listening-analysis/artist.ipynb

{
 "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": "3.8.6-final"
  },
  "orig_nbformat": 2,
  "kernelspec": {
   "name": "python3",
   "display_name": "Python 3",
   "language": "python"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2,
 "cells": [
  {
   "source": [
    "# Artist Investigations"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "538 scrobbles\n1 days spent listening since Nov. 2017\n1.52 minutes/day\n"
     ]
    },
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "      acousticness  danceability    duration_ms    energy  instrumentalness  \\\n",
       "mean      0.175862      0.548939  201665.648752  0.672660          0.139468   \n",
       "std       0.185824      0.118423   68133.871857  0.136468          0.280774   \n",
       "min       0.001230      0.174000   33568.000000  0.330000          0.000000   \n",
       "25%       0.035800      0.475000  147430.000000  0.551000          0.000114   \n",
       "50%       0.093700      0.548000  203882.000000  0.683000          0.001660   \n",
       "75%       0.278000      0.599000  250200.000000  0.761000          0.089300   \n",
       "max       0.884000      0.825000  626166.000000  0.910000          0.914000   \n",
       "\n",
       "            key  liveness   loudness      mode  speechiness       tempo  \\\n",
       "mean   5.715931  0.261474  -5.605276  0.573896     0.151126  110.033599   \n",
       "std    3.886356  0.215839   2.190490  0.494984     0.141012   27.453952   \n",
       "min    0.000000  0.059200 -14.841000  0.000000     0.028200   51.466000   \n",
       "25%    2.000000  0.095200  -6.829000  0.000000     0.049600   86.711000   \n",
       "50%    6.000000  0.171000  -5.219000  1.000000     0.087700  109.862000   \n",
       "75%    9.000000  0.356000  -4.477000  1.000000     0.255000  133.687000   \n",
       "max   11.000000  0.783000  -0.507000  1.000000     0.518000  168.266000   \n",
       "\n",
       "      time_signature   valence  \n",
       "mean        3.990403  0.301708  \n",
       "std         0.394559  0.169343  \n",
       "min         1.000000  0.055700  \n",
       "25%         4.000000  0.188000  \n",
       "50%         4.000000  0.263000  \n",
       "75%         4.000000  0.431000  \n",
       "max         5.000000  0.718000  "
      ],
      "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>acousticness</th>\n      <th>danceability</th>\n      <th>duration_ms</th>\n      <th>energy</th>\n      <th>instrumentalness</th>\n      <th>key</th>\n      <th>liveness</th>\n      <th>loudness</th>\n      <th>mode</th>\n      <th>speechiness</th>\n      <th>tempo</th>\n      <th>time_signature</th>\n      <th>valence</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>mean</th>\n      <td>0.175862</td>\n      <td>0.548939</td>\n      <td>201665.648752</td>\n      <td>0.672660</td>\n      <td>0.139468</td>\n      <td>5.715931</td>\n      <td>0.261474</td>\n      <td>-5.605276</td>\n      <td>0.573896</td>\n      <td>0.151126</td>\n      <td>110.033599</td>\n      <td>3.990403</td>\n      <td>0.301708</td>\n    </tr>\n    <tr>\n      <th>std</th>\n      <td>0.185824</td>\n      <td>0.118423</td>\n      <td>68133.871857</td>\n      <td>0.136468</td>\n      <td>0.280774</td>\n      <td>3.886356</td>\n      <td>0.215839</td>\n      <td>2.190490</td>\n      <td>0.494984</td>\n      <td>0.141012</td>\n      <td>27.453952</td>\n      <td>0.394559</td>\n      <td>0.169343</td>\n    </tr>\n    <tr>\n      <th>min</th>\n      <td>0.001230</td>\n      <td>0.174000</td>\n      <td>33568.000000</td>\n      <td>0.330000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.059200</td>\n      <td>-14.841000</td>\n      <td>0.000000</td>\n      <td>0.028200</td>\n      <td>51.466000</td>\n      <td>1.000000</td>\n      <td>0.055700</td>\n    </tr>\n    <tr>\n      <th>25%</th>\n      <td>0.035800</td>\n      <td>0.475000</td>\n      <td>147430.000000</td>\n      <td>0.551000</td>\n      <td>0.000114</td>\n      <td>2.000000</td>\n      <td>0.095200</td>\n      <td>-6.829000</td>\n      <td>0.000000</td>\n      <td>0.049600</td>\n      <td>86.711000</td>\n      <td>4.000000</td>\n      <td>0.188000</td>\n    </tr>\n    <tr>\n      <th>50%</th>\n      <td>0.093700</td>\n      <td>0.548000</td>\n      <td>203882.000000</td>\n      <td>0.683000</td>\n      <td>0.001660</td>\n      <td>6.000000</td>\n      <td>0.171000</td>\n      <td>-5.219000</td>\n      <td>1.000000</td>\n      <td>0.087700</td>\n      <td>109.862000</td>\n      <td>4.000000</td>\n      <td>0.263000</td>\n    </tr>\n    <tr>\n      <th>75%</th>\n      <td>0.278000</td>\n      <td>0.599000</td>\n      <td>250200.000000</td>\n      <td>0.761000</td>\n      <td>0.089300</td>\n      <td>9.000000</td>\n      <td>0.356000</td>\n      <td>-4.477000</td>\n      <td>1.000000</td>\n      <td>0.255000</td>\n      <td>133.687000</td>\n      <td>4.000000</td>\n      <td>0.431000</td>\n    </tr>\n    <tr>\n      <th>max</th>\n      <td>0.884000</td>\n      <td>0.825000</td>\n      <td>626166.000000</td>\n      <td>0.910000</td>\n      <td>0.914000</td>\n      <td>11.000000</td>\n      <td>0.783000</td>\n      <td>-0.507000</td>\n      <td>1.000000</td>\n      <td>0.518000</td>\n      <td>168.266000</td>\n      <td>5.000000</td>\n      <td>0.718000</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {},
     "execution_count": 51
    }
   ],
   "source": [
    "artist_name = \"Flume\".lower()\n",
    "artist_frame = scrobbles[scrobbles[\"artist\"].str.lower() == artist_name] # FILTER SCROBBLES\n",
    "artist_frame = artist_frame.sort_index(ascending=False) # SORT\n",
    "# artist_frame = artist_frame.loc[:, descriptor_headers] # DESCRIPTORS\n",
    "\n",
    "total_time = artist_frame[\"duration_ms\"].sum() / (1000 * 60) # minutes\n",
    "total_days = total_time / (60 * 24) # days\n",
    "print(f'{artist_frame.count()[0]:,d} scrobbles')\n",
    "print(f'{total_days:.0f} days spent listening since Nov. 2017')\n",
    "print(f'{total_time / days_since(first_day).days:.2f} minutes/day')\n",
    "\n",
    "artist_frame.describe()[1:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 720x480 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=\"288.512187pt\" version=\"1.1\" viewBox=\"0 0 368.925 288.512187\" width=\"368.925pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n <metadata>\n  <rdf:RDF xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n   <cc:Work>\n    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n    <dc:date>2021-02-04T10:03:42.304318</dc:date>\n    <dc:format>image/svg+xml</dc:format>\n    <dc:creator>\n     <cc:Agent>\n      <dc:title>Matplotlib v3.3.4, https://matplotlib.org/</dc:title>\n     </cc:Agent>\n    </dc:creator>\n   </cc:Work>\n  </rdf:RDF>\n </metadata>\n <defs>\n  <style type=\"text/css\">*{stroke-linecap:butt;stroke-linejoin:round;}</style>\n </defs>\n <g id=\"figure_1\">\n  <g id=\"patch_1\">\n   <path d=\"M -0 288.512187 \nL 368.925 288.512187 \nL 368.925 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 26.925 239.758125 \nL 361.725 239.758125 \nL 361.725 22.318125 \nL 26.925 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      <path clip-path=\"url(#p84e06626fe)\" d=\"M 26.925 239.758125 \nL 26.925 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_2\">\n      <defs>\n       <path d=\"M 0 0 \nL 0 3.5 \n\" id=\"mab53af8feb\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"26.925\" xlink:href=\"#mab53af8feb\" y=\"239.758125\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_2\">\n     <g id=\"line2d_3\">\n      <path clip-path=\"url(#p84e06626fe)\" d=\"M 41.757911 239.758125 \nL 41.757911 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_4\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"41.757911\" xlink:href=\"#mab53af8feb\" y=\"239.758125\"/>\n      </g>\n     </g>\n     <g id=\"text_1\">\n      <!-- Jan -->\n      <g transform=\"translate(34.050099 254.356562)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 9.8125 72.90625 \nL 19.671875 72.90625 \nL 19.671875 5.078125 \nQ 19.671875 -8.109375 14.671875 -14.0625 \nQ 9.671875 -20.015625 -1.421875 -20.015625 \nL -5.171875 -20.015625 \nL -5.171875 -11.71875 \nL -2.09375 -11.71875 \nQ 4.4375 -11.71875 7.125 -8.046875 \nQ 9.8125 -4.390625 9.8125 5.078125 \nz\n\" id=\"DejaVuSans-74\"/>\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 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       </defs>\n       <use xlink:href=\"#DejaVuSans-74\"/>\n       <use x=\"29.492188\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"90.771484\" xlink:href=\"#DejaVuSans-110\"/>\n      </g>\n      <!