\r\n    <path d=\"M 47.019375 11.759063 \r\nL 326.481875 11.759063 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"text_16\">\r\n    <!-- $\\theta_0 = 0$ -->\r\n    <defs>\r\n     <path d=\"M 45.515625 34.671875 \r\nL 14.453125 34.671875 \r\nQ 12.359375 20.0625 14.5 13.875 \r\nQ 17.1875 6.25 24.46875 6.25 \r\nQ 31.78125 6.25 37.359375 13.921875 \r\nQ 42.234375 20.65625 45.515625 34.671875 \r\nz\r\nM 47.015625 42.96875 \r\nQ 48.34375 56.84375 46.625 61.71875 \r\nQ 43.953125 69.4375 36.765625 69.4375 \r\nQ 29.296875 69.4375 23.828125 61.8125 \r\nQ 19.53125 55.671875 16.15625 42.96875 \r\nz\r\nM 38.1875 76.765625 \r\nQ 49.90625 76.765625 54.59375 66.40625 \r\nQ 59.28125 56.109375 55.71875 37.84375 \r\nQ 52.203125 19.625 43.453125 9.28125 \r\nQ 34.765625 -1.125 23.046875 -1.125 \r\nQ 11.28125 -1.125 6.640625 9.28125 \r\nQ 2 19.625 5.515625 37.84375 \r\nQ 9.078125 56.109375 17.71875 66.40625 \r\nQ 26.421875 76.765625 38.1875 76.765625 \r\nz\r\n\" id=\"DejaVuSans-Oblique-3b8\"/>\r\n     <path d=\"M 10.59375 45.40625 \r\nL 73.1875 45.40625 \r\nL 73.1875 37.203125 \r\nL 10.59375 37.203125 \r\nz\r\nM 10.59375 25.484375 \r\nL 73.1875 25.484375 \r\nL 73.1875 17.1875 \r\nL 10.59375 17.1875 \r\nz\r\n\" id=\"DejaVuSans-3d\"/>\r\n    </defs>\r\n    <g style=\"fill:#ff0000;\" transform=\"translate(233.327708 122.281062)scale(0.14 -0.14)\">\r\n     <use transform=\"translate(0 0.234375)\" xlink:href=\"#DejaVuSans-Oblique-3b8\"/>\r\n     <use transform=\"translate(61.181641 -16.171875)scale(0.7)\" xlink:href=\"#DejaVuSans-30\"/>\r\n     <use transform=\"translate(127.93457 0.234375)\" xlink:href=\"#DejaVuSans-3d\"/>\r\n     <use transform=\"translate(231.206055 0.234375)\" xlink:href=\"#DejaVuSans-30\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_17\">\r\n    <!-- $\\theta_1 = 2 \\times 10^{-5}$ -->\r\n    <defs>\r\n     <path d=\"M 70.125 53.71875 \r\nL 47.796875 31.296875 \r\nL 70.125 8.984375 \r\nL 64.3125 3.078125 \r\nL 41.890625 25.484375 \r\nL 19.484375 3.078125 \r\nL 13.71875 8.984375 \r\nL 35.984375 31.296875 \r\nL 13.71875 53.71875 \r\nL 19.484375 59.625 \r\nL 41.890625 37.203125 \r\nL 64.3125 59.625 \r\nz\r\n\" id=\"DejaVuSans-d7\"/>\r\n     <path d=\"M 10.59375 35.5 \r\nL 73.1875 35.5 \r\nL 73.1875 27.203125 \r\nL 10.59375 27.203125 \r\nz\r\n\" id=\"DejaVuSans-2212\"/>\r\n    </defs>\r\n    <g style=\"fill:#ff0000;\" transform=\"translate(233.327708 135.907062)scale(0.14 -0.14)\">\r\n     <use transform=\"translate(0 0.684375)\" xlink:href=\"#DejaVuSans-Oblique-3b8\"/>\r\n     <use transform=\"translate(61.181641 -15.721875)scale(0.7)\" xlink:href=\"#DejaVuSans-31\"/>\r\n     <use transform=\"translate(127.93457 0.684375)\" xlink:href=\"#DejaVuSans-3d\"/>\r\n     <use transform=\"translate(231.206055 0.684375)\" xlink:href=\"#DejaVuSans-32\"/>\r\n     <use transform=\"translate(314.311523 0.684375)\" xlink:href=\"#DejaVuSans-d7\"/>\r\n     <use transform=\"translate(417.583008 0.684375)\" xlink:href=\"#DejaVuSans-31\"/>\r\n     <use transform=\"translate(481.206055 0.684375)\" xlink:href=\"#DejaVuSans-30\"/>\r\n     <use transform=\"translate(545.786133 38.965625)scale(0.7)\" xlink:href=\"#DejaVuSans-2212\"/>\r\n     <use transform=\"translate(604.438477 38.965625)scale(0.7)\" xlink:href=\"#DejaVuSans-35\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_18\">\r\n    <!-- $\\theta_0 = 8$ -->\r\n    <g style=\"fill:#008000;\" transform=\"translate(70.307917 25.385063)scale(0.14 -0.14)\">\r\n     <use transform=\"translate(0 0.234375)\" xlink:href=\"#DejaVuSans-Oblique-3b8\"/>\r\n     <use transform=\"translate(61.181641 -16.171875)scale(0.7)\" xlink:href=\"#DejaVuSans-30\"/>\r\n     <use transform=\"translate(127.93457 0.234375)\" xlink:href=\"#DejaVuSans-3d\"/>\r\n     <use transform=\"translate(231.206055 0.234375)\" xlink:href=\"#DejaVuSans-38\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_19\">\r\n    <!-- $\\theta_1 = -5 \\times 10^{-5}$ -->\r\n    <g style=\"fill:#008000;\" transform=\"translate(70.307917 39.011063)scale(0.14 -0.14)\">\r\n     <use transform=\"translate(0 0.684375)\" xlink:href=\"#DejaVuSans-Oblique-3b8\"/>\r\n     <use transform=\"translate(61.181641 -15.721875)scale(0.7)\" xlink:href=\"#DejaVuSans-31\"/>\r\n     <use transform=\"translate(127.93457 0.684375)\" xlink:href=\"#DejaVuSans-3d\"/>\r\n     <use transform=\"translate(250.688477 0.684375)\" xlink:href=\"#DejaVuSans-2212\"/>\r\n     <use transform=\"translate(353.959961 0.684375)\" xlink:href=\"#DejaVuSans-35\"/>\r\n     <use transform=\"translate(437.06543 0.684375)\" xlink:href=\"#DejaVuSans-d7\"/>\r\n     <use transform=\"translate(540.336914 0.684375)\" xlink:href=\"#DejaVuSans-31\"/>\r\n     <use transform=\"translate(603.959961 0.684375)\" xlink:href=\"#DejaVuSans-30\"/>\r\n     <use transform=\"translate(668.540039 38.965625)scale(0.7)\" xlink:href=\"#DejaVuSans-2212\"/>\r\n     <use transform=\"translate(727.192383 38.965625)scale(0.7)\" xlink:href=\"#DejaVuSans-35\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_20\">\r\n    <!-- $\\theta_0 = 4$ -->\r\n    <g style=\"fill:#0000ff;\" transform=\"translate(70.307917 110.169062)scale(0.14 -0.14)\">\r\n     <use transform=\"translate(0 0.234375)\" xlink:href=\"#DejaVuSans-Oblique-3b8\"/>\r\n     <use transform=\"translate(61.181641 -16.171875)scale(0.7)\" xlink:href=\"#DejaVuSans-30\"/>\r\n     <use transform=\"translate(127.93457 0.234375)\" xlink:href=\"#DejaVuSans-3d\"/>\r\n     <use transform=\"translate(231.206055 0.234375)\" xlink:href=\"#DejaVuSans-34\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_21\">\r\n    <!-- $\\theta_1 = 5 \\times 10^{-5}$ -->\r\n    <g style=\"fill:#0000ff;\" transform=\"translate(70.307917 123.795062)scale(0.14 -0.14)\">\r\n     <use transform=\"translate(0 0.684375)\" xlink:href=\"#DejaVuSans-Oblique-3b8\"/>\r\n     <use transform=\"translate(61.181641 -15.721875)scale(0.7)\" xlink:href=\"#DejaVuSans-31\"/>\r\n     <use transform=\"translate(127.93457 0.684375)\" xlink:href=\"#DejaVuSans-3d\"/>\r\n     <use transform=\"translate(231.206055 0.684375)\" xlink:href=\"#DejaVuSans-35\"/>\r\n     <use transform=\"translate(314.311523 0.684375)\" xlink:href=\"#DejaVuSans-d7\"/>\r\n     <use transform=\"translate(417.583008 0.684375)\" xlink:href=\"#DejaVuSans-31\"/>\r\n     <use transform=\"translate(481.206055 0.684375)\" xlink:href=\"#DejaVuSans-30\"/>\r\n     <use transform=\"translate(545.786133 38.965625)scale(0.7)\" xlink:href=\"#DejaVuSans-2212\"/>\r\n     <use transform=\"translate(604.438477 38.965625)scale(0.7)\" xlink:href=\"#DejaVuSans-35\"/>\r\n    </g>\r\n   </g>\r\n  </g>\r\n </g>\r\n <defs>\r\n  <clipPath id=\"pba8009bdaf\">\r\n   <rect height=\"151.4\" width=\"279.4625\" x=\"47.019375\" y=\"11.759063\"/>\r\n  </clipPath>\r\n </defs>\r\n</svg>\r\n",
      "image/png": "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\n"
     },
     "metadata": {}
    }
   ],
   "source": [
    "import numpy as np\n",
    "\n",
    "sample_data.plot(kind='scatter', x=\"GDP per capita\", y='Life satisfaction', figsize=(5,3))\n",
    "plt.xlabel(\"GDP per capita (USD)\")\n",
    "plt.axis([0, 60000, 0, 10])\n",
    "X=np.linspace(0, 60000, 1000)\n",
    "plt.plot(X, 2*X/100000, \"r\")\n",
    "plt.text(40000, 2.7, r\"$\\theta_0 = 0$\", fontsize=14, color=\"r\")\n",
    "plt.text(40000, 1.8, r\"$\\theta_1 = 2 \\times 10^{-5}$\", fontsize=14, color=\"r\")\n",
    "plt.plot(X, 8 - 5*X/100000, \"g\")\n",
    "plt.text(5000, 9.1, r\"$\\theta_0 = 8$\", fontsize=14, color=\"g\")\n",
    "plt.text(5000, 8.2, r\"$\\theta_1 = -5 \\times 10^{-5}$\", fontsize=14, color=\"g\")\n",
    "plt.plot(X, 4 + 5*X/100000, \"b\")\n",
    "plt.text(5000, 3.5, r\"$\\theta_0 = 4$\", fontsize=14, color=\"b\")\n",
    "plt.text(5000, 2.6, r\"$\\theta_1 = 5 \\times 10^{-5}$\", fontsize=14, color=\"b\")\n",
    "save_fig('tweaking_model_params_plot')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": "(4.853052800266436, 4.911544589158484e-05)"
     },
     "metadata": {},
     "execution_count": 39
    }
   ],
   "source": [
    "from sklearn import linear_model\n",
    "lin1 = linear_model.LinearRegression()\n",
    "Xsample = np.c_[sample_data[\"GDP per capita\"]]\n",
    "ysample = np.c_[sample_data[\"Life satisfaction\"]]\n",
    "lin1.fit(Xsample, ysample)\n",
    "t0, t1 = lin1.intercept_[0], lin1.coef_[0][0]\n",
    "t0, t1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": "Saving figure best_fit_model_plot\n"
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 360x216 with 1 Axes>",
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\r\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\r\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\r\n<!-- Created with matplotlib (http://matplotlib.org/) -->\r\n<svg height=\"206.522187pt\" version=\"1.1\" viewBox=\"0 0 352.769375 206.522187\" width=\"352.769375pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\r\n <defs>\r\n  <style type=\"text/css\">\r\n*{stroke-linecap:butt;stroke-linejoin:round;}\r\n  </style>\r\n </defs>\r\n <g id=\"figure_1\">\r\n  <g id=\"patch_1\">\r\n   <path d=\"M 0 206.522187 \r\nL 352.769375 206.522187 \r\nL 352.769375 0 \r\nL 0 0 \r\nz\r\n\" style=\"fill:none;\"/>\r\n  </g>\r\n  <g id=\"axes_1\">\r\n   <g id=\"patch_2\">\r\n    <path d=\"M 47.019375 163.159062 \r\nL 326.481875 163.159062 \r\nL 326.481875 11.759063 \r\nL 47.019375 11.759063 \r\nz\r\n\" style=\"fill:#ffffff;\"/>\r\n   </g>\r\n   <g id=\"PathCollection_1\">\r\n    <defs>\r\n     <path d=\"M 0 2.236068 \r\nC 0.593012 2.236068 1.161816 2.000462 1.581139 1.581139 \r\nC 2.000462 1.161816 2.236068 0.593012 2.236068 0 \r\nC 2.236068 -0.593012 2.000462 -1.161816 1.581139 -1.581139 \r\nC 1.161816 -2.000462 0.593012 -2.236068 0 -2.236068 \r\nC -0.593012 -2.236068 -1.161816 -2.000462 -1.581139 -1.581139 \r\nC -2.000462 -1.161816 -2.236068 -0.593012 -2.236068 0 \r\nC -2.236068 0.593012 -2.000462 1.161816 -1.581139 1.581139 \r\nC -1.161816 2.000462 -0.593012 2.236068 0 2.236068 \r\nz\r\n\" id=\"mbafcf8a0c7\" style=\"stroke:#1f77b4;\"/>\r\n    </defs>\r\n    <g clip-path=\"url(#p28c8050633)\">\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"89.194523\" xlink:href=\"#mbafcf8a0c7\" y=\"72.319063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"90.975901\" xlink:href=\"#mbafcf8a0c7\" y=\"78.375063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"104.029231\" xlink:href=\"#mbafcf8a0c7\" y=\"88.973062\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"105.218996\" xlink:href=\"#mbafcf8a0c7\" y=\"75.347063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"121.504217\" xlink:href=\"#mbafcf8a0c7\" y=\"70.805063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"127.542223\" xlink:href=\"#mbafcf8a0c7\" y=\"78.375063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"131.15756\" xlink:href=\"#mbafcf8a0c7\" y=\"90.487063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"136.082173\" xlink:href=\"#mbafcf8a0c7\" y=\"85.945063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"143.585229\" xlink:href=\"#mbafcf8a0c7\" y=\"76.861063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"167.489702\" xlink:href=\"#mbafcf8a0c7\" y=\"64.749063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"173.686671\" xlink:href=\"#mbafcf8a0c7\" y=\"75.347063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"186.129198\" xlink:href=\"#mbafcf8a0c7\" y=\"72.319063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"198.327569\" xlink:href=\"#mbafcf8a0c7\" y=\"73.833062\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"211.638326\" xlink:href=\"#mbafcf8a0c7\" y=\"51.123063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"219.563673\" xlink:href=\"#mbafcf8a0c7\" y=\"52.637063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"222.498564\" xlink:href=\"#mbafcf8a0c7\" y=\"64.749063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"233.824369\" xlink:href=\"#mbafcf8a0c7\" y=\"58.693063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"237.969166\" xlink:href=\"#mbafcf8a0c7\" y=\"57.179063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"242.521969\" xlink:href=\"#mbafcf8a0c7\" y=\"51.123063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"248.847011\" xlink:href=\"#mbafcf8a0c7\" y=\"52.637063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"250.109967\" xlink:href=\"#mbafcf8a0c7\" y=\"52.637063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"250.673159\" xlink:href=\"#mbafcf8a0c7\" y=\"58.693063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"250.890473\" xlink:href=\"#mbafcf8a0c7\" y=\"60.207063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"279.281898\" xlink:href=\"#mbafcf8a0c7\" y=\"54.151063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"283.88519\" xlink:href=\"#mbafcf8a0c7\" y=\"49.609063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"284.384878\" xlink:href=\"#mbafcf8a0c7\" y=\"52.637063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"286.196163\" xlink:href=\"#mbafcf8a0c7\" y=\"57.179063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"289.751956\" xlink:href=\"#mbafcf8a0c7\" y=\"49.609063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"306.943739\" xlink:href=\"#mbafcf8a0c7\" y=\"54.151063\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"matplotlib.axis_1\">\r\n    <g id=\"xtick_1\">\r\n     <g id=\"line2d_1\">\r\n      <defs>\r\n       <path d=\"M 0 0 \r\nL 0 3.5 \r\n\" id=\"mbcd4cbc775\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n      </defs>\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"47.019375\" xlink:href=\"#mbcd4cbc775\" y=\"163.159062\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_1\">\r\n      <!-- 0 -->\r\n      <defs>\r\n       <path d=\"M 31.78125 66.40625 \r\nQ 24.171875 66.40625 20.328125 58.90625 \r\nQ 16.5 51.421875 16.5 36.375 \r\nQ 16.5 21.390625 20.328125 13.890625 \r\nQ 24.171875 6.390625 31.78125 6.390625 \r\nQ 39.453125 6.390625 43.28125 13.890625 \r\nQ 47.125 21.390625 47.125 36.375 \r\nQ 47.125 51.421875 43.28125 58.90625 \r\nQ 39.453125 66.40625 31.78125 66.40625 \r\nz\r\nM 31.78125 74.21875 \r\nQ 44.046875 74.21875 50.515625 64.515625 \r\nQ 56.984375 54.828125 56.984375 36.375 \r\nQ 56.984375 17.96875 50.515625 8.265625 \r\nQ 44.046875 -1.421875 31.78125 -1.421875 \r\nQ 19.53125 -1.421875 13.0625 8.265625 \r\nQ 6.59375 17.96875 6.59375 36.375 \r\nQ 6.59375 54.828125 13.0625 64.515625 \r\nQ 19.53125 74.21875 31.78125 74.21875 \r\nz\r\n\" id=\"DejaVuSans-30\"/>\r\n      </defs>\r\n      <g transform=\"translate(43.201875 179.277187)scale(0.12 -0.12)\">\r\n       <use xlink:href=\"#DejaVuSans-30\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_2\">\r\n     <g id=\"line2d_2\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"93.596458\" xlink:href=\"#mbcd4cbc775\" y=\"163.159062\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_2\">\r\n      <!-- 10000 -->\r\n      <defs>\r\n       <path d=\"M 12.40625 8.296875 \r\nL 28.515625 8.296875 \r\nL 28.515625 63.921875 \r\nL 10.984375 60.40625 \r\nL 10.984375 69.390625 \r\nL 28.421875 72.90625 \r\nL 38.28125 72.90625 \r\nL 38.28125 8.296875 \r\nL 54.390625 8.296875 \r\nL 54.390625 0 \r\nL 12.40625 0 \r\nz\r\n\" id=\"DejaVuSans-31\"/>\r\n      </defs>\r\n      <g transform=\"translate(74.508958 179.277187)scale(0.12 -0.12)\">\r\n       <use xlink:href=\"#DejaVuSans-31\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"254.492188\" xlink:href=\"#DejaVuSans-30\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_3\">\r\n     <g id=\"line2d_3\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"140.173542\" xlink:href=\"#mbcd4cbc775\" y=\"163.159062\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_3\">\r\n      <!-- 20000 -->\r\n      <defs>\r\n       <path d=\"M 19.1875 8.296875 \r\nL 53.609375 8.296875 \r\nL 53.609375 0 \r\nL 7.328125 0 \r\nL 7.328125 8.296875 \r\nQ 12.9375 14.109375 22.625 23.890625 \r\nQ 32.328125 33.6875 34.8125 36.53125 \r\nQ 39.546875 41.84375 41.421875 45.53125 \r\nQ 43.3125 49.21875 43.3125 52.78125 \r\nQ 43.3125 58.59375 39.234375 62.25 \r\nQ 35.15625 65.921875 28.609375 65.921875 \r\nQ 23.96875 65.921875 18.8125 64.3125 \r\nQ 13.671875 62.703125 7.8125 59.421875 \r\nL 7.8125 69.390625 \r\nQ 13.765625 71.78125 18.9375 73 \r\nQ 24.125 74.21875 28.421875 74.21875 \r\nQ 39.75 74.21875 46.484375 68.546875 \r\nQ 53.21875 62.890625 53.21875 53.421875 \r\nQ 53.21875 48.921875 51.53125 44.890625 \r\nQ 49.859375 40.875 45.40625 35.40625 \r\nQ 44.1875 33.984375 37.640625 27.21875 \r\nQ 31.109375 20.453125 19.1875 8.296875 \r\nz\r\n\" id=\"DejaVuSans-32\"/>\r\n      </defs>\r\n      <g transform=\"translate(121.086042 179.277187)scale(0.12 -0.12)\">\r\n       <use xlink:href=\"#DejaVuSans-32\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"254.492188\" xlink:href=\"#DejaVuSans-30\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_4\">\r\n     <g id=\"line2d_4\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"186.750625\" xlink:href=\"#mbcd4cbc775\" y=\"163.159062\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_4\">\r\n      <!-- 30000 -->\r\n      <defs>\r\n       <path d=\"M 40.578125 39.3125 \r\nQ 47.65625 37.796875 51.625 33 \r\nQ 55.609375 28.21875 55.609375 21.1875 \r\nQ 55.609375 10.40625 48.1875 4.484375 \r\nQ 40.765625 -1.421875 27.09375 -1.421875 \r\nQ 22.515625 -1.421875 17.65625 -0.515625 \r\nQ 12.796875 0.390625 7.625 2.203125 \r\nL 7.625 11.71875 \r\nQ 11.71875 9.328125 16.59375 8.109375 \r\nQ 21.484375 6.890625 26.8125 6.890625 \r\nQ 36.078125 6.890625 40.9375 10.546875 \r\nQ 45.796875 14.203125 45.796875 21.1875 \r\nQ 45.796875 27.640625 41.28125 31.265625 \r\nQ 36.765625 34.90625 28.71875 34.90625 \r\nL 20.21875 34.90625 \r\nL 20.21875 43.015625 \r\nL 29.109375 43.015625 \r\nQ 36.375 43.015625 40.234375 45.921875 \r\nQ 44.09375 48.828125 44.09375 54.296875 \r\nQ 44.09375 59.90625 40.109375 62.90625 \r\nQ 36.140625 65.921875 28.71875 65.921875 \r\nQ 24.65625 65.921875 20.015625 65.03125 \r\nQ 15.375 64.15625 9.8125 62.3125 \r\nL 9.8125 71.09375 \r\nQ 15.4375 72.65625 20.34375 73.4375 \r\nQ 25.25 74.21875 29.59375 74.21875 \r\nQ 40.828125 74.21875 47.359375 69.109375 \r\nQ 53.90625 64.015625 53.90625 55.328125 \r\nQ 53.90625 49.265625 50.4375 45.09375 \r\nQ 46.96875 40.921875 40.578125 39.3125 \r\nz\r\n\" id=\"DejaVuSans-33\"/>\r\n      </defs>\r\n      <g transform=\"translate(167.663125 179.277187)scale(0.12 -0.12)\">\r\n       <use xlink:href=\"#DejaVuSans-33\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"254.492188\" xlink:href=\"#DejaVuSans-30\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_5\">\r\n     <g id=\"line2d_5\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"233.327708\" xlink:href=\"#mbcd4cbc775\" y=\"163.159062\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_5\">\r\n      <!-- 40000 -->\r\n      <defs>\r\n       <path d=\"M 37.796875 64.3125 \r\nL 12.890625 25.390625 \r\nL 37.796875 25.390625 \r\nz\r\nM 35.203125 72.90625 \r\nL 47.609375 72.90625 \r\nL 47.609375 25.390625 \r\nL 58.015625 25.390625 \r\nL 58.015625 17.1875 \r\nL 47.609375 17.1875 \r\nL 47.609375 0 \r\nL 37.796875 0 \r\nL 37.796875 17.1875 \r\nL 4.890625 17.1875 \r\nL 4.890625 26.703125 \r\nz\r\n\" id=\"DejaVuSans-34\"/>\r\n      </defs>\r\n      <g transform=\"translate(214.240208 179.277187)scale(0.12 -0.12)\">\r\n       <use xlink:href=\"#DejaVuSans-34\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"254.492188\" xlink:href=\"#DejaVuSans-30\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_6\">\r\n     <g id=\"line2d_6\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"279.904792\" xlink:href=\"#mbcd4cbc775\" y=\"163.159062\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_6\">\r\n      <!-- 50000 -->\r\n      <defs>\r\n       <path d=\"M 10.796875 72.90625 \r\nL 49.515625 72.90625 \r\nL 49.515625 64.59375 \r\nL 19.828125 64.59375 \r\nL 19.828125 46.734375 \r\nQ 21.96875 47.46875 24.109375 47.828125 \r\nQ 26.265625 48.1875 28.421875 48.1875 \r\nQ 40.625 48.1875 47.75 41.5 \r\nQ 54.890625 34.8125 54.890625 23.390625 \r\nQ 54.890625 11.625 47.5625 5.09375 \r\nQ 40.234375 -1.421875 26.90625 -1.421875 \r\nQ 22.3125 -1.421875 17.546875 -0.640625 \r\nQ 12.796875 0.140625 7.71875 1.703125 \r\nL 7.71875 11.625 \r\nQ 12.109375 9.234375 16.796875 8.0625 \r\nQ 21.484375 6.890625 26.703125 6.890625 \r\nQ 35.15625 6.890625 40.078125 11.328125 \r\nQ 45.015625 15.765625 45.015625 23.390625 \r\nQ 45.015625 31 40.078125 35.4375 \r\nQ 35.15625 39.890625 26.703125 39.890625 \r\nQ 22.75 39.890625 18.8125 39.015625 \r\nQ 14.890625 38.140625 10.796875 36.28125 \r\nz\r\n\" id=\"DejaVuSans-35\"/>\r\n      </defs>\r\n      <g transform=\"translate(260.817292 179.277187)scale(0.12 -0.12)\">\r\n       <use xlink:href=\"#DejaVuSans-35\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"254.492188\" xlink:href=\"#DejaVuSans-30\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_7\">\r\n     <g id=\"line2d_7\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"326.481875\" xlink:href=\"#mbcd4cbc775\" y=\"163.159062\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_7\">\r\n      <!-- 60000 -->\r\n      <defs>\r\n       <path d=\"M 33.015625 40.375 \r\nQ 26.375 40.375 22.484375 35.828125 \r\nQ 18.609375 31.296875 18.609375 23.390625 \r\nQ 18.609375 15.53125 22.484375 10.953125 \r\nQ 26.375 6.390625 33.015625 6.390625 \r\nQ 39.65625 6.390625 43.53125 10.953125 \r\nQ 47.40625 15.53125 47.40625 23.390625 \r\nQ 47.40625 31.296875 43.53125 35.828125 \r\nQ 39.65625 40.375 33.015625 40.375 \r\nz\r\nM 52.59375 71.296875 \r\nL 52.59375 62.3125 \r\nQ 48.875 64.0625 45.09375 64.984375 \r\nQ 41.3125 65.921875 37.59375 65.921875 \r\nQ 27.828125 65.921875 22.671875 59.328125 \r\nQ 17.53125 52.734375 16.796875 39.40625 \r\nQ 19.671875 43.65625 24.015625 45.921875 \r\nQ 28.375 48.1875 33.59375 48.1875 \r\nQ 44.578125 48.1875 50.953125 41.515625 \r\nQ 57.328125 34.859375 57.328125 23.390625 \r\nQ 57.328125 12.15625 50.6875 5.359375 \r\nQ 44.046875 -1.421875 33.015625 -1.421875 \r\nQ 20.359375 -1.421875 13.671875 8.265625 \r\nQ 6.984375 17.96875 6.984375 36.375 \r\nQ 6.984375 53.65625 15.1875 63.9375 \r\nQ 23.390625 74.21875 37.203125 74.21875 \r\nQ 40.921875 74.21875 44.703125 73.484375 \r\nQ 48.484375 72.75 52.59375 71.296875 \r\nz\r\n\" id=\"DejaVuSans-36\"/>\r\n      </defs>\r\n      <g transform=\"translate(307.394375 179.277187)scale(0.12 -0.12)\">\r\n       <use xlink:href=\"#DejaVuSans-36\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"254.492188\" xlink:href=\"#DejaVuSans-30\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"text_8\">\r\n     <!-- GDP per capita (USD) -->\r\n     <defs>\r\n      <path d=\"M 59.515625 10.40625 \r\nL 59.515625 29.984375 \r\nL 43.40625 29.984375 \r\nL 43.40625 38.09375 \r\nL 69.28125 38.09375 \r\nL 69.28125 6.78125 \r\nQ 63.578125 2.734375 56.6875 0.65625 \r\nQ 49.8125 -1.421875 42 -1.421875 \r\nQ 24.90625 -1.421875 15.25 8.5625 \r\nQ 5.609375 18.5625 5.609375 36.375 \r\nQ 5.609375 54.25 15.25 64.234375 \r\nQ 24.90625 74.21875 42 74.21875 \r\nQ 49.125 74.21875 55.546875 72.453125 \r\nQ 61.96875 70.703125 67.390625 67.28125 \r\nL 67.390625 56.78125 \r\nQ 61.921875 61.421875 55.765625 63.765625 \r\nQ 49.609375 66.109375 42.828125 66.109375 \r\nQ 29.4375 66.109375 22.71875 58.640625 \r\nQ 16.015625 51.171875 16.015625 36.375 \r\nQ 16.015625 21.625 22.71875 14.15625 \r\nQ 29.4375 6.6875 42.828125 6.6875 \r\nQ 48.046875 6.6875 52.140625 7.59375 \r\nQ 56.25 8.5 59.515625 10.40625 \r\nz\r\n\" id=\"DejaVuSans-47\"/>\r\n      <path d=\"M 19.671875 64.796875 \r\nL 19.671875 8.109375 \r\nL 31.59375 8.109375 \r\nQ 46.6875 8.109375 53.6875 14.9375 \r\nQ 60.6875 21.78125 60.6875 36.53125 \r\nQ 60.6875 51.171875 53.6875 57.984375 \r\nQ 46.6875 64.796875 31.59375 64.796875 \r\nz\r\nM 9.8125 72.90625 \r\nL 30.078125 72.90625 \r\nQ 51.265625 72.90625 61.171875 64.09375 \r\nQ 71.09375 55.28125 71.09375 36.53125 \r\nQ 71.09375 17.671875 61.125 8.828125 \r\nQ 51.171875 0 30.078125 0 \r\nL 9.8125 0 \r\nz\r\n\" id=\"DejaVuSans-44\"/>\r\n      <path d=\"M 19.671875 64.796875 \r\nL 19.671875 37.40625 \r\nL 32.078125 37.40625 \r\nQ 38.96875 37.40625 42.71875 40.96875 \r\nQ 46.484375 44.53125 46.484375 51.125 \r\nQ 46.484375 57.671875 42.71875 61.234375 \r\nQ 38.96875 64.796875 32.078125 64.796875 \r\nz\r\nM 9.8125 72.90625 \r\nL 32.078125 72.90625 \r\nQ 44.34375 72.90625 50.609375 67.359375 \r\nQ 56.890625 61.8125 56.890625 51.125 \r\nQ 56.890625 40.328125 50.609375 34.8125 \r\nQ 44.34375 29.296875 32.078125 29.296875 \r\nL 19.671875 29.296875 \r\nL 19.671875 0 \r\nL 9.8125 0 \r\nz\r\n\" id=\"DejaVuSans-50\"/>\r\n      <path id=\"DejaVuSans-20\"/>\r\n      <path d=\"M 18.109375 8.203125 \r\nL 18.109375 -20.796875 \r\nL 9.078125 -20.796875 \r\nL 9.078125 54.6875 \r\nL 18.109375 54.6875 \r\nL 18.109375 46.390625 \r\nQ 20.953125 51.265625 25.265625 53.625 \r\nQ 29.59375 56 35.59375 56 \r\nQ 45.5625 56 51.78125 48.09375 \r\nQ 58.015625 40.1875 58.015625 27.296875 \r\nQ 58.015625 14.40625 51.78125 6.484375 \r\nQ 45.5625 -1.421875 35.59375 -1.421875 \r\nQ 29.59375 -1.421875 25.265625 0.953125 \r\nQ 20.953125 3.328125 18.109375 8.203125 \r\nz\r\nM 48.6875 27.296875 \r\nQ 48.6875 37.203125 44.609375 42.84375 \r\nQ 40.53125 48.484375 33.40625 48.484375 \r\nQ 26.265625 48.484375 22.1875 42.84375 \r\nQ 18.109375 37.203125 18.109375 27.296875 \r\nQ 18.109375 17.390625 22.1875 11.75 \r\nQ 26.265625 6.109375 33.40625 6.109375 \r\nQ 40.53125 6.109375 44.609375 11.75 \r\nQ 48.6875 17.390625 48.6875 27.296875 \r\nz\r\n\" id=\"DejaVuSans-70\"/>\r\n      <path d=\"M 56.203125 29.59375 \r\nL 56.203125 25.203125 \r\nL 14.890625 25.203125 \r\nQ 15.484375 15.921875 20.484375 11.0625 \r\nQ 25.484375 6.203125 34.421875 6.203125 \r\nQ 39.59375 6.203125 44.453125 7.46875 \r\nQ 49.3125 8.734375 54.109375 11.28125 \r\nL 54.109375 2.78125 \r\nQ 49.265625 0.734375 44.1875 -0.34375 \r\nQ 39.109375 -1.421875 33.890625 -1.421875 \r\nQ 20.796875 -1.421875 13.15625 6.1875 \r\nQ 5.515625 13.8125 5.515625 26.8125 \r\nQ 5.515625 40.234375 12.765625 48.109375 \r\nQ 20.015625 56 32.328125 56 \r\nQ 43.359375 56 49.78125 48.890625 \r\nQ 56.203125 41.796875 56.203125 29.59375 \r\nz\r\nM 47.21875 32.234375 \r\nQ 47.125 39.59375 43.09375 43.984375 \r\nQ 39.0625 48.390625 32.421875 48.390625 \r\nQ 24.90625 48.390625 20.390625 44.140625 \r\nQ 15.875 39.890625 15.1875 32.171875 \r\nz\r\n\" id=\"DejaVuSans-65\"/>\r\n      <path d=\"M 41.109375 46.296875 \r\nQ 39.59375 47.171875 37.8125 47.578125 \r\nQ 36.03125 48 33.890625 48 \r\nQ 26.265625 48 22.1875 43.046875 \r\nQ 18.109375 38.09375 18.109375 28.8125 \r\nL 18.109375 0 \r\nL 9.078125 0 \r\nL 9.078125 54.6875 \r\nL 18.109375 54.6875 \r\nL 18.109375 46.1875 \r\nQ 20.953125 51.171875 25.484375 53.578125 \r\nQ 30.03125 56 36.53125 56 \r\nQ 37.453125 56 38.578125 55.875 \r\nQ 39.703125 55.765625 41.0625 55.515625 \r\nz\r\n\" id=\"DejaVuSans-72\"/>\r\n      <path d=\"M 48.78125 52.59375 \r\nL 48.78125 44.1875 \r\nQ 44.96875 46.296875 41.140625 47.34375 \r\nQ 37.3125 48.390625 33.40625 48.390625 \r\nQ 24.65625 48.390625 19.8125 42.84375 \r\nQ 14.984375 37.3125 14.984375 27.296875 \r\nQ 14.984375 17.28125 19.8125 11.734375 \r\nQ 24.65625 6.203125 33.40625 6.203125 \r\nQ 37.3125 6.203125 41.140625 7.25 \r\nQ 44.96875 8.296875 48.78125 10.40625 \r\nL 48.78125 2.09375 \r\nQ 45.015625 0.34375 40.984375 -0.53125 \r\nQ 36.96875 -1.421875 32.421875 -1.421875 \r\nQ 20.0625 -1.421875 12.78125 6.34375 \r\nQ 5.515625 14.109375 5.515625 27.296875 \r\nQ 5.515625 40.671875 12.859375 48.328125 \r\nQ 20.21875 56 33.015625 56 \r\nQ 37.15625 56 41.109375 55.140625 \r\nQ 45.0625 54.296875 48.78125 52.59375 \r\nz\r\n\" id=\"DejaVuSans-63\"/>\r\n      <path d=\"M 34.28125 27.484375 \r\nQ 23.390625 27.484375 19.1875 25 \r\nQ 14.984375 22.515625 14.984375 16.5 \r\nQ 14.984375 11.71875 18.140625 8.90625 \r\nQ 21.296875 6.109375 26.703125 6.109375 \r\nQ 34.1875 6.109375 38.703125 11.40625 \r\nQ 43.21875 16.703125 43.21875 25.484375 \r\nL 43.21875 27.484375 \r\nz\r\nM 52.203125 31.203125 \r\nL 52.203125 0 \r\nL 43.21875 0 \r\nL 43.21875 8.296875 \r\nQ 40.140625 3.328125 35.546875 0.953125 \r\nQ 30.953125 -1.421875 24.3125 -1.421875 \r\nQ 15.921875 -1.421875 10.953125 3.296875 \r\nQ 6 8.015625 6 15.921875 \r\nQ 6 25.140625 12.171875 29.828125 \r\nQ 18.359375 34.515625 30.609375 34.515625 \r\nL 43.21875 34.515625 \r\nL 43.21875 35.40625 \r\nQ 43.21875 41.609375 39.140625 45 \r\nQ 35.0625 48.390625 27.6875 48.390625 \r\nQ 23 48.390625 18.546875 47.265625 \r\nQ 14.109375 46.140625 10.015625 43.890625 \r\nL 10.015625 52.203125 \r\nQ 14.9375 54.109375 19.578125 55.046875 \r\nQ 24.21875 56 28.609375 56 \r\nQ 40.484375 56 46.34375 49.84375 \r\nQ 52.203125 43.703125 52.203125 31.203125 \r\nz\r\n\" id=\"DejaVuSans-61\"/>\r\n      <path d=\"M 9.421875 54.6875 \r\nL 18.40625 54.6875 \r\nL 18.40625 0 \r\nL 9.421875 0 \r\nz\r\nM 9.421875 75.984375 \r\nL 18.40625 75.984375 \r\nL 18.40625 64.59375 \r\nL 9.421875 64.59375 \r\nz\r\n\" id=\"DejaVuSans-69\"/>\r\n      <path d=\"M 18.3125 70.21875 \r\nL 18.3125 54.6875 \r\nL 36.8125 54.6875 \r\nL 36.8125 47.703125 \r\nL 18.3125 47.703125 \r\nL 18.3125 18.015625 \r\nQ 18.3125 11.328125 20.140625 9.421875 \r\nQ 21.96875 7.515625 27.59375 7.515625 \r\nL 36.8125 7.515625 \r\nL 36.8125 0 \r\nL 27.59375 0 \r\nQ 17.1875 0 13.234375 3.875 \r\nQ 9.28125 7.765625 9.28125 18.015625 \r\nL 9.28125 47.703125 \r\nL 2.6875 47.703125 \r\nL 2.6875 54.6875 \r\nL 9.28125 54.6875 \r\nL 9.28125 70.21875 \r\nz\r\n\" id=\"DejaVuSans-74\"/>\r\n      <path d=\"M 31 75.875 \r\nQ 24.46875 64.65625 21.28125 53.65625 \r\nQ 18.109375 42.671875 18.109375 31.390625 \r\nQ 18.109375 20.125 21.3125 9.0625 \r\nQ 24.515625 -2 31 -13.1875 \r\nL 23.1875 -13.1875 \r\nQ 15.875 -1.703125 12.234375 9.375 \r\nQ 8.59375 20.453125 8.59375 31.390625 \r\nQ 8.59375 42.28125 12.203125 53.3125 \r\nQ 15.828125 64.359375 23.1875 75.875 \r\nz\r\n\" id=\"DejaVuSans-28\"/>\r\n      <path d=\"M 8.6875 72.90625 \r\nL 18.609375 72.90625 \r\nL 18.609375 28.609375 \r\nQ 18.609375 16.890625 22.84375 11.734375 \r\nQ 27.09375 6.59375 36.625 6.59375 \r\nQ 46.09375 6.59375 50.34375 11.734375 \r\nQ 54.59375 16.890625 54.59375 28.609375 \r\nL 54.59375 72.90625 \r\nL 64.5 72.90625 \r\nL 64.5 27.390625 \r\nQ 64.5 13.140625 57.4375 5.859375 \r\nQ 50.390625 -1.421875 36.625 -1.421875 \r\nQ 22.796875 -1.421875 15.734375 5.859375 \r\nQ 8.6875 13.140625 8.6875 27.390625 \r\nz\r\n\" id=\"DejaVuSans-55\"/>\r\n      <path d=\"M 53.515625 70.515625 \r\nL 53.515625 60.890625 \r\nQ 47.90625 63.578125 42.921875 64.890625 \r\nQ 37.9375 66.21875 33.296875 66.21875 \r\nQ 25.25 66.21875 20.875 63.09375 \r\nQ 16.5 59.96875 16.5 54.203125 \r\nQ 16.5 49.359375 19.40625 46.890625 \r\nQ 22.3125 44.4375 30.421875 42.921875 \r\nL 36.375 41.703125 \r\nQ 47.40625 39.59375 52.65625 34.296875 \r\nQ 57.90625 29 57.90625 20.125 \r\nQ 57.90625 9.515625 50.796875 4.046875 \r\nQ 43.703125 -1.421875 29.984375 -1.421875 \r\nQ 24.8125 -1.421875 18.96875 -0.25 \r\nQ 13.140625 0.921875 6.890625 3.21875 \r\nL 6.890625 13.375 \r\nQ 12.890625 10.015625 18.65625 8.296875 \r\nQ 24.421875 6.59375 29.984375 6.59375 \r\nQ 38.421875 6.59375 43.015625 9.90625 \r\nQ 47.609375 13.234375 47.609375 19.390625 \r\nQ 47.609375 24.75 44.3125 27.78125 \r\nQ 41.015625 30.8125 33.5 32.328125 \r\nL 27.484375 33.5 \r\nQ 16.453125 35.6875 11.515625 40.375 \r\nQ 6.59375 45.0625 6.59375 53.421875 \r\nQ 6.59375 63.09375 13.40625 68.65625 \r\nQ 20.21875 74.21875 32.171875 74.21875 \r\nQ 37.3125 74.21875 42.625 73.28125 \r\nQ 47.953125 72.359375 53.515625 70.515625 \r\nz\r\n\" id=\"DejaVuSans-53\"/>\r\n      <path d=\"M 8.015625 75.875 \r\nL 15.828125 75.875 \r\nQ 23.140625 64.359375 26.78125 53.3125 \r\nQ 30.421875 42.28125 30.421875 31.390625 \r\nQ 30.421875 20.453125 26.78125 9.375 \r\nQ 23.140625 -1.703125 15.828125 -13.1875 \r\nL 8.015625 -13.1875 \r\nQ 14.5 -2 17.703125 9.0625 \r\nQ 20.90625 20.125 20.90625 31.390625 \r\nQ 20.90625 42.671875 17.703125 53.65625 \r\nQ 14.5 64.65625 8.015625 75.875 \r\nz\r\n\" id=\"DejaVuSans-29\"/>\r\n     </defs>\r\n     <g transform=\"translate(111.432812 196.410625)scale(0.14 -0.14)\">\r\n      <use xlink:href=\"#DejaVuSans-47\"/>\r\n      <use x=\"77.490234\" xlink:href=\"#DejaVuSans-44\"/>\r\n      <use x=\"154.492188\" xlink:href=\"#DejaVuSans-50\"/>\r\n      <use x=\"214.794922\" xlink:href=\"#DejaVuSans-20\"/>\r\n      <use x=\"246.582031\" xlink:href=\"#DejaVuSans-70\"/>\r\n      <use x=\"310.058594\" xlink:href=\"#DejaVuSans-65\"/>\r\n      <use x=\"371.582031\" xlink:href=\"#DejaVuSans-72\"/>\r\n      <use x=\"412.695312\" xlink:href=\"#DejaVuSans-20\"/>\r\n      <use x=\"444.482422\" xlink:href=\"#DejaVuSans-63\"/>\r\n      <use x=\"499.462891\" xlink:href=\"#DejaVuSans-61\"/>\r\n      <use x=\"560.742188\" xlink:href=\"#DejaVuSans-70\"/>\r\n      <use x=\"624.21875\" xlink:href=\"#DejaVuSans-69\"/>\r\n      <use x=\"652.001953\" xlink:href=\"#DejaVuSans-74\"/>\r\n      <use x=\"691.210938\" xlink:href=\"#DejaVuSans-61\"/>\r\n      <use x=\"752.490234\" xlink:href=\"#DejaVuSans-20\"/>\r\n      <use x=\"784.277344\" xlink:href=\"#DejaVuSans-28\"/>\r\n      <use x=\"823.291016\" xlink:href=\"#DejaVuSans-55\"/>\r\n      <use x=\"896.484375\" xlink:href=\"#DejaVuSans-53\"/>\r\n      <use x=\"959.960938\" xlink:href=\"#DejaVuSans-44\"/>\r\n      <use x=\"1036.962891\" xlink:href=\"#DejaVuSans-29\"/>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"matplotlib.axis_2\">\r\n    <g id=\"ytick_1\">\r\n     <g id=\"line2d_8\">\r\n      <defs>\r\n       <path d=\"M 0 0 \r\nL -3.5 0 \r\n\" id=\"mca84d1d9f3\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n      </defs>\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"47.019375\" xlink:href=\"#mca84d1d9f3\" y=\"163.159062\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_9\">\r\n      <!