{
 "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": "3.7.0"
  },
  "orig_nbformat": 2,
  "kernelspec": {
   "name": "python37364bit8d3b438fb5fc4430a93ac2cb74d693a7",
   "display_name": "Python 3.7.0 64-bit ('3.7')"
  },
  "metadata": {
   "interpreter": {
    "hash": "70b38d7a306a849643e446cd70466270a13445e5987dfa1344ef2b127438fa4d"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2,
 "cells": [
  {
   "source": [
    "# Nigerian Music scraped from Spotify - an analysis"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "Requirement already satisfied: seaborn in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (0.11.1)\n",
      "Requirement already satisfied: pandas>=0.23 in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (from seaborn) (1.1.2)\n",
      "Requirement already satisfied: matplotlib>=2.2 in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (from seaborn) (3.1.0)\n",
      "Requirement already satisfied: scipy>=1.0 in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (from seaborn) (1.4.1)\n",
      "Requirement already satisfied: numpy>=1.15 in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (from seaborn) (1.19.2)\n",
      "Requirement already satisfied: python-dateutil>=2.7.3 in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (from pandas>=0.23->seaborn) (2.8.0)\n",
      "Requirement already satisfied: pytz>=2017.2 in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (from pandas>=0.23->seaborn) (2019.1)\n",
      "Requirement already satisfied: kiwisolver>=1.0.1 in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (from matplotlib>=2.2->seaborn) (1.1.0)\n",
      "Requirement already satisfied: cycler>=0.10 in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (from matplotlib>=2.2->seaborn) (0.10.0)\n",
      "Requirement already satisfied: pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.1 in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (from matplotlib>=2.2->seaborn) (2.4.0)\n",
      "Requirement already satisfied: six>=1.5 in /Users/jenlooper/Library/Python/3.7/lib/python/site-packages (from python-dateutil>=2.7.3->pandas>=0.23->seaborn) (1.12.0)\n",
      "Requirement already satisfied: setuptools in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (from kiwisolver>=1.0.1->matplotlib>=2.2->seaborn) (45.1.0)\n",
      "\u001b[33mWARNING: You are using pip version 20.2.3; however, version 21.1.2 is available.\n",
      "You should consider upgrading via the '/Library/Frameworks/Python.framework/Versions/3.7/bin/python3.7 -m pip install --upgrade pip' command.\u001b[0m\n",
      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    }
   ],
   "source": [
    "pip install seaborn"
   ]
  },
  {
   "source": [
    "Start where we finished in the last lesson, with data imported and filtered."
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "                       name                         album  \\\n",
       "0                    Sparky            Mandy & The Jungle   \n",
       "1                shuga rush  EVERYTHING YOU HEARD IS TRUE   \n",
       "2                     LITT!                         LITT!   \n",
       "3  Confident / Feeling Cool               Enjoy Your Life   \n",
       "4                wanted you                         rare.   \n",
       "\n",
       "                artist artist_top_genre  release_date  length  popularity  \\\n",
       "0        Cruel Santino  alternative r&b          2019  144000          48   \n",
       "1  Odunsi (The Engine)          afropop          2020   89488          30   \n",
       "2                 AYLØ        indie r&b          2018  207758          40   \n",
       "3           Lady Donli     nigerian pop          2019  175135          14   \n",
       "4  Odunsi (The Engine)          afropop          2018  152049          25   \n",
       "\n",
       "   danceability  acousticness  energy  instrumentalness  liveness  loudness  \\\n",
       "0         0.666        0.8510   0.420          0.534000    0.1100    -6.699   \n",
       "1         0.710        0.0822   0.683          0.000169    0.1010    -5.640   \n",
       "2         0.836        0.2720   0.564          0.000537    0.1100    -7.127   \n",
       "3         0.894        0.7980   0.611          0.000187    0.0964    -4.961   \n",
       "4         0.702        0.1160   0.833          0.910000    0.3480    -6.044   \n",
       "\n",
       "   speechiness    tempo  time_signature  \n",
       "0       0.0829  133.015               5  \n",
       "1       0.3600  129.993               3  \n",
       "2       0.0424  130.005               4  \n",
       "3       0.1130  111.087               4  \n",
       "4       0.0447  105.115               4  "
      ],
      "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>name</th>\n      <th>album</th>\n      <th>artist</th>\n      <th>artist_top_genre</th>\n      <th>release_date</th>\n      <th>length</th>\n      <th>popularity</th>\n      <th>danceability</th>\n      <th>acousticness</th>\n      <th>energy</th>\n      <th>instrumentalness</th>\n      <th>liveness</th>\n      <th>loudness</th>\n      <th>speechiness</th>\n      <th>tempo</th>\n      <th>time_signature</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>Sparky</td>\n      <td>Mandy &amp; The Jungle</td>\n      <td>Cruel Santino</td>\n      <td>alternative r&amp;b</td>\n      <td>2019</td>\n      <td>144000</td>\n      <td>48</td>\n      <td>0.666</td>\n      <td>0.8510</td>\n      <td>0.420</td>\n      <td>0.534000</td>\n      <td>0.1100</td>\n      <td>-6.699</td>\n      <td>0.0829</td>\n      <td>133.015</td>\n      <td>5</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>shuga rush</td>\n      <td>EVERYTHING YOU HEARD IS TRUE</td>\n      <td>Odunsi (The Engine)</td>\n      <td>afropop</td>\n      <td>2020</td>\n      <td>89488</td>\n      <td>30</td>\n      <td>0.710</td>\n      <td>0.0822</td>\n      <td>0.683</td>\n      <td>0.000169</td>\n      <td>0.1010</td>\n      <td>-5.640</td>\n      <td>0.3600</td>\n      <td>129.993</td>\n      <td>3</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>LITT!</td>\n      <td>LITT!</td>\n      <td>AYLØ</td>\n      <td>indie r&amp;b</td>\n      <td>2018</td>\n      <td>207758</td>\n      <td>40</td>\n      <td>0.836</td>\n      <td>0.2720</td>\n      <td>0.564</td>\n      <td>0.000537</td>\n      <td>0.1100</td>\n      <td>-7.127</td>\n      <td>0.0424</td>\n      <td>130.005</td>\n      <td>4</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>Confident / Feeling Cool</td>\n      <td>Enjoy Your Life</td>\n      <td>Lady Donli</td>\n      <td>nigerian pop</td>\n      <td>2019</td>\n      <td>175135</td>\n      <td>14</td>\n      <td>0.894</td>\n      <td>0.7980</td>\n      <td>0.611</td>\n      <td>0.000187</td>\n      <td>0.0964</td>\n      <td>-4.961</td>\n      <td>0.1130</td>\n      <td>111.087</td>\n      <td>4</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>wanted you</td>\n      <td>rare.</td>\n      <td>Odunsi (The Engine)</td>\n      <td>afropop</td>\n      <td>2018</td>\n      <td>152049</td>\n      <td>25</td>\n      <td>0.702</td>\n      <td>0.1160</td>\n      <td>0.833</td>\n      <td>0.910000</td>\n      <td>0.3480</td>\n      <td>-6.044</td>\n      <td>0.0447</td>\n      <td>105.115</td>\n      <td>4</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {},
     "execution_count": 11
    }
   ],
   "source": [
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "\n",
    "\n",
    "df = pd.read_csv(\"../../data/nigerian-songs.csv\")\n",
    "df.head()"
   ]
  },
  {
   "source": [
    "We will focus only on 3 genres. Maybe we can get 3 clusters built!"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Top genres')"
      ]
     },
     "metadata": {},
     "execution_count": 12
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 720x504 with 1 Axes>",
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<!-- Created with matplotlib (https://matplotlib.org/) -->\n<svg height=\"474.468454pt\" version=\"1.1\" viewBox=\"0 0 598.4875 474.468454\" width=\"598.4875pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n <defs>\n  <style type=\"text/css\">\n*{stroke-linecap:butt;stroke-linejoin:round;white-space:pre;}\n  </style>\n </defs>\n <g id=\"figure_1\">\n  <g id=\"patch_1\">\n   <path d=\"M 0 474.468454 \nL 598.4875 474.468454 \nL 598.4875 0 \nL 0 0 \nz\n\" style=\"fill:none;\"/>\n  </g>\n  <g id=\"axes_1\">\n   <g id=\"patch_2\">\n    <path d=\"M 33.2875 402.838125 \nL 591.2875 402.838125 \nL 591.2875 22.318125 \nL 33.2875 22.318125 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g id=\"patch_3\">\n    <path clip-path=\"url(#p3897eb18a2)\" d=\"M 51.8875 402.838125 \nL 200.6875 402.838125 \nL 200.6875 40.438125 \nL 51.8875 40.438125 \nz\n\" style=\"fill:#3274a1;\"/>\n   </g>\n   <g id=\"patch_4\">\n    <path clip-path=\"url(#p3897eb18a2)\" d=\"M 237.8875 402.838125 \nL 386.6875 402.838125 \nL 386.6875 295.525504 \nL 237.8875 295.525504 \nz\n\" style=\"fill:#e1812c;\"/>\n   </g>\n   <g id=\"patch_5\">\n    <path clip-path=\"url(#p3897eb18a2)\" d=\"M 423.8875 402.838125 \nL 572.6875 402.838125 \nL 572.6875 369.412882 \nL 423.8875 369.412882 \nz\n\" style=\"fill:#3a923a;\"/>\n   </g>\n   <g id=\"matplotlib.axis_1\">\n    <g id=\"xtick_1\">\n     <g id=\"line2d_1\">\n      <defs>\n       <path d=\"M 0 0 \nL 0 3.5 \n\" id=\"m25e6aaa0af\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"126.2875\" xlink:href=\"#m25e6aaa0af\" y=\"402.838125\"/>\n      </g>\n     </g>\n     <g id=\"text_1\">\n      <!-- afro dancehall -->\n      <defs>\n       <path d=\"M 34.28125 27.484375 \nQ 23.390625 27.484375 19.1875 25 \nQ 14.984375 22.515625 14.984375 16.5 \nQ 14.984375 11.71875 18.140625 8.90625 \nQ 21.296875 6.109375 26.703125 6.109375 \nQ 34.1875 6.109375 38.703125 11.40625 \nQ 43.21875 16.703125 43.21875 25.484375 \nL 43.21875 27.484375 \nz\nM 52.203125 31.203125 \nL 52.203125 0 \nL 43.21875 0 \nL 43.21875 8.296875 \nQ 40.140625 3.328125 35.546875 0.953125 \nQ 30.953125 -1.421875 24.3125 -1.421875 \nQ 15.921875 -1.421875 10.953125 3.296875 \nQ 6 8.015625 6 15.921875 \nQ 6 25.140625 12.171875 29.828125 \nQ 18.359375 34.515625 30.609375 34.515625 \nL 43.21875 34.515625 \nL 43.21875 35.40625 \nQ 43.21875 41.609375 39.140625 45 \nQ 35.0625 48.390625 27.6875 48.390625 \nQ 23 48.390625 18.546875 47.265625 \nQ 14.109375 46.140625 10.015625 43.890625 \nL 10.015625 52.203125 \nQ 14.9375 54.109375 19.578125 55.046875 \nQ 24.21875 56 28.609375 56 \nQ 40.484375 56 46.34375 49.84375 \nQ 52.203125 43.703125 52.203125 31.203125 \nz\n\" id=\"DejaVuSans-97\"/>\n       <path d=\"M 37.109375 75.984375 \nL 37.109375 68.5 \nL 28.515625 68.5 \nQ 23.6875 68.5 21.796875 66.546875 \nQ 19.921875 64.59375 19.921875 59.515625 \nL 19.921875 54.6875 \nL 34.71875 54.6875 \nL 34.71875 47.703125 \nL 19.921875 47.703125 \nL 19.921875 0 \nL 10.890625 0 \nL 10.890625 47.703125 \nL 2.296875 47.703125 \nL 2.296875 54.6875 \nL 10.890625 54.6875 \nL 10.890625 58.5 \nQ 10.890625 67.625 15.140625 71.796875 \nQ 19.390625 75.984375 28.609375 75.984375 \nz\n\" id=\"DejaVuSans-102\"/>\n       <path d=\"M 41.109375 46.296875 \nQ 39.59375 47.171875 37.8125 47.578125 \nQ 36.03125 48 33.890625 48 \nQ 26.265625 48 22.1875 43.046875 \nQ 18.109375 38.09375 18.109375 28.8125 \nL 18.109375 0 \nL 9.078125 0 \nL 9.078125 54.6875 \nL 18.109375 54.6875 \nL 18.109375 46.1875 \nQ 20.953125 51.171875 25.484375 53.578125 \nQ 30.03125 56 36.53125 56 \nQ 37.453125 56 38.578125 55.875 \nQ 39.703125 55.765625 41.0625 55.515625 \nz\n\" id=\"DejaVuSans-114\"/>\n       <path d=\"M 30.609375 48.390625 \nQ 23.390625 48.390625 19.1875 42.75 \nQ 14.984375 37.109375 14.984375 27.296875 \nQ 14.984375 17.484375 19.15625 11.84375 \nQ 23.34375 6.203125 30.609375 6.203125 \nQ 37.796875 6.203125 41.984375 11.859375 \nQ 46.1875 17.53125 46.1875 27.296875 \nQ 46.1875 37.015625 41.984375 42.703125 \nQ 37.796875 48.390625 30.609375 48.390625 \nz\nM 30.609375 56 \nQ 42.328125 56 49.015625 48.375 \nQ 55.71875 40.765625 55.71875 27.296875 \nQ 55.71875 13.875 49.015625 6.21875 \nQ 42.328125 -1.421875 30.609375 -1.421875 \nQ 18.84375 -1.421875 12.171875 6.21875 \nQ 5.515625 13.875 5.515625 27.296875 \nQ 5.515625 40.765625 12.171875 48.375 \nQ 18.84375 56 30.609375 56 \nz\n\" id=\"DejaVuSans-111\"/>\n       <path id=\"DejaVuSans-32\"/>\n       <path d=\"M 45.40625 46.390625 \nL 45.40625 75.984375 \nL 54.390625 75.984375 \nL 54.390625 0 \nL 45.40625 0 \nL 45.40625 8.203125 \nQ 42.578125 3.328125 38.25 0.953125 \nQ 33.9375 -1.421875 27.875 -1.421875 \nQ 17.96875 -1.421875 11.734375 6.484375 \nQ 5.515625 14.40625 5.515625 27.296875 \nQ 5.515625 40.1875 11.734375 48.09375 \nQ 17.96875 56 27.875 56 \nQ 33.9375 56 38.25 53.625 \nQ 42.578125 51.265625 45.40625 46.390625 \nz\nM 14.796875 27.296875 \nQ 14.796875 17.390625 18.875 11.75 \nQ 22.953125 6.109375 30.078125 6.109375 \nQ 37.203125 6.109375 41.296875 11.75 \nQ 45.40625 17.390625 45.40625 27.296875 \nQ 45.40625 37.203125 41.296875 42.84375 \nQ 37.203125 48.484375 30.078125 48.484375 \nQ 22.953125 48.484375 18.875 42.84375 \nQ 14.796875 37.203125 14.796875 27.296875 \nz\n\" id=\"DejaVuSans-100\"/>\n       <path d=\"M 54.890625 33.015625 \nL 54.890625 0 \nL 45.90625 0 \nL 45.90625 32.71875 \nQ 45.90625 40.484375 42.875 44.328125 \nQ 39.84375 48.1875 33.796875 48.1875 \nQ 26.515625 48.1875 22.3125 43.546875 \nQ 18.109375 38.921875 18.109375 30.90625 \nL 18.109375 0 \nL 9.078125 0 \nL 9.078125 54.6875 \nL 18.109375 54.6875 \nL 18.109375 46.1875 \nQ 21.34375 51.125 25.703125 53.5625 \nQ 30.078125 56 35.796875 56 \nQ 45.21875 56 50.046875 50.171875 \nQ 54.890625 44.34375 54.890625 33.015625 \nz\n\" id=\"DejaVuSans-110\"/>\n       <path d=\"M 48.78125 52.59375 \nL 48.78125 44.1875 \nQ 44.96875 46.296875 41.140625 47.34375 \nQ 37.3125 48.390625 33.40625 48.390625 \nQ 24.65625 48.390625 19.8125 42.84375 \nQ 14.984375 37.3125 14.984375 27.296875 \nQ 14.984375 17.28125 19.8125 11.734375 \nQ 24.65625 6.203125 33.40625 6.203125 \nQ 37.3125 6.203125 41.140625 7.25 \nQ 44.96875 8.296875 48.78125 10.40625 \nL 48.78125 2.09375 \nQ 45.015625 0.34375 40.984375 -0.53125 \nQ 36.96875 -1.421875 32.421875 -1.421875 \nQ 20.0625 -1.421875 12.78125 6.34375 \nQ 5.515625 14.109375 5.515625 27.296875 \nQ 5.515625 40.671875 12.859375 48.328125 \nQ 20.21875 56 33.015625 56 \nQ 37.15625 56 41.109375 55.140625 \nQ 45.0625 54.296875 48.78125 52.59375 \nz\n\" id=\"DejaVuSans-99\"/>\n       <path d=\"M 56.203125 29.59375 \nL 56.203125 25.203125 \nL 14.890625 25.203125 \nQ 15.484375 15.921875 20.484375 11.0625 \nQ 25.484375 6.203125 34.421875 6.203125 \nQ 39.59375 6.203125 44.453125 7.46875 \nQ 49.3125 8.734375 54.109375 11.28125 \nL 54.109375 2.78125 \nQ 49.265625 0.734375 44.1875 -0.34375 \nQ 39.109375 -1.421875 33.890625 -1.421875 \nQ 20.796875 -1.421875 13.15625 6.1875 \nQ 5.515625 13.8125 5.515625 26.8125 \nQ 5.515625 40.234375 12.765625 48.109375 \nQ 20.015625 56 32.328125 56 \nQ 43.359375 56 49.78125 48.890625 \nQ 56.203125 41.796875 56.203125 29.59375 \nz\nM 47.21875 32.234375 \nQ 47.125 39.59375 43.09375 43.984375 \nQ 39.0625 48.390625 32.421875 48.390625 \nQ 24.90625 48.390625 20.390625 44.140625 \nQ 15.875 39.890625 15.1875 32.171875 \nz\n\" id=\"DejaVuSans-101\"/>\n       <path d=\"M 54.890625 33.015625 \nL 54.890625 0 \nL 45.90625 0 \nL 45.90625 32.71875 \nQ 45.90625 40.484375 42.875 44.328125 \nQ 39.84375 48.1875 33.796875 48.1875 \nQ 26.515625 48.1875 22.3125 43.546875 \nQ 18.109375 38.921875 18.109375 30.90625 \nL 18.109375 0 \nL 9.078125 0 \nL 9.078125 75.984375 \nL 18.109375 75.984375 \nL 18.109375 46.1875 \nQ 21.34375 51.125 25.703125 53.5625 \nQ 30.078125 56 35.796875 56 \nQ 45.21875 56 50.046875 50.171875 \nQ 54.890625 44.34375 54.890625 33.015625 \nz\n\" id=\"DejaVuSans-104\"/>\n       <path d=\"M 9.421875 75.984375 \nL 18.40625 75.984375 \nL 18.40625 0 \nL 9.421875 0 \nz\n\" id=\"DejaVuSans-108\"/>\n      </defs>\n      <g transform=\"translate(102.945242 465.797893)rotate(-45)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"61.279297\" xlink:href=\"#DejaVuSans-102\"/>\n       <use x=\"96.484375\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"137.566406\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"198.748047\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"230.535156\" xlink:href=\"#DejaVuSans-100\"/>\n       <use x=\"294.011719\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"355.291016\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"418.669922\" xlink:href=\"#DejaVuSans-99\"/>\n       <use x=\"473.650391\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"535.173828\" xlink:href=\"#DejaVuSans-104\"/>\n       <use x=\"598.552734\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"659.832031\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"687.615234\" xlink:href=\"#DejaVuSans-108\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_2\">\n     <g id=\"line2d_2\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"312.2875\" xlink:href=\"#m25e6aaa0af\" y=\"402.838125\"/>\n      </g>\n     </g>\n     <g id=\"text_2\">\n      <!-- afropop -->\n      <defs>\n       <path d=\"M 18.109375 8.203125 \nL 18.109375 -20.796875 \nL 9.078125 -20.796875 \nL 9.078125 54.6875 \nL 18.109375 54.6875 \nL 18.109375 46.390625 \nQ 20.953125 51.265625 25.265625 53.625 \nQ 29.59375 56 35.59375 56 \nQ 45.5625 56 51.78125 48.09375 \nQ 58.015625 40.1875 58.015625 27.296875 \nQ 58.015625 14.40625 51.78125 6.484375 \nQ 45.5625 -1.421875 35.59375 -1.421875 \nQ 29.59375 -1.421875 25.265625 0.953125 \nQ 20.953125 3.328125 18.109375 8.203125 \nz\nM 48.6875 27.296875 \nQ 48.6875 37.203125 44.609375 42.84375 \nQ 40.53125 48.484375 33.40625 48.484375 \nQ 26.265625 48.484375 22.1875 42.84375 \nQ 18.109375 37.203125 18.109375 27.296875 \nQ 18.109375 17.390625 22.1875 11.75 \nQ 26.265625 6.109375 33.40625 6.109375 \nQ 40.53125 6.109375 44.609375 11.75 \nQ 48.6875 17.390625 48.6875 27.296875 \nz\n\" id=\"DejaVuSans-112\"/>\n      </defs>\n      <g transform=\"translate(300.559471 442.569435)rotate(-45)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"61.279297\" xlink:href=\"#DejaVuSans-102\"/>\n       <use x=\"96.484375\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"137.566406\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"198.748047\" xlink:href=\"#DejaVuSans-112\"/>\n       <use x=\"262.224609\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"323.40625\" xlink:href=\"#DejaVuSans-112\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_3\">\n     <g id=\"line2d_3\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"498.2875\" xlink:href=\"#m25e6aaa0af\" y=\"402.838125\"/>\n      </g>\n     </g>\n     <g id=\"text_3\">\n      <!-- nigerian pop -->\n      <defs>\n       <path d=\"M 9.421875 54.6875 \nL 18.40625 54.6875 \nL 18.40625 0 \nL 9.421875 0 \nz\nM 9.421875 75.984375 \nL 18.40625 75.984375 \nL 18.40625 64.59375 \nL 9.421875 64.59375 \nz\n\" id=\"DejaVuSans-105\"/>\n       <path d=\"M 45.40625 27.984375 \nQ 45.40625 37.75 41.375 43.109375 \nQ 37.359375 48.484375 30.078125 48.484375 \nQ 22.859375 48.484375 18.828125 43.109375 \nQ 14.796875 37.75 14.796875 27.984375 \nQ 14.796875 18.265625 18.828125 12.890625 \nQ 22.859375 7.515625 30.078125 7.515625 \nQ 37.359375 7.515625 41.375 12.890625 \nQ 45.40625 18.265625 45.40625 27.984375 \nz\nM 54.390625 6.78125 \nQ 54.390625 -7.171875 48.1875 -13.984375 \nQ 42 -20.796875 29.203125 -20.796875 \nQ 24.46875 -20.796875 20.265625 -20.09375 \nQ 16.0625 -19.390625 12.109375 -17.921875 \nL 12.109375 -9.1875 \nQ 16.0625 -11.328125 19.921875 -12.34375 \nQ 23.78125 -13.375 27.78125 -13.375 \nQ 36.625 -13.375 41.015625 -8.765625 \nQ 45.40625 -4.15625 45.40625 5.171875 \nL 45.40625 9.625 \nQ 42.625 4.78125 38.28125 2.390625 \nQ 33.9375 0 27.875 0 \nQ 17.828125 0 11.671875 7.65625 \nQ 5.515625 15.328125 5.515625 27.984375 \nQ 5.515625 40.671875 11.671875 48.328125 \nQ 17.828125 56 27.875 56 \nQ 33.9375 56 38.28125 53.609375 \nQ 42.625 51.21875 45.40625 46.390625 \nL 45.40625 54.6875 \nL 54.390625 54.6875 \nz\n\" id=\"DejaVuSans-103\"/>\n      </defs>\n      <g transform=\"translate(477.976963 459.734452)rotate(-45)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"63.378906\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"91.162109\" xlink:href=\"#DejaVuSans-103\"/>\n       <use x=\"154.638672\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"216.162109\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"257.275391\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"285.058594\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"346.337891\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"409.716797\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"441.503906\" xlink:href=\"#DejaVuSans-112\"/>\n       <use x=\"504.980469\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"566.162109\" xlink:href=\"#DejaVuSans-112\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_2\">\n    <g id=\"ytick_1\">\n     <g id=\"line2d_4\">\n      <defs>\n       <path d=\"M 0 0 \nL -3.5 0 \n\" id=\"me42b912ca6\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"33.2875\" xlink:href=\"#me42b912ca6\" y=\"402.838125\"/>\n      </g>\n     </g>\n     <g id=\"text_4\">\n      <!-- 0 -->\n      <defs>\n       <path d=\"M 31.78125 66.40625 \nQ 24.171875 66.40625 20.328125 58.90625 \nQ 16.5 51.421875 16.5 36.375 \nQ 16.5 21.390625 20.328125 13.890625 \nQ 24.171875 6.390625 31.78125 6.390625 \nQ 39.453125 6.390625 43.28125 13.890625 \nQ 47.125 21.390625 47.125 36.375 \nQ 47.125 51.421875 43.28125 58.90625 \nQ 39.453125 66.40625 31.78125 66.40625 \nz\nM 31.78125 74.21875 \nQ 44.046875 74.21875 50.515625 64.515625 \nQ 56.984375 54.828125 56.984375 36.375 \nQ 56.984375 17.96875 50.515625 8.265625 \nQ 44.046875 -1.421875 31.78125 -1.421875 \nQ 19.53125 -1.421875 13.0625 8.265625 \nQ 6.59375 17.96875 6.59375 36.375 \nQ 6.59375 54.828125 13.0625 64.515625 \nQ 19.53125 74.21875 31.78125 74.21875 \nz\n\" id=\"DejaVuSans-48\"/>\n      </defs>\n      <g transform=\"translate(19.925 406.637344)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_2\">\n     <g id=\"line2d_5\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"33.2875\" xlink:href=\"#me42b912ca6\" y=\"358.857542\"/>\n      </g>\n     </g>\n     <g id=\"text_5\">\n      <!-- 25 -->\n      <defs>\n       <path d=\"M 19.1875 8.296875 \nL 53.609375 8.296875 \nL 53.609375 0 \nL 7.328125 0 \nL 7.328125 8.296875 \nQ 12.9375 14.109375 22.625 23.890625 \nQ 32.328125 33.6875 34.8125 36.53125 \nQ 39.546875 41.84375 41.421875 45.53125 \nQ 43.3125 49.21875 43.3125 52.78125 \nQ 43.3125 58.59375 39.234375 62.25 \nQ 35.15625 65.921875 28.609375 65.921875 \nQ 23.96875 65.921875 18.8125 64.3125 \nQ 13.671875 62.703125 7.8125 59.421875 \nL 7.8125 69.390625 \nQ 13.765625 71.78125 18.9375 73 \nQ 24.125 74.21875 28.421875 74.21875 \nQ 39.75 74.21875 46.484375 68.546875 \nQ 53.21875 62.890625 53.21875 53.421875 \nQ 53.21875 48.921875 51.53125 44.890625 \nQ 49.859375 40.875 45.40625 35.40625 \nQ 44.1875 33.984375 37.640625 27.21875 \nQ 31.109375 20.453125 19.1875 8.296875 \nz\n\" id=\"DejaVuSans-50\"/>\n       <path d=\"M 10.796875 72.90625 \nL 49.515625 72.90625 \nL 49.515625 64.59375 \nL 19.828125 64.59375 \nL 19.828125 46.734375 \nQ 21.96875 47.46875 24.109375 47.828125 \nQ 26.265625 48.1875 28.421875 48.1875 \nQ 40.625 48.1875 47.75 41.5 \nQ 54.890625 34.8125 54.890625 23.390625 \nQ 54.890625 11.625 47.5625 5.09375 \nQ 40.234375 -1.421875 26.90625 -1.421875 \nQ 22.3125 -1.421875 17.546875 -0.640625 \nQ 12.796875 0.140625 7.71875 1.703125 \nL 7.71875 11.625 \nQ 12.109375 9.234375 16.796875 8.0625 \nQ 21.484375 6.890625 26.703125 6.890625 \nQ 35.15625 6.890625 40.078125 11.328125 \nQ 45.015625 15.765625 45.015625 23.390625 \nQ 45.015625 31 40.078125 35.4375 \nQ 35.15625 39.890625 26.703125 39.890625 \nQ 22.75 39.890625 18.8125 39.015625 \nQ 14.890625 38.140625 10.796875 36.28125 \nz\n\" id=\"DejaVuSans-53\"/>\n      </defs>\n      <g transform=\"translate(13.5625 362.656761)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_3\">\n     <g id=\"line2d_6\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"33.2875\" xlink:href=\"#me42b912ca6\" y=\"314.87696\"/>\n      </g>\n     </g>\n     <g id=\"text_6\">\n      <!-- 50 -->\n      <g transform=\"translate(13.5625 318.676179)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-53\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_4\">\n     <g id=\"line2d_7\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"33.2875\" xlink:href=\"#me42b912ca6\" y=\"270.896377\"/>\n      </g>\n     </g>\n     <g id=\"text_7\">\n      <!-- 75 -->\n      <defs>\n       <path d=\"M 8.203125 72.90625 \nL 55.078125 72.90625 \nL 55.078125 68.703125 \nL 28.609375 0 \nL 18.3125 0 \nL 43.21875 64.59375 \nL 8.203125 64.59375 \nz\n\" id=\"DejaVuSans-55\"/>\n      </defs>\n      <g transform=\"translate(13.5625 274.695596)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-55\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_5\">\n     <g id=\"line2d_8\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"33.2875\" xlink:href=\"#me42b912ca6\" y=\"226.915795\"/>\n      </g>\n     </g>\n     <g id=\"text_8\">\n      <!-- 100 -->\n      <defs>\n       <path d=\"M 12.40625 8.296875 \nL 28.515625 8.296875 \nL 28.515625 63.921875 \nL 10.984375 60.40625 \nL 10.984375 69.390625 \nL 28.421875 72.90625 \nL 38.28125 72.90625 \nL 38.28125 8.296875 \nL 54.390625 8.296875 \nL 54.390625 0 \nL 12.40625 0 \nz\n\" id=\"DejaVuSans-49\"/>\n      </defs>\n      <g transform=\"translate(7.2 230.715014)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_6\">\n     <g id=\"line2d_9\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"33.2875\" xlink:href=\"#me42b912ca6\" y=\"182.935212\"/>\n      </g>\n     </g>\n     <g id=\"text_9\">\n      <!-- 125 -->\n      <g transform=\"translate(7.2 186.734431)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_7\">\n     <g id=\"line2d_10\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"33.2875\" xlink:href=\"#me42b912ca6\" y=\"138.95463\"/>\n      </g>\n     </g>\n     <g id=\"text_10\">\n      <!-- 150 -->\n      <g transform=\"translate(7.2 142.753849)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-53\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_8\">\n     <g id=\"line2d_11\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"33.2875\" xlink:href=\"#me42b912ca6\" y=\"94.974047\"/>\n      </g>\n     </g>\n     <g id=\"text_11\">\n      <!-- 175 -->\n      <g transform=\"translate(7.2 98.773266)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-55\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_9\">\n     <g id=\"line2d_12\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"33.2875\" xlink:href=\"#me42b912ca6\" y=\"50.993465\"/>\n      </g>\n     </g>\n     <g id=\"text_12\">\n      <!-- 200 -->\n      <g transform=\"translate(7.2 54.792684)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"line2d_13\">\n    <path clip-path=\"url(#p3897eb18a2)\" d=\"M 0 0 \n\" style=\"fill:none;stroke:#424242;stroke-linecap:square;stroke-width:2.7;\"/>\n   </g>\n   <g id=\"line2d_14\">\n    <path clip-path=\"url(#p3897eb18a2)\" d=\"M 0 0 \n\" style=\"fill:none;stroke:#424242;stroke-linecap:square;stroke-width:2.7;\"/>\n   </g>\n   <g id=\"line2d_15\">\n    <path clip-path=\"url(#p3897eb18a2)\" d=\"M 0 0 \n\" style=\"fill:none;stroke:#424242;stroke-linecap:square;stroke-width:2.7;\"/>\n   </g>\n   <g id=\"patch_6\">\n    <path d=\"M 33.2875 402.838125 \nL 33.2875 22.318125 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_7\">\n    <path d=\"M 591.2875 402.838125 \nL 591.2875 22.318125 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_8\">\n    <path d=\"M 33.2875 402.838125 \nL 591.2875 402.838125 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_9\">\n    <path d=\"M 33.2875 22.318125 \nL 591.2875 22.318125 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"text_13\">\n    <!-- Top genres -->\n    <defs>\n     <path d=\"M -0.296875 72.90625 \nL 61.375 72.90625 \nL 61.375 64.59375 \nL 35.5 64.59375 \nL 35.5 0 \nL 25.59375 0 \nL 25.59375 64.59375 \nL -0.296875 64.59375 \nz\n\" id=\"DejaVuSans-84\"/>\n     <path d=\"M 44.28125 53.078125 \nL 44.28125 44.578125 \nQ 40.484375 46.53125 36.375 47.5 \nQ 32.28125 48.484375 27.875 48.484375 \nQ 21.1875 48.484375 17.84375 46.4375 \nQ 14.5 44.390625 14.5 40.28125 \nQ 14.5 37.15625 16.890625 35.375 \nQ 19.28125 33.59375 26.515625 31.984375 \nL 29.59375 31.296875 \nQ 39.15625 29.25 43.1875 25.515625 \nQ 47.21875 21.78125 47.21875 15.09375 \nQ 47.21875 7.46875 41.1875 3.015625 \nQ 35.15625 -1.421875 24.609375 -1.421875 \nQ 20.21875 -1.421875 15.453125 -0.5625 \nQ 10.6875 0.296875 5.421875 2 \nL 5.421875 11.28125 \nQ 10.40625 8.6875 15.234375 7.390625 \nQ 20.0625 6.109375 24.8125 6.109375 \nQ 31.15625 6.109375 34.5625 8.28125 \nQ 37.984375 10.453125 37.984375 14.40625 \nQ 37.984375 18.0625 35.515625 20.015625 \nQ 33.0625 21.96875 24.703125 23.78125 \nL 21.578125 24.515625 \nQ 13.234375 26.265625 9.515625 29.90625 \nQ 5.8125 33.546875 5.8125 39.890625 \nQ 5.8125 47.609375 11.28125 51.796875 \nQ 16.75 56 26.8125 56 \nQ 31.78125 56 36.171875 55.265625 \nQ 40.578125 54.546875 44.28125 53.078125 \nz\n\" id=\"DejaVuSans-115\"/>\n    </defs>\n    <g style=\"fill:#0000ff;\" transform=\"translate(278.665938 16.318125)scale(0.12 -0.12)\">\n     <use xlink:href=\"#DejaVuSans-84\"/>\n     <use x=\"60.818359\" xlink:href=\"#DejaVuSans-111\"/>\n     <use x=\"122\" xlink:href=\"#DejaVuSans-112\"/>\n     <use x=\"185.476562\" xlink:href=\"#DejaVuSans-32\"/>\n     <use x=\"217.263672\" xlink:href=\"#DejaVuSans-103\"/>\n     <use x=\"280.740234\" xlink:href=\"#DejaVuSans-101\"/>\n     <use x=\"342.263672\" xlink:href=\"#DejaVuSans-110\"/>\n     <use x=\"405.642578\" xlink:href=\"#DejaVuSans-114\"/>\n     <use x=\"446.724609\" xlink:href=\"#DejaVuSans-101\"/>\n     <use x=\"508.248047\" xlink:href=\"#DejaVuSans-115\"/>\n    </g>\n   </g>\n  </g>\n </g>\n <defs>\n  <clipPath id=\"p3897eb18a2\">\n   <rect height=\"380.52\" width=\"558\" x=\"33.2875\" y=\"22.318125\"/>\n  </clipPath>\n </defs>\n</svg>\n",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "df = df[(df['artist_top_genre'] == 'afro dancehall') | (df['artist_top_genre'] == 'afropop') | (df['artist_top_genre'] == 'nigerian pop')]\n",