-- 2018 -->\n      <g transform=\"translate(29.032911 265.554375)scale(0.1 -0.1)\">\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 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        <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 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       <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-56\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_3\">\n     <g id=\"line2d_5\">\n      <path clip-path=\"url(#p84e06626fe)\" d=\"M 151.945253 239.758125 \nL 151.945253 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_6\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"151.945253\" xlink:href=\"#mab53af8feb\" y=\"239.758125\"/>\n      </g>\n     </g>\n     <g id=\"text_2\">\n      <!-- Jan -->\n      <g transform=\"translate(144.237441 254.356562)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-74\"/>\n       <use x=\"29.492188\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"90.771484\" xlink:href=\"#DejaVuSans-110\"/>\n      </g>\n      <!-- 2019 -->\n      <g transform=\"translate(139.220253 265.554375)scale(0.1 -0.1)\">\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       <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-57\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_4\">\n     <g id=\"line2d_7\">\n      <path clip-path=\"url(#p84e06626fe)\" d=\"M 262.132595 239.758125 \nL 262.132595 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_8\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"262.132595\" xlink:href=\"#mab53af8feb\" y=\"239.758125\"/>\n      </g>\n     </g>\n     <g id=\"text_3\">\n      <!-- Jan -->\n      <g transform=\"translate(254.424782 254.356562)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-74\"/>\n       <use x=\"29.492188\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"90.771484\" xlink:href=\"#DejaVuSans-110\"/>\n      </g>\n      <!-- 2020 -->\n      <g transform=\"translate(249.407595 265.554375)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      </g>\n     </g>\n    </g>\n    <g id=\"xtick_5\">\n     <g id=\"line2d_9\">\n      <path clip-path=\"url(#p84e06626fe)\" d=\"M 361.725 239.758125 \nL 361.725 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_10\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"361.725\" xlink:href=\"#mab53af8feb\" y=\"239.758125\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_6\">\n     <g id=\"line2d_11\">\n      <defs>\n       <path d=\"M 0 0 \nL 0 2 \n\" id=\"mee2ab0f866\" style=\"stroke:#000000;stroke-width:0.6;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"31.162975\" xlink:href=\"#mee2ab0f866\" y=\"239.758125\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_7\">\n     <g id=\"line2d_12\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"50.233861\" xlink:href=\"#mee2ab0f866\" y=\"239.758125\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_8\">\n     <g id=\"line2d_13\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"58.70981\" xlink:href=\"#mee2ab0f866\" y=\"239.758125\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_9\">\n     <g id=\"line2d_14\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"67.185759\" xlink:href=\"#mee2ab0f866\" y=\"239.758125\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_10\">\n     <g id=\"line2d_15\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"77.780696\" xlink:href=\"#mee2ab0f866\" y=\"239.758125\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_11\">\n     <g id=\"line2d_16\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"86.256646\" xlink:href=\"#mee2ab0f866\" y=\"239.758125\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_12\">\n     <g id=\"line2d_17\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"94.732595\" xlink:href=\"#mee2ab0f866\" y=\"239.758125\"/>\n      </g>\n     </g>\n     <g id=\"text_4\">\n      <!