-- 0 -->\r\n      <g transform=\"translate(32.384375 167.718125)scale(0.12 -0.12)\">\r\n       <use xlink:href=\"#DejaVuSans-30\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_2\">\r\n     <g id=\"line2d_9\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"47.019375\" xlink:href=\"#mca84d1d9f3\" y=\"132.879062\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_10\">\r\n      <!-- 2 -->\r\n      <g transform=\"translate(32.384375 137.438125)scale(0.12 -0.12)\">\r\n       <use xlink:href=\"#DejaVuSans-32\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_3\">\r\n     <g id=\"line2d_10\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"47.019375\" xlink:href=\"#mca84d1d9f3\" y=\"102.599063\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_11\">\r\n      <!-- 4 -->\r\n      <g transform=\"translate(32.384375 107.158125)scale(0.12 -0.12)\">\r\n       <use xlink:href=\"#DejaVuSans-34\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_4\">\r\n     <g id=\"line2d_11\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"47.019375\" xlink:href=\"#mca84d1d9f3\" y=\"72.319063\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_12\">\r\n      <!-- 6 -->\r\n      <g transform=\"translate(32.384375 76.878125)scale(0.12 -0.12)\">\r\n       <use xlink:href=\"#DejaVuSans-36\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_5\">\r\n     <g id=\"line2d_12\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"47.019375\" xlink:href=\"#mca84d1d9f3\" y=\"42.039063\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_13\">\r\n      <!-- 8 -->\r\n      <defs>\r\n       <path d=\"M 31.78125 34.625 \r\nQ 24.75 34.625 20.71875 30.859375 \r\nQ 16.703125 27.09375 16.703125 20.515625 \r\nQ 16.703125 13.921875 20.71875 10.15625 \r\nQ 24.75 6.390625 31.78125 6.390625 \r\nQ 38.8125 6.390625 42.859375 10.171875 \r\nQ 46.921875 13.96875 46.921875 20.515625 \r\nQ 46.921875 27.09375 42.890625 30.859375 \r\nQ 38.875 34.625 31.78125 34.625 \r\nz\r\nM 21.921875 38.8125 \r\nQ 15.578125 40.375 12.03125 44.71875 \r\nQ 8.5 49.078125 8.5 55.328125 \r\nQ 8.5 64.0625 14.71875 69.140625 \r\nQ 20.953125 74.21875 31.78125 74.21875 \r\nQ 42.671875 74.21875 48.875 69.140625 \r\nQ 55.078125 64.0625 55.078125 55.328125 \r\nQ 55.078125 49.078125 51.53125 44.71875 \r\nQ 48 40.375 41.703125 38.8125 \r\nQ 48.828125 37.15625 52.796875 32.3125 \r\nQ 56.78125 27.484375 56.78125 20.515625 \r\nQ 56.78125 9.90625 50.3125 4.234375 \r\nQ 43.84375 -1.421875 31.78125 -1.421875 \r\nQ 19.734375 -1.421875 13.25 4.234375 \r\nQ 6.78125 9.90625 6.78125 20.515625 \r\nQ 6.78125 27.484375 10.78125 32.3125 \r\nQ 14.796875 37.15625 21.921875 38.8125 \r\nz\r\nM 18.3125 54.390625 \r\nQ 18.3125 48.734375 21.84375 45.5625 \r\nQ 25.390625 42.390625 31.78125 42.390625 \r\nQ 38.140625 42.390625 41.71875 45.5625 \r\nQ 45.3125 48.734375 45.3125 54.390625 \r\nQ 45.3125 60.0625 41.71875 63.234375 \r\nQ 38.140625 66.40625 31.78125 66.40625 \r\nQ 25.390625 66.40625 21.84375 63.234375 \r\nQ 18.3125 60.0625 18.3125 54.390625 \r\nz\r\n\" id=\"DejaVuSans-38\"/>\r\n      </defs>\r\n      <g transform=\"translate(32.384375 46.598125)scale(0.12 -0.12)\">\r\n       <use xlink:href=\"#DejaVuSans-38\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_6\">\r\n     <g id=\"line2d_13\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"47.019375\" xlink:href=\"#mca84d1d9f3\" y=\"11.759063\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_14\">\r\n      <!-- 10 -->\r\n      <g transform=\"translate(24.749375 16.318125)scale(0.12 -0.12)\">\r\n       <use xlink:href=\"#DejaVuSans-31\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"text_15\">\r\n     <!-- Life satisfaction -->\r\n     <defs>\r\n      <path d=\"M 9.8125 72.90625 \r\nL 19.671875 72.90625 \r\nL 19.671875 8.296875 \r\nL 55.171875 8.296875 \r\nL 55.171875 0 \r\nL 9.8125 0 \r\nz\r\n\" id=\"DejaVuSans-4c\"/>\r\n      <path d=\"M 37.109375 75.984375 \r\nL 37.109375 68.5 \r\nL 28.515625 68.5 \r\nQ 23.6875 68.5 21.796875 66.546875 \r\nQ 19.921875 64.59375 19.921875 59.515625 \r\nL 19.921875 54.6875 \r\nL 34.71875 54.6875 \r\nL 34.71875 47.703125 \r\nL 19.921875 47.703125 \r\nL 19.921875 0 \r\nL 10.890625 0 \r\nL 10.890625 47.703125 \r\nL 2.296875 47.703125 \r\nL 2.296875 54.6875 \r\nL 10.890625 54.6875 \r\nL 10.890625 58.5 \r\nQ 10.890625 67.625 15.140625 71.796875 \r\nQ 19.390625 75.984375 28.609375 75.984375 \r\nz\r\n\" id=\"DejaVuSans-66\"/>\r\n      <path d=\"M 44.28125 53.078125 \r\nL 44.28125 44.578125 \r\nQ 40.484375 46.53125 36.375 47.5 \r\nQ 32.28125 48.484375 27.875 48.484375 \r\nQ 21.1875 48.484375 17.84375 46.4375 \r\nQ 14.5 44.390625 14.5 40.28125 \r\nQ 14.5 37.15625 16.890625 35.375 \r\nQ 19.28125 33.59375 26.515625 31.984375 \r\nL 29.59375 31.296875 \r\nQ 39.15625 29.25 43.1875 25.515625 \r\nQ 47.21875 21.78125 47.21875 15.09375 \r\nQ 47.21875 7.46875 41.1875 3.015625 \r\nQ 35.15625 -1.421875 24.609375 -1.421875 \r\nQ 20.21875 -1.421875 15.453125 -0.5625 \r\nQ 10.6875 0.296875 5.421875 2 \r\nL 5.421875 11.28125 \r\nQ 10.40625 8.6875 15.234375 7.390625 \r\nQ 20.0625 6.109375 24.8125 6.109375 \r\nQ 31.15625 6.109375 34.5625 8.28125 \r\nQ 37.984375 10.453125 37.984375 14.40625 \r\nQ 37.984375 18.0625 35.515625 20.015625 \r\nQ 33.0625 21.96875 24.703125 23.78125 \r\nL 21.578125 24.515625 \r\nQ 13.234375 26.265625 9.515625 29.90625 \r\nQ 5.8125 33.546875 5.8125 39.890625 \r\nQ 5.8125 47.609375 11.28125 51.796875 \r\nQ 16.75 56 26.8125 56 \r\nQ 31.78125 56 36.171875 55.265625 \r\nQ 40.578125 54.546875 44.28125 53.078125 \r\nz\r\n\" id=\"DejaVuSans-73\"/>\r\n      <path d=\"M 30.609375 48.390625 \r\nQ 23.390625 48.390625 19.1875 42.75 \r\nQ 14.984375 37.109375 14.984375 27.296875 \r\nQ 14.984375 17.484375 19.15625 11.84375 \r\nQ 23.34375 6.203125 30.609375 6.203125 \r\nQ 37.796875 6.203125 41.984375 11.859375 \r\nQ 46.1875 17.53125 46.1875 27.296875 \r\nQ 46.1875 37.015625 41.984375 42.703125 \r\nQ 37.796875 48.390625 30.609375 48.390625 \r\nz\r\nM 30.609375 56 \r\nQ 42.328125 56 49.015625 48.375 \r\nQ 55.71875 40.765625 55.71875 27.296875 \r\nQ 55.71875 13.875 49.015625 6.21875 \r\nQ 42.328125 -1.421875 30.609375 -1.421875 \r\nQ 18.84375 -1.421875 12.171875 6.21875 \r\nQ 5.515625 13.875 5.515625 27.296875 \r\nQ 5.515625 40.765625 12.171875 48.375 \r\nQ 18.84375 56 30.609375 56 \r\nz\r\n\" id=\"DejaVuSans-6f\"/>\r\n      <path d=\"M 54.890625 33.015625 \r\nL 54.890625 0 \r\nL 45.90625 0 \r\nL 45.90625 32.71875 \r\nQ 45.90625 40.484375 42.875 44.328125 \r\nQ 39.84375 48.1875 33.796875 48.1875 \r\nQ 26.515625 48.1875 22.3125 43.546875 \r\nQ 18.109375 38.921875 18.109375 30.90625 \r\nL 18.109375 0 \r\nL 9.078125 0 \r\nL 9.078125 54.6875 \r\nL 18.109375 54.6875 \r\nL 18.109375 46.1875 \r\nQ 21.34375 51.125 25.703125 53.5625 \r\nQ 30.078125 56 35.796875 56 \r\nQ 45.21875 56 50.046875 50.171875 \r\nQ 54.890625 44.34375 54.890625 33.015625 \r\nz\r\n\" id=\"DejaVuSans-6e\"/>\r\n     </defs>\r\n     <g transform=\"translate(17.837812 142.582969)rotate(-90)scale(0.14 -0.14)\">\r\n      <use xlink:href=\"#DejaVuSans-4c\"/>\r\n      <use x=\"55.712891\" xlink:href=\"#DejaVuSans-69\"/>\r\n      <use x=\"83.496094\" xlink:href=\"#DejaVuSans-66\"/>\r\n      <use x=\"118.701172\" xlink:href=\"#DejaVuSans-65\"/>\r\n      <use x=\"180.224609\" xlink:href=\"#DejaVuSans-20\"/>\r\n      <use x=\"212.011719\" xlink:href=\"#DejaVuSans-73\"/>\r\n      <use x=\"264.111328\" xlink:href=\"#DejaVuSans-61\"/>\r\n      <use x=\"325.390625\" xlink:href=\"#DejaVuSans-74\"/>\r\n      <use x=\"364.599609\" xlink:href=\"#DejaVuSans-69\"/>\r\n      <use x=\"392.382812\" xlink:href=\"#DejaVuSans-73\"/>\r\n      <use x=\"444.482422\" xlink:href=\"#DejaVuSans-66\"/>\r\n      <use x=\"479.6875\" xlink:href=\"#DejaVuSans-61\"/>\r\n      <use x=\"540.966797\" xlink:href=\"#DejaVuSans-63\"/>\r\n      <use x=\"595.947266\" xlink:href=\"#DejaVuSans-74\"/>\r\n      <use x=\"635.15625\" xlink:href=\"#DejaVuSans-69\"/>\r\n      <use x=\"662.939453\" xlink:href=\"#DejaVuSans-6f\"/>\r\n      <use x=\"724.121094\" xlink:href=\"#DejaVuSans-6e\"/>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"line2d_14\">\r\n    <path clip-path=\"url(#p28c8050633)\" d=\"M 47.019375 89.683843 \r\nL 326.481875 45.067372 \r\nL 326.481875 45.067372 \r\n\" style=\"fill:none;stroke:#0000ff;stroke-linecap:square;stroke-width:1.5;\"/>\r\n   </g>\r\n   <g id=\"patch_3\">\r\n    <path d=\"M 47.019375 163.159062 \r\nL 47.019375 11.759063 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_4\">\r\n    <path d=\"M 326.481875 163.159062 \r\nL 326.481875 11.759063 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_5\">\r\n    <path d=\"M 47.019375 163.159062 \r\nL 326.481875 163.159062 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_6\">\r\n    <path d=\"M 47.019375 11.759063 \r\nL 326.481875 11.759063 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"text_16\">\r\n    <!-- $\\theta_0 = 4.85$ -->\r\n    <defs>\r\n     <path d=\"M 45.515625 34.671875 \r\nL 14.453125 34.671875 \r\nQ 12.359375 20.0625 14.5 13.875 \r\nQ 17.1875 6.25 24.46875 6.25 \r\nQ 31.78125 6.25 37.359375 13.921875 \r\nQ 42.234375 20.65625 45.515625 34.671875 \r\nz\r\nM 47.015625 42.96875 \r\nQ 48.34375 56.84375 46.625 61.71875 \r\nQ 43.953125 69.4375 36.765625 69.4375 \r\nQ 29.296875 69.4375 23.828125 61.8125 \r\nQ 19.53125 55.671875 16.15625 42.96875 \r\nz\r\nM 38.1875 76.765625 \r\nQ 49.90625 76.765625 54.59375 66.40625 \r\nQ 59.28125 56.109375 55.71875 37.84375 \r\nQ 52.203125 19.625 43.453125 9.28125 \r\nQ 34.765625 -1.125 23.046875 -1.125 \r\nQ 11.28125 -1.125 6.640625 9.28125 \r\nQ 2 19.625 5.515625 37.84375 \r\nQ 9.078125 56.109375 17.71875 66.40625 \r\nQ 26.421875 76.765625 38.1875 76.765625 \r\nz\r\n\" id=\"DejaVuSans-Oblique-3b8\"/>\r\n     <path d=\"M 10.59375 45.40625 \r\nL 73.1875 45.40625 \r\nL 73.1875 37.203125 \r\nL 10.59375 37.203125 \r\nz\r\nM 10.59375 25.484375 \r\nL 73.1875 25.484375 \r\nL 73.1875 17.1875 \r\nL 10.59375 17.1875 \r\nz\r\n\" id=\"DejaVuSans-3d\"/>\r\n     <path d=\"M 10.6875 12.40625 \r\nL 21 12.40625 \r\nL 21 0 \r\nL 10.6875 0 \r\nz\r\n\" id=\"DejaVuSans-2e\"/>\r\n    </defs>\r\n    <g style=\"fill:#0000ff;\" transform=\"translate(70.307917 116.225062)scale(0.14 -0.14)\">\r\n     <use transform=\"translate(0 0.234375)\" xlink:href=\"#DejaVuSans-Oblique-3b8\"/>\r\n     <use transform=\"translate(61.181641 -16.171875)scale(0.7)\" xlink:href=\"#DejaVuSans-30\"/>\r\n     <use transform=\"translate(127.93457 0.234375)\" xlink:href=\"#DejaVuSans-3d\"/>\r\n     <use transform=\"translate(231.206055 0.234375)\" xlink:href=\"#DejaVuSans-34\"/>\r\n     <use transform=\"translate(294.829102 0.234375)\" xlink:href=\"#DejaVuSans-2e\"/>\r\n     <use transform=\"translate(326.584961 0.234375)\" xlink:href=\"#DejaVuSans-38\"/>\r\n     <use transform=\"translate(390.208008 0.234375)\" xlink:href=\"#DejaVuSans-35\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_17\">\r\n    <!-- $\\theta_1 = 4.91 \\times 10^{-5}$ -->\r\n    <defs>\r\n     <path d=\"M 10.984375 1.515625 \r\nL 10.984375 10.5 \r\nQ 14.703125 8.734375 18.5 7.8125 \r\nQ 22.3125 6.890625 25.984375 6.890625 \r\nQ 35.75 6.890625 40.890625 13.453125 \r\nQ 46.046875 20.015625 46.78125 33.40625 \r\nQ 43.953125 29.203125 39.59375 26.953125 \r\nQ 35.25 24.703125 29.984375 24.703125 \r\nQ 19.046875 24.703125 12.671875 31.3125 \r\nQ 6.296875 37.9375 6.296875 49.421875 \r\nQ 6.296875 60.640625 12.9375 67.421875 \r\nQ 19.578125 74.21875 30.609375 74.21875 \r\nQ 43.265625 74.21875 49.921875 64.515625 \r\nQ 56.59375 54.828125 56.59375 36.375 \r\nQ 56.59375 19.140625 48.40625 8.859375 \r\nQ 40.234375 -1.421875 26.421875 -1.421875 \r\nQ 22.703125 -1.421875 18.890625 -0.6875 \r\nQ 15.09375 0.046875 10.984375 1.515625 \r\nz\r\nM 30.609375 32.421875 \r\nQ 37.25 32.421875 41.125 36.953125 \r\nQ 45.015625 41.5 45.015625 49.421875 \r\nQ 45.015625 57.28125 41.125 61.84375 \r\nQ 37.25 66.40625 30.609375 66.40625 \r\nQ 23.96875 66.40625 20.09375 61.84375 \r\nQ 16.21875 57.28125 16.21875 49.421875 \r\nQ 16.21875 41.5 20.09375 36.953125 \r\nQ 23.96875 32.421875 30.609375 32.421875 \r\nz\r\n\" id=\"DejaVuSans-39\"/>\r\n     <path d=\"M 70.125 53.71875 \r\nL 47.796875 31.296875 \r\nL 70.125 8.984375 \r\nL 64.3125 3.078125 \r\nL 41.890625 25.484375 \r\nL 19.484375 3.078125 \r\nL 13.71875 8.984375 \r\nL 35.984375 31.296875 \r\nL 13.71875 53.71875 \r\nL 19.484375 59.625 \r\nL 41.890625 37.203125 \r\nL 64.3125 59.625 \r\nz\r\n\" id=\"DejaVuSans-d7\"/>\r\n     <path d=\"M 10.59375 35.5 \r\nL 73.1875 35.5 \r\nL 73.1875 27.203125 \r\nL 10.59375 27.203125 \r\nz\r\n\" id=\"DejaVuSans-2212\"/>\r\n    </defs>\r\n    <g style=\"fill:#0000ff;\" transform=\"translate(70.307917 129.851062)scale(0.14 -0.14)\">\r\n     <use transform=\"translate(0 0.684375)\" xlink:href=\"#DejaVuSans-Oblique-3b8\"/>\r\n     <use transform=\"translate(61.181641 -15.721875)scale(0.7)\" xlink:href=\"#DejaVuSans-31\"/>\r\n     <use transform=\"translate(127.93457 0.684375)\" xlink:href=\"#DejaVuSans-3d\"/>\r\n     <use transform=\"translate(231.206055 0.684375)\" xlink:href=\"#DejaVuSans-34\"/>\r\n     <use transform=\"translate(294.829102 0.684375)\" xlink:href=\"#DejaVuSans-2e\"/>\r\n     <use transform=\"translate(326.616211 0.684375)\" xlink:href=\"#DejaVuSans-39\"/>\r\n     <use transform=\"translate(390.239258 0.684375)\" xlink:href=\"#DejaVuSans-31\"/>\r\n     <use transform=\"translate(473.344727 0.684375)\" xlink:href=\"#DejaVuSans-d7\"/>\r\n     <use transform=\"translate(576.616211 0.684375)\" xlink:href=\"#DejaVuSans-31\"/>\r\n     <use transform=\"translate(640.239258 0.684375)\" xlink:href=\"#DejaVuSans-30\"/>\r\n     <use transform=\"translate(704.819336 38.965625)scale(0.7)\" xlink:href=\"#DejaVuSans-2212\"/>\r\n     <use transform=\"translate(763.47168 38.965625)scale(0.7)\" xlink:href=\"#DejaVuSans-35\"/>\r\n    </g>\r\n   </g>\r\n  </g>\r\n </g>\r\n <defs>\r\n  <clipPath id=\"p28c8050633\">\r\n   <rect height=\"151.4\" width=\"279.4625\" x=\"47.019375\" y=\"11.759063\"/>\r\n  </clipPath>\r\n </defs>\r\n</svg>\r\n",
      "image/png": "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\n"
     },
     "metadata": {}
    }
   ],
   "source": [
    "sample_data.plot(kind='scatter', x=\"GDP per capita\", y='Life satisfaction', figsize=(5,3))\n",
    "plt.xlabel(\"GDP per capita (USD)\")\n",
    "plt.axis([0, 60000, 0, 10])\n",
    "X=np.linspace(0, 60000, 1000)\n",
    "plt.plot(X, t0 + t1*X, \"b\")\n",
    "plt.text(5000, 3.1, r\"$\\theta_0 = 4.85$\", fontsize=14, color=\"b\")\n",
    "plt.text(5000, 2.2, r\"$\\theta_1 = 4.91 \\times 10^{-5}$\", fontsize=14, color=\"b\")\n",
    "save_fig('best_fit_model_plot')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": "22587.49\n"
    },
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": "5.96244744318815"
     },
     "metadata": {},
     "execution_count": 41
    }
   ],
   "source": [
    "cyprus_gdp_per_capita = gdp_per_capita.loc[\"Cyprus\"][\"GDP per capita\"]\n",
    "print(cyprus_gdp_per_capita)\n",
    "cyprus_predicted_life_satisfaction = lin1.predict([[cyprus_gdp_per_capita]])[0][0]\n",
    "cyprus_predicted_life_satisfaction"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": "Saving figure cyprus_prediction_plot\n"
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 360x216 with 1 Axes>",
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\r\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\r\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\r\n<!-- Created with matplotlib (http://matplotlib.org/) -->\r\n<svg height=\"206.522187pt\" version=\"1.1\" viewBox=\"0 0 352.769375 206.522187\" width=\"352.769375pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\r\n <defs>\r\n  <style type=\"text/css\">\r\n*{stroke-linecap:butt;stroke-linejoin:round;}\r\n  </style>\r\n </defs>\r\n <g id=\"figure_1\">\r\n  <g id=\"patch_1\">\r\n   <path d=\"M 0 206.522187 \r\nL 352.769375 206.522187 \r\nL 352.769375 0 \r\nL 0 0 \r\nz\r\n\" style=\"fill:none;\"/>\r\n  </g>\r\n  <g id=\"axes_1\">\r\n   <g id=\"patch_2\">\r\n    <path d=\"M 47.019375 163.159062 \r\nL 326.481875 163.159062 \r\nL 326.481875 11.759063 \r\nL 47.019375 11.759063 \r\nz\r\n\" style=\"fill:#ffffff;\"/>\r\n   </g>\r\n   <g id=\"PathCollection_1\">\r\n    <defs>\r\n     <path d=\"M 0 0.5 \r\nC 0.132602 0.5 0.25979 0.447317 0.353553 0.353553 \r\nC 0.447317 0.25979 0.5 0.132602 0.5 0 \r\nC 0.5 -0.132602 0.447317 -0.25979 0.353553 -0.353553 \r\nC 0.25979 -0.447317 0.132602 -0.5 0 -0.5 \r\nC -0.132602 -0.5 -0.25979 -0.447317 -0.353553 -0.353553 \r\nC -0.447317 -0.25979 -0.5 -0.132602 -0.5 0 \r\nC -0.5 0.132602 -0.447317 0.25979 -0.353553 0.353553 \r\nC -0.25979 0.447317 -0.132602 0.5 0 0.5 \r\nz\r\n\" id=\"mef0f94d4f2\" style=\"stroke:#1f77b4;\"/>\r\n    </defs>\r\n    <g clip-path=\"url(#p8829f88b4f)\">\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"89.194523\" xlink:href=\"#mef0f94d4f2\" y=\"72.319063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"90.975901\" xlink:href=\"#mef0f94d4f2\" y=\"78.375063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"104.029231\" xlink:href=\"#mef0f94d4f2\" y=\"88.973062\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"105.218996\" xlink:href=\"#mef0f94d4f2\" y=\"75.347063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"121.504217\" xlink:href=\"#mef0f94d4f2\" y=\"70.805063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"127.542223\" xlink:href=\"#mef0f94d4f2\" y=\"78.375063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"131.15756\" xlink:href=\"#mef0f94d4f2\" y=\"90.487063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"136.082173\" xlink:href=\"#mef0f94d4f2\" y=\"85.945063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"143.585229\" xlink:href=\"#mef0f94d4f2\" y=\"76.861063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"167.489702\" xlink:href=\"#mef0f94d4f2\" y=\"64.749063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"173.686671\" xlink:href=\"#mef0f94d4f2\" y=\"75.347063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"186.129198\" xlink:href=\"#mef0f94d4f2\" y=\"72.319063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"198.327569\" xlink:href=\"#mef0f94d4f2\" y=\"73.833062\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"211.638326\" xlink:href=\"#mef0f94d4f2\" y=\"51.123063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"219.563673\" xlink:href=\"#mef0f94d4f2\" y=\"52.637063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"222.498564\" xlink:href=\"#mef0f94d4f2\" y=\"64.749063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"233.824369\" xlink:href=\"#mef0f94d4f2\" y=\"58.693063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"237.969166\" xlink:href=\"#mef0f94d4f2\" y=\"57.179063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"242.521969\" xlink:href=\"#mef0f94d4f2\" y=\"51.123063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"248.847011\" xlink:href=\"#mef0f94d4f2\" y=\"52.637063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"250.109967\" xlink:href=\"#mef0f94d4f2\" y=\"52.637063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"250.673159\" xlink:href=\"#mef0f94d4f2\" y=\"58.693063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"250.890473\" xlink:href=\"#mef0f94d4f2\" y=\"60.207063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"279.281898\" xlink:href=\"#mef0f94d4f2\" y=\"54.151063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"283.88519\" xlink:href=\"#mef0f94d4f2\" y=\"49.609063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"284.384878\" xlink:href=\"#mef0f94d4f2\" y=\"52.637063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"286.196163\" xlink:href=\"#mef0f94d4f2\" y=\"57.179063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"289.751956\" xlink:href=\"#mef0f94d4f2\" y=\"49.609063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"306.943739\" xlink:href=\"#mef0f94d4f2\" y=\"54.151063\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"matplotlib.axis_1\">\r\n    <g id=\"xtick_1\">\r\n     <g id=\"line2d_1\">\r\n      <defs>\r\n       <path d=\"M 0 0 \r\nL 0 3.5 \r\n\" id=\"m27b7838c1e\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n      </defs>\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"47.019375\" xlink:href=\"#m27b7838c1e\" y=\"163.159062\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_1\">\r\n      <!-- 0 -->\r\n      <defs>\r\n       <path d=\"M 31.78125 66.40625 \r\nQ 24.171875 66.40625 20.328125 58.90625 \r\nQ 16.5 51.421875 16.5 36.375 \r\nQ 16.5 21.390625 20.328125 13.890625 \r\nQ 24.171875 6.390625 31.78125 6.390625 \r\nQ 39.453125 6.390625 43.28125 13.890625 \r\nQ 47.125 21.390625 47.125 36.375 \r\nQ 47.125 51.421875 43.28125 58.90625 \r\nQ 39.453125 66.40625 31.78125 66.40625 \r\nz\r\nM 31.78125 74.21875 \r\nQ 44.046875 74.21875 50.515625 64.515625 \r\nQ 56.984375 54.828125 56.984375 36.375 \r\nQ 56.984375 17.96875 50.515625 8.265625 \r\nQ 44.046875 -1.421875 31.78125 -1.421875 \r\nQ 19.53125 -1.421875 13.0625 8.265625 \r\nQ 6.59375 17.96875 6.59375 36.375 \r\nQ 6.59375 54.828125 13.0625 64.515625 \r\nQ 19.53125 74.21875 31.78125 74.21875 \r\nz\r\n\" id=\"DejaVuSans-30\"/>\r\n      </defs>\r\n      <g transform=\"translate(43.201875 179.277187)scale(0.12 -0.12)\">\r\n       <use xlink:href=\"#DejaVuSans-30\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_2\">\r\n     <g id=\"line2d_2\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"93.596458\" xlink:href=\"#m27b7838c1e\" y=\"163.159062\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_2\">\r\n      <!-- 10000 -->\r\n      <defs>\r\n       <path d=\"M 12.40625 8.296875 \r\nL 28.515625 8.296875 \r\nL 28.515625 63.921875 \r\nL 10.984375 60.40625 \r\nL 10.984375 69.390625 \r\nL 28.421875 72.90625 \r\nL 38.28125 72.90625 \r\nL 38.28125 8.296875 \r\nL 54.390625 8.296875 \r\nL 54.390625 0 \r\nL 12.40625 0 \r\nz\r\n\" id=\"DejaVuSans-31\"/>\r\n      </defs>\r\n      <g transform=\"translate(74.508958 179.277187)scale(0.12 -0.12)\">\r\n       <use xlink:href=\"#DejaVuSans-31\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"254.492188\" xlink:href=\"#DejaVuSans-30\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_3\">\r\n     <g id=\"line2d_3\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"140.173542\" xlink:href=\"#m27b7838c1e\" y=\"163.159062\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_3\">\r\n      <!-- 20000 -->\r\n      <defs>\r\n       <path d=\"M 19.1875 8.296875 \r\nL 53.609375 8.296875 \r\nL 53.609375 0 \r\nL 7.328125 0 \r\nL 7.328125 8.296875 \r\nQ 12.9375 14.109375 22.625 23.890625 \r\nQ 32.328125 33.6875 34.8125 36.53125 \r\nQ 39.546875 41.84375 41.421875 45.53125 \r\nQ 43.3125 49.21875 43.3125 52.78125 \r\nQ 43.3125 58.59375 39.234375 62.25 \r\nQ 35.15625 65.921875 28.609375 65.921875 \r\nQ 23.96875 65.921875 18.8125 64.3125 \r\nQ 13.671875 62.703125 7.8125 59.421875 \r\nL 7.8125 69.390625 \r\nQ 13.765625 71.78125 18.9375 73 \r\nQ 24.125 74.21875 28.421875 74.21875 \r\nQ 39.75 74.21875 46.484375 68.546875 \r\nQ 53.21875 62.890625 53.21875 53.421875 \r\nQ 53.21875 48.921875 51.53125 44.890625 \r\nQ 49.859375 40.875 45.40625 35.40625 \r\nQ 44.1875 33.984375 37.640625 27.21875 \r\nQ 31.109375 20.453125 19.1875 8.296875 \r\nz\r\n\" id=\"DejaVuSans-32\"/>\r\n      </defs>\r\n      <g transform=\"translate(121.086042 179.277187)scale(0.12 -0.12)\">\r\n       <use xlink:href=\"#DejaVuSans-32\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"254.492188\" xlink:href=\"#DejaVuSans-30\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_4\">\r\n     <g id=\"line2d_4\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"186.750625\" xlink:href=\"#m27b7838c1e\" y=\"163.159062\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_4\">\r\n      <!-- 30000 -->\r\n      <defs>\r\n       <path d=\"M 40.578125 39.3125 \r\nQ 47.65625 37.796875 51.625 33 \r\nQ 55.609375 28.21875 55.609375 21.1875 \r\nQ 55.609375 10.40625 48.1875 4.484375 \r\nQ 40.765625 -1.421875 27.09375 -1.421875 \r\nQ 22.515625 -1.421875 17.65625 -0.515625 \r\nQ 12.796875 0.390625 7.625 2.203125 \r\nL 7.625 11.71875 \r\nQ 11.71875 9.328125 16.59375 8.109375 \r\nQ 21.484375 6.890625 26.8125 6.890625 \r\nQ 36.078125 6.890625 40.9375 10.546875 \r\nQ 45.796875 14.203125 45.796875 21.1875 \r\nQ 45.796875 27.640625 41.28125 31.265625 \r\nQ 36.765625 34.90625 28.71875 34.90625 \r\nL 20.21875 34.90625 \r\nL 20.21875 43.015625 \r\nL 29.109375 43.015625 \r\nQ 36.375 43.015625 40.234375 45.921875 \r\nQ 44.09375 48.828125 44.09375 54.296875 \r\nQ 44.09375 59.90625 40.109375 62.90625 \r\nQ 36.140625 65.921875 28.71875 65.921875 \r\nQ 24.65625 65.921875 20.015625 65.03125 \r\nQ 15.375 64.15625 9.8125 62.3125 \r\nL 9.8125 71.09375 \r\nQ 15.4375 72.65625 20.34375 73.4375 \r\nQ 25.25 74.21875 29.59375 74.21875 \r\nQ 40.828125 74.21875 47.359375 69.109375 \r\nQ 53.90625 64.015625 53.90625 55.328125 \r\nQ 53.90625 49.265625 50.4375 45.09375 \r\nQ 46.96875 40.921875 40.578125 39.3125 \r\nz\r\n\" id=\"DejaVuSans-33\"/>\r\n      </defs>\r\n      <g transform=\"translate(167.663125 179.277187)scale(0.12 -0.12)\">\r\n       <use xlink:href=\"#DejaVuSans-33\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"254.492188\" xlink:href=\"#DejaVuSans-30\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_5\">\r\n     <g id=\"line2d_5\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"233.327708\" xlink:href=\"#m27b7838c1e\" y=\"163.159062\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_5\">\r\n      <!-- 40000 -->\r\n      <defs>\r\n       <path d=\"M 37.796875 64.3125 \r\nL 12.890625 25.390625 \r\nL 37.796875 25.390625 \r\nz\r\nM 35.203125 72.90625 \r\nL 47.609375 72.90625 \r\nL 47.609375 25.390625 \r\nL 58.015625 25.390625 \r\nL 58.015625 17.1875 \r\nL 47.609375 17.1875 \r\nL 47.609375 0 \r\nL 37.796875 0 \r\nL 37.796875 17.1875 \r\nL 4.890625 17.1875 \r\nL 4.890625 26.703125 \r\nz\r\n\" id=\"DejaVuSans-34\"/>\r\n      </defs>\r\n      <g transform=\"translate(214.240208 179.277187)scale(0.12 -0.12)\">\r\n       <use xlink:href=\"#DejaVuSans-34\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"254.492188\" xlink:href=\"#DejaVuSans-30\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_6\">\r\n     <g id=\"line2d_6\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"279.904792\" xlink:href=\"#m27b7838c1e\" y=\"163.159062\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_6\">\r\n      <!-- 50000 -->\r\n      <defs>\r\n       <path d=\"M 10.796875 72.90625 \r\nL 49.515625 72.90625 \r\nL 49.515625 64.59375 \r\nL 19.828125 64.59375 \r\nL 19.828125 46.734375 \r\nQ 21.96875 47.46875 24.109375 47.828125 \r\nQ 26.265625 48.1875 28.421875 48.1875 \r\nQ 40.625 48.1875 47.75 41.5 \r\nQ 54.890625 34.8125 54.890625 23.390625 \r\nQ 54.890625 11.625 47.5625 5.09375 \r\nQ 40.234375 -1.421875 26.90625 -1.421875 \r\nQ 22.3125 -1.421875 17.546875 -0.640625 \r\nQ 12.796875 0.140625 7.71875 1.703125 \r\nL 7.71875 11.625 \r\nQ 12.109375 9.234375 16.796875 8.0625 \r\nQ 21.484375 6.890625 26.703125 6.890625 \r\nQ 35.15625 6.890625 40.078125 11.328125 \r\nQ 45.015625 15.765625 45.015625 23.390625 \r\nQ 45.015625 31 40.078125 35.4375 \r\nQ 35.15625 39.890625 26.703125 39.890625 \r\nQ 22.75 39.890625 18.8125 39.015625 \r\nQ 14.890625 38.140625 10.796875 36.28125 \r\nz\r\n\" id=\"DejaVuSans-35\"/>\r\n      </defs>\r\n      <g transform=\"translate(260.817292 179.277187)scale(0.12 -0.12)\">\r\n       <use xlink:href=\"#DejaVuSans-35\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"254.492188\" xlink:href=\"#DejaVuSans-30\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_7\">\r\n     <g id=\"line2d_7\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"326.481875\" xlink:href=\"#m27b7838c1e\" y=\"163.159062\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_7\">\r\n      <!-- 60000 -->\r\n      <defs>\r\n       <path d=\"M 33.015625 40.375 \r\nQ 26.375 40.375 22.484375 35.828125 \r\nQ 18.609375 31.296875 18.609375 23.390625 \r\nQ 18.609375 15.53125 22.484375 10.953125 \r\nQ 26.375 6.390625 33.015625 6.390625 \r\nQ 39.65625 6.390625 43.53125 10.953125 \r\nQ 47.40625 15.53125 47.40625 23.390625 \r\nQ 47.40625 31.296875 43.53125 35.828125 \r\nQ 39.65625 40.375 33.015625 40.375 \r\nz\r\nM 52.59375 71.296875 \r\nL 52.59375 62.3125 \r\nQ 48.875 64.0625 45.09375 64.984375 \r\nQ 41.3125 65.921875 37.59375 65.921875 \r\nQ 27.828125 65.921875 22.671875 59.328125 \r\nQ 17.53125 52.734375 16.796875 39.40625 \r\nQ 19.671875 43.65625 24.015625 45.921875 \r\nQ 28.375 48.1875 33.59375 48.1875 \r\nQ 44.578125 48.1875 50.953125 41.515625 \r\nQ 57.328125 34.859375 57.328125 23.390625 \r\nQ 57.328125 12.15625 50.6875 5.359375 \r\nQ 44.046875 -1.421875 33.015625 -1.421875 \r\nQ 20.359375 -1.421875 13.671875 8.265625 \r\nQ 6.984375 17.96875 6.984375 36.375 \r\nQ 6.984375 53.65625 15.1875 63.9375 \r\nQ 23.390625 74.21875 37.203125 74.21875 \r\nQ 40.921875 74.21875 44.703125 73.484375 \r\nQ 48.484375 72.75 52.59375 71.296875 \r\nz\r\n\" id=\"DejaVuSans-36\"/>\r\n      </defs>\r\n      <g transform=\"translate(307.394375 179.277187)scale(0.12 -0.12)\">\r\n       <use xlink:href=\"#DejaVuSans-36\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"254.492188\" xlink:href=\"#DejaVuSans-30\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"text_8\">\r\n     <!