    "df = df[(df['popularity'] > 0)]\n",
    "top = df['artist_top_genre'].value_counts()\n",
    "plt.figure(figsize=(10,7))\n",
    "sns.barplot(x=top.index,y=top.values)\n",
    "plt.xticks(rotation=45)\n",
    "plt.title('Top genres',color = 'blue')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "                       name                         album  \\\n",
       "1                shuga rush  EVERYTHING YOU HEARD IS TRUE   \n",
       "3  Confident / Feeling Cool               Enjoy Your Life   \n",
       "4                wanted you                         rare.   \n",
       "5                    Kasala                      Pioneers   \n",
       "6                   Pull Up             Everything Pretty   \n",
       "\n",
       "                artist artist_top_genre  release_date  length  popularity  \\\n",
       "1  Odunsi (The Engine)          afropop          2020   89488          30   \n",
       "3           Lady Donli     nigerian pop          2019  175135          14   \n",
       "4  Odunsi (The Engine)          afropop          2018  152049          25   \n",
       "5          DRB Lasgidi     nigerian pop          2020  184800          26   \n",
       "6          prettyboydo     nigerian pop          2018  202648          29   \n",
       "\n",
       "   danceability  acousticness  energy  instrumentalness  liveness  loudness  \\\n",
       "1         0.710        0.0822   0.683          0.000169    0.1010    -5.640   \n",
       "3         0.894        0.7980   0.611          0.000187    0.0964    -4.961   \n",
       "4         0.702        0.1160   0.833          0.910000    0.3480    -6.044   \n",
       "5         0.803        0.1270   0.525          0.000007    0.1290   -10.034   \n",
       "6         0.818        0.4520   0.587          0.004490    0.5900    -9.840   \n",
       "\n",
       "   speechiness    tempo  time_signature  \n",
       "1       0.3600  129.993               3  \n",
       "3       0.1130  111.087               4  \n",
       "4       0.0447  105.115               4  \n",
       "5       0.1970  100.103               4  \n",
       "6       0.1990   95.842               4  "
      ],
      "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>name</th>\n      <th>album</th>\n      <th>artist</th>\n      <th>artist_top_genre</th>\n      <th>release_date</th>\n      <th>length</th>\n      <th>popularity</th>\n      <th>danceability</th>\n      <th>acousticness</th>\n      <th>energy</th>\n      <th>instrumentalness</th>\n      <th>liveness</th>\n      <th>loudness</th>\n      <th>speechiness</th>\n      <th>tempo</th>\n      <th>time_signature</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>1</th>\n      <td>shuga rush</td>\n      <td>EVERYTHING YOU HEARD IS TRUE</td>\n      <td>Odunsi (The Engine)</td>\n      <td>afropop</td>\n      <td>2020</td>\n      <td>89488</td>\n      <td>30</td>\n      <td>0.710</td>\n      <td>0.0822</td>\n      <td>0.683</td>\n      <td>0.000169</td>\n      <td>0.1010</td>\n      <td>-5.640</td>\n      <td>0.3600</td>\n      <td>129.993</td>\n      <td>3</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>Confident / Feeling Cool</td>\n      <td>Enjoy Your Life</td>\n      <td>Lady Donli</td>\n      <td>nigerian pop</td>\n      <td>2019</td>\n      <td>175135</td>\n      <td>14</td>\n      <td>0.894</td>\n      <td>0.7980</td>\n      <td>0.611</td>\n      <td>0.000187</td>\n      <td>0.0964</td>\n      <td>-4.961</td>\n      <td>0.1130</td>\n      <td>111.087</td>\n      <td>4</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>wanted you</td>\n      <td>rare.</td>\n      <td>Odunsi (The Engine)</td>\n      <td>afropop</td>\n      <td>2018</td>\n      <td>152049</td>\n      <td>25</td>\n      <td>0.702</td>\n      <td>0.1160</td>\n      <td>0.833</td>\n      <td>0.910000</td>\n      <td>0.3480</td>\n      <td>-6.044</td>\n      <td>0.0447</td>\n      <td>105.115</td>\n      <td>4</td>\n    </tr>\n    <tr>\n      <th>5</th>\n      <td>Kasala</td>\n      <td>Pioneers</td>\n      <td>DRB Lasgidi</td>\n      <td>nigerian pop</td>\n      <td>2020</td>\n      <td>184800</td>\n      <td>26</td>\n      <td>0.803</td>\n      <td>0.1270</td>\n      <td>0.525</td>\n      <td>0.000007</td>\n      <td>0.1290</td>\n      <td>-10.034</td>\n      <td>0.1970</td>\n      <td>100.103</td>\n      <td>4</td>\n    </tr>\n    <tr>\n      <th>6</th>\n      <td>Pull Up</td>\n      <td>Everything Pretty</td>\n      <td>prettyboydo</td>\n      <td>nigerian pop</td>\n      <td>2018</td>\n      <td>202648</td>\n      <td>29</td>\n      <td>0.818</td>\n      <td>0.4520</td>\n      <td>0.587</td>\n      <td>0.004490</td>\n      <td>0.5900</td>\n      <td>-9.840</td>\n      <td>0.1990</td>\n      <td>95.842</td>\n      <td>4</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {},
     "execution_count": 13
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "source": [
    "How clean is this data? Check for outliers using box plots. We will concentrate on columns with fewer outliers (although you could clean out the outliers). Boxplots can show the range of the data and will help choose which columns to use. Note, Boxplots do not show variance, an important element of good clusterable data (https://stats.stackexchange.com/questions/91536/deduce-variance-from-boxplot)"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fbc18790a20>"
      ]
     },
     "metadata": {},
     "execution_count": 14
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 4000x4000 with 12 Axes>",
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<!-- Created with matplotlib (https://matplotlib.org/) -->\n<svg height=\"1132.234375pt\" version=\"1.1\" viewBox=\"0 0 1136.475526 1132.234375\" width=\"1136.475526pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n <defs>\n  <style type=\"text/css\">\n*{stroke-linecap:butt;stroke-linejoin:round;white-space:pre;}\n  </style>\n </defs>\n <g id=\"figure_1\">\n  <g id=\"patch_1\">\n   <path d=\"M 0 1132.234375 \nL 1136.475526 1132.234375 \nL 1136.475526 0 \nL 0 0 \nz\n\" style=\"fill:none;\"/>\n  </g>\n  <g id=\"axes_1\">\n   <g id=\"patch_2\">\n    <path d=\"M 10.7 243.547826 \nL 338.935294 243.547826 \nL 338.935294 7.2 \nL 10.7 7.2 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g id=\"patch_3\">\n    <path clip-path=\"url(#p2eb0fe637d)\" d=\"M 79.496791 30.834783 \nL 79.496791 219.913043 \nL 190.359091 219.913043 \nL 190.359091 30.834783 \nL 79.496791 30.834783 \nz\n\" style=\"fill:#3274a1;stroke:#3f3f3f;stroke-linejoin:miter;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"matplotlib.axis_1\">\n    <g id=\"xtick_1\">\n     <g id=\"line2d_1\">\n      <defs>\n       <path d=\"M 0 0 \nL 0 3.5 \n\" id=\"m68c942961f\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"21.475401\" xlink:href=\"#m68c942961f\" y=\"243.547826\"/>\n      </g>\n     </g>\n     <g id=\"text_1\">\n      <!-- 0 -->\n      <defs>\n       <path d=\"M 31.78125 66.40625 \nQ 24.171875 66.40625 20.328125 58.90625 \nQ 16.5 51.421875 16.5 36.375 \nQ 16.5 21.390625 20.328125 13.890625 \nQ 24.171875 6.390625 31.78125 6.390625 \nQ 39.453125 6.390625 43.28125 13.890625 \nQ 47.125 21.390625 47.125 36.375 \nQ 47.125 51.421875 43.28125 58.90625 \nQ 39.453125 66.40625 31.78125 66.40625 \nz\nM 31.78125 74.21875 \nQ 44.046875 74.21875 50.515625 64.515625 \nQ 56.984375 54.828125 56.984375 36.375 \nQ 56.984375 17.96875 50.515625 8.265625 \nQ 44.046875 -1.421875 31.78125 -1.421875 \nQ 19.53125 -1.421875 13.0625 8.265625 \nQ 6.59375 17.96875 6.59375 36.375 \nQ 6.59375 54.828125 13.0625 64.515625 \nQ 19.53125 74.21875 31.78125 74.21875 \nz\n\" id=\"DejaVuSans-48\"/>\n      </defs>\n      <g transform=\"translate(18.294151 258.146264)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_2\">\n     <g id=\"line2d_2\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"62.919251\" xlink:href=\"#m68c942961f\" y=\"243.547826\"/>\n      </g>\n     </g>\n     <g id=\"text_2\">\n      <!-- 10 -->\n      <defs>\n       <path d=\"M 12.40625 8.296875 \nL 28.515625 8.296875 \nL 28.515625 63.921875 \nL 10.984375 60.40625 \nL 10.984375 69.390625 \nL 28.421875 72.90625 \nL 38.28125 72.90625 \nL 38.28125 8.296875 \nL 54.390625 8.296875 \nL 54.390625 0 \nL 12.40625 0 \nz\n\" id=\"DejaVuSans-49\"/>\n      </defs>\n      <g transform=\"translate(56.556751 258.146264)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_3\">\n     <g id=\"line2d_3\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"104.363102\" xlink:href=\"#m68c942961f\" y=\"243.547826\"/>\n      </g>\n     </g>\n     <g id=\"text_3\">\n      <!-- 20 -->\n      <defs>\n       <path d=\"M 19.1875 8.296875 \nL 53.609375 8.296875 \nL 53.609375 0 \nL 7.328125 0 \nL 7.328125 8.296875 \nQ 12.9375 14.109375 22.625 23.890625 \nQ 32.328125 33.6875 34.8125 36.53125 \nQ 39.546875 41.84375 41.421875 45.53125 \nQ 43.3125 49.21875 43.3125 52.78125 \nQ 43.3125 58.59375 39.234375 62.25 \nQ 35.15625 65.921875 28.609375 65.921875 \nQ 23.96875 65.921875 18.8125 64.3125 \nQ 13.671875 62.703125 7.8125 59.421875 \nL 7.8125 69.390625 \nQ 13.765625 71.78125 18.9375 73 \nQ 24.125 74.21875 28.421875 74.21875 \nQ 39.75 74.21875 46.484375 68.546875 \nQ 53.21875 62.890625 53.21875 53.421875 \nQ 53.21875 48.921875 51.53125 44.890625 \nQ 49.859375 40.875 45.40625 35.40625 \nQ 44.1875 33.984375 37.640625 27.21875 \nQ 31.109375 20.453125 19.1875 8.296875 \nz\n\" id=\"DejaVuSans-50\"/>\n      </defs>\n      <g transform=\"translate(98.000602 258.146264)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_4\">\n     <g id=\"line2d_4\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"145.806952\" xlink:href=\"#m68c942961f\" y=\"243.547826\"/>\n      </g>\n     </g>\n     <g id=\"text_4\">\n      <!-- 30 -->\n      <defs>\n       <path d=\"M 40.578125 39.3125 \nQ 47.65625 37.796875 51.625 33 \nQ 55.609375 28.21875 55.609375 21.1875 \nQ 55.609375 10.40625 48.1875 4.484375 \nQ 40.765625 -1.421875 27.09375 -1.421875 \nQ 22.515625 -1.421875 17.65625 -0.515625 \nQ 12.796875 0.390625 7.625 2.203125 \nL 7.625 11.71875 \nQ 11.71875 9.328125 16.59375 8.109375 \nQ 21.484375 6.890625 26.8125 6.890625 \nQ 36.078125 6.890625 40.9375 10.546875 \nQ 45.796875 14.203125 45.796875 21.1875 \nQ 45.796875 27.640625 41.28125 31.265625 \nQ 36.765625 34.90625 28.71875 34.90625 \nL 20.21875 34.90625 \nL 20.21875 43.015625 \nL 29.109375 43.015625 \nQ 36.375 43.015625 40.234375 45.921875 \nQ 44.09375 48.828125 44.09375 54.296875 \nQ 44.09375 59.90625 40.109375 62.90625 \nQ 36.140625 65.921875 28.71875 65.921875 \nQ 24.65625 65.921875 20.015625 65.03125 \nQ 15.375 64.15625 9.8125 62.3125 \nL 9.8125 71.09375 \nQ 15.4375 72.65625 20.34375 73.4375 \nQ 25.25 74.21875 29.59375 74.21875 \nQ 40.828125 74.21875 47.359375 69.109375 \nQ 53.90625 64.015625 53.90625 55.328125 \nQ 53.90625 49.265625 50.4375 45.09375 \nQ 46.96875 40.921875 40.578125 39.3125 \nz\n\" id=\"DejaVuSans-51\"/>\n      </defs>\n      <g transform=\"translate(139.444452 258.146264)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-51\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_5\">\n     <g id=\"line2d_5\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"187.250802\" xlink:href=\"#m68c942961f\" y=\"243.547826\"/>\n      </g>\n     </g>\n     <g id=\"text_5\">\n      <!-- 40 -->\n      <defs>\n       <path d=\"M 37.796875 64.3125 \nL 12.890625 25.390625 \nL 37.796875 25.390625 \nz\nM 35.203125 72.90625 \nL 47.609375 72.90625 \nL 47.609375 25.390625 \nL 58.015625 25.390625 \nL 58.015625 17.1875 \nL 47.609375 17.1875 \nL 47.609375 0 \nL 37.796875 0 \nL 37.796875 17.1875 \nL 4.890625 17.1875 \nL 4.890625 26.703125 \nz\n\" id=\"DejaVuSans-52\"/>\n      </defs>\n      <g transform=\"translate(180.888302 258.146264)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-52\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_6\">\n     <g id=\"line2d_6\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"228.694652\" xlink:href=\"#m68c942961f\" y=\"243.547826\"/>\n      </g>\n     </g>\n     <g id=\"text_6\">\n      <!-- 50 -->\n      <defs>\n       <path d=\"M 10.796875 72.90625 \nL 49.515625 72.90625 \nL 49.515625 64.59375 \nL 19.828125 64.59375 \nL 19.828125 46.734375 \nQ 21.96875 47.46875 24.109375 47.828125 \nQ 26.265625 48.1875 28.421875 48.1875 \nQ 40.625 48.1875 47.75 41.5 \nQ 54.890625 34.8125 54.890625 23.390625 \nQ 54.890625 11.625 47.5625 5.09375 \nQ 40.234375 -1.421875 26.90625 -1.421875 \nQ 22.3125 -1.421875 17.546875 -0.640625 \nQ 12.796875 0.140625 7.71875 1.703125 \nL 7.71875 11.625 \nQ 12.109375 9.234375 16.796875 8.0625 \nQ 21.484375 6.890625 26.703125 6.890625 \nQ 35.15625 6.890625 40.078125 11.328125 \nQ 45.015625 15.765625 45.015625 23.390625 \nQ 45.015625 31 40.078125 35.4375 \nQ 35.15625 39.890625 26.703125 39.890625 \nQ 22.75 39.890625 18.8125 39.015625 \nQ 14.890625 38.140625 10.796875 36.28125 \nz\n\" id=\"DejaVuSans-53\"/>\n      </defs>\n      <g transform=\"translate(222.332152 258.146264)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-53\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_7\">\n     <g id=\"line2d_7\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"270.138503\" xlink:href=\"#m68c942961f\" y=\"243.547826\"/>\n      </g>\n     </g>\n     <g id=\"text_7\">\n      <!-- 60 -->\n      <defs>\n       <path d=\"M 33.015625 40.375 \nQ 26.375 40.375 22.484375 35.828125 \nQ 18.609375 31.296875 18.609375 23.390625 \nQ 18.609375 15.53125 22.484375 10.953125 \nQ 26.375 6.390625 33.015625 6.390625 \nQ 39.65625 6.390625 43.53125 10.953125 \nQ 47.40625 15.53125 47.40625 23.390625 \nQ 47.40625 31.296875 43.53125 35.828125 \nQ 39.65625 40.375 33.015625 40.375 \nz\nM 52.59375 71.296875 \nL 52.59375 62.3125 \nQ 48.875 64.0625 45.09375 64.984375 \nQ 41.3125 65.921875 37.59375 65.921875 \nQ 27.828125 65.921875 22.671875 59.328125 \nQ 17.53125 52.734375 16.796875 39.40625 \nQ 19.671875 43.65625 24.015625 45.921875 \nQ 28.375 48.1875 33.59375 48.1875 \nQ 44.578125 48.1875 50.953125 41.515625 \nQ 57.328125 34.859375 57.328125 23.390625 \nQ 57.328125 12.15625 50.6875 5.359375 \nQ 44.046875 -1.421875 33.015625 -1.421875 \nQ 20.359375 -1.421875 13.671875 8.265625 \nQ 6.984375 17.96875 6.984375 36.375 \nQ 6.984375 53.65625 15.1875 63.9375 \nQ 23.390625 74.21875 37.203125 74.21875 \nQ 40.921875 74.21875 44.703125 73.484375 \nQ 48.484375 72.75 52.59375 71.296875 \nz\n\" id=\"DejaVuSans-54\"/>\n      </defs>\n      <g transform=\"translate(263.776003 258.146264)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-54\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_8\">\n     <g id=\"line2d_8\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"311.582353\" xlink:href=\"#m68c942961f\" y=\"243.547826\"/>\n      </g>\n     </g>\n     <g id=\"text_8\">\n      <!-- 70 -->\n      <defs>\n       <path d=\"M 8.203125 72.90625 \nL 55.078125 72.90625 \nL 55.078125 68.703125 \nL 28.609375 0 \nL 18.3125 0 \nL 43.21875 64.59375 \nL 8.203125 64.59375 \nz\n\" id=\"DejaVuSans-55\"/>\n      </defs>\n      <g transform=\"translate(305.219853 258.146264)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-55\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_9\">\n     <!-- popularity -->\n     <defs>\n      <path d=\"M 18.109375 8.203125 \nL 18.109375 -20.796875 \nL 9.078125 -20.796875 \nL 9.078125 54.6875 \nL 18.109375 54.6875 \nL 18.109375 46.390625 \nQ 20.953125 51.265625 25.265625 53.625 \nQ 29.59375 56 35.59375 56 \nQ 45.5625 56 51.78125 48.09375 \nQ 58.015625 40.1875 58.015625 27.296875 \nQ 58.015625 14.40625 51.78125 6.484375 \nQ 45.5625 -1.421875 35.59375 -1.421875 \nQ 29.59375 -1.421875 25.265625 0.953125 \nQ 20.953125 3.328125 18.109375 8.203125 \nz\nM 48.6875 27.296875 \nQ 48.6875 37.203125 44.609375 42.84375 \nQ 40.53125 48.484375 33.40625 48.484375 \nQ 26.265625 48.484375 22.1875 42.84375 \nQ 18.109375 37.203125 18.109375 27.296875 \nQ 18.109375 17.390625 22.1875 11.75 \nQ 26.265625 6.109375 33.40625 6.109375 \nQ 40.53125 6.109375 44.609375 11.75 \nQ 48.6875 17.390625 48.6875 27.296875 \nz\n\" id=\"DejaVuSans-112\"/>\n      <path d=\"M 30.609375 48.390625 \nQ 23.390625 48.390625 19.1875 42.75 \nQ 14.984375 37.109375 14.984375 27.296875 \nQ 14.984375 17.484375 19.15625 11.84375 \nQ 23.34375 6.203125 30.609375 6.203125 \nQ 37.796875 6.203125 41.984375 11.859375 \nQ 46.1875 17.53125 46.1875 27.296875 \nQ 46.1875 37.015625 41.984375 42.703125 \nQ 37.796875 48.390625 30.609375 48.390625 \nz\nM 30.609375 56 \nQ 42.328125 56 49.015625 48.375 \nQ 55.71875 40.765625 55.71875 27.296875 \nQ 55.71875 13.875 49.015625 6.21875 \nQ 42.328125 -1.421875 30.609375 -1.421875 \nQ 18.84375 -1.421875 12.171875 6.21875 \nQ 5.515625 13.875 5.515625 27.296875 \nQ 5.515625 40.765625 12.171875 48.375 \nQ 18.84375 56 30.609375 56 \nz\n\" id=\"DejaVuSans-111\"/>\n      <path d=\"M 8.5 21.578125 \nL 8.5 54.6875 \nL 17.484375 54.6875 \nL 17.484375 21.921875 \nQ 17.484375 14.15625 20.5 10.265625 \nQ 23.53125 6.390625 29.59375 6.390625 \nQ 36.859375 6.390625 41.078125 11.03125 \nQ 45.3125 15.671875 45.3125 23.6875 \nL 45.3125 54.6875 \nL 54.296875 54.6875 \nL 54.296875 0 \nL 45.3125 0 \nL 45.3125 8.40625 \nQ 42.046875 3.421875 37.71875 1 \nQ 33.40625 -1.421875 27.6875 -1.421875 \nQ 18.265625 -1.421875 13.375 4.4375 \nQ 8.5 10.296875 8.5 21.578125 \nz\nM 31.109375 56 \nz\n\" id=\"DejaVuSans-117\"/>\n      <path d=\"M 9.421875 75.984375 \nL 18.40625 75.984375 \nL 18.40625 0 \nL 9.421875 0 \nz\n\" id=\"DejaVuSans-108\"/>\n      <path d=\"M 34.28125 27.484375 \nQ 23.390625 27.484375 19.1875 25 \nQ 14.984375 22.515625 14.984375 16.5 \nQ 14.984375 11.71875 18.140625 8.90625 \nQ 21.296875 6.109375 26.703125 6.109375 \nQ 34.1875 6.109375 38.703125 11.40625 \nQ 43.21875 16.703125 43.21875 25.484375 \nL 43.21875 27.484375 \nz\nM 52.203125 31.203125 \nL 52.203125 0 \nL 43.21875 0 \nL 43.21875 8.296875 \nQ 40.140625 3.328125 35.546875 0.953125 \nQ 30.953125 -1.421875 24.3125 -1.421875 \nQ 15.921875 -1.421875 10.953125 3.296875 \nQ 6 8.015625 6 15.921875 \nQ 6 25.140625 12.171875 29.828125 \nQ 18.359375 34.515625 30.609375 34.515625 \nL 43.21875 34.515625 \nL 43.21875 35.40625 \nQ 43.21875 41.609375 39.140625 45 \nQ 35.0625 48.390625 27.6875 48.390625 \nQ 23 48.390625 18.546875 47.265625 \nQ 14.109375 46.140625 10.015625 43.890625 \nL 10.015625 52.203125 \nQ 14.9375 54.109375 19.578125 55.046875 \nQ 24.21875 56 28.609375 56 \nQ 40.484375 56 46.34375 49.84375 \nQ 52.203125 43.703125 52.203125 31.203125 \nz\n\" id=\"DejaVuSans-97\"/>\n      <path d=\"M 41.109375 46.296875 \nQ 39.59375 47.171875 37.8125 47.578125 \nQ 36.03125 48 33.890625 48 \nQ 26.265625 48 22.1875 43.046875 \nQ 18.109375 38.09375 18.109375 28.8125 \nL 18.109375 0 \nL 9.078125 0 \nL 9.078125 54.6875 \nL 18.109375 54.6875 \nL 18.109375 46.1875 \nQ 20.953125 51.171875 25.484375 53.578125 \nQ 30.03125 56 36.53125 56 \nQ 37.453125 56 38.578125 55.875 \nQ 39.703125 55.765625 41.0625 55.515625 \nz\n\" id=\"DejaVuSans-114\"/>\n      <path d=\"M 9.421875 54.6875 \nL 18.40625 54.6875 \nL 18.40625 0 \nL 9.421875 0 \nz\nM 9.421875 75.984375 \nL 18.40625 75.984375 \nL 18.40625 64.59375 \nL 9.421875 64.59375 \nz\n\" id=\"DejaVuSans-105\"/>\n      <path d=\"M 18.3125 70.21875 \nL 18.3125 54.6875 \nL 36.8125 54.6875 \nL 36.8125 47.703125 \nL 18.3125 47.703125 \nL 18.3125 18.015625 \nQ 18.3125 11.328125 20.140625 9.421875 \nQ 21.96875 7.515625 27.59375 7.515625 \nL 36.8125 7.515625 \nL 36.8125 0 \nL 27.59375 0 \nQ 17.1875 0 13.234375 3.875 \nQ 9.28125 7.765625 9.28125 18.015625 \nL 9.28125 47.703125 \nL 2.6875 47.703125 \nL 2.6875 54.6875 \nL 9.28125 54.6875 \nL 9.28125 70.21875 \nz\n\" id=\"DejaVuSans-116\"/>\n      <path d=\"M 32.171875 -5.078125 \nQ 28.375 -14.84375 24.75 -17.8125 \nQ 21.140625 -20.796875 15.09375 -20.796875 \nL 7.90625 -20.796875 \nL 7.90625 -13.28125 \nL 13.1875 -13.28125 \nQ 16.890625 -13.28125 18.9375 -11.515625 \nQ 21 -9.765625 23.484375 -3.21875 \nL 25.09375 0.875 \nL 2.984375 54.6875 \nL 12.5 54.6875 \nL 29.59375 11.921875 \nL 46.6875 54.6875 \nL 56.203125 54.6875 \nz\n\" id=\"DejaVuSans-121\"/>\n     </defs>\n     <g transform=\"translate(149.423897 271.824389)scale(0.1 -0.1)\">\n      <use xlink:href=\"#DejaVuSans-112\"/>\n      <use x=\"63.476562\" xlink:href=\"#DejaVuSans-111\"/>\n      <use x=\"124.658203\" xlink:href=\"#DejaVuSans-112\"/>\n      <use x=\"188.134766\" xlink:href=\"#DejaVuSans-117\"/>\n      <use x=\"251.513672\" xlink:href=\"#DejaVuSans-108\"/>\n      <use x=\"279.296875\" xlink:href=\"#DejaVuSans-97\"/>\n      <use x=\"340.576172\" xlink:href=\"#DejaVuSans-114\"/>\n      <use x=\"381.689453\" xlink:href=\"#DejaVuSans-105\"/>\n      <use x=\"409.472656\" xlink:href=\"#DejaVuSans-116\"/>\n      <use x=\"448.681641\" xlink:href=\"#DejaVuSans-121\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_2\">\n    <g id=\"ytick_1\">\n     <g id=\"line2d_9\">\n      <defs>\n       <path d=\"M 0 0 \nL -3.5 0 \n\" id=\"m9c301120db\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"10.7\" xlink:href=\"#m9c301120db\" y=\"125.373913\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"line2d_10\">\n    <path clip-path=\"url(#p2eb0fe637d)\" d=\"M 79.496791 125.373913 \nL 25.619786 125.373913 \n\" style=\"fill:none;stroke:#3f3f3f;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_11\">\n    <path clip-path=\"url(#p2eb0fe637d)\" d=\"M 190.359091 125.373913 \nL 324.015508 125.373913 \n\" style=\"fill:none;stroke:#3f3f3f;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_12\">\n    <path clip-path=\"url(#p2eb0fe637d)\" d=\"M 25.619786 78.104348 \nL 25.619786 172.643478 \n\" style=\"fill:none;stroke:#3f3f3f;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_13\">\n    <path clip-path=\"url(#p2eb0fe637d)\" d=\"M 324.015508 78.104348 \nL 324.015508 172.643478 \n\" style=\"fill:none;stroke:#3f3f3f;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_14\"/>\n   <g id=\"line2d_15\">\n    <path clip-path=\"url(#p2eb0fe637d)\" d=\"M 135.445989 30.834783 \nL 135.445989 219.913043 \n\" style=\"fill:none;stroke:#3f3f3f;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"patch_4\">\n    <path d=\"M 10.7 243.547826 \nL 10.7 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_5\">\n    <path d=\"M 338.935294 243.547826 \nL 338.935294 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_6\">\n    <path d=\"M 10.7 243.547826 \nL 338.935294 243.547826 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_7\">\n    <path d=\"M 10.7 7.2 \nL 338.935294 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n  </g>\n  <g id=\"axes_2\">\n   <g id=\"patch_8\">\n    <path d=\"M 404.582353 243.547826 \nL 732.817647 243.547826 \nL 732.817647 7.2 \nL 404.582353 7.2 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g id=\"patch_9\">\n    <path clip-path=\"url(#p5a1f167d67)\" d=\"M 449.736505 30.834783 \nL 449.736505 219.913043 \nL 554.957652 219.913043 \nL 554.957652 30.834783 \nL 449.736505 30.834783 \nz\n\" style=\"fill:#3274a1;stroke:#3f3f3f;stroke-linejoin:miter;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"matplotlib.axis_3\">\n    <g id=\"xtick_9\">\n     <g id=\"line2d_16\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"419.274143\" xlink:href=\"#m68c942961f\" y=\"243.547826\"/>\n      </g>\n     </g>\n     <g id=\"text_10\">\n      <!-- 0.0 -->\n      <defs>\n       <path d=\"M 10.6875 12.40625 \nL 21 12.40625 \nL 21 0 \nL 10.6875 0 \nz\n\" id=\"DejaVuSans-46\"/>\n      </defs>\n      <g transform=\"translate(411.32258 258.146264)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_10\">\n     <g id=\"line2d_17\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"487.844457\" xlink:href=\"#m68c942961f\" y=\"243.547826\"/>\n      </g>\n     </g>\n     <g id=\"text_11\">\n      <!-- 0.2 -->\n      <g transform=\"translate(479.892894 258.146264)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-50\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_11\">\n     <g id=\"line2d_18\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"556.414771\" xlink:href=\"#m68c942961f\" y=\"243.547826\"/>\n      </g>\n     </g>\n     <g id=\"text_12\">\n      <!-- 0.4 -->\n      <g transform=\"translate(548.463209 258.146264)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-52\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_12\">\n     <g id=\"line2d_19\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"624.985085\" xlink:href=\"#m68c942961f\" y=\"243.547826\"/>\n      </g>\n     </g>\n     <g id=\"text_13\">\n      <!-- 0.6 -->\n      <g transform=\"translate(617.033523 258.146264)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-54\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_13\">\n     <g id=\"line2d_20\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"693.555399\" xlink:href=\"#m68c942961f\" y=\"243.547826\"/>\n      </g>\n     </g>\n     <g id=\"text_14\">\n      <!-- 0.8 -->\n      <defs>\n       <path d=\"M 31.78125 34.625 \nQ 24.75 34.625 20.71875 30.859375 \nQ 16.703125 27.09375 16.703125 20.515625 \nQ 16.703125 13.921875 20.71875 10.15625 \nQ 24.75 6.390625 31.78125 6.390625 \nQ 38.8125 6.390625 42.859375 10.171875 \nQ 46.921875 13.96875 46.921875 20.515625 \nQ 46.921875 27.09375 42.890625 30.859375 \nQ 38.875 34.625 31.78125 34.625 \nz\nM 21.921875 38.8125 \nQ 15.578125 40.375 12.03125 44.71875 \nQ 8.5 49.078125 8.5 55.328125 \nQ 8.5 64.0625 14.71875 69.140625 \nQ 20.953125 74.21875 31.78125 74.21875 \nQ 42.671875 74.21875 48.875 69.140625 \nQ 55.078125 64.0625 55.078125 55.328125 \nQ 55.078125 49.078125 51.53125 44.71875 \nQ 48 40.375 41.703125 38.8125 \nQ 48.828125 37.15625 52.796875 32.3125 \nQ 56.78125 27.484375 56.78125 20.515625 \nQ 56.78125 9.90625 50.3125 4.234375 \nQ 43.84375 -1.421875 31.78125 -1.421875 \nQ 19.734375 -1.421875 13.25 4.234375 \nQ 6.78125 9.90625 6.78125 20.515625 \nQ 6.78125 27.484375 10.78125 32.3125 \nQ 14.796875 37.15625 21.921875 38.8125 \nz\nM 18.3125 54.390625 \nQ 18.3125 48.734375 21.84375 45.5625 \nQ 25.390625 42.390625 31.78125 42.390625 \nQ 38.140625 42.390625 41.71875 45.5625 \nQ 45.3125 48.734375 45.3125 54.390625 \nQ 45.3125 60.0625 41.71875 63.234375 \nQ 38.140625 66.40625 31.78125 66.40625 \nQ 25.390625 66.40625 21.84375 63.234375 \nQ 18.3125 60.0625 18.3125 54.390625 \nz\n\" id=\"DejaVuSans-56\"/>\n      </defs>\n      <g transform=\"translate(685.603837 258.146264)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-56\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_15\">\n     <!-- acousticness -->\n     <defs>\n      <path d=\"M 48.78125 52.59375 \nL 48.78125 44.1875 \nQ 44.96875 46.296875 41.140625 47.34375 \nQ 37.3125 48.390625 33.40625 48.390625 \nQ 24.65625 48.390625 19.8125 42.84375 \nQ 14.984375 37.3125 14.984375 27.296875 \nQ 14.984375 17.28125 19.8125 11.734375 \nQ 24.65625 6.203125 33.40625 6.203125 \nQ 37.3125 6.203125 41.140625 7.25 \nQ 44.96875 8.296875 48.78125 10.40625 \nL 48.78125 2.09375 \nQ 45.015625 0.34375 40.984375 -0.53125 \nQ 36.96875 -1.421875 32.421875 -1.421875 \nQ 20.0625 -1.421875 12.78125 6.34375 \nQ 5.515625 14.109375 5.515625 27.296875 \nQ 5.515625 40.671875 12.859375 48.328125 \nQ 20.21875 56 33.015625 56 \nQ 37.15625 56 41.109375 55.140625 \nQ 45.0625 54.296875 48.78125 52.59375 \nz\n\" id=\"DejaVuSans-99\"/>\n      <path d=\"M 44.28125 53.078125 \nL 44.28125 44.578125 \nQ 40.484375 46.53125 36.375 47.5 \nQ 32.28125 48.484375 27.875 48.484375 \nQ 21.1875 48.484375 17.84375 46.4375 \nQ 14.5 44.390625 14.5 40.28125 \nQ 14.5 37.15625 16.890625 35.375 \nQ 19.28125 33.59375 26.515625 31.984375 \nL 29.59375 31.296875 \nQ 39.15625 29.25 43.1875 25.515625 \nQ 47.21875 21.78125 47.21875 15.09375 \nQ 47.21875 7.46875 41.1875 3.015625 \nQ 35.15625 -1.421875 24.609375 -1.421875 \nQ 20.21875 -1.421875 15.453125 -0.5625 \nQ 10.6875 0.296875 5.421875 2 \nL 5.421875 11.28125 \nQ 10.40625 8.6875 15.234375 7.390625 \nQ 20.0625 6.109375 24.8125 6.109375 \nQ 31.15625 6.109375 34.5625 8.28125 \nQ 37.984375 10.453125 37.984375 14.40625 \nQ 37.984375 18.0625 35.515625 20.015625 \nQ 33.0625 21.96875 24.703125 23.78125 \nL 21.578125 24.515625 \nQ 13.234375 26.265625 9.515625 29.90625 \nQ 5.8125 33.546875 5.8125 39.890625 \nQ 5.8125 47.609375 11.28125 51.796875 \nQ 16.75 56 26.8125 56 \nQ 31.78125 56 36.171875 55.265625 \nQ 40.578125 54.546875 44.28125 53.078125 \nz\n\" id=\"DejaVuSans-115\"/>\n      <path d=\"M 54.890625 33.015625 \nL 54.890625 0 \nL 45.90625 0 \nL 45.90625 32.71875 \nQ 45.90625 40.484375 42.875 44.328125 \nQ 39.84375 48.1875 33.796875 48.1875 \nQ 26.515625 48.1875 22.3125 43.546875 \nQ 18.109375 38.921875 18.109375 30.90625 \nL 18.109375 0 \nL 9.078125 0 \nL 9.078125 54.6875 \nL 18.109375 54.6875 \nL 18.109375 46.1875 \nQ 21.34375 51.125 25.703125 53.5625 \nQ 30.078125 56 35.796875 56 \nQ 45.21875 56 50.046875 50.171875 \nQ 54.890625 44.34375 54.890625 33.015625 \nz\n\" id=\"DejaVuSans-110\"/>\n      <path d=\"M 56.203125 29.59375 \nL 56.203125 25.203125 \nL 14.890625 25.203125 \nQ 15.484375 15.921875 20.484375 11.0625 \nQ 25.484375 6.203125 34.421875 6.203125 \nQ 39.59375 6.203125 44.453125 7.46875 \nQ 49.3125 8.734375 54.109375 11.28125 \nL 54.109375 2.78125 \nQ 49.265625 0.734375 44.1875 -0.34375 \nQ 39.109375 -1.421875 33.890625 -1.421875 \nQ 20.796875 -1.421875 13.15625 6.1875 \nQ 5.515625 13.8125 5.515625 26.8125 \nQ 5.515625 40.234375 12.765625 48.109375 \nQ 20.015625 56 32.328125 56 \nQ 43.359375 56 49.78125 48.890625 \nQ 56.203125 41.796875 56.203125 29.59375 \nz\nM 47.21875 32.234375 \nQ 47.125 39.59375 43.09375 43.984375 \nQ 39.0625 48.390625 32.421875 48.390625 \nQ 24.90625 48.390625 20.390625 44.140625 \nQ 15.875 39.890625 15.1875 32.171875 \nz\n\" id=\"DejaVuSans-101\"/>\n     </defs>\n     <g transform=\"translate(536.500781 271.824389)scale(0.1 -0.1)\">\n      <use xlink:href=\"#DejaVuSans-97\"/>\n      <use x=\"61.279297\" xlink:href=\"#DejaVuSans-99\"/>\n      <use x=\"116.259766\" xlink:href=\"#DejaVuSans-111\"/>\n      <use x=\"177.441406\" xlink:href=\"#DejaVuSans-117\"/>\n      <use x=\"240.820312\" xlink:href=\"#DejaVuSans-115\"/>\n      <use x=\"292.919922\" xlink:href=\"#DejaVuSans-116\"/>\n      <use x=\"332.128906\" xlink:href=\"#DejaVuSans-105\"/>\n      <use x=\"359.912109\" xlink:href=\"#DejaVuSans-99\"/>\n      <use x=\"414.892578\" xlink:href=\"#DejaVuSans-110\"/>\n      <use x=\"478.271484\" xlink:href=\"#DejaVuSans-101\"/>\n      <use x=\"539.794922\" xlink:href=\"#DejaVuSans-115\"/>\n      <use x=\"591.894531\" xlink:href=\"#DejaVuSans-115\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_4\">\n    <g id=\"ytick_2\">\n     <g id=\"line2d_21\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"404.582353\" xlink:href=\"#m9c301120db\" y=\"125.373913\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"line2d_22\">\n    <path clip-path=\"url(#p5a1f167d67)\" d=\"M 449.736505 125.373913 \nL 419.502139 125.373913 \n\" style=\"fill:none;stroke:#3f3f3f;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_23\">\n    <path clip-path=\"url(#p5a1f167d67)\" d=\"M 554.957652 125.373913 \nL 711.04083 125.373913 \n\" style=\"fill:none;stroke:#3f3f3f;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_24\">\n    <path clip-path=\"url(#p5a1f167d67)\" d=\"M 419.502139 78.104348 \nL 419.502139 172.643478 \n\" style=\"fill:none;stroke:#3f3f3f;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_25\">\n    <path clip-path=\"url(#p5a1f167d67)\" d=\"M 711.04083 78.104348 \nL 711.04083 172.643478 \n\" style=\"fill:none;stroke:#3f3f3f;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_26\">\n    <defs>\n     <path d=\"M -0 3.535534 \nL 2.12132 0 \nL -0 -3.535534 \nL -2.12132 -0 \nz\n\" id=\"m0f3e24e280\" style=\"stroke:#3f3f3f;stroke-linejoin:miter;\"/>\n    </defs>\n    <g clip-path=\"url(#p5a1f167d67)\">\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"717.897861\" xlink:href=\"#m0f3e24e280\" y=\"125.373913\"/>\n    </g>\n   </g>\n   <g id=\"line2d_27\">\n    <path clip-path=\"url(#p5a1f167d67)\" d=\"M 497.615727 30.834783 \nL 497.615727 219.913043 \n\" style=\"fill:none;stroke:#3f3f3f;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"patch_10\">\n    <path d=\"M 404.582353 243.547826 \nL 404.582353 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_11\">\n    <path d=\"M 732.817647 243.547826 \nL 732.817647 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_12\">\n    <path d=\"M 404.582353 243.547826 \nL 732.817647 243.547826 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_13\">\n    <path d=\"M 404.582353 7.2 \nL 732.817647 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n  </g>\n  <g id=\"axes_3\">\n   <g id=\"patch_14\">\n    <path d=\"M 798.464706 243.547826 \nL 1126.7 243.547826 \nL 1126.7 7.2 \nL 798.464706 7.2 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g id=\"patch_15\">\n    <path clip-path=\"url(#p3900e6581f)\" d=\"M 1004.016827 30.834783 \nL 1004.016827 219.913043 \nL 1070.514516 219.913043 \nL 1070.514516 30.834783 \nL 1004.016827 30.834783 \nz\n\" style=\"fill:#3274a1;stroke:#3f3f3f;stroke-linejoin:miter;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"matplotlib.axis_5\">\n    <g id=\"xtick_14\">\n     <g id=\"line2d_28\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"843.426595\" xlink:href=\"#m68c942961f\" y=\"243.547826\"/>\n      </g>\n     </g>\n     <g id=\"text_16\">\n      <!