-- GDP per capita (USD) -->\r\n     <defs>\r\n      <path d=\"M 59.515625 10.40625 \r\nL 59.515625 29.984375 \r\nL 43.40625 29.984375 \r\nL 43.40625 38.09375 \r\nL 69.28125 38.09375 \r\nL 69.28125 6.78125 \r\nQ 63.578125 2.734375 56.6875 0.65625 \r\nQ 49.8125 -1.421875 42 -1.421875 \r\nQ 24.90625 -1.421875 15.25 8.5625 \r\nQ 5.609375 18.5625 5.609375 36.375 \r\nQ 5.609375 54.25 15.25 64.234375 \r\nQ 24.90625 74.21875 42 74.21875 \r\nQ 49.125 74.21875 55.546875 72.453125 \r\nQ 61.96875 70.703125 67.390625 67.28125 \r\nL 67.390625 56.78125 \r\nQ 61.921875 61.421875 55.765625 63.765625 \r\nQ 49.609375 66.109375 42.828125 66.109375 \r\nQ 29.4375 66.109375 22.71875 58.640625 \r\nQ 16.015625 51.171875 16.015625 36.375 \r\nQ 16.015625 21.625 22.71875 14.15625 \r\nQ 29.4375 6.6875 42.828125 6.6875 \r\nQ 48.046875 6.6875 52.140625 7.59375 \r\nQ 56.25 8.5 59.515625 10.40625 \r\nz\r\n\" id=\"DejaVuSans-47\"/>\r\n      <path d=\"M 19.671875 64.796875 \r\nL 19.671875 8.109375 \r\nL 31.59375 8.109375 \r\nQ 46.6875 8.109375 53.6875 14.9375 \r\nQ 60.6875 21.78125 60.6875 36.53125 \r\nQ 60.6875 51.171875 53.6875 57.984375 \r\nQ 46.6875 64.796875 31.59375 64.796875 \r\nz\r\nM 9.8125 72.90625 \r\nL 30.078125 72.90625 \r\nQ 51.265625 72.90625 61.171875 64.09375 \r\nQ 71.09375 55.28125 71.09375 36.53125 \r\nQ 71.09375 17.671875 61.125 8.828125 \r\nQ 51.171875 0 30.078125 0 \r\nL 9.8125 0 \r\nz\r\n\" id=\"DejaVuSans-44\"/>\r\n      <path d=\"M 19.671875 64.796875 \r\nL 19.671875 37.40625 \r\nL 32.078125 37.40625 \r\nQ 38.96875 37.40625 42.71875 40.96875 \r\nQ 46.484375 44.53125 46.484375 51.125 \r\nQ 46.484375 57.671875 42.71875 61.234375 \r\nQ 38.96875 64.796875 32.078125 64.796875 \r\nz\r\nM 9.8125 72.90625 \r\nL 32.078125 72.90625 \r\nQ 44.34375 72.90625 50.609375 67.359375 \r\nQ 56.890625 61.8125 56.890625 51.125 \r\nQ 56.890625 40.328125 50.609375 34.8125 \r\nQ 44.34375 29.296875 32.078125 29.296875 \r\nL 19.671875 29.296875 \r\nL 19.671875 0 \r\nL 9.8125 0 \r\nz\r\n\" id=\"DejaVuSans-50\"/>\r\n      <path id=\"DejaVuSans-20\"/>\r\n      <path d=\"M 18.109375 8.203125 \r\nL 18.109375 -20.796875 \r\nL 9.078125 -20.796875 \r\nL 9.078125 54.6875 \r\nL 18.109375 54.6875 \r\nL 18.109375 46.390625 \r\nQ 20.953125 51.265625 25.265625 53.625 \r\nQ 29.59375 56 35.59375 56 \r\nQ 45.5625 56 51.78125 48.09375 \r\nQ 58.015625 40.1875 58.015625 27.296875 \r\nQ 58.015625 14.40625 51.78125 6.484375 \r\nQ 45.5625 -1.421875 35.59375 -1.421875 \r\nQ 29.59375 -1.421875 25.265625 0.953125 \r\nQ 20.953125 3.328125 18.109375 8.203125 \r\nz\r\nM 48.6875 27.296875 \r\nQ 48.6875 37.203125 44.609375 42.84375 \r\nQ 40.53125 48.484375 33.40625 48.484375 \r\nQ 26.265625 48.484375 22.1875 42.84375 \r\nQ 18.109375 37.203125 18.109375 27.296875 \r\nQ 18.109375 17.390625 22.1875 11.75 \r\nQ 26.265625 6.109375 33.40625 6.109375 \r\nQ 40.53125 6.109375 44.609375 11.75 \r\nQ 48.6875 17.390625 48.6875 27.296875 \r\nz\r\n\" id=\"DejaVuSans-70\"/>\r\n      <path d=\"M 56.203125 29.59375 \r\nL 56.203125 25.203125 \r\nL 14.890625 25.203125 \r\nQ 15.484375 15.921875 20.484375 11.0625 \r\nQ 25.484375 6.203125 34.421875 6.203125 \r\nQ 39.59375 6.203125 44.453125 7.46875 \r\nQ 49.3125 8.734375 54.109375 11.28125 \r\nL 54.109375 2.78125 \r\nQ 49.265625 0.734375 44.1875 -0.34375 \r\nQ 39.109375 -1.421875 33.890625 -1.421875 \r\nQ 20.796875 -1.421875 13.15625 6.1875 \r\nQ 5.515625 13.8125 5.515625 26.8125 \r\nQ 5.515625 40.234375 12.765625 48.109375 \r\nQ 20.015625 56 32.328125 56 \r\nQ 43.359375 56 49.78125 48.890625 \r\nQ 56.203125 41.796875 56.203125 29.59375 \r\nz\r\nM 47.21875 32.234375 \r\nQ 47.125 39.59375 43.09375 43.984375 \r\nQ 39.0625 48.390625 32.421875 48.390625 \r\nQ 24.90625 48.390625 20.390625 44.140625 \r\nQ 15.875 39.890625 15.1875 32.171875 \r\nz\r\n\" id=\"DejaVuSans-65\"/>\r\n      <path d=\"M 41.109375 46.296875 \r\nQ 39.59375 47.171875 37.8125 47.578125 \r\nQ 36.03125 48 33.890625 48 \r\nQ 26.265625 48 22.1875 43.046875 \r\nQ 18.109375 38.09375 18.109375 28.8125 \r\nL 18.109375 0 \r\nL 9.078125 0 \r\nL 9.078125 54.6875 \r\nL 18.109375 54.6875 \r\nL 18.109375 46.1875 \r\nQ 20.953125 51.171875 25.484375 53.578125 \r\nQ 30.03125 56 36.53125 56 \r\nQ 37.453125 56 38.578125 55.875 \r\nQ 39.703125 55.765625 41.0625 55.515625 \r\nz\r\n\" id=\"DejaVuSans-72\"/>\r\n      <path d=\"M 48.78125 52.59375 \r\nL 48.78125 44.1875 \r\nQ 44.96875 46.296875 41.140625 47.34375 \r\nQ 37.3125 48.390625 33.40625 48.390625 \r\nQ 24.65625 48.390625 19.8125 42.84375 \r\nQ 14.984375 37.3125 14.984375 27.296875 \r\nQ 14.984375 17.28125 19.8125 11.734375 \r\nQ 24.65625 6.203125 33.40625 6.203125 \r\nQ 37.3125 6.203125 41.140625 7.25 \r\nQ 44.96875 8.296875 48.78125 10.40625 \r\nL 48.78125 2.09375 \r\nQ 45.015625 0.34375 40.984375 -0.53125 \r\nQ 36.96875 -1.421875 32.421875 -1.421875 \r\nQ 20.0625 -1.421875 12.78125 6.34375 \r\nQ 5.515625 14.109375 5.515625 27.296875 \r\nQ 5.515625 40.671875 12.859375 48.328125 \r\nQ 20.21875 56 33.015625 56 \r\nQ 37.15625 56 41.109375 55.140625 \r\nQ 45.0625 54.296875 48.78125 52.59375 \r\nz\r\n\" id=\"DejaVuSans-63\"/>\r\n      <path d=\"M 34.28125 27.484375 \r\nQ 23.390625 27.484375 19.1875 25 \r\nQ 14.984375 22.515625 14.984375 16.5 \r\nQ 14.984375 11.71875 18.140625 8.90625 \r\nQ 21.296875 6.109375 26.703125 6.109375 \r\nQ 34.1875 6.109375 38.703125 11.40625 \r\nQ 43.21875 16.703125 43.21875 25.484375 \r\nL 43.21875 27.484375 \r\nz\r\nM 52.203125 31.203125 \r\nL 52.203125 0 \r\nL 43.21875 0 \r\nL 43.21875 8.296875 \r\nQ 40.140625 3.328125 35.546875 0.953125 \r\nQ 30.953125 -1.421875 24.3125 -1.421875 \r\nQ 15.921875 -1.421875 10.953125 3.296875 \r\nQ 6 8.015625 6 15.921875 \r\nQ 6 25.140625 12.171875 29.828125 \r\nQ 18.359375 34.515625 30.609375 34.515625 \r\nL 43.21875 34.515625 \r\nL 43.21875 35.40625 \r\nQ 43.21875 41.609375 39.140625 45 \r\nQ 35.0625 48.390625 27.6875 48.390625 \r\nQ 23 48.390625 18.546875 47.265625 \r\nQ 14.109375 46.140625 10.015625 43.890625 \r\nL 10.015625 52.203125 \r\nQ 14.9375 54.109375 19.578125 55.046875 \r\nQ 24.21875 56 28.609375 56 \r\nQ 40.484375 56 46.34375 49.84375 \r\nQ 52.203125 43.703125 52.203125 31.203125 \r\nz\r\n\" id=\"DejaVuSans-61\"/>\r\n      <path d=\"M 9.421875 54.6875 \r\nL 18.40625 54.6875 \r\nL 18.40625 0 \r\nL 9.421875 0 \r\nz\r\nM 9.421875 75.984375 \r\nL 18.40625 75.984375 \r\nL 18.40625 64.59375 \r\nL 9.421875 64.59375 \r\nz\r\n\" id=\"DejaVuSans-69\"/>\r\n      <path d=\"M 18.3125 70.21875 \r\nL 18.3125 54.6875 \r\nL 36.8125 54.6875 \r\nL 36.8125 47.703125 \r\nL 18.3125 47.703125 \r\nL 18.3125 18.015625 \r\nQ 18.3125 11.328125 20.140625 9.421875 \r\nQ 21.96875 7.515625 27.59375 7.515625 \r\nL 36.8125 7.515625 \r\nL 36.8125 0 \r\nL 27.59375 0 \r\nQ 17.1875 0 13.234375 3.875 \r\nQ 9.28125 7.765625 9.28125 18.015625 \r\nL 9.28125 47.703125 \r\nL 2.6875 47.703125 \r\nL 2.6875 54.6875 \r\nL 9.28125 54.6875 \r\nL 9.28125 70.21875 \r\nz\r\n\" id=\"DejaVuSans-74\"/>\r\n      <path d=\"M 31 75.875 \r\nQ 24.46875 64.65625 21.28125 53.65625 \r\nQ 18.109375 42.671875 18.109375 31.390625 \r\nQ 18.109375 20.125 21.3125 9.0625 \r\nQ 24.515625 -2 31 -13.1875 \r\nL 23.1875 -13.1875 \r\nQ 15.875 -1.703125 12.234375 9.375 \r\nQ 8.59375 20.453125 8.59375 31.390625 \r\nQ 8.59375 42.28125 12.203125 53.3125 \r\nQ 15.828125 64.359375 23.1875 75.875 \r\nz\r\n\" id=\"DejaVuSans-28\"/>\r\n      <path d=\"M 8.6875 72.90625 \r\nL 18.609375 72.90625 \r\nL 18.609375 28.609375 \r\nQ 18.609375 16.890625 22.84375 11.734375 \r\nQ 27.09375 6.59375 36.625 6.59375 \r\nQ 46.09375 6.59375 50.34375 11.734375 \r\nQ 54.59375 16.890625 54.59375 28.609375 \r\nL 54.59375 72.90625 \r\nL 64.5 72.90625 \r\nL 64.5 27.390625 \r\nQ 64.5 13.140625 57.4375 5.859375 \r\nQ 50.390625 -1.421875 36.625 -1.421875 \r\nQ 22.796875 -1.421875 15.734375 5.859375 \r\nQ 8.6875 13.140625 8.6875 27.390625 \r\nz\r\n\" id=\"DejaVuSans-55\"/>\r\n      <path d=\"M 53.515625 70.515625 \r\nL 53.515625 60.890625 \r\nQ 47.90625 63.578125 42.921875 64.890625 \r\nQ 37.9375 66.21875 33.296875 66.21875 \r\nQ 25.25 66.21875 20.875 63.09375 \r\nQ 16.5 59.96875 16.5 54.203125 \r\nQ 16.5 49.359375 19.40625 46.890625 \r\nQ 22.3125 44.4375 30.421875 42.921875 \r\nL 36.375 41.703125 \r\nQ 47.40625 39.59375 52.65625 34.296875 \r\nQ 57.90625 29 57.90625 20.125 \r\nQ 57.90625 9.515625 50.796875 4.046875 \r\nQ 43.703125 -1.421875 29.984375 -1.421875 \r\nQ 24.8125 -1.421875 18.96875 -0.25 \r\nQ 13.140625 0.921875 6.890625 3.21875 \r\nL 6.890625 13.375 \r\nQ 12.890625 10.015625 18.65625 8.296875 \r\nQ 24.421875 6.59375 29.984375 6.59375 \r\nQ 38.421875 6.59375 43.015625 9.90625 \r\nQ 47.609375 13.234375 47.609375 19.390625 \r\nQ 47.609375 24.75 44.3125 27.78125 \r\nQ 41.015625 30.8125 33.5 32.328125 \r\nL 27.484375 33.5 \r\nQ 16.453125 35.6875 11.515625 40.375 \r\nQ 6.59375 45.0625 6.59375 53.421875 \r\nQ 6.59375 63.09375 13.40625 68.65625 \r\nQ 20.21875 74.21875 32.171875 74.21875 \r\nQ 37.3125 74.21875 42.625 73.28125 \r\nQ 47.953125 72.359375 53.515625 70.515625 \r\nz\r\n\" id=\"DejaVuSans-53\"/>\r\n      <path d=\"M 8.015625 75.875 \r\nL 15.828125 75.875 \r\nQ 23.140625 64.359375 26.78125 53.3125 \r\nQ 30.421875 42.28125 30.421875 31.390625 \r\nQ 30.421875 20.453125 26.78125 9.375 \r\nQ 23.140625 -1.703125 15.828125 -13.1875 \r\nL 8.015625 -13.1875 \r\nQ 14.5 -2 17.703125 9.0625 \r\nQ 20.90625 20.125 20.90625 31.390625 \r\nQ 20.90625 42.671875 17.703125 53.65625 \r\nQ 14.5 64.65625 8.015625 75.875 \r\nz\r\n\" id=\"DejaVuSans-29\"/>\r\n     </defs>\r\n     <g transform=\"translate(111.432812 196.410625)scale(0.14 -0.14)\">\r\n      <use xlink:href=\"#DejaVuSans-47\"/>\r\n      <use x=\"77.490234\" xlink:href=\"#DejaVuSans-44\"/>\r\n      <use x=\"154.492188\" xlink:href=\"#DejaVuSans-50\"/>\r\n      <use x=\"214.794922\" xlink:href=\"#DejaVuSans-20\"/>\r\n      <use x=\"246.582031\" xlink:href=\"#DejaVuSans-70\"/>\r\n      <use x=\"310.058594\" xlink:href=\"#DejaVuSans-65\"/>\r\n      <use x=\"371.582031\" xlink:href=\"#DejaVuSans-72\"/>\r\n      <use x=\"412.695312\" xlink:href=\"#DejaVuSans-20\"/>\r\n      <use x=\"444.482422\" xlink:href=\"#DejaVuSans-63\"/>\r\n      <use x=\"499.462891\" xlink:href=\"#DejaVuSans-61\"/>\r\n      <use x=\"560.742188\" xlink:href=\"#DejaVuSans-70\"/>\r\n      <use x=\"624.21875\" xlink:href=\"#DejaVuSans-69\"/>\r\n      <use x=\"652.001953\" xlink:href=\"#DejaVuSans-74\"/>\r\n      <use x=\"691.210938\" xlink:href=\"#DejaVuSans-61\"/>\r\n      <use x=\"752.490234\" xlink:href=\"#DejaVuSans-20\"/>\r\n      <use x=\"784.277344\" xlink:href=\"#DejaVuSans-28\"/>\r\n      <use x=\"823.291016\" xlink:href=\"#DejaVuSans-55\"/>\r\n      <use x=\"896.484375\" xlink:href=\"#DejaVuSans-53\"/>\r\n      <use x=\"959.960938\" xlink:href=\"#DejaVuSans-44\"/>\r\n      <use x=\"1036.962891\" xlink:href=\"#DejaVuSans-29\"/>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"matplotlib.axis_2\">\r\n    <g id=\"ytick_1\">\r\n     <g id=\"line2d_8\">\r\n      <defs>\r\n       <path d=\"M 0 0 \r\nL -3.5 0 \r\n\" id=\"m9eb520c8a4\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n      </defs>\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"47.019375\" xlink:href=\"#m9eb520c8a4\" y=\"163.159062\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_9\">\r\n      <!-- 0 -->\r\n      <g transform=\"translate(32.384375 167.718125)scale(0.12 -0.12)\">\r\n       <use xlink:href=\"#DejaVuSans-30\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_2\">\r\n     <g id=\"line2d_9\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"47.019375\" xlink:href=\"#m9eb520c8a4\" y=\"132.879062\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_10\">\r\n      <!-- 2 -->\r\n      <g transform=\"translate(32.384375 137.438125)scale(0.12 -0.12)\">\r\n       <use xlink:href=\"#DejaVuSans-32\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_3\">\r\n     <g id=\"line2d_10\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"47.019375\" xlink:href=\"#m9eb520c8a4\" y=\"102.599063\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_11\">\r\n      <!-- 4 -->\r\n      <g transform=\"translate(32.384375 107.158125)scale(0.12 -0.12)\">\r\n       <use xlink:href=\"#DejaVuSans-34\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_4\">\r\n     <g id=\"line2d_11\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"47.019375\" xlink:href=\"#m9eb520c8a4\" y=\"72.319063\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_12\">\r\n      <!-- 6 -->\r\n      <g transform=\"translate(32.384375 76.878125)scale(0.12 -0.12)\">\r\n       <use xlink:href=\"#DejaVuSans-36\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_5\">\r\n     <g id=\"line2d_12\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"47.019375\" xlink:href=\"#m9eb520c8a4\" y=\"42.039063\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_13\">\r\n      <!-- 8 -->\r\n      <defs>\r\n       <path d=\"M 31.78125 34.625 \r\nQ 24.75 34.625 20.71875 30.859375 \r\nQ 16.703125 27.09375 16.703125 20.515625 \r\nQ 16.703125 13.921875 20.71875 10.15625 \r\nQ 24.75 6.390625 31.78125 6.390625 \r\nQ 38.8125 6.390625 42.859375 10.171875 \r\nQ 46.921875 13.96875 46.921875 20.515625 \r\nQ 46.921875 27.09375 42.890625 30.859375 \r\nQ 38.875 34.625 31.78125 34.625 \r\nz\r\nM 21.921875 38.8125 \r\nQ 15.578125 40.375 12.03125 44.71875 \r\nQ 8.5 49.078125 8.5 55.328125 \r\nQ 8.5 64.0625 14.71875 69.140625 \r\nQ 20.953125 74.21875 31.78125 74.21875 \r\nQ 42.671875 74.21875 48.875 69.140625 \r\nQ 55.078125 64.0625 55.078125 55.328125 \r\nQ 55.078125 49.078125 51.53125 44.71875 \r\nQ 48 40.375 41.703125 38.8125 \r\nQ 48.828125 37.15625 52.796875 32.3125 \r\nQ 56.78125 27.484375 56.78125 20.515625 \r\nQ 56.78125 9.90625 50.3125 4.234375 \r\nQ 43.84375 -1.421875 31.78125 -1.421875 \r\nQ 19.734375 -1.421875 13.25 4.234375 \r\nQ 6.78125 9.90625 6.78125 20.515625 \r\nQ 6.78125 27.484375 10.78125 32.3125 \r\nQ 14.796875 37.15625 21.921875 38.8125 \r\nz\r\nM 18.3125 54.390625 \r\nQ 18.3125 48.734375 21.84375 45.5625 \r\nQ 25.390625 42.390625 31.78125 42.390625 \r\nQ 38.140625 42.390625 41.71875 45.5625 \r\nQ 45.3125 48.734375 45.3125 54.390625 \r\nQ 45.3125 60.0625 41.71875 63.234375 \r\nQ 38.140625 66.40625 31.78125 66.40625 \r\nQ 25.390625 66.40625 21.84375 63.234375 \r\nQ 18.3125 60.0625 18.3125 54.390625 \r\nz\r\n\" id=\"DejaVuSans-38\"/>\r\n      </defs>\r\n      <g transform=\"translate(32.384375 46.598125)scale(0.12 -0.12)\">\r\n       <use xlink:href=\"#DejaVuSans-38\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_6\">\r\n     <g id=\"line2d_13\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"47.019375\" xlink:href=\"#m9eb520c8a4\" y=\"11.759063\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_14\">\r\n      <!-- 10 -->\r\n      <g transform=\"translate(24.749375 16.318125)scale(0.12 -0.12)\">\r\n       <use xlink:href=\"#DejaVuSans-31\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"text_15\">\r\n     <!-- Life satisfaction -->\r\n     <defs>\r\n      <path d=\"M 9.8125 72.90625 \r\nL 19.671875 72.90625 \r\nL 19.671875 8.296875 \r\nL 55.171875 8.296875 \r\nL 55.171875 0 \r\nL 9.8125 0 \r\nz\r\n\" id=\"DejaVuSans-4c\"/>\r\n      <path d=\"M 37.109375 75.984375 \r\nL 37.109375 68.5 \r\nL 28.515625 68.5 \r\nQ 23.6875 68.5 21.796875 66.546875 \r\nQ 19.921875 64.59375 19.921875 59.515625 \r\nL 19.921875 54.6875 \r\nL 34.71875 54.6875 \r\nL 34.71875 47.703125 \r\nL 19.921875 47.703125 \r\nL 19.921875 0 \r\nL 10.890625 0 \r\nL 10.890625 47.703125 \r\nL 2.296875 47.703125 \r\nL 2.296875 54.6875 \r\nL 10.890625 54.6875 \r\nL 10.890625 58.5 \r\nQ 10.890625 67.625 15.140625 71.796875 \r\nQ 19.390625 75.984375 28.609375 75.984375 \r\nz\r\n\" id=\"DejaVuSans-66\"/>\r\n      <path d=\"M 44.28125 53.078125 \r\nL 44.28125 44.578125 \r\nQ 40.484375 46.53125 36.375 47.5 \r\nQ 32.28125 48.484375 27.875 48.484375 \r\nQ 21.1875 48.484375 17.84375 46.4375 \r\nQ 14.5 44.390625 14.5 40.28125 \r\nQ 14.5 37.15625 16.890625 35.375 \r\nQ 19.28125 33.59375 26.515625 31.984375 \r\nL 29.59375 31.296875 \r\nQ 39.15625 29.25 43.1875 25.515625 \r\nQ 47.21875 21.78125 47.21875 15.09375 \r\nQ 47.21875 7.46875 41.1875 3.015625 \r\nQ 35.15625 -1.421875 24.609375 -1.421875 \r\nQ 20.21875 -1.421875 15.453125 -0.5625 \r\nQ 10.6875 0.296875 5.421875 2 \r\nL 5.421875 11.28125 \r\nQ 10.40625 8.6875 15.234375 7.390625 \r\nQ 20.0625 6.109375 24.8125 6.109375 \r\nQ 31.15625 6.109375 34.5625 8.28125 \r\nQ 37.984375 10.453125 37.984375 14.40625 \r\nQ 37.984375 18.0625 35.515625 20.015625 \r\nQ 33.0625 21.96875 24.703125 23.78125 \r\nL 21.578125 24.515625 \r\nQ 13.234375 26.265625 9.515625 29.90625 \r\nQ 5.8125 33.546875 5.8125 39.890625 \r\nQ 5.8125 47.609375 11.28125 51.796875 \r\nQ 16.75 56 26.8125 56 \r\nQ 31.78125 56 36.171875 55.265625 \r\nQ 40.578125 54.546875 44.28125 53.078125 \r\nz\r\n\" id=\"DejaVuSans-73\"/>\r\n      <path d=\"M 30.609375 48.390625 \r\nQ 23.390625 48.390625 19.1875 42.75 \r\nQ 14.984375 37.109375 14.984375 27.296875 \r\nQ 14.984375 17.484375 19.15625 11.84375 \r\nQ 23.34375 6.203125 30.609375 6.203125 \r\nQ 37.796875 6.203125 41.984375 11.859375 \r\nQ 46.1875 17.53125 46.1875 27.296875 \r\nQ 46.1875 37.015625 41.984375 42.703125 \r\nQ 37.796875 48.390625 30.609375 48.390625 \r\nz\r\nM 30.609375 56 \r\nQ 42.328125 56 49.015625 48.375 \r\nQ 55.71875 40.765625 55.71875 27.296875 \r\nQ 55.71875 13.875 49.015625 6.21875 \r\nQ 42.328125 -1.421875 30.609375 -1.421875 \r\nQ 18.84375 -1.421875 12.171875 6.21875 \r\nQ 5.515625 13.875 5.515625 27.296875 \r\nQ 5.515625 40.765625 12.171875 48.375 \r\nQ 18.84375 56 30.609375 56 \r\nz\r\n\" id=\"DejaVuSans-6f\"/>\r\n      <path d=\"M 54.890625 33.015625 \r\nL 54.890625 0 \r\nL 45.90625 0 \r\nL 45.90625 32.71875 \r\nQ 45.90625 40.484375 42.875 44.328125 \r\nQ 39.84375 48.1875 33.796875 48.1875 \r\nQ 26.515625 48.1875 22.3125 43.546875 \r\nQ 18.109375 38.921875 18.109375 30.90625 \r\nL 18.109375 0 \r\nL 9.078125 0 \r\nL 9.078125 54.6875 \r\nL 18.109375 54.6875 \r\nL 18.109375 46.1875 \r\nQ 21.34375 51.125 25.703125 53.5625 \r\nQ 30.078125 56 35.796875 56 \r\nQ 45.21875 56 50.046875 50.171875 \r\nQ 54.890625 44.34375 54.890625 33.015625 \r\nz\r\n\" id=\"DejaVuSans-6e\"/>\r\n     </defs>\r\n     <g transform=\"translate(17.837812 142.582969)rotate(-90)scale(0.14 -0.14)\">\r\n      <use xlink:href=\"#DejaVuSans-4c\"/>\r\n      <use x=\"55.712891\" xlink:href=\"#DejaVuSans-69\"/>\r\n      <use x=\"83.496094\" xlink:href=\"#DejaVuSans-66\"/>\r\n      <use x=\"118.701172\" xlink:href=\"#DejaVuSans-65\"/>\r\n      <use x=\"180.224609\" xlink:href=\"#DejaVuSans-20\"/>\r\n      <use x=\"212.011719\" xlink:href=\"#DejaVuSans-73\"/>\r\n      <use x=\"264.111328\" xlink:href=\"#DejaVuSans-61\"/>\r\n      <use x=\"325.390625\" xlink:href=\"#DejaVuSans-74\"/>\r\n      <use x=\"364.599609\" xlink:href=\"#DejaVuSans-69\"/>\r\n      <use x=\"392.382812\" xlink:href=\"#DejaVuSans-73\"/>\r\n      <use x=\"444.482422\" xlink:href=\"#DejaVuSans-66\"/>\r\n      <use x=\"479.6875\" xlink:href=\"#DejaVuSans-61\"/>\r\n      <use x=\"540.966797\" xlink:href=\"#DejaVuSans-63\"/>\r\n      <use x=\"595.947266\" xlink:href=\"#DejaVuSans-74\"/>\r\n      <use x=\"635.15625\" xlink:href=\"#DejaVuSans-69\"/>\r\n      <use x=\"662.939453\" xlink:href=\"#DejaVuSans-6f\"/>\r\n      <use x=\"724.121094\" xlink:href=\"#DejaVuSans-6e\"/>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"line2d_14\">\r\n    <path clip-path=\"url(#p8829f88b4f)\" d=\"M 47.019375 89.683843 \r\nL 326.481875 45.067372 \r\nL 326.481875 45.067372 \r\n\" style=\"fill:none;stroke:#0000ff;stroke-linecap:square;stroke-width:1.5;\"/>\r\n   </g>\r\n   <g id=\"line2d_15\">\r\n    <path clip-path=\"url(#p8829f88b4f)\" d=\"M 152.225315 163.159062 \r\nL 152.225315 72.887608 \r\n\" style=\"fill:none;stroke:#ff0000;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;\"/>\r\n   </g>\r\n   <g id=\"line2d_16\">\r\n    <defs>\r\n     <path d=\"M 0 3 \r\nC 0.795609 3 1.55874 2.683901 2.12132 2.12132 \r\nC 2.683901 1.55874 3 0.795609 3 0 \r\nC 3 -0.795609 2.683901 -1.55874 2.12132 -2.12132 \r\nC 1.55874 -2.683901 0.795609 -3 0 -3 \r\nC -0.795609 -3 -1.55874 -2.683901 -2.12132 -2.12132 \r\nC -2.683901 -1.55874 -3 -0.795609 -3 0 \r\nC -3 0.795609 -2.683901 1.55874 -2.12132 2.12132 \r\nC -1.55874 2.683901 -0.795609 3 0 3 \r\nz\r\n\" id=\"mc84f6af9cd\" style=\"stroke:#ff0000;\"/>\r\n    </defs>\r\n    <g clip-path=\"url(#p8829f88b4f)\">\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"152.225315\" xlink:href=\"#mc84f6af9cd\" y=\"72.887608\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"patch_3\">\r\n    <path d=\"M 47.019375 163.159062 \r\nL 47.019375 11.759063 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_4\">\r\n    <path d=\"M 326.481875 163.159062 \r\nL 326.481875 11.759063 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_5\">\r\n    <path d=\"M 47.019375 163.159062 \r\nL 326.481875 163.159062 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_6\">\r\n    <path d=\"M 47.019375 11.759063 \r\nL 326.481875 11.759063 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"text_16\">\r\n    <!-- $\\theta_0 = 4.85$ -->\r\n    <defs>\r\n     <path d=\"M 45.515625 34.671875 \r\nL 14.453125 34.671875 \r\nQ 12.359375 20.0625 14.5 13.875 \r\nQ 17.1875 6.25 24.46875 6.25 \r\nQ 31.78125 6.25 37.359375 13.921875 \r\nQ 42.234375 20.65625 45.515625 34.671875 \r\nz\r\nM 47.015625 42.96875 \r\nQ 48.34375 56.84375 46.625 61.71875 \r\nQ 43.953125 69.4375 36.765625 69.4375 \r\nQ 29.296875 69.4375 23.828125 61.8125 \r\nQ 19.53125 55.671875 16.15625 42.96875 \r\nz\r\nM 38.1875 76.765625 \r\nQ 49.90625 76.765625 54.59375 66.40625 \r\nQ 59.28125 56.109375 55.71875 37.84375 \r\nQ 52.203125 19.625 43.453125 9.28125 \r\nQ 34.765625 -1.125 23.046875 -1.125 \r\nQ 11.28125 -1.125 6.640625 9.28125 \r\nQ 2 19.625 5.515625 37.84375 \r\nQ 9.078125 56.109375 17.71875 66.40625 \r\nQ 26.421875 76.765625 38.1875 76.765625 \r\nz\r\n\" id=\"DejaVuSans-Oblique-3b8\"/>\r\n     <path d=\"M 10.59375 45.40625 \r\nL 73.1875 45.40625 \r\nL 73.1875 37.203125 \r\nL 10.59375 37.203125 \r\nz\r\nM 10.59375 25.484375 \r\nL 73.1875 25.484375 \r\nL 73.1875 17.1875 \r\nL 10.59375 17.1875 \r\nz\r\n\" id=\"DejaVuSans-3d\"/>\r\n     <path d=\"M 10.6875 12.40625 \r\nL 21 12.40625 \r\nL 21 0 \r\nL 10.6875 0 \r\nz\r\n\" id=\"DejaVuSans-2e\"/>\r\n    </defs>\r\n    <g style=\"fill:#0000ff;\" transform=\"translate(70.307917 49.609062)scale(0.14 -0.14)\">\r\n     <use transform=\"translate(0 0.234375)\" xlink:href=\"#DejaVuSans-Oblique-3b8\"/>\r\n     <use transform=\"translate(61.181641 -16.171875)scale(0.7)\" xlink:href=\"#DejaVuSans-30\"/>\r\n     <use transform=\"translate(127.93457 0.234375)\" xlink:href=\"#DejaVuSans-3d\"/>\r\n     <use transform=\"translate(231.206055 0.234375)\" xlink:href=\"#DejaVuSans-34\"/>\r\n     <use transform=\"translate(294.829102 0.234375)\" xlink:href=\"#DejaVuSans-2e\"/>\r\n     <use transform=\"translate(326.584961 0.234375)\" xlink:href=\"#DejaVuSans-38\"/>\r\n     <use transform=\"translate(390.208008 0.234375)\" xlink:href=\"#DejaVuSans-35\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_17\">\r\n    <!-- $\\theta_1 = 4.91 \\times 10^{-5}$ -->\r\n    <defs>\r\n     <path d=\"M 10.984375 1.515625 \r\nL 10.984375 10.5 \r\nQ 14.703125 8.734375 18.5 7.8125 \r\nQ 22.3125 6.890625 25.984375 6.890625 \r\nQ 35.75 6.890625 40.890625 13.453125 \r\nQ 46.046875 20.015625 46.78125 33.40625 \r\nQ 43.953125 29.203125 39.59375 26.953125 \r\nQ 35.25 24.703125 29.984375 24.703125 \r\nQ 19.046875 24.703125 12.671875 31.3125 \r\nQ 6.296875 37.9375 6.296875 49.421875 \r\nQ 6.296875 60.640625 12.9375 67.421875 \r\nQ 19.578125 74.21875 30.609375 74.21875 \r\nQ 43.265625 74.21875 49.921875 64.515625 \r\nQ 56.59375 54.828125 56.59375 36.375 \r\nQ 56.59375 19.140625 48.40625 8.859375 \r\nQ 40.234375 -1.421875 26.421875 -1.421875 \r\nQ 22.703125 -1.421875 18.890625 -0.6875 \r\nQ 15.09375 0.046875 10.984375 1.515625 \r\nz\r\nM 30.609375 32.421875 \r\nQ 37.25 32.421875 41.125 36.953125 \r\nQ 45.015625 41.5 45.015625 49.421875 \r\nQ 45.015625 57.28125 41.125 61.84375 \r\nQ 37.25 66.40625 30.609375 66.40625 \r\nQ 23.96875 66.40625 20.09375 61.84375 \r\nQ 16.21875 57.28125 16.21875 49.421875 \r\nQ 16.21875 41.5 20.09375 36.953125 \r\nQ 23.96875 32.421875 30.609375 32.421875 \r\nz\r\n\" id=\"DejaVuSans-39\"/>\r\n     <path d=\"M 70.125 53.71875 \r\nL 47.796875 31.296875 \r\nL 70.125 8.984375 \r\nL 64.3125 3.078125 \r\nL 41.890625 25.484375 \r\nL 19.484375 3.078125 \r\nL 13.71875 8.984375 \r\nL 35.984375 31.296875 \r\nL 13.71875 53.71875 \r\nL 19.484375 59.625 \r\nL 41.890625 37.203125 \r\nL 64.3125 59.625 \r\nz\r\n\" id=\"DejaVuSans-d7\"/>\r\n     <path d=\"M 10.59375 35.5 \r\nL 73.1875 35.5 \r\nL 73.1875 27.203125 \r\nL 10.59375 27.203125 \r\nz\r\n\" id=\"DejaVuSans-2212\"/>\r\n    </defs>\r\n    <g style=\"fill:#0000ff;\" transform=\"translate(70.307917 63.235062)scale(0.14 -0.14)\">\r\n     <use transform=\"translate(0 0.684375)\" xlink:href=\"#DejaVuSans-Oblique-3b8\"/>\r\n     <use transform=\"translate(61.181641 -15.721875)scale(0.7)\" xlink:href=\"#DejaVuSans-31\"/>\r\n     <use transform=\"translate(127.93457 0.684375)\" xlink:href=\"#DejaVuSans-3d\"/>\r\n     <use transform=\"translate(231.206055 0.684375)\" xlink:href=\"#DejaVuSans-34\"/>\r\n     <use transform=\"translate(294.829102 0.684375)\" xlink:href=\"#DejaVuSans-2e\"/>\r\n     <use transform=\"translate(326.616211 0.684375)\" xlink:href=\"#DejaVuSans-39\"/>\r\n     <use transform=\"translate(390.239258 0.684375)\" xlink:href=\"#DejaVuSans-31\"/>\r\n     <use transform=\"translate(473.344727 0.684375)\" xlink:href=\"#DejaVuSans-d7\"/>\r\n     <use transform=\"translate(576.616211 0.684375)\" xlink:href=\"#DejaVuSans-31\"/>\r\n     <use transform=\"translate(640.239258 0.684375)\" xlink:href=\"#DejaVuSans-30\"/>\r\n     <use transform=\"translate(704.819336 38.965625)scale(0.7)\" xlink:href=\"#DejaVuSans-2212\"/>\r\n     <use transform=\"translate(763.47168 38.965625)scale(0.7)\" xlink:href=\"#DejaVuSans-35\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"text_18\">\r\n    <!-- Prediction = 5.96 -->\r\n    <defs>\r\n     <path d=\"M 45.40625 46.390625 \r\nL 45.40625 75.984375 \r\nL 54.390625 75.984375 \r\nL 54.390625 0 \r\nL 45.40625 0 \r\nL 45.40625 8.203125 \r\nQ 42.578125 3.328125 38.25 0.953125 \r\nQ 33.9375 -1.421875 27.875 -1.421875 \r\nQ 17.96875 -1.421875 11.734375 6.484375 \r\nQ 5.515625 14.40625 5.515625 27.296875 \r\nQ 5.515625 40.1875 11.734375 48.09375 \r\nQ 17.96875 56 27.875 56 \r\nQ 33.9375 56 38.25 53.625 \r\nQ 42.578125 51.265625 45.40625 46.390625 \r\nz\r\nM 14.796875 27.296875 \r\nQ 14.796875 17.390625 18.875 11.75 \r\nQ 22.953125 6.109375 30.078125 6.109375 \r\nQ 37.203125 6.109375 41.296875 11.75 \r\nQ 45.40625 17.390625 45.40625 27.296875 \r\nQ 45.40625 37.203125 41.296875 42.84375 \r\nQ 37.203125 48.484375 30.078125 48.484375 \r\nQ 22.953125 48.484375 18.875 42.84375 \r\nQ 14.796875 37.203125 14.796875 27.296875 \r\nz\r\n\" id=\"DejaVuSans-64\"/>\r\n    </defs>\r\n    <g style=\"fill:#0000ff;\" transform=\"translate(163.462083 87.459062)scale(0.14 -0.14)\">\r\n     <use xlink:href=\"#DejaVuSans-50\"/>\r\n     <use x=\"60.287109\" xlink:href=\"#DejaVuSans-72\"/>\r\n     <use x=\"101.369141\" xlink:href=\"#DejaVuSans-65\"/>\r\n     <use x=\"162.892578\" xlink:href=\"#DejaVuSans-64\"/>\r\n     <use x=\"226.369141\" xlink:href=\"#DejaVuSans-69\"/>\r\n     <use x=\"254.152344\" xlink:href=\"#DejaVuSans-63\"/>\r\n     <use x=\"309.132812\" xlink:href=\"#DejaVuSans-74\"/>\r\n     <use x=\"348.341797\" xlink:href=\"#DejaVuSans-69\"/>\r\n     <use x=\"376.125\" xlink:href=\"#DejaVuSans-6f\"/>\r\n     <use x=\"437.306641\" xlink:href=\"#DejaVuSans-6e\"/>\r\n     <use x=\"500.685547\" xlink:href=\"#DejaVuSans-20\"/>\r\n     <use x=\"532.472656\" xlink:href=\"#DejaVuSans-3d\"/>\r\n     <use x=\"616.261719\" xlink:href=\"#DejaVuSans-20\"/>\r\n     <use x=\"648.048828\" xlink:href=\"#DejaVuSans-35\"/>\r\n     <use x=\"711.671875\" xlink:href=\"#DejaVuSans-2e\"/>\r\n     <use x=\"743.458984\" xlink:href=\"#DejaVuSans-39\"/>\r\n     <use x=\"807.082031\" xlink:href=\"#DejaVuSans-36\"/>\r\n    </g>\r\n   </g>\r\n  </g>\r\n </g>\r\n <defs>\r\n  <clipPath id=\"p8829f88b4f\">\r\n   <rect height=\"151.4\" width=\"279.4625\" x=\"47.019375\" y=\"11.759063\"/>\r\n  </clipPath>\r\n </defs>\r\n</svg>\r\n",
      "image/png": "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\n"
     },
     "metadata": {}
    }
   ],
   "source": [
    "sample_data.plot(kind='scatter', x=\"GDP per capita\", y='Life satisfaction', figsize=(5,3), s=1)\n",
    "plt.xlabel(\"GDP per capita (USD)\")\n",
    "X=np.linspace(0, 60000, 1000)\n",
    "plt.plot(X, t0 + t1*X, \"b\")\n",
    "plt.axis([0, 60000, 0, 10])\n",
    "plt.text(5000, 7.5, r\"$\\theta_0 = 4.85$\", fontsize=14, color=\"b\")\n",
    "plt.text(5000, 6.6, r\"$\\theta_1 = 4.91 \\times 10^{-5}$\", fontsize=14, color=\"b\")\n",
    "plt.plot([cyprus_gdp_per_capita, cyprus_gdp_per_capita], [0, cyprus_predicted_life_satisfaction], \"r--\")\n",
    "plt.text(25000, 5.0, r\"Prediction = 5.96\", fontsize=14, color=\"b\")\n",
    "plt.plot(cyprus_gdp_per_capita, cyprus_predicted_life_satisfaction, \"ro\")\n",
    "save_fig('cyprus_prediction_plot')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": "          GDP per capita  Life satisfaction\nCountry                                    \nPortugal       19121.592                5.1\nSlovenia       20732.482                5.7\nSpain          25864.721                6.5",
      "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      <th>Portugal</th>\n      <td>19121.592</td>\n      <td>5.1</td>\n    </tr>\n    <tr>\n      <th>Slovenia</th>\n      <td>20732.482</td>\n      <td>5.7</td>\n    </tr>\n    <tr>\n      <th>Spain</th>\n      <td>25864.721</td>\n      <td>6.5</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {},
     "execution_count": 44
    }
   ],
   "source": [
    "sample_data[7:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": "5.766666666666667"
     },
     "metadata": {},
     "execution_count": 45
    }
   ],
   "source": [
    "(5.1+5.7+6.5)/3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "backup = oecd_bli, gdp_per_capita\n",
    "\n",
    "def prepare_country_stats(oecd_bli, gdp_per_capita):\n",
    "    oecd_bli = oecd_bli[oecd_bli[\"INEQUALITY\"]==\"TOT\"]\n",
    "    oecd_bli = oecd_bli.pivot(index=\"Country\", columns=\"Indicator\", values=\"Value\")\n",
    "    gdp_per_capita.rename(columns={\"2015\": \"GDP per capita\"}, inplace=True)\n",
    "    gdp_per_capita.set_index(\"Country\", inplace=True)\n",
    "    full_country_stats = pd.merge(left=oecd_bli, right=gdp_per_capita,\n",
    "                                  left_index=True, right_index=True)\n",
    "    full_country_stats.sort_values(by=\"GDP per capita\", inplace=True)\n",
    "    remove_indices = [0, 1, 6, 8, 33, 34, 35]\n",
    "    keep_indices = list(set(range(36)) - set(remove_indices))\n",
    "    return full_country_stats[[\"GDP per capita\", 'Life satisfaction']].iloc[keep_indices]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\r\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\r\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\r\n<!-- Created with matplotlib (http://matplotlib.org/) -->\r\n<svg height=\"271.503125pt\" version=\"1.1\" viewBox=\"0 0 396.333125 271.503125\" width=\"396.333125pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\r\n <defs>\r\n  <style type=\"text/css\">\r\n*{stroke-linecap:butt;stroke-linejoin:round;}\r\n  </style>\r\n </defs>\r\n <g id=\"figure_1\">\r\n  <g id=\"patch_1\">\r\n   <path d=\"M 0 271.503125 \r\nL 396.333125 271.503125 \r\nL 396.333125 0 \r\nL 0 0 \r\nz\r\n\" style=\"fill:none;\"/>\r\n  </g>\r\n  <g id=\"axes_1\">\r\n   <g id=\"patch_2\">\r\n    <path d=\"M 50.833125 228.14 \r\nL 385.633125 228.14 \r\nL 385.633125 10.7 \r\nL 50.833125 10.7 \r\nz\r\n\" style=\"fill:#ffffff;\"/>\r\n   </g>\r\n   <g id=\"PathCollection_1\">\r\n    <defs>\r\n     <path d=\"M 0 2.236068 \r\nC 0.593012 2.236068 1.161816 2.000462 1.581139 1.581139 \r\nC 2.000462 1.161816 2.236068 0.593012 2.236068 0 \r\nC 2.236068 -0.593012 2.000462 -1.161816 1.581139 -1.581139 \r\nC 1.161816 -2.000462 0.593012 -2.236068 0 -2.236068 \r\nC -0.593012 -2.236068 -1.161816 -2.000462 -1.581139 -1.581139 \r\nC -2.000462 -1.161816 -2.236068 -0.593012 -2.236068 0 \r\nC -2.236068 0.593012 -2.000462 1.161816 -1.581139 1.581139 \r\nC -1.161816 2.000462 -0.593012 2.236068 0 2.236068 \r\nz\r\n\" id=\"m2c16449dbe\" style=\"stroke:#1f77b4;\"/>\r\n    </defs>\r\n    <g clip-path=\"url(#pb57bc4fb61)\">\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"66.05135\" xlink:href=\"#m2c16449dbe\" y=\"130.318797\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"68.541309\" xlink:href=\"#m2c16449dbe\" y=\"159.382255\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"86.786876\" xlink:href=\"#m2c16449dbe\" y=\"210.243306\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"88.449895\" xlink:href=\"#m2c16449dbe\" y=\"144.850526\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"111.212905\" xlink:href=\"#m2c16449dbe\" y=\"123.052932\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"119.652655\" xlink:href=\"#m2c16449dbe\" y=\"159.382255\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"124.706068\" xlink:href=\"#m2c16449dbe\" y=\"217.509171\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"131.58955\" xlink:href=\"#m2c16449dbe\" y=\"195.711577\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"142.077104\" xlink:href=\"#m2c16449dbe\" y=\"152.11639\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"175.490084\" xlink:href=\"#m2c16449dbe\" y=\"93.989474\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"184.152028\" xlink:href=\"#m2c16449dbe\" y=\"144.850526\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"201.543833\" xlink:href=\"#m2c16449dbe\" y=\"130.318797\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"218.594362\" xlink:href=\"#m2c16449dbe\" y=\"137.584661\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"237.199752\" xlink:href=\"#m2c16449dbe\" y=\"28.596694\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"248.277573\" xlink:href=\"#m2c16449dbe\" y=\"35.862558\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"252.37988\" xlink:href=\"#m2c16449dbe\" y=\"93.989474\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"268.210762\" xlink:href=\"#m2c16449dbe\" y=\"64.926016\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"274.004239\" xlink:href=\"#m2c16449dbe\" y=\"57.660152\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"280.368015\" xlink:href=\"#m2c16449dbe\" y=\"28.596694\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"289.208975\" xlink:href=\"#m2c16449dbe\" y=\"35.862558\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"290.974299\" xlink:href=\"#m2c16449dbe\" y=\"35.862558\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"291.761512\" xlink:href=\"#m2c16449dbe\" y=\"64.926016\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"292.065268\" xlink:href=\"#m2c16449dbe\" y=\"72.191881\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"331.749979\" xlink:href=\"#m2c16449dbe\" y=\"43.128423\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"338.184328\" xlink:href=\"#m2c16449dbe\" y=\"21.330829\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"338.882778\" xlink:href=\"#m2c16449dbe\" y=\"35.862558\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"341.414539\" xlink:href=\"#m2c16449dbe\" y=\"57.660152\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"346.384723\" xlink:href=\"#m2c16449dbe\" y=\"21.330829\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"370.4149\" xlink:href=\"#m2c16449dbe\" y=\"43.128423\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"matplotlib.axis_1\">\r\n    <g id=\"xtick_1\">\r\n     <g id=\"line2d_1\">\r\n      <defs>\r\n       <path d=\"M 0 0 \r\nL 0 3.5 \r\n\" id=\"m48e3b16be8\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n      </defs>\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"72.204248\" xlink:href=\"#m48e3b16be8\" y=\"228.14\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_1\">\r\n      <!-- 10000 -->\r\n      <defs>\r\n       <path d=\"M 12.40625 8.296875 \r\nL 28.515625 8.296875 \r\nL 28.515625 63.921875 \r\nL 10.984375 60.40625 \r\nL 10.984375 69.390625 \r\nL 28.421875 72.90625 \r\nL 38.28125 72.90625 \r\nL 38.28125 8.296875 \r\nL 54.390625 8.296875 \r\nL 54.390625 0 \r\nL 12.40625 0 \r\nz\r\n\" id=\"DejaVuSans-31\"/>\r\n       <path d=\"M 31.78125 66.40625 \r\nQ 24.171875 66.40625 20.328125 58.90625 \r\nQ 16.5 51.421875 16.5 36.375 \r\nQ 16.5 21.390625 20.328125 13.890625 \r\nQ 24.171875 6.390625 31.78125 6.390625 \r\nQ 39.453125 6.390625 43.28125 13.890625 \r\nQ 47.125 21.390625 47.125 36.375 \r\nQ 47.125 51.421875 43.28125 58.90625 \r\nQ 39.453125 66.40625 31.78125 66.40625 \r\nz\r\nM 31.78125 74.21875 \r\nQ 44.046875 74.21875 50.515625 64.515625 \r\nQ 56.984375 54.828125 56.984375 36.375 \r\nQ 56.984375 17.96875 50.515625 8.265625 \r\nQ 44.046875 -1.421875 31.78125 -1.421875 \r\nQ 19.53125 -1.421875 13.0625 8.265625 \r\nQ 6.59375 17.96875 6.59375 36.375 \r\nQ 6.59375 54.828125 13.0625 64.515625 \r\nQ 19.53125 74.21875 31.78125 74.21875 \r\nz\r\n\" id=\"DejaVuSans-30\"/>\r\n      </defs>\r\n      <g transform=\"translate(53.116748 244.258125)scale(0.12 -0.12)\">\r\n       <use xlink:href=\"#DejaVuSans-31\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"254.492188\" xlink:href=\"#DejaVuSans-30\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_2\">\r\n     <g id=\"line2d_2\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"137.308346\" xlink:href=\"#m48e3b16be8\" y=\"228.14\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_2\">\r\n      <!