-- 0.2 -->\n      <g transform=\"translate(835.475033 258.146264)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-50\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_15\">\n     <g id=\"line2d_29\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"910.93694\" xlink:href=\"#m68c942961f\" y=\"243.547826\"/>\n      </g>\n     </g>\n     <g id=\"text_17\">\n      <!-- 0.4 -->\n      <g transform=\"translate(902.985377 258.146264)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-52\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_16\">\n     <g id=\"line2d_30\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"978.447284\" xlink:href=\"#m68c942961f\" y=\"243.547826\"/>\n      </g>\n     </g>\n     <g id=\"text_18\">\n      <!-- 0.6 -->\n      <g transform=\"translate(970.495721 258.146264)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-54\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_17\">\n     <g id=\"line2d_31\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"1045.957628\" xlink:href=\"#m68c942961f\" y=\"243.547826\"/>\n      </g>\n     </g>\n     <g id=\"text_19\">\n      <!-- 0.8 -->\n      <g transform=\"translate(1038.006066 258.146264)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-56\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_18\">\n     <g id=\"line2d_32\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"1113.467973\" xlink:href=\"#m68c942961f\" y=\"243.547826\"/>\n      </g>\n     </g>\n     <g id=\"text_20\">\n      <!-- 1.0 -->\n      <g transform=\"translate(1105.51641 258.146264)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_21\">\n     <!-- energy -->\n     <defs>\n      <path d=\"M 45.40625 27.984375 \nQ 45.40625 37.75 41.375 43.109375 \nQ 37.359375 48.484375 30.078125 48.484375 \nQ 22.859375 48.484375 18.828125 43.109375 \nQ 14.796875 37.75 14.796875 27.984375 \nQ 14.796875 18.265625 18.828125 12.890625 \nQ 22.859375 7.515625 30.078125 7.515625 \nQ 37.359375 7.515625 41.375 12.890625 \nQ 45.40625 18.265625 45.40625 27.984375 \nz\nM 54.390625 6.78125 \nQ 54.390625 -7.171875 48.1875 -13.984375 \nQ 42 -20.796875 29.203125 -20.796875 \nQ 24.46875 -20.796875 20.265625 -20.09375 \nQ 16.0625 -19.390625 12.109375 -17.921875 \nL 12.109375 -9.1875 \nQ 16.0625 -11.328125 19.921875 -12.34375 \nQ 23.78125 -13.375 27.78125 -13.375 \nQ 36.625 -13.375 41.015625 -8.765625 \nQ 45.40625 -4.15625 45.40625 5.171875 \nL 45.40625 9.625 \nQ 42.625 4.78125 38.28125 2.390625 \nQ 33.9375 0 27.875 0 \nQ 17.828125 0 11.671875 7.65625 \nQ 5.515625 15.328125 5.515625 27.984375 \nQ 5.515625 40.671875 11.671875 48.328125 \nQ 17.828125 56 27.875 56 \nQ 33.9375 56 38.28125 53.609375 \nQ 42.625 51.21875 45.40625 46.390625 \nL 45.40625 54.6875 \nL 54.390625 54.6875 \nz\n\" id=\"DejaVuSans-103\"/>\n     </defs>\n     <g transform=\"translate(945.072197 271.824389)scale(0.1 -0.1)\">\n      <use xlink:href=\"#DejaVuSans-101\"/>\n      <use x=\"61.523438\" xlink:href=\"#DejaVuSans-110\"/>\n      <use x=\"124.902344\" xlink:href=\"#DejaVuSans-101\"/>\n      <use x=\"186.425781\" xlink:href=\"#DejaVuSans-114\"/>\n      <use x=\"227.523438\" xlink:href=\"#DejaVuSans-103\"/>\n      <use x=\"291\" xlink:href=\"#DejaVuSans-121\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_6\">\n    <g id=\"ytick_3\">\n     <g id=\"line2d_33\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"798.464706\" xlink:href=\"#m9c301120db\" y=\"125.373913\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"line2d_34\">\n    <path clip-path=\"url(#p3900e6581f)\" d=\"M 1004.016827 125.373913 \nL 906.211215 125.373913 \n\" style=\"fill:none;stroke:#3f3f3f;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_35\">\n    <path clip-path=\"url(#p3900e6581f)\" d=\"M 1070.514516 125.373913 \nL 1111.780214 125.373913 \n\" style=\"fill:none;stroke:#3f3f3f;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_36\">\n    <path clip-path=\"url(#p3900e6581f)\" d=\"M 906.211215 78.104348 \nL 906.211215 172.643478 \n\" style=\"fill:none;stroke:#3f3f3f;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_37\">\n    <path clip-path=\"url(#p3900e6581f)\" d=\"M 1111.780214 78.104348 \nL 1111.780214 172.643478 \n\" style=\"fill:none;stroke:#3f3f3f;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_38\">\n    <g clip-path=\"url(#p3900e6581f)\">\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"877.181767\" xlink:href=\"#m0f3e24e280\" y=\"125.373913\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"813.384492\" xlink:href=\"#m0f3e24e280\" y=\"125.373913\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"863.342147\" xlink:href=\"#m0f3e24e280\" y=\"125.373913\"/>\n    </g>\n   </g>\n   <g id=\"line2d_39\">\n    <path clip-path=\"url(#p3900e6581f)\" d=\"M 1039.544145 30.834783 \nL 1039.544145 219.913043 \n\" style=\"fill:none;stroke:#3f3f3f;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"patch_16\">\n    <path d=\"M 798.464706 243.547826 \nL 798.464706 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_17\">\n    <path d=\"M 1126.7 243.547826 \nL 1126.7 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_18\">\n    <path d=\"M 798.464706 243.547826 \nL 1126.7 243.547826 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_19\">\n    <path d=\"M 798.464706 7.2 \nL 1126.7 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n  </g>\n  <g id=\"axes_4\">\n   <g id=\"patch_20\">\n    <path d=\"M 10.7 527.165217 \nL 338.935294 527.165217 \nL 338.935294 290.817391 \nL 10.7 290.817391 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g id=\"patch_21\">\n    <path clip-path=\"url(#pf2c1880af4)\" d=\"M 25.619786 314.452174 \nL 25.619786 503.530435 \nL 25.696434 503.530435 \nL 25.696434 314.452174 \nL 25.619786 314.452174 \nz\n\" style=\"fill:#3274a1;stroke:#3f3f3f;stroke-linejoin:miter;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"matplotlib.axis_7\">\n    <g id=\"xtick_19\">\n     <g id=\"line2d_40\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"25.619786\" xlink:href=\"#m68c942961f\" y=\"527.165217\"/>\n      </g>\n     </g>\n     <g id=\"text_22\">\n      <!-- 0.0 -->\n      <g transform=\"translate(17.668224 541.763655)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_20\">\n     <g id=\"line2d_41\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"91.201263\" xlink:href=\"#m68c942961f\" y=\"527.165217\"/>\n      </g>\n     </g>\n     <g id=\"text_23\">\n      <!-- 0.2 -->\n      <g transform=\"translate(83.249701 541.763655)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-50\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_21\">\n     <g id=\"line2d_42\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"156.782741\" xlink:href=\"#m68c942961f\" y=\"527.165217\"/>\n      </g>\n     </g>\n     <g id=\"text_24\">\n      <!-- 0.4 -->\n      <g transform=\"translate(148.831178 541.763655)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-52\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_22\">\n     <g id=\"line2d_43\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"222.364218\" xlink:href=\"#m68c942961f\" y=\"527.165217\"/>\n      </g>\n     </g>\n     <g id=\"text_25\">\n      <!-- 0.6 -->\n      <g transform=\"translate(214.412656 541.763655)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-54\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_23\">\n     <g id=\"line2d_44\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"287.945695\" xlink:href=\"#m68c942961f\" y=\"527.165217\"/>\n      </g>\n     </g>\n     <g id=\"text_26\">\n      <!-- 0.8 -->\n      <g transform=\"translate(279.994133 541.763655)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-56\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_27\">\n     <!-- instrumentalness -->\n     <defs>\n      <path d=\"M 52 44.1875 \nQ 55.375 50.25 60.0625 53.125 \nQ 64.75 56 71.09375 56 \nQ 79.640625 56 84.28125 50.015625 \nQ 88.921875 44.046875 88.921875 33.015625 \nL 88.921875 0 \nL 79.890625 0 \nL 79.890625 32.71875 \nQ 79.890625 40.578125 77.09375 44.375 \nQ 74.3125 48.1875 68.609375 48.1875 \nQ 61.625 48.1875 57.5625 43.546875 \nQ 53.515625 38.921875 53.515625 30.90625 \nL 53.515625 0 \nL 44.484375 0 \nL 44.484375 32.71875 \nQ 44.484375 40.625 41.703125 44.40625 \nQ 38.921875 48.1875 33.109375 48.1875 \nQ 26.21875 48.1875 22.15625 43.53125 \nQ 18.109375 38.875 18.109375 30.90625 \nL 18.109375 0 \nL 9.078125 0 \nL 9.078125 54.6875 \nL 18.109375 54.6875 \nL 18.109375 46.1875 \nQ 21.1875 51.21875 25.484375 53.609375 \nQ 29.78125 56 35.6875 56 \nQ 41.65625 56 45.828125 52.96875 \nQ 50 49.953125 52 44.1875 \nz\n\" id=\"DejaVuSans-109\"/>\n     </defs>\n     <g transform=\"translate(131.487178 555.44178)scale(0.1 -0.1)\">\n      <use xlink:href=\"#DejaVuSans-105\"/>\n      <use x=\"27.783203\" xlink:href=\"#DejaVuSans-110\"/>\n      <use x=\"91.162109\" xlink:href=\"#DejaVuSans-115\"/>\n      <use x=\"143.261719\" xlink:href=\"#DejaVuSans-116\"/>\n      <use x=\"182.470703\" xlink:href=\"#DejaVuSans-114\"/>\n      <use x=\"223.583984\" xlink:href=\"#DejaVuSans-117\"/>\n      <use x=\"286.962891\" xlink:href=\"#DejaVuSans-109\"/>\n      <use x=\"384.375\" xlink:href=\"#DejaVuSans-101\"/>\n      <use x=\"445.898438\" xlink:href=\"#DejaVuSans-110\"/>\n      <use x=\"509.277344\" xlink:href=\"#DejaVuSans-116\"/>\n      <use x=\"548.486328\" xlink:href=\"#DejaVuSans-97\"/>\n      <use x=\"609.765625\" xlink:href=\"#DejaVuSans-108\"/>\n      <use x=\"637.548828\" xlink:href=\"#DejaVuSans-110\"/>\n      <use x=\"700.927734\" xlink:href=\"#DejaVuSans-101\"/>\n      <use x=\"762.451172\" xlink:href=\"#DejaVuSans-115\"/>\n      <use x=\"814.550781\" xlink:href=\"#DejaVuSans-115\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_8\">\n    <g id=\"ytick_4\">\n     <g id=\"line2d_45\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"10.7\" xlink:href=\"#m9c301120db\" y=\"408.991304\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"line2d_46\">\n    <path clip-path=\"url(#pf2c1880af4)\" d=\"M 25.619786 408.991304 \nL 25.619786 408.991304 \n\" style=\"fill:none;stroke:#3f3f3f;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_47\">\n    <path clip-path=\"url(#pf2c1880af4)\" d=\"M 25.696434 408.991304 \nL 25.774886 408.991304 \n\" style=\"fill:none;stroke:#3f3f3f;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_48\">\n    <path clip-path=\"url(#pf2c1880af4)\" d=\"M 25.619786 361.721739 \nL 25.619786 456.26087 \n\" style=\"fill:none;stroke:#3f3f3f;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_49\">\n    <path clip-path=\"url(#pf2c1880af4)\" d=\"M 25.774886 361.721739 \nL 25.774886 456.26087 \n\" style=\"fill:none;stroke:#3f3f3f;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_50\">\n    <g clip-path=\"url(#pf2c1880af4)\">\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"324.015508\" xlink:href=\"#m0f3e24e280\" y=\"408.991304\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"27.09209\" xlink:href=\"#m0f3e24e280\" y=\"408.991304\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"178.752536\" xlink:href=\"#m0f3e24e280\" y=\"408.991304\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"26.606787\" xlink:href=\"#m0f3e24e280\" y=\"408.991304\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"26.764183\" xlink:href=\"#m0f3e24e280\" y=\"408.991304\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"25.901459\" xlink:href=\"#m0f3e24e280\" y=\"408.991304\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"26.009996\" xlink:href=\"#m0f3e24e280\" y=\"408.991304\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"29.259558\" xlink:href=\"#m0f3e24e280\" y=\"408.991304\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"25.902442\" xlink:href=\"#m0f3e24e280\" y=\"408.991304\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"35.719334\" xlink:href=\"#m0f3e24e280\" y=\"408.991304\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"56.508662\" xlink:href=\"#m0f3e24e280\" y=\"408.991304\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"26.626462\" xlink:href=\"#m0f3e24e280\" y=\"408.991304\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"26.183787\" xlink:href=\"#m0f3e24e280\" y=\"408.991304\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"27.508533\" xlink:href=\"#m0f3e24e280\" y=\"408.991304\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"35.09631\" xlink:href=\"#m0f3e24e280\" y=\"408.991304\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"27.593789\" xlink:href=\"#m0f3e24e280\" y=\"408.991304\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"25.954252\" xlink:href=\"#m0f3e24e280\" y=\"408.991304\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"27.580672\" xlink:href=\"#m0f3e24e280\" y=\"408.991304\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"30.571188\" xlink:href=\"#m0f3e24e280\" y=\"408.991304\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"87.594282\" xlink:href=\"#m0f3e24e280\" y=\"408.991304\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"26.164112\" xlink:href=\"#m0f3e24e280\" y=\"408.991304\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"27.02323\" xlink:href=\"#m0f3e24e280\" y=\"408.991304\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"26.760904\" xlink:href=\"#m0f3e24e280\" y=\"408.991304\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"25.954252\" xlink:href=\"#m0f3e24e280\" y=\"408.991304\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"31.325375\" xlink:href=\"#m0f3e24e280\" y=\"408.991304\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"77.757061\" xlink:href=\"#m0f3e24e280\" y=\"408.991304\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"26.954369\" xlink:href=\"#m0f3e24e280\" y=\"408.991304\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"25.836861\" xlink:href=\"#m0f3e24e280\" y=\"408.991304\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"26.406764\" xlink:href=\"#m0f3e24e280\" y=\"408.991304\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"48.245396\" xlink:href=\"#m0f3e24e280\" y=\"408.991304\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"25.916214\" xlink:href=\"#m0f3e24e280\" y=\"408.991304\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"26.885509\" xlink:href=\"#m0f3e24e280\" y=\"408.991304\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"27.085532\" xlink:href=\"#m0f3e24e280\" y=\"408.991304\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"26.937974\" xlink:href=\"#m0f3e24e280\" y=\"408.991304\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"28.68572\" xlink:href=\"#m0f3e24e280\" y=\"408.991304\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"26.941253\" xlink:href=\"#m0f3e24e280\" y=\"408.991304\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"28.803767\" xlink:href=\"#m0f3e24e280\" y=\"408.991304\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"38.736082\" xlink:href=\"#m0f3e24e280\" y=\"408.991304\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"44.671205\" xlink:href=\"#m0f3e24e280\" y=\"408.991304\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"26.118205\" xlink:href=\"#m0f3e24e280\" y=\"408.991304\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"34.440495\" xlink:href=\"#m0f3e24e280\" y=\"408.991304\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"85.29893\" xlink:href=\"#m0f3e24e280\" y=\"408.991304\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"25.902442\" xlink:href=\"#m0f3e24e280\" y=\"408.991304\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"26.046066\" xlink:href=\"#m0f3e24e280\" y=\"408.991304\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"25.905393\" xlink:href=\"#m0f3e24e280\" y=\"408.991304\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"32.44026\" xlink:href=\"#m0f3e24e280\" y=\"408.991304\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"25.822433\" xlink:href=\"#m0f3e24e280\" y=\"408.991304\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"29.685838\" xlink:href=\"#m0f3e24e280\" y=\"408.991304\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"26.06574\" xlink:href=\"#m0f3e24e280\" y=\"408.991304\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"292.536399\" xlink:href=\"#m0f3e24e280\" y=\"408.991304\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"25.973926\" xlink:href=\"#m0f3e24e280\" y=\"408.991304\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"86.282653\" xlink:href=\"#m0f3e24e280\" y=\"408.991304\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"26.508415\" xlink:href=\"#m0f3e24e280\" y=\"408.991304\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"30.964676\" xlink:href=\"#m0f3e24e280\" y=\"408.991304\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"88.905912\" xlink:href=\"#m0f3e24e280\" y=\"408.991304\"/>\n    </g>\n   </g>\n   <g id=\"line2d_51\">\n    <path clip-path=\"url(#pf2c1880af4)\" d=\"M 25.621447 314.452174 \nL 25.621447 503.530435 \n\" style=\"fill:none;stroke:#3f3f3f;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"patch_22\">\n    <path d=\"M 10.7 527.165217 \nL 10.7 290.817391 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_23\">\n    <path d=\"M 338.935294 527.165217 \nL 338.935294 290.817391 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_24\">\n    <path d=\"M 10.7 527.165217 \nL 338.935294 527.165217 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_25\">\n    <path d=\"M 10.7 290.817391 \nL 338.935294 290.817391 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n  </g>\n  <g id=\"axes_5\">\n   <g id=\"patch_26\">\n    <path d=\"M 404.582353 527.165217 \nL 732.817647 527.165217 \nL 732.817647 290.817391 \nL 404.582353 290.817391 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g id=\"patch_27\">\n    <path clip-path=\"url(#p6be797a8b0)\" d=\"M 441.443001 314.452174 \nL 441.443001 503.530435 \nL 483.467735 503.530435 \nL 483.467735 314.452174 \nL 441.443001 314.452174 \nz\n\" style=\"fill:#3274a1;stroke:#3f3f3f;stroke-linejoin:miter;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"matplotlib.axis_9\">\n    <g id=\"xtick_24\">\n     <g id=\"line2d_52\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"406.112891\" xlink:href=\"#m68c942961f\" y=\"527.165217\"/>\n      </g>\n     </g>\n     <g id=\"text_28\">\n      <!-- 0.0 -->\n      <g transform=\"translate(398.161328 541.763655)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_25\">\n     <g id=\"line2d_53\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"453.424722\" xlink:href=\"#m68c942961f\" y=\"527.165217\"/>\n      </g>\n     </g>\n     <g id=\"text_29\">\n      <!-- 0.1 -->\n      <g transform=\"translate(445.47316 541.763655)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-49\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_26\">\n     <g id=\"line2d_54\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"500.736554\" xlink:href=\"#m68c942961f\" y=\"527.165217\"/>\n      </g>\n     </g>\n     <g id=\"text_30\">\n      <!-- 0.2 -->\n      <g transform=\"translate(492.784991 541.763655)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-50\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_27\">\n     <g id=\"line2d_55\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"548.048386\" xlink:href=\"#m68c942961f\" y=\"527.165217\"/>\n      </g>\n     </g>\n     <g id=\"text_31\">\n      <!-- 0.3 -->\n      <g transform=\"translate(540.096823 541.763655)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-51\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_28\">\n     <g id=\"line2d_56\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"595.360217\" xlink:href=\"#m68c942961f\" y=\"527.165217\"/>\n      </g>\n     </g>\n     <g id=\"text_32\">\n      <!-- 0.4 -->\n      <g transform=\"translate(587.408655 541.763655)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-52\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_29\">\n     <g id=\"line2d_57\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"642.672049\" xlink:href=\"#m68c942961f\" y=\"527.165217\"/>\n      </g>\n     </g>\n     <g id=\"text_33\">\n      <!-- 0.5 -->\n      <g transform=\"translate(634.720486 541.763655)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_30\">\n     <g id=\"line2d_58\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"689.98388\" xlink:href=\"#m68c942961f\" y=\"527.165217\"/>\n      </g>\n     </g>\n     <g id=\"text_34\">\n      <!-- 0.6 -->\n      <g transform=\"translate(682.032318 541.763655)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-54\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_35\">\n     <!-- liveness -->\n     <defs>\n      <path d=\"M 2.984375 54.6875 \nL 12.5 54.6875 \nL 29.59375 8.796875 \nL 46.6875 54.6875 \nL 56.203125 54.6875 \nL 35.6875 0 \nL 23.484375 0 \nz\n\" id=\"DejaVuSans-118\"/>\n     </defs>\n     <g transform=\"translate(548.43125 555.44178)scale(0.1 -0.1)\">\n      <use xlink:href=\"#DejaVuSans-108\"/>\n      <use x=\"27.783203\" xlink:href=\"#DejaVuSans-105\"/>\n      <use x=\"55.566406\" xlink:href=\"#DejaVuSans-118\"/>\n      <use x=\"114.746094\" xlink:href=\"#DejaVuSans-101\"/>\n      <use x=\"176.269531\" xlink:href=\"#DejaVuSans-110\"/>\n      <use x=\"239.648438\" xlink:href=\"#DejaVuSans-101\"/>\n      <use x=\"301.171875\" xlink:href=\"#DejaVuSans-115\"/>\n      <use x=\"353.271484\" xlink:href=\"#DejaVuSans-115\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_10\">\n    <g id=\"ytick_5\">\n     <g id=\"line2d_59\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"404.582353\" xlink:href=\"#m9c301120db\" y=\"408.991304\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"line2d_60\">\n    <path clip-path=\"url(#p6be797a8b0)\" d=\"M 441.443001 408.991304 \nL 419.502139 408.991304 \n\" style=\"fill:none;stroke:#3f3f3f;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_61\">\n    <path clip-path=\"url(#p6be797a8b0)\" d=\"M 483.467735 408.991304 \nL 543.317202 408.991304 \n\" style=\"fill:none;stroke:#3f3f3f;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_62\">\n    <path clip-path=\"url(#p6be797a8b0)\" d=\"M 419.502139 361.721739 \nL 419.502139 456.26087 \n\" style=\"fill:none;stroke:#3f3f3f;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_63\">\n    <path clip-path=\"url(#p6be797a8b0)\" d=\"M 543.317202 361.721739 \nL 543.317202 456.26087 \n\" style=\"fill:none;stroke:#3f3f3f;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_64\">\n    <g clip-path=\"url(#p6be797a8b0)\">\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"570.758065\" xlink:href=\"#m0f3e24e280\" y=\"408.991304\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"685.252697\" xlink:href=\"#m0f3e24e280\" y=\"408.991304\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"567.919355\" xlink:href=\"#m0f3e24e280\" y=\"408.991304\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"700.392483\" xlink:href=\"#m0f3e24e280\" y=\"408.991304\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"556.564515\" xlink:href=\"#m0f3e24e280\" y=\"408.991304\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"607.188175\" xlink:href=\"#m0f3e24e280\" y=\"408.991304\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"585.897851\" xlink:href=\"#m0f3e24e280\" y=\"408.991304\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"568.392473\" xlink:href=\"#m0f3e24e280\" y=\"408.991304\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"566.026882\" xlink:href=\"#m0f3e24e280\" y=\"408.991304\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"571.704301\" xlink:href=\"#m0f3e24e280\" y=\"408.991304\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"558.930107\" xlink:href=\"#m0f3e24e280\" y=\"408.991304\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"584.951614\" xlink:href=\"#m0f3e24e280\" y=\"408.991304\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"635.575274\" xlink:href=\"#m0f3e24e280\" y=\"408.991304\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"575.962366\" xlink:href=\"#m0f3e24e280\" y=\"408.991304\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"554.672042\" xlink:href=\"#m0f3e24e280\" y=\"408.991304\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"692.82259\" xlink:href=\"#m0f3e24e280\" y=\"408.991304\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"566.026882\" xlink:href=\"#m0f3e24e280\" y=\"408.991304\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"569.811828\" xlink:href=\"#m0f3e24e280\" y=\"408.991304\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"640.306457\" xlink:href=\"#m0f3e24e280\" y=\"408.991304\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"566.026882\" xlink:href=\"#m0f3e24e280\" y=\"408.991304\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"573.596775\" xlink:href=\"#m0f3e24e280\" y=\"408.991304\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"606.715057\" xlink:href=\"#m0f3e24e280\" y=\"408.991304\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"717.897861\" xlink:href=\"#m0f3e24e280\" y=\"408.991304\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"565.080645\" xlink:href=\"#m0f3e24e280\" y=\"408.991304\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"666.801083\" xlink:href=\"#m0f3e24e280\" y=\"408.991304\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"552.30645\" xlink:href=\"#m0f3e24e280\" y=\"408.991304\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"700.392483\" xlink:href=\"#m0f3e24e280\" y=\"408.991304\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"563.66129\" xlink:href=\"#m0f3e24e280\" y=\"408.991304\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"586.370969\" xlink:href=\"#m0f3e24e280\" y=\"408.991304\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"672.951621\" xlink:href=\"#m0f3e24e280\" y=\"408.991304\"/>\n    </g>\n   </g>\n   <g id=\"line2d_65\">\n    <path clip-path=\"url(#p6be797a8b0)\" d=\"M 454.844077 314.452174 \nL 454.844077 503.530435 \n\" style=\"fill:none;stroke:#3f3f3f;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"patch_28\">\n    <path d=\"M 404.582353 527.165217 \nL 404.582353 290.817391 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_29\">\n    <path d=\"M 732.817647 527.165217 \nL 732.817647 290.817391 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_30\">\n    <path d=\"M 404.582353 527.165217 \nL 732.817647 527.165217 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_31\">\n    <path d=\"M 404.582353 290.817391 \nL 732.817647 290.817391 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n  </g>\n  <g id=\"axes_6\">\n   <g id=\"patch_32\">\n    <path d=\"M 798.464706 527.165217 \nL 1126.7 527.165217 \nL 1126.7 290.817391 \nL 798.464706 290.817391 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g id=\"patch_33\">\n    <path clip-path=\"url(#pf823cbe9f3)\" d=\"M 1019.359093 314.452174 \nL 1019.359093 503.530435 \nL 1062.457165 503.530435 \nL 1062.457165 314.452174 \nL 1019.359093 314.452174 \nz\n\" style=\"fill:#3274a1;stroke:#3f3f3f;stroke-linejoin:miter;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"matplotlib.axis_11\">\n    <g id=\"xtick_31\">\n     <g id=\"line2d_66\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"803.49275\" xlink:href=\"#m68c942961f\" y=\"527.165217\"/>\n      </g>\n     </g>\n     <g id=\"text_36\">\n      <!