-- 20000 -->\r\n      <defs>\r\n       <path d=\"M 19.1875 8.296875 \r\nL 53.609375 8.296875 \r\nL 53.609375 0 \r\nL 7.328125 0 \r\nL 7.328125 8.296875 \r\nQ 12.9375 14.109375 22.625 23.890625 \r\nQ 32.328125 33.6875 34.8125 36.53125 \r\nQ 39.546875 41.84375 41.421875 45.53125 \r\nQ 43.3125 49.21875 43.3125 52.78125 \r\nQ 43.3125 58.59375 39.234375 62.25 \r\nQ 35.15625 65.921875 28.609375 65.921875 \r\nQ 23.96875 65.921875 18.8125 64.3125 \r\nQ 13.671875 62.703125 7.8125 59.421875 \r\nL 7.8125 69.390625 \r\nQ 13.765625 71.78125 18.9375 73 \r\nQ 24.125 74.21875 28.421875 74.21875 \r\nQ 39.75 74.21875 46.484375 68.546875 \r\nQ 53.21875 62.890625 53.21875 53.421875 \r\nQ 53.21875 48.921875 51.53125 44.890625 \r\nQ 49.859375 40.875 45.40625 35.40625 \r\nQ 44.1875 33.984375 37.640625 27.21875 \r\nQ 31.109375 20.453125 19.1875 8.296875 \r\nz\r\n\" id=\"DejaVuSans-32\"/>\r\n      </defs>\r\n      <g transform=\"translate(118.220846 244.258125)scale(0.12 -0.12)\">\r\n       <use xlink:href=\"#DejaVuSans-32\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"254.492188\" xlink:href=\"#DejaVuSans-30\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_3\">\r\n     <g id=\"line2d_3\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"202.412445\" xlink:href=\"#m48e3b16be8\" y=\"228.14\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_3\">\r\n      <!-- 30000 -->\r\n      <defs>\r\n       <path d=\"M 40.578125 39.3125 \r\nQ 47.65625 37.796875 51.625 33 \r\nQ 55.609375 28.21875 55.609375 21.1875 \r\nQ 55.609375 10.40625 48.1875 4.484375 \r\nQ 40.765625 -1.421875 27.09375 -1.421875 \r\nQ 22.515625 -1.421875 17.65625 -0.515625 \r\nQ 12.796875 0.390625 7.625 2.203125 \r\nL 7.625 11.71875 \r\nQ 11.71875 9.328125 16.59375 8.109375 \r\nQ 21.484375 6.890625 26.8125 6.890625 \r\nQ 36.078125 6.890625 40.9375 10.546875 \r\nQ 45.796875 14.203125 45.796875 21.1875 \r\nQ 45.796875 27.640625 41.28125 31.265625 \r\nQ 36.765625 34.90625 28.71875 34.90625 \r\nL 20.21875 34.90625 \r\nL 20.21875 43.015625 \r\nL 29.109375 43.015625 \r\nQ 36.375 43.015625 40.234375 45.921875 \r\nQ 44.09375 48.828125 44.09375 54.296875 \r\nQ 44.09375 59.90625 40.109375 62.90625 \r\nQ 36.140625 65.921875 28.71875 65.921875 \r\nQ 24.65625 65.921875 20.015625 65.03125 \r\nQ 15.375 64.15625 9.8125 62.3125 \r\nL 9.8125 71.09375 \r\nQ 15.4375 72.65625 20.34375 73.4375 \r\nQ 25.25 74.21875 29.59375 74.21875 \r\nQ 40.828125 74.21875 47.359375 69.109375 \r\nQ 53.90625 64.015625 53.90625 55.328125 \r\nQ 53.90625 49.265625 50.4375 45.09375 \r\nQ 46.96875 40.921875 40.578125 39.3125 \r\nz\r\n\" id=\"DejaVuSans-33\"/>\r\n      </defs>\r\n      <g transform=\"translate(183.324945 244.258125)scale(0.12 -0.12)\">\r\n       <use xlink:href=\"#DejaVuSans-33\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"254.492188\" xlink:href=\"#DejaVuSans-30\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_4\">\r\n     <g id=\"line2d_4\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"267.516544\" xlink:href=\"#m48e3b16be8\" y=\"228.14\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_4\">\r\n      <!-- 40000 -->\r\n      <defs>\r\n       <path d=\"M 37.796875 64.3125 \r\nL 12.890625 25.390625 \r\nL 37.796875 25.390625 \r\nz\r\nM 35.203125 72.90625 \r\nL 47.609375 72.90625 \r\nL 47.609375 25.390625 \r\nL 58.015625 25.390625 \r\nL 58.015625 17.1875 \r\nL 47.609375 17.1875 \r\nL 47.609375 0 \r\nL 37.796875 0 \r\nL 37.796875 17.1875 \r\nL 4.890625 17.1875 \r\nL 4.890625 26.703125 \r\nz\r\n\" id=\"DejaVuSans-34\"/>\r\n      </defs>\r\n      <g transform=\"translate(248.429044 244.258125)scale(0.12 -0.12)\">\r\n       <use xlink:href=\"#DejaVuSans-34\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"254.492188\" xlink:href=\"#DejaVuSans-30\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_5\">\r\n     <g id=\"line2d_5\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"332.620642\" xlink:href=\"#m48e3b16be8\" y=\"228.14\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_5\">\r\n      <!-- 50000 -->\r\n      <defs>\r\n       <path d=\"M 10.796875 72.90625 \r\nL 49.515625 72.90625 \r\nL 49.515625 64.59375 \r\nL 19.828125 64.59375 \r\nL 19.828125 46.734375 \r\nQ 21.96875 47.46875 24.109375 47.828125 \r\nQ 26.265625 48.1875 28.421875 48.1875 \r\nQ 40.625 48.1875 47.75 41.5 \r\nQ 54.890625 34.8125 54.890625 23.390625 \r\nQ 54.890625 11.625 47.5625 5.09375 \r\nQ 40.234375 -1.421875 26.90625 -1.421875 \r\nQ 22.3125 -1.421875 17.546875 -0.640625 \r\nQ 12.796875 0.140625 7.71875 1.703125 \r\nL 7.71875 11.625 \r\nQ 12.109375 9.234375 16.796875 8.0625 \r\nQ 21.484375 6.890625 26.703125 6.890625 \r\nQ 35.15625 6.890625 40.078125 11.328125 \r\nQ 45.015625 15.765625 45.015625 23.390625 \r\nQ 45.015625 31 40.078125 35.4375 \r\nQ 35.15625 39.890625 26.703125 39.890625 \r\nQ 22.75 39.890625 18.8125 39.015625 \r\nQ 14.890625 38.140625 10.796875 36.28125 \r\nz\r\n\" id=\"DejaVuSans-35\"/>\r\n      </defs>\r\n      <g transform=\"translate(313.533142 244.258125)scale(0.12 -0.12)\">\r\n       <use xlink:href=\"#DejaVuSans-35\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"254.492188\" xlink:href=\"#DejaVuSans-30\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"text_6\">\r\n     <!-- GDP per capita -->\r\n     <defs>\r\n      <path d=\"M 59.515625 10.40625 \r\nL 59.515625 29.984375 \r\nL 43.40625 29.984375 \r\nL 43.40625 38.09375 \r\nL 69.28125 38.09375 \r\nL 69.28125 6.78125 \r\nQ 63.578125 2.734375 56.6875 0.65625 \r\nQ 49.8125 -1.421875 42 -1.421875 \r\nQ 24.90625 -1.421875 15.25 8.5625 \r\nQ 5.609375 18.5625 5.609375 36.375 \r\nQ 5.609375 54.25 15.25 64.234375 \r\nQ 24.90625 74.21875 42 74.21875 \r\nQ 49.125 74.21875 55.546875 72.453125 \r\nQ 61.96875 70.703125 67.390625 67.28125 \r\nL 67.390625 56.78125 \r\nQ 61.921875 61.421875 55.765625 63.765625 \r\nQ 49.609375 66.109375 42.828125 66.109375 \r\nQ 29.4375 66.109375 22.71875 58.640625 \r\nQ 16.015625 51.171875 16.015625 36.375 \r\nQ 16.015625 21.625 22.71875 14.15625 \r\nQ 29.4375 6.6875 42.828125 6.6875 \r\nQ 48.046875 6.6875 52.140625 7.59375 \r\nQ 56.25 8.5 59.515625 10.40625 \r\nz\r\n\" id=\"DejaVuSans-47\"/>\r\n      <path d=\"M 19.671875 64.796875 \r\nL 19.671875 8.109375 \r\nL 31.59375 8.109375 \r\nQ 46.6875 8.109375 53.6875 14.9375 \r\nQ 60.6875 21.78125 60.6875 36.53125 \r\nQ 60.6875 51.171875 53.6875 57.984375 \r\nQ 46.6875 64.796875 31.59375 64.796875 \r\nz\r\nM 9.8125 72.90625 \r\nL 30.078125 72.90625 \r\nQ 51.265625 72.90625 61.171875 64.09375 \r\nQ 71.09375 55.28125 71.09375 36.53125 \r\nQ 71.09375 17.671875 61.125 8.828125 \r\nQ 51.171875 0 30.078125 0 \r\nL 9.8125 0 \r\nz\r\n\" id=\"DejaVuSans-44\"/>\r\n      <path d=\"M 19.671875 64.796875 \r\nL 19.671875 37.40625 \r\nL 32.078125 37.40625 \r\nQ 38.96875 37.40625 42.71875 40.96875 \r\nQ 46.484375 44.53125 46.484375 51.125 \r\nQ 46.484375 57.671875 42.71875 61.234375 \r\nQ 38.96875 64.796875 32.078125 64.796875 \r\nz\r\nM 9.8125 72.90625 \r\nL 32.078125 72.90625 \r\nQ 44.34375 72.90625 50.609375 67.359375 \r\nQ 56.890625 61.8125 56.890625 51.125 \r\nQ 56.890625 40.328125 50.609375 34.8125 \r\nQ 44.34375 29.296875 32.078125 29.296875 \r\nL 19.671875 29.296875 \r\nL 19.671875 0 \r\nL 9.8125 0 \r\nz\r\n\" id=\"DejaVuSans-50\"/>\r\n      <path id=\"DejaVuSans-20\"/>\r\n      <path d=\"M 18.109375 8.203125 \r\nL 18.109375 -20.796875 \r\nL 9.078125 -20.796875 \r\nL 9.078125 54.6875 \r\nL 18.109375 54.6875 \r\nL 18.109375 46.390625 \r\nQ 20.953125 51.265625 25.265625 53.625 \r\nQ 29.59375 56 35.59375 56 \r\nQ 45.5625 56 51.78125 48.09375 \r\nQ 58.015625 40.1875 58.015625 27.296875 \r\nQ 58.015625 14.40625 51.78125 6.484375 \r\nQ 45.5625 -1.421875 35.59375 -1.421875 \r\nQ 29.59375 -1.421875 25.265625 0.953125 \r\nQ 20.953125 3.328125 18.109375 8.203125 \r\nz\r\nM 48.6875 27.296875 \r\nQ 48.6875 37.203125 44.609375 42.84375 \r\nQ 40.53125 48.484375 33.40625 48.484375 \r\nQ 26.265625 48.484375 22.1875 42.84375 \r\nQ 18.109375 37.203125 18.109375 27.296875 \r\nQ 18.109375 17.390625 22.1875 11.75 \r\nQ 26.265625 6.109375 33.40625 6.109375 \r\nQ 40.53125 6.109375 44.609375 11.75 \r\nQ 48.6875 17.390625 48.6875 27.296875 \r\nz\r\n\" id=\"DejaVuSans-70\"/>\r\n      <path d=\"M 56.203125 29.59375 \r\nL 56.203125 25.203125 \r\nL 14.890625 25.203125 \r\nQ 15.484375 15.921875 20.484375 11.0625 \r\nQ 25.484375 6.203125 34.421875 6.203125 \r\nQ 39.59375 6.203125 44.453125 7.46875 \r\nQ 49.3125 8.734375 54.109375 11.28125 \r\nL 54.109375 2.78125 \r\nQ 49.265625 0.734375 44.1875 -0.34375 \r\nQ 39.109375 -1.421875 33.890625 -1.421875 \r\nQ 20.796875 -1.421875 13.15625 6.1875 \r\nQ 5.515625 13.8125 5.515625 26.8125 \r\nQ 5.515625 40.234375 12.765625 48.109375 \r\nQ 20.015625 56 32.328125 56 \r\nQ 43.359375 56 49.78125 48.890625 \r\nQ 56.203125 41.796875 56.203125 29.59375 \r\nz\r\nM 47.21875 32.234375 \r\nQ 47.125 39.59375 43.09375 43.984375 \r\nQ 39.0625 48.390625 32.421875 48.390625 \r\nQ 24.90625 48.390625 20.390625 44.140625 \r\nQ 15.875 39.890625 15.1875 32.171875 \r\nz\r\n\" id=\"DejaVuSans-65\"/>\r\n      <path d=\"M 41.109375 46.296875 \r\nQ 39.59375 47.171875 37.8125 47.578125 \r\nQ 36.03125 48 33.890625 48 \r\nQ 26.265625 48 22.1875 43.046875 \r\nQ 18.109375 38.09375 18.109375 28.8125 \r\nL 18.109375 0 \r\nL 9.078125 0 \r\nL 9.078125 54.6875 \r\nL 18.109375 54.6875 \r\nL 18.109375 46.1875 \r\nQ 20.953125 51.171875 25.484375 53.578125 \r\nQ 30.03125 56 36.53125 56 \r\nQ 37.453125 56 38.578125 55.875 \r\nQ 39.703125 55.765625 41.0625 55.515625 \r\nz\r\n\" id=\"DejaVuSans-72\"/>\r\n      <path d=\"M 48.78125 52.59375 \r\nL 48.78125 44.1875 \r\nQ 44.96875 46.296875 41.140625 47.34375 \r\nQ 37.3125 48.390625 33.40625 48.390625 \r\nQ 24.65625 48.390625 19.8125 42.84375 \r\nQ 14.984375 37.3125 14.984375 27.296875 \r\nQ 14.984375 17.28125 19.8125 11.734375 \r\nQ 24.65625 6.203125 33.40625 6.203125 \r\nQ 37.3125 6.203125 41.140625 7.25 \r\nQ 44.96875 8.296875 48.78125 10.40625 \r\nL 48.78125 2.09375 \r\nQ 45.015625 0.34375 40.984375 -0.53125 \r\nQ 36.96875 -1.421875 32.421875 -1.421875 \r\nQ 20.0625 -1.421875 12.78125 6.34375 \r\nQ 5.515625 14.109375 5.515625 27.296875 \r\nQ 5.515625 40.671875 12.859375 48.328125 \r\nQ 20.21875 56 33.015625 56 \r\nQ 37.15625 56 41.109375 55.140625 \r\nQ 45.0625 54.296875 48.78125 52.59375 \r\nz\r\n\" id=\"DejaVuSans-63\"/>\r\n      <path d=\"M 34.28125 27.484375 \r\nQ 23.390625 27.484375 19.1875 25 \r\nQ 14.984375 22.515625 14.984375 16.5 \r\nQ 14.984375 11.71875 18.140625 8.90625 \r\nQ 21.296875 6.109375 26.703125 6.109375 \r\nQ 34.1875 6.109375 38.703125 11.40625 \r\nQ 43.21875 16.703125 43.21875 25.484375 \r\nL 43.21875 27.484375 \r\nz\r\nM 52.203125 31.203125 \r\nL 52.203125 0 \r\nL 43.21875 0 \r\nL 43.21875 8.296875 \r\nQ 40.140625 3.328125 35.546875 0.953125 \r\nQ 30.953125 -1.421875 24.3125 -1.421875 \r\nQ 15.921875 -1.421875 10.953125 3.296875 \r\nQ 6 8.015625 6 15.921875 \r\nQ 6 25.140625 12.171875 29.828125 \r\nQ 18.359375 34.515625 30.609375 34.515625 \r\nL 43.21875 34.515625 \r\nL 43.21875 35.40625 \r\nQ 43.21875 41.609375 39.140625 45 \r\nQ 35.0625 48.390625 27.6875 48.390625 \r\nQ 23 48.390625 18.546875 47.265625 \r\nQ 14.109375 46.140625 10.015625 43.890625 \r\nL 10.015625 52.203125 \r\nQ 14.9375 54.109375 19.578125 55.046875 \r\nQ 24.21875 56 28.609375 56 \r\nQ 40.484375 56 46.34375 49.84375 \r\nQ 52.203125 43.703125 52.203125 31.203125 \r\nz\r\n\" id=\"DejaVuSans-61\"/>\r\n      <path d=\"M 9.421875 54.6875 \r\nL 18.40625 54.6875 \r\nL 18.40625 0 \r\nL 9.421875 0 \r\nz\r\nM 9.421875 75.984375 \r\nL 18.40625 75.984375 \r\nL 18.40625 64.59375 \r\nL 9.421875 64.59375 \r\nz\r\n\" id=\"DejaVuSans-69\"/>\r\n      <path d=\"M 18.3125 70.21875 \r\nL 18.3125 54.6875 \r\nL 36.8125 54.6875 \r\nL 36.8125 47.703125 \r\nL 18.3125 47.703125 \r\nL 18.3125 18.015625 \r\nQ 18.3125 11.328125 20.140625 9.421875 \r\nQ 21.96875 7.515625 27.59375 7.515625 \r\nL 36.8125 7.515625 \r\nL 36.8125 0 \r\nL 27.59375 0 \r\nQ 17.1875 0 13.234375 3.875 \r\nQ 9.28125 7.765625 9.28125 18.015625 \r\nL 9.28125 47.703125 \r\nL 2.6875 47.703125 \r\nL 2.6875 54.6875 \r\nL 9.28125 54.6875 \r\nL 9.28125 70.21875 \r\nz\r\n\" id=\"DejaVuSans-74\"/>\r\n     </defs>\r\n     <g transform=\"translate(165.559219 261.391562)scale(0.14 -0.14)\">\r\n      <use xlink:href=\"#DejaVuSans-47\"/>\r\n      <use x=\"77.490234\" xlink:href=\"#DejaVuSans-44\"/>\r\n      <use x=\"154.492188\" xlink:href=\"#DejaVuSans-50\"/>\r\n      <use x=\"214.794922\" xlink:href=\"#DejaVuSans-20\"/>\r\n      <use x=\"246.582031\" xlink:href=\"#DejaVuSans-70\"/>\r\n      <use x=\"310.058594\" xlink:href=\"#DejaVuSans-65\"/>\r\n      <use x=\"371.582031\" xlink:href=\"#DejaVuSans-72\"/>\r\n      <use x=\"412.695312\" xlink:href=\"#DejaVuSans-20\"/>\r\n      <use x=\"444.482422\" xlink:href=\"#DejaVuSans-63\"/>\r\n      <use x=\"499.462891\" xlink:href=\"#DejaVuSans-61\"/>\r\n      <use x=\"560.742188\" xlink:href=\"#DejaVuSans-70\"/>\r\n      <use x=\"624.21875\" xlink:href=\"#DejaVuSans-69\"/>\r\n      <use x=\"652.001953\" xlink:href=\"#DejaVuSans-74\"/>\r\n      <use x=\"691.210938\" xlink:href=\"#DejaVuSans-61\"/>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"matplotlib.axis_2\">\r\n    <g id=\"ytick_1\">\r\n     <g id=\"line2d_6\">\r\n      <defs>\r\n       <path d=\"M 0 0 \r\nL -3.5 0 \r\n\" id=\"m5d263f3091\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n      </defs>\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"50.833125\" xlink:href=\"#m5d263f3091\" y=\"202.977442\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_7\">\r\n      <!-- 5.0 -->\r\n      <defs>\r\n       <path d=\"M 10.6875 12.40625 \r\nL 21 12.40625 \r\nL 21 0 \r\nL 10.6875 0 \r\nz\r\n\" id=\"DejaVuSans-2e\"/>\r\n      </defs>\r\n      <g transform=\"translate(24.749375 207.536504)scale(0.12 -0.12)\">\r\n       <use xlink:href=\"#DejaVuSans-35\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-30\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_2\">\r\n     <g id=\"line2d_7\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"50.833125\" xlink:href=\"#m5d263f3091\" y=\"166.648119\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_8\">\r\n      <!-- 5.5 -->\r\n      <g transform=\"translate(24.749375 171.207182)scale(0.12 -0.12)\">\r\n       <use xlink:href=\"#DejaVuSans-35\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-35\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_3\">\r\n     <g id=\"line2d_8\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"50.833125\" xlink:href=\"#m5d263f3091\" y=\"130.318797\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_9\">\r\n      <!-- 6.0 -->\r\n      <defs>\r\n       <path d=\"M 33.015625 40.375 \r\nQ 26.375 40.375 22.484375 35.828125 \r\nQ 18.609375 31.296875 18.609375 23.390625 \r\nQ 18.609375 15.53125 22.484375 10.953125 \r\nQ 26.375 6.390625 33.015625 6.390625 \r\nQ 39.65625 6.390625 43.53125 10.953125 \r\nQ 47.40625 15.53125 47.40625 23.390625 \r\nQ 47.40625 31.296875 43.53125 35.828125 \r\nQ 39.65625 40.375 33.015625 40.375 \r\nz\r\nM 52.59375 71.296875 \r\nL 52.59375 62.3125 \r\nQ 48.875 64.0625 45.09375 64.984375 \r\nQ 41.3125 65.921875 37.59375 65.921875 \r\nQ 27.828125 65.921875 22.671875 59.328125 \r\nQ 17.53125 52.734375 16.796875 39.40625 \r\nQ 19.671875 43.65625 24.015625 45.921875 \r\nQ 28.375 48.1875 33.59375 48.1875 \r\nQ 44.578125 48.1875 50.953125 41.515625 \r\nQ 57.328125 34.859375 57.328125 23.390625 \r\nQ 57.328125 12.15625 50.6875 5.359375 \r\nQ 44.046875 -1.421875 33.015625 -1.421875 \r\nQ 20.359375 -1.421875 13.671875 8.265625 \r\nQ 6.984375 17.96875 6.984375 36.375 \r\nQ 6.984375 53.65625 15.1875 63.9375 \r\nQ 23.390625 74.21875 37.203125 74.21875 \r\nQ 40.921875 74.21875 44.703125 73.484375 \r\nQ 48.484375 72.75 52.59375 71.296875 \r\nz\r\n\" id=\"DejaVuSans-36\"/>\r\n      </defs>\r\n      <g transform=\"translate(24.749375 134.877859)scale(0.12 -0.12)\">\r\n       <use xlink:href=\"#DejaVuSans-36\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-30\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_4\">\r\n     <g id=\"line2d_9\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"50.833125\" xlink:href=\"#m5d263f3091\" y=\"93.989474\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_10\">\r\n      <!-- 6.5 -->\r\n      <g transform=\"translate(24.749375 98.548537)scale(0.12 -0.12)\">\r\n       <use xlink:href=\"#DejaVuSans-36\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-35\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_5\">\r\n     <g id=\"line2d_10\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"50.833125\" xlink:href=\"#m5d263f3091\" y=\"57.660152\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_11\">\r\n      <!-- 7.0 -->\r\n      <defs>\r\n       <path d=\"M 8.203125 72.90625 \r\nL 55.078125 72.90625 \r\nL 55.078125 68.703125 \r\nL 28.609375 0 \r\nL 18.3125 0 \r\nL 43.21875 64.59375 \r\nL 8.203125 64.59375 \r\nz\r\n\" id=\"DejaVuSans-37\"/>\r\n      </defs>\r\n      <g transform=\"translate(24.749375 62.219214)scale(0.12 -0.12)\">\r\n       <use xlink:href=\"#DejaVuSans-37\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-30\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_6\">\r\n     <g id=\"line2d_11\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"50.833125\" xlink:href=\"#m5d263f3091\" y=\"21.330829\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_12\">\r\n      <!-- 7.5 -->\r\n      <g transform=\"translate(24.749375 25.889892)scale(0.12 -0.12)\">\r\n       <use xlink:href=\"#DejaVuSans-37\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\r\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-35\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"text_13\">\r\n     <!-- Life satisfaction -->\r\n     <defs>\r\n      <path d=\"M 9.8125 72.90625 \r\nL 19.671875 72.90625 \r\nL 19.671875 8.296875 \r\nL 55.171875 8.296875 \r\nL 55.171875 0 \r\nL 9.8125 0 \r\nz\r\n\" id=\"DejaVuSans-4c\"/>\r\n      <path d=\"M 37.109375 75.984375 \r\nL 37.109375 68.5 \r\nL 28.515625 68.5 \r\nQ 23.6875 68.5 21.796875 66.546875 \r\nQ 19.921875 64.59375 19.921875 59.515625 \r\nL 19.921875 54.6875 \r\nL 34.71875 54.6875 \r\nL 34.71875 47.703125 \r\nL 19.921875 47.703125 \r\nL 19.921875 0 \r\nL 10.890625 0 \r\nL 10.890625 47.703125 \r\nL 2.296875 47.703125 \r\nL 2.296875 54.6875 \r\nL 10.890625 54.6875 \r\nL 10.890625 58.5 \r\nQ 10.890625 67.625 15.140625 71.796875 \r\nQ 19.390625 75.984375 28.609375 75.984375 \r\nz\r\n\" id=\"DejaVuSans-66\"/>\r\n      <path d=\"M 44.28125 53.078125 \r\nL 44.28125 44.578125 \r\nQ 40.484375 46.53125 36.375 47.5 \r\nQ 32.28125 48.484375 27.875 48.484375 \r\nQ 21.1875 48.484375 17.84375 46.4375 \r\nQ 14.5 44.390625 14.5 40.28125 \r\nQ 14.5 37.15625 16.890625 35.375 \r\nQ 19.28125 33.59375 26.515625 31.984375 \r\nL 29.59375 31.296875 \r\nQ 39.15625 29.25 43.1875 25.515625 \r\nQ 47.21875 21.78125 47.21875 15.09375 \r\nQ 47.21875 7.46875 41.1875 3.015625 \r\nQ 35.15625 -1.421875 24.609375 -1.421875 \r\nQ 20.21875 -1.421875 15.453125 -0.5625 \r\nQ 10.6875 0.296875 5.421875 2 \r\nL 5.421875 11.28125 \r\nQ 10.40625 8.6875 15.234375 7.390625 \r\nQ 20.0625 6.109375 24.8125 6.109375 \r\nQ 31.15625 6.109375 34.5625 8.28125 \r\nQ 37.984375 10.453125 37.984375 14.40625 \r\nQ 37.984375 18.0625 35.515625 20.015625 \r\nQ 33.0625 21.96875 24.703125 23.78125 \r\nL 21.578125 24.515625 \r\nQ 13.234375 26.265625 9.515625 29.90625 \r\nQ 5.8125 33.546875 5.8125 39.890625 \r\nQ 5.8125 47.609375 11.28125 51.796875 \r\nQ 16.75 56 26.8125 56 \r\nQ 31.78125 56 36.171875 55.265625 \r\nQ 40.578125 54.546875 44.28125 53.078125 \r\nz\r\n\" id=\"DejaVuSans-73\"/>\r\n      <path d=\"M 30.609375 48.390625 \r\nQ 23.390625 48.390625 19.1875 42.75 \r\nQ 14.984375 37.109375 14.984375 27.296875 \r\nQ 14.984375 17.484375 19.15625 11.84375 \r\nQ 23.34375 6.203125 30.609375 6.203125 \r\nQ 37.796875 6.203125 41.984375 11.859375 \r\nQ 46.1875 17.53125 46.1875 27.296875 \r\nQ 46.1875 37.015625 41.984375 42.703125 \r\nQ 37.796875 48.390625 30.609375 48.390625 \r\nz\r\nM 30.609375 56 \r\nQ 42.328125 56 49.015625 48.375 \r\nQ 55.71875 40.765625 55.71875 27.296875 \r\nQ 55.71875 13.875 49.015625 6.21875 \r\nQ 42.328125 -1.421875 30.609375 -1.421875 \r\nQ 18.84375 -1.421875 12.171875 6.21875 \r\nQ 5.515625 13.875 5.515625 27.296875 \r\nQ 5.515625 40.765625 12.171875 48.375 \r\nQ 18.84375 56 30.609375 56 \r\nz\r\n\" id=\"DejaVuSans-6f\"/>\r\n      <path d=\"M 54.890625 33.015625 \r\nL 54.890625 0 \r\nL 45.90625 0 \r\nL 45.90625 32.71875 \r\nQ 45.90625 40.484375 42.875 44.328125 \r\nQ 39.84375 48.1875 33.796875 48.1875 \r\nQ 26.515625 48.1875 22.3125 43.546875 \r\nQ 18.109375 38.921875 18.109375 30.90625 \r\nL 18.109375 0 \r\nL 9.078125 0 \r\nL 9.078125 54.6875 \r\nL 18.109375 54.6875 \r\nL 18.109375 46.1875 \r\nQ 21.34375 51.125 25.703125 53.5625 \r\nQ 30.078125 56 35.796875 56 \r\nQ 45.21875 56 50.046875 50.171875 \r\nQ 54.890625 44.34375 54.890625 33.015625 \r\nz\r\n\" id=\"DejaVuSans-6e\"/>\r\n     </defs>\r\n     <g transform=\"translate(17.837812 174.543906)rotate(-90)scale(0.14 -0.14)\">\r\n      <use xlink:href=\"#DejaVuSans-4c\"/>\r\n      <use x=\"55.712891\" xlink:href=\"#DejaVuSans-69\"/>\r\n      <use x=\"83.496094\" xlink:href=\"#DejaVuSans-66\"/>\r\n      <use x=\"118.701172\" xlink:href=\"#DejaVuSans-65\"/>\r\n      <use x=\"180.224609\" xlink:href=\"#DejaVuSans-20\"/>\r\n      <use x=\"212.011719\" xlink:href=\"#DejaVuSans-73\"/>\r\n      <use x=\"264.111328\" xlink:href=\"#DejaVuSans-61\"/>\r\n      <use x=\"325.390625\" xlink:href=\"#DejaVuSans-74\"/>\r\n      <use x=\"364.599609\" xlink:href=\"#DejaVuSans-69\"/>\r\n      <use x=\"392.382812\" xlink:href=\"#DejaVuSans-73\"/>\r\n      <use x=\"444.482422\" xlink:href=\"#DejaVuSans-66\"/>\r\n      <use x=\"479.6875\" xlink:href=\"#DejaVuSans-61\"/>\r\n      <use x=\"540.966797\" xlink:href=\"#DejaVuSans-63\"/>\r\n      <use x=\"595.947266\" xlink:href=\"#DejaVuSans-74\"/>\r\n      <use x=\"635.15625\" xlink:href=\"#DejaVuSans-69\"/>\r\n      <use x=\"662.939453\" xlink:href=\"#DejaVuSans-6f\"/>\r\n      <use x=\"724.121094\" xlink:href=\"#DejaVuSans-6e\"/>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"patch_3\">\r\n    <path d=\"M 50.833125 228.14 \r\nL 50.833125 10.7 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_4\">\r\n    <path d=\"M 385.633125 228.14 \r\nL 385.633125 10.7 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_5\">\r\n    <path d=\"M 50.833125 228.14 \r\nL 385.633125 228.14 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_6\">\r\n    <path d=\"M 50.833125 10.7 \r\nL 385.633125 10.7 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n  </g>\r\n </g>\r\n <defs>\r\n  <clipPath id=\"pb57bc4fb61\">\r\n   <rect height=\"217.44\" width=\"334.8\" x=\"50.833125\" y=\"10.7\"/>\r\n  </clipPath>\r\n </defs>\r\n</svg>\r\n",
      "image/png": "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\n"
     },
     "metadata": {}
    },
    {
     "output_type": "stream",
     "name": "stdout",
     "text": "[[5.96242338]]\n"
    }
   ],
   "source": [
    "# 代码示例\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import sklearn.linear_model\n",
    "\n",
    "# 载入数据\n",
    "oecd_bli = pd.read_csv(datapath + \"oecd_bli_2015.csv\", thousands=',')\n",
    "gdp_per_capita = pd.read_csv(datapath + \"gdp_per_capita.csv\",thousands=',',delimiter='\\t',\n",
    "                             encoding='latin1', na_values=\"n/a\")\n",
    "\n",
    "# 准备数据\n",
    "country_stats = prepare_country_stats(oecd_bli, gdp_per_capita)\n",
    "X = np.c_[country_stats[\"GDP per capita\"]]\n",
    "y = np.c_[country_stats[\"Life satisfaction\"]]\n",
    "\n",
    "# 可视化数据\n",
    "country_stats.plot(kind='scatter', x=\"GDP per capita\", y='Life satisfaction')\n",
    "plt.show()\n",
    "\n",
    "# 模型选择\n",
    "model = sklearn.linear_model.LinearRegression()\n",
    "\n",
    "# 训练数据\n",
    "model.fit(X, y)\n",
    "\n",
    "# 预测塞浦路斯的人民幸福指数\n",
    "X_new = [[22587]]  # 输入：塞浦路斯的人均GDP\n",
    "print(model.predict(X_new)) # 输出： 5.96242338"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "oecd_bli, gdp_per_capita = backup"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": "                GDP per capita  Life satisfaction\nCountry                                          \nBrazil                8669.998                7.0\nMexico                9009.280                6.7\nChile                13340.905                6.7\nCzech Republic       17256.918                6.5\nNorway               74822.106                7.4\nSwitzerland          80675.308                7.5\nLuxembourg          101994.093                6.9",
      "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      <th>Brazil</th>\n      <td>8669.998</td>\n      <td>7.0</td>\n    </tr>\n    <tr>\n      <th>Mexico</th>\n      <td>9009.280</td>\n      <td>6.7</td>\n    </tr>\n    <tr>\n      <th>Chile</th>\n      <td>13340.905</td>\n      <td>6.7</td>\n    </tr>\n    <tr>\n      <th>Czech Republic</th>\n      <td>17256.918</td>\n      <td>6.5</td>\n    </tr>\n    <tr>\n      <th>Norway</th>\n      <td>74822.106</td>\n      <td>7.4</td>\n    </tr>\n    <tr>\n      <th>Switzerland</th>\n      <td>80675.308</td>\n      <td>7.5</td>\n    </tr>\n    <tr>\n      <th>Luxembourg</th>\n      <td>101994.093</td>\n      <td>6.9</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {},
     "execution_count": 49
    }
   ],
   "source": [
    "missing_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [],
   "source": [
    "position_text2 = {\n",
    "    \"Brazil\": (1000, 9.0),\n",
    "    \"Mexico\": (11000, 9.0),\n",
    "    \"Chile\": (25000, 9.0),\n",
    "    \"Czech Republic\": (35000, 9.0),\n",
    "    \"Norway\": (60000, 3),\n",
    "    \"Switzerland\": (72000, 3.0),\n",
    "    \"Luxembourg\": (90000, 3.0),\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": "Saving figure representative_training_data_scatterplot\n"
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 576x216 with 1 Axes>",
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\r\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\r\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\r\n<!-- Created with matplotlib (http://matplotlib.org/) -->\r\n<svg height=\"206.522187pt\" version=\"1.1\" viewBox=\"0 0 568.494375 206.522187\" width=\"568.494375pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\r\n <defs>\r\n  <style type=\"text/css\">\r\n*{stroke-linecap:butt;stroke-linejoin:round;}\r\n  </style>\r\n </defs>\r\n <g id=\"figure_1\">\r\n  <g id=\"patch_1\">\r\n   <path d=\"M 0 206.522187 \r\nL 568.494375 206.522187 \r\nL 568.494375 0 \r\nL 0 0 \r\nz\r\n\" style=\"fill:none;\"/>\r\n  </g>\r\n  <g id=\"axes_1\">\r\n   <g id=\"patch_2\">\r\n    <path d=\"M 47.019375 163.159062 \r\nL 557.794375 163.159062 \r\nL 557.794375 11.759063 \r\nL 47.019375 11.759063 \r\nz\r\n\" style=\"fill:#ffffff;\"/>\r\n   </g>\r\n   <g id=\"PathCollection_1\">\r\n    <defs>\r\n     <path d=\"M 0 2.236068 \r\nC 0.593012 2.236068 1.161816 2.000462 1.581139 1.581139 \r\nC 2.000462 1.161816 2.236068 0.593012 2.236068 0 \r\nC 2.236068 -0.593012 2.000462 -1.161816 1.581139 -1.581139 \r\nC 1.161816 -2.000462 0.593012 -2.236068 0 -2.236068 \r\nC -0.593012 -2.236068 -1.161816 -2.000462 -1.581139 -1.581139 \r\nC -2.000462 -1.161816 -2.236068 -0.593012 -2.236068 0 \r\nC -2.236068 0.593012 -2.000462 1.161816 -1.581139 1.581139 \r\nC -1.161816 2.000462 -0.593012 2.236068 0 2.236068 \r\nz\r\n\" id=\"mb675f40491\" style=\"stroke:#1f77b4;\"/>\r\n    </defs>\r\n    <g clip-path=\"url(#p4080185837)\">\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"89.065045\" xlink:href=\"#mb675f40491\" y=\"72.319063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"90.840954\" xlink:href=\"#mb675f40491\" y=\"78.375063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"103.85421\" xlink:href=\"#mb675f40491\" y=\"88.973062\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"105.040322\" xlink:href=\"#mb675f40491\" y=\"75.347063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"121.275547\" xlink:href=\"#mb675f40491\" y=\"70.805063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"127.295017\" xlink:href=\"#mb675f40491\" y=\"78.375063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"130.899254\" xlink:href=\"#mb675f40491\" y=\"90.487063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"135.808749\" xlink:href=\"#mb675f40491\" y=\"85.945063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"143.28877\" xlink:href=\"#mb675f40491\" y=\"76.861063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"167.119856\" xlink:href=\"#mb675f40491\" y=\"64.749063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"173.2978\" xlink:href=\"#mb675f40491\" y=\"75.347063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"185.702129\" xlink:href=\"#mb675f40491\" y=\"72.319063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"197.86305\" xlink:href=\"#mb675f40491\" y=\"73.833062\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"211.132943\" xlink:href=\"#mb675f40491\" y=\"51.123063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"219.033959\" xlink:href=\"#mb675f40491\" y=\"52.637063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"221.95984\" xlink:href=\"#mb675f40491\" y=\"64.749063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"233.250875\" xlink:href=\"#mb675f40491\" y=\"58.693063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"237.382947\" xlink:href=\"#mb675f40491\" y=\"57.179063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"241.921772\" xlink:href=\"#mb675f40491\" y=\"51.123063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"248.227397\" xlink:href=\"#mb675f40491\" y=\"52.637063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"249.486476\" xlink:href=\"#mb675f40491\" y=\"52.637063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"250.047938\" xlink:href=\"#mb675f40491\" y=\"58.693063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"250.264586\" xlink:href=\"#mb675f40491\" y=\"60.207063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"278.568848\" xlink:href=\"#mb675f40491\" y=\"54.151063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"283.158008\" xlink:href=\"#mb675f40491\" y=\"49.609063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"283.656162\" xlink:href=\"#mb675f40491\" y=\"52.637063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"285.461887\" xlink:href=\"#mb675f40491\" y=\"57.179063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"289.006763\" xlink:href=\"#mb675f40491\" y=\"49.609063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"306.145767\" xlink:href=\"#mb675f40491\" y=\"54.151063\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"matplotlib.axis_1\">\r\n    <g id=\"xtick_1\">\r\n     <g id=\"line2d_1\">\r\n      <defs>\r\n       <path d=\"M 0 0 \r\nL 0 3.5 \r\n\" id=\"m1379c8bb62\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n      </defs>\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"47.019375\" xlink:href=\"#m1379c8bb62\" y=\"163.159062\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_1\">\r\n      <!-- 0 -->\r\n      <defs>\r\n       <path d=\"M 31.78125 66.40625 \r\nQ 24.171875 66.40625 20.328125 58.90625 \r\nQ 16.5 51.421875 16.5 36.375 \r\nQ 16.5 21.390625 20.328125 13.890625 \r\nQ 24.171875 6.390625 31.78125 6.390625 \r\nQ 39.453125 6.390625 43.28125 13.890625 \r\nQ 47.125 21.390625 47.125 36.375 \r\nQ 47.125 51.421875 43.28125 58.90625 \r\nQ 39.453125 66.40625 31.78125 66.40625 \r\nz\r\nM 31.78125 74.21875 \r\nQ 44.046875 74.21875 50.515625 64.515625 \r\nQ 56.984375 54.828125 56.984375 36.375 \r\nQ 56.984375 17.96875 50.515625 8.265625 \r\nQ 44.046875 -1.421875 31.78125 -1.421875 \r\nQ 19.53125 -1.421875 13.0625 8.265625 \r\nQ 6.59375 17.96875 6.59375 36.375 \r\nQ 6.59375 54.828125 13.0625 64.515625 \r\nQ 19.53125 74.21875 31.78125 74.21875 \r\nz\r\n\" id=\"DejaVuSans-30\"/>\r\n      </defs>\r\n      <g transform=\"translate(43.201875 179.277187)scale(0.12 -0.12)\">\r\n       <use xlink:href=\"#DejaVuSans-30\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_2\">\r\n     <g id=\"line2d_2\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"139.887557\" xlink:href=\"#m1379c8bb62\" y=\"163.159062\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_2\">\r\n      <!-- 20000 -->\r\n      <defs>\r\n       <path d=\"M 19.1875 8.296875 \r\nL 53.609375 8.296875 \r\nL 53.609375 0 \r\nL 7.328125 0 \r\nL 7.328125 8.296875 \r\nQ 12.9375 14.109375 22.625 23.890625 \r\nQ 32.328125 33.6875 34.8125 36.53125 \r\nQ 39.546875 41.84375 41.421875 45.53125 \r\nQ 43.3125 49.21875 43.3125 52.78125 \r\nQ 43.3125 58.59375 39.234375 62.25 \r\nQ 35.15625 65.921875 28.609375 65.921875 \r\nQ 23.96875 65.921875 18.8125 64.3125 \r\nQ 13.671875 62.703125 7.8125 59.421875 \r\nL 7.8125 69.390625 \r\nQ 13.765625 71.78125 18.9375 73 \r\nQ 24.125 74.21875 28.421875 74.21875 \r\nQ 39.75 74.21875 46.484375 68.546875 \r\nQ 53.21875 62.890625 53.21875 53.421875 \r\nQ 53.21875 48.921875 51.53125 44.890625 \r\nQ 49.859375 40.875 45.40625 35.40625 \r\nQ 44.1875 33.984375 37.640625 27.21875 \r\nQ 31.109375 20.453125 19.1875 8.296875 \r\nz\r\n\" id=\"DejaVuSans-32\"/>\r\n      </defs>\r\n      <g transform=\"translate(120.800057 179.277187)scale(0.12 -0.12)\">\r\n       <use xlink:href=\"#DejaVuSans-32\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"254.492188\" xlink:href=\"#DejaVuSans-30\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_3\">\r\n     <g id=\"line2d_3\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"232.755739\" xlink:href=\"#m1379c8bb62\" y=\"163.159062\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_3\">\r\n      <!-- 40000 -->\r\n      <defs>\r\n       <path d=\"M 37.796875 64.3125 \r\nL 12.890625 25.390625 \r\nL 37.796875 25.390625 \r\nz\r\nM 35.203125 72.90625 \r\nL 47.609375 72.90625 \r\nL 47.609375 25.390625 \r\nL 58.015625 25.390625 \r\nL 58.015625 17.1875 \r\nL 47.609375 17.1875 \r\nL 47.609375 0 \r\nL 37.796875 0 \r\nL 37.796875 17.1875 \r\nL 4.890625 17.1875 \r\nL 4.890625 26.703125 \r\nz\r\n\" id=\"DejaVuSans-34\"/>\r\n      </defs>\r\n      <g transform=\"translate(213.668239 179.277187)scale(0.12 -0.12)\">\r\n       <use xlink:href=\"#DejaVuSans-34\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"254.492188\" xlink:href=\"#DejaVuSans-30\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_4\">\r\n     <g id=\"line2d_4\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"325.62392\" xlink:href=\"#m1379c8bb62\" y=\"163.159062\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_4\">\r\n      <!-- 60000 -->\r\n      <defs>\r\n       <path d=\"M 33.015625 40.375 \r\nQ 26.375 40.375 22.484375 35.828125 \r\nQ 18.609375 31.296875 18.609375 23.390625 \r\nQ 18.609375 15.53125 22.484375 10.953125 \r\nQ 26.375 6.390625 33.015625 6.390625 \r\nQ 39.65625 6.390625 43.53125 10.953125 \r\nQ 47.40625 15.53125 47.40625 23.390625 \r\nQ 47.40625 31.296875 43.53125 35.828125 \r\nQ 39.65625 40.375 33.015625 40.375 \r\nz\r\nM 52.59375 71.296875 \r\nL 52.59375 62.3125 \r\nQ 48.875 64.0625 45.09375 64.984375 \r\nQ 41.3125 65.921875 37.59375 65.921875 \r\nQ 27.828125 65.921875 22.671875 59.328125 \r\nQ 17.53125 52.734375 16.796875 39.40625 \r\nQ 19.671875 43.65625 24.015625 45.921875 \r\nQ 28.375 48.1875 33.59375 48.1875 \r\nQ 44.578125 48.1875 50.953125 41.515625 \r\nQ 57.328125 34.859375 57.328125 23.390625 \r\nQ 57.328125 12.15625 50.6875 5.359375 \r\nQ 44.046875 -1.421875 33.015625 -1.421875 \r\nQ 20.359375 -1.421875 13.671875 8.265625 \r\nQ 6.984375 17.96875 6.984375 36.375 \r\nQ 6.984375 53.65625 15.1875 63.9375 \r\nQ 23.390625 74.21875 37.203125 74.21875 \r\nQ 40.921875 74.21875 44.703125 73.484375 \r\nQ 48.484375 72.75 52.59375 71.296875 \r\nz\r\n\" id=\"DejaVuSans-36\"/>\r\n      </defs>\r\n      <g transform=\"translate(306.53642 179.277187)scale(0.12 -0.12)\">\r\n       <use xlink:href=\"#DejaVuSans-36\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"254.492188\" xlink:href=\"#DejaVuSans-30\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_5\">\r\n     <g id=\"line2d_5\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"418.492102\" xlink:href=\"#m1379c8bb62\" y=\"163.159062\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_5\">\r\n      <!-- 80000 -->\r\n      <defs>\r\n       <path d=\"M 31.78125 34.625 \r\nQ 24.75 34.625 20.71875 30.859375 \r\nQ 16.703125 27.09375 16.703125 20.515625 \r\nQ 16.703125 13.921875 20.71875 10.15625 \r\nQ 24.75 6.390625 31.78125 6.390625 \r\nQ 38.8125 6.390625 42.859375 10.171875 \r\nQ 46.921875 13.96875 46.921875 20.515625 \r\nQ 46.921875 27.09375 42.890625 30.859375 \r\nQ 38.875 34.625 31.78125 34.625 \r\nz\r\nM 21.921875 38.8125 \r\nQ 15.578125 40.375 12.03125 44.71875 \r\nQ 8.5 49.078125 8.5 55.328125 \r\nQ 8.5 64.0625 14.71875 69.140625 \r\nQ 20.953125 74.21875 31.78125 74.21875 \r\nQ 42.671875 74.21875 48.875 69.140625 \r\nQ 55.078125 64.0625 55.078125 55.328125 \r\nQ 55.078125 49.078125 51.53125 44.71875 \r\nQ 48 40.375 41.703125 38.8125 \r\nQ 48.828125 37.15625 52.796875 32.3125 \r\nQ 56.78125 27.484375 56.78125 20.515625 \r\nQ 56.78125 9.90625 50.3125 4.234375 \r\nQ 43.84375 -1.421875 31.78125 -1.421875 \r\nQ 19.734375 -1.421875 13.25 4.234375 \r\nQ 6.78125 9.90625 6.78125 20.515625 \r\nQ 6.78125 27.484375 10.78125 32.3125 \r\nQ 14.796875 37.15625 21.921875 38.8125 \r\nz\r\nM 18.3125 54.390625 \r\nQ 18.3125 48.734375 21.84375 45.5625 \r\nQ 25.390625 42.390625 31.78125 42.390625 \r\nQ 38.140625 42.390625 41.71875 45.5625 \r\nQ 45.3125 48.734375 45.3125 54.390625 \r\nQ 45.3125 60.0625 41.71875 63.234375 \r\nQ 38.140625 66.40625 31.78125 66.40625 \r\nQ 25.390625 66.40625 21.84375 63.234375 \r\nQ 18.3125 60.0625 18.3125 54.390625 \r\nz\r\n\" id=\"DejaVuSans-38\"/>\r\n      </defs>\r\n      <g transform=\"translate(399.404602 179.277187)scale(0.12 -0.12)\">\r\n       <use xlink:href=\"#DejaVuSans-38\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"254.492188\" xlink:href=\"#DejaVuSans-30\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_6\">\r\n     <g id=\"line2d_6\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"511.360284\" xlink:href=\"#m1379c8bb62\" y=\"163.159062\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_6\">\r\n      <!-- 100000 -->\r\n      <defs>\r\n       <path d=\"M 12.40625 8.296875 \r\nL 28.515625 8.296875 \r\nL 28.515625 63.921875 \r\nL 10.984375 60.40625 \r\nL 10.984375 69.390625 \r\nL 28.421875 72.90625 \r\nL 38.28125 72.90625 \r\nL 38.28125 8.296875 \r\nL 54.390625 8.296875 \r\nL 54.390625 0 \r\nL 12.40625 0 \r\nz\r\n\" id=\"DejaVuSans-31\"/>\r\n      </defs>\r\n      <g transform=\"translate(488.455284 179.277187)scale(0.12 -0.12)\">\r\n       <use xlink:href=\"#DejaVuSans-31\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"254.492188\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"318.115234\" xlink:href=\"#DejaVuSans-30\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"text_7\">\r\n     <!-- GDP per capita (USD) -->\r\n     <defs>\r\n      <path d=\"M 59.515625 10.40625 \r\nL 59.515625 29.984375 \r\nL 43.40625 29.984375 \r\nL 43.40625 38.09375 \r\nL 69.28125 38.09375 \r\nL 69.28125 6.78125 \r\nQ 63.578125 2.734375 56.6875 0.65625 \r\nQ 49.8125 -1.421875 42 -1.421875 \r\nQ 24.90625 -1.421875 15.25 8.5625 \r\nQ 5.609375 18.5625 5.609375 36.375 \r\nQ 5.609375 54.25 15.25 64.234375 \r\nQ 24.90625 74.21875 42 74.21875 \r\nQ 49.125 74.21875 55.546875 72.453125 \r\nQ 61.96875 70.703125 67.390625 67.28125 \r\nL 67.390625 56.78125 \r\nQ 61.921875 61.421875 55.765625 63.765625 \r\nQ 49.609375 66.109375 42.828125 66.109375 \r\nQ 29.4375 66.109375 22.71875 58.640625 \r\nQ 16.015625 51.171875 16.015625 36.375 \r\nQ 16.015625 21.625 22.71875 14.15625 \r\nQ 29.4375 6.6875 42.828125 6.6875 \r\nQ 48.046875 6.6875 52.140625 7.59375 \r\nQ 56.25 8.5 59.515625 10.40625 \r\nz\r\n\" id=\"DejaVuSans-47\"/>\r\n      <path d=\"M 19.671875 64.796875 \r\nL 19.671875 8.109375 \r\nL 31.59375 8.109375 \r\nQ 46.6875 8.109375 53.6875 14.9375 \r\nQ 60.6875 21.78125 60.6875 36.53125 \r\nQ 60.6875 51.171875 53.6875 57.984375 \r\nQ 46.6875 64.796875 31.59375 64.796875 \r\nz\r\nM 9.8125 72.90625 \r\nL 30.078125 72.90625 \r\nQ 51.265625 72.90625 61.171875 64.09375 \r\nQ 71.09375 55.28125 71.09375 36.53125 \r\nQ 71.09375 17.671875 61.125 8.828125 \r\nQ 51.171875 0 30.078125 0 \r\nL 9.8125 0 \r\nz\r\n\" id=\"DejaVuSans-44\"/>\r\n      <path d=\"M 19.671875 64.796875 \r\nL 19.671875 37.40625 \r\nL 32.078125 37.40625 \r\nQ 38.96875 37.40625 42.71875 40.96875 \r\nQ 46.484375 44.53125 46.484375 51.125 \r\nQ 46.484375 57.671875 42.71875 61.234375 \r\nQ 38.96875 64.796875 32.078125 64.796875 \r\nz\r\nM 9.8125 72.90625 \r\nL 32.078125 72.90625 \r\nQ 44.34375 72.90625 50.609375 67.359375 \r\nQ 56.890625 61.8125 56.890625 51.125 \r\nQ 56.890625 40.328125 50.609375 34.8125 \r\nQ 44.34375 29.296875 32.078125 29.296875 \r\nL 19.671875 29.296875 \r\nL 19.671875 0 \r\nL 9.8125 0 \r\nz\r\n\" id=\"DejaVuSans-50\"/>\r\n      <path id=\"DejaVuSans-20\"/>\r\n      <path d=\"M 18.109375 8.203125 \r\nL 18.109375 -20.796875 \r\nL 9.078125 -20.796875 \r\nL 9.078125 54.6875 \r\nL 18.109375 54.6875 \r\nL 18.109375 46.390625 \r\nQ 20.953125 51.265625 25.265625 53.625 \r\nQ 29.59375 56 35.59375 56 \r\nQ 45.5625 56 51.78125 48.09375 \r\nQ 58.015625 40.1875 58.015625 27.296875 \r\nQ 58.015625 14.40625 51.78125 6.484375 \r\nQ 45.5625 -1.421875 35.59375 -1.421875 \r\nQ 29.59375 -1.421875 25.265625 0.953125 \r\nQ 20.953125 3.328125 18.109375 8.203125 \r\nz\r\nM 48.6875 27.296875 \r\nQ 48.6875 37.203125 44.609375 42.84375 \r\nQ 40.53125 48.484375 33.40625 48.484375 \r\nQ 26.265625 48.484375 22.1875 42.84375 \r\nQ 18.109375 37.203125 18.109375 27.296875 \r\nQ 18.109375 17.390625 22.1875 11.75 \r\nQ 26.265625 6.109375 33.40625 6.109375 \r\nQ 40.53125 6.109375 44.609375 11.75 \r\nQ 48.6875 17.390625 48.6875 27.296875 \r\nz\r\n\" id=\"DejaVuSans-70\"/>\r\n      <path d=\"M 56.203125 29.59375 \r\nL 56.203125 25.203125 \r\nL 14.890625 25.203125 \r\nQ 15.484375 15.921875 20.484375 11.0625 \r\nQ 25.484375 6.203125 34.421875 6.203125 \r\nQ 39.59375 6.203125 44.453125 7.46875 \r\nQ 49.3125 8.734375 54.109375 11.28125 \r\nL 54.109375 2.78125 \r\nQ 49.265625 0.734375 44.1875 -0.34375 \r\nQ 39.109375 -1.421875 33.890625 -1.421875 \r\nQ 20.796875 -1.421875 13.15625 6.1875 \r\nQ 5.515625 13.8125 5.515625 26.8125 \r\nQ 5.515625 40.234375 12.765625 48.109375 \r\nQ 20.015625 56 32.328125 56 \r\nQ 43.359375 56 49.78125 48.890625 \r\nQ 56.203125 41.796875 56.203125 29.59375 \r\nz\r\nM 47.21875 32.234375 \r\nQ 47.125 39.59375 43.09375 43.984375 \r\nQ 39.0625 48.390625 32.421875 48.390625 \r\nQ 24.90625 48.390625 20.390625 44.140625 \r\nQ 15.875 39.890625 15.1875 32.171875 \r\nz\r\n\" id=\"DejaVuSans-65\"/>\r\n      <path d=\"M 41.109375 46.296875 \r\nQ 39.59375 47.171875 37.8125 47.578125 \r\nQ 36.03125 48 33.890625 48 \r\nQ 26.265625 48 22.1875 43.046875 \r\nQ 18.109375 38.09375 18.109375 28.8125 \r\nL 18.109375 0 \r\nL 9.078125 0 \r\nL 9.078125 54.6875 \r\nL 18.109375 54.6875 \r\nL 18.109375 46.1875 \r\nQ 20.953125 51.171875 25.484375 53.578125 \r\nQ 30.03125 56 36.53125 56 \r\nQ 37.453125 56 38.578125 55.875 \r\nQ 39.703125 55.765625 41.0625 55.515625 \r\nz\r\n\" id=\"DejaVuSans-72\"/>\r\n      <path d=\"M 48.78125 52.59375 \r\nL 48.78125 44.1875 \r\nQ 44.96875 46.296875 41.140625 47.34375 \r\nQ 37.3125 48.390625 33.40625 48.390625 \r\nQ 24.65625 48.390625 19.8125 42.84375 \r\nQ 14.984375 37.3125 14.984375 27.296875 \r\nQ 14.984375 17.28125 19.8125 11.734375 \r\nQ 24.65625 6.203125 33.40625 6.203125 \r\nQ 37.3125 6.203125 41.140625 7.25 \r\nQ 44.96875 8.296875 48.78125 10.40625 \r\nL 48.78125 2.09375 \r\nQ 45.015625 0.34375 40.984375 -0.53125 \r\nQ 36.96875 -1.421875 32.421875 -1.421875 \r\nQ 20.0625 -1.421875 12.78125 6.34375 \r\nQ 5.515625 14.109375 5.515625 27.296875 \r\nQ 5.515625 40.671875 12.859375 48.328125 \r\nQ 20.21875 56 33.015625 56 \r\nQ 37.15625 56 41.109375 55.140625 \r\nQ 45.0625 54.296875 48.78125 52.59375 \r\nz\r\n\" id=\"DejaVuSans-63\"/>\r\n      <path d=\"M 34.28125 27.484375 \r\nQ 23.390625 27.484375 19.1875 25 \r\nQ 14.984375 22.515625 14.984375 16.5 \r\nQ 14.984375 11.71875 18.140625 8.90625 \r\nQ 21.296875 6.109375 26.703125 6.109375 \r\nQ 34.1875 6.109375 38.703125 11.40625 \r\nQ 43.21875 16.703125 43.21875 25.484375 \r\nL 43.21875 27.484375 \r\nz\r\nM 52.203125 31.203125 \r\nL 52.203125 0 \r\nL 43.21875 0 \r\nL 43.21875 8.296875 \r\nQ 40.140625 3.328125 35.546875 0.953125 \r\nQ 30.953125 -1.421875 24.3125 -1.421875 \r\nQ 15.921875 -1.421875 10.953125 3.296875 \r\nQ 6 8.015625 6 15.921875 \r\nQ 6 25.140625 12.171875 29.828125 \r\nQ 18.359375 34.515625 30.609375 34.515625 \r\nL 43.21875 34.515625 \r\nL 43.21875 35.40625 \r\nQ 43.21875 41.609375 39.140625 45 \r\nQ 35.0625 48.390625 27.6875 48.390625 \r\nQ 23 48.390625 18.546875 47.265625 \r\nQ 14.109375 46.140625 10.015625 43.890625 \r\nL 10.015625 52.203125 \r\nQ 14.9375 54.109375 19.578125 55.046875 \r\nQ 24.21875 56 28.609375 56 \r\nQ 40.484375 56 46.34375 49.84375 \r\nQ 52.203125 43.703125 52.203125 31.203125 \r\nz\r\n\" id=\"DejaVuSans-61\"/>\r\n      <path d=\"M 9.421875 54.6875 \r\nL 18.40625 54.6875 \r\nL 18.40625 0 \r\nL 9.421875 0 \r\nz\r\nM 9.421875 75.984375 \r\nL 18.40625 75.984375 \r\nL 18.40625 64.59375 \r\nL 9.421875 64.59375 \r\nz\r\n\" id=\"DejaVuSans-69\"/>\r\n      <path d=\"M 18.3125 70.21875 \r\nL 18.3125 54.6875 \r\nL 36.8125 54.6875 \r\nL 36.8125 47.703125 \r\nL 18.3125 47.703125 \r\nL 18.3125 18.015625 \r\nQ 18.3125 11.328125 20.140625 9.421875 \r\nQ 21.96875 7.515625 27.59375 7.515625 \r\nL 36.8125 7.515625 \r\nL 36.8125 0 \r\nL 27.59375 0 \r\nQ 17.1875 0 13.234375 3.875 \r\nQ 9.28125 7.765625 9.28125 18.015625 \r\nL 9.28125 47.703125 \r\nL 2.6875 47.703125 \r\nL 2.6875 54.6875 \r\nL 9.28125 54.6875 \r\nL 9.28125 70.21875 \r\nz\r\n\" id=\"DejaVuSans-74\"/>\r\n      <path d=\"M 31 75.875 \r\nQ 24.46875 64.65625 21.28125 53.65625 \r\nQ 18.109375 42.671875 18.109375 31.390625 \r\nQ 18.109375 20.125 21.3125 9.0625 \r\nQ 24.515625 -2 31 -13.1875 \r\nL 23.1875 -13.1875 \r\nQ 15.875 -1.703125 12.234375 9.375 \r\nQ 8.59375 20.453125 8.59375 31.390625 \r\nQ 8.59375 42.28125 12.203125 53.3125 \r\nQ 15.828125 64.359375 23.1875 75.875 \r\nz\r\n\" id=\"DejaVuSans-28\"/>\r\n      <path d=\"M 8.6875 72.90625 \r\nL 18.609375 72.90625 \r\nL 18.609375 28.609375 \r\nQ 18.609375 16.890625 22.84375 11.734375 \r\nQ 27.09375 6.59375 36.625 6.59375 \r\nQ 46.09375 6.59375 50.34375 11.734375 \r\nQ 54.59375 16.890625 54.59375 28.609375 \r\nL 54.59375 72.90625 \r\nL 64.5 72.90625 \r\nL 64.5 27.390625 \r\nQ 64.5 13.140625 57.4375 5.859375 \r\nQ 50.390625 -1.421875 36.625 -1.421875 \r\nQ 22.796875 -1.421875 15.734375 5.859375 \r\nQ 8.6875 13.140625 8.6875 27.390625 \r\nz\r\n\" id=\"DejaVuSans-55\"/>\r\n      <path d=\"M 53.515625 70.515625 \r\nL 53.515625 60.890625 \r\nQ 47.90625 63.578125 42.921875 64.890625 \r\nQ 37.9375 66.21875 33.296875 66.21875 \r\nQ 25.25 66.21875 20.875 63.09375 \r\nQ 16.5 59.96875 16.5 54.203125 \r\nQ 16.5 49.359375 19.40625 46.890625 \r\nQ 22.3125 44.4375 30.421875 42.921875 \r\nL 36.375 41.703125 \r\nQ 47.40625 39.59375 52.65625 34.296875 \r\nQ 57.90625 29 57.90625 20.125 \r\nQ 57.90625 9.515625 50.796875 4.046875 \r\nQ 43.703125 -1.421875 29.984375 -1.421875 \r\nQ 24.8125 -1.421875 18.96875 -0.25 \r\nQ 13.140625 0.921875 6.890625 3.21875 \r\nL 6.890625 13.375 \r\nQ 12.890625 10.015625 18.65625 8.296875 \r\nQ 24.421875 6.59375 29.984375 6.59375 \r\nQ 38.421875 6.59375 43.015625 9.90625 \r\nQ 47.609375 13.234375 47.609375 19.390625 \r\nQ 47.609375 24.75 44.3125 27.78125 \r\nQ 41.015625 30.8125 33.5 32.328125 \r\nL 27.484375 33.5 \r\nQ 16.453125 35.6875 11.515625 40.375 \r\nQ 6.59375 45.0625 6.59375 53.421875 \r\nQ 6.59375 63.09375 13.40625 68.65625 \r\nQ 20.21875 74.21875 32.171875 74.21875 \r\nQ 37.3125 74.21875 42.625 73.28125 \r\nQ 47.953125 72.359375 53.515625 70.515625 \r\nz\r\n\" id=\"DejaVuSans-53\"/>\r\n      <path d=\"M 8.015625 75.875 \r\nL 15.828125 75.875 \r\nQ 23.140625 64.359375 26.78125 53.3125 \r\nQ 30.421875 42.28125 30.421875 31.390625 \r\nQ 30.421875 20.453125 26.78125 9.375 \r\nQ 23.140625 -1.703125 15.828125 -13.1875 \r\nL 8.015625 -13.1875 \r\nQ 14.5 -2 17.703125 9.0625 \r\nQ 20.90625 20.125 20.90625 31.390625 \r\nQ 20.90625 42.671875 17.703125 53.65625 \r\nQ 14.5 64.65625 8.015625 75.875 \r\nz\r\n\" id=\"DejaVuSans-29\"/>\r\n     </defs>\r\n     <g transform=\"translate(227.089063 196.410625)scale(0.14 -0.14)\">\r\n      <use xlink:href=\"#DejaVuSans-47\"/>\r\n      <use x=\"77.490234\" xlink:href=\"#DejaVuSans-44\"/>\r\n      <use x=\"154.492188\" xlink:href=\"#DejaVuSans-50\"/>\r\n      <use x=\"214.794922\" xlink:href=\"#DejaVuSans-20\"/>\r\n      <use x=\"246.582031\" xlink:href=\"#DejaVuSans-70\"/>\r\n      <use x=\"310.058594\" xlink:href=\"#DejaVuSans-65\"/>\r\n      <use x=\"371.582031\" xlink:href=\"#DejaVuSans-72\"/>\r\n      <use x=\"412.695312\" xlink:href=\"#DejaVuSans-20\"/>\r\n      <use x=\"444.482422\" xlink:href=\"#DejaVuSans-63\"/>\r\n      <use x=\"499.462891\" xlink:href=\"#DejaVuSans-61\"/>\r\n      <use x=\"560.742188\" xlink:href=\"#DejaVuSans-70\"/>\r\n      <use x=\"624.21875\" xlink:href=\"#DejaVuSans-69\"/>\r\n      <use x=\"652.001953\" xlink:href=\"#DejaVuSans-74\"/>\r\n      <use x=\"691.210938\" xlink:href=\"#DejaVuSans-61\"/>\r\n      <use x=\"752.490234\" xlink:href=\"#DejaVuSans-20\"/>\r\n      <use x=\"784.277344\" xlink:href=\"#DejaVuSans-28\"/>\r\n      <use x=\"823.291016\" xlink:href=\"#DejaVuSans-55\"/>\r\n      <use x=\"896.484375\" xlink:href=\"#DejaVuSans-53\"/>\r\n      <use x=\"959.960938\" xlink:href=\"#DejaVuSans-44\"/>\r\n      <use x=\"1036.962891\" xlink:href=\"#DejaVuSans-29\"/>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"matplotlib.axis_2\">\r\n    <g id=\"ytick_1\">\r\n     <g id=\"line2d_7\">\r\n      <defs>\r\n       <path d=\"M 0 0 \r\nL -3.5 0 \r\n\" id=\"mc5f77c5b12\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n      </defs>\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"47.019375\" xlink:href=\"#mc5f77c5b12\" y=\"163.159062\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_8\">\r\n      <!-- 0 -->\r\n      <g transform=\"translate(32.384375 167.718125)scale(0.12 -0.12)\">\r\n       <use xlink:href=\"#DejaVuSans-30\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_2\">\r\n     <g id=\"line2d_8\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"47.019375\" xlink:href=\"#mc5f77c5b12\" y=\"132.879062\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_9\">\r\n      <!-- 2 -->\r\n      <g transform=\"translate(32.384375 137.438125)scale(0.12 -0.12)\">\r\n       <use xlink:href=\"#DejaVuSans-32\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_3\">\r\n     <g id=\"line2d_9\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"47.019375\" xlink:href=\"#mc5f77c5b12\" y=\"102.599063\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_10\">\r\n      <!-- 4 -->\r\n      <g transform=\"translate(32.384375 107.158125)scale(0.12 -0.12)\">\r\n       <use xlink:href=\"#DejaVuSans-34\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_4\">\r\n     <g id=\"line2d_10\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"47.019375\" xlink:href=\"#mc5f77c5b12\" y=\"72.319063\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_11\">\r\n      <!-- 6 -->\r\n      <g transform=\"translate(32.384375 76.878125)scale(0.12 -0.12)\">\r\n       <use xlink:href=\"#DejaVuSans-36\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_5\">\r\n     <g id=\"line2d_11\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"47.019375\" xlink:href=\"#mc5f77c5b12\" y=\"42.039063\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_12\">\r\n      <!-- 8 -->\r\n      <g transform=\"translate(32.384375 46.598125)scale(0.12 -0.12)\">\r\n       <use xlink:href=\"#DejaVuSans-38\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_6\">\r\n     <g id=\"line2d_12\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"47.019375\" xlink:href=\"#mc5f77c5b12\" y=\"11.759063\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_13\">\r\n      <!-- 10 -->\r\n      <g transform=\"translate(24.749375 16.318125)scale(0.12 -0.12)\">\r\n       <use xlink:href=\"#DejaVuSans-31\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"text_14\">\r\n     <!-- Life satisfaction -->\r\n     <defs>\r\n      <path d=\"M 9.8125 72.90625 \r\nL 19.671875 72.90625 \r\nL 19.671875 8.296875 \r\nL 55.171875 8.296875 \r\nL 55.171875 0 \r\nL 9.8125 0 \r\nz\r\n\" id=\"DejaVuSans-4c\"/>\r\n      <path d=\"M 37.109375 75.984375 \r\nL 37.109375 68.5 \r\nL 28.515625 68.5 \r\nQ 23.6875 68.5 21.796875 66.546875 \r\nQ 19.921875 64.59375 19.921875 59.515625 \r\nL 19.921875 54.6875 \r\nL 34.71875 54.6875 \r\nL 34.71875 47.703125 \r\nL 19.921875 47.703125 \r\nL 19.921875 0 \r\nL 10.890625 0 \r\nL 10.890625 47.703125 \r\nL 2.296875 47.703125 \r\nL 2.296875 54.6875 \r\nL 10.890625 54.6875 \r\nL 10.890625 58.5 \r\nQ 10.890625 67.625 15.140625 71.796875 \r\nQ 19.390625 75.984375 28.609375 75.984375 \r\nz\r\n\" id=\"DejaVuSans-66\"/>\r\n      <path d=\"M 44.28125 53.078125 \r\nL 44.28125 44.578125 \r\nQ 40.484375 46.53125 36.375 47.5 \r\nQ 32.28125 48.484375 27.875 48.484375 \r\nQ 21.1875 48.484375 17.84375 46.4375 \r\nQ 14.5 44.390625 14.5 40.28125 \r\nQ 14.5 37.15625 16.890625 35.375 \r\nQ 19.28125 33.59375 26.515625 31.984375 \r\nL 29.59375 31.296875 \r\nQ 39.15625 29.25 43.1875 25.515625 \r\nQ 47.21875 21.78125 47.21875 15.09375 \r\nQ 47.21875 7.46875 41.1875 3.015625 \r\nQ 35.15625 -1.421875 24.609375 -1.421875 \r\nQ 20.21875 -1.421875 15.453125 -0.5625 \r\nQ 10.6875 0.296875 5.421875 2 \r\nL 5.421875 11.28125 \r\nQ 10.40625 8.6875 15.234375 7.390625 \r\nQ 20.0625 6.109375 24.8125 6.109375 \r\nQ 31.15625 6.109375 34.5625 8.28125 \r\nQ 37.984375 10.453125 37.984375 14.40625 \r\nQ 37.984375 18.0625 35.515625 20.015625 \r\nQ 33.0625 21.96875 24.703125 23.78125 \r\nL 21.578125 24.515625 \r\nQ 13.234375 26.265625 9.515625 29.90625 \r\nQ 5.8125 33.546875 5.8125 39.890625 \r\nQ 5.8125 47.609375 11.28125 51.796875 \r\nQ 16.75 56 26.8125 56 \r\nQ 31.78125 56 36.171875 55.265625 \r\nQ 40.578125 54.546875 44.28125 53.078125 \r\nz\r\n\" id=\"DejaVuSans-73\"/>\r\n      <path d=\"M 30.609375 48.390625 \r\nQ 23.390625 48.390625 19.1875 42.75 \r\nQ 14.984375 37.109375 14.984375 27.296875 \r\nQ 14.984375 17.484375 19.15625 11.84375 \r\nQ 23.34375 6.203125 30.609375 6.203125 \r\nQ 37.796875 6.203125 41.984375 11.859375 \r\nQ 46.1875 17.53125 46.1875 27.296875 \r\nQ 46.1875 37.015625 41.984375 42.703125 \r\nQ 37.796875 48.390625 30.609375 48.390625 \r\nz\r\nM 30.609375 56 \r\nQ 42.328125 56 49.015625 48.375 \r\nQ 55.71875 40.765625 55.71875 27.296875 \r\nQ 55.71875 13.875 49.015625 6.21875 \r\nQ 42.328125 -1.421875 30.609375 -1.421875 \r\nQ 18.84375 -1.421875 12.171875 6.21875 \r\nQ 5.515625 13.875 5.515625 27.296875 \r\nQ 5.515625 40.765625 12.171875 48.375 \r\nQ 18.84375 56 30.609375 56 \r\nz\r\n\" id=\"DejaVuSans-6f\"/>\r\n      <path d=\"M 54.890625 33.015625 \r\nL 54.890625 0 \r\nL 45.90625 0 \r\nL 45.90625 32.71875 \r\nQ 45.90625 40.484375 42.875 44.328125 \r\nQ 39.84375 48.1875 33.796875 48.1875 \r\nQ 26.515625 48.1875 22.3125 43.546875 \r\nQ 18.109375 38.921875 18.109375 30.90625 \r\nL 18.109375 0 \r\nL 9.078125 0 \r\nL 9.078125 54.6875 \r\nL 18.109375 54.6875 \r\nL 18.109375 46.1875 \r\nQ 21.34375 51.125 25.703125 53.5625 \r\nQ 30.078125 56 35.796875 56 \r\nQ 45.21875 56 50.046875 50.171875 \r\nQ 54.890625 44.34375 54.890625 33.015625 \r\nz\r\n\" id=\"DejaVuSans-6e\"/>\r\n     </defs>\r\n     <g transform=\"translate(17.837812 142.582969)rotate(-90)scale(0.14 -0.14)\">\r\n      <use xlink:href=\"#DejaVuSans-4c\"/>\r\n      <use x=\"55.712891\" xlink:href=\"#DejaVuSans-69\"/>\r\n      <use x=\"83.496094\" xlink:href=\"#DejaVuSans-66\"/>\r\n      <use x=\"118.701172\" xlink:href=\"#DejaVuSans-65\"/>\r\n      <use x=\"180.224609\" xlink:href=\"#DejaVuSans-20\"/>\r\n      <use x=\"212.011719\" xlink:href=\"#DejaVuSans-73\"/>\r\n      <use x=\"264.111328\" xlink:href=\"#DejaVuSans-61\"/>\r\n      <use x=\"325.390625\" xlink:href=\"#DejaVuSans-74\"/>\r\n      <use x=\"364.599609\" xlink:href=\"#DejaVuSans-69\"/>\r\n      <use x=\"392.382812\" xlink:href=\"#DejaVuSans-73\"/>\r\n      <use x=\"444.482422\" xlink:href=\"#DejaVuSans-66\"/>\r\n      <use x=\"479.6875\" xlink:href=\"#DejaVuSans-61\"/>\r\n      <use x=\"540.966797\" xlink:href=\"#DejaVuSans-63\"/>\r\n      <use x=\"595.947266\" xlink:href=\"#DejaVuSans-74\"/>\r\n      <use x=\"635.15625\" xlink:href=\"#DejaVuSans-69\"/>\r\n      <use x=\"662.939453\" xlink:href=\"#DejaVuSans-6f\"/>\r\n      <use x=\"724.121094\" xlink:href=\"#DejaVuSans-6e\"/>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"line2d_13\">\r\n    <defs>\r\n     <path d=\"M -3 3 \r\nL 3 3 \r\nL 3 -3 \r\nL -3 -3 \r\nz\r\n\" id=\"m9deadce775\" style=\"stroke:#ff0000;stroke-linejoin:miter;\"/>\r\n    </defs>\r\n    <g clip-path=\"url(#p4080185837)\">\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;stroke-linejoin:miter;\" x=\"87.277723\" xlink:href=\"#m9deadce775\" y=\"57.179063\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"line2d_14\">\r\n    <g clip-path=\"url(#p4080185837)\">\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;stroke-linejoin:miter;\" x=\"88.853148\" xlink:href=\"#m9deadce775\" y=\"61.721063\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"line2d_15\">\r\n    <g clip-path=\"url(#p4080185837)\">\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;stroke-linejoin:miter;\" x=\"108.966655\" xlink:href=\"#m9deadce775\" y=\"61.721063\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"line2d_16\">\r\n    <g clip-path=\"url(#p4080185837)\">\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;stroke-linejoin:miter;\" x=\"127.150305\" xlink:href=\"#m9deadce775\" y=\"64.749063\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"line2d_17\">\r\n    <g clip-path=\"url(#p4080185837)\">\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;stroke-linejoin:miter;\" x=\"394.449022\" xlink:href=\"#m9deadce775\" y=\"51.123063\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"line2d_18\">\r\n    <g clip-path=\"url(#p4080185837)\">\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;stroke-linejoin:miter;\" x=\"421.627834\" xlink:href=\"#m9deadce775\" y=\"49.609063\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"line2d_19\">\r\n    <g clip-path=\"url(#p4080185837)\">\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;stroke-linejoin:miter;\" x=\"520.619674\" xlink:href=\"#m9deadce775\" y=\"58.693063\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"line2d_20\">\r\n    <path clip-path=\"url(#p4080185837)\" d=\"M 47.019375 89.683843 \r\nL 557.794375 7.88698 \r\nL 557.794375 7.88698 \r\n\" style=\"fill:none;stroke:#0000ff;stroke-dasharray:1.5,2.475;stroke-dashoffset:0;stroke-width:1.5;\"/>\r\n   </g>\r\n   <g id=\"line2d_21\">\r\n    <path clip-path=\"url(#p4080185837)\" d=\"M 47.019375 75.90679 \r\nL 557.794375 37.307253 \r\nL 557.794375 37.307253 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-width:1.5;\"/>\r\n   </g>\r\n   <g id=\"patch_3\">\r\n    <path d=\"M 47.019375 163.159062 \r\nL 47.019375 11.759063 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_4\">\r\n    <path d=\"M 557.794375 163.159062 \r\nL 557.794375 11.759063 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_5\">\r\n    <path d=\"M 47.019375 163.159062 \r\nL 557.794375 163.159062 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_6\">\r\n    <path d=\"M 47.019375 11.759063 \r\nL 557.794375 11.759063 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_7\">\r\n    <path d=\"M 81.125836 33.730544 \r\nQ 82.35479 38.225454 83.583743 42.720363 \r\nL 85.754085 42.12697 \r\nQ 86.130777 48.244409 86.507468 54.361849 \r\nQ 83.719286 48.903735 80.931103 43.445622 \r\nL 83.101445 42.852228 \r\nQ 81.872491 38.357319 80.643538 33.862409 \r\nL 81.125836 33.730544 \r\nz\r\n\" style=\"stroke:#000000;stroke-linecap:round;\"/>\r\n   </g>\r\n   <g id=\"text_15\">\r\n    <!-- Brazil -->\r\n    <defs>\r\n     <path d=\"M 19.671875 34.8125 \r\nL 19.671875 8.109375 \r\nL 35.5 8.109375 \r\nQ 43.453125 8.109375 47.28125 11.40625 \r\nQ 51.125 14.703125 51.125 21.484375 \r\nQ 51.125 28.328125 47.28125 31.5625 \r\nQ 43.453125 34.8125 35.5 34.8125 \r\nz\r\nM 19.671875 64.796875 \r\nL 19.671875 42.828125 \r\nL 34.28125 42.828125 \r\nQ 41.5 42.828125 45.03125 45.53125 \r\nQ 48.578125 48.25 48.578125 53.8125 \r\nQ 48.578125 59.328125 45.03125 62.0625 \r\nQ 41.5 64.796875 34.28125 64.796875 \r\nz\r\nM 9.8125 72.90625 \r\nL 35.015625 72.90625 \r\nQ 46.296875 72.90625 52.390625 68.21875 \r\nQ 58.5 63.53125 58.5 54.890625 \r\nQ 58.5 48.1875 55.375 44.234375 \r\nQ 52.25 40.28125 46.1875 39.3125 \r\nQ 53.46875 37.75 57.5 32.78125 \r\nQ 61.53125 27.828125 61.53125 20.40625 \r\nQ 61.53125 10.640625 54.890625 5.3125 \r\nQ 48.25 0 35.984375 0 \r\nL 9.8125 0 \r\nz\r\n\" id=\"DejaVuSans-42\"/>\r\n     <path d=\"M 5.515625 54.6875 \r\nL 48.1875 54.6875 \r\nL 48.1875 46.484375 \r\nL 14.40625 7.171875 \r\nL 48.1875 7.171875 \r\nL 48.1875 0 \r\nL 4.296875 0 \r\nL 4.296875 8.203125 \r\nL 38.09375 47.515625 \r\nL 5.515625 47.515625 \r\nz\r\n\" id=\"DejaVuSans-7a\"/>\r\n     <path d=\"M 9.421875 75.984375 \r\nL 18.40625 75.984375 \r\nL 18.40625 0 \r\nL 9.421875 0 \r\nz\r\n\" id=\"DejaVuSans-6c\"/>\r\n    </defs>\r\n    <g transform=\"translate(51.662784 26.899063)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#DejaVuSans-42\"/>\r\n     <use x=\"68.603516\" xlink:href=\"#DejaVuSans-72\"/>\r\n     <use x=\"109.716797\" xlink:href=\"#DejaVuSans-61\"/>\r\n     <use x=\"170.996094\" xlink:href=\"#DejaVuSans-7a\"/>\r\n     <use x=\"223.486328\" xlink:href=\"#DejaVuSans-69\"/>\r\n     <use x=\"251.269531\" xlink:href=\"#DejaVuSans-6c\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"patch_8\">\r\n    <path d=\"M 96.847315 34.324972 \r\nQ 95.062992 40.645243 93.278669 46.965514 \r\nL 95.44403 47.576834 \r\nQ 92.610945 53.011232 89.777859 58.44563 \r\nQ 90.204988 52.331988 90.632116 46.218346 \r\nL 92.797477 46.829666 \r\nQ 94.5818 40.509395 96.366124 34.189124 \r\nL 96.847315 34.324972 \r\nz\r\n\" style=\"stroke:#000000;stroke-linecap:round;\"/>\r\n   </g>\r\n   <g id=\"text_16\">\r\n    <!-- Mexico -->\r\n    <defs>\r\n     <path d=\"M 9.8125 72.90625 \r\nL 24.515625 72.90625 \r\nL 43.109375 23.296875 \r\nL 61.8125 72.90625 \r\nL 76.515625 72.90625 \r\nL 76.515625 0 \r\nL 66.890625 0 \r\nL 66.890625 64.015625 \r\nL 48.09375 14.015625 \r\nL 38.1875 14.015625 \r\nL 19.390625 64.015625 \r\nL 19.390625 0 \r\nL 9.8125 0 \r\nz\r\n\" id=\"DejaVuSans-4d\"/>\r\n     <path d=\"M 54.890625 54.6875 \r\nL 35.109375 28.078125 \r\nL 55.90625 0 \r\nL 45.3125 0 \r\nL 29.390625 21.484375 \r\nL 13.484375 0 \r\nL 2.875 0 \r\nL 24.125 28.609375 \r\nL 4.6875 54.6875 \r\nL 15.28125 54.6875 \r\nL 29.78125 35.203125 \r\nL 44.28125 54.6875 \r\nz\r\n\" id=\"DejaVuSans-78\"/>\r\n    </defs>\r\n    <g transform=\"translate(98.096875 26.899063)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#DejaVuSans-4d\"/>\r\n     <use x=\"86.279297\" xlink:href=\"#DejaVuSans-65\"/>\r\n     <use x=\"147.787109\" xlink:href=\"#DejaVuSans-78\"/>\r\n     <use x=\"206.966797\" xlink:href=\"#DejaVuSans-69\"/>\r\n     <use x=\"234.75\" xlink:href=\"#DejaVuSans-63\"/>\r\n     <use x=\"289.730469\" xlink:href=\"#DejaVuSans-6f\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"patch_9\">\r\n    <path d=\"M 155.821771 33.675529 \r\nQ 140.301542 43.062073 124.781312 52.448617 \r\nL 125.945707 54.373892 \r\nQ 120.164072 56.40976 114.382437 58.445629 \r\nQ 118.8703 54.270566 123.358163 50.095503 \r\nL 124.522558 52.020778 \r\nQ 140.042787 42.634234 155.563017 33.24769 \r\nL 155.821771 33.675529 \r\nz\r\n\" style=\"stroke:#000000;stroke-linecap:round;\"/>\r\n   </g>\r\n   <g id=\"text_17\">\r\n    <!-- Chile -->\r\n    <defs>\r\n     <path d=\"M 64.40625 67.28125 \r\nL 64.40625 56.890625 \r\nQ 59.421875 61.53125 53.78125 63.8125 \r\nQ 48.140625 66.109375 41.796875 66.109375 \r\nQ 29.296875 66.109375 22.65625 58.46875 \r\nQ 16.015625 50.828125 16.015625 36.375 \r\nQ 16.015625 21.96875 22.65625 14.328125 \r\nQ 29.296875 6.6875 41.796875 6.6875 \r\nQ 48.140625 6.6875 53.78125 8.984375 \r\nQ 59.421875 11.28125 64.40625 15.921875 \r\nL 64.40625 5.609375 \r\nQ 59.234375 2.09375 53.4375 0.328125 \r\nQ 47.65625 -1.421875 41.21875 -1.421875 \r\nQ 24.65625 -1.421875 15.125 8.703125 \r\nQ 5.609375 18.84375 5.609375 36.375 \r\nQ 5.609375 53.953125 15.125 64.078125 \r\nQ 24.65625 74.21875 41.21875 74.21875 \r\nQ 47.75 74.21875 53.53125 72.484375 \r\nQ 59.328125 70.75 64.40625 67.28125 \r\nz\r\n\" id=\"DejaVuSans-43\"/>\r\n     <path d=\"M 54.890625 33.015625 \r\nL 54.890625 0 \r\nL 45.90625 0 \r\nL 45.90625 32.71875 \r\nQ 45.90625 40.484375 42.875 44.328125 \r\nQ 39.84375 48.1875 33.796875 48.1875 \r\nQ 26.515625 48.1875 22.3125 43.546875 \r\nQ 18.109375 38.921875 18.109375 30.90625 \r\nL 18.109375 0 \r\nL 9.078125 0 \r\nL 9.078125 75.984375 \r\nL 18.109375 75.984375 \r\nL 18.109375 46.1875 \r\nQ 21.34375 51.125 25.703125 53.5625 \r\nQ 30.078125 56 35.796875 56 \r\nQ 45.21875 56 50.046875 50.171875 \r\nQ 54.890625 44.34375 54.890625 33.015625 \r\nz\r\n\" id=\"DejaVuSans-68\"/>\r\n    </defs>\r\n    <g transform=\"translate(163.104602 26.899063)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#DejaVuSans-43\"/>\r\n     <use x=\"69.824219\" xlink:href=\"#DejaVuSans-68\"/>\r\n     <use x=\"133.203125\" xlink:href=\"#DejaVuSans-69\"/>\r\n     <use x=\"160.986328\" xlink:href=\"#DejaVuSans-6c\"/>\r\n     <use x=\"188.769531\" xlink:href=\"#DejaVuSans-65\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"patch_10\">\r\n    <path d=\"M 199.398779 33.653711 \r\nQ 172.945905 45.138674 146.493031 56.623637 \r\nL 147.389096 58.687509 \r\nQ 141.389287 59.929697 135.389478 61.171886 \r\nQ 140.393659 57.636506 145.39784 54.101127 \r\nL 146.293905 56.164999 \r\nQ 172.746779 44.680036 199.199653 33.195073 \r\nL 199.398779 33.653711 \r\nz\r\n\" style=\"stroke:#000000;stroke-linecap:round;\"/>\r\n   </g>\r\n   <g id=\"text_18\">\r\n    <!