-- −20.0 -->\n      <defs>\n       <path d=\"M 10.59375 35.5 \nL 73.1875 35.5 \nL 73.1875 27.203125 \nL 10.59375 27.203125 \nz\n\" id=\"DejaVuSans-8722\"/>\n      </defs>\n      <g transform=\"translate(788.170094 541.763655)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-8722\"/>\n       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"147.412109\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"211.035156\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"242.822266\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_32\">\n     <g id=\"line2d_67\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"842.253495\" xlink:href=\"#m68c942961f\" y=\"527.165217\"/>\n      </g>\n     </g>\n     <g id=\"text_37\">\n      <!-- −17.5 -->\n      <g transform=\"translate(826.930839 541.763655)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-8722\"/>\n       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"147.412109\" xlink:href=\"#DejaVuSans-55\"/>\n       <use x=\"211.035156\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"242.822266\" xlink:href=\"#DejaVuSans-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_33\">\n     <g id=\"line2d_68\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"881.01424\" xlink:href=\"#m68c942961f\" y=\"527.165217\"/>\n      </g>\n     </g>\n     <g id=\"text_38\">\n      <!-- −15.0 -->\n      <g transform=\"translate(865.691584 541.763655)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-8722\"/>\n       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"147.412109\" xlink:href=\"#DejaVuSans-53\"/>\n       <use x=\"211.035156\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"242.822266\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_34\">\n     <g id=\"line2d_69\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"919.774986\" xlink:href=\"#m68c942961f\" y=\"527.165217\"/>\n      </g>\n     </g>\n     <g id=\"text_39\">\n      <!-- −12.5 -->\n      <g transform=\"translate(904.45233 541.763655)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-8722\"/>\n       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"147.412109\" xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"211.035156\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"242.822266\" xlink:href=\"#DejaVuSans-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_35\">\n     <g id=\"line2d_70\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"958.535731\" xlink:href=\"#m68c942961f\" y=\"527.165217\"/>\n      </g>\n     </g>\n     <g id=\"text_40\">\n      <!-- −10.0 -->\n      <g transform=\"translate(943.213075 541.763655)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-8722\"/>\n       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"147.412109\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"211.035156\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"242.822266\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_36\">\n     <g id=\"line2d_71\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"997.296476\" xlink:href=\"#m68c942961f\" y=\"527.165217\"/>\n      </g>\n     </g>\n     <g id=\"text_41\">\n      <!-- −7.5 -->\n      <g transform=\"translate(985.15507 541.763655)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-8722\"/>\n       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-55\"/>\n       <use x=\"147.412109\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"179.199219\" xlink:href=\"#DejaVuSans-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_37\">\n     <g id=\"line2d_72\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"1036.057222\" xlink:href=\"#m68c942961f\" y=\"527.165217\"/>\n      </g>\n     </g>\n     <g id=\"text_42\">\n      <!-- −5.0 -->\n      <g transform=\"translate(1023.915816 541.763655)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-8722\"/>\n       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-53\"/>\n       <use x=\"147.412109\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"179.199219\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_38\">\n     <g id=\"line2d_73\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"1074.817967\" xlink:href=\"#m68c942961f\" y=\"527.165217\"/>\n      </g>\n     </g>\n     <g id=\"text_43\">\n      <!-- −2.5 -->\n      <g transform=\"translate(1062.676561 541.763655)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-8722\"/>\n       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"147.412109\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"179.199219\" xlink:href=\"#DejaVuSans-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_39\">\n     <g id=\"line2d_74\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"1113.578712\" xlink:href=\"#m68c942961f\" y=\"527.165217\"/>\n      </g>\n     </g>\n     <g id=\"text_44\">\n      <!-- 0.0 -->\n      <g transform=\"translate(1105.62715 541.763655)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_45\">\n     <!-- loudness -->\n     <defs>\n      <path d=\"M 45.40625 46.390625 \nL 45.40625 75.984375 \nL 54.390625 75.984375 \nL 54.390625 0 \nL 45.40625 0 \nL 45.40625 8.203125 \nQ 42.578125 3.328125 38.25 0.953125 \nQ 33.9375 -1.421875 27.875 -1.421875 \nQ 17.96875 -1.421875 11.734375 6.484375 \nQ 5.515625 14.40625 5.515625 27.296875 \nQ 5.515625 40.1875 11.734375 48.09375 \nQ 17.96875 56 27.875 56 \nQ 33.9375 56 38.25 53.625 \nQ 42.578125 51.265625 45.40625 46.390625 \nz\nM 14.796875 27.296875 \nQ 14.796875 17.390625 18.875 11.75 \nQ 22.953125 6.109375 30.078125 6.109375 \nQ 37.203125 6.109375 41.296875 11.75 \nQ 45.40625 17.390625 45.40625 27.296875 \nQ 45.40625 37.203125 41.296875 42.84375 \nQ 37.203125 48.484375 30.078125 48.484375 \nQ 22.953125 48.484375 18.875 42.84375 \nQ 14.796875 37.203125 14.796875 27.296875 \nz\n\" id=\"DejaVuSans-100\"/>\n     </defs>\n     <g transform=\"translate(940.336259 555.44178)scale(0.1 -0.1)\">\n      <use xlink:href=\"#DejaVuSans-108\"/>\n      <use x=\"27.783203\" xlink:href=\"#DejaVuSans-111\"/>\n      <use x=\"88.964844\" xlink:href=\"#DejaVuSans-117\"/>\n      <use x=\"152.34375\" xlink:href=\"#DejaVuSans-100\"/>\n      <use x=\"215.820312\" xlink:href=\"#DejaVuSans-110\"/>\n      <use x=\"279.199219\" xlink:href=\"#DejaVuSans-101\"/>\n      <use x=\"340.722656\" xlink:href=\"#DejaVuSans-115\"/>\n      <use x=\"392.822266\" xlink:href=\"#DejaVuSans-115\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_12\">\n    <g id=\"ytick_6\">\n     <g id=\"line2d_75\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"798.464706\" xlink:href=\"#m9c301120db\" y=\"408.991304\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"line2d_76\">\n    <path clip-path=\"url(#pf823cbe9f3)\" d=\"M 1019.359093 408.991304 \nL 956.442651 408.991304 \n\" style=\"fill:none;stroke:#3f3f3f;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_77\">\n    <path clip-path=\"url(#pf823cbe9f3)\" d=\"M 1062.457165 408.991304 \nL 1111.780214 408.991304 \n\" style=\"fill:none;stroke:#3f3f3f;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_78\">\n    <path clip-path=\"url(#pf823cbe9f3)\" d=\"M 956.442651 361.721739 \nL 956.442651 456.26087 \n\" style=\"fill:none;stroke:#3f3f3f;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_79\">\n    <path clip-path=\"url(#pf823cbe9f3)\" d=\"M 1111.780214 361.721739 \nL 1111.780214 456.26087 \n\" style=\"fill:none;stroke:#3f3f3f;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_80\">\n    <g clip-path=\"url(#pf823cbe9f3)\">\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"939.729017\" xlink:href=\"#m0f3e24e280\" y=\"408.991304\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"813.384492\" xlink:href=\"#m0f3e24e280\" y=\"408.991304\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"950.59753\" xlink:href=\"#m0f3e24e280\" y=\"408.991304\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"953.69839\" xlink:href=\"#m0f3e24e280\" y=\"408.991304\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"938.11657\" xlink:href=\"#m0f3e24e280\" y=\"408.991304\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"938.488674\" xlink:href=\"#m0f3e24e280\" y=\"408.991304\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"941.248439\" xlink:href=\"#m0f3e24e280\" y=\"408.991304\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"904.937372\" xlink:href=\"#m0f3e24e280\" y=\"408.991304\"/>\n    </g>\n   </g>\n   <g id=\"line2d_81\">\n    <path clip-path=\"url(#pf823cbe9f3)\" d=\"M 1043.0109 314.452174 \nL 1043.0109 503.530435 \n\" style=\"fill:none;stroke:#3f3f3f;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"patch_34\">\n    <path d=\"M 798.464706 527.165217 \nL 798.464706 290.817391 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_35\">\n    <path d=\"M 1126.7 527.165217 \nL 1126.7 290.817391 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_36\">\n    <path d=\"M 798.464706 527.165217 \nL 1126.7 527.165217 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_37\">\n    <path d=\"M 798.464706 290.817391 \nL 1126.7 290.817391 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n  </g>\n  <g id=\"axes_7\">\n   <g id=\"patch_38\">\n    <path d=\"M 10.7 810.782609 \nL 338.935294 810.782609 \nL 338.935294 574.434783 \nL 10.7 574.434783 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g id=\"patch_39\">\n    <path clip-path=\"url(#p800948b533)\" d=\"M 41.83225 598.069565 \nL 41.83225 787.147826 \nL 115.922131 787.147826 \nL 115.922131 598.069565 \nL 41.83225 598.069565 \nz\n\" style=\"fill:#3274a1;stroke:#3f3f3f;stroke-linejoin:miter;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"matplotlib.axis_13\">\n    <g id=\"xtick_40\">\n     <g id=\"line2d_82\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"68.565076\" xlink:href=\"#m68c942961f\" y=\"810.782609\"/>\n      </g>\n     </g>\n     <g id=\"text_46\">\n      <!-- 0.1 -->\n      <g transform=\"translate(60.613514 825.381046)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-49\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_41\">\n     <g id=\"line2d_83\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"130.268079\" xlink:href=\"#m68c942961f\" y=\"810.782609\"/>\n      </g>\n     </g>\n     <g id=\"text_47\">\n      <!-- 0.2 -->\n      <g transform=\"translate(122.316516 825.381046)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-50\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_42\">\n     <g id=\"line2d_84\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"191.971082\" xlink:href=\"#m68c942961f\" y=\"810.782609\"/>\n      </g>\n     </g>\n     <g id=\"text_48\">\n      <!-- 0.3 -->\n      <g transform=\"translate(184.019519 825.381046)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-51\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_43\">\n     <g id=\"line2d_85\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"253.674085\" xlink:href=\"#m68c942961f\" y=\"810.782609\"/>\n      </g>\n     </g>\n     <g id=\"text_49\">\n      <!-- 0.4 -->\n      <g transform=\"translate(245.722522 825.381046)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-52\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_44\">\n     <g id=\"line2d_86\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"315.377088\" xlink:href=\"#m68c942961f\" y=\"810.782609\"/>\n      </g>\n     </g>\n     <g id=\"text_50\">\n      <!-- 0.5 -->\n      <g transform=\"translate(307.425525 825.381046)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_51\">\n     <!-- speechiness -->\n     <defs>\n      <path d=\"M 54.890625 33.015625 \nL 54.890625 0 \nL 45.90625 0 \nL 45.90625 32.71875 \nQ 45.90625 40.484375 42.875 44.328125 \nQ 39.84375 48.1875 33.796875 48.1875 \nQ 26.515625 48.1875 22.3125 43.546875 \nQ 18.109375 38.921875 18.109375 30.90625 \nL 18.109375 0 \nL 9.078125 0 \nL 9.078125 75.984375 \nL 18.109375 75.984375 \nL 18.109375 46.1875 \nQ 21.34375 51.125 25.703125 53.5625 \nQ 30.078125 56 35.796875 56 \nQ 45.21875 56 50.046875 50.171875 \nQ 54.890625 44.34375 54.890625 33.015625 \nz\n\" id=\"DejaVuSans-104\"/>\n     </defs>\n     <g transform=\"translate(144.123897 839.059171)scale(0.1 -0.1)\">\n      <use xlink:href=\"#DejaVuSans-115\"/>\n      <use x=\"52.099609\" xlink:href=\"#DejaVuSans-112\"/>\n      <use x=\"115.576172\" xlink:href=\"#DejaVuSans-101\"/>\n      <use x=\"177.099609\" xlink:href=\"#DejaVuSans-101\"/>\n      <use x=\"238.623047\" xlink:href=\"#DejaVuSans-99\"/>\n      <use x=\"293.603516\" xlink:href=\"#DejaVuSans-104\"/>\n      <use x=\"356.982422\" xlink:href=\"#DejaVuSans-105\"/>\n      <use x=\"384.765625\" xlink:href=\"#DejaVuSans-110\"/>\n      <use x=\"448.144531\" xlink:href=\"#DejaVuSans-101\"/>\n      <use x=\"509.667969\" xlink:href=\"#DejaVuSans-115\"/>\n      <use x=\"561.767578\" xlink:href=\"#DejaVuSans-115\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_14\">\n    <g id=\"ytick_7\">\n     <g id=\"line2d_87\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"10.7\" xlink:href=\"#m9c301120db\" y=\"692.608696\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"line2d_88\">\n    <path clip-path=\"url(#p800948b533)\" d=\"M 41.83225 692.608696 \nL 25.619786 692.608696 \n\" style=\"fill:none;stroke:#3f3f3f;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_89\">\n    <path clip-path=\"url(#p800948b533)\" d=\"M 115.922131 692.608696 \nL 225.907733 692.608696 \n\" style=\"fill:none;stroke:#3f3f3f;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_90\">\n    <path clip-path=\"url(#p800948b533)\" d=\"M 25.619786 645.33913 \nL 25.619786 739.878261 \n\" style=\"fill:none;stroke:#3f3f3f;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_91\">\n    <path clip-path=\"url(#p800948b533)\" d=\"M 225.907733 645.33913 \nL 225.907733 739.878261 \n\" style=\"fill:none;stroke:#3f3f3f;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_92\">\n    <g clip-path=\"url(#p800948b533)\">\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"228.992884\" xlink:href=\"#m0f3e24e280\" y=\"692.608696\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"256.142205\" xlink:href=\"#m0f3e24e280\" y=\"692.608696\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"324.015508\" xlink:href=\"#m0f3e24e280\" y=\"692.608696\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"241.950514\" xlink:href=\"#m0f3e24e280\" y=\"692.608696\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"228.992884\" xlink:href=\"#m0f3e24e280\" y=\"692.608696\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"250.588935\" xlink:href=\"#m0f3e24e280\" y=\"692.608696\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"298.100247\" xlink:href=\"#m0f3e24e280\" y=\"692.608696\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"276.504196\" xlink:href=\"#m0f3e24e280\" y=\"692.608696\"/>\n    </g>\n   </g>\n   <g id=\"line2d_93\">\n    <path clip-path=\"url(#p800948b533)\" d=\"M 66.18951 598.069565 \nL 66.18951 787.147826 \n\" style=\"fill:none;stroke:#3f3f3f;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"patch_40\">\n    <path d=\"M 10.7 810.782609 \nL 10.7 574.434783 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_41\">\n    <path d=\"M 338.935294 810.782609 \nL 338.935294 574.434783 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_42\">\n    <path d=\"M 10.7 810.782609 \nL 338.935294 810.782609 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_43\">\n    <path d=\"M 10.7 574.434783 \nL 338.935294 574.434783 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n  </g>\n  <g id=\"axes_8\">\n   <g id=\"patch_44\">\n    <path d=\"M 404.582353 810.782609 \nL 732.817647 810.782609 \nL 732.817647 574.434783 \nL 404.582353 574.434783 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g id=\"patch_45\">\n    <path clip-path=\"url(#p7a5fd4a7d6)\" d=\"M 492.986952 598.069565 \nL 492.986952 787.147826 \nL 541.111687 787.147826 \nL 541.111687 598.069565 \nL 492.986952 598.069565 \nz\n\" style=\"fill:#3274a1;stroke:#3f3f3f;stroke-linejoin:miter;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"matplotlib.axis_15\">\n    <g id=\"xtick_45\">\n     <g id=\"line2d_94\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"442.899691\" xlink:href=\"#m68c942961f\" y=\"810.782609\"/>\n      </g>\n     </g>\n     <g id=\"text_52\">\n      <!-- 80 -->\n      <g transform=\"translate(436.537191 825.381046)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-56\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_46\">\n     <g id=\"line2d_95\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"486.54777\" xlink:href=\"#m68c942961f\" y=\"810.782609\"/>\n      </g>\n     </g>\n     <g id=\"text_53\">\n      <!-- 100 -->\n      <g transform=\"translate(477.00402 825.381046)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_47\">\n     <g id=\"line2d_96\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"530.195848\" xlink:href=\"#m68c942961f\" y=\"810.782609\"/>\n      </g>\n     </g>\n     <g id=\"text_54\">\n      <!-- 120 -->\n      <g transform=\"translate(520.652098 825.381046)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_48\">\n     <g id=\"line2d_97\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"573.843926\" xlink:href=\"#m68c942961f\" y=\"810.782609\"/>\n      </g>\n     </g>\n     <g id=\"text_55\">\n      <!-- 140 -->\n      <g transform=\"translate(564.300176 825.381046)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-52\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_49\">\n     <g id=\"line2d_98\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"617.492004\" xlink:href=\"#m68c942961f\" y=\"810.782609\"/>\n      </g>\n     </g>\n     <g id=\"text_56\">\n      <!-- 160 -->\n      <g transform=\"translate(607.948254 825.381046)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-54\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_50\">\n     <g id=\"line2d_99\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"661.140082\" xlink:href=\"#m68c942961f\" y=\"810.782609\"/>\n      </g>\n     </g>\n     <g id=\"text_57\">\n      <!-- 180 -->\n      <g transform=\"translate(651.596332 825.381046)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-56\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_51\">\n     <g id=\"line2d_100\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"704.788161\" xlink:href=\"#m68c942961f\" y=\"810.782609\"/>\n      </g>\n     </g>\n     <g id=\"text_58\">\n      <!-- 200 -->\n      <g transform=\"translate(695.244411 825.381046)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_59\">\n     <!-- tempo -->\n     <g transform=\"translate(552.559375 839.059171)scale(0.1 -0.1)\">\n      <use xlink:href=\"#DejaVuSans-116\"/>\n      <use x=\"39.208984\" xlink:href=\"#DejaVuSans-101\"/>\n      <use x=\"100.732422\" xlink:href=\"#DejaVuSans-109\"/>\n      <use x=\"198.144531\" xlink:href=\"#DejaVuSans-112\"/>\n      <use x=\"261.621094\" xlink:href=\"#DejaVuSans-111\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_16\">\n    <g id=\"ytick_8\">\n     <g id=\"line2d_101\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"404.582353\" xlink:href=\"#m9c301120db\" y=\"692.608696\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"line2d_102\">\n    <path clip-path=\"url(#p7a5fd4a7d6)\" d=\"M 492.986952 692.608696 \nL 422.468026 692.608696 \n\" style=\"fill:none;stroke:#3f3f3f;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_103\">\n    <path clip-path=\"url(#p7a5fd4a7d6)\" d=\"M 541.111687 692.608696 \nL 609.022095 692.608696 \n\" style=\"fill:none;stroke:#3f3f3f;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_104\">\n    <path clip-path=\"url(#p7a5fd4a7d6)\" d=\"M 422.468026 645.33913 \nL 422.468026 739.878261 \n\" style=\"fill:none;stroke:#3f3f3f;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_105\">\n    <path clip-path=\"url(#p7a5fd4a7d6)\" d=\"M 609.022095 645.33913 \nL 609.022095 739.878261 \n\" style=\"fill:none;stroke:#3f3f3f;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_106\">\n    <g clip-path=\"url(#p7a5fd4a7d6)\">\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"419.502139\" xlink:href=\"#m0f3e24e280\" y=\"692.608696\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"656.755633\" xlink:href=\"#m0f3e24e280\" y=\"692.608696\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"660.8651\" xlink:href=\"#m0f3e24e280\" y=\"692.608696\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"621.793522\" xlink:href=\"#m0f3e24e280\" y=\"692.608696\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"717.897861\" xlink:href=\"#m0f3e24e280\" y=\"692.608696\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"704.506631\" xlink:href=\"#m0f3e24e280\" y=\"692.608696\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"693.500768\" xlink:href=\"#m0f3e24e280\" y=\"692.608696\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"644.704399\" xlink:href=\"#m0f3e24e280\" y=\"692.608696\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"704.951841\" xlink:href=\"#m0f3e24e280\" y=\"692.608696\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"622.101241\" xlink:href=\"#m0f3e24e280\" y=\"692.608696\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"643.331667\" xlink:href=\"#m0f3e24e280\" y=\"692.608696\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"617.428715\" xlink:href=\"#m0f3e24e280\" y=\"692.608696\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"652.565417\" xlink:href=\"#m0f3e24e280\" y=\"692.608696\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"682.959757\" xlink:href=\"#m0f3e24e280\" y=\"692.608696\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"709.150786\" xlink:href=\"#m0f3e24e280\" y=\"692.608696\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"704.781613\" xlink:href=\"#m0f3e24e280\" y=\"692.608696\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"620.494992\" xlink:href=\"#m0f3e24e280\" y=\"692.608696\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"694.105294\" xlink:href=\"#m0f3e24e280\" y=\"692.608696\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"717.705809\" xlink:href=\"#m0f3e24e280\" y=\"692.608696\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"616.529564\" xlink:href=\"#m0f3e24e280\" y=\"692.608696\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"704.205459\" xlink:href=\"#m0f3e24e280\" y=\"692.608696\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"704.80562\" xlink:href=\"#m0f3e24e280\" y=\"692.608696\"/>\n    </g>\n   </g>\n   <g id=\"line2d_107\">\n    <path clip-path=\"url(#p7a5fd4a7d6)\" d=\"M 508.440554 598.069565 \nL 508.440554 787.147826 \n\" style=\"fill:none;stroke:#3f3f3f;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"patch_46\">\n    <path d=\"M 404.582353 810.782609 \nL 404.582353 574.434783 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_47\">\n    <path d=\"M 732.817647 810.782609 \nL 732.817647 574.434783 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_48\">\n    <path d=\"M 404.582353 810.782609 \nL 732.817647 810.782609 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_49\">\n    <path d=\"M 404.582353 574.434783 \nL 732.817647 574.434783 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n  </g>\n  <g id=\"axes_9\">\n   <g id=\"patch_50\">\n    <path d=\"M 798.464706 810.782609 \nL 1126.7 810.782609 \nL 1126.7 574.434783 \nL 798.464706 574.434783 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g id=\"patch_51\">\n    <path clip-path=\"url(#p32579c8c03)\" d=\"M 962.582353 598.069565 \nL 962.582353 787.147826 \nL 962.582353 787.147826 \nL 962.582353 598.069565 \nL 962.582353 598.069565 \nz\n\" style=\"fill:#3274a1;stroke:#3f3f3f;stroke-linejoin:miter;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"matplotlib.axis_17\">\n    <g id=\"xtick_52\">\n     <g id=\"line2d_108\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"813.384492\" xlink:href=\"#m68c942961f\" y=\"810.782609\"/>\n      </g>\n     </g>\n     <g id=\"text_60\">\n      <!-- 3.00 -->\n      <g transform=\"translate(802.251679 825.381046)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-51\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_53\">\n     <g id=\"line2d_109\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"850.683957\" xlink:href=\"#m68c942961f\" y=\"810.782609\"/>\n      </g>\n     </g>\n     <g id=\"text_61\">\n      <!-- 3.25 -->\n      <g transform=\"translate(839.551145 825.381046)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-51\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_54\">\n     <g id=\"line2d_110\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"887.983422\" xlink:href=\"#m68c942961f\" y=\"810.782609\"/>\n      </g>\n     </g>\n     <g id=\"text_62\">\n      <!-- 3.50 -->\n      <g transform=\"translate(876.85061 825.381046)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-51\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-53\"/>\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_55\">\n     <g id=\"line2d_111\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"925.282888\" xlink:href=\"#m68c942961f\" y=\"810.782609\"/>\n      </g>\n     </g>\n     <g id=\"text_63\">\n      <!-- 3.75 -->\n      <g transform=\"translate(914.150075 825.381046)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-51\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-55\"/>\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_56\">\n     <g id=\"line2d_112\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"962.582353\" xlink:href=\"#m68c942961f\" y=\"810.782609\"/>\n      </g>\n     </g>\n     <g id=\"text_64\">\n      <!-- 4.00 -->\n      <g transform=\"translate(951.44954 825.381046)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-52\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_57\">\n     <g id=\"line2d_113\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"999.881818\" xlink:href=\"#m68c942961f\" y=\"810.782609\"/>\n      </g>\n     </g>\n     <g id=\"text_65\">\n      <!-- 4.25 -->\n      <g transform=\"translate(988.749006 825.381046)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-52\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_58\">\n     <g id=\"line2d_114\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"1037.181283\" xlink:href=\"#m68c942961f\" y=\"810.782609\"/>\n      </g>\n     </g>\n     <g id=\"text_66\">\n      <!-- 4.50 -->\n      <g transform=\"translate(1026.048471 825.381046)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-52\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-53\"/>\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_59\">\n     <g id=\"line2d_115\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"1074.480749\" xlink:href=\"#m68c942961f\" y=\"810.782609\"/>\n      </g>\n     </g>\n     <g id=\"text_67\">\n      <!-- 4.75 -->\n      <g transform=\"translate(1063.347936 825.381046)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-52\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-55\"/>\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_60\">\n     <g id=\"line2d_116\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"1111.780214\" xlink:href=\"#m68c942961f\" y=\"810.782609\"/>\n      </g>\n     </g>\n     <g id=\"text_68\">\n      <!-- 5.00 -->\n      <g transform=\"translate(1100.647401 825.381046)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-53\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_69\">\n     <!