-- Czech Republic -->\r\n    <defs>\r\n     <path d=\"M 44.390625 34.1875 \r\nQ 47.5625 33.109375 50.5625 29.59375 \r\nQ 53.5625 26.078125 56.59375 19.921875 \r\nL 66.609375 0 \r\nL 56 0 \r\nL 46.6875 18.703125 \r\nQ 43.0625 26.03125 39.671875 28.421875 \r\nQ 36.28125 30.8125 30.421875 30.8125 \r\nL 19.671875 30.8125 \r\nL 19.671875 0 \r\nL 9.8125 0 \r\nL 9.8125 72.90625 \r\nL 32.078125 72.90625 \r\nQ 44.578125 72.90625 50.734375 67.671875 \r\nQ 56.890625 62.453125 56.890625 51.90625 \r\nQ 56.890625 45.015625 53.6875 40.46875 \r\nQ 50.484375 35.9375 44.390625 34.1875 \r\nz\r\nM 19.671875 64.796875 \r\nL 19.671875 38.921875 \r\nL 32.078125 38.921875 \r\nQ 39.203125 38.921875 42.84375 42.21875 \r\nQ 46.484375 45.515625 46.484375 51.90625 \r\nQ 46.484375 58.296875 42.84375 61.546875 \r\nQ 39.203125 64.796875 32.078125 64.796875 \r\nz\r\n\" id=\"DejaVuSans-52\"/>\r\n     <path d=\"M 8.5 21.578125 \r\nL 8.5 54.6875 \r\nL 17.484375 54.6875 \r\nL 17.484375 21.921875 \r\nQ 17.484375 14.15625 20.5 10.265625 \r\nQ 23.53125 6.390625 29.59375 6.390625 \r\nQ 36.859375 6.390625 41.078125 11.03125 \r\nQ 45.3125 15.671875 45.3125 23.6875 \r\nL 45.3125 54.6875 \r\nL 54.296875 54.6875 \r\nL 54.296875 0 \r\nL 45.3125 0 \r\nL 45.3125 8.40625 \r\nQ 42.046875 3.421875 37.71875 1 \r\nQ 33.40625 -1.421875 27.6875 -1.421875 \r\nQ 18.265625 -1.421875 13.375 4.4375 \r\nQ 8.5 10.296875 8.5 21.578125 \r\nz\r\nM 31.109375 56 \r\nz\r\n\" id=\"DejaVuSans-75\"/>\r\n     <path d=\"M 48.6875 27.296875 \r\nQ 48.6875 37.203125 44.609375 42.84375 \r\nQ 40.53125 48.484375 33.40625 48.484375 \r\nQ 26.265625 48.484375 22.1875 42.84375 \r\nQ 18.109375 37.203125 18.109375 27.296875 \r\nQ 18.109375 17.390625 22.1875 11.75 \r\nQ 26.265625 6.109375 33.40625 6.109375 \r\nQ 40.53125 6.109375 44.609375 11.75 \r\nQ 48.6875 17.390625 48.6875 27.296875 \r\nz\r\nM 18.109375 46.390625 \r\nQ 20.953125 51.265625 25.265625 53.625 \r\nQ 29.59375 56 35.59375 56 \r\nQ 45.5625 56 51.78125 48.09375 \r\nQ 58.015625 40.1875 58.015625 27.296875 \r\nQ 58.015625 14.40625 51.78125 6.484375 \r\nQ 45.5625 -1.421875 35.59375 -1.421875 \r\nQ 29.59375 -1.421875 25.265625 0.953125 \r\nQ 20.953125 3.328125 18.109375 8.203125 \r\nL 18.109375 0 \r\nL 9.078125 0 \r\nL 9.078125 75.984375 \r\nL 18.109375 75.984375 \r\nz\r\n\" id=\"DejaVuSans-62\"/>\r\n    </defs>\r\n    <g transform=\"translate(209.538693 26.899063)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#DejaVuSans-43\"/>\r\n     <use x=\"69.824219\" xlink:href=\"#DejaVuSans-7a\"/>\r\n     <use x=\"122.314453\" xlink:href=\"#DejaVuSans-65\"/>\r\n     <use x=\"183.837891\" xlink:href=\"#DejaVuSans-63\"/>\r\n     <use x=\"238.818359\" xlink:href=\"#DejaVuSans-68\"/>\r\n     <use x=\"302.197266\" xlink:href=\"#DejaVuSans-20\"/>\r\n     <use x=\"333.984375\" xlink:href=\"#DejaVuSans-52\"/>\r\n     <use x=\"403.404297\" xlink:href=\"#DejaVuSans-65\"/>\r\n     <use x=\"464.927734\" xlink:href=\"#DejaVuSans-70\"/>\r\n     <use x=\"528.404297\" xlink:href=\"#DejaVuSans-75\"/>\r\n     <use x=\"591.783203\" xlink:href=\"#DejaVuSans-62\"/>\r\n     <use x=\"655.259766\" xlink:href=\"#DejaVuSans-6c\"/>\r\n     <use x=\"683.042969\" xlink:href=\"#DejaVuSans-69\"/>\r\n     <use x=\"710.826172\" xlink:href=\"#DejaVuSans-63\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"patch_11\">\r\n    <path d=\"M 367.472093 102.126693 \r\nQ 376.522875 84.834055 385.573658 67.541417 \r\nL 383.580193 66.498059 \r\nQ 387.470585 61.760606 391.360977 57.023153 \r\nQ 389.685546 62.919893 388.010115 68.816633 \r\nL 386.01665 67.773275 \r\nQ 376.965868 85.065912 367.915085 102.35855 \r\nL 367.472093 102.126693 \r\nz\r\n\" style=\"stroke:#000000;stroke-linecap:round;\"/>\r\n   </g>\r\n   <g id=\"text_19\">\r\n    <!-- Norway -->\r\n    <defs>\r\n     <path d=\"M 9.8125 72.90625 \r\nL 23.09375 72.90625 \r\nL 55.421875 11.921875 \r\nL 55.421875 72.90625 \r\nL 64.984375 72.90625 \r\nL 64.984375 0 \r\nL 51.703125 0 \r\nL 19.390625 60.984375 \r\nL 19.390625 0 \r\nL 9.8125 0 \r\nz\r\n\" id=\"DejaVuSans-4e\"/>\r\n     <path d=\"M 4.203125 54.6875 \r\nL 13.1875 54.6875 \r\nL 24.421875 12.015625 \r\nL 35.59375 54.6875 \r\nL 46.1875 54.6875 \r\nL 57.421875 12.015625 \r\nL 68.609375 54.6875 \r\nL 77.59375 54.6875 \r\nL 63.28125 0 \r\nL 52.6875 0 \r\nL 40.921875 44.828125 \r\nL 29.109375 0 \r\nL 18.5 0 \r\nz\r\n\" id=\"DejaVuSans-77\"/>\r\n     <path d=\"M 32.171875 -5.078125 \r\nQ 28.375 -14.84375 24.75 -17.8125 \r\nQ 21.140625 -20.796875 15.09375 -20.796875 \r\nL 7.90625 -20.796875 \r\nL 7.90625 -13.28125 \r\nL 13.1875 -13.28125 \r\nQ 16.890625 -13.28125 18.9375 -11.515625 \r\nQ 21 -9.765625 23.484375 -3.21875 \r\nL 25.09375 0.875 \r\nL 2.984375 54.6875 \r\nL 12.5 54.6875 \r\nL 29.59375 11.921875 \r\nL 46.6875 54.6875 \r\nL 56.203125 54.6875 \r\nz\r\n\" id=\"DejaVuSans-79\"/>\r\n    </defs>\r\n    <g transform=\"translate(325.62392 117.739062)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#DejaVuSans-4e\"/>\r\n     <use x=\"74.804688\" xlink:href=\"#DejaVuSans-6f\"/>\r\n     <use x=\"135.986328\" xlink:href=\"#DejaVuSans-72\"/>\r\n     <use x=\"177.099609\" xlink:href=\"#DejaVuSans-77\"/>\r\n     <use x=\"258.886719\" xlink:href=\"#DejaVuSans-61\"/>\r\n     <use x=\"320.166016\" xlink:href=\"#DejaVuSans-79\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"patch_12\">\r\n    <path d=\"M 411.743153 102.041221 \r\nQ 414.923003 84.728885 418.102854 67.416549 \r\nL 415.889874 67.010079 \r\nQ 418.203199 61.334768 420.516525 55.659457 \r\nQ 420.662066 61.786401 420.807608 67.913346 \r\nL 418.594627 67.506875 \r\nQ 415.414777 84.819211 412.234926 102.131547 \r\nL 411.743153 102.041221 \r\nz\r\n\" style=\"stroke:#000000;stroke-linecap:round;\"/>\r\n   </g>\r\n   <g id=\"text_20\">\r\n    <!-- Switzerland -->\r\n    <defs>\r\n     <path d=\"M 45.40625 46.390625 \r\nL 45.40625 75.984375 \r\nL 54.390625 75.984375 \r\nL 54.390625 0 \r\nL 45.40625 0 \r\nL 45.40625 8.203125 \r\nQ 42.578125 3.328125 38.25 0.953125 \r\nQ 33.9375 -1.421875 27.875 -1.421875 \r\nQ 17.96875 -1.421875 11.734375 6.484375 \r\nQ 5.515625 14.40625 5.515625 27.296875 \r\nQ 5.515625 40.1875 11.734375 48.09375 \r\nQ 17.96875 56 27.875 56 \r\nQ 33.9375 56 38.25 53.625 \r\nQ 42.578125 51.265625 45.40625 46.390625 \r\nz\r\nM 14.796875 27.296875 \r\nQ 14.796875 17.390625 18.875 11.75 \r\nQ 22.953125 6.109375 30.078125 6.109375 \r\nQ 37.203125 6.109375 41.296875 11.75 \r\nQ 45.40625 17.390625 45.40625 27.296875 \r\nQ 45.40625 37.203125 41.296875 42.84375 \r\nQ 37.203125 48.484375 30.078125 48.484375 \r\nQ 22.953125 48.484375 18.875 42.84375 \r\nQ 14.796875 37.203125 14.796875 27.296875 \r\nz\r\n\" id=\"DejaVuSans-64\"/>\r\n    </defs>\r\n    <g transform=\"translate(381.34483 117.739062)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#DejaVuSans-53\"/>\r\n     <use x=\"63.476562\" xlink:href=\"#DejaVuSans-77\"/>\r\n     <use x=\"145.263672\" xlink:href=\"#DejaVuSans-69\"/>\r\n     <use x=\"173.046875\" xlink:href=\"#DejaVuSans-74\"/>\r\n     <use x=\"212.255859\" xlink:href=\"#DejaVuSans-7a\"/>\r\n     <use x=\"264.746094\" xlink:href=\"#DejaVuSans-65\"/>\r\n     <use x=\"326.269531\" xlink:href=\"#DejaVuSans-72\"/>\r\n     <use x=\"367.382812\" xlink:href=\"#DejaVuSans-6c\"/>\r\n     <use x=\"395.166016\" xlink:href=\"#DejaVuSans-61\"/>\r\n     <use x=\"456.445312\" xlink:href=\"#DejaVuSans-6e\"/>\r\n     <use x=\"519.824219\" xlink:href=\"#DejaVuSans-64\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"patch_13\">\r\n    <path d=\"M 526.644962 103.029692 \r\nQ 524.713753 89.39059 522.782544 75.751488 \r\nL 520.554765 76.066928 \r\nQ 520.951513 69.952807 521.348261 63.838687 \r\nQ 523.426823 69.602319 525.505384 75.365952 \r\nL 523.277606 75.681391 \r\nQ 525.208815 89.320493 527.140024 102.959594 \r\nL 526.644962 103.029692 \r\nz\r\n\" style=\"stroke:#000000;stroke-linecap:round;\"/>\r\n   </g>\r\n   <g id=\"text_21\">\r\n    <!-- Luxembourg -->\r\n    <defs>\r\n     <path d=\"M 52 44.1875 \r\nQ 55.375 50.25 60.0625 53.125 \r\nQ 64.75 56 71.09375 56 \r\nQ 79.640625 56 84.28125 50.015625 \r\nQ 88.921875 44.046875 88.921875 33.015625 \r\nL 88.921875 0 \r\nL 79.890625 0 \r\nL 79.890625 32.71875 \r\nQ 79.890625 40.578125 77.09375 44.375 \r\nQ 74.3125 48.1875 68.609375 48.1875 \r\nQ 61.625 48.1875 57.5625 43.546875 \r\nQ 53.515625 38.921875 53.515625 30.90625 \r\nL 53.515625 0 \r\nL 44.484375 0 \r\nL 44.484375 32.71875 \r\nQ 44.484375 40.625 41.703125 44.40625 \r\nQ 38.921875 48.1875 33.109375 48.1875 \r\nQ 26.21875 48.1875 22.15625 43.53125 \r\nQ 18.109375 38.875 18.109375 30.90625 \r\nL 18.109375 0 \r\nL 9.078125 0 \r\nL 9.078125 54.6875 \r\nL 18.109375 54.6875 \r\nL 18.109375 46.1875 \r\nQ 21.1875 51.21875 25.484375 53.609375 \r\nQ 29.78125 56 35.6875 56 \r\nQ 41.65625 56 45.828125 52.96875 \r\nQ 50 49.953125 52 44.1875 \r\nz\r\n\" id=\"DejaVuSans-6d\"/>\r\n     <path d=\"M 45.40625 27.984375 \r\nQ 45.40625 37.75 41.375 43.109375 \r\nQ 37.359375 48.484375 30.078125 48.484375 \r\nQ 22.859375 48.484375 18.828125 43.109375 \r\nQ 14.796875 37.75 14.796875 27.984375 \r\nQ 14.796875 18.265625 18.828125 12.890625 \r\nQ 22.859375 7.515625 30.078125 7.515625 \r\nQ 37.359375 7.515625 41.375 12.890625 \r\nQ 45.40625 18.265625 45.40625 27.984375 \r\nz\r\nM 54.390625 6.78125 \r\nQ 54.390625 -7.171875 48.1875 -13.984375 \r\nQ 42 -20.796875 29.203125 -20.796875 \r\nQ 24.46875 -20.796875 20.265625 -20.09375 \r\nQ 16.0625 -19.390625 12.109375 -17.921875 \r\nL 12.109375 -9.1875 \r\nQ 16.0625 -11.328125 19.921875 -12.34375 \r\nQ 23.78125 -13.375 27.78125 -13.375 \r\nQ 36.625 -13.375 41.015625 -8.765625 \r\nQ 45.40625 -4.15625 45.40625 5.171875 \r\nL 45.40625 9.625 \r\nQ 42.625 4.78125 38.28125 2.390625 \r\nQ 33.9375 0 27.875 0 \r\nQ 17.828125 0 11.671875 7.65625 \r\nQ 5.515625 15.328125 5.515625 27.984375 \r\nQ 5.515625 40.671875 11.671875 48.328125 \r\nQ 17.828125 56 27.875 56 \r\nQ 33.9375 56 38.28125 53.609375 \r\nQ 42.625 51.21875 45.40625 46.390625 \r\nL 45.40625 54.6875 \r\nL 54.390625 54.6875 \r\nz\r\n\" id=\"DejaVuSans-67\"/>\r\n    </defs>\r\n    <g transform=\"translate(464.926193 117.739062)scale(0.1 -0.1)\">\r\n     <use xlink:href=\"#DejaVuSans-4c\"/>\r\n     <use x=\"55.697266\" xlink:href=\"#DejaVuSans-75\"/>\r\n     <use x=\"119.076172\" xlink:href=\"#DejaVuSans-78\"/>\r\n     <use x=\"178.208984\" xlink:href=\"#DejaVuSans-65\"/>\r\n     <use x=\"239.732422\" xlink:href=\"#DejaVuSans-6d\"/>\r\n     <use x=\"337.144531\" xlink:href=\"#DejaVuSans-62\"/>\r\n     <use x=\"400.621094\" xlink:href=\"#DejaVuSans-6f\"/>\r\n     <use x=\"461.802734\" xlink:href=\"#DejaVuSans-75\"/>\r\n     <use x=\"525.181641\" xlink:href=\"#DejaVuSans-72\"/>\r\n     <use x=\"566.279297\" xlink:href=\"#DejaVuSans-67\"/>\r\n    </g>\r\n   </g>\r\n  </g>\r\n </g>\r\n <defs>\r\n  <clipPath id=\"p4080185837\">\r\n   <rect height=\"151.4\" width=\"510.775\" x=\"47.019375\" y=\"11.759063\"/>\r\n  </clipPath>\r\n </defs>\r\n</svg>\r\n",
      "image/png": "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\n"
     },
     "metadata": {}
    }
   ],
   "source": [
    "sample_data.plot(kind='scatter', x=\"GDP per capita\", y='Life satisfaction', figsize=(8,3))\n",
    "plt.axis([0, 110000, 0, 10])\n",
    "\n",
    "for country, pos_text in position_text2.items():\n",
    "    pos_data_x, pos_data_y = missing_data.loc[country]\n",
    "    plt.annotate(country, xy=(pos_data_x, pos_data_y), xytext=pos_text,\n",
    "            arrowprops=dict(facecolor='black', width=0.5, shrink=0.1, headwidth=5))\n",
    "    plt.plot(pos_data_x, pos_data_y, \"rs\")\n",
    "\n",
    "X=np.linspace(0, 110000, 1000)\n",
    "plt.plot(X, t0 + t1*X, \"b:\")\n",
    "\n",
    "lin_reg_full = linear_model.LinearRegression()\n",
    "Xfull = np.c_[full_country_stats[\"GDP per capita\"]]\n",
    "yfull = np.c_[full_country_stats[\"Life satisfaction\"]]\n",
    "lin_reg_full.fit(Xfull, yfull)\n",
    "\n",
    "t0full, t1full = lin_reg_full.intercept_[0], lin_reg_full.coef_[0][0]\n",
    "X = np.linspace(0, 110000, 1000)\n",
    "plt.plot(X, t0full + t1full * X, \"k\")\n",
    "plt.xlabel(\"GDP per capita (USD)\")\n",
    "\n",
    "save_fig('representative_training_data_scatterplot')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": "Saving figure overfitting_model_plot\n"
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 576x216 with 1 Axes>",
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\r\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\r\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\r\n<!-- Created with matplotlib (http://matplotlib.org/) -->\r\n<svg height=\"206.522187pt\" version=\"1.1\" viewBox=\"0 0 568.494375 206.522187\" width=\"568.494375pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\r\n <defs>\r\n  <style type=\"text/css\">\r\n*{stroke-linecap:butt;stroke-linejoin:round;}\r\n  </style>\r\n </defs>\r\n <g id=\"figure_1\">\r\n  <g id=\"patch_1\">\r\n   <path d=\"M 0 206.522187 \r\nL 568.494375 206.522187 \r\nL 568.494375 0 \r\nL 0 0 \r\nz\r\n\" style=\"fill:none;\"/>\r\n  </g>\r\n  <g id=\"axes_1\">\r\n   <g id=\"patch_2\">\r\n    <path d=\"M 47.019375 163.159062 \r\nL 557.794375 163.159062 \r\nL 557.794375 11.759063 \r\nL 47.019375 11.759063 \r\nz\r\n\" style=\"fill:#ffffff;\"/>\r\n   </g>\r\n   <g id=\"PathCollection_1\">\r\n    <defs>\r\n     <path d=\"M 0 2.236068 \r\nC 0.593012 2.236068 1.161816 2.000462 1.581139 1.581139 \r\nC 2.000462 1.161816 2.236068 0.593012 2.236068 0 \r\nC 2.236068 -0.593012 2.000462 -1.161816 1.581139 -1.581139 \r\nC 1.161816 -2.000462 0.593012 -2.236068 0 -2.236068 \r\nC -0.593012 -2.236068 -1.161816 -2.000462 -1.581139 -1.581139 \r\nC -2.000462 -1.161816 -2.236068 -0.593012 -2.236068 0 \r\nC -2.236068 0.593012 -2.000462 1.161816 -1.581139 1.581139 \r\nC -1.161816 2.000462 -0.593012 2.236068 0 2.236068 \r\nz\r\n\" id=\"md924cd1da1\" style=\"stroke:#1f77b4;\"/>\r\n    </defs>\r\n    <g clip-path=\"url(#pfd0ad86dba)\">\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"87.277723\" xlink:href=\"#md924cd1da1\" y=\"57.179063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"88.853148\" xlink:href=\"#md924cd1da1\" y=\"61.721063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"89.065045\" xlink:href=\"#md924cd1da1\" y=\"72.319063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"90.840954\" xlink:href=\"#md924cd1da1\" y=\"78.375063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"103.85421\" xlink:href=\"#md924cd1da1\" y=\"88.973062\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"105.040322\" xlink:href=\"#md924cd1da1\" y=\"75.347063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"108.966655\" xlink:href=\"#md924cd1da1\" y=\"61.721063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"121.275547\" xlink:href=\"#md924cd1da1\" y=\"70.805063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"127.150305\" xlink:href=\"#md924cd1da1\" y=\"64.749063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"127.295017\" xlink:href=\"#md924cd1da1\" y=\"78.375063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"130.899254\" xlink:href=\"#md924cd1da1\" y=\"90.487063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"135.808749\" xlink:href=\"#md924cd1da1\" y=\"85.945063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"143.28877\" xlink:href=\"#md924cd1da1\" y=\"76.861063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"167.119856\" xlink:href=\"#md924cd1da1\" y=\"64.749063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"173.2978\" xlink:href=\"#md924cd1da1\" y=\"75.347063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"185.702129\" xlink:href=\"#md924cd1da1\" y=\"72.319063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"197.86305\" xlink:href=\"#md924cd1da1\" y=\"73.833062\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"211.132943\" xlink:href=\"#md924cd1da1\" y=\"51.123063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"219.033959\" xlink:href=\"#md924cd1da1\" y=\"52.637063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"221.95984\" xlink:href=\"#md924cd1da1\" y=\"64.749063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"233.250875\" xlink:href=\"#md924cd1da1\" y=\"58.693063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"237.382947\" xlink:href=\"#md924cd1da1\" y=\"57.179063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"241.921772\" xlink:href=\"#md924cd1da1\" y=\"51.123063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"248.227397\" xlink:href=\"#md924cd1da1\" y=\"52.637063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"249.486476\" xlink:href=\"#md924cd1da1\" y=\"52.637063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"250.047938\" xlink:href=\"#md924cd1da1\" y=\"58.693063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"250.264586\" xlink:href=\"#md924cd1da1\" y=\"60.207063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"278.568848\" xlink:href=\"#md924cd1da1\" y=\"54.151063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"283.158008\" xlink:href=\"#md924cd1da1\" y=\"49.609063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"283.656162\" xlink:href=\"#md924cd1da1\" y=\"52.637063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"285.461887\" xlink:href=\"#md924cd1da1\" y=\"57.179063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"289.006763\" xlink:href=\"#md924cd1da1\" y=\"49.609063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"306.145767\" xlink:href=\"#md924cd1da1\" y=\"54.151063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"394.449022\" xlink:href=\"#md924cd1da1\" y=\"51.123063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"421.627834\" xlink:href=\"#md924cd1da1\" y=\"49.609063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"520.619674\" xlink:href=\"#md924cd1da1\" y=\"58.693063\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"matplotlib.axis_1\">\r\n    <g id=\"xtick_1\">\r\n     <g id=\"line2d_1\">\r\n      <defs>\r\n       <path d=\"M 0 0 \r\nL 0 3.5 \r\n\" id=\"ma2b4bfac63\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n      </defs>\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"47.019375\" xlink:href=\"#ma2b4bfac63\" y=\"163.159062\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_1\">\r\n      <!-- 0 -->\r\n      <defs>\r\n       <path d=\"M 31.78125 66.40625 \r\nQ 24.171875 66.40625 20.328125 58.90625 \r\nQ 16.5 51.421875 16.5 36.375 \r\nQ 16.5 21.390625 20.328125 13.890625 \r\nQ 24.171875 6.390625 31.78125 6.390625 \r\nQ 39.453125 6.390625 43.28125 13.890625 \r\nQ 47.125 21.390625 47.125 36.375 \r\nQ 47.125 51.421875 43.28125 58.90625 \r\nQ 39.453125 66.40625 31.78125 66.40625 \r\nz\r\nM 31.78125 74.21875 \r\nQ 44.046875 74.21875 50.515625 64.515625 \r\nQ 56.984375 54.828125 56.984375 36.375 \r\nQ 56.984375 17.96875 50.515625 8.265625 \r\nQ 44.046875 -1.421875 31.78125 -1.421875 \r\nQ 19.53125 -1.421875 13.0625 8.265625 \r\nQ 6.59375 17.96875 6.59375 36.375 \r\nQ 6.59375 54.828125 13.0625 64.515625 \r\nQ 19.53125 74.21875 31.78125 74.21875 \r\nz\r\n\" id=\"DejaVuSans-30\"/>\r\n      </defs>\r\n      <g transform=\"translate(43.201875 179.277187)scale(0.12 -0.12)\">\r\n       <use xlink:href=\"#DejaVuSans-30\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_2\">\r\n     <g id=\"line2d_2\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"139.887557\" xlink:href=\"#ma2b4bfac63\" y=\"163.159062\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_2\">\r\n      <!-- 20000 -->\r\n      <defs>\r\n       <path d=\"M 19.1875 8.296875 \r\nL 53.609375 8.296875 \r\nL 53.609375 0 \r\nL 7.328125 0 \r\nL 7.328125 8.296875 \r\nQ 12.9375 14.109375 22.625 23.890625 \r\nQ 32.328125 33.6875 34.8125 36.53125 \r\nQ 39.546875 41.84375 41.421875 45.53125 \r\nQ 43.3125 49.21875 43.3125 52.78125 \r\nQ 43.3125 58.59375 39.234375 62.25 \r\nQ 35.15625 65.921875 28.609375 65.921875 \r\nQ 23.96875 65.921875 18.8125 64.3125 \r\nQ 13.671875 62.703125 7.8125 59.421875 \r\nL 7.8125 69.390625 \r\nQ 13.765625 71.78125 18.9375 73 \r\nQ 24.125 74.21875 28.421875 74.21875 \r\nQ 39.75 74.21875 46.484375 68.546875 \r\nQ 53.21875 62.890625 53.21875 53.421875 \r\nQ 53.21875 48.921875 51.53125 44.890625 \r\nQ 49.859375 40.875 45.40625 35.40625 \r\nQ 44.1875 33.984375 37.640625 27.21875 \r\nQ 31.109375 20.453125 19.1875 8.296875 \r\nz\r\n\" id=\"DejaVuSans-32\"/>\r\n      </defs>\r\n      <g transform=\"translate(120.800057 179.277187)scale(0.12 -0.12)\">\r\n       <use xlink:href=\"#DejaVuSans-32\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"254.492188\" xlink:href=\"#DejaVuSans-30\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_3\">\r\n     <g id=\"line2d_3\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"232.755739\" xlink:href=\"#ma2b4bfac63\" y=\"163.159062\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_3\">\r\n      <!-- 40000 -->\r\n      <defs>\r\n       <path d=\"M 37.796875 64.3125 \r\nL 12.890625 25.390625 \r\nL 37.796875 25.390625 \r\nz\r\nM 35.203125 72.90625 \r\nL 47.609375 72.90625 \r\nL 47.609375 25.390625 \r\nL 58.015625 25.390625 \r\nL 58.015625 17.1875 \r\nL 47.609375 17.1875 \r\nL 47.609375 0 \r\nL 37.796875 0 \r\nL 37.796875 17.1875 \r\nL 4.890625 17.1875 \r\nL 4.890625 26.703125 \r\nz\r\n\" id=\"DejaVuSans-34\"/>\r\n      </defs>\r\n      <g transform=\"translate(213.668239 179.277187)scale(0.12 -0.12)\">\r\n       <use xlink:href=\"#DejaVuSans-34\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"254.492188\" xlink:href=\"#DejaVuSans-30\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_4\">\r\n     <g id=\"line2d_4\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"325.62392\" xlink:href=\"#ma2b4bfac63\" y=\"163.159062\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_4\">\r\n      <!-- 60000 -->\r\n      <defs>\r\n       <path d=\"M 33.015625 40.375 \r\nQ 26.375 40.375 22.484375 35.828125 \r\nQ 18.609375 31.296875 18.609375 23.390625 \r\nQ 18.609375 15.53125 22.484375 10.953125 \r\nQ 26.375 6.390625 33.015625 6.390625 \r\nQ 39.65625 6.390625 43.53125 10.953125 \r\nQ 47.40625 15.53125 47.40625 23.390625 \r\nQ 47.40625 31.296875 43.53125 35.828125 \r\nQ 39.65625 40.375 33.015625 40.375 \r\nz\r\nM 52.59375 71.296875 \r\nL 52.59375 62.3125 \r\nQ 48.875 64.0625 45.09375 64.984375 \r\nQ 41.3125 65.921875 37.59375 65.921875 \r\nQ 27.828125 65.921875 22.671875 59.328125 \r\nQ 17.53125 52.734375 16.796875 39.40625 \r\nQ 19.671875 43.65625 24.015625 45.921875 \r\nQ 28.375 48.1875 33.59375 48.1875 \r\nQ 44.578125 48.1875 50.953125 41.515625 \r\nQ 57.328125 34.859375 57.328125 23.390625 \r\nQ 57.328125 12.15625 50.6875 5.359375 \r\nQ 44.046875 -1.421875 33.015625 -1.421875 \r\nQ 20.359375 -1.421875 13.671875 8.265625 \r\nQ 6.984375 17.96875 6.984375 36.375 \r\nQ 6.984375 53.65625 15.1875 63.9375 \r\nQ 23.390625 74.21875 37.203125 74.21875 \r\nQ 40.921875 74.21875 44.703125 73.484375 \r\nQ 48.484375 72.75 52.59375 71.296875 \r\nz\r\n\" id=\"DejaVuSans-36\"/>\r\n      </defs>\r\n      <g transform=\"translate(306.53642 179.277187)scale(0.12 -0.12)\">\r\n       <use xlink:href=\"#DejaVuSans-36\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"254.492188\" xlink:href=\"#DejaVuSans-30\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_5\">\r\n     <g id=\"line2d_5\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"418.492102\" xlink:href=\"#ma2b4bfac63\" y=\"163.159062\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_5\">\r\n      <!-- 80000 -->\r\n      <defs>\r\n       <path d=\"M 31.78125 34.625 \r\nQ 24.75 34.625 20.71875 30.859375 \r\nQ 16.703125 27.09375 16.703125 20.515625 \r\nQ 16.703125 13.921875 20.71875 10.15625 \r\nQ 24.75 6.390625 31.78125 6.390625 \r\nQ 38.8125 6.390625 42.859375 10.171875 \r\nQ 46.921875 13.96875 46.921875 20.515625 \r\nQ 46.921875 27.09375 42.890625 30.859375 \r\nQ 38.875 34.625 31.78125 34.625 \r\nz\r\nM 21.921875 38.8125 \r\nQ 15.578125 40.375 12.03125 44.71875 \r\nQ 8.5 49.078125 8.5 55.328125 \r\nQ 8.5 64.0625 14.71875 69.140625 \r\nQ 20.953125 74.21875 31.78125 74.21875 \r\nQ 42.671875 74.21875 48.875 69.140625 \r\nQ 55.078125 64.0625 55.078125 55.328125 \r\nQ 55.078125 49.078125 51.53125 44.71875 \r\nQ 48 40.375 41.703125 38.8125 \r\nQ 48.828125 37.15625 52.796875 32.3125 \r\nQ 56.78125 27.484375 56.78125 20.515625 \r\nQ 56.78125 9.90625 50.3125 4.234375 \r\nQ 43.84375 -1.421875 31.78125 -1.421875 \r\nQ 19.734375 -1.421875 13.25 4.234375 \r\nQ 6.78125 9.90625 6.78125 20.515625 \r\nQ 6.78125 27.484375 10.78125 32.3125 \r\nQ 14.796875 37.15625 21.921875 38.8125 \r\nz\r\nM 18.3125 54.390625 \r\nQ 18.3125 48.734375 21.84375 45.5625 \r\nQ 25.390625 42.390625 31.78125 42.390625 \r\nQ 38.140625 42.390625 41.71875 45.5625 \r\nQ 45.3125 48.734375 45.3125 54.390625 \r\nQ 45.3125 60.0625 41.71875 63.234375 \r\nQ 38.140625 66.40625 31.78125 66.40625 \r\nQ 25.390625 66.40625 21.84375 63.234375 \r\nQ 18.3125 60.0625 18.3125 54.390625 \r\nz\r\n\" id=\"DejaVuSans-38\"/>\r\n      </defs>\r\n      <g transform=\"translate(399.404602 179.277187)scale(0.12 -0.12)\">\r\n       <use xlink:href=\"#DejaVuSans-38\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"254.492188\" xlink:href=\"#DejaVuSans-30\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_6\">\r\n     <g id=\"line2d_6\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"511.360284\" xlink:href=\"#ma2b4bfac63\" y=\"163.159062\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_6\">\r\n      <!-- 100000 -->\r\n      <defs>\r\n       <path d=\"M 12.40625 8.296875 \r\nL 28.515625 8.296875 \r\nL 28.515625 63.921875 \r\nL 10.984375 60.40625 \r\nL 10.984375 69.390625 \r\nL 28.421875 72.90625 \r\nL 38.28125 72.90625 \r\nL 38.28125 8.296875 \r\nL 54.390625 8.296875 \r\nL 54.390625 0 \r\nL 12.40625 0 \r\nz\r\n\" id=\"DejaVuSans-31\"/>\r\n      </defs>\r\n      <g transform=\"translate(488.455284 179.277187)scale(0.12 -0.12)\">\r\n       <use xlink:href=\"#DejaVuSans-31\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"254.492188\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"318.115234\" xlink:href=\"#DejaVuSans-30\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"text_7\">\r\n     <!-- GDP per capita (USD) -->\r\n     <defs>\r\n      <path d=\"M 59.515625 10.40625 \r\nL 59.515625 29.984375 \r\nL 43.40625 29.984375 \r\nL 43.40625 38.09375 \r\nL 69.28125 38.09375 \r\nL 69.28125 6.78125 \r\nQ 63.578125 2.734375 56.6875 0.65625 \r\nQ 49.8125 -1.421875 42 -1.421875 \r\nQ 24.90625 -1.421875 15.25 8.5625 \r\nQ 5.609375 18.5625 5.609375 36.375 \r\nQ 5.609375 54.25 15.25 64.234375 \r\nQ 24.90625 74.21875 42 74.21875 \r\nQ 49.125 74.21875 55.546875 72.453125 \r\nQ 61.96875 70.703125 67.390625 67.28125 \r\nL 67.390625 56.78125 \r\nQ 61.921875 61.421875 55.765625 63.765625 \r\nQ 49.609375 66.109375 42.828125 66.109375 \r\nQ 29.4375 66.109375 22.71875 58.640625 \r\nQ 16.015625 51.171875 16.015625 36.375 \r\nQ 16.015625 21.625 22.71875 14.15625 \r\nQ 29.4375 6.6875 42.828125 6.6875 \r\nQ 48.046875 6.6875 52.140625 7.59375 \r\nQ 56.25 8.5 59.515625 10.40625 \r\nz\r\n\" id=\"DejaVuSans-47\"/>\r\n      <path d=\"M 19.671875 64.796875 \r\nL 19.671875 8.109375 \r\nL 31.59375 8.109375 \r\nQ 46.6875 8.109375 53.6875 14.9375 \r\nQ 60.6875 21.78125 60.6875 36.53125 \r\nQ 60.6875 51.171875 53.6875 57.984375 \r\nQ 46.6875 64.796875 31.59375 64.796875 \r\nz\r\nM 9.8125 72.90625 \r\nL 30.078125 72.90625 \r\nQ 51.265625 72.90625 61.171875 64.09375 \r\nQ 71.09375 55.28125 71.09375 36.53125 \r\nQ 71.09375 17.671875 61.125 8.828125 \r\nQ 51.171875 0 30.078125 0 \r\nL 9.8125 0 \r\nz\r\n\" id=\"DejaVuSans-44\"/>\r\n      <path d=\"M 19.671875 64.796875 \r\nL 19.671875 37.40625 \r\nL 32.078125 37.40625 \r\nQ 38.96875 37.40625 42.71875 40.96875 \r\nQ 46.484375 44.53125 46.484375 51.125 \r\nQ 46.484375 57.671875 42.71875 61.234375 \r\nQ 38.96875 64.796875 32.078125 64.796875 \r\nz\r\nM 9.8125 72.90625 \r\nL 32.078125 72.90625 \r\nQ 44.34375 72.90625 50.609375 67.359375 \r\nQ 56.890625 61.8125 56.890625 51.125 \r\nQ 56.890625 40.328125 50.609375 34.8125 \r\nQ 44.34375 29.296875 32.078125 29.296875 \r\nL 19.671875 29.296875 \r\nL 19.671875 0 \r\nL 9.8125 0 \r\nz\r\n\" id=\"DejaVuSans-50\"/>\r\n      <path id=\"DejaVuSans-20\"/>\r\n      <path d=\"M 18.109375 8.203125 \r\nL 18.109375 -20.796875 \r\nL 9.078125 -20.796875 \r\nL 9.078125 54.6875 \r\nL 18.109375 54.6875 \r\nL 18.109375 46.390625 \r\nQ 20.953125 51.265625 25.265625 53.625 \r\nQ 29.59375 56 35.59375 56 \r\nQ 45.5625 56 51.78125 48.09375 \r\nQ 58.015625 40.1875 58.015625 27.296875 \r\nQ 58.015625 14.40625 51.78125 6.484375 \r\nQ 45.5625 -1.421875 35.59375 -1.421875 \r\nQ 29.59375 -1.421875 25.265625 0.953125 \r\nQ 20.953125 3.328125 18.109375 8.203125 \r\nz\r\nM 48.6875 27.296875 \r\nQ 48.6875 37.203125 44.609375 42.84375 \r\nQ 40.53125 48.484375 33.40625 48.484375 \r\nQ 26.265625 48.484375 22.1875 42.84375 \r\nQ 18.109375 37.203125 18.109375 27.296875 \r\nQ 18.109375 17.390625 22.1875 11.75 \r\nQ 26.265625 6.109375 33.40625 6.109375 \r\nQ 40.53125 6.109375 44.609375 11.75 \r\nQ 48.6875 17.390625 48.6875 27.296875 \r\nz\r\n\" id=\"DejaVuSans-70\"/>\r\n      <path d=\"M 56.203125 29.59375 \r\nL 56.203125 25.203125 \r\nL 14.890625 25.203125 \r\nQ 15.484375 15.921875 20.484375 11.0625 \r\nQ 25.484375 6.203125 34.421875 6.203125 \r\nQ 39.59375 6.203125 44.453125 7.46875 \r\nQ 49.3125 8.734375 54.109375 11.28125 \r\nL 54.109375 2.78125 \r\nQ 49.265625 0.734375 44.1875 -0.34375 \r\nQ 39.109375 -1.421875 33.890625 -1.421875 \r\nQ 20.796875 -1.421875 13.15625 6.1875 \r\nQ 5.515625 13.8125 5.515625 26.8125 \r\nQ 5.515625 40.234375 12.765625 48.109375 \r\nQ 20.015625 56 32.328125 56 \r\nQ 43.359375 56 49.78125 48.890625 \r\nQ 56.203125 41.796875 56.203125 29.59375 \r\nz\r\nM 47.21875 32.234375 \r\nQ 47.125 39.59375 43.09375 43.984375 \r\nQ 39.0625 48.390625 32.421875 48.390625 \r\nQ 24.90625 48.390625 20.390625 44.140625 \r\nQ 15.875 39.890625 15.1875 32.171875 \r\nz\r\n\" id=\"DejaVuSans-65\"/>\r\n      <path d=\"M 41.109375 46.296875 \r\nQ 39.59375 47.171875 37.8125 47.578125 \r\nQ 36.03125 48 33.890625 48 \r\nQ 26.265625 48 22.1875 43.046875 \r\nQ 18.109375 38.09375 18.109375 28.8125 \r\nL 18.109375 0 \r\nL 9.078125 0 \r\nL 9.078125 54.6875 \r\nL 18.109375 54.6875 \r\nL 18.109375 46.1875 \r\nQ 20.953125 51.171875 25.484375 53.578125 \r\nQ 30.03125 56 36.53125 56 \r\nQ 37.453125 56 38.578125 55.875 \r\nQ 39.703125 55.765625 41.0625 55.515625 \r\nz\r\n\" id=\"DejaVuSans-72\"/>\r\n      <path d=\"M 48.78125 52.59375 \r\nL 48.78125 44.1875 \r\nQ 44.96875 46.296875 41.140625 47.34375 \r\nQ 37.3125 48.390625 33.40625 48.390625 \r\nQ 24.65625 48.390625 19.8125 42.84375 \r\nQ 14.984375 37.3125 14.984375 27.296875 \r\nQ 14.984375 17.28125 19.8125 11.734375 \r\nQ 24.65625 6.203125 33.40625 6.203125 \r\nQ 37.3125 6.203125 41.140625 7.25 \r\nQ 44.96875 8.296875 48.78125 10.40625 \r\nL 48.78125 2.09375 \r\nQ 45.015625 0.34375 40.984375 -0.53125 \r\nQ 36.96875 -1.421875 32.421875 -1.421875 \r\nQ 20.0625 -1.421875 12.78125 6.34375 \r\nQ 5.515625 14.109375 5.515625 27.296875 \r\nQ 5.515625 40.671875 12.859375 48.328125 \r\nQ 20.21875 56 33.015625 56 \r\nQ 37.15625 56 41.109375 55.140625 \r\nQ 45.0625 54.296875 48.78125 52.59375 \r\nz\r\n\" id=\"DejaVuSans-63\"/>\r\n      <path d=\"M 34.28125 27.484375 \r\nQ 23.390625 27.484375 19.1875 25 \r\nQ 14.984375 22.515625 14.984375 16.5 \r\nQ 14.984375 11.71875 18.140625 8.90625 \r\nQ 21.296875 6.109375 26.703125 6.109375 \r\nQ 34.1875 6.109375 38.703125 11.40625 \r\nQ 43.21875 16.703125 43.21875 25.484375 \r\nL 43.21875 27.484375 \r\nz\r\nM 52.203125 31.203125 \r\nL 52.203125 0 \r\nL 43.21875 0 \r\nL 43.21875 8.296875 \r\nQ 40.140625 3.328125 35.546875 0.953125 \r\nQ 30.953125 -1.421875 24.3125 -1.421875 \r\nQ 15.921875 -1.421875 10.953125 3.296875 \r\nQ 6 8.015625 6 15.921875 \r\nQ 6 25.140625 12.171875 29.828125 \r\nQ 18.359375 34.515625 30.609375 34.515625 \r\nL 43.21875 34.515625 \r\nL 43.21875 35.40625 \r\nQ 43.21875 41.609375 39.140625 45 \r\nQ 35.0625 48.390625 27.6875 48.390625 \r\nQ 23 48.390625 18.546875 47.265625 \r\nQ 14.109375 46.140625 10.015625 43.890625 \r\nL 10.015625 52.203125 \r\nQ 14.9375 54.109375 19.578125 55.046875 \r\nQ 24.21875 56 28.609375 56 \r\nQ 40.484375 56 46.34375 49.84375 \r\nQ 52.203125 43.703125 52.203125 31.203125 \r\nz\r\n\" id=\"DejaVuSans-61\"/>\r\n      <path d=\"M 9.421875 54.6875 \r\nL 18.40625 54.6875 \r\nL 18.40625 0 \r\nL 9.421875 0 \r\nz\r\nM 9.421875 75.984375 \r\nL 18.40625 75.984375 \r\nL 18.40625 64.59375 \r\nL 9.421875 64.59375 \r\nz\r\n\" id=\"DejaVuSans-69\"/>\r\n      <path d=\"M 18.3125 70.21875 \r\nL 18.3125 54.6875 \r\nL 36.8125 54.6875 \r\nL 36.8125 47.703125 \r\nL 18.3125 47.703125 \r\nL 18.3125 18.015625 \r\nQ 18.3125 11.328125 20.140625 9.421875 \r\nQ 21.96875 7.515625 27.59375 7.515625 \r\nL 36.8125 7.515625 \r\nL 36.8125 0 \r\nL 27.59375 0 \r\nQ 17.1875 0 13.234375 3.875 \r\nQ 9.28125 7.765625 9.28125 18.015625 \r\nL 9.28125 47.703125 \r\nL 2.6875 47.703125 \r\nL 2.6875 54.6875 \r\nL 9.28125 54.6875 \r\nL 9.28125 70.21875 \r\nz\r\n\" id=\"DejaVuSans-74\"/>\r\n      <path d=\"M 31 75.875 \r\nQ 24.46875 64.65625 21.28125 53.65625 \r\nQ 18.109375 42.671875 18.109375 31.390625 \r\nQ 18.109375 20.125 21.3125 9.0625 \r\nQ 24.515625 -2 31 -13.1875 \r\nL 23.1875 -13.1875 \r\nQ 15.875 -1.703125 12.234375 9.375 \r\nQ 8.59375 20.453125 8.59375 31.390625 \r\nQ 8.59375 42.28125 12.203125 53.3125 \r\nQ 15.828125 64.359375 23.1875 75.875 \r\nz\r\n\" id=\"DejaVuSans-28\"/>\r\n      <path d=\"M 8.6875 72.90625 \r\nL 18.609375 72.90625 \r\nL 18.609375 28.609375 \r\nQ 18.609375 16.890625 22.84375 11.734375 \r\nQ 27.09375 6.59375 36.625 6.59375 \r\nQ 46.09375 6.59375 50.34375 11.734375 \r\nQ 54.59375 16.890625 54.59375 28.609375 \r\nL 54.59375 72.90625 \r\nL 64.5 72.90625 \r\nL 64.5 27.390625 \r\nQ 64.5 13.140625 57.4375 5.859375 \r\nQ 50.390625 -1.421875 36.625 -1.421875 \r\nQ 22.796875 -1.421875 15.734375 5.859375 \r\nQ 8.6875 13.140625 8.6875 27.390625 \r\nz\r\n\" id=\"DejaVuSans-55\"/>\r\n      <path d=\"M 53.515625 70.515625 \r\nL 53.515625 60.890625 \r\nQ 47.90625 63.578125 42.921875 64.890625 \r\nQ 37.9375 66.21875 33.296875 66.21875 \r\nQ 25.25 66.21875 20.875 63.09375 \r\nQ 16.5 59.96875 16.5 54.203125 \r\nQ 16.5 49.359375 19.40625 46.890625 \r\nQ 22.3125 44.4375 30.421875 42.921875 \r\nL 36.375 41.703125 \r\nQ 47.40625 39.59375 52.65625 34.296875 \r\nQ 57.90625 29 57.90625 20.125 \r\nQ 57.90625 9.515625 50.796875 4.046875 \r\nQ 43.703125 -1.421875 29.984375 -1.421875 \r\nQ 24.8125 -1.421875 18.96875 -0.25 \r\nQ 13.140625 0.921875 6.890625 3.21875 \r\nL 6.890625 13.375 \r\nQ 12.890625 10.015625 18.65625 8.296875 \r\nQ 24.421875 6.59375 29.984375 6.59375 \r\nQ 38.421875 6.59375 43.015625 9.90625 \r\nQ 47.609375 13.234375 47.609375 19.390625 \r\nQ 47.609375 24.75 44.3125 27.78125 \r\nQ 41.015625 30.8125 33.5 32.328125 \r\nL 27.484375 33.5 \r\nQ 16.453125 35.6875 11.515625 40.375 \r\nQ 6.59375 45.0625 6.59375 53.421875 \r\nQ 6.59375 63.09375 13.40625 68.65625 \r\nQ 20.21875 74.21875 32.171875 74.21875 \r\nQ 37.3125 74.21875 42.625 73.28125 \r\nQ 47.953125 72.359375 53.515625 70.515625 \r\nz\r\n\" id=\"DejaVuSans-53\"/>\r\n      <path d=\"M 8.015625 75.875 \r\nL 15.828125 75.875 \r\nQ 23.140625 64.359375 26.78125 53.3125 \r\nQ 30.421875 42.28125 30.421875 31.390625 \r\nQ 30.421875 20.453125 26.78125 9.375 \r\nQ 23.140625 -1.703125 15.828125 -13.1875 \r\nL 8.015625 -13.1875 \r\nQ 14.5 -2 17.703125 9.0625 \r\nQ 20.90625 20.125 20.90625 31.390625 \r\nQ 20.90625 42.671875 17.703125 53.65625 \r\nQ 14.5 64.65625 8.015625 75.875 \r\nz\r\n\" id=\"DejaVuSans-29\"/>\r\n     </defs>\r\n     <g transform=\"translate(227.089063 196.410625)scale(0.14 -0.14)\">\r\n      <use xlink:href=\"#DejaVuSans-47\"/>\r\n      <use x=\"77.490234\" xlink:href=\"#DejaVuSans-44\"/>\r\n      <use x=\"154.492188\" xlink:href=\"#DejaVuSans-50\"/>\r\n      <use x=\"214.794922\" xlink:href=\"#DejaVuSans-20\"/>\r\n      <use x=\"246.582031\" xlink:href=\"#DejaVuSans-70\"/>\r\n      <use x=\"310.058594\" xlink:href=\"#DejaVuSans-65\"/>\r\n      <use x=\"371.582031\" xlink:href=\"#DejaVuSans-72\"/>\r\n      <use x=\"412.695312\" xlink:href=\"#DejaVuSans-20\"/>\r\n      <use x=\"444.482422\" xlink:href=\"#DejaVuSans-63\"/>\r\n      <use x=\"499.462891\" xlink:href=\"#DejaVuSans-61\"/>\r\n      <use x=\"560.742188\" xlink:href=\"#DejaVuSans-70\"/>\r\n      <use x=\"624.21875\" xlink:href=\"#DejaVuSans-69\"/>\r\n      <use x=\"652.001953\" xlink:href=\"#DejaVuSans-74\"/>\r\n      <use x=\"691.210938\" xlink:href=\"#DejaVuSans-61\"/>\r\n      <use x=\"752.490234\" xlink:href=\"#DejaVuSans-20\"/>\r\n      <use x=\"784.277344\" xlink:href=\"#DejaVuSans-28\"/>\r\n      <use x=\"823.291016\" xlink:href=\"#DejaVuSans-55\"/>\r\n      <use x=\"896.484375\" xlink:href=\"#DejaVuSans-53\"/>\r\n      <use x=\"959.960938\" xlink:href=\"#DejaVuSans-44\"/>\r\n      <use x=\"1036.962891\" xlink:href=\"#DejaVuSans-29\"/>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"matplotlib.axis_2\">\r\n    <g id=\"ytick_1\">\r\n     <g id=\"line2d_7\">\r\n      <defs>\r\n       <path d=\"M 0 0 \r\nL -3.5 0 \r\n\" id=\"m19508d1f41\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n      </defs>\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"47.019375\" xlink:href=\"#m19508d1f41\" y=\"163.159062\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_8\">\r\n      <!-- 0 -->\r\n      <g transform=\"translate(32.384375 167.718125)scale(0.12 -0.12)\">\r\n       <use xlink:href=\"#DejaVuSans-30\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_2\">\r\n     <g id=\"line2d_8\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"47.019375\" xlink:href=\"#m19508d1f41\" y=\"132.879062\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_9\">\r\n      <!-- 2 -->\r\n      <g transform=\"translate(32.384375 137.438125)scale(0.12 -0.12)\">\r\n       <use xlink:href=\"#DejaVuSans-32\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_3\">\r\n     <g id=\"line2d_9\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"47.019375\" xlink:href=\"#m19508d1f41\" y=\"102.599063\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_10\">\r\n      <!-- 4 -->\r\n      <g transform=\"translate(32.384375 107.158125)scale(0.12 -0.12)\">\r\n       <use xlink:href=\"#DejaVuSans-34\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_4\">\r\n     <g id=\"line2d_10\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"47.019375\" xlink:href=\"#m19508d1f41\" y=\"72.319063\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_11\">\r\n      <!-- 6 -->\r\n      <g transform=\"translate(32.384375 76.878125)scale(0.12 -0.12)\">\r\n       <use xlink:href=\"#DejaVuSans-36\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_5\">\r\n     <g id=\"line2d_11\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"47.019375\" xlink:href=\"#m19508d1f41\" y=\"42.039063\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_12\">\r\n      <!-- 8 -->\r\n      <g transform=\"translate(32.384375 46.598125)scale(0.12 -0.12)\">\r\n       <use xlink:href=\"#DejaVuSans-38\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_6\">\r\n     <g id=\"line2d_12\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"47.019375\" xlink:href=\"#m19508d1f41\" y=\"11.759063\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_13\">\r\n      <!-- 10 -->\r\n      <g transform=\"translate(24.749375 16.318125)scale(0.12 -0.12)\">\r\n       <use xlink:href=\"#DejaVuSans-31\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"text_14\">\r\n     <!-- Life satisfaction -->\r\n     <defs>\r\n      <path d=\"M 9.8125 72.90625 \r\nL 19.671875 72.90625 \r\nL 19.671875 8.296875 \r\nL 55.171875 8.296875 \r\nL 55.171875 0 \r\nL 9.8125 0 \r\nz\r\n\" id=\"DejaVuSans-4c\"/>\r\n      <path d=\"M 37.109375 75.984375 \r\nL 37.109375 68.5 \r\nL 28.515625 68.5 \r\nQ 23.6875 68.5 21.796875 66.546875 \r\nQ 19.921875 64.59375 19.921875 59.515625 \r\nL 19.921875 54.6875 \r\nL 34.71875 54.6875 \r\nL 34.71875 47.703125 \r\nL 19.921875 47.703125 \r\nL 19.921875 0 \r\nL 10.890625 0 \r\nL 10.890625 47.703125 \r\nL 2.296875 47.703125 \r\nL 2.296875 54.6875 \r\nL 10.890625 54.6875 \r\nL 10.890625 58.5 \r\nQ 10.890625 67.625 15.140625 71.796875 \r\nQ 19.390625 75.984375 28.609375 75.984375 \r\nz\r\n\" id=\"DejaVuSans-66\"/>\r\n      <path d=\"M 44.28125 53.078125 \r\nL 44.28125 44.578125 \r\nQ 40.484375 46.53125 36.375 47.5 \r\nQ 32.28125 48.484375 27.875 48.484375 \r\nQ 21.1875 48.484375 17.84375 46.4375 \r\nQ 14.5 44.390625 14.5 40.28125 \r\nQ 14.5 37.15625 16.890625 35.375 \r\nQ 19.28125 33.59375 26.515625 31.984375 \r\nL 29.59375 31.296875 \r\nQ 39.15625 29.25 43.1875 25.515625 \r\nQ 47.21875 21.78125 47.21875 15.09375 \r\nQ 47.21875 7.46875 41.1875 3.015625 \r\nQ 35.15625 -1.421875 24.609375 -1.421875 \r\nQ 20.21875 -1.421875 15.453125 -0.5625 \r\nQ 10.6875 0.296875 5.421875 2 \r\nL 5.421875 11.28125 \r\nQ 10.40625 8.6875 15.234375 7.390625 \r\nQ 20.0625 6.109375 24.8125 6.109375 \r\nQ 31.15625 6.109375 34.5625 8.28125 \r\nQ 37.984375 10.453125 37.984375 14.40625 \r\nQ 37.984375 18.0625 35.515625 20.015625 \r\nQ 33.0625 21.96875 24.703125 23.78125 \r\nL 21.578125 24.515625 \r\nQ 13.234375 26.265625 9.515625 29.90625 \r\nQ 5.8125 33.546875 5.8125 39.890625 \r\nQ 5.8125 47.609375 11.28125 51.796875 \r\nQ 16.75 56 26.8125 56 \r\nQ 31.78125 56 36.171875 55.265625 \r\nQ 40.578125 54.546875 44.28125 53.078125 \r\nz\r\n\" id=\"DejaVuSans-73\"/>\r\n      <path d=\"M 30.609375 48.390625 \r\nQ 23.390625 48.390625 19.1875 42.75 \r\nQ 14.984375 37.109375 14.984375 27.296875 \r\nQ 14.984375 17.484375 19.15625 11.84375 \r\nQ 23.34375 6.203125 30.609375 6.203125 \r\nQ 37.796875 6.203125 41.984375 11.859375 \r\nQ 46.1875 17.53125 46.1875 27.296875 \r\nQ 46.1875 37.015625 41.984375 42.703125 \r\nQ 37.796875 48.390625 30.609375 48.390625 \r\nz\r\nM 30.609375 56 \r\nQ 42.328125 56 49.015625 48.375 \r\nQ 55.71875 40.765625 55.71875 27.296875 \r\nQ 55.71875 13.875 49.015625 6.21875 \r\nQ 42.328125 -1.421875 30.609375 -1.421875 \r\nQ 18.84375 -1.421875 12.171875 6.21875 \r\nQ 5.515625 13.875 5.515625 27.296875 \r\nQ 5.515625 40.765625 12.171875 48.375 \r\nQ 18.84375 56 30.609375 56 \r\nz\r\n\" id=\"DejaVuSans-6f\"/>\r\n      <path d=\"M 54.890625 33.015625 \r\nL 54.890625 0 \r\nL 45.90625 0 \r\nL 45.90625 32.71875 \r\nQ 45.90625 40.484375 42.875 44.328125 \r\nQ 39.84375 48.1875 33.796875 48.1875 \r\nQ 26.515625 48.1875 22.3125 43.546875 \r\nQ 18.109375 38.921875 18.109375 30.90625 \r\nL 18.109375 0 \r\nL 9.078125 0 \r\nL 9.078125 54.6875 \r\nL 18.109375 54.6875 \r\nL 18.109375 46.1875 \r\nQ 21.34375 51.125 25.703125 53.5625 \r\nQ 30.078125 56 35.796875 56 \r\nQ 45.21875 56 50.046875 50.171875 \r\nQ 54.890625 44.34375 54.890625 33.015625 \r\nz\r\n\" id=\"DejaVuSans-6e\"/>\r\n     </defs>\r\n     <g transform=\"translate(17.837812 142.582969)rotate(-90)scale(0.14 -0.14)\">\r\n      <use xlink:href=\"#DejaVuSans-4c\"/>\r\n      <use x=\"55.712891\" xlink:href=\"#DejaVuSans-69\"/>\r\n      <use x=\"83.496094\" xlink:href=\"#DejaVuSans-66\"/>\r\n      <use x=\"118.701172\" xlink:href=\"#DejaVuSans-65\"/>\r\n      <use x=\"180.224609\" xlink:href=\"#DejaVuSans-20\"/>\r\n      <use x=\"212.011719\" xlink:href=\"#DejaVuSans-73\"/>\r\n      <use x=\"264.111328\" xlink:href=\"#DejaVuSans-61\"/>\r\n      <use x=\"325.390625\" xlink:href=\"#DejaVuSans-74\"/>\r\n      <use x=\"364.599609\" xlink:href=\"#DejaVuSans-69\"/>\r\n      <use x=\"392.382812\" xlink:href=\"#DejaVuSans-73\"/>\r\n      <use x=\"444.482422\" xlink:href=\"#DejaVuSans-66\"/>\r\n      <use x=\"479.6875\" xlink:href=\"#DejaVuSans-61\"/>\r\n      <use x=\"540.966797\" xlink:href=\"#DejaVuSans-63\"/>\r\n      <use x=\"595.947266\" xlink:href=\"#DejaVuSans-74\"/>\r\n      <use x=\"635.15625\" xlink:href=\"#DejaVuSans-69\"/>\r\n      <use x=\"662.939453\" xlink:href=\"#DejaVuSans-6f\"/>\r\n      <use x=\"724.121094\" xlink:href=\"#DejaVuSans-6e\"/>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"line2d_13\">\r\n    <path clip-path=\"url(#pfd0ad86dba)\" d=\"M 80.102635 207.522187 \r\nL 80.76427 166.047355 \r\nL 81.786842 118.782907 \r\nL 82.809415 87.224915 \r\nL 83.320701 76.216442 \r\nL 83.831988 67.859132 \r\nL 84.343274 61.801838 \r\nL 84.85456 57.718363 \r\nL 85.365846 55.324092 \r\nL 85.877133 54.347348 \r\nL 86.388419 54.550643 \r\nL 86.899705 55.722367 \r\nL 87.410992 57.660147 \r\nL 88.433564 63.182402 \r\nL 89.967423 73.537556 \r\nL 92.012568 87.147293 \r\nL 93.035141 92.747171 \r\nL 94.057713 97.176249 \r\nL 95.080286 100.308854 \r\nL 95.591572 101.377081 \r\nL 96.102858 102.116339 \r\nL 96.614145 102.537716 \r\nL 97.125431 102.643984 \r\nL 97.636717 102.460094 \r\nL 98.148004 101.993438 \r\nL 98.65929 101.264345 \r\nL 99.681862 99.10756 \r\nL 100.704435 96.155149 \r\nL 102.238294 90.638438 \r\nL 104.794725 80.020847 \r\nL 106.83987 71.679247 \r\nL 108.373729 66.179169 \r\nL 109.907588 61.66138 \r\nL 110.930161 59.296679 \r\nL 111.952733 57.482725 \r\nL 112.975306 56.239848 \r\nL 113.997879 55.557882 \r\nL 114.509165 55.422044 \r\nL 115.020451 55.420195 \r\nL 115.531737 55.546793 \r\nL 116.55431 56.16315 \r\nL 117.576883 57.225833 \r\nL 118.599455 58.67293 \r\nL 120.133314 61.442374 \r\nL 121.667173 64.724679 \r\nL 127.802608 78.629194 \r\nL 129.336467 81.354284 \r\nL 130.35904 82.859597 \r\nL 131.381612 84.081221 \r\nL 132.404185 85.005293 \r\nL 133.426757 85.622573 \r\nL 134.44933 85.925669 \r\nL 135.471903 85.922897 \r\nL 136.494475 85.621649 \r\nL 137.517048 85.037636 \r\nL 138.53962 84.191185 \r\nL 139.562193 83.108173 \r\nL 141.096052 81.100164 \r\nL 142.629911 78.729918 \r\nL 145.186342 74.294371 \r\nL 149.276632 67.148521 \r\nL 151.321777 64.09631 \r\nL 152.855636 62.202886 \r\nL 154.389495 60.716054 \r\nL 155.412068 59.974024 \r\nL 156.43464 59.438062 \r\nL 157.457213 59.111864 \r\nL 158.479785 59.000051 \r\nL 159.502358 59.089686 \r\nL 160.524931 59.382617 \r\nL 161.547503 59.859439 \r\nL 163.081362 60.899944 \r\nL 164.615221 62.274963 \r\nL 166.14908 63.917964 \r\nL 168.705511 67.048721 \r\nL 173.818374 73.45439 \r\nL 175.863519 75.586224 \r\nL 177.397378 76.886394 \r\nL 178.931237 77.885316 \r\nL 180.465096 78.547876 \r\nL 181.487668 78.794603 \r\nL 182.510241 78.880542 \r\nL 183.532813 78.811237 \r\nL 184.555386 78.581143 \r\nL 186.089245 77.96109 \r\nL 187.623104 77.028701 \r\nL 189.156963 75.820939 \r\nL 191.202108 73.859133 \r\nL 193.758539 71.015763 \r\nL 200.405261 63.338571 \r\nL 202.450406 61.346271 \r\nL 204.495551 59.681093 \r\nL 206.02941 58.669234 \r\nL 207.563269 57.875455 \r\nL 209.097128 57.299758 \r\nL 210.630987 56.922737 \r\nL 212.164845 56.73515 \r\nL 214.209991 56.724985 \r\nL 216.255136 56.924585 \r\nL 221.367999 57.793213 \r\nL 224.435716 58.166538 \r\nL 226.992148 58.216438 \r\nL 229.037293 58.050105 \r\nL 231.593724 57.599158 \r\nL 234.661442 56.785974 \r\nL 240.285591 55.240001 \r\nL 242.330736 54.909183 \r\nL 244.375882 54.80846 \r\nL 246.421027 54.980337 \r\nL 248.466172 55.431284 \r\nL 250.511317 56.14744 \r\nL 253.067748 57.319164 \r\nL 259.203184 60.300221 \r\nL 261.248329 60.927666 \r\nL 262.782188 61.16238 \r\nL 264.316047 61.166077 \r\nL 265.849906 60.917501 \r\nL 267.383764 60.425895 \r\nL 268.917623 59.711587 \r\nL 270.962768 58.487191 \r\nL 277.098204 54.492427 \r\nL 278.632063 53.803993 \r\nL 280.165922 53.340109 \r\nL 281.69978 53.087837 \r\nL 286.301357 52.609168 \r\nL 287.32393 52.185942 \r\nL 288.346502 51.463318 \r\nL 289.369075 50.339646 \r\nL 290.391647 48.698494 \r\nL 291.41422 46.440061 \r\nL 292.436792 43.467321 \r\nL 293.459365 39.710043 \r\nL 294.481938 35.137733 \r\nL 296.015796 26.824779 \r\nL 298.060942 13.861893 \r\nL 299.5948 4.313455 \r\nL 300.68452 -1 \r\nM 303.120122 -1 \r\nL 303.173804 -0.768019 \r\nL 303.685091 3.02807 \r\nL 304.196377 8.717583 \r\nL 304.707663 16.62487 \r\nL 305.21895 27.125103 \r\nL 305.730236 40.635963 \r\nL 306.241522 57.615791 \r\nL 307.264095 104.071676 \r\nL 308.286667 171.212919 \r\nL 308.717696 207.522187 \r\nM 394.445111 207.522187 \r\nL 394.445495 -1 \r\nM 421.621295 -1 \r\nL 421.621335 207.522187 \r\nM 520.615479 207.522187 \r\nL 520.615479 -1 \r\nL 520.615479 -1 \r\n\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;\"/>\r\n   </g>\r\n   <g id=\"patch_3\">\r\n    <path d=\"M 47.019375 163.159062 \r\nL 47.019375 11.759063 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_4\">\r\n    <path d=\"M 557.794375 163.159062 \r\nL 557.794375 11.759063 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_5\">\r\n    <path d=\"M 47.019375 163.159062 \r\nL 557.794375 163.159062 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_6\">\r\n    <path d=\"M 47.019375 11.759063 \r\nL 557.794375 11.759063 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n  </g>\r\n </g>\r\n <defs>\r\n  <clipPath id=\"pfd0ad86dba\">\r\n   <rect height=\"151.4\" width=\"510.775\" x=\"47.019375\" y=\"11.759063\"/>\r\n  </clipPath>\r\n </defs>\r\n</svg>\r\n",
      "image/png": "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\n"
     },
     "metadata": {}
    }
   ],
   "source": [
    "full_country_stats.plot(kind='scatter', x=\"GDP per capita\", y='Life satisfaction', figsize=(8,3))\n",
    "plt.axis([0, 110000, 0, 10])\n",
    "\n",
    "from sklearn import preprocessing\n",
    "from sklearn import pipeline\n",
    "\n",
    "poly = preprocessing.PolynomialFeatures(degree=60, include_bias=False)\n",
    "scaler = preprocessing.StandardScaler()\n",
    "lin_reg2 = linear_model.LinearRegression()\n",
    "\n",
    "pipeline_reg = pipeline.Pipeline([('poly', poly), ('scal', scaler), ('lin', lin_reg2)])\n",
    "pipeline_reg.fit(Xfull, yfull)\n",
    "curve = pipeline_reg.predict(X[:, np.newaxis])\n",
    "plt.plot(X, curve)\n",
    "plt.xlabel(\"GDP per capita (USD)\")\n",
    "save_fig('overfitting_model_plot')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": "Country\nNew Zealand    7.3\nSweden         7.2\nNorway         7.4\nSwitzerland    7.5\nName: Life satisfaction, dtype: float64"
     },
     "metadata": {},
     "execution_count": 53
    }
   ],
   "source": [
    "full_country_stats.loc[[c for c in full_country_stats.index if \"W\" in c.upper()]][\"Life satisfaction\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": "                                            Subject Descriptor         Units  \\\nCountry                                                                        \nBotswana     Gross domestic product per capita, current prices  U.S. dollars   \nKuwait       Gross domestic product per capita, current prices  U.S. dollars   \nMalawi       Gross domestic product per capita, current prices  U.S. dollars   \nNew Zealand  Gross domestic product per capita, current prices  U.S. dollars   \nNorway       Gross domestic product per capita, current prices  U.S. dollars   \n\n             Scale                      Country/Series-specific Notes  \\\nCountry                                                                 \nBotswana     Units  See notes for:  Gross domestic product, curren...   \nKuwait       Units  See notes for:  Gross domestic product, curren...   \nMalawi       Units  See notes for:  Gross domestic product, curren...   \nNew Zealand  Units  See notes for:  Gross domestic product, curren...   \nNorway       Units  See notes for:  Gross domestic product, curren...   \n\n             GDP per capita  Estimates Start After  \nCountry                                             \nBotswana           6040.957                 2008.0  \nKuwait            29363.027                 2014.0  \nMalawi              354.275                 2011.0  \nNew Zealand       37044.891                 2015.0  \nNorway            74822.106                 2015.0  ",
      "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>Subject Descriptor</th>\n      <th>Units</th>\n      <th>Scale</th>\n      <th>Country/Series-specific Notes</th>\n      <th>GDP per capita</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    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>Botswana</th>\n      <td>Gross domestic product per capita, current prices</td>\n      <td>U.S. dollars</td>\n      <td>Units</td>\n      <td>See notes for:  Gross domestic product, curren...</td>\n      <td>6040.957</td>\n      <td>2008.0</td>\n    </tr>\n    <tr>\n      <th>Kuwait</th>\n      <td>Gross domestic product per capita, current prices</td>\n      <td>U.S. dollars</td>\n      <td>Units</td>\n      <td>See notes for:  Gross domestic product, curren...</td>\n      <td>29363.027</td>\n      <td>2014.0</td>\n    </tr>\n    <tr>\n      <th>Malawi</th>\n      <td>Gross domestic product per capita, current prices</td>\n      <td>U.S. dollars</td>\n      <td>Units</td>\n      <td>See notes for:  Gross domestic product, curren...</td>\n      <td>354.275</td>\n      <td>2011.0</td>\n    </tr>\n    <tr>\n      <th>New Zealand</th>\n      <td>Gross domestic product per capita, current prices</td>\n      <td>U.S. dollars</td>\n      <td>Units</td>\n      <td>See notes for:  Gross domestic product, curren...</td>\n      <td>37044.891</td>\n      <td>2015.0</td>\n    </tr>\n    <tr>\n      <th>Norway</th>\n      <td>Gross domestic product per capita, current prices</td>\n      <td>U.S. dollars</td>\n      <td>Units</td>\n      <td>See notes for:  Gross domestic product, curren...</td>\n      <td>74822.106</td>\n      <td>2015.0</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {},
     "execution_count": 54
    }
   ],
   "source": [
    "gdp_per_capita.loc[[c for c in gdp_per_capita.index if \"W\" in c.upper()]].head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": "Saving figure ridge_model_plot\n"
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 576x216 with 1 Axes>",
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\r\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\r\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\r\n<!-- Created with matplotlib (http://matplotlib.org/) -->\r\n<svg height=\"206.522187pt\" version=\"1.1\" viewBox=\"0 0 568.494375 206.522187\" width=\"568.494375pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\r\n <defs>\r\n  <style type=\"text/css\">\r\n*{stroke-linecap:butt;stroke-linejoin:round;}\r\n  </style>\r\n </defs>\r\n <g id=\"figure_1\">\r\n  <g id=\"patch_1\">\r\n   <path d=\"M 0 206.522187 \r\nL 568.494375 206.522187 \r\nL 568.494375 0 \r\nL 0 0 \r\nz\r\n\" style=\"fill:none;\"/>\r\n  </g>\r\n  <g id=\"axes_1\">\r\n   <g id=\"patch_2\">\r\n    <path d=\"M 47.019375 163.159062 \r\nL 557.794375 163.159062 \r\nL 557.794375 11.759063 \r\nL 47.019375 11.759063 \r\nz\r\n\" style=\"fill:#ffffff;\"/>\r\n   </g>\r\n   <g id=\"matplotlib.axis_1\">\r\n    <g id=\"xtick_1\">\r\n     <g id=\"line2d_1\">\r\n      <defs>\r\n       <path d=\"M 0 0 \r\nL 0 3.5 \r\n\" id=\"m7a4c5b3bc9\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n      </defs>\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"47.019375\" xlink:href=\"#m7a4c5b3bc9\" y=\"163.159062\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_1\">\r\n      <!-- 0 -->\r\n      <defs>\r\n       <path d=\"M 31.78125 66.40625 \r\nQ 24.171875 66.40625 20.328125 58.90625 \r\nQ 16.5 51.421875 16.5 36.375 \r\nQ 16.5 21.390625 20.328125 13.890625 \r\nQ 24.171875 6.390625 31.78125 6.390625 \r\nQ 39.453125 6.390625 43.28125 13.890625 \r\nQ 47.125 21.390625 47.125 36.375 \r\nQ 47.125 51.421875 43.28125 58.90625 \r\nQ 39.453125 66.40625 31.78125 66.40625 \r\nz\r\nM 31.78125 74.21875 \r\nQ 44.046875 74.21875 50.515625 64.515625 \r\nQ 56.984375 54.828125 56.984375 36.375 \r\nQ 56.984375 17.96875 50.515625 8.265625 \r\nQ 44.046875 -1.421875 31.78125 -1.421875 \r\nQ 19.53125 -1.421875 13.0625 8.265625 \r\nQ 6.59375 17.96875 6.59375 36.375 \r\nQ 6.59375 54.828125 13.0625 64.515625 \r\nQ 19.53125 74.21875 31.78125 74.21875 \r\nz\r\n\" id=\"DejaVuSans-30\"/>\r\n      </defs>\r\n      <g transform=\"translate(43.201875 179.277187)scale(0.12 -0.12)\">\r\n       <use xlink:href=\"#DejaVuSans-30\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_2\">\r\n     <g id=\"line2d_2\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"139.887557\" xlink:href=\"#m7a4c5b3bc9\" y=\"163.159062\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_2\">\r\n      <!-- 20000 -->\r\n      <defs>\r\n       <path d=\"M 19.1875 8.296875 \r\nL 53.609375 8.296875 \r\nL 53.609375 0 \r\nL 7.328125 0 \r\nL 7.328125 8.296875 \r\nQ 12.9375 14.109375 22.625 23.890625 \r\nQ 32.328125 33.6875 34.8125 36.53125 \r\nQ 39.546875 41.84375 41.421875 45.53125 \r\nQ 43.3125 49.21875 43.3125 52.78125 \r\nQ 43.3125 58.59375 39.234375 62.25 \r\nQ 35.15625 65.921875 28.609375 65.921875 \r\nQ 23.96875 65.921875 18.8125 64.3125 \r\nQ 13.671875 62.703125 7.8125 59.421875 \r\nL 7.8125 69.390625 \r\nQ 13.765625 71.78125 18.9375 73 \r\nQ 24.125 74.21875 28.421875 74.21875 \r\nQ 39.75 74.21875 46.484375 68.546875 \r\nQ 53.21875 62.890625 53.21875 53.421875 \r\nQ 53.21875 48.921875 51.53125 44.890625 \r\nQ 49.859375 40.875 45.40625 35.40625 \r\nQ 44.1875 33.984375 37.640625 27.21875 \r\nQ 31.109375 20.453125 19.1875 8.296875 \r\nz\r\n\" id=\"DejaVuSans-32\"/>\r\n      </defs>\r\n      <g transform=\"translate(120.800057 179.277187)scale(0.12 -0.12)\">\r\n       <use xlink:href=\"#DejaVuSans-32\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"254.492188\" xlink:href=\"#DejaVuSans-30\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_3\">\r\n     <g id=\"line2d_3\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"232.755739\" xlink:href=\"#m7a4c5b3bc9\" y=\"163.159062\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_3\">\r\n      <!-- 40000 -->\r\n      <defs>\r\n       <path d=\"M 37.796875 64.3125 \r\nL 12.890625 25.390625 \r\nL 37.796875 25.390625 \r\nz\r\nM 35.203125 72.90625 \r\nL 47.609375 72.90625 \r\nL 47.609375 25.390625 \r\nL 58.015625 25.390625 \r\nL 58.015625 17.1875 \r\nL 47.609375 17.1875 \r\nL 47.609375 0 \r\nL 37.796875 0 \r\nL 37.796875 17.1875 \r\nL 4.890625 17.1875 \r\nL 4.890625 26.703125 \r\nz\r\n\" id=\"DejaVuSans-34\"/>\r\n      </defs>\r\n      <g transform=\"translate(213.668239 179.277187)scale(0.12 -0.12)\">\r\n       <use xlink:href=\"#DejaVuSans-34\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"254.492188\" xlink:href=\"#DejaVuSans-30\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_4\">\r\n     <g id=\"line2d_4\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"325.62392\" xlink:href=\"#m7a4c5b3bc9\" y=\"163.159062\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_4\">\r\n      <!-- 60000 -->\r\n      <defs>\r\n       <path d=\"M 33.015625 40.375 \r\nQ 26.375 40.375 22.484375 35.828125 \r\nQ 18.609375 31.296875 18.609375 23.390625 \r\nQ 18.609375 15.53125 22.484375 10.953125 \r\nQ 26.375 6.390625 33.015625 6.390625 \r\nQ 39.65625 6.390625 43.53125 10.953125 \r\nQ 47.40625 15.53125 47.40625 23.390625 \r\nQ 47.40625 31.296875 43.53125 35.828125 \r\nQ 39.65625 40.375 33.015625 40.375 \r\nz\r\nM 52.59375 71.296875 \r\nL 52.59375 62.3125 \r\nQ 48.875 64.0625 45.09375 64.984375 \r\nQ 41.3125 65.921875 37.59375 65.921875 \r\nQ 27.828125 65.921875 22.671875 59.328125 \r\nQ 17.53125 52.734375 16.796875 39.40625 \r\nQ 19.671875 43.65625 24.015625 45.921875 \r\nQ 28.375 48.1875 33.59375 48.1875 \r\nQ 44.578125 48.1875 50.953125 41.515625 \r\nQ 57.328125 34.859375 57.328125 23.390625 \r\nQ 57.328125 12.15625 50.6875 5.359375 \r\nQ 44.046875 -1.421875 33.015625 -1.421875 \r\nQ 20.359375 -1.421875 13.671875 8.265625 \r\nQ 6.984375 17.96875 6.984375 36.375 \r\nQ 6.984375 53.65625 15.1875 63.9375 \r\nQ 23.390625 74.21875 37.203125 74.21875 \r\nQ 40.921875 74.21875 44.703125 73.484375 \r\nQ 48.484375 72.75 52.59375 71.296875 \r\nz\r\n\" id=\"DejaVuSans-36\"/>\r\n      </defs>\r\n      <g transform=\"translate(306.53642 179.277187)scale(0.12 -0.12)\">\r\n       <use xlink:href=\"#DejaVuSans-36\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"254.492188\" xlink:href=\"#DejaVuSans-30\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_5\">\r\n     <g id=\"line2d_5\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"418.492102\" xlink:href=\"#m7a4c5b3bc9\" y=\"163.159062\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_5\">\r\n      <!-- 80000 -->\r\n      <defs>\r\n       <path d=\"M 31.78125 34.625 \r\nQ 24.75 34.625 20.71875 30.859375 \r\nQ 16.703125 27.09375 16.703125 20.515625 \r\nQ 16.703125 13.921875 20.71875 10.15625 \r\nQ 24.75 6.390625 31.78125 6.390625 \r\nQ 38.8125 6.390625 42.859375 10.171875 \r\nQ 46.921875 13.96875 46.921875 20.515625 \r\nQ 46.921875 27.09375 42.890625 30.859375 \r\nQ 38.875 34.625 31.78125 34.625 \r\nz\r\nM 21.921875 38.8125 \r\nQ 15.578125 40.375 12.03125 44.71875 \r\nQ 8.5 49.078125 8.5 55.328125 \r\nQ 8.5 64.0625 14.71875 69.140625 \r\nQ 20.953125 74.21875 31.78125 74.21875 \r\nQ 42.671875 74.21875 48.875 69.140625 \r\nQ 55.078125 64.0625 55.078125 55.328125 \r\nQ 55.078125 49.078125 51.53125 44.71875 \r\nQ 48 40.375 41.703125 38.8125 \r\nQ 48.828125 37.15625 52.796875 32.3125 \r\nQ 56.78125 27.484375 56.78125 20.515625 \r\nQ 56.78125 9.90625 50.3125 4.234375 \r\nQ 43.84375 -1.421875 31.78125 -1.421875 \r\nQ 19.734375 -1.421875 13.25 4.234375 \r\nQ 6.78125 9.90625 6.78125 20.515625 \r\nQ 6.78125 27.484375 10.78125 32.3125 \r\nQ 14.796875 37.15625 21.921875 38.8125 \r\nz\r\nM 18.3125 54.390625 \r\nQ 18.3125 48.734375 21.84375 45.5625 \r\nQ 25.390625 42.390625 31.78125 42.390625 \r\nQ 38.140625 42.390625 41.71875 45.5625 \r\nQ 45.3125 48.734375 45.3125 54.390625 \r\nQ 45.3125 60.0625 41.71875 63.234375 \r\nQ 38.140625 66.40625 31.78125 66.40625 \r\nQ 25.390625 66.40625 21.84375 63.234375 \r\nQ 18.3125 60.0625 18.3125 54.390625 \r\nz\r\n\" id=\"DejaVuSans-38\"/>\r\n      </defs>\r\n      <g transform=\"translate(399.404602 179.277187)scale(0.12 -0.12)\">\r\n       <use xlink:href=\"#DejaVuSans-38\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"254.492188\" xlink:href=\"#DejaVuSans-30\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_6\">\r\n     <g id=\"line2d_6\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"511.360284\" xlink:href=\"#m7a4c5b3bc9\" y=\"163.159062\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_6\">\r\n      <!-- 100000 -->\r\n      <defs>\r\n       <path d=\"M 12.40625 8.296875 \r\nL 28.515625 8.296875 \r\nL 28.515625 63.921875 \r\nL 10.984375 60.40625 \r\nL 10.984375 69.390625 \r\nL 28.421875 72.90625 \r\nL 38.28125 72.90625 \r\nL 38.28125 8.296875 \r\nL 54.390625 8.296875 \r\nL 54.390625 0 \r\nL 12.40625 0 \r\nz\r\n\" id=\"DejaVuSans-31\"/>\r\n      </defs>\r\n      <g transform=\"translate(488.455284 179.277187)scale(0.12 -0.12)\">\r\n       <use xlink:href=\"#DejaVuSans-31\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"254.492188\" xlink:href=\"#DejaVuSans-30\"/>\r\n       <use x=\"318.115234\" xlink:href=\"#DejaVuSans-30\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"text_7\">\r\n     <!-- GDP per capita (USD) -->\r\n     <defs>\r\n      <path d=\"M 59.515625 10.40625 \r\nL 59.515625 29.984375 \r\nL 43.40625 29.984375 \r\nL 43.40625 38.09375 \r\nL 69.28125 38.09375 \r\nL 69.28125 6.78125 \r\nQ 63.578125 2.734375 56.6875 0.65625 \r\nQ 49.8125 -1.421875 42 -1.421875 \r\nQ 24.90625 -1.421875 15.25 8.5625 \r\nQ 5.609375 18.5625 5.609375 36.375 \r\nQ 5.609375 54.25 15.25 64.234375 \r\nQ 24.90625 74.21875 42 74.21875 \r\nQ 49.125 74.21875 55.546875 72.453125 \r\nQ 61.96875 70.703125 67.390625 67.28125 \r\nL 67.390625 56.78125 \r\nQ 61.921875 61.421875 55.765625 63.765625 \r\nQ 49.609375 66.109375 42.828125 66.109375 \r\nQ 29.4375 66.109375 22.71875 58.640625 \r\nQ 16.015625 51.171875 16.015625 36.375 \r\nQ 16.015625 21.625 22.71875 14.15625 \r\nQ 29.4375 6.6875 42.828125 6.6875 \r\nQ 48.046875 6.6875 52.140625 7.59375 \r\nQ 56.25 8.5 59.515625 10.40625 \r\nz\r\n\" id=\"DejaVuSans-47\"/>\r\n      <path d=\"M 19.671875 64.796875 \r\nL 19.671875 8.109375 \r\nL 31.59375 8.109375 \r\nQ 46.6875 8.109375 53.6875 14.9375 \r\nQ 60.6875 21.78125 60.6875 36.53125 \r\nQ 60.6875 51.171875 53.6875 57.984375 \r\nQ 46.6875 64.796875 31.59375 64.796875 \r\nz\r\nM 9.8125 72.90625 \r\nL 30.078125 72.90625 \r\nQ 51.265625 72.90625 61.171875 64.09375 \r\nQ 71.09375 55.28125 71.09375 36.53125 \r\nQ 71.09375 17.671875 61.125 8.828125 \r\nQ 51.171875 0 30.078125 0 \r\nL 9.8125 0 \r\nz\r\n\" id=\"DejaVuSans-44\"/>\r\n      <path d=\"M 19.671875 64.796875 \r\nL 19.671875 37.40625 \r\nL 32.078125 37.40625 \r\nQ 38.96875 37.40625 42.71875 40.96875 \r\nQ 46.484375 44.53125 46.484375 51.125 \r\nQ 46.484375 57.671875 42.71875 61.234375 \r\nQ 38.96875 64.796875 32.078125 64.796875 \r\nz\r\nM 9.8125 72.90625 \r\nL 32.078125 72.90625 \r\nQ 44.34375 72.90625 50.609375 67.359375 \r\nQ 56.890625 61.8125 56.890625 51.125 \r\nQ 56.890625 40.328125 50.609375 34.8125 \r\nQ 44.34375 29.296875 32.078125 29.296875 \r\nL 19.671875 29.296875 \r\nL 19.671875 0 \r\nL 9.8125 0 \r\nz\r\n\" id=\"DejaVuSans-50\"/>\r\n      <path id=\"DejaVuSans-20\"/>\r\n      <path d=\"M 18.109375 8.203125 \r\nL 18.109375 -20.796875 \r\nL 9.078125 -20.796875 \r\nL 9.078125 54.6875 \r\nL 18.109375 54.6875 \r\nL 18.109375 46.390625 \r\nQ 20.953125 51.265625 25.265625 53.625 \r\nQ 29.59375 56 35.59375 56 \r\nQ 45.5625 56 51.78125 48.09375 \r\nQ 58.015625 40.1875 58.015625 27.296875 \r\nQ 58.015625 14.40625 51.78125 6.484375 \r\nQ 45.5625 -1.421875 35.59375 -1.421875 \r\nQ 29.59375 -1.421875 25.265625 0.953125 \r\nQ 20.953125 3.328125 18.109375 8.203125 \r\nz\r\nM 48.6875 27.296875 \r\nQ 48.6875 37.203125 44.609375 42.84375 \r\nQ 40.53125 48.484375 33.40625 48.484375 \r\nQ 26.265625 48.484375 22.1875 42.84375 \r\nQ 18.109375 37.203125 18.109375 27.296875 \r\nQ 18.109375 17.390625 22.1875 11.75 \r\nQ 26.265625 6.109375 33.40625 6.109375 \r\nQ 40.53125 6.109375 44.609375 11.75 \r\nQ 48.6875 17.390625 48.6875 27.296875 \r\nz\r\n\" id=\"DejaVuSans-70\"/>\r\n      <path d=\"M 56.203125 29.59375 \r\nL 56.203125 25.203125 \r\nL 14.890625 25.203125 \r\nQ 15.484375 15.921875 20.484375 11.0625 \r\nQ 25.484375 6.203125 34.421875 6.203125 \r\nQ 39.59375 6.203125 44.453125 7.46875 \r\nQ 49.3125 8.734375 54.109375 11.28125 \r\nL 54.109375 2.78125 \r\nQ 49.265625 0.734375 44.1875 -0.34375 \r\nQ 39.109375 -1.421875 33.890625 -1.421875 \r\nQ 20.796875 -1.421875 13.15625 6.1875 \r\nQ 5.515625 13.8125 5.515625 26.8125 \r\nQ 5.515625 40.234375 12.765625 48.109375 \r\nQ 20.015625 56 32.328125 56 \r\nQ 43.359375 56 49.78125 48.890625 \r\nQ 56.203125 41.796875 56.203125 29.59375 \r\nz\r\nM 47.21875 32.234375 \r\nQ 47.125 39.59375 43.09375 43.984375 \r\nQ 39.0625 48.390625 32.421875 48.390625 \r\nQ 24.90625 48.390625 20.390625 44.140625 \r\nQ 15.875 39.890625 15.1875 32.171875 \r\nz\r\n\" id=\"DejaVuSans-65\"/>\r\n      <path d=\"M 41.109375 46.296875 \r\nQ 39.59375 47.171875 37.8125 47.578125 \r\nQ 36.03125 48 33.890625 48 \r\nQ 26.265625 48 22.1875 43.046875 \r\nQ 18.109375 38.09375 18.109375 28.8125 \r\nL 18.109375 0 \r\nL 9.078125 0 \r\nL 9.078125 54.6875 \r\nL 18.109375 54.6875 \r\nL 18.109375 46.1875 \r\nQ 20.953125 51.171875 25.484375 53.578125 \r\nQ 30.03125 56 36.53125 56 \r\nQ 37.453125 56 38.578125 55.875 \r\nQ 39.703125 55.765625 41.0625 55.515625 \r\nz\r\n\" id=\"DejaVuSans-72\"/>\r\n      <path d=\"M 48.78125 52.59375 \r\nL 48.78125 44.1875 \r\nQ 44.96875 46.296875 41.140625 47.34375 \r\nQ 37.3125 48.390625 33.40625 48.390625 \r\nQ 24.65625 48.390625 19.8125 42.84375 \r\nQ 14.984375 37.3125 14.984375 27.296875 \r\nQ 14.984375 17.28125 19.8125 11.734375 \r\nQ 24.65625 6.203125 33.40625 6.203125 \r\nQ 37.3125 6.203125 41.140625 7.25 \r\nQ 44.96875 8.296875 48.78125 10.40625 \r\nL 48.78125 2.09375 \r\nQ 45.015625 0.34375 40.984375 -0.53125 \r\nQ 36.96875 -1.421875 32.421875 -1.421875 \r\nQ 20.0625 -1.421875 12.78125 6.34375 \r\nQ 5.515625 14.109375 5.515625 27.296875 \r\nQ 5.515625 40.671875 12.859375 48.328125 \r\nQ 20.21875 56 33.015625 56 \r\nQ 37.15625 56 41.109375 55.140625 \r\nQ 45.0625 54.296875 48.78125 52.59375 \r\nz\r\n\" id=\"DejaVuSans-63\"/>\r\n      <path d=\"M 34.28125 27.484375 \r\nQ 23.390625 27.484375 19.1875 25 \r\nQ 14.984375 22.515625 14.984375 16.5 \r\nQ 14.984375 11.71875 18.140625 8.90625 \r\nQ 21.296875 6.109375 26.703125 6.109375 \r\nQ 34.1875 6.109375 38.703125 11.40625 \r\nQ 43.21875 16.703125 43.21875 25.484375 \r\nL 43.21875 27.484375 \r\nz\r\nM 