-- time_signature -->\n     <defs>\n      <path d=\"M 50.984375 -16.609375 \nL 50.984375 -23.578125 \nL -0.984375 -23.578125 \nL -0.984375 -16.609375 \nz\n\" id=\"DejaVuSans-95\"/>\n     </defs>\n     <g transform=\"translate(925.126103 839.059171)scale(0.1 -0.1)\">\n      <use xlink:href=\"#DejaVuSans-116\"/>\n      <use x=\"39.208984\" xlink:href=\"#DejaVuSans-105\"/>\n      <use x=\"66.992188\" xlink:href=\"#DejaVuSans-109\"/>\n      <use x=\"164.404297\" xlink:href=\"#DejaVuSans-101\"/>\n      <use x=\"225.927734\" xlink:href=\"#DejaVuSans-95\"/>\n      <use x=\"275.927734\" xlink:href=\"#DejaVuSans-115\"/>\n      <use x=\"328.027344\" xlink:href=\"#DejaVuSans-105\"/>\n      <use x=\"355.810547\" xlink:href=\"#DejaVuSans-103\"/>\n      <use x=\"419.287109\" xlink:href=\"#DejaVuSans-110\"/>\n      <use x=\"482.666016\" xlink:href=\"#DejaVuSans-97\"/>\n      <use x=\"543.945312\" xlink:href=\"#DejaVuSans-116\"/>\n      <use x=\"583.154297\" xlink:href=\"#DejaVuSans-117\"/>\n      <use x=\"646.533203\" xlink:href=\"#DejaVuSans-114\"/>\n      <use x=\"687.615234\" xlink:href=\"#DejaVuSans-101\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_18\">\n    <g id=\"ytick_9\">\n     <g id=\"line2d_117\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"798.464706\" xlink:href=\"#m9c301120db\" y=\"692.608696\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"line2d_118\">\n    <path clip-path=\"url(#p32579c8c03)\" d=\"M 962.582353 692.608696 \nL 962.582353 692.608696 \n\" style=\"fill:none;stroke:#3f3f3f;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_119\">\n    <path clip-path=\"url(#p32579c8c03)\" d=\"M 962.582353 692.608696 \nL 962.582353 692.608696 \n\" style=\"fill:none;stroke:#3f3f3f;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_120\">\n    <path clip-path=\"url(#p32579c8c03)\" d=\"M 962.582353 645.33913 \nL 962.582353 739.878261 \n\" style=\"fill:none;stroke:#3f3f3f;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_121\">\n    <path clip-path=\"url(#p32579c8c03)\" d=\"M 962.582353 645.33913 \nL 962.582353 739.878261 \n\" style=\"fill:none;stroke:#3f3f3f;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_122\">\n    <g clip-path=\"url(#p32579c8c03)\">\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"813.384492\" xlink:href=\"#m0f3e24e280\" y=\"692.608696\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"813.384492\" xlink:href=\"#m0f3e24e280\" y=\"692.608696\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"813.384492\" xlink:href=\"#m0f3e24e280\" y=\"692.608696\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"813.384492\" xlink:href=\"#m0f3e24e280\" y=\"692.608696\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"813.384492\" xlink:href=\"#m0f3e24e280\" y=\"692.608696\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"813.384492\" xlink:href=\"#m0f3e24e280\" y=\"692.608696\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"813.384492\" xlink:href=\"#m0f3e24e280\" y=\"692.608696\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"813.384492\" xlink:href=\"#m0f3e24e280\" y=\"692.608696\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"813.384492\" xlink:href=\"#m0f3e24e280\" y=\"692.608696\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"813.384492\" xlink:href=\"#m0f3e24e280\" y=\"692.608696\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"813.384492\" xlink:href=\"#m0f3e24e280\" y=\"692.608696\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"813.384492\" xlink:href=\"#m0f3e24e280\" y=\"692.608696\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"813.384492\" xlink:href=\"#m0f3e24e280\" y=\"692.608696\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"813.384492\" xlink:href=\"#m0f3e24e280\" y=\"692.608696\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"813.384492\" xlink:href=\"#m0f3e24e280\" y=\"692.608696\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"813.384492\" xlink:href=\"#m0f3e24e280\" y=\"692.608696\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"813.384492\" xlink:href=\"#m0f3e24e280\" y=\"692.608696\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"813.384492\" xlink:href=\"#m0f3e24e280\" y=\"692.608696\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"1111.780214\" xlink:href=\"#m0f3e24e280\" y=\"692.608696\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"1111.780214\" xlink:href=\"#m0f3e24e280\" y=\"692.608696\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"1111.780214\" xlink:href=\"#m0f3e24e280\" y=\"692.608696\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"1111.780214\" xlink:href=\"#m0f3e24e280\" y=\"692.608696\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"1111.780214\" xlink:href=\"#m0f3e24e280\" y=\"692.608696\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"1111.780214\" xlink:href=\"#m0f3e24e280\" y=\"692.608696\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"1111.780214\" xlink:href=\"#m0f3e24e280\" y=\"692.608696\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"1111.780214\" xlink:href=\"#m0f3e24e280\" y=\"692.608696\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"1111.780214\" xlink:href=\"#m0f3e24e280\" y=\"692.608696\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"1111.780214\" xlink:href=\"#m0f3e24e280\" y=\"692.608696\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"1111.780214\" xlink:href=\"#m0f3e24e280\" y=\"692.608696\"/>\n    </g>\n   </g>\n   <g id=\"line2d_123\">\n    <path clip-path=\"url(#p32579c8c03)\" d=\"M 962.582353 598.069565 \nL 962.582353 787.147826 \n\" style=\"fill:none;stroke:#3f3f3f;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"patch_52\">\n    <path d=\"M 798.464706 810.782609 \nL 798.464706 574.434783 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_53\">\n    <path d=\"M 1126.7 810.782609 \nL 1126.7 574.434783 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_54\">\n    <path d=\"M 798.464706 810.782609 \nL 1126.7 810.782609 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_55\">\n    <path d=\"M 798.464706 574.434783 \nL 1126.7 574.434783 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n  </g>\n  <g id=\"axes_10\">\n   <g id=\"patch_56\">\n    <path d=\"M 10.7 1094.4 \nL 338.935294 1094.4 \nL 338.935294 858.052174 \nL 10.7 858.052174 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g id=\"patch_57\">\n    <path clip-path=\"url(#p009c9d6657)\" d=\"M 210.938106 881.686957 \nL 210.938106 1070.765217 \nL 272.032058 1070.765217 \nL 272.032058 881.686957 \nL 210.938106 881.686957 \nz\n\" style=\"fill:#3274a1;stroke:#3f3f3f;stroke-linejoin:miter;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"matplotlib.axis_19\">\n    <g id=\"xtick_61\">\n     <g id=\"line2d_124\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"44.912613\" xlink:href=\"#m68c942961f\" y=\"1094.4\"/>\n      </g>\n     </g>\n     <g id=\"text_70\">\n      <!-- 0.3 -->\n      <g transform=\"translate(36.96105 1108.998438)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-51\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_62\">\n     <g id=\"line2d_125\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"87.785561\" xlink:href=\"#m68c942961f\" y=\"1094.4\"/>\n      </g>\n     </g>\n     <g id=\"text_71\">\n      <!-- 0.4 -->\n      <g transform=\"translate(79.833999 1108.998438)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-52\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_63\">\n     <g id=\"line2d_126\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"130.65851\" xlink:href=\"#m68c942961f\" y=\"1094.4\"/>\n      </g>\n     </g>\n     <g id=\"text_72\">\n      <!-- 0.5 -->\n      <g transform=\"translate(122.706948 1108.998438)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_64\">\n     <g id=\"line2d_127\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"173.531459\" xlink:href=\"#m68c942961f\" y=\"1094.4\"/>\n      </g>\n     </g>\n     <g id=\"text_73\">\n      <!-- 0.6 -->\n      <g transform=\"translate(165.579896 1108.998438)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-54\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_65\">\n     <g id=\"line2d_128\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"216.404407\" xlink:href=\"#m68c942961f\" y=\"1094.4\"/>\n      </g>\n     </g>\n     <g id=\"text_74\">\n      <!-- 0.7 -->\n      <g transform=\"translate(208.452845 1108.998438)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-55\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_66\">\n     <g id=\"line2d_129\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"259.277356\" xlink:href=\"#m68c942961f\" y=\"1094.4\"/>\n      </g>\n     </g>\n     <g id=\"text_75\">\n      <!-- 0.8 -->\n      <g transform=\"translate(251.325793 1108.998438)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-56\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_67\">\n     <g id=\"line2d_130\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"302.150304\" xlink:href=\"#m68c942961f\" y=\"1094.4\"/>\n      </g>\n     </g>\n     <g id=\"text_76\">\n      <!-- 0.9 -->\n      <defs>\n       <path d=\"M 10.984375 1.515625 \nL 10.984375 10.5 \nQ 14.703125 8.734375 18.5 7.8125 \nQ 22.3125 6.890625 25.984375 6.890625 \nQ 35.75 6.890625 40.890625 13.453125 \nQ 46.046875 20.015625 46.78125 33.40625 \nQ 43.953125 29.203125 39.59375 26.953125 \nQ 35.25 24.703125 29.984375 24.703125 \nQ 19.046875 24.703125 12.671875 31.3125 \nQ 6.296875 37.9375 6.296875 49.421875 \nQ 6.296875 60.640625 12.9375 67.421875 \nQ 19.578125 74.21875 30.609375 74.21875 \nQ 43.265625 74.21875 49.921875 64.515625 \nQ 56.59375 54.828125 56.59375 36.375 \nQ 56.59375 19.140625 48.40625 8.859375 \nQ 40.234375 -1.421875 26.421875 -1.421875 \nQ 22.703125 -1.421875 18.890625 -0.6875 \nQ 15.09375 0.046875 10.984375 1.515625 \nz\nM 30.609375 32.421875 \nQ 37.25 32.421875 41.125 36.953125 \nQ 45.015625 41.5 45.015625 49.421875 \nQ 45.015625 57.28125 41.125 61.84375 \nQ 37.25 66.40625 30.609375 66.40625 \nQ 23.96875 66.40625 20.09375 61.84375 \nQ 16.21875 57.28125 16.21875 49.421875 \nQ 16.21875 41.5 20.09375 36.953125 \nQ 23.96875 32.421875 30.609375 32.421875 \nz\n\" id=\"DejaVuSans-57\"/>\n      </defs>\n      <g transform=\"translate(294.198742 1108.998438)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-57\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_77\">\n     <!-- danceability -->\n     <defs>\n      <path d=\"M 48.6875 27.296875 \nQ 48.6875 37.203125 44.609375 42.84375 \nQ 40.53125 48.484375 33.40625 48.484375 \nQ 26.265625 48.484375 22.1875 42.84375 \nQ 18.109375 37.203125 18.109375 27.296875 \nQ 18.109375 17.390625 22.1875 11.75 \nQ 26.265625 6.109375 33.40625 6.109375 \nQ 40.53125 6.109375 44.609375 11.75 \nQ 48.6875 17.390625 48.6875 27.296875 \nz\nM 18.109375 46.390625 \nQ 20.953125 51.265625 25.265625 53.625 \nQ 29.59375 56 35.59375 56 \nQ 45.5625 56 51.78125 48.09375 \nQ 58.015625 40.1875 58.015625 27.296875 \nQ 58.015625 14.40625 51.78125 6.484375 \nQ 45.5625 -1.421875 35.59375 -1.421875 \nQ 29.59375 -1.421875 25.265625 0.953125 \nQ 20.953125 3.328125 18.109375 8.203125 \nL 18.109375 0 \nL 9.078125 0 \nL 9.078125 75.984375 \nL 18.109375 75.984375 \nz\n\" id=\"DejaVuSans-98\"/>\n     </defs>\n     <g transform=\"translate(144.259835 1122.676563)scale(0.1 -0.1)\">\n      <use xlink:href=\"#DejaVuSans-100\"/>\n      <use x=\"63.476562\" xlink:href=\"#DejaVuSans-97\"/>\n      <use x=\"124.755859\" xlink:href=\"#DejaVuSans-110\"/>\n      <use x=\"188.134766\" xlink:href=\"#DejaVuSans-99\"/>\n      <use x=\"243.115234\" xlink:href=\"#DejaVuSans-101\"/>\n      <use x=\"304.638672\" xlink:href=\"#DejaVuSans-97\"/>\n      <use x=\"365.917969\" xlink:href=\"#DejaVuSans-98\"/>\n      <use x=\"429.394531\" xlink:href=\"#DejaVuSans-105\"/>\n      <use x=\"457.177734\" xlink:href=\"#DejaVuSans-108\"/>\n      <use x=\"484.960938\" xlink:href=\"#DejaVuSans-105\"/>\n      <use x=\"512.744141\" xlink:href=\"#DejaVuSans-116\"/>\n      <use x=\"551.953125\" xlink:href=\"#DejaVuSans-121\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_20\">\n    <g id=\"ytick_10\">\n     <g id=\"line2d_131\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"10.7\" xlink:href=\"#m9c301120db\" y=\"976.226087\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"line2d_132\">\n    <path clip-path=\"url(#p009c9d6657)\" d=\"M 210.938106 976.226087 \nL 119.511543 976.226087 \n\" style=\"fill:none;stroke:#3f3f3f;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_133\">\n    <path clip-path=\"url(#p009c9d6657)\" d=\"M 272.032058 976.226087 \nL 324.015508 976.226087 \n\" style=\"fill:none;stroke:#3f3f3f;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_134\">\n    <path clip-path=\"url(#p009c9d6657)\" d=\"M 119.511543 928.956522 \nL 119.511543 1023.495652 \n\" style=\"fill:none;stroke:#3f3f3f;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_135\">\n    <path clip-path=\"url(#p009c9d6657)\" d=\"M 324.015508 928.956522 \nL 324.015508 1023.495652 \n\" style=\"fill:none;stroke:#3f3f3f;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_136\">\n    <g clip-path=\"url(#p009c9d6657)\">\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"117.796625\" xlink:href=\"#m0f3e24e280\" y=\"976.226087\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"101.933635\" xlink:href=\"#m0f3e24e280\" y=\"976.226087\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"25.619786\" xlink:href=\"#m0f3e24e280\" y=\"976.226087\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"96.788881\" xlink:href=\"#m0f3e24e280\" y=\"976.226087\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"110.508224\" xlink:href=\"#m0f3e24e280\" y=\"976.226087\"/>\n    </g>\n   </g>\n   <g id=\"line2d_137\">\n    <path clip-path=\"url(#p009c9d6657)\" d=\"M 242.556906 881.686957 \nL 242.556906 1070.765217 \n\" style=\"fill:none;stroke:#3f3f3f;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"patch_58\">\n    <path d=\"M 10.7 1094.4 \nL 10.7 858.052174 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_59\">\n    <path d=\"M 338.935294 1094.4 \nL 338.935294 858.052174 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_60\">\n    <path d=\"M 10.7 1094.4 \nL 338.935294 1094.4 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_61\">\n    <path d=\"M 10.7 858.052174 \nL 338.935294 858.052174 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n  </g>\n  <g id=\"axes_11\">\n   <g id=\"patch_62\">\n    <path d=\"M 404.582353 1094.4 \nL 732.817647 1094.4 \nL 732.817647 858.052174 \nL 404.582353 858.052174 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g id=\"patch_63\">\n    <path clip-path=\"url(#p71cba14ba8)\" d=\"M 525.567606 881.686957 \nL 525.567606 1070.765217 \nL 572.557165 1070.765217 \nL 572.557165 881.686957 \nL 525.567606 881.686957 \nz\n\" style=\"fill:#3274a1;stroke:#3f3f3f;stroke-linejoin:miter;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"matplotlib.axis_21\">\n    <g id=\"xtick_68\">\n     <g id=\"line2d_138\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"429.728247\" xlink:href=\"#m68c942961f\" y=\"1094.4\"/>\n      </g>\n     </g>\n     <g id=\"text_78\">\n      <!-- 100000 -->\n      <g transform=\"translate(410.640747 1108.998438)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"254.492188\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"318.115234\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_69\">\n     <g id=\"line2d_139\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"478.368409\" xlink:href=\"#m68c942961f\" y=\"1094.4\"/>\n      </g>\n     </g>\n     <g id=\"text_79\">\n      <!-- 150000 -->\n      <g transform=\"translate(459.280909 1108.998438)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-53\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"254.492188\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"318.115234\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_70\">\n     <g id=\"line2d_140\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"527.008571\" xlink:href=\"#m68c942961f\" y=\"1094.4\"/>\n      </g>\n     </g>\n     <g id=\"text_80\">\n      <!-- 200000 -->\n      <g transform=\"translate(507.921071 1108.998438)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"254.492188\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"318.115234\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_71\">\n     <g id=\"line2d_141\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"575.648734\" xlink:href=\"#m68c942961f\" y=\"1094.4\"/>\n      </g>\n     </g>\n     <g id=\"text_81\">\n      <!-- 250000 -->\n      <g transform=\"translate(556.561234 1108.998438)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-53\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"254.492188\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"318.115234\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_72\">\n     <g id=\"line2d_142\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"624.288896\" xlink:href=\"#m68c942961f\" y=\"1094.4\"/>\n      </g>\n     </g>\n     <g id=\"text_82\">\n      <!-- 300000 -->\n      <g transform=\"translate(605.201396 1108.998438)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-51\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"254.492188\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"318.115234\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_73\">\n     <g id=\"line2d_143\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"672.929058\" xlink:href=\"#m68c942961f\" y=\"1094.4\"/>\n      </g>\n     </g>\n     <g id=\"text_83\">\n      <!-- 350000 -->\n      <g transform=\"translate(653.841558 1108.998438)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-51\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-53\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"254.492188\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"318.115234\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_74\">\n     <g id=\"line2d_144\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"721.56922\" xlink:href=\"#m68c942961f\" y=\"1094.4\"/>\n      </g>\n     </g>\n     <g id=\"text_84\">\n      <!-- 400000 -->\n      <g transform=\"translate(702.48172 1108.998438)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-52\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"254.492188\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"318.115234\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_85\">\n     <!-- length -->\n     <g transform=\"translate(552.7625 1122.676563)scale(0.1 -0.1)\">\n      <use xlink:href=\"#DejaVuSans-108\"/>\n      <use x=\"27.783203\" xlink:href=\"#DejaVuSans-101\"/>\n      <use x=\"89.306641\" xlink:href=\"#DejaVuSans-110\"/>\n      <use x=\"152.685547\" xlink:href=\"#DejaVuSans-103\"/>\n      <use x=\"216.162109\" xlink:href=\"#DejaVuSans-116\"/>\n      <use x=\"255.371094\" xlink:href=\"#DejaVuSans-104\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_22\">\n    <g id=\"ytick_11\">\n     <g id=\"line2d_145\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"404.582353\" xlink:href=\"#m9c301120db\" y=\"976.226087\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"line2d_146\">\n    <path clip-path=\"url(#p71cba14ba8)\" d=\"M 525.567606 976.226087 \nL 470.520805 976.226087 \n\" style=\"fill:none;stroke:#3f3f3f;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_147\">\n    <path clip-path=\"url(#p71cba14ba8)\" d=\"M 572.557165 976.226087 \nL 633.186154 976.226087 \n\" style=\"fill:none;stroke:#3f3f3f;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_148\">\n    <path clip-path=\"url(#p71cba14ba8)\" d=\"M 470.520805 928.956522 \nL 470.520805 1023.495652 \n\" style=\"fill:none;stroke:#3f3f3f;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_149\">\n    <path clip-path=\"url(#p71cba14ba8)\" d=\"M 633.186154 928.956522 \nL 633.186154 1023.495652 \n\" style=\"fill:none;stroke:#3f3f3f;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_150\">\n    <g clip-path=\"url(#p71cba14ba8)\">\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"419.502139\" xlink:href=\"#m0f3e24e280\" y=\"976.226087\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"426.878906\" xlink:href=\"#m0f3e24e280\" y=\"976.226087\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"440.533172\" xlink:href=\"#m0f3e24e280\" y=\"976.226087\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"712.814964\" xlink:href=\"#m0f3e24e280\" y=\"976.226087\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"717.897861\" xlink:href=\"#m0f3e24e280\" y=\"976.226087\"/>\n    </g>\n   </g>\n   <g id=\"line2d_151\">\n    <path clip-path=\"url(#p71cba14ba8)\" d=\"M 545.66256 881.686957 \nL 545.66256 1070.765217 \n\" style=\"fill:none;stroke:#3f3f3f;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"patch_64\">\n    <path d=\"M 404.582353 1094.4 \nL 404.582353 858.052174 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_65\">\n    <path d=\"M 732.817647 1094.4 \nL 732.817647 858.052174 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_66\">\n    <path d=\"M 404.582353 1094.4 \nL 732.817647 1094.4 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_67\">\n    <path d=\"M 404.582353 858.052174 \nL 732.817647 858.052174 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n  </g>\n  <g id=\"axes_12\">\n   <g id=\"patch_68\">\n    <path d=\"M 798.464706 1094.4 \nL 1126.7 1094.4 \nL 1126.7 858.052174 \nL 798.464706 858.052174 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g id=\"patch_69\">\n    <path clip-path=\"url(#pfb0fefec1b)\" d=\"M 1017.549986 881.686957 \nL 1017.549986 1070.765217 \nL 1080.370138 1070.765217 \nL 1080.370138 881.686957 \nL 1017.549986 881.686957 \nz\n\" style=\"fill:#3274a1;stroke:#3f3f3f;stroke-linejoin:miter;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"matplotlib.axis_23\">\n    <g id=\"xtick_75\">\n     <g id=\"line2d_152\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"836.942049\" xlink:href=\"#m68c942961f\" y=\"1094.4\"/>\n      </g>\n     </g>\n     <g id=\"text_86\">\n      <!-- 2002.5 -->\n      <g transform=\"translate(819.446736 1108.998438)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"254.492188\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"286.279297\" xlink:href=\"#DejaVuSans-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_76\">\n     <g id=\"line2d_153\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"876.204644\" xlink:href=\"#m68c942961f\" y=\"1094.4\"/>\n      </g>\n     </g>\n     <g id=\"text_87\">\n      <!-- 2005.0 -->\n      <g transform=\"translate(858.709331 1108.998438)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-53\"/>\n       <use x=\"254.492188\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"286.279297\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_77\">\n     <g id=\"line2d_154\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"915.467239\" xlink:href=\"#m68c942961f\" y=\"1094.4\"/>\n      </g>\n     </g>\n     <g id=\"text_88\">\n      <!-- 2007.5 -->\n      <g transform=\"translate(897.971926 1108.998438)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-55\"/>\n       <use x=\"254.492188\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"286.279297\" xlink:href=\"#DejaVuSans-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_78\">\n     <g id=\"line2d_155\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"954.729834\" xlink:href=\"#m68c942961f\" y=\"1094.4\"/>\n      </g>\n     </g>\n     <g id=\"text_89\">\n      <!-- 2010.0 -->\n      <g transform=\"translate(937.234521 1108.998438)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"254.492188\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"286.279297\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_79\">\n     <g id=\"line2d_156\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"993.992429\" xlink:href=\"#m68c942961f\" y=\"1094.4\"/>\n      </g>\n     </g>\n     <g id=\"text_90\">\n      <!-- 2012.5 -->\n      <g transform=\"translate(976.497116 1108.998438)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"254.492188\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"286.279297\" xlink:href=\"#DejaVuSans-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_80\">\n     <g id=\"line2d_157\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"1033.255024\" xlink:href=\"#m68c942961f\" y=\"1094.4\"/>\n      </g>\n     </g>\n     <g id=\"text_91\">\n      <!-- 2015.0 -->\n      <g transform=\"translate(1015.759711 1108.998438)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-53\"/>\n       <use x=\"254.492188\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"286.279297\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_81\">\n     <g id=\"line2d_158\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"1072.517619\" xlink:href=\"#m68c942961f\" y=\"1094.4\"/>\n      </g>\n     </g>\n     <g id=\"text_92\">\n      <!-- 2017.5 -->\n      <g transform=\"translate(1055.022306 1108.998438)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-55\"/>\n       <use x=\"254.492188\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"286.279297\" xlink:href=\"#DejaVuSans-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_82\">\n     <g id=\"line2d_159\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"1111.780214\" xlink:href=\"#m68c942961f\" y=\"1094.4\"/>\n      </g>\n     </g>\n     <g id=\"text_93\">\n      <!-- 2020.0 -->\n      <g transform=\"translate(1094.284901 1108.998438)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"254.492188\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"286.279297\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_94\">\n     <!-- release_date -->\n     <g transform=\"translate(930.465947 1122.676563)scale(0.1 -0.1)\">\n      <use xlink:href=\"#DejaVuSans-114\"/>\n      <use x=\"41.082031\" xlink:href=\"#DejaVuSans-101\"/>\n      <use x=\"102.605469\" xlink:href=\"#DejaVuSans-108\"/>\n      <use x=\"130.388672\" xlink:href=\"#DejaVuSans-101\"/>\n      <use x=\"191.912109\" xlink:href=\"#DejaVuSans-97\"/>\n      <use x=\"253.191406\" xlink:href=\"#DejaVuSans-115\"/>\n      <use x=\"305.291016\" xlink:href=\"#DejaVuSans-101\"/>\n      <use x=\"366.814453\" xlink:href=\"#DejaVuSans-95\"/>\n      <use x=\"416.814453\" xlink:href=\"#DejaVuSans-100\"/>\n      <use x=\"480.291016\" xlink:href=\"#DejaVuSans-97\"/>\n      <use x=\"541.570312\" xlink:href=\"#DejaVuSans-116\"/>\n      <use x=\"580.779297\" xlink:href=\"#DejaVuSans-101\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_24\">\n    <g id=\"ytick_12\">\n     <g id=\"line2d_160\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"798.464706\" xlink:href=\"#m9c301120db\" y=\"976.226087\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"line2d_161\">\n    <path clip-path=\"url(#pfb0fefec1b)\" d=\"M 1017.549986 976.226087 \nL 923.319758 976.226087 \n\" style=\"fill:none;stroke:#3f3f3f;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_162\">\n    <path clip-path=\"url(#pfb0fefec1b)\" d=\"M 1080.370138 976.226087 \nL 1111.780214 976.226087 \n\" style=\"fill:none;stroke:#3f3f3f;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_163\">\n    <path clip-path=\"url(#pfb0fefec1b)\" d=\"M 923.319758 928.956522 \nL 923.319758 1023.495652 \n\" style=\"fill:none;stroke:#3f3f3f;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_164\">\n    <path clip-path=\"url(#pfb0fefec1b)\" d=\"M 1111.780214 928.956522 \nL 1111.780214 1023.495652 \n\" style=\"fill:none;stroke:#3f3f3f;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_165\">\n    <g clip-path=\"url(#pfb0fefec1b)\">\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"813.384492\" xlink:href=\"#m0f3e24e280\" y=\"976.226087\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"907.61472\" xlink:href=\"#m0f3e24e280\" y=\"976.226087\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"844.794568\" xlink:href=\"#m0f3e24e280\" y=\"976.226087\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"844.794568\" xlink:href=\"#m0f3e24e280\" y=\"976.226087\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"860.499606\" xlink:href=\"#m0f3e24e280\" y=\"976.226087\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"891.909682\" xlink:href=\"#m0f3e24e280\" y=\"976.226087\"/>\n     <use style=\"fill:#3f3f3f;stroke:#3f3f3f;stroke-linejoin:miter;\" x=\"860.499606\" xlink:href=\"#m0f3e24e280\" y=\"976.226087\"/>\n    </g>\n   </g>\n   <g id=\"line2d_166\">\n    <path clip-path=\"url(#pfb0fefec1b)\" d=\"M 1048.960062 881.686957 \nL 1048.960062 1070.765217 \n\" style=\"fill:none;stroke:#3f3f3f;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"patch_70\">\n    <path d=\"M 798.464706 1094.4 \nL 798.464706 858.052174 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_71\">\n    <path d=\"M 1126.7 1094.4 \nL 1126.7 858.052174 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_72\">\n    <path d=\"M 798.464706 1094.4 \nL 1126.7 1094.4 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_73\">\n    <path d=\"M 798.464706 858.052174 \nL 1126.7 858.052174 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n  </g>\n </g>\n <defs>\n  <clipPath id=\"p2eb0fe637d\">\n   <rect height=\"236.347826\" width=\"328.235294\" x=\"10.7\" y=\"7.2\"/>\n  </clipPath>\n  <clipPath id=\"p5a1f167d67\">\n   <rect height=\"236.347826\" width=\"328.235294\" x=\"404.582353\" y=\"7.2\"/>\n  </clipPath>\n  <clipPath id=\"p3900e6581f\">\n   <rect height=\"236.347826\" width=\"328.235294\" x=\"798.464706\" y=\"7.2\"/>\n  </clipPath>\n  <clipPath id=\"pf2c1880af4\">\n   <rect height=\"236.347826\" width=\"328.235294\" x=\"10.7\" y=\"290.817391\"/>\n  </clipPath>\n  <clipPath id=\"p6be797a8b0\">\n   <rect height=\"236.347826\" width=\"328.235294\" x=\"404.582353\" y=\"290.817391\"/>\n  </clipPath>\n  <clipPath id=\"pf823cbe9f3\">\n   <rect height=\"236.347826\" width=\"328.235294\" x=\"798.464706\" y=\"290.817391\"/>\n  </clipPath>\n  <clipPath id=\"p800948b533\">\n   <rect height=\"236.347826\" width=\"328.235294\" x=\"10.7\" y=\"574.434783\"/>\n  </clipPath>\n  <clipPath id=\"p7a5fd4a7d6\">\n   <rect height=\"236.347826\" width=\"328.235294\" x=\"404.582353\" y=\"574.434783\"/>\n  </clipPath>\n  <clipPath id=\"p32579c8c03\">\n   <rect height=\"236.347826\" width=\"328.235294\" x=\"798.464706\" y=\"574.434783\"/>\n  </clipPath>\n  <clipPath id=\"p009c9d6657\">\n   <rect height=\"236.347826\" width=\"328.235294\" x=\"10.7\" y=\"858.052174\"/>\n  </clipPath>\n  <clipPath id=\"p71cba14ba8\">\n   <rect height=\"236.347826\" width=\"328.235294\" x=\"404.582353\" y=\"858.052174\"/>\n  </clipPath>\n  <clipPath id=\"pfb0fefec1b\">\n   <rect height=\"236.347826\" width=\"328.235294\" x=\"798.464706\" y=\"858.052174\"/>\n  </clipPath>\n </defs>\n</svg>\n",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "plt.figure(figsize=(20,20), dpi=200)\n",
    "\n",
    "plt.subplot(4,3,1)\n",
    "sns.boxplot(x = 'popularity', data = df)\n",
    "\n",
    "plt.subplot(4,3,2)\n",
    "sns.boxplot(x = 'acousticness', data = df)\n",
    "\n",
    "plt.subplot(4,3,3)\n",
    "sns.boxplot(x = 'energy', data = df)\n",
    "\n",
    "plt.subplot(4,3,4)\n",
    "sns.boxplot(x = 'instrumentalness', data = df)\n",
    "\n",
    "plt.subplot(4,3,5)\n",
    "sns.boxplot(x = 'liveness', data = df)\n",
    "\n",
    "plt.subplot(4,3,6)\n",
    "sns.boxplot(x = 'loudness', data = df)\n",
    "\n",
    "plt.subplot(4,3,7)\n",
    "sns.boxplot(x = 'speechiness', data = df)\n",
    "\n",
    "plt.subplot(4,3,8)\n",
    "sns.boxplot(x = 'tempo', data = df)\n",
    "\n",
    "plt.subplot(4,3,9)\n",
    "sns.boxplot(x = 'time_signature', data = df)\n",
    "\n",
    "plt.subplot(4,3,10)\n",
    "sns.boxplot(x = 'danceability', data = df)\n",
    "\n",
    "plt.subplot(4,3,11)\n",
    "sns.boxplot(x = 'length', data = df)\n",
    "\n",
    "plt.subplot(4,3,12)\n",
    "sns.boxplot(x = 'release_date', data = df)"
   ]
  },
  {
   "source": [
    "Choose several columns with similar ranges. Make sure to include the artist_top_genre column to keep our genres straight. "
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.preprocessing import LabelEncoder, StandardScaler\n",
    "le = LabelEncoder()\n",
    "\n",
    "# scaler = StandardScaler()\n",
    "\n",
    "X = df.loc[:, ('artist_top_genre','popularity','danceability','acousticness','loudness','energy')]\n",
    "\n",
    "y = df['artist_top_genre']\n",
    "\n",
    "X['artist_top_genre'] = le.fit_transform(X['artist_top_genre'])\n",
    "\n",
    "# X = scaler.fit_transform(X)\n",
    "\n",
    "y = le.transform(y)\n",
    "\n"
   ]
  },
  {
   "source": [
    "K-Means Clustering has the drawback of needing to tell it how many clusters to build. We know there are three song types, so let's focus on 3."