52.203125 31.203125 \r\nL 52.203125 0 \r\nL 43.21875 0 \r\nL 43.21875 8.296875 \r\nQ 40.140625 3.328125 35.546875 0.953125 \r\nQ 30.953125 -1.421875 24.3125 -1.421875 \r\nQ 15.921875 -1.421875 10.953125 3.296875 \r\nQ 6 8.015625 6 15.921875 \r\nQ 6 25.140625 12.171875 29.828125 \r\nQ 18.359375 34.515625 30.609375 34.515625 \r\nL 43.21875 34.515625 \r\nL 43.21875 35.40625 \r\nQ 43.21875 41.609375 39.140625 45 \r\nQ 35.0625 48.390625 27.6875 48.390625 \r\nQ 23 48.390625 18.546875 47.265625 \r\nQ 14.109375 46.140625 10.015625 43.890625 \r\nL 10.015625 52.203125 \r\nQ 14.9375 54.109375 19.578125 55.046875 \r\nQ 24.21875 56 28.609375 56 \r\nQ 40.484375 56 46.34375 49.84375 \r\nQ 52.203125 43.703125 52.203125 31.203125 \r\nz\r\n\" id=\"DejaVuSans-61\"/>\r\n      <path d=\"M 9.421875 54.6875 \r\nL 18.40625 54.6875 \r\nL 18.40625 0 \r\nL 9.421875 0 \r\nz\r\nM 9.421875 75.984375 \r\nL 18.40625 75.984375 \r\nL 18.40625 64.59375 \r\nL 9.421875 64.59375 \r\nz\r\n\" id=\"DejaVuSans-69\"/>\r\n      <path d=\"M 18.3125 70.21875 \r\nL 18.3125 54.6875 \r\nL 36.8125 54.6875 \r\nL 36.8125 47.703125 \r\nL 18.3125 47.703125 \r\nL 18.3125 18.015625 \r\nQ 18.3125 11.328125 20.140625 9.421875 \r\nQ 21.96875 7.515625 27.59375 7.515625 \r\nL 36.8125 7.515625 \r\nL 36.8125 0 \r\nL 27.59375 0 \r\nQ 17.1875 0 13.234375 3.875 \r\nQ 9.28125 7.765625 9.28125 18.015625 \r\nL 9.28125 47.703125 \r\nL 2.6875 47.703125 \r\nL 2.6875 54.6875 \r\nL 9.28125 54.6875 \r\nL 9.28125 70.21875 \r\nz\r\n\" id=\"DejaVuSans-74\"/>\r\n      <path d=\"M 31 75.875 \r\nQ 24.46875 64.65625 21.28125 53.65625 \r\nQ 18.109375 42.671875 18.109375 31.390625 \r\nQ 18.109375 20.125 21.3125 9.0625 \r\nQ 24.515625 -2 31 -13.1875 \r\nL 23.1875 -13.1875 \r\nQ 15.875 -1.703125 12.234375 9.375 \r\nQ 8.59375 20.453125 8.59375 31.390625 \r\nQ 8.59375 42.28125 12.203125 53.3125 \r\nQ 15.828125 64.359375 23.1875 75.875 \r\nz\r\n\" id=\"DejaVuSans-28\"/>\r\n      <path d=\"M 8.6875 72.90625 \r\nL 18.609375 72.90625 \r\nL 18.609375 28.609375 \r\nQ 18.609375 16.890625 22.84375 11.734375 \r\nQ 27.09375 6.59375 36.625 6.59375 \r\nQ 46.09375 6.59375 50.34375 11.734375 \r\nQ 54.59375 16.890625 54.59375 28.609375 \r\nL 54.59375 72.90625 \r\nL 64.5 72.90625 \r\nL 64.5 27.390625 \r\nQ 64.5 13.140625 57.4375 5.859375 \r\nQ 50.390625 -1.421875 36.625 -1.421875 \r\nQ 22.796875 -1.421875 15.734375 5.859375 \r\nQ 8.6875 13.140625 8.6875 27.390625 \r\nz\r\n\" id=\"DejaVuSans-55\"/>\r\n      <path d=\"M 53.515625 70.515625 \r\nL 53.515625 60.890625 \r\nQ 47.90625 63.578125 42.921875 64.890625 \r\nQ 37.9375 66.21875 33.296875 66.21875 \r\nQ 25.25 66.21875 20.875 63.09375 \r\nQ 16.5 59.96875 16.5 54.203125 \r\nQ 16.5 49.359375 19.40625 46.890625 \r\nQ 22.3125 44.4375 30.421875 42.921875 \r\nL 36.375 41.703125 \r\nQ 47.40625 39.59375 52.65625 34.296875 \r\nQ 57.90625 29 57.90625 20.125 \r\nQ 57.90625 9.515625 50.796875 4.046875 \r\nQ 43.703125 -1.421875 29.984375 -1.421875 \r\nQ 24.8125 -1.421875 18.96875 -0.25 \r\nQ 13.140625 0.921875 6.890625 3.21875 \r\nL 6.890625 13.375 \r\nQ 12.890625 10.015625 18.65625 8.296875 \r\nQ 24.421875 6.59375 29.984375 6.59375 \r\nQ 38.421875 6.59375 43.015625 9.90625 \r\nQ 47.609375 13.234375 47.609375 19.390625 \r\nQ 47.609375 24.75 44.3125 27.78125 \r\nQ 41.015625 30.8125 33.5 32.328125 \r\nL 27.484375 33.5 \r\nQ 16.453125 35.6875 11.515625 40.375 \r\nQ 6.59375 45.0625 6.59375 53.421875 \r\nQ 6.59375 63.09375 13.40625 68.65625 \r\nQ 20.21875 74.21875 32.171875 74.21875 \r\nQ 37.3125 74.21875 42.625 73.28125 \r\nQ 47.953125 72.359375 53.515625 70.515625 \r\nz\r\n\" id=\"DejaVuSans-53\"/>\r\n      <path d=\"M 8.015625 75.875 \r\nL 15.828125 75.875 \r\nQ 23.140625 64.359375 26.78125 53.3125 \r\nQ 30.421875 42.28125 30.421875 31.390625 \r\nQ 30.421875 20.453125 26.78125 9.375 \r\nQ 23.140625 -1.703125 15.828125 -13.1875 \r\nL 8.015625 -13.1875 \r\nQ 14.5 -2 17.703125 9.0625 \r\nQ 20.90625 20.125 20.90625 31.390625 \r\nQ 20.90625 42.671875 17.703125 53.65625 \r\nQ 14.5 64.65625 8.015625 75.875 \r\nz\r\n\" id=\"DejaVuSans-29\"/>\r\n     </defs>\r\n     <g transform=\"translate(227.089063 196.410625)scale(0.14 -0.14)\">\r\n      <use xlink:href=\"#DejaVuSans-47\"/>\r\n      <use x=\"77.490234\" xlink:href=\"#DejaVuSans-44\"/>\r\n      <use x=\"154.492188\" xlink:href=\"#DejaVuSans-50\"/>\r\n      <use x=\"214.794922\" xlink:href=\"#DejaVuSans-20\"/>\r\n      <use x=\"246.582031\" xlink:href=\"#DejaVuSans-70\"/>\r\n      <use x=\"310.058594\" xlink:href=\"#DejaVuSans-65\"/>\r\n      <use x=\"371.582031\" xlink:href=\"#DejaVuSans-72\"/>\r\n      <use x=\"412.695312\" xlink:href=\"#DejaVuSans-20\"/>\r\n      <use x=\"444.482422\" xlink:href=\"#DejaVuSans-63\"/>\r\n      <use x=\"499.462891\" xlink:href=\"#DejaVuSans-61\"/>\r\n      <use x=\"560.742188\" xlink:href=\"#DejaVuSans-70\"/>\r\n      <use x=\"624.21875\" xlink:href=\"#DejaVuSans-69\"/>\r\n      <use x=\"652.001953\" xlink:href=\"#DejaVuSans-74\"/>\r\n      <use x=\"691.210938\" xlink:href=\"#DejaVuSans-61\"/>\r\n      <use x=\"752.490234\" xlink:href=\"#DejaVuSans-20\"/>\r\n      <use x=\"784.277344\" xlink:href=\"#DejaVuSans-28\"/>\r\n      <use x=\"823.291016\" xlink:href=\"#DejaVuSans-55\"/>\r\n      <use x=\"896.484375\" xlink:href=\"#DejaVuSans-53\"/>\r\n      <use x=\"959.960938\" xlink:href=\"#DejaVuSans-44\"/>\r\n      <use x=\"1036.962891\" xlink:href=\"#DejaVuSans-29\"/>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"matplotlib.axis_2\">\r\n    <g id=\"ytick_1\">\r\n     <g id=\"line2d_7\">\r\n      <defs>\r\n       <path d=\"M 0 0 \r\nL -3.5 0 \r\n\" id=\"m48e3c2fa50\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n      </defs>\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"47.019375\" xlink:href=\"#m48e3c2fa50\" y=\"163.159062\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_8\">\r\n      <!-- 0 -->\r\n      <g transform=\"translate(32.384375 167.718125)scale(0.12 -0.12)\">\r\n       <use xlink:href=\"#DejaVuSans-30\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_2\">\r\n     <g id=\"line2d_8\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"47.019375\" xlink:href=\"#m48e3c2fa50\" y=\"132.879062\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_9\">\r\n      <!-- 2 -->\r\n      <g transform=\"translate(32.384375 137.438125)scale(0.12 -0.12)\">\r\n       <use xlink:href=\"#DejaVuSans-32\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_3\">\r\n     <g id=\"line2d_9\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"47.019375\" xlink:href=\"#m48e3c2fa50\" y=\"102.599063\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_10\">\r\n      <!-- 4 -->\r\n      <g transform=\"translate(32.384375 107.158125)scale(0.12 -0.12)\">\r\n       <use xlink:href=\"#DejaVuSans-34\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_4\">\r\n     <g id=\"line2d_10\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"47.019375\" xlink:href=\"#m48e3c2fa50\" y=\"72.319063\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_11\">\r\n      <!-- 6 -->\r\n      <g transform=\"translate(32.384375 76.878125)scale(0.12 -0.12)\">\r\n       <use xlink:href=\"#DejaVuSans-36\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_5\">\r\n     <g id=\"line2d_11\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"47.019375\" xlink:href=\"#m48e3c2fa50\" y=\"42.039063\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_12\">\r\n      <!-- 8 -->\r\n      <g transform=\"translate(32.384375 46.598125)scale(0.12 -0.12)\">\r\n       <use xlink:href=\"#DejaVuSans-38\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_6\">\r\n     <g id=\"line2d_12\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"47.019375\" xlink:href=\"#m48e3c2fa50\" y=\"11.759063\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_13\">\r\n      <!-- 10 -->\r\n      <g transform=\"translate(24.749375 16.318125)scale(0.12 -0.12)\">\r\n       <use xlink:href=\"#DejaVuSans-31\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"text_14\">\r\n     <!-- Life satisfaction -->\r\n     <defs>\r\n      <path d=\"M 9.8125 72.90625 \r\nL 19.671875 72.90625 \r\nL 19.671875 8.296875 \r\nL 55.171875 8.296875 \r\nL 55.171875 0 \r\nL 9.8125 0 \r\nz\r\n\" id=\"DejaVuSans-4c\"/>\r\n      <path d=\"M 37.109375 75.984375 \r\nL 37.109375 68.5 \r\nL 28.515625 68.5 \r\nQ 23.6875 68.5 21.796875 66.546875 \r\nQ 19.921875 64.59375 19.921875 59.515625 \r\nL 19.921875 54.6875 \r\nL 34.71875 54.6875 \r\nL 34.71875 47.703125 \r\nL 19.921875 47.703125 \r\nL 19.921875 0 \r\nL 10.890625 0 \r\nL 10.890625 47.703125 \r\nL 2.296875 47.703125 \r\nL 2.296875 54.6875 \r\nL 10.890625 54.6875 \r\nL 10.890625 58.5 \r\nQ 10.890625 67.625 15.140625 71.796875 \r\nQ 19.390625 75.984375 28.609375 75.984375 \r\nz\r\n\" id=\"DejaVuSans-66\"/>\r\n      <path d=\"M 44.28125 53.078125 \r\nL 44.28125 44.578125 \r\nQ 40.484375 46.53125 36.375 47.5 \r\nQ 32.28125 48.484375 27.875 48.484375 \r\nQ 21.1875 48.484375 17.84375 46.4375 \r\nQ 14.5 44.390625 14.5 40.28125 \r\nQ 14.5 37.15625 16.890625 35.375 \r\nQ 19.28125 33.59375 26.515625 31.984375 \r\nL 29.59375 31.296875 \r\nQ 39.15625 29.25 43.1875 25.515625 \r\nQ 47.21875 21.78125 47.21875 15.09375 \r\nQ 47.21875 7.46875 41.1875 3.015625 \r\nQ 35.15625 -1.421875 24.609375 -1.421875 \r\nQ 20.21875 -1.421875 15.453125 -0.5625 \r\nQ 10.6875 0.296875 5.421875 2 \r\nL 5.421875 11.28125 \r\nQ 10.40625 8.6875 15.234375 7.390625 \r\nQ 20.0625 6.109375 24.8125 6.109375 \r\nQ 31.15625 6.109375 34.5625 8.28125 \r\nQ 37.984375 10.453125 37.984375 14.40625 \r\nQ 37.984375 18.0625 35.515625 20.015625 \r\nQ 33.0625 21.96875 24.703125 23.78125 \r\nL 21.578125 24.515625 \r\nQ 13.234375 26.265625 9.515625 29.90625 \r\nQ 5.8125 33.546875 5.8125 39.890625 \r\nQ 5.8125 47.609375 11.28125 51.796875 \r\nQ 16.75 56 26.8125 56 \r\nQ 31.78125 56 36.171875 55.265625 \r\nQ 40.578125 54.546875 44.28125 53.078125 \r\nz\r\n\" id=\"DejaVuSans-73\"/>\r\n      <path d=\"M 30.609375 48.390625 \r\nQ 23.390625 48.390625 19.1875 42.75 \r\nQ 14.984375 37.109375 14.984375 27.296875 \r\nQ 14.984375 17.484375 19.15625 11.84375 \r\nQ 23.34375 6.203125 30.609375 6.203125 \r\nQ 37.796875 6.203125 41.984375 11.859375 \r\nQ 46.1875 17.53125 46.1875 27.296875 \r\nQ 46.1875 37.015625 41.984375 42.703125 \r\nQ 37.796875 48.390625 30.609375 48.390625 \r\nz\r\nM 30.609375 56 \r\nQ 42.328125 56 49.015625 48.375 \r\nQ 55.71875 40.765625 55.71875 27.296875 \r\nQ 55.71875 13.875 49.015625 6.21875 \r\nQ 42.328125 -1.421875 30.609375 -1.421875 \r\nQ 18.84375 -1.421875 12.171875 6.21875 \r\nQ 5.515625 13.875 5.515625 27.296875 \r\nQ 5.515625 40.765625 12.171875 48.375 \r\nQ 18.84375 56 30.609375 56 \r\nz\r\n\" id=\"DejaVuSans-6f\"/>\r\n      <path d=\"M 54.890625 33.015625 \r\nL 54.890625 0 \r\nL 45.90625 0 \r\nL 45.90625 32.71875 \r\nQ 45.90625 40.484375 42.875 44.328125 \r\nQ 39.84375 48.1875 33.796875 48.1875 \r\nQ 26.515625 48.1875 22.3125 43.546875 \r\nQ 18.109375 38.921875 18.109375 30.90625 \r\nL 18.109375 0 \r\nL 9.078125 0 \r\nL 9.078125 54.6875 \r\nL 18.109375 54.6875 \r\nL 18.109375 46.1875 \r\nQ 21.34375 51.125 25.703125 53.5625 \r\nQ 30.078125 56 35.796875 56 \r\nQ 45.21875 56 50.046875 50.171875 \r\nQ 54.890625 44.34375 54.890625 33.015625 \r\nz\r\n\" id=\"DejaVuSans-6e\"/>\r\n     </defs>\r\n     <g transform=\"translate(17.837812 142.582969)rotate(-90)scale(0.14 -0.14)\">\r\n      <use xlink:href=\"#DejaVuSans-4c\"/>\r\n      <use x=\"55.712891\" xlink:href=\"#DejaVuSans-69\"/>\r\n      <use x=\"83.496094\" xlink:href=\"#DejaVuSans-66\"/>\r\n      <use x=\"118.701172\" xlink:href=\"#DejaVuSans-65\"/>\r\n      <use x=\"180.224609\" xlink:href=\"#DejaVuSans-20\"/>\r\n      <use x=\"212.011719\" xlink:href=\"#DejaVuSans-73\"/>\r\n      <use x=\"264.111328\" xlink:href=\"#DejaVuSans-61\"/>\r\n      <use x=\"325.390625\" xlink:href=\"#DejaVuSans-74\"/>\r\n      <use x=\"364.599609\" xlink:href=\"#DejaVuSans-69\"/>\r\n      <use x=\"392.382812\" xlink:href=\"#DejaVuSans-73\"/>\r\n      <use x=\"444.482422\" xlink:href=\"#DejaVuSans-66\"/>\r\n      <use x=\"479.6875\" xlink:href=\"#DejaVuSans-61\"/>\r\n      <use x=\"540.966797\" xlink:href=\"#DejaVuSans-63\"/>\r\n      <use x=\"595.947266\" xlink:href=\"#DejaVuSans-74\"/>\r\n      <use x=\"635.15625\" xlink:href=\"#DejaVuSans-69\"/>\r\n      <use x=\"662.939453\" xlink:href=\"#DejaVuSans-6f\"/>\r\n      <use x=\"724.121094\" xlink:href=\"#DejaVuSans-6e\"/>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"line2d_13\">\r\n    <defs>\r\n     <path d=\"M 0 3 \r\nC 0.795609 3 1.55874 2.683901 2.12132 2.12132 \r\nC 2.683901 1.55874 3 0.795609 3 0 \r\nC 3 -0.795609 2.683901 -1.55874 2.12132 -2.12132 \r\nC 1.55874 -2.683901 0.795609 -3 0 -3 \r\nC -0.795609 -3 -1.55874 -2.683901 -2.12132 -2.12132 \r\nC -2.683901 -1.55874 -3 -0.795609 -3 0 \r\nC -3 0.795609 -2.683901 1.55874 -2.12132 2.12132 \r\nC -1.55874 2.683901 -0.795609 3 0 3 \r\nz\r\n\" id=\"m76502c7472\" style=\"stroke:#0000ff;\"/>\r\n    </defs>\r\n    <g clip-path=\"url(#p035fa6301e)\">\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"89.065045\" xlink:href=\"#m76502c7472\" y=\"72.319063\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"90.840954\" xlink:href=\"#m76502c7472\" y=\"78.375063\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"103.85421\" xlink:href=\"#m76502c7472\" y=\"88.973062\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"105.040322\" xlink:href=\"#m76502c7472\" y=\"75.347063\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"121.275547\" xlink:href=\"#m76502c7472\" y=\"70.805063\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"127.295017\" xlink:href=\"#m76502c7472\" y=\"78.375063\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"130.899254\" xlink:href=\"#m76502c7472\" y=\"90.487063\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"135.808749\" xlink:href=\"#m76502c7472\" y=\"85.945063\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"143.28877\" xlink:href=\"#m76502c7472\" y=\"76.861063\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"167.119856\" xlink:href=\"#m76502c7472\" y=\"64.749063\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"173.2978\" xlink:href=\"#m76502c7472\" y=\"75.347063\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"185.702129\" xlink:href=\"#m76502c7472\" y=\"72.319063\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"197.86305\" xlink:href=\"#m76502c7472\" y=\"73.833062\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"211.132943\" xlink:href=\"#m76502c7472\" y=\"51.123063\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"219.033959\" xlink:href=\"#m76502c7472\" y=\"52.637063\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"221.95984\" xlink:href=\"#m76502c7472\" y=\"64.749063\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"233.250875\" xlink:href=\"#m76502c7472\" y=\"58.693063\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"237.382947\" xlink:href=\"#m76502c7472\" y=\"57.179063\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"241.921772\" xlink:href=\"#m76502c7472\" y=\"51.123063\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"248.227397\" xlink:href=\"#m76502c7472\" y=\"52.637063\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"249.486476\" xlink:href=\"#m76502c7472\" y=\"52.637063\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"250.047938\" xlink:href=\"#m76502c7472\" y=\"58.693063\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"250.264586\" xlink:href=\"#m76502c7472\" y=\"60.207063\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"278.568848\" xlink:href=\"#m76502c7472\" y=\"54.151063\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"283.158008\" xlink:href=\"#m76502c7472\" y=\"49.609063\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"283.656162\" xlink:href=\"#m76502c7472\" y=\"52.637063\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"285.461887\" xlink:href=\"#m76502c7472\" y=\"57.179063\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"289.006763\" xlink:href=\"#m76502c7472\" y=\"49.609063\"/>\r\n     <use style=\"fill:#0000ff;stroke:#0000ff;\" x=\"306.145767\" xlink:href=\"#m76502c7472\" y=\"54.151063\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"line2d_14\">\r\n    <defs>\r\n     <path d=\"M -3 3 \r\nL 3 3 \r\nL 3 -3 \r\nL -3 -3 \r\nz\r\n\" id=\"macc7f17e8f\" style=\"stroke:#ff0000;stroke-linejoin:miter;\"/>\r\n    </defs>\r\n    <g clip-path=\"url(#p035fa6301e)\">\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;stroke-linejoin:miter;\" x=\"87.277723\" xlink:href=\"#macc7f17e8f\" y=\"57.179063\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;stroke-linejoin:miter;\" x=\"88.853148\" xlink:href=\"#macc7f17e8f\" y=\"61.721063\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;stroke-linejoin:miter;\" x=\"108.966655\" xlink:href=\"#macc7f17e8f\" y=\"61.721063\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;stroke-linejoin:miter;\" x=\"127.150305\" xlink:href=\"#macc7f17e8f\" y=\"64.749063\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;stroke-linejoin:miter;\" x=\"394.449022\" xlink:href=\"#macc7f17e8f\" y=\"51.123063\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;stroke-linejoin:miter;\" x=\"421.627834\" xlink:href=\"#macc7f17e8f\" y=\"49.609063\"/>\r\n     <use style=\"fill:#ff0000;stroke:#ff0000;stroke-linejoin:miter;\" x=\"520.619674\" xlink:href=\"#macc7f17e8f\" y=\"58.693063\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"line2d_15\">\r\n    <path clip-path=\"url(#p035fa6301e)\" d=\"M 47.019375 75.90679 \r\nL 557.794375 37.307253 \r\nL 557.794375 37.307253 \r\n\" style=\"fill:none;stroke:#ff0000;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;\"/>\r\n   </g>\r\n   <g id=\"line2d_16\">\r\n    <path clip-path=\"url(#p035fa6301e)\" d=\"M 47.019375 89.683843 \r\nL 557.794375 7.88698 \r\nL 557.794375 7.88698 \r\n\" style=\"fill:none;stroke:#0000ff;stroke-dasharray:1.5,2.475;stroke-dashoffset:0;stroke-width:1.5;\"/>\r\n   </g>\r\n   <g id=\"line2d_17\">\r\n    <path clip-path=\"url(#p035fa6301e)\" d=\"M 47.019375 81.122735 \r\nL 557.794375 27.528104 \r\nL 557.794375 27.528104 \r\n\" style=\"fill:none;stroke:#0000ff;stroke-linecap:square;stroke-width:1.5;\"/>\r\n   </g>\r\n   <g id=\"patch_3\">\r\n    <path d=\"M 47.019375 163.159062 \r\nL 47.019375 11.759063 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_4\">\r\n    <path d=\"M 557.794375 163.159062 \r\nL 557.794375 11.759063 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_5\">\r\n    <path d=\"M 47.019375 163.159062 \r\nL 557.794375 163.159062 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_6\">\r\n    <path d=\"M 47.019375 11.759063 \r\nL 557.794375 11.759063 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"legend_1\">\r\n    <g id=\"patch_7\">\r\n     <path d=\"M 316.97875 158.159062 \r\nL 550.794375 158.159062 \r\nQ 552.794375 158.159062 552.794375 156.159062 \r\nL 552.794375 113.124687 \r\nQ 552.794375 111.124687 550.794375 111.124687 \r\nL 316.97875 111.124687 \r\nQ 314.97875 111.124687 314.97875 113.124687 \r\nL 314.97875 156.159062 \r\nQ 314.97875 158.159062 316.97875 158.159062 \r\nz\r\n\" style=\"fill:#ffffff;opacity:0.8;stroke:#cccccc;stroke-linejoin:miter;\"/>\r\n    </g>\r\n    <g id=\"line2d_18\">\r\n     <path d=\"M 318.97875 119.223125 \r\nL 338.97875 119.223125 \r\n\" style=\"fill:none;stroke:#ff0000;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;\"/>\r\n    </g>\r\n    <g id=\"line2d_19\"/>\r\n    <g id=\"text_15\">\r\n     <!-- Linear model on all data -->\r\n     <defs>\r\n      <path d=\"M 52 44.1875 \r\nQ 55.375 50.25 60.0625 53.125 \r\nQ 64.75 56 71.09375 56 \r\nQ 79.640625 56 84.28125 50.015625 \r\nQ 88.921875 44.046875 88.921875 33.015625 \r\nL 88.921875 0 \r\nL 79.890625 0 \r\nL 79.890625 32.71875 \r\nQ 79.890625 40.578125 77.09375 44.375 \r\nQ 74.3125 48.1875 68.609375 48.1875 \r\nQ 61.625 48.1875 57.5625 43.546875 \r\nQ 53.515625 38.921875 53.515625 30.90625 \r\nL 53.515625 0 \r\nL 44.484375 0 \r\nL 44.484375 32.71875 \r\nQ 44.484375 40.625 41.703125 44.40625 \r\nQ 38.921875 48.1875 33.109375 48.1875 \r\nQ 26.21875 48.1875 22.15625 43.53125 \r\nQ 18.109375 38.875 18.109375 30.90625 \r\nL 18.109375 0 \r\nL 9.078125 0 \r\nL 9.078125 54.6875 \r\nL 18.109375 54.6875 \r\nL 18.109375 46.1875 \r\nQ 21.1875 51.21875 25.484375 53.609375 \r\nQ 29.78125 56 35.6875 56 \r\nQ 41.65625 56 45.828125 52.96875 \r\nQ 50 49.953125 52 44.1875 \r\nz\r\n\" id=\"DejaVuSans-6d\"/>\r\n      <path d=\"M 45.40625 46.390625 \r\nL 45.40625 75.984375 \r\nL 54.390625 75.984375 \r\nL 54.390625 0 \r\nL 45.40625 0 \r\nL 45.40625 8.203125 \r\nQ 42.578125 3.328125 38.25 0.953125 \r\nQ 33.9375 -1.421875 27.875 -1.421875 \r\nQ 17.96875 -1.421875 11.734375 6.484375 \r\nQ 5.515625 14.40625 5.515625 27.296875 \r\nQ 5.515625 40.1875 11.734375 48.09375 \r\nQ 17.96875 56 27.875 56 \r\nQ 33.9375 56 38.25 53.625 \r\nQ 42.578125 51.265625 45.40625 46.390625 \r\nz\r\nM 14.796875 27.296875 \r\nQ 14.796875 17.390625 18.875 11.75 \r\nQ 22.953125 6.109375 30.078125 6.109375 \r\nQ 37.203125 6.109375 41.296875 11.75 \r\nQ 45.40625 17.390625 45.40625 27.296875 \r\nQ 45.40625 37.203125 41.296875 42.84375 \r\nQ 37.203125 48.484375 30.078125 48.484375 \r\nQ 22.953125 48.484375 18.875 42.84375 \r\nQ 14.796875 37.203125 14.796875 27.296875 \r\nz\r\n\" id=\"DejaVuSans-64\"/>\r\n      <path d=\"M 9.421875 75.984375 \r\nL 18.40625 75.984375 \r\nL 18.40625 0 \r\nL 9.421875 0 \r\nz\r\n\" id=\"DejaVuSans-6c\"/>\r\n     </defs>\r\n     <g transform=\"translate(346.97875 122.723125)scale(0.1 -0.1)\">\r\n      <use xlink:href=\"#DejaVuSans-4c\"/>\r\n      <use x=\"55.712891\" xlink:href=\"#DejaVuSans-69\"/>\r\n      <use x=\"83.496094\" xlink:href=\"#DejaVuSans-6e\"/>\r\n      <use x=\"146.875\" xlink:href=\"#DejaVuSans-65\"/>\r\n      <use x=\"208.398438\" xlink:href=\"#DejaVuSans-61\"/>\r\n      <use x=\"269.677734\" xlink:href=\"#DejaVuSans-72\"/>\r\n      <use x=\"310.791016\" xlink:href=\"#DejaVuSans-20\"/>\r\n      <use x=\"342.578125\" xlink:href=\"#DejaVuSans-6d\"/>\r\n      <use x=\"439.990234\" xlink:href=\"#DejaVuSans-6f\"/>\r\n      <use x=\"501.171875\" xlink:href=\"#DejaVuSans-64\"/>\r\n      <use x=\"564.648438\" xlink:href=\"#DejaVuSans-65\"/>\r\n      <use x=\"626.171875\" xlink:href=\"#DejaVuSans-6c\"/>\r\n      <use x=\"653.955078\" xlink:href=\"#DejaVuSans-20\"/>\r\n      <use x=\"685.742188\" xlink:href=\"#DejaVuSans-6f\"/>\r\n      <use x=\"746.923828\" xlink:href=\"#DejaVuSans-6e\"/>\r\n      <use x=\"810.302734\" xlink:href=\"#DejaVuSans-20\"/>\r\n      <use x=\"842.089844\" xlink:href=\"#DejaVuSans-61\"/>\r\n      <use x=\"903.369141\" xlink:href=\"#DejaVuSans-6c\"/>\r\n      <use x=\"931.152344\" xlink:href=\"#DejaVuSans-6c\"/>\r\n      <use x=\"958.935547\" xlink:href=\"#DejaVuSans-20\"/>\r\n      <use x=\"990.722656\" xlink:href=\"#DejaVuSans-64\"/>\r\n      <use x=\"1054.199219\" xlink:href=\"#DejaVuSans-61\"/>\r\n      <use x=\"1115.478516\" xlink:href=\"#DejaVuSans-74\"/>\r\n      <use x=\"1154.6875\" xlink:href=\"#DejaVuSans-61\"/>\r\n     </g>\r\n    </g>\r\n    <g id=\"line2d_20\">\r\n     <path d=\"M 318.97875 133.90125 \r\nL 338.97875 133.90125 \r\n\" style=\"fill:none;stroke:#0000ff;stroke-dasharray:1.5,2.475;stroke-dashoffset:0;stroke-width:1.5;\"/>\r\n    </g>\r\n    <g id=\"line2d_21\"/>\r\n    <g id=\"text_16\">\r\n     <!-- Linear model on partial data -->\r\n     <g transform=\"translate(346.97875 137.40125)scale(0.1 -0.1)\">\r\n      <use xlink:href=\"#DejaVuSans-4c\"/>\r\n      <use x=\"55.712891\" xlink:href=\"#DejaVuSans-69\"/>\r\n      <use x=\"83.496094\" xlink:href=\"#DejaVuSans-6e\"/>\r\n      <use x=\"146.875\" xlink:href=\"#DejaVuSans-65\"/>\r\n      <use x=\"208.398438\" xlink:href=\"#DejaVuSans-61\"/>\r\n      <use x=\"269.677734\" xlink:href=\"#DejaVuSans-72\"/>\r\n      <use x=\"310.791016\" xlink:href=\"#DejaVuSans-20\"/>\r\n      <use x=\"342.578125\" xlink:href=\"#DejaVuSans-6d\"/>\r\n      <use x=\"439.990234\" xlink:href=\"#DejaVuSans-6f\"/>\r\n      <use x=\"501.171875\" xlink:href=\"#DejaVuSans-64\"/>\r\n      <use x=\"564.648438\" xlink:href=\"#DejaVuSans-65\"/>\r\n      <use x=\"626.171875\" xlink:href=\"#DejaVuSans-6c\"/>\r\n      <use x=\"653.955078\" xlink:href=\"#DejaVuSans-20\"/>\r\n      <use x=\"685.742188\" xlink:href=\"#DejaVuSans-6f\"/>\r\n      <use x=\"746.923828\" xlink:href=\"#DejaVuSans-6e\"/>\r\n      <use x=\"810.302734\" xlink:href=\"#DejaVuSans-20\"/>\r\n      <use x=\"842.089844\" xlink:href=\"#DejaVuSans-70\"/>\r\n      <use x=\"905.566406\" xlink:href=\"#DejaVuSans-61\"/>\r\n      <use x=\"966.845703\" xlink:href=\"#DejaVuSans-72\"/>\r\n      <use x=\"1007.958984\" xlink:href=\"#DejaVuSans-74\"/>\r\n      <use x=\"1047.167969\" xlink:href=\"#DejaVuSans-69\"/>\r\n      <use x=\"1074.951172\" xlink:href=\"#DejaVuSans-61\"/>\r\n      <use x=\"1136.230469\" xlink:href=\"#DejaVuSans-6c\"/>\r\n      <use x=\"1164.013672\" xlink:href=\"#DejaVuSans-20\"/>\r\n      <use x=\"1195.800781\" xlink:href=\"#DejaVuSans-64\"/>\r\n      <use x=\"1259.277344\" xlink:href=\"#DejaVuSans-61\"/>\r\n      <use x=\"1320.556641\" xlink:href=\"#DejaVuSans-74\"/>\r\n      <use x=\"1359.765625\" xlink:href=\"#DejaVuSans-61\"/>\r\n     </g>\r\n    </g>\r\n    <g id=\"line2d_22\">\r\n     <path d=\"M 318.97875 148.579375 \r\nL 338.97875 148.579375 \r\n\" style=\"fill:none;stroke:#0000ff;stroke-linecap:square;stroke-width:1.5;\"/>\r\n    </g>\r\n    <g id=\"line2d_23\"/>\r\n    <g id=\"text_17\">\r\n     <!-- Regularized linear model on partial data -->\r\n     <defs>\r\n      <path d=\"M 44.390625 34.1875 \r\nQ 47.5625 33.109375 50.5625 29.59375 \r\nQ 53.5625 26.078125 56.59375 19.921875 \r\nL 66.609375 0 \r\nL 56 0 \r\nL 46.6875 18.703125 \r\nQ 43.0625 26.03125 39.671875 28.421875 \r\nQ 36.28125 30.8125 30.421875 30.8125 \r\nL 19.671875 30.8125 \r\nL 19.671875 0 \r\nL 9.8125 0 \r\nL 9.8125 72.90625 \r\nL 32.078125 72.90625 \r\nQ 44.578125 72.90625 50.734375 67.671875 \r\nQ 56.890625 62.453125 56.890625 51.90625 \r\nQ 56.890625 45.015625 53.6875 40.46875 \r\nQ 50.484375 35.9375 44.390625 34.1875 \r\nz\r\nM 19.671875 64.796875 \r\nL 19.671875 38.921875 \r\nL 32.078125 38.921875 \r\nQ 39.203125 38.921875 42.84375 42.21875 \r\nQ 46.484375 45.515625 46.484375 51.90625 \r\nQ 46.484375 58.296875 42.84375 61.546875 \r\nQ 39.203125 64.796875 32.078125 64.796875 \r\nz\r\n\" id=\"DejaVuSans-52\"/>\r\n      <path d=\"M 45.40625 27.984375 \r\nQ 45.40625 37.75 41.375 43.109375 \r\nQ 37.359375 48.484375 30.078125 48.484375 \r\nQ 22.859375 48.484375 18.828125 43.109375 \r\nQ 14.796875 37.75 14.796875 27.984375 \r\nQ 14.796875 18.265625 18.828125 12.890625 \r\nQ 22.859375 7.515625 30.078125 7.515625 \r\nQ 37.359375 7.515625 41.375 12.890625 \r\nQ 45.40625 18.265625 45.40625 27.984375 \r\nz\r\nM 54.390625 6.78125 \r\nQ 54.390625 -7.171875 48.1875 -13.984375 \r\nQ 42 -20.796875 29.203125 -20.796875 \r\nQ 24.46875 -20.796875 20.265625 -20.09375 \r\nQ 16.0625 -19.390625 12.109375 -17.921875 \r\nL 12.109375 -9.1875 \r\nQ 16.0625 -11.328125 19.921875 -12.34375 \r\nQ 23.78125 -13.375 27.78125 -13.375 \r\nQ 36.625 -13.375 41.015625 -8.765625 \r\nQ 45.40625 -4.15625 45.40625 5.171875 \r\nL 45.40625 9.625 \r\nQ 42.625 4.78125 38.28125 2.390625 \r\nQ 33.9375 0 27.875 0 \r\nQ 17.828125 0 11.671875 7.65625 \r\nQ 5.515625 15.328125 5.515625 27.984375 \r\nQ 5.515625 40.671875 11.671875 48.328125 \r\nQ 17.828125 56 27.875 56 \r\nQ 33.9375 56 38.28125 53.609375 \r\nQ 42.625 51.21875 45.40625 46.390625 \r\nL 45.40625 54.6875 \r\nL 54.390625 54.6875 \r\nz\r\n\" id=\"DejaVuSans-67\"/>\r\n      <path d=\"M 8.5 21.578125 \r\nL 8.5 54.6875 \r\nL 17.484375 54.6875 \r\nL 17.484375 21.921875 \r\nQ 17.484375 14.15625 20.5 10.265625 \r\nQ 23.53125 6.390625 29.59375 6.390625 \r\nQ 36.859375 6.390625 41.078125 11.03125 \r\nQ 45.3125 15.671875 45.3125 23.6875 \r\nL 45.3125 54.6875 \r\nL 54.296875 54.6875 \r\nL 54.296875 0 \r\nL 45.3125 0 \r\nL 45.3125 8.40625 \r\nQ 42.046875 3.421875 37.71875 1 \r\nQ 33.40625 -1.421875 27.6875 -1.421875 \r\nQ 18.265625 -1.421875 13.375 4.4375 \r\nQ 8.5 10.296875 8.5 21.578125 \r\nz\r\nM 31.109375 56 \r\nz\r\n\" id=\"DejaVuSans-75\"/>\r\n      <path d=\"M 5.515625 54.6875 \r\nL 48.1875 54.6875 \r\nL 48.1875 46.484375 \r\nL 14.40625 7.171875 \r\nL 48.1875 7.171875 \r\nL 48.1875 0 \r\nL 4.296875 0 \r\nL 4.296875 8.203125 \r\nL 38.09375 47.515625 \r\nL 5.515625 47.515625 \r\nz\r\n\" id=\"DejaVuSans-7a\"/>\r\n     </defs>\r\n     <g transform=\"translate(346.97875 152.079375)scale(0.1 -0.1)\">\r\n      <use xlink:href=\"#DejaVuSans-52\"/>\r\n      <use x=\"69.419922\" xlink:href=\"#DejaVuSans-65\"/>\r\n      <use x=\"130.943359\" xlink:href=\"#DejaVuSans-67\"/>\r\n      <use x=\"194.419922\" xlink:href=\"#DejaVuSans-75\"/>\r\n      <use x=\"257.798828\" xlink:href=\"#DejaVuSans-6c\"/>\r\n      <use x=\"285.582031\" xlink:href=\"#DejaVuSans-61\"/>\r\n      <use x=\"346.861328\" xlink:href=\"#DejaVuSans-72\"/>\r\n      <use x=\"387.974609\" xlink:href=\"#DejaVuSans-69\"/>\r\n      <use x=\"415.757812\" xlink:href=\"#DejaVuSans-7a\"/>\r\n      <use x=\"468.248047\" xlink:href=\"#DejaVuSans-65\"/>\r\n      <use x=\"529.771484\" xlink:href=\"#DejaVuSans-64\"/>\r\n      <use x=\"593.248047\" xlink:href=\"#DejaVuSans-20\"/>\r\n      <use x=\"625.035156\" xlink:href=\"#DejaVuSans-6c\"/>\r\n      <use x=\"652.818359\" xlink:href=\"#DejaVuSans-69\"/>\r\n      <use x=\"680.601562\" xlink:href=\"#DejaVuSans-6e\"/>\r\n      <use x=\"743.980469\" xlink:href=\"#DejaVuSans-65\"/>\r\n      <use x=\"805.503906\" xlink:href=\"#DejaVuSans-61\"/>\r\n      <use x=\"866.783203\" xlink:href=\"#DejaVuSans-72\"/>\r\n      <use x=\"907.896484\" xlink:href=\"#DejaVuSans-20\"/>\r\n      <use x=\"939.683594\" xlink:href=\"#DejaVuSans-6d\"/>\r\n      <use x=\"1037.095703\" xlink:href=\"#DejaVuSans-6f\"/>\r\n      <use x=\"1098.277344\" xlink:href=\"#DejaVuSans-64\"/>\r\n      <use x=\"1161.753906\" xlink:href=\"#DejaVuSans-65\"/>\r\n      <use x=\"1223.277344\" xlink:href=\"#DejaVuSans-6c\"/>\r\n      <use x=\"1251.060547\" xlink:href=\"#DejaVuSans-20\"/>\r\n      <use x=\"1282.847656\" xlink:href=\"#DejaVuSans-6f\"/>\r\n      <use x=\"1344.029297\" xlink:href=\"#DejaVuSans-6e\"/>\r\n      <use x=\"1407.408203\" xlink:href=\"#DejaVuSans-20\"/>\r\n      <use x=\"1439.195312\" xlink:href=\"#DejaVuSans-70\"/>\r\n      <use x=\"1502.671875\" xlink:href=\"#DejaVuSans-61\"/>\r\n      <use x=\"1563.951172\" xlink:href=\"#DejaVuSans-72\"/>\r\n      <use x=\"1605.064453\" xlink:href=\"#DejaVuSans-74\"/>\r\n      <use x=\"1644.273438\" xlink:href=\"#DejaVuSans-69\"/>\r\n      <use x=\"1672.056641\" xlink:href=\"#DejaVuSans-61\"/>\r\n      <use x=\"1733.335938\" xlink:href=\"#DejaVuSans-6c\"/>\r\n      <use x=\"1761.119141\" xlink:href=\"#DejaVuSans-20\"/>\r\n      <use x=\"1792.90625\" xlink:href=\"#DejaVuSans-64\"/>\r\n      <use x=\"1856.382812\" xlink:href=\"#DejaVuSans-61\"/>\r\n      <use x=\"1917.662109\" xlink:href=\"#DejaVuSans-74\"/>\r\n      <use x=\"1956.871094\" xlink:href=\"#DejaVuSans-61\"/>\r\n     </g>\r\n    </g>\r\n   </g>\r\n  </g>\r\n </g>\r\n <defs>\r\n  <clipPath id=\"p035fa6301e\">\r\n   <rect height=\"151.4\" width=\"510.775\" x=\"47.019375\" y=\"11.759063\"/>\r\n  </clipPath>\r\n </defs>\r\n</svg>\r\n",
      "image/png": "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\n"
     },
     "metadata": {}
    }
   ],
   "source": [
    "plt.figure(figsize=(8,3))\n",
    "\n",
    "plt.xlabel(\"GDP per capita\")\n",
    "plt.ylabel('Life satisfaction')\n",
    "\n",
    "plt.plot(list(sample_data[\"GDP per capita\"]), list(sample_data[\"Life satisfaction\"]), \"bo\")\n",
    "plt.plot(list(missing_data[\"GDP per capita\"]), list(missing_data[\"Life satisfaction\"]), \"rs\")\n",
    "\n",
    "X = np.linspace(0, 110000, 1000)\n",
    "plt.plot(X, t0full + t1full * X, \"r--\", label=\"Linear model on all data\")\n",
    "plt.plot(X, t0 + t1*X, \"b:\", label=\"Linear model on partial data\")\n",
    "\n",
    "ridge = linear_model.Ridge(alpha=10**9.5)\n",
    "Xsample = np.c_[sample_data[\"GDP per capita\"]]\n",
    "ysample = np.c_[sample_data[\"Life satisfaction\"]]\n",
    "ridge.fit(Xsample, ysample)\n",
    "t0ridge, t1ridge = ridge.intercept_[0], ridge.coef_[0][0]\n",
    "plt.plot(X, t0ridge + t1ridge * X, \"b\", label=\"Regularized linear model on partial data\")\n",
    "\n",
    "plt.legend(loc=\"lower right\")\n",
    "plt.axis([0, 110000, 0, 10])\n",
    "plt.xlabel(\"GDP per capita (USD)\")\n",
    "save_fig('ridge_model_plot')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [],
   "source": [
    "backup = oecd_bli, gdp_per_capita\n",
    "\n",
    "def prepare_country_stats(oecd_bli, gdp_per_capita):\n",
    "    return sample_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 替换线性模型\n",
    "model = sklearn.linear_model.LinearRegression()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 选用K近邻回归算法\n",
    "import sklearn.neighbors\n",
    "model = sklearn.neighbors.KNeighborsRegressor(n_neighbors=3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": "[[5.76666667]]\n"
    }
   ],
   "source": [
    "X = np.c_[country_stats[\"GDP per capita\"]]\n",
    "y = np.c_[country_stats[\"Life satisfaction\"]]\n",
    "\n",
    "# Train the model\n",
    "model.fit(X, y)\n",
    "\n",
    "# Make a prediction for Cyprus\n",
    "X_new = np.array([[22587.0]])  # Cyprus' GDP per capita\n",
    "print(model.predict(X_new)) # outputs [[ 5.76666667]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5-final"
  },
  "orig_nbformat": 2,
  "kernelspec": {
   "name": "python3",
   "display_name": "Python 3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}