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "array([2, 1, 2, 2, 2, 2, 2, 2, 2, 1, 2, 2, 1, 2, 0, 2, 1, 1, 0, 1, 0, 0,\n",
       "       0, 1, 0, 2, 0, 0, 2, 2, 1, 1, 0, 2, 2, 2, 2, 1, 1, 0, 2, 0, 2, 0,\n",
       "       2, 0, 0, 1, 1, 2, 1, 0, 0, 2, 2, 2, 2, 1, 1, 0, 1, 2, 2, 1, 2, 2,\n",
       "       1, 2, 1, 2, 2, 1, 1, 1, 1, 1, 2, 1, 2, 2, 0, 2, 1, 1, 1, 2, 2, 2,\n",
       "       2, 1, 2, 2, 2, 2, 1, 1, 2, 1, 1, 2, 1, 2, 1, 2, 1, 2, 2, 1, 2, 0,\n",
       "       1, 1, 2, 1, 1, 2, 2, 2, 2, 2, 2, 2, 0, 1, 1, 1, 1, 0, 1, 2, 1, 2,\n",
       "       1, 2, 2, 2, 0, 2, 1, 1, 1, 2, 1, 0, 1, 2, 2, 1, 1, 1, 0, 1, 2, 2,\n",
       "       2, 1, 1, 0, 1, 2, 1, 1, 1, 1, 2, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 2,\n",
       "       0, 1, 0, 0, 1, 0, 0, 2, 0, 0, 1, 1, 2, 0, 2, 2, 0, 2, 2, 1, 1, 0,\n",
       "       1, 1, 0, 0, 1, 0, 2, 0, 1, 0, 2, 0, 0, 2, 2, 2, 1, 1, 1, 1, 1, 0,\n",
       "       2, 2, 2, 2, 2, 1, 1, 1, 1, 1, 2, 2, 1, 1, 0, 1, 1, 1, 0, 2, 2, 2,\n",
       "       1, 1, 0, 0, 1, 1, 2, 0, 0, 0, 0, 0, 2, 0, 0, 2, 1, 1, 1, 2, 2, 2,\n",
       "       1, 2, 1, 2, 1, 1, 1, 0, 2, 2, 2, 1, 2, 1, 0, 1, 2, 1, 1, 1, 2, 1],\n",
       "      dtype=int32)"
      ]
     },
     "metadata": {},
     "execution_count": 16
    }
   ],
   "source": [
    "\n",
    "from sklearn.cluster import KMeans\n",
    "\n",
    "nclusters = 3 \n",
    "seed = 0\n",
    "\n",
    "km = KMeans(n_clusters=nclusters, random_state=seed)\n",
    "km.fit(X)\n",
    "\n",
    "# Predict the cluster for each data point\n",
    "\n",
    "y_cluster_kmeans = km.predict(X)\n",
    "y_cluster_kmeans"
   ]
  },
  {
   "source": [
    "Those numbers don't mean much to us, so let's get a 'silhouette score' to see the accuracy. Our score is in the middle."
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "0.5466747351275563"
      ]
     },
     "metadata": {},
     "execution_count": 17
    }
   ],
   "source": [
    "from sklearn import metrics\n",
    "score = metrics.silhouette_score(X, y_cluster_kmeans)\n",
    "score"
   ]
  },
  {
   "source": [
    "Import KMeans and build a model"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.cluster import KMeans\n",
    "wcss = []\n",
    "\n",
    "for i in range(1, 11):\n",
    "    kmeans = KMeans(n_clusters = i, init = 'k-means++', random_state = 42)\n",
    "    kmeans.fit(X)\n",
    "    wcss.append(kmeans.inertia_)"
   ]
  },
  {
   "source": [
    "Use that model to decide, using the Elbow Method, the best number of clusters to build"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stderr",
     "text": [
      "/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/seaborn/_decorators.py:43: FutureWarning: Pass the following variables as keyword args: x, y. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n  FutureWarning\n"
     ]
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 720x360 with 1 Axes>",
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<!-- Created with matplotlib (https://matplotlib.org/) -->\n<svg height=\"331.674375pt\" version=\"1.1\" viewBox=\"0 0 624.890625 331.674375\" width=\"624.890625pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n <defs>\n  <style type=\"text/css\">\n*{stroke-linecap:butt;stroke-linejoin:round;white-space:pre;}\n  </style>\n </defs>\n <g id=\"figure_1\">\n  <g id=\"patch_1\">\n   <path d=\"M 0 331.674375 \nL 624.890625 331.674375 \nL 624.890625 0 \nL 0 0 \nz\n\" style=\"fill:none;\"/>\n  </g>\n  <g id=\"axes_1\">\n   <g id=\"patch_2\">\n    <path d=\"M 59.690625 294.118125 \nL 617.690625 294.118125 \nL 617.690625 22.318125 \nL 59.690625 22.318125 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g id=\"matplotlib.axis_1\">\n    <g id=\"xtick_1\">\n     <g id=\"line2d_1\">\n      <defs>\n       <path d=\"M 0 0 \nL 0 3.5 \n\" id=\"m5626e93e8a\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"141.417898\" xlink:href=\"#m5626e93e8a\" y=\"294.118125\"/>\n      </g>\n     </g>\n     <g id=\"text_1\">\n      <!-- 2 -->\n      <defs>\n       <path d=\"M 19.1875 8.296875 \nL 53.609375 8.296875 \nL 53.609375 0 \nL 7.328125 0 \nL 7.328125 8.296875 \nQ 12.9375 14.109375 22.625 23.890625 \nQ 32.328125 33.6875 34.8125 36.53125 \nQ 39.546875 41.84375 41.421875 45.53125 \nQ 43.3125 49.21875 43.3125 52.78125 \nQ 43.3125 58.59375 39.234375 62.25 \nQ 35.15625 65.921875 28.609375 65.921875 \nQ 23.96875 65.921875 18.8125 64.3125 \nQ 13.671875 62.703125 7.8125 59.421875 \nL 7.8125 69.390625 \nQ 13.765625 71.78125 18.9375 73 \nQ 24.125 74.21875 28.421875 74.21875 \nQ 39.75 74.21875 46.484375 68.546875 \nQ 53.21875 62.890625 53.21875 53.421875 \nQ 53.21875 48.921875 51.53125 44.890625 \nQ 49.859375 40.875 45.40625 35.40625 \nQ 44.1875 33.984375 37.640625 27.21875 \nQ 31.109375 20.453125 19.1875 8.296875 \nz\n\" id=\"DejaVuSans-50\"/>\n      </defs>\n      <g transform=\"translate(138.236648 308.716563)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-50\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_2\">\n     <g id=\"line2d_2\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"254.14517\" xlink:href=\"#m5626e93e8a\" y=\"294.118125\"/>\n      </g>\n     </g>\n     <g id=\"text_2\">\n      <!-- 4 -->\n      <defs>\n       <path d=\"M 37.796875 64.3125 \nL 12.890625 25.390625 \nL 37.796875 25.390625 \nz\nM 35.203125 72.90625 \nL 47.609375 72.90625 \nL 47.609375 25.390625 \nL 58.015625 25.390625 \nL 58.015625 17.1875 \nL 47.609375 17.1875 \nL 47.609375 0 \nL 37.796875 0 \nL 37.796875 17.1875 \nL 4.890625 17.1875 \nL 4.890625 26.703125 \nz\n\" id=\"DejaVuSans-52\"/>\n      </defs>\n      <g transform=\"translate(250.96392 308.716563)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-52\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_3\">\n     <g id=\"line2d_3\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"366.872443\" xlink:href=\"#m5626e93e8a\" y=\"294.118125\"/>\n      </g>\n     </g>\n     <g id=\"text_3\">\n      <!-- 6 -->\n      <defs>\n       <path d=\"M 33.015625 40.375 \nQ 26.375 40.375 22.484375 35.828125 \nQ 18.609375 31.296875 18.609375 23.390625 \nQ 18.609375 15.53125 22.484375 10.953125 \nQ 26.375 6.390625 33.015625 6.390625 \nQ 39.65625 6.390625 43.53125 10.953125 \nQ 47.40625 15.53125 47.40625 23.390625 \nQ 47.40625 31.296875 43.53125 35.828125 \nQ 39.65625 40.375 33.015625 40.375 \nz\nM 52.59375 71.296875 \nL 52.59375 62.3125 \nQ 48.875 64.0625 45.09375 64.984375 \nQ 41.3125 65.921875 37.59375 65.921875 \nQ 27.828125 65.921875 22.671875 59.328125 \nQ 17.53125 52.734375 16.796875 39.40625 \nQ 19.671875 43.65625 24.015625 45.921875 \nQ 28.375 48.1875 33.59375 48.1875 \nQ 44.578125 48.1875 50.953125 41.515625 \nQ 57.328125 34.859375 57.328125 23.390625 \nQ 57.328125 12.15625 50.6875 5.359375 \nQ 44.046875 -1.421875 33.015625 -1.421875 \nQ 20.359375 -1.421875 13.671875 8.265625 \nQ 6.984375 17.96875 6.984375 36.375 \nQ 6.984375 53.65625 15.1875 63.9375 \nQ 23.390625 74.21875 37.203125 74.21875 \nQ 40.921875 74.21875 44.703125 73.484375 \nQ 48.484375 72.75 52.59375 71.296875 \nz\n\" id=\"DejaVuSans-54\"/>\n      </defs>\n      <g transform=\"translate(363.691193 308.716563)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-54\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_4\">\n     <g id=\"line2d_4\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"479.599716\" xlink:href=\"#m5626e93e8a\" y=\"294.118125\"/>\n      </g>\n     </g>\n     <g id=\"text_4\">\n      <!-- 8 -->\n      <defs>\n       <path d=\"M 31.78125 34.625 \nQ 24.75 34.625 20.71875 30.859375 \nQ 16.703125 27.09375 16.703125 20.515625 \nQ 16.703125 13.921875 20.71875 10.15625 \nQ 24.75 6.390625 31.78125 6.390625 \nQ 38.8125 6.390625 42.859375 10.171875 \nQ 46.921875 13.96875 46.921875 20.515625 \nQ 46.921875 27.09375 42.890625 30.859375 \nQ 38.875 34.625 31.78125 34.625 \nz\nM 21.921875 38.8125 \nQ 15.578125 40.375 12.03125 44.71875 \nQ 8.5 49.078125 8.5 55.328125 \nQ 8.5 64.0625 14.71875 69.140625 \nQ 20.953125 74.21875 31.78125 74.21875 \nQ 42.671875 74.21875 48.875 69.140625 \nQ 55.078125 64.0625 55.078125 55.328125 \nQ 55.078125 49.078125 51.53125 44.71875 \nQ 48 40.375 41.703125 38.8125 \nQ 48.828125 37.15625 52.796875 32.3125 \nQ 56.78125 27.484375 56.78125 20.515625 \nQ 56.78125 9.90625 50.3125 4.234375 \nQ 43.84375 -1.421875 31.78125 -1.421875 \nQ 19.734375 -1.421875 13.25 4.234375 \nQ 6.78125 9.90625 6.78125 20.515625 \nQ 6.78125 27.484375 10.78125 32.3125 \nQ 14.796875 37.15625 21.921875 38.8125 \nz\nM 18.3125 54.390625 \nQ 18.3125 48.734375 21.84375 45.5625 \nQ 25.390625 42.390625 31.78125 42.390625 \nQ 38.140625 42.390625 41.71875 45.5625 \nQ 45.3125 48.734375 45.3125 54.390625 \nQ 45.3125 60.0625 41.71875 63.234375 \nQ 38.140625 66.40625 31.78125 66.40625 \nQ 25.390625 66.40625 21.84375 63.234375 \nQ 18.3125 60.0625 18.3125 54.390625 \nz\n\" id=\"DejaVuSans-56\"/>\n      </defs>\n      <g transform=\"translate(476.418466 308.716563)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-56\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_5\">\n     <g id=\"line2d_5\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"592.326989\" xlink:href=\"#m5626e93e8a\" y=\"294.118125\"/>\n      </g>\n     </g>\n     <g id=\"text_5\">\n      <!-- 10 -->\n      <defs>\n       <path d=\"M 12.40625 8.296875 \nL 28.515625 8.296875 \nL 28.515625 63.921875 \nL 10.984375 60.40625 \nL 10.984375 69.390625 \nL 28.421875 72.90625 \nL 38.28125 72.90625 \nL 38.28125 8.296875 \nL 54.390625 8.296875 \nL 54.390625 0 \nL 12.40625 0 \nz\n\" id=\"DejaVuSans-49\"/>\n       <path d=\"M 31.78125 66.40625 \nQ 24.171875 66.40625 20.328125 58.90625 \nQ 16.5 51.421875 16.5 36.375 \nQ 16.5 21.390625 20.328125 13.890625 \nQ 24.171875 6.390625 31.78125 6.390625 \nQ 39.453125 6.390625 43.28125 13.890625 \nQ 47.125 21.390625 47.125 36.375 \nQ 47.125 51.421875 43.28125 58.90625 \nQ 39.453125 66.40625 31.78125 66.40625 \nz\nM 31.78125 74.21875 \nQ 44.046875 74.21875 50.515625 64.515625 \nQ 56.984375 54.828125 56.984375 36.375 \nQ 56.984375 17.96875 50.515625 8.265625 \nQ 44.046875 -1.421875 31.78125 -1.421875 \nQ 19.53125 -1.421875 13.0625 8.265625 \nQ 6.59375 17.96875 6.59375 36.375 \nQ 6.59375 54.828125 13.0625 64.515625 \nQ 19.53125 74.21875 31.78125 74.21875 \nz\n\" id=\"DejaVuSans-48\"/>\n      </defs>\n      <g transform=\"translate(585.964489 308.716563)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_6\">\n     <!-- Number of clusters -->\n     <defs>\n      <path d=\"M 9.8125 72.90625 \nL 23.09375 72.90625 \nL 55.421875 11.921875 \nL 55.421875 72.90625 \nL 64.984375 72.90625 \nL 64.984375 0 \nL 51.703125 0 \nL 19.390625 60.984375 \nL 19.390625 0 \nL 9.8125 0 \nz\n\" id=\"DejaVuSans-78\"/>\n      <path d=\"M 8.5 21.578125 \nL 8.5 54.6875 \nL 17.484375 54.6875 \nL 17.484375 21.921875 \nQ 17.484375 14.15625 20.5 10.265625 \nQ 23.53125 6.390625 29.59375 6.390625 \nQ 36.859375 6.390625 41.078125 11.03125 \nQ 45.3125 15.671875 45.3125 23.6875 \nL 45.3125 54.6875 \nL 54.296875 54.6875 \nL 54.296875 0 \nL 45.3125 0 \nL 45.3125 8.40625 \nQ 42.046875 3.421875 37.71875 1 \nQ 33.40625 -1.421875 27.6875 -1.421875 \nQ 18.265625 -1.421875 13.375 4.4375 \nQ 8.5 10.296875 8.5 21.578125 \nz\nM 31.109375 56 \nz\n\" id=\"DejaVuSans-117\"/>\n      <path d=\"M 52 44.1875 \nQ 55.375 50.25 60.0625 53.125 \nQ 64.75 56 71.09375 56 \nQ 79.640625 56 84.28125 50.015625 \nQ 88.921875 44.046875 88.921875 33.015625 \nL 88.921875 0 \nL 79.890625 0 \nL 79.890625 32.71875 \nQ 79.890625 40.578125 77.09375 44.375 \nQ 74.3125 48.1875 68.609375 48.1875 \nQ 61.625 48.1875 57.5625 43.546875 \nQ 53.515625 38.921875 53.515625 30.90625 \nL 53.515625 0 \nL 44.484375 0 \nL 44.484375 32.71875 \nQ 44.484375 40.625 41.703125 44.40625 \nQ 38.921875 48.1875 33.109375 48.1875 \nQ 26.21875 48.1875 22.15625 43.53125 \nQ 18.109375 38.875 18.109375 30.90625 \nL 18.109375 0 \nL 9.078125 0 \nL 9.078125 54.6875 \nL 18.109375 54.6875 \nL 18.109375 46.1875 \nQ 21.1875 51.21875 25.484375 53.609375 \nQ 29.78125 56 35.6875 56 \nQ 41.65625 56 45.828125 52.96875 \nQ 50 49.953125 52 44.1875 \nz\n\" id=\"DejaVuSans-109\"/>\n      <path d=\"M 48.6875 27.296875 \nQ 48.6875 37.203125 44.609375 42.84375 \nQ 40.53125 48.484375 33.40625 48.484375 \nQ 26.265625 48.484375 22.1875 42.84375 \nQ 18.109375 37.203125 18.109375 27.296875 \nQ 18.109375 17.390625 22.1875 11.75 \nQ 26.265625 6.109375 33.40625 6.109375 \nQ 40.53125 6.109375 44.609375 11.75 \nQ 48.6875 17.390625 48.6875 27.296875 \nz\nM 18.109375 46.390625 \nQ 20.953125 51.265625 25.265625 53.625 \nQ 29.59375 56 35.59375 56 \nQ 45.5625 56 51.78125 48.09375 \nQ 58.015625 40.1875 58.015625 27.296875 \nQ 58.015625 14.40625 51.78125 6.484375 \nQ 45.5625 -1.421875 35.59375 -1.421875 \nQ 29.59375 -1.421875 25.265625 0.953125 \nQ 20.953125 3.328125 18.109375 8.203125 \nL 18.109375 0 \nL 9.078125 0 \nL 9.078125 75.984375 \nL 18.109375 75.984375 \nz\n\" id=\"DejaVuSans-98\"/>\n      <path d=\"M 56.203125 29.59375 \nL 56.203125 25.203125 \nL 14.890625 25.203125 \nQ 15.484375 15.921875 20.484375 11.0625 \nQ 25.484375 6.203125 34.421875 6.203125 \nQ 39.59375 6.203125 44.453125 7.46875 \nQ 49.3125 8.734375 54.109375 11.28125 \nL 54.109375 2.78125 \nQ 49.265625 0.734375 44.1875 -0.34375 \nQ 39.109375 -1.421875 33.890625 -1.421875 \nQ 20.796875 -1.421875 13.15625 6.1875 \nQ 5.515625 13.8125 5.515625 26.8125 \nQ 5.515625 40.234375 12.765625 48.109375 \nQ 20.015625 56 32.328125 56 \nQ 43.359375 56 49.78125 48.890625 \nQ 56.203125 41.796875 56.203125 29.59375 \nz\nM 47.21875 32.234375 \nQ 47.125 39.59375 43.09375 43.984375 \nQ 39.0625 48.390625 32.421875 48.390625 \nQ 24.90625 48.390625 20.390625 44.140625 \nQ 15.875 39.890625 15.1875 32.171875 \nz\n\" id=\"DejaVuSans-101\"/>\n      <path d=\"M 41.109375 46.296875 \nQ 39.59375 47.171875 37.8125 47.578125 \nQ 36.03125 48 33.890625 48 \nQ 26.265625 48 22.1875 43.046875 \nQ 18.109375 38.09375 18.109375 28.8125 \nL 18.109375 0 \nL 9.078125 0 \nL 9.078125 54.6875 \nL 18.109375 54.6875 \nL 18.109375 46.1875 \nQ 20.953125 51.171875 25.484375 53.578125 \nQ 30.03125 56 36.53125 56 \nQ 37.453125 56 38.578125 55.875 \nQ 39.703125 55.765625 41.0625 55.515625 \nz\n\" id=\"DejaVuSans-114\"/>\n      <path id=\"DejaVuSans-32\"/>\n      <path d=\"M 30.609375 48.390625 \nQ 23.390625 48.390625 19.1875 42.75 \nQ 14.984375 37.109375 14.984375 27.296875 \nQ 14.984375 17.484375 19.15625 11.84375 \nQ 23.34375 6.203125 30.609375 6.203125 \nQ 37.796875 6.203125 41.984375 11.859375 \nQ 46.1875 17.53125 46.1875 27.296875 \nQ 46.1875 37.015625 41.984375 42.703125 \nQ 37.796875 48.390625 30.609375 48.390625 \nz\nM 30.609375 56 \nQ 42.328125 56 49.015625 48.375 \nQ 55.71875 40.765625 55.71875 27.296875 \nQ 55.71875 13.875 49.015625 6.21875 \nQ 42.328125 -1.421875 30.609375 -1.421875 \nQ 18.84375 -1.421875 12.171875 6.21875 \nQ 5.515625 13.875 5.515625 27.296875 \nQ 5.515625 40.765625 12.171875 48.375 \nQ 18.84375 56 30.609375 56 \nz\n\" id=\"DejaVuSans-111\"/>\n      <path d=\"M 37.109375 75.984375 \nL 37.109375 68.5 \nL 28.515625 68.5 \nQ 23.6875 68.5 21.796875 66.546875 \nQ 19.921875 64.59375 19.921875 59.515625 \nL 19.921875 54.6875 \nL 34.71875 54.6875 \nL 34.71875 47.703125 \nL 19.921875 47.703125 \nL 19.921875 0 \nL 10.890625 0 \nL 10.890625 47.703125 \nL 2.296875 47.703125 \nL 2.296875 54.6875 \nL 10.890625 54.6875 \nL 10.890625 58.5 \nQ 10.890625 67.625 15.140625 71.796875 \nQ 19.390625 75.984375 28.609375 75.984375 \nz\n\" id=\"DejaVuSans-102\"/>\n      <path d=\"M 48.78125 52.59375 \nL 48.78125 44.1875 \nQ 44.96875 46.296875 41.140625 47.34375 \nQ 37.3125 48.390625 33.40625 48.390625 \nQ 24.65625 48.390625 19.8125 42.84375 \nQ 14.984375 37.3125 14.984375 27.296875 \nQ 14.984375 17.28125 19.8125 11.734375 \nQ 24.65625 6.203125 33.40625 6.203125 \nQ 37.3125 6.203125 41.140625 7.25 \nQ 44.96875 8.296875 48.78125 10.40625 \nL 48.78125 2.09375 \nQ 45.015625 0.34375 40.984375 -0.53125 \nQ 36.96875 -1.421875 32.421875 -1.421875 \nQ 20.0625 -1.421875 12.78125 6.34375 \nQ 5.515625 14.109375 5.515625 27.296875 \nQ 5.515625 40.671875 12.859375 48.328125 \nQ 20.21875 56 33.015625 56 \nQ 37.15625 56 41.109375 55.140625 \nQ 45.0625 54.296875 48.78125 52.59375 \nz\n\" id=\"DejaVuSans-99\"/>\n      <path d=\"M 9.421875 75.984375 \nL 18.40625 75.984375 \nL 18.40625 0 \nL 9.421875 0 \nz\n\" id=\"DejaVuSans-108\"/>\n      <path d=\"M 44.28125 53.078125 \nL 44.28125 44.578125 \nQ 40.484375 46.53125 36.375 47.5 \nQ 32.28125 48.484375 27.875 48.484375 \nQ 21.1875 48.484375 17.84375 46.4375 \nQ 14.5 44.390625 14.5 40.28125 \nQ 14.5 37.15625 16.890625 35.375 \nQ 19.28125 33.59375 26.515625 31.984375 \nL 29.59375 31.296875 \nQ 39.15625 29.25 43.1875 25.515625 \nQ 47.21875 21.78125 47.21875 15.09375 \nQ 47.21875 7.46875 41.1875 3.015625 \nQ 35.15625 -1.421875 24.609375 -1.421875 \nQ 20.21875 -1.421875 15.453125 -0.5625 \nQ 10.6875 0.296875 5.421875 2 \nL 5.421875 11.28125 \nQ 10.40625 8.6875 15.234375 7.390625 \nQ 20.0625 6.109375 24.8125 6.109375 \nQ 31.15625 6.109375 34.5625 8.28125 \nQ 37.984375 10.453125 37.984375 14.40625 \nQ 37.984375 18.0625 35.515625 20.015625 \nQ 33.0625 21.96875 24.703125 23.78125 \nL 21.578125 24.515625 \nQ 13.234375 26.265625 9.515625 29.90625 \nQ 5.8125 33.546875 5.8125 39.890625 \nQ 5.8125 47.609375 11.28125 51.796875 \nQ 16.75 56 26.8125 56 \nQ 31.78125 56 36.171875 55.265625 \nQ 40.578125 54.546875 44.28125 53.078125 \nz\n\" id=\"DejaVuSans-115\"/>\n      <path d=\"M 18.3125 70.21875 \nL 18.3125 54.6875 \nL 36.8125 54.6875 \nL 36.8125 47.703125 \nL 18.3125 47.703125 \nL 18.3125 18.015625 \nQ 18.3125 11.328125 20.140625 9.421875 \nQ 21.96875 7.515625 27.59375 7.515625 \nL 36.8125 7.515625 \nL 36.8125 0 \nL 27.59375 0 \nQ 17.1875 0 13.234375 3.875 \nQ 9.28125 7.765625 9.28125 18.015625 \nL 9.28125 47.703125 \nL 2.6875 47.703125 \nL 2.6875 54.6875 \nL 9.28125 54.6875 \nL 9.28125 70.21875 \nz\n\" id=\"DejaVuSans-116\"/>\n     </defs>\n     <g transform=\"translate(290.998438 322.394687)scale(0.1 -0.1)\">\n      <use xlink:href=\"#DejaVuSans-78\"/>\n      <use x=\"74.804688\" xlink:href=\"#DejaVuSans-117\"/>\n      <use x=\"138.183594\" xlink:href=\"#DejaVuSans-109\"/>\n      <use x=\"235.595703\" xlink:href=\"#DejaVuSans-98\"/>\n      <use x=\"299.072266\" xlink:href=\"#DejaVuSans-101\"/>\n      <use x=\"360.595703\" xlink:href=\"#DejaVuSans-114\"/>\n      <use x=\"401.708984\" xlink:href=\"#DejaVuSans-32\"/>\n      <use x=\"433.496094\" xlink:href=\"#DejaVuSans-111\"/>\n      <use x=\"494.677734\" xlink:href=\"#DejaVuSans-102\"/>\n      <use x=\"529.882812\" xlink:href=\"#DejaVuSans-32\"/>\n      <use x=\"561.669922\" xlink:href=\"#DejaVuSans-99\"/>\n      <use x=\"616.650391\" xlink:href=\"#DejaVuSans-108\"/>\n      <use x=\"644.433594\" xlink:href=\"#DejaVuSans-117\"/>\n      <use x=\"707.8125\" xlink:href=\"#DejaVuSans-115\"/>\n      <use x=\"759.912109\" xlink:href=\"#DejaVuSans-116\"/>\n      <use x=\"799.121094\" xlink:href=\"#DejaVuSans-101\"/>\n      <use x=\"860.644531\" xlink:href=\"#DejaVuSans-114\"/>\n      <use x=\"901.757812\" xlink:href=\"#DejaVuSans-115\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_2\">\n    <g id=\"ytick_1\">\n     <g id=\"line2d_6\">\n      <defs>\n       <path d=\"M 0 0 \nL -3.5 0 \n\" id=\"mce2cdb37ff\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"59.690625\" xlink:href=\"#mce2cdb37ff\" y=\"289.597738\"/>\n      </g>\n     </g>\n     <g id=\"text_7\">\n      <!-- 0 -->\n      <g transform=\"translate(46.328125 293.396957)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_2\">\n     <g id=\"line2d_7\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"59.690625\" xlink:href=\"#mce2cdb37ff\" y=\"233.807303\"/>\n      </g>\n     </g>\n     <g id=\"text_8\">\n      <!-- 20000 -->\n      <g transform=\"translate(20.878125 237.606522)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"254.492188\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_3\">\n     <g id=\"line2d_8\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"59.690625\" xlink:href=\"#mce2cdb37ff\" y=\"178.016868\"/>\n      </g>\n     </g>\n     <g id=\"text_9\">\n      <!-- 40000 -->\n      <g transform=\"translate(20.878125 181.816087)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-52\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"254.492188\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_4\">\n     <g id=\"line2d_9\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"59.690625\" xlink:href=\"#mce2cdb37ff\" y=\"122.226433\"/>\n      </g>\n     </g>\n     <g id=\"text_10\">\n      <!-- 60000 -->\n      <g transform=\"translate(20.878125 126.025651)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-54\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"254.492188\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_5\">\n     <g id=\"line2d_10\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"59.690625\" xlink:href=\"#mce2cdb37ff\" y=\"66.435997\"/>\n      </g>\n     </g>\n     <g id=\"text_11\">\n      <!-- 80000 -->\n      <g transform=\"translate(20.878125 70.235216)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-56\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"254.492188\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_12\">\n     <!-- WCSS -->\n     <defs>\n      <path d=\"M 3.328125 72.90625 \nL 13.28125 72.90625 \nL 28.609375 11.28125 \nL 43.890625 72.90625 \nL 54.984375 72.90625 \nL 70.3125 11.28125 \nL 85.59375 72.90625 \nL 95.609375 72.90625 \nL 77.296875 0 \nL 64.890625 0 \nL 49.515625 63.28125 \nL 33.984375 0 \nL 21.578125 0 \nz\n\" id=\"DejaVuSans-87\"/>\n      <path d=\"M 64.40625 67.28125 \nL 64.40625 56.890625 \nQ 59.421875 61.53125 53.78125 63.8125 \nQ 48.140625 66.109375 41.796875 66.109375 \nQ 29.296875 66.109375 22.65625 58.46875 \nQ 16.015625 50.828125 16.015625 36.375 \nQ 16.015625 21.96875 22.65625 14.328125 \nQ 29.296875 6.6875 41.796875 6.6875 \nQ 48.140625 6.6875 53.78125 8.984375 \nQ 59.421875 11.28125 64.40625 15.921875 \nL 64.40625 5.609375 \nQ 59.234375 2.09375 53.4375 0.328125 \nQ 47.65625 -1.421875 41.21875 -1.421875 \nQ 24.65625 -1.421875 15.125 8.703125 \nQ 5.609375 18.84375 5.609375 36.375 \nQ 5.609375 53.953125 15.125 64.078125 \nQ 24.65625 74.21875 41.21875 74.21875 \nQ 47.75 74.21875 53.53125 72.484375 \nQ 59.328125 70.75 64.40625 67.28125 \nz\n\" id=\"DejaVuSans-67\"/>\n      <path d=\"M 53.515625 70.515625 \nL 53.515625 60.890625 \nQ 47.90625 63.578125 42.921875 64.890625 \nQ 37.9375 66.21875 33.296875 66.21875 \nQ 25.25 66.21875 20.875 63.09375 \nQ 16.5 59.96875 16.5 54.203125 \nQ 16.5 49.359375 19.40625 46.890625 \nQ 22.3125 44.4375 30.421875 42.921875 \nL 36.375 41.703125 \nQ 47.40625 39.59375 52.65625 34.296875 \nQ 57.90625 29 57.90625 20.125 \nQ 57.90625 9.515625 50.796875 4.046875 \nQ 43.703125 -1.421875 29.984375 -1.421875 \nQ 24.8125 -1.421875 18.96875 -0.25 \nQ 13.140625 0.921875 6.890625 3.21875 \nL 6.890625 13.375 \nQ 12.890625 10.015625 18.65625 8.296875 \nQ 24.421875 6.59375 29.984375 6.59375 \nQ 38.421875 6.59375 43.015625 9.90625 \nQ 47.609375 13.234375 47.609375 19.390625 \nQ 47.609375 24.75 44.3125 27.78125 \nQ 41.015625 30.8125 33.5 32.328125 \nL 27.484375 33.5 \nQ 16.453125 35.6875 11.515625 40.375 \nQ 6.59375 45.0625 6.59375 53.421875 \nQ 6.59375 63.09375 13.40625 68.65625 \nQ 20.21875 74.21875 32.171875 74.21875 \nQ 37.3125 74.21875 42.625 73.28125 \nQ 47.953125 72.359375 53.515625 70.515625 \nz\n\" id=\"DejaVuSans-83\"/>\n     </defs>\n     <g transform=\"translate(14.798438 173.001719)rotate(-90)scale(0.1 -0.1)\">\n      <use xlink:href=\"#DejaVuSans-87\"/>\n      <use x=\"98.876953\" xlink:href=\"#DejaVuSans-67\"/>\n      <use x=\"168.701172\" xlink:href=\"#DejaVuSans-83\"/>\n      <use x=\"232.177734\" xlink:href=\"#DejaVuSans-83\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"line2d_11\">\n    <path clip-path=\"url(#p420c916f99)\" d=\"M 85.054261 34.67267 \nL 141.417898 209.722 \nL 197.781534 253.053471 \nL 254.14517 265.578261 \nL 310.508807 272.878511 \nL 366.872443 276.83446 \nL 423.23608 278.566713 \nL 479.599716 279.951582 \nL 535.963352 280.960508 \nL 592.326989 281.76358 \n\" style=\"fill:none;stroke:#ff0000;stroke-linecap:square;stroke-width:1.5;\"/>\n    <defs>\n     <path d=\"M 0 3 \nC 0.795609 3 1.55874 2.683901 2.12132 2.12132 \nC 2.683901 1.55874 3 0.795609 3 0 \nC 3 -0.795609 2.683901 -1.55874 2.12132 -2.12132 \nC 1.55874 -2.683901 0.795609 -3 0 -3 \nC -0.795609 -3 -1.55874 -2.683901 -2.12132 -2.12132 \nC -2.683901 -1.55874 -3 -0.795609 -3 0 \nC -3 0.795609 -2.683901 1.55874 -2.12132 2.12132 \nC -1.55874 2.683901 -0.795609 3 0 3 \nz\n\" id=\"m42343114e8\" style=\"stroke:#ffffff;stroke-width:0.75;\"/>\n    </defs>\n    <g clip-path=\"url(#p420c916f99)\">\n     <use style=\"fill:#ff0000;stroke:#ffffff;stroke-width:0.75;\" x=\"85.054261\" xlink:href=\"#m42343114e8\" y=\"34.67267\"/>\n     <use style=\"fill:#ff0000;stroke:#ffffff;stroke-width:0.75;\" x=\"141.417898\" xlink:href=\"#m42343114e8\" y=\"209.722\"/>\n     <use style=\"fill:#ff0000;stroke:#ffffff;stroke-width:0.75;\" x=\"197.781534\" xlink:href=\"#m42343114e8\" y=\"253.053471\"/>\n     <use style=\"fill:#ff0000;stroke:#ffffff;stroke-width:0.75;\" x=\"254.14517\" xlink:href=\"#m42343114e8\" y=\"265.578261\"/>\n     <use style=\"fill:#ff0000;stroke:#ffffff;stroke-width:0.75;\" x=\"310.508807\" xlink:href=\"#m42343114e8\" y=\"272.878511\"/>\n     <use style=\"fill:#ff0000;stroke:#ffffff;stroke-width:0.75;\" x=\"366.872443\" xlink:href=\"#m42343114e8\" y=\"276.83446\"/>\n     <use style=\"fill:#ff0000;stroke:#ffffff;stroke-width:0.75;\" x=\"423.23608\" xlink:href=\"#m42343114e8\" y=\"278.566713\"/>\n     <use style=\"fill:#ff0000;stroke:#ffffff;stroke-width:0.75;\" x=\"479.599716\" xlink:href=\"#m42343114e8\" y=\"279.951582\"/>\n     <use style=\"fill:#ff0000;stroke:#ffffff;stroke-width:0.75;\" x=\"535.963352\" xlink:href=\"#m42343114e8\" y=\"280.960508\"/>\n     <use style=\"fill:#ff0000;stroke:#ffffff;stroke-width:0.75;\" x=\"592.326989\" xlink:href=\"#m42343114e8\" y=\"281.76358\"/>\n    </g>\n   </g>\n   <g id=\"patch_3\">\n    <path d=\"M 59.690625 294.118125 \nL 59.690625 22.318125 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_4\">\n    <path d=\"M 617.690625 294.118125 \nL 617.690625 22.318125 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_5\">\n    <path d=\"M 59.690625 294.118125 \nL 617.690625 294.118125 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_6\">\n    <path d=\"M 59.690625 22.318125 \nL 617.690625 22.318125 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"text_13\">\n    <!-- Elbow -->\n    <defs>\n     <path d=\"M 9.8125 72.90625 \nL 55.90625 72.90625 \nL 55.90625 64.59375 \nL 19.671875 64.59375 \nL 19.671875 43.015625 \nL 54.390625 43.015625 \nL 54.390625 34.71875 \nL 19.671875 34.71875 \nL 19.671875 8.296875 \nL 56.78125 8.296875 \nL 56.78125 0 \nL 9.8125 0 \nz\n\" id=\"DejaVuSans-69\"/>\n     <path d=\"M 4.203125 54.6875 \nL 13.1875 54.6875 \nL 24.421875 12.015625 \nL 35.59375 54.6875 \nL 46.1875 54.6875 \nL 57.421875 12.015625 \nL 68.609375 54.6875 \nL 77.59375 54.6875 \nL 63.28125 0 \nL 52.6875 0 \nL 40.921875 44.828125 \nL 29.109375 0 \nL 18.5 0 \nz\n\" id=\"DejaVuSans-119\"/>\n    </defs>\n    <g transform=\"translate(320.845313 16.318125)scale(0.12 -0.12)\">\n     <use xlink:href=\"#DejaVuSans-69\"/>\n     <use x=\"63.183594\" xlink:href=\"#DejaVuSans-108\"/>\n     <use x=\"90.966797\" xlink:href=\"#DejaVuSans-98\"/>\n     <use x=\"154.443359\" xlink:href=\"#DejaVuSans-111\"/>\n     <use x=\"215.625\" xlink:href=\"#DejaVuSans-119\"/>\n    </g>\n   </g>\n  </g>\n </g>\n <defs>\n  <clipPath id=\"p420c916f99\">\n   <rect height=\"271.8\" width=\"558\" x=\"59.690625\" y=\"22.318125\"/>\n  </clipPath>\n </defs>\n</svg>\n",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "plt.figure(figsize=(10,5))\n",
    "sns.lineplot(range(1, 11), wcss,marker='o',color='red')\n",
    "plt.title('Elbow')\n",
    "plt.xlabel('Number of clusters')\n",
    "plt.ylabel('WCSS')\n",
    "plt.show()"
   ]
  },
  {
   "source": [
    "Looks like 3 is a good number after all. Fit the model again and create a scatterplot of your clusters. They do group in bunches, but they are pretty close together."
   ],
   "cell_type": "code",
   "metadata": {},
   "execution_count": null,
   "outputs": []
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "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\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<!-- Created with matplotlib (https://matplotlib.org/) -->\n<svg height=\"265.728679pt\" version=\"1.1\" viewBox=\"0 0 385.78125 265.728679\" width=\"385.78125pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n <defs>\n  <style type=\"text/css\">\n*{stroke-linecap:butt;stroke-linejoin:round;white-space:pre;}\n  </style>\n </defs>\n <g id=\"figure_1\">\n  <g id=\"patch_1\">\n   <path d=\"M 0 265.728679 \nL 385.78125 265.728679 \nL 385.78125 0 \nL 0 0 \nz\n\" style=\"fill:none;\"/>\n  </g>\n  <g id=\"axes_1\">\n   <g id=\"patch_2\">\n    <path d=\"M 43.78125 228.172429 \nL 378.58125 228.172429 \nL 378.58125 10.732429 \nL 43.78125 10.732429 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g id=\"PathCollection_1\">\n    <defs>\n     <path d=\"M 0 3 \nC 0.795609 3 1.55874 2.683901 2.12132 2.12132 \nC 2.683901 1.55874 3 0.795609 3 0 \nC 3 -0.795609 2.683901 -1.55874 2.12132 -2.12132 \nC 1.55874 -2.683901 0.795609 -3 0 -3 \nC -0.795609 -3 -1.55874 -2.683901 -2.12132 -2.12132 \nC -2.683901 -1.55874 -3 -0.795609 -3 0 \nC -3 0.795609 -2.683901 1.55874 -2.12132 2.12132 \nC -1.55874 2.683901 -0.795609 3 0 3 \nz\n\" id=\"C0_0_cb5f23d3e7\"/>\n    </defs>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#440154;stroke:#440154;\" x=\"181.597704\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"90.221967\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#21918c;stroke:#21918c;\" x=\"113.978172\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"39.956499\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#440154;stroke:#440154;\" x=\"160.4666\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"92.407422\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#440154;stroke:#440154;\" x=\"164.692821\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"64.816051\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#440154;stroke:#440154;\" x=\"177.371484\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"60.718323\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#440154;stroke:#440154;\" x=\"168.919042\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"63.450142\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#440154;stroke:#440154;\" x=\"206.955029\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"53.06923\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#440154;stroke:#440154;\" x=\"202.728808\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"103.881061\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#440154;stroke:#440154;\" x=\"152.014159\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"124.916067\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#21918c;stroke:#21918c;\" x=\"113.978172\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"95.685605\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#440154;stroke:#440154;\" x=\"177.371484\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"113.715609\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#440154;stroke:#440154;\" x=\"198.502588\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"89.402421\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#21918c;stroke:#21918c;\" x=\"126.656834\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"103.061516\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#440154;stroke:#440154;\" x=\"206.955029\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"41.049227\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#fde725;stroke:#fde725;\" x=\"244.991016\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"87.216966\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#440154;stroke:#440154;\" x=\"206.955029\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"76.562872\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#21918c;stroke:#21918c;\" x=\"105.52573\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"52.796048\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#21918c;stroke:#21918c;\" x=\"130.883055\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"72.738326\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#fde725;stroke:#fde725;\" x=\"287.253224\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"44.327409\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#21918c;stroke:#21918c;\" x=\"109.751951\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"69.733325\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#fde725;stroke:#fde725;\" x=\"257.669679\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"102.515152\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#fde725;stroke:#fde725;\" x=\"236.538575\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"97.051514\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#fde725;stroke:#fde725;\" x=\"321.062991\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"91.041513\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#21918c;stroke:#21918c;\" x=\"122.430613\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"94.866059\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#fde725;stroke:#fde725;\" x=\"283.027004\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"62.903778\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#440154;stroke:#440154;\" x=\"206.955029\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"81.753328\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#fde725;stroke:#fde725;\" x=\"308.384328\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"70.826053\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#fde725;stroke:#fde725;\" x=\"278.800783\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"54.161957\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#440154;stroke:#440154;\" x=\"228.086133\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"86.943784\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#440154;stroke:#440154;\" x=\"164.692821\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"91.314694\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#21918c;stroke:#21918c;\" x=\"75.942184\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"88.582876\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#21918c;stroke:#21918c;\" x=\"59.037301\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"58.532868\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#fde725;stroke:#fde725;\" x=\"295.705666\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"24.385131\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#440154;stroke:#440154;\" x=\"181.597704\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"153.053802\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#440154;stroke:#440154;\" x=\"147.787938\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"42.415136\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#440154;stroke:#440154;\" x=\"156.24038\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"79.841055\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#440154;stroke:#440154;\" x=\"147.787938\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"155.785621\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#21918c;stroke:#21918c;\" x=\"59.037301\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"106.61288\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#21918c;stroke:#21918c;\" x=\"63.263522\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"101.149243\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#fde725;stroke:#fde725;\" x=\"266.12212\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"60.445141\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#440154;stroke:#440154;\" x=\"164.692821\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"112.896064\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#fde725;stroke:#fde725;\" x=\"261.8959\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"75.470145\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#440154;stroke:#440154;\" x=\"185.823925\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"68.094234\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#fde725;stroke:#fde725;\" x=\"253.443458\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"50.883775\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#440154;stroke:#440154;\" x=\"147.787938\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"79.294691\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#fde725;stroke:#fde725;\" x=\"270.348341\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"57.166958\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#fde725;stroke:#fde725;\" x=\"312.610549\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"30.668315\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#21918c;stroke:#21918c;\" x=\"109.751951\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"72.738326\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#21918c;stroke:#21918c;\" x=\"59.037301\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"118.359702\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#440154;stroke:#440154;\" x=\"228.086133\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"74.650599\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#21918c;stroke:#21918c;\" x=\"118.204392\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"91.861058\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#fde725;stroke:#fde725;\" x=\"283.027004\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"37.771044\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#fde725;stroke:#fde725;\" x=\"274.574562\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"125.735613\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#440154;stroke:#440154;\" x=\"206.955029\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"65.908779\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#440154;stroke:#440154;\" x=\"194.276367\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"126.82834\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#440154;stroke:#440154;\" x=\"198.502588\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"111.803336\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#440154;stroke:#440154;\" x=\"143.561717\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"74.377417\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#21918c;stroke:#21918c;\" x=\"135.109276\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"88.036512\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#21918c;stroke:#21918c;\" x=\"139.335496\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"92.13424\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#fde725;stroke:#fde725;\" x=\"249.217237\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"138.30198\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#21918c;stroke:#21918c;\" x=\"59.037301\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"121.364702\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#440154;stroke:#440154;\" x=\"173.145263\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"56.620594\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#440154;stroke:#440154;\" x=\"156.24038\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"101.149243\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#21918c;stroke:#21918c;\" x=\"88.620847\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"97.597878\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#440154;stroke:#440154;\" x=\"164.692821\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"125.462431\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#440154;stroke:#440154;\" x=\"198.502588\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"62.084232\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#21918c;stroke:#21918c;\" x=\"122.430613\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"84.758329\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#440154;stroke:#440154;\" x=\"232.312354\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"105.793335\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#21918c;stroke:#21918c;\" x=\"84.394626\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"41.868772\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#440154;stroke:#440154;\" x=\"228.086133\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"44.054227\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#440154;stroke:#440154;\" x=\"211.18125\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"40.776045\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#21918c;stroke:#21918c;\" x=\"80.168405\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"149.775619\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#21918c;stroke:#21918c;\" x=\"101.299509\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"75.470145\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#21918c;stroke:#21918c;\" x=\"130.883055\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"88.856057\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#21918c;stroke:#21918c;\" x=\"67.489743\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"111.256972\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#21918c;stroke:#21918c;\" x=\"130.883055\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"62.630596\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#440154;stroke:#440154;\" x=\"190.050146\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"77.6556\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#21918c;stroke:#21918c;\" x=\"59.037301\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"73.28469\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#440154;stroke:#440154;\" x=\"211.18125\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"73.28469\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#440154;stroke:#440154;\" x=\"215.407471\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"165.893351\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#fde725;stroke:#fde725;\" x=\"236.538575\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"48.971502\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#440154;stroke:#440154;\" x=\"143.561717\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"50.337411\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#21918c;stroke:#21918c;\" x=\"63.263522\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"61.537868\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#21918c;stroke:#21918c;\" x=\"113.978172\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"76.289691\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#21918c;stroke:#21918c;\" x=\"126.656834\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"94.319695\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#440154;stroke:#440154;\" x=\"219.633692\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"59.079231\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#440154;stroke:#440154;\" x=\"198.502588\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"154.692893\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#440154;stroke:#440154;\" x=\"164.692821\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"129.013795\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#440154;stroke:#440154;\" x=\"211.18125\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"90.495149\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#21918c;stroke:#21918c;\" x=\"135.109276\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"59.079231\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#440154;stroke:#440154;\" x=\"156.24038\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"33.673316\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#440154;stroke:#440154;\" x=\"215.407471\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"135.570161\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#440154;stroke:#440154;\" x=\"194.276367\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"101.695606\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#440154;stroke:#440154;\" x=\"198.502588\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"92.680604\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#21918c;stroke:#21918c;\" x=\"130.883055\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"121.091521\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#21918c;stroke:#21918c;\" x=\"122.430613\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"102.788334\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#440154;stroke:#440154;\" x=\"147.787938\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"116.174247\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#21918c;stroke:#21918c;\" x=\"126.656834\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"56.347413\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#21918c;stroke:#21918c;\" x=\"92.847068\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"115.081519\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#440154;stroke:#440154;\" x=\"164.692821\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"43.507864\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#21918c;stroke:#21918c;\" x=\"118.204392\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"76.289691\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#440154;stroke:#440154;\" x=\"160.4666\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"73.28469\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#21918c;stroke:#21918c;\" x=\"122.430613\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"44.873773\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#440154;stroke:#440154;\" x=\"156.24038\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"85.851057\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#21918c;stroke:#21918c;\" x=\"113.978172\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"59.352413\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#440154;stroke:#440154;\" x=\"177.371484\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"102.24197\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#440154;stroke:#440154;\" x=\"181.597704\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"72.191962\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#21918c;stroke:#21918c;\" x=\"71.715964\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"83.938783\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#440154;stroke:#440154;\" x=\"152.014159\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"95.412423\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#fde725;stroke:#fde725;\" x=\"244.991016\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"93.50015\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#21918c;stroke:#21918c;\" x=\"88.620847\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"104.154243\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#21918c;stroke:#21918c;\" x=\"59.037301\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"102.515152\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#440154;stroke:#440154;\" x=\"156.24038\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"103.60788\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#21918c;stroke:#21918c;\" x=\"84.394626\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"98.963787\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#21918c;stroke:#21918c;\" x=\"92.847068\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"75.470145\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#440154;stroke:#440154;\" x=\"198.502588\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"146.224254\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#440154;stroke:#440154;\" x=\"219.633692\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"153.053802\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#440154;stroke:#440154;\" x=\"185.823925\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"93.50015\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#440154;stroke:#440154;\" x=\"185.823925\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"29.848769\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#440154;stroke:#440154;\" x=\"202.728808\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"131.472432\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#440154;stroke:#440154;\" x=\"147.787938\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"86.39742\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#440154;stroke:#440154;\" x=\"173.145263\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"54.161957\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#fde725;stroke:#fde725;\" x=\"236.538575\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"59.625595\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#21918c;stroke:#21918c;\" x=\"97.073288\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"50.883775\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#21918c;stroke:#21918c;\" x=\"109.751951\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"140.214253\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#21918c;stroke:#21918c;\" x=\"105.52573\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"74.377417\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#21918c;stroke:#21918c;\" x=\"71.715964\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"76.016509\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#fde725;stroke:#fde725;\" x=\"249.217237\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"59.079231\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#21918c;stroke:#21918c;\" x=\"139.335496\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"88.309694\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#440154;stroke:#440154;\" x=\"168.919042\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"42.141954\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#21918c;stroke:#21918c;\" x=\"109.751951\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"85.031511\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#440154;stroke:#440154;\" x=\"185.823925\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"90.495149\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#21918c;stroke:#21918c;\" x=\"130.883055\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"121.091521\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#440154;stroke:#440154;\" x=\"173.145263\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"214.519727\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#440154;stroke:#440154;\" x=\"177.371484\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"42.141954\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#440154;stroke:#440154;\" x=\"160.4666\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"66.455142\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#fde725;stroke:#fde725;\" x=\"257.669679\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"74.377417\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#440154;stroke:#440154;\" x=\"177.371484\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"50.064229\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#21918c;stroke:#21918c;\" x=\"118.204392\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"103.60788\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#21918c;stroke:#21918c;\" x=\"59.037301\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"55.801049\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#21918c;stroke:#21918c;\" x=\"109.751951\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"87.490148\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#440154;stroke:#440154;\" x=\"206.955029\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"51.156957\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#21918c;stroke:#21918c;\" x=\"109.751951\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"70.552871\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#fde725;stroke:#fde725;\" x=\"304.158108\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"61.81105\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#21918c;stroke:#21918c;\" x=\"88.620847\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"102.515152\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#440154;stroke:#440154;\" x=\"152.014159\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"48.425138\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#440154;stroke:#440154;\" x=\"198.502588\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"48.971502\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#21918c;stroke:#21918c;\" x=\"130.883055\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"42.9615\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#21918c;stroke:#21918c;\" x=\"126.656834\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"92.13424\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#21918c;stroke:#21918c;\" x=\"59.037301\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"74.104235\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#fde725;stroke:#fde725;\" x=\"261.8959\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"56.074231\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#21918c;stroke:#21918c;\" x=\"118.204392\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"151.141528\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#440154;stroke:#440154;\" x=\"156.24038\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"98.144242\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#440154;stroke:#440154;\" x=\"190.050146\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"94.319695\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#440154;stroke:#440154;\" x=\"211.18125\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"28.209678\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#21918c;stroke:#21918c;\" x=\"113.978172\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"131.472432\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#21918c;stroke:#21918c;\" x=\"80.168405\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"63.723324\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#fde725;stroke:#fde725;\" x=\"283.027004\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"62.357414\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#21918c;stroke:#21918c;\" x=\"105.52573\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"89.129239\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#440154;stroke:#440154;\" x=\"181.597704\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"34.492861\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#21918c;stroke:#21918c;\" x=\"122.430613\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"69.733325\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#21918c;stroke:#21918c;\" x=\"130.883055\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"44.600591\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#21918c;stroke:#21918c;\" x=\"130.883055\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"71.91878\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#21918c;stroke:#21918c;\" x=\"113.978172\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"93.226968\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#440154;stroke:#440154;\" x=\"223.859912\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"77.109236\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#fde725;stroke:#fde725;\" x=\"333.741653\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"96.778332\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#fde725;stroke:#fde725;\" x=\"308.384328\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"80.114237\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#fde725;stroke:#fde725;\" x=\"312.610549\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"142.126526\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#21918c;stroke:#21918c;\" x=\"130.883055\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"32.307406\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#fde725;stroke:#fde725;\" x=\"287.253224\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"89.129239\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#fde725;stroke:#fde725;\" x=\"283.027004\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"44.873773\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#fde725;stroke:#fde725;\" x=\"329.515432\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"54.435139\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#fde725;stroke:#fde725;\" x=\"363.325199\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"61.264687\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#fde725;stroke:#fde725;\" x=\"329.515432\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"66.181961\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#fde725;stroke:#fde725;\" x=\"299.931887\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"45.420137\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#440154;stroke:#440154;\" x=\"228.086133\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"56.893776\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#fde725;stroke:#fde725;\" x=\"299.931887\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"77.928782\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#21918c;stroke:#21918c;\" x=\"59.037301\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"105.520153\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#fde725;stroke:#fde725;\" x=\"261.8959\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"64.542869\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#fde725;stroke:#fde725;\" x=\"274.574562\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"38.317408\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#21918c;stroke:#21918c;\" x=\"84.394626\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"76.562872\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#fde725;stroke:#fde725;\" x=\"253.443458\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"82.02651\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#fde725;stroke:#fde725;\" x=\"308.384328\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"133.111524\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#440154;stroke:#440154;\" x=\"232.312354\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"96.231969\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#fde725;stroke:#fde725;\" x=\"308.384328\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"63.723324\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#fde725;stroke:#fde725;\" x=\"299.931887\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"89.129239\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#21918c;stroke:#21918c;\" x=\"63.263522\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"53.342412\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#21918c;stroke:#21918c;\" x=\"139.335496\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"82.02651\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#440154;stroke:#440154;\" x=\"219.633692\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"35.858771\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#fde725;stroke:#fde725;\" x=\"249.217237\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"32.85377\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#440154;stroke:#440154;\" x=\"181.597704\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"40.776045\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#440154;stroke:#440154;\" x=\"228.086133\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"63.17696\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#fde725;stroke:#fde725;\" x=\"244.991016\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"94.046513\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#440154;stroke:#440154;\" x=\"185.823925\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"59.079231\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#440154;stroke:#440154;\" x=\"185.823925\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"100.329697\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#21918c;stroke:#21918c;\" x=\"92.847068\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"41.322409\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#21918c;stroke:#21918c;\" x=\"63.263522\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"61.264687\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#fde725;stroke:#fde725;\" x=\"240.764796\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"105.520153\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#21918c;stroke:#21918c;\" x=\"84.394626\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"99.783333\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#21918c;stroke:#21918c;\" x=\"92.847068\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"50.610593\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#fde725;stroke:#fde725;\" x=\"249.217237\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"65.908779\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#fde725;stroke:#fde725;\" x=\"249.217237\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"62.084232\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#21918c;stroke:#21918c;\" x=\"63.263522\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"87.76333\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#fde725;stroke:#fde725;\" x=\"287.253224\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"72.465144\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#440154;stroke:#440154;\" x=\"202.728808\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"98.144242\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#fde725;stroke:#fde725;\" x=\"278.800783\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"45.693319\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#21918c;stroke:#21918c;\" x=\"71.715964\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"75.743327\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#fde725;stroke:#fde725;\" x=\"266.12212\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"96.50515\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#440154;stroke:#440154;\" x=\"219.633692\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"54.435139\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#fde725;stroke:#fde725;\" x=\"312.610549\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"72.465144\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#fde725;stroke:#fde725;\" x=\"346.420316\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"47.059228\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#440154;stroke:#440154;\" x=\"181.597704\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"144.038799\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#440154;stroke:#440154;\" x=\"202.728808\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"54.708321\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#440154;stroke:#440154;\" x=\"164.692821\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"60.445141\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#21918c;stroke:#21918c;\" x=\"105.52573\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"54.708321\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#21918c;stroke:#21918c;\" x=\"75.942184\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"153.873347\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#21918c;stroke:#21918c;\" x=\"92.847068\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"47.605592\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#21918c;stroke:#21918c;\" x=\"97.073288\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"42.141954\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#21918c;stroke:#21918c;\" x=\"80.168405\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"49.244683\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#fde725;stroke:#fde725;\" x=\"270.348341\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"50.610593\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#440154;stroke:#440154;\" x=\"202.728808\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"89.129239\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#440154;stroke:#440154;\" x=\"160.4666\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"116.72061\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#440154;stroke:#440154;\" x=\"198.502588\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"71.91878\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#440154;stroke:#440154;\" x=\"177.371484\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"82.572874\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#440154;stroke:#440154;\" x=\"206.955029\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"57.166958\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#21918c;stroke:#21918c;\" x=\"63.263522\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"43.234682\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#21918c;stroke:#21918c;\" x=\"71.715964\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"73.557872\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#21918c;stroke:#21918c;\" x=\"63.263522\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"62.357414\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#21918c;stroke:#21918c;\" x=\"109.751951\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"54.161957\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#21918c;stroke:#21918c;\" x=\"59.037301\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"54.435139\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#440154;stroke:#440154;\" x=\"190.050146\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"106.886062\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#440154;stroke:#440154;\" x=\"177.371484\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"169.171533\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#21918c;stroke:#21918c;\" x=\"80.168405\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"140.487435\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#21918c;stroke:#21918c;\" x=\"84.394626\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"61.264687\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#fde725;stroke:#fde725;\" x=\"287.253224\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"68.913779\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#21918c;stroke:#21918c;\" x=\"63.263522\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"75.470145\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#21918c;stroke:#21918c;\" x=\"71.715964\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"70.279689\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#21918c;stroke:#21918c;\" x=\"71.715964\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"59.079231\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#fde725;stroke:#fde725;\" x=\"244.991016\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"60.171959\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#440154;stroke:#440154;\" x=\"219.633692\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"83.665602\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#440154;stroke:#440154;\" x=\"223.859912\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"93.773332\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#440154;stroke:#440154;\" x=\"206.955029\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"94.046513\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#21918c;stroke:#21918c;\" x=\"139.335496\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"75.743327\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#21918c;stroke:#21918c;\" x=\"59.037301\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"160.429713\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#fde725;stroke:#fde725;\" x=\"257.669679\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"83.119238\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#fde725;stroke:#fde725;\" x=\"240.764796\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"83.119238\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#21918c;stroke:#21918c;\" x=\"109.751951\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"63.996505\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#21918c;stroke:#21918c;\" x=\"135.109276\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"68.913779\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#440154;stroke:#440154;\" x=\"194.276367\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"98.417424\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#fde725;stroke:#fde725;\" x=\"333.741653\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"144.858345\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#fde725;stroke:#fde725;\" x=\"321.062991\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"100.329697\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#fde725;stroke:#fde725;\" x=\"299.931887\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"77.928782\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#fde725;stroke:#fde725;\" x=\"244.991016\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"47.605592\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#fde725;stroke:#fde725;\" x=\"308.384328\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"129.286977\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#440154;stroke:#440154;\" x=\"198.502588\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"41.868772\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#fde725;stroke:#fde725;\" x=\"261.8959\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"56.347413\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#fde725;stroke:#fde725;\" x=\"270.348341\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"80.387419\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#440154;stroke:#440154;\" x=\"223.859912\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"72.465144\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#21918c;stroke:#21918c;\" x=\"139.335496\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"81.206965\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#21918c;stroke:#21918c;\" x=\"113.978172\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"80.114237\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#21918c;stroke:#21918c;\" x=\"80.168405\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"70.279689\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#440154;stroke:#440154;\" x=\"190.050146\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"52.522866\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#440154;stroke:#440154;\" x=\"190.050146\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"89.675603\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#440154;stroke:#440154;\" x=\"177.371484\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"71.91878\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#21918c;stroke:#21918c;\" x=\"67.489743\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"92.13424\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#440154;stroke:#440154;\" x=\"177.371484\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"85.577875\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#21918c;stroke:#21918c;\" x=\"88.620847\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"98.963787\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#440154;stroke:#440154;\" x=\"185.823925\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"82.02651\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#21918c;stroke:#21918c;\" x=\"92.847068\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"30.668315\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#21918c;stroke:#21918c;\" x=\"122.430613\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"99.783333\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#21918c;stroke:#21918c;\" x=\"80.168405\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"84.211965\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#fde725;stroke:#fde725;\" x=\"287.253224\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"108.251972\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#440154;stroke:#440154;\" x=\"156.24038\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"138.028798\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#440154;stroke:#440154;\" x=\"156.24038\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"86.124239\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#440154;stroke:#440154;\" x=\"215.407471\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"92.680604\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#21918c;stroke:#21918c;\" x=\"75.942184\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"80.933783\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#440154;stroke:#440154;\" x=\"219.633692\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"51.70332\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#21918c;stroke:#21918c;\" x=\"113.978172\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"80.114237\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#fde725;stroke:#fde725;\" x=\"266.12212\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"60.171959\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#21918c;stroke:#21918c;\" x=\"59.037301\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"52.796048\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#440154;stroke:#440154;\" x=\"152.014159\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"82.02651\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#21918c;stroke:#21918c;\" x=\"139.335496\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"55.254685\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#21918c;stroke:#21918c;\" x=\"113.978172\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"69.460143\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#21918c;stroke:#21918c;\" x=\"63.263522\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"44.054227\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#440154;stroke:#440154;\" x=\"164.692821\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"48.425138\"/>\n    </g>\n    <g clip-path=\"url(#p9fb0d779e7)\">\n     <use style=\"fill:#21918c;stroke:#21918c;\" x=\"97.073288\" xlink:href=\"#C0_0_cb5f23d3e7\" y=\"83.39242\"/>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_1\">\n    <g id=\"xtick_1\">\n     <g id=\"line2d_1\">\n      <defs>\n       <path d=\"M 0 0 \nL 0 3.5 \n\" id=\"m4f46e88de4\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"54.81108\" xlink:href=\"#m4f46e88de4\" y=\"228.172429\"/>\n      </g>\n     </g>\n     <g id=\"text_1\">\n      <!-- 0 -->\n      <defs>\n       <path d=\"M 31.78125 66.40625 \nQ 24.171875 66.40625 20.328125 58.90625 \nQ 16.5 51.421875 16.5 36.375 \nQ 16.5 21.390625 20.328125 13.890625 \nQ 24.171875 6.390625 31.78125 6.390625 \nQ 39.453125 6.390625 43.28125 13.890625 \nQ 47.125 21.390625 47.125 36.375 \nQ 47.125 51.421875 43.28125 58.90625 \nQ 39.453125 66.40625 31.78125 66.40625 \nz\nM 31.78125 74.21875 \nQ 44.046875 74.21875 50.515625 64.515625 \nQ 56.984375 54.828125 56.984375 36.375 \nQ 56.984375 17.96875 50.515625 8.265625 \nQ 44.046875 -1.421875 31.78125 -1.421875 \nQ 19.53125 -1.421875 13.0625 8.265625 \nQ 6.59375 17.96875 6.59375 36.375 \nQ 6.59375 54.828125 13.0625 64.515625 \nQ 19.53125 74.21875 31.78125 74.21875 \nz\n\" id=\"DejaVuSans-48\"/>\n      </defs>\n      <g transform=\"translate(51.62983 242.770867)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_2\">\n     <g id=\"line2d_2\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"97.073288\" xlink:href=\"#m4f46e88de4\" y=\"228.172429\"/>\n      </g>\n     </g>\n     <g id=\"text_2\">\n      <!-- 10 -->\n      <defs>\n       <path d=\"M 12.40625 8.296875 \nL 28.515625 8.296875 \nL 28.515625 63.921875 \nL 10.984375 60.40625 \nL 10.984375 69.390625 \nL 28.421875 72.90625 \nL 38.28125 72.90625 \nL 38.28125 8.296875 \nL 54.390625 8.296875 \nL 54.390625 0 \nL 12.40625 0 \nz\n\" id=\"DejaVuSans-49\"/>\n      </defs>\n      <g transform=\"translate(90.710788 242.770867)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_3\">\n     <g id=\"line2d_3\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"139.335496\" xlink:href=\"#m4f46e88de4\" y=\"228.172429\"/>\n      </g>\n     </g>\n     <g id=\"text_3\">\n      <!-- 20 -->\n      <defs>\n       <path d=\"M 19.1875 8.296875 \nL 53.609375 8.296875 \nL 53.609375 0 \nL 7.328125 0 \nL 7.328125 8.296875 \nQ 12.9375 14.109375 22.625 23.890625 \nQ 32.328125 33.6875 34.8125 36.53125 \nQ 39.546875 41.84375 41.421875 45.53125 \nQ 43.3125 49.21875 43.3125 52.78125 \nQ 43.3125 58.59375 39.234375 62.25 \nQ 35.15625 65.921875 28.609375 65.921875 \nQ 23.96875 65.921875 18.8125 64.3125 \nQ 13.671875 62.703125 7.8125 59.421875 \nL 7.8125 69.390625 \nQ 13.765625 71.78125 18.9375 73 \nQ 24.125 74.21875 28.421875 74.21875 \nQ 39.75 74.21875 46.484375 68.546875 \nQ 53.21875 62.890625 53.21875 53.421875 \nQ 53.21875 48.921875 51.53125 44.890625 \nQ 49.859375 40.875 45.40625 35.40625 \nQ 44.1875 33.984375 37.640625 27.21875 \nQ 31.109375 20.453125 19.1875 8.296875 \nz\n\" id=\"DejaVuSans-50\"/>\n      </defs>\n      <g transform=\"translate(132.972996 242.770867)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_4\">\n     <g id=\"line2d_4\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"181.597704\" xlink:href=\"#m4f46e88de4\" y=\"228.172429\"/>\n      </g>\n     </g>\n     <g id=\"text_4\">\n      <!-- 30 -->\n      <defs>\n       <path d=\"M 40.578125 39.3125 \nQ 47.65625 37.796875 51.625 33 \nQ 55.609375 28.21875 55.609375 21.1875 \nQ 55.609375 10.40625 48.1875 4.484375 \nQ 40.765625 -1.421875 27.09375 -1.421875 \nQ 22.515625 -1.421875 17.65625 -0.515625 \nQ 12.796875 0.390625 7.625 2.203125 \nL 7.625 11.71875 \nQ 11.71875 9.328125 16.59375 8.109375 \nQ 21.484375 6.890625 26.8125 6.890625 \nQ 36.078125 6.890625 40.9375 10.546875 \nQ 45.796875 14.203125 45.796875 21.1875 \nQ 45.796875 27.640625 41.28125 31.265625 \nQ 36.765625 34.90625 28.71875 34.90625 \nL 20.21875 34.90625 \nL 20.21875 43.015625 \nL 29.109375 43.015625 \nQ 36.375 43.015625 40.234375 45.921875 \nQ 44.09375 48.828125 44.09375 54.296875 \nQ 44.09375 59.90625 40.109375 62.90625 \nQ 36.140625 65.921875 28.71875 65.921875 \nQ 24.65625 65.921875 20.015625 65.03125 \nQ 15.375 64.15625 9.8125 62.3125 \nL 9.8125 71.09375 \nQ 15.4375 72.65625 20.34375 73.4375 \nQ 25.25 74.21875 29.59375 74.21875 \nQ 40.828125 74.21875 47.359375 69.109375 \nQ 53.90625 64.015625 53.90625 55.328125 \nQ 53.90625 49.265625 50.4375 45.09375 \nQ 46.96875 40.921875 40.578125 39.3125 \nz\n\" id=\"DejaVuSans-51\"/>\n      </defs>\n      <g transform=\"translate(175.235204 242.770867)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-51\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_5\">\n     <g id=\"line2d_5\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"223.859912\" xlink:href=\"#m4f46e88de4\" y=\"228.172429\"/>\n      </g>\n     </g>\n     <g id=\"text_5\">\n      <!-- 40 -->\n      <defs>\n       <path d=\"M 37.796875 64.3125 \nL 12.890625 25.390625 \nL 37.796875 25.390625 \nz\nM 35.203125 72.90625 \nL 47.609375 72.90625 \nL 47.609375 25.390625 \nL 58.015625 25.390625 \nL 58.015625 17.1875 \nL 47.609375 17.1875 \nL 47.609375 0 \nL 37.796875 0 \nL 37.796875 17.1875 \nL 4.890625 17.1875 \nL 4.890625 26.703125 \nz\n\" id=\"DejaVuSans-52\"/>\n      </defs>\n      <g transform=\"translate(217.497412 242.770867)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-52\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_6\">\n     <g id=\"line2d_6\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"266.12212\" xlink:href=\"#m4f46e88de4\" y=\"228.172429\"/>\n      </g>\n     </g>\n     <g id=\"text_6\">\n      <!-- 50 -->\n      <defs>\n       <path d=\"M 10.796875 72.90625 \nL 49.515625 72.90625 \nL 49.515625 64.59375 \nL 19.828125 64.59375 \nL 19.828125 46.734375 \nQ 21.96875 47.46875 24.109375 47.828125 \nQ 26.265625 48.1875 28.421875 48.1875 \nQ 40.625 48.1875 47.75 41.5 \nQ 54.890625 34.8125 54.890625 23.390625 \nQ 54.890625 11.625 47.5625 5.09375 \nQ 40.234375 -1.421875 26.90625 -1.421875 \nQ 22.3125 -1.421875 17.546875 -0.640625 \nQ 12.796875 0.140625 7.71875 1.703125 \nL 7.71875 11.625 \nQ 12.109375 9.234375 16.796875 8.0625 \nQ 21.484375 6.890625 26.703125 6.890625 \nQ 35.15625 6.890625 40.078125 11.328125 \nQ 45.015625 15.765625 45.015625 23.390625 \nQ 45.015625 31 40.078125 35.4375 \nQ 35.15625 39.890625 26.703125 39.890625 \nQ 22.75 39.890625 18.8125 39.015625 \nQ 14.890625 38.140625 10.796875 36.28125 \nz\n\" id=\"DejaVuSans-53\"/>\n      </defs>\n      <g transform=\"translate(259.75962 242.770867)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-53\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_7\">\n     <g id=\"line2d_7\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"308.384328\" xlink:href=\"#m4f46e88de4\" y=\"228.172429\"/>\n      </g>\n     </g>\n     <g id=\"text_7\">\n      <!-- 60 -->\n      <defs>\n       <path d=\"M 33.015625 40.375 \nQ 26.375 40.375 22.484375 35.828125 \nQ 18.609375 31.296875 18.609375 23.390625 \nQ 18.609375 15.53125 22.484375 10.953125 \nQ 26.375 6.390625 33.015625 6.390625 \nQ 39.65625 6.390625 43.53125 10.953125 \nQ 47.40625 15.53125 47.40625 23.390625 \nQ 47.40625 31.296875 43.53125 35.828125 \nQ 39.65625 40.375 33.015625 40.375 \nz\nM 52.59375 71.296875 \nL 52.59375 62.3125 \nQ 48.875 64.0625 45.09375 64.984375 \nQ 41.3125 65.921875 37.59375 65.921875 \nQ 27.828125 65.921875 22.671875 59.328125 \nQ 17.53125 52.734375 16.796875 39.40625 \nQ 19.671875 43.65625 24.015625 45.921875 \nQ 28.375 48.1875 33.59375 48.1875 \nQ 44.578125 48.1875 50.953125 41.515625 \nQ 57.328125 34.859375 57.328125 23.390625 \nQ 57.328125 12.15625 50.6875 5.359375 \nQ 44.046875 -1.421875 33.015625 -1.421875 \nQ 20.359375 -1.421875 13.671875 8.265625 \nQ 6.984375 17.96875 6.984375 36.375 \nQ 6.984375 53.65625 15.1875 63.9375 \nQ 23.390625 74.21875 37.203125 74.21875 \nQ 40.921875 74.21875 44.703125 73.484375 \nQ 48.484375 72.75 52.59375 71.296875 \nz\n\" id=\"DejaVuSans-54\"/>\n      </defs>\n      <g transform=\"translate(302.021828 242.770867)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-54\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_8\">\n     <g id=\"line2d_8\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"350.646536\" xlink:href=\"#m4f46e88de4\" y=\"228.172429\"/>\n      </g>\n     </g>\n     <g id=\"text_8\">\n      <!-- 70 -->\n      <defs>\n       <path d=\"M 8.203125 72.90625 \nL 55.078125 72.90625 \nL 55.078125 68.703125 \nL 28.609375 0 \nL 18.3125 0 \nL 43.21875 64.59375 \nL 8.203125 64.59375 \nz\n\" id=\"DejaVuSans-55\"/>\n      </defs>\n      <g transform=\"translate(344.284036 242.770867)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-55\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_9\">\n     <!-- popularity -->\n     <defs>\n      <path d=\"M 18.109375 8.203125 \nL 18.109375 -20.796875 \nL 9.078125 -20.796875 \nL 9.078125 54.6875 \nL 18.109375 54.6875 \nL 18.109375 46.390625 \nQ 20.953125 51.265625 25.265625 53.625 \nQ 29.59375 56 35.59375 56 \nQ 45.5625 56 51.78125 48.09375 \nQ 58.015625 40.1875 58.015625 27.296875 \nQ 58.015625 14.40625 51.78125 6.484375 \nQ 45.5625 -1.421875 35.59375 -1.421875 \nQ 29.59375 -1.421875 25.265625 0.953125 \nQ 20.953125 3.328125 18.109375 8.203125 \nz\nM 48.6875 27.296875 \nQ 48.6875 37.203125 44.609375 42.84375 \nQ 40.53125 48.484375 33.40625 48.484375 \nQ 26.265625 48.484375 22.1875 42.84375 \nQ 18.109375 37.203125 18.109375 27.296875 \nQ 18.109375 17.390625 22.1875 11.75 \nQ 26.265625 6.109375 33.40625 6.109375 \nQ 40.53125 6.109375 44.609375 11.75 \nQ 48.6875 17.390625 48.6875 27.296875 \nz\n\" id=\"DejaVuSans-112\"/>\n      <path d=\"M 30.609375 48.390625 \nQ 23.390625 48.390625 19.1875 42.75 \nQ 14.984375 37.109375 14.984375 27.296875 \nQ 14.984375 17.484375 19.15625 11.84375 \nQ 23.34375 6.203125 30.609375 6.203125 \nQ 37.796875 6.203125 41.984375 11.859375 \nQ 46.1875 17.53125 46.1875 27.296875 \nQ 46.1875 37.015625 41.984375 42.703125 \nQ 37.796875 48.390625 30.609375 48.390625 \nz\nM 30.609375 56 \nQ 42.328125 56 49.015625 48.375 \nQ 55.71875 40.765625 55.71875 27.296875 \nQ 55.71875 13.875 49.015625 6.21875 \nQ 42.328125 -1.421875 30.609375 -1.421875 \nQ 18.84375 -1.421875 12.171875 6.21875 \nQ 5.515625 13.875 5.515625 27.296875 \nQ 5.515625 40.765625 12.171875 48.375 \nQ 18.84375 56 30.609375 56 \nz\n\" id=\"DejaVuSans-111\"/>\n      <path d=\"M 8.5 21.578125 \nL 8.5 54.6875 \nL 17.484375 54.6875 \nL 17.484375 21.921875 \nQ 17.484375 14.15625 20.5 10.265625 \nQ 23.53125 6.390625 29.59375 6.390625 \nQ 36.859375 6.390625 41.078125 11.03125 \nQ 45.3125 15.671875 45.3125 23.6875 \nL 45.3125 54.6875 \nL 54.296875 54.6875 \nL 54.296875 0 \nL 45.3125 0 \nL 45.3125 8.40625 \nQ 42.046875 3.421875 37.71875 1 \nQ 33.40625 -1.421875 27.6875 -1.421875 \nQ 18.265625 -1.421875 13.375 4.4375 \nQ 8.5 10.296875 8.5 21.578125 \nz\nM 31.109375 56 \nz\n\" id=\"DejaVuSans-117\"/>\n      <path d=\"M 9.421875 75.984375 \nL 18.40625 75.984375 \nL 18.40625 0 \nL 9.421875 0 \nz\n\" id=\"DejaVuSans-108\"/>\n      <path d=\"M 34.28125 27.484375 \nQ 23.390625 27.484375 19.1875 25 \nQ 14.984375 22.515625 14.984375 16.5 \nQ 14.984375 11.71875 18.140625 8.90625 \nQ 21.296875 6.109375 26.703125 6.109375 \nQ 34.1875 6.109375 38.703125 11.40625 \nQ 43.21875 16.703125 43.21875 25.484375 \nL 43.21875 27.484375 \nz\nM 52.203125 31.203125 \nL 52.203125 0 \nL 43.21875 0 \nL 43.21875 8.296875 \nQ 40.140625 3.328125 35.546875 0.953125 \nQ 30.953125 -1.421875 24.3125 -1.421875 \nQ 15.921875 -1.421875 10.953125 3.296875 \nQ 6 8.015625 6 15.921875 \nQ 6 25.140625 12.171875 29.828125 \nQ 18.359375 34.515625 30.609375 34.515625 \nL 43.21875 34.515625 \nL 43.21875 35.40625 \nQ 43.21875 41.609375 39.140625 45 \nQ 35.0625 48.390625 27.6875 48.390625 \nQ 23 48.390625 18.546875 47.265625 \nQ 14.109375 46.140625 10.015625 43.890625 \nL 10.015625 52.203125 \nQ 14.9375 54.109375 19.578125 55.046875 \nQ 24.21875 56 28.609375 56 \nQ 40.484375 56 46.34375 49.84375 \nQ 52.203125 43.703125 52.203125 31.203125 \nz\n\" id=\"DejaVuSans-97\"/>\n      <path d=\"M 41.109375 46.296875 \nQ 39.59375 47.171875 37.8125 47.578125 \nQ 36.03125 48 33.890625 48 \nQ 26.265625 48 22.1875 43.046875 \nQ 18.109375 38.09375 18.109375 28.8125 \nL 18.109375 0 \nL 9.078125 0 \nL 9.078125 54.6875 \nL 18.109375 54.6875 \nL 18.109375 46.1875 \nQ 20.953125 51.171875 25.484375 53.578125 \nQ 30.03125 56 36.53125 56 \nQ 37.453125 56 38.578125 55.875 \nQ 39.703125 55.765625 41.0625 55.515625 \nz\n\" id=\"DejaVuSans-114\"/>\n      <path d=\"M 9.421875 54.6875 \nL 18.40625 54.6875 \nL 18.40625 0 \nL 9.421875 0 \nz\nM 9.421875 75.984375 \nL 18.40625 75.984375 \nL 18.40625 64.59375 \nL 9.421875 64.59375 \nz\n\" id=\"DejaVuSans-105\"/>\n      <path d=\"M 18.3125 70.21875 \nL 18.3125 54.6875 \nL 36.8125 54.6875 \nL 36.8125 47.703125 \nL 18.3125 47.703125 \nL 18.3125 18.015625 \nQ 18.3125 11.328125 20.140625 9.421875 \nQ 21.96875 7.515625 27.59375 7.515625 \nL 36.8125 7.515625 \nL 36.8125 0 \nL 27.59375 0 \nQ 17.1875 0 13.234375 3.875 \nQ 9.28125 7.765625 9.28125 18.015625 \nL 9.28125 47.703125 \nL 2.6875 47.703125 \nL 2.6875 54.6875 \nL 9.28125 54.6875 \nL 9.28125 70.21875 \nz\n\" id=\"DejaVuSans-116\"/>\n      <path d=\"M 32.171875 -5.078125 \nQ 28.375 -14.84375 24.75 -17.8125 \nQ 21.140625 -20.796875 15.09375 -20.796875 \nL 7.90625 -20.796875 \nL 7.90625 -13.28125 \nL 13.1875 -13.28125 \nQ 16.890625 -13.28125 18.9375 -11.515625 \nQ 21 -9.765625 23.484375 -3.21875 \nL 25.09375 0.875 \nL 2.984375 54.6875 \nL 12.5 54.6875 \nL 29.59375 11.921875 \nL 46.6875 54.6875 \nL 56.203125 54.6875 \nz\n\" id=\"DejaVuSans-121\"/>\n     </defs>\n     <g transform=\"translate(185.7875 256.448992)scale(0.1 -0.1)\">\n      <use xlink:href=\"#DejaVuSans-112\"/>\n      <use x=\"63.476562\" xlink:href=\"#DejaVuSans-111\"/>\n      <use x=\"124.658203\" xlink:href=\"#DejaVuSans-112\"/>\n      <use x=\"188.134766\" xlink:href=\"#DejaVuSans-117\"/>\n      <use x=\"251.513672\" xlink:href=\"#DejaVuSans-108\"/>\n      <use x=\"279.296875\" xlink:href=\"#DejaVuSans-97\"/>\n      <use x=\"340.576172\" xlink:href=\"#DejaVuSans-114\"/>\n      <use x=\"381.689453\" xlink:href=\"#DejaVuSans-105\"/>\n      <use x=\"409.472656\" xlink:href=\"#DejaVuSans-116\"/>\n      <use x=\"448.681641\" xlink:href=\"#DejaVuSans-121\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_2\">\n    <g id=\"ytick_1\">\n     <g id=\"line2d_9\">\n      <defs>\n       <path d=\"M 0 0 \nL -3.5 0 \n\" id=\"m1aafdc834b\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"43.78125\" xlink:href=\"#m1aafdc834b\" y=\"202.226542\"/>\n      </g>\n     </g>\n     <g id=\"text_10\">\n      <!-- 0.3 -->\n      <defs>\n       <path d=\"M 10.6875 12.40625 \nL 21 12.40625 \nL 21 0 \nL 10.6875 0 \nz\n\" id=\"DejaVuSans-46\"/>\n      </defs>\n      <g transform=\"translate(20.878125 206.025761)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-51\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_2\">\n     <g id=\"line2d_10\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"43.78125\" xlink:href=\"#m1aafdc834b\" y=\"174.908353\"/>\n      </g>\n     </g>\n     <g id=\"text_11\">\n      <!-- 0.4 -->\n      <g transform=\"translate(20.878125 178.707572)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-52\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_3\">\n     <g id=\"line2d_11\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"43.78125\" xlink:href=\"#m1aafdc834b\" y=\"147.590164\"/>\n      </g>\n     </g>\n     <g id=\"text_12\">\n      <!-- 0.5 -->\n      <g transform=\"translate(20.878125 151.389383)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_4\">\n     <g id=\"line2d_12\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"43.78125\" xlink:href=\"#m1aafdc834b\" y=\"120.271975\"/>\n      </g>\n     </g>\n     <g id=\"text_13\">\n      <!-- 0.6 -->\n      <g transform=\"translate(20.878125 124.071194)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-54\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_5\">\n     <g id=\"line2d_13\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"43.78125\" xlink:href=\"#m1aafdc834b\" y=\"92.953786\"/>\n      </g>\n     </g>\n     <g id=\"text_14\">\n      <!-- 0.7 -->\n      <g transform=\"translate(20.878125 96.753005)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-55\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_6\">\n     <g id=\"line2d_14\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"43.78125\" xlink:href=\"#m1aafdc834b\" y=\"65.635597\"/>\n      </g>\n     </g>\n     <g id=\"text_15\">\n      <!-- 0.8 -->\n      <defs>\n       <path d=\"M 31.78125 34.625 \nQ 24.75 34.625 20.71875 30.859375 \nQ 16.703125 27.09375 16.703125 20.515625 \nQ 16.703125 13.921875 20.71875 10.15625 \nQ 24.75 6.390625 31.78125 6.390625 \nQ 38.8125 6.390625 42.859375 10.171875 \nQ 46.921875 13.96875 46.921875 20.515625 \nQ 46.921875 27.09375 42.890625 30.859375 \nQ 38.875 34.625 31.78125 34.625 \nz\nM 21.921875 38.8125 \nQ 15.578125 40.375 12.03125 44.71875 \nQ 8.5 49.078125 8.5 55.328125 \nQ 8.5 64.0625 14.71875 69.140625 \nQ 20.953125 74.21875 31.78125 74.21875 \nQ 42.671875 74.21875 48.875 69.140625 \nQ 55.078125 64.0625 55.078125 55.328125 \nQ 55.078125 49.078125 51.53125 44.71875 \nQ 48 40.375 41.703125 38.8125 \nQ 48.828125 37.15625 52.796875 32.3125 \nQ 56.78125 27.484375 56.78125 20.515625 \nQ 56.78125 9.90625 50.3125 4.234375 \nQ 43.84375 -1.421875 31.78125 -1.421875 \nQ 19.734375 -1.421875 13.25 4.234375 \nQ 6.78125 9.90625 6.78125 20.515625 \nQ 6.78125 27.484375 10.78125 32.3125 \nQ 14.796875 37.15625 21.921875 38.8125 \nz\nM 18.3125 54.390625 \nQ 18.3125 48.734375 21.84375 45.5625 \nQ 25.390625 42.390625 31.78125 42.390625 \nQ 38.140625 42.390625 41.71875 45.5625 \nQ 45.3125 48.734375 45.3125 54.390625 \nQ 45.3125 60.0625 41.71875 63.234375 \nQ 38.140625 66.40625 31.78125 66.40625 \nQ 25.390625 66.40625 21.84375 63.234375 \nQ 18.3125 60.0625 18.3125 54.390625 \nz\n\" id=\"DejaVuSans-56\"/>\n      </defs>\n      <g transform=\"translate(20.878125 69.434816)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-56\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_7\">\n     <g id=\"line2d_15\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"43.78125\" xlink:href=\"#m1aafdc834b\" y=\"38.317408\"/>\n      </g>\n     </g>\n     <g id=\"text_16\">\n      <!-- 0.9 -->\n      <defs>\n       <path d=\"M 10.984375 1.515625 \nL 10.984375 10.5 \nQ 14.703125 8.734375 18.5 7.8125 \nQ 22.3125 6.890625 25.984375 6.890625 \nQ 35.75 6.890625 40.890625 13.453125 \nQ 46.046875 20.015625 46.78125 33.40625 \nQ 43.953125 29.203125 39.59375 26.953125 \nQ 35.25 24.703125 29.984375 24.703125 \nQ 19.046875 24.703125 12.671875 31.3125 \nQ 6.296875 37.9375 6.296875 49.421875 \nQ 6.296875 60.640625 12.9375 67.421875 \nQ 19.578125 74.21875 30.609375 74.21875 \nQ 43.265625 74.21875 49.921875 64.515625 \nQ 56.59375 54.828125 56.59375 36.375 \nQ 56.59375 19.140625 48.40625 8.859375 \nQ 40.234375 -1.421875 26.421875 -1.421875 \nQ 22.703125 -1.421875 18.890625 -0.6875 \nQ 15.09375 0.046875 10.984375 1.515625 \nz\nM 30.609375 32.421875 \nQ 37.25 32.421875 41.125 36.953125 \nQ 45.015625 41.5 45.015625 49.421875 \nQ 45.015625 57.28125 41.125 61.84375 \nQ 37.25 66.40625 30.609375 66.40625 \nQ 23.96875 66.40625 20.09375 61.84375 \nQ 16.21875 57.28125 16.21875 49.421875 \nQ 16.21875 41.5 20.09375 36.953125 \nQ 23.96875 32.421875 30.609375 32.421875 \nz\n\" id=\"DejaVuSans-57\"/>\n      </defs>\n      <g transform=\"translate(20.878125 42.116627)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-57\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_8\">\n     <g id=\"line2d_16\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"43.78125\" xlink:href=\"#m1aafdc834b\" y=\"10.999219\"/>\n      </g>\n     </g>\n     <g id=\"text_17\">\n      <!-- 1.0 -->\n      <g transform=\"translate(20.878125 14.798438)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_18\">\n     <!-- danceability -->\n     <defs>\n      <path d=\"M 45.40625 46.390625 \nL 45.40625 75.984375 \nL 54.390625 75.984375 \nL 54.390625 0 \nL 45.40625 0 \nL 45.40625 8.203125 \nQ 42.578125 3.328125 38.25 0.953125 \nQ 33.9375 -1.421875 27.875 -1.421875 \nQ 17.96875 -1.421875 11.734375 6.484375 \nQ 5.515625 14.40625 5.515625 27.296875 \nQ 5.515625 40.1875 11.734375 48.09375 \nQ 17.96875 56 27.875 56 \nQ 33.9375 56 38.25 53.625 \nQ 42.578125 51.265625 45.40625 46.390625 \nz\nM 14.796875 27.296875 \nQ 14.796875 17.390625 18.875 11.75 \nQ 22.953125 6.109375 30.078125 6.109375 \nQ 37.203125 6.109375 41.296875 11.75 \nQ 45.40625 17.390625 45.40625 27.296875 \nQ 45.40625 37.203125 41.296875 42.84375 \nQ 37.203125 48.484375 30.078125 48.484375 \nQ 22.953125 48.484375 18.875 42.84375 \nQ 14.796875 37.203125 14.796875 27.296875 \nz\n\" id=\"DejaVuSans-100\"/>\n      <path d=\"M 54.890625 33.015625 \nL 54.890625 0 \nL 45.90625 0 \nL 45.90625 32.71875 \nQ 45.90625 40.484375 42.875 44.328125 \nQ 39.84375 48.1875 33.796875 48.1875 \nQ 26.515625 48.1875 22.3125 43.546875 \nQ 18.109375 38.921875 18.109375 30.90625 \nL 18.109375 0 \nL 9.078125 0 \nL 9.078125 54.6875 \nL 18.109375 54.6875 \nL 18.109375 46.1875 \nQ 21.34375 51.125 25.703125 53.5625 \nQ 30.078125 56 35.796875 56 \nQ 45.21875 56 50.046875 50.171875 \nQ 54.890625 44.34375 54.890625 33.015625 \nz\n\" id=\"DejaVuSans-110\"/>\n      <path d=\"M 48.78125 52.59375 \nL 48.78125 44.1875 \nQ 44.96875 46.296875 41.140625 47.34375 \nQ 37.3125 48.390625 33.40625 48.390625 \nQ 24.65625 48.390625 19.8125 42.84375 \nQ 14.984375 37.3125 14.984375 27.296875 \nQ 14.984375 17.28125 19.8125 11.734375 \nQ 24.65625 6.203125 33.40625 6.203125 \nQ 37.3125 6.203125 41.140625 7.25 \nQ 44.96875 8.296875 48.78125 10.40625 \nL 48.78125 2.09375 \nQ 45.015625 0.34375 40.984375 -0.53125 \nQ 36.96875 -1.421875 32.421875 -1.421875 \nQ 20.0625 -1.421875 12.78125 6.34375 \nQ 5.515625 14.109375 5.515625 27.296875 \nQ 5.515625 40.671875 12.859375 48.328125 \nQ 20.21875 56 33.015625 56 \nQ 37.15625 56 41.109375 55.140625 \nQ 45.0625 54.296875 48.78125 52.59375 \nz\n\" id=\"DejaVuSans-99\"/>\n      <path d=\"M 56.203125 29.59375 \nL 56.203125 25.203125 \nL 14.890625 25.203125 \nQ 15.484375 15.921875 20.484375 11.0625 \nQ 25.484375 6.203125 34.421875 6.203125 \nQ 39.59375 6.203125 44.453125 7.46875 \nQ 49.3125 8.734375 54.109375 11.28125 \nL 54.109375 2.78125 \nQ 49.265625 0.734375 44.1875 -0.34375 \nQ 39.109375 -1.421875 33.890625 -1.421875 \nQ 20.796875 -1.421875 13.15625 6.1875 \nQ 5.515625 13.8125 5.515625 26.8125 \nQ 5.515625 40.234375 12.765625 48.109375 \nQ 20.015625 56 32.328125 56 \nQ 43.359375 56 49.78125 48.890625 \nQ 56.203125 41.796875 56.203125 29.59375 \nz\nM 47.21875 32.234375 \nQ 47.125 39.59375 43.09375 43.984375 \nQ 39.0625 48.390625 32.421875 48.390625 \nQ 24.90625 48.390625 20.390625 44.140625 \nQ 15.875 39.890625 15.1875 32.171875 \nz\n\" id=\"DejaVuSans-101\"/>\n      <path d=\"M 48.6875 27.296875 \nQ 48.6875 37.203125 44.609375 42.84375 \nQ 40.53125 48.484375 33.40625 48.484375 \nQ 26.265625 48.484375 22.1875 42.84375 \nQ 18.109375 37.203125 18.109375 27.296875 \nQ 18.109375 17.390625 22.1875 11.75 \nQ 26.265625 6.109375 33.40625 6.109375 \nQ 40.53125 6.109375 44.609375 11.75 \nQ 48.6875 17.390625 48.6875 27.296875 \nz\nM 18.109375 46.390625 \nQ 20.953125 51.265625 25.265625 53.625 \nQ 29.59375 56 35.59375 56 \nQ 45.5625 56 51.78125 48.09375 \nQ 58.015625 40.1875 58.015625 27.296875 \nQ 58.015625 14.40625 51.78125 6.484375 \nQ 45.5625 -1.421875 35.59375 -1.421875 \nQ 29.59375 -1.421875 25.265625 0.953125 \nQ 20.953125 3.328125 18.109375 8.203125 \nL 18.109375 0 \nL 9.078125 0 \nL 9.078125 75.984375 \nL 18.109375 75.984375 \nz\n\" id=\"DejaVuSans-98\"/>\n     </defs>\n     <g transform=\"translate(14.798438 150.010242)rotate(-90)scale(0.1 -0.1)\">\n      <use xlink:href=\"#DejaVuSans-100\"/>\n      <use x=\"63.476562\" xlink:href=\"#DejaVuSans-97\"/>\n      <use x=\"124.755859\" xlink:href=\"#DejaVuSans-110\"/>\n      <use x=\"188.134766\" xlink:href=\"#DejaVuSans-99\"/>\n      <use x=\"243.115234\" xlink:href=\"#DejaVuSans-101\"/>\n      <use x=\"304.638672\" xlink:href=\"#DejaVuSans-97\"/>\n      <use x=\"365.917969\" xlink:href=\"#DejaVuSans-98\"/>\n      <use x=\"429.394531\" xlink:href=\"#DejaVuSans-105\"/>\n      <use x=\"457.177734\" xlink:href=\"#DejaVuSans-108\"/>\n      <use x=\"484.960938\" xlink:href=\"#DejaVuSans-105\"/>\n      <use x=\"512.744141\" xlink:href=\"#DejaVuSans-116\"/>\n      <use x=\"551.953125\" xlink:href=\"#DejaVuSans-121\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"patch_3\">\n    <path d=\"M 43.78125 228.172429 \nL 43.78125 10.732429 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_4\">\n    <path d=\"M 378.58125 228.172429 \nL 378.58125 10.732429 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_5\">\n    <path d=\"M 43.78125 228.172429 \nL 378.58125 228.172429 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_6\">\n    <path d=\"M 43.78125 10.732429 \nL 378.58125 10.732429 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n  </g>\n </g>\n <defs>\n  <clipPath id=\"p9fb0d779e7\">\n   <rect height=\"217.44\" width=\"334.8\" x=\"43.78125\" y=\"10.732429\"/>\n  </clipPath>\n </defs>\n</svg>\n",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "from sklearn.cluster import KMeans\n",
    "kmeans = KMeans(n_clusters = 3)\n",
    "kmeans.fit(X)\n",
    "labels = kmeans.predict(X)\n",
    "plt.scatter(df['popularity'],df['danceability'],c = labels)\n",
    "plt.xlabel('popularity')\n",
    "plt.ylabel('danceability')\n",
    "plt.show()"
   ]
  },
  {
   "source": [
    "This model's accuracy is not bad, but not great. It may be that the data may not lend itself well to K-Means Clustering. You might try a different method."
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 811,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "Result: 109 out of 286 samples were correctly labeled.\nAccuracy score: 0.38\n"
     ]
    }
   ],
   "source": [
    "labels = kmeans.labels_\n",
    "\n",
    "correct_labels = sum(y == labels)\n",
    "\n",
    "print(\"Result: %d out of %d samples were correctly labeled.\" % (correct_labels, y.size))\n",
    "\n",
    "print('Accuracy score: {0:0.2f}'. format(correct_labels/float(y.size)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ]
}