-- Jul -->\n      <g transform=\"translate(88.699782 252.756562)scale(0.1 -0.1)\">\n       <defs>\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       </defs>\n       <use xlink:href=\"#DejaVuSans-74\"/>\n       <use x=\"29.492188\" xlink:href=\"#DejaVuSans-117\"/>\n       <use x=\"92.871094\" xlink:href=\"#DejaVuSans-108\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_13\">\n     <g id=\"line2d_18\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"105.327532\" xlink:href=\"#mee2ab0f866\" y=\"239.758125\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_14\">\n     <g id=\"line2d_19\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"113.803481\" xlink:href=\"#mee2ab0f866\" y=\"239.758125\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_15\">\n     <g id=\"line2d_20\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"124.398418\" xlink:href=\"#mee2ab0f866\" y=\"239.758125\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_16\">\n     <g id=\"line2d_21\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"132.874367\" xlink:href=\"#mee2ab0f866\" y=\"239.758125\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_17\">\n     <g id=\"line2d_22\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"141.350316\" xlink:href=\"#mee2ab0f866\" y=\"239.758125\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_18\">\n     <g id=\"line2d_23\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"160.421203\" xlink:href=\"#mee2ab0f866\" y=\"239.758125\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_19\">\n     <g id=\"line2d_24\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"168.897152\" xlink:href=\"#mee2ab0f866\" y=\"239.758125\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_20\">\n     <g id=\"line2d_25\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"179.492089\" xlink:href=\"#mee2ab0f866\" y=\"239.758125\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_21\">\n     <g id=\"line2d_26\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"187.968038\" xlink:href=\"#mee2ab0f866\" y=\"239.758125\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_22\">\n     <g id=\"line2d_27\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"196.443987\" xlink:href=\"#mee2ab0f866\" y=\"239.758125\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_23\">\n     <g id=\"line2d_28\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"207.038924\" xlink:href=\"#mee2ab0f866\" y=\"239.758125\"/>\n      </g>\n     </g>\n     <g id=\"text_5\">\n      <!-- Jul -->\n      <g transform=\"translate(201.006112 252.756562)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-74\"/>\n       <use x=\"29.492188\" xlink:href=\"#DejaVuSans-117\"/>\n       <use x=\"92.871094\" xlink:href=\"#DejaVuSans-108\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_24\">\n     <g id=\"line2d_29\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"215.514873\" xlink:href=\"#mee2ab0f866\" y=\"239.758125\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_25\">\n     <g id=\"line2d_30\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"223.990823\" xlink:href=\"#mee2ab0f866\" y=\"239.758125\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_26\">\n     <g id=\"line2d_31\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"234.585759\" xlink:href=\"#mee2ab0f866\" y=\"239.758125\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_27\">\n     <g id=\"line2d_32\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"243.061709\" xlink:href=\"#mee2ab0f866\" y=\"239.758125\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_28\">\n     <g id=\"line2d_33\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"251.537658\" xlink:href=\"#mee2ab0f866\" y=\"239.758125\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_29\">\n     <g id=\"line2d_34\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"270.608544\" xlink:href=\"#mee2ab0f866\" y=\"239.758125\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_30\">\n     <g id=\"line2d_35\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"279.084494\" xlink:href=\"#mee2ab0f866\" y=\"239.758125\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_31\">\n     <g id=\"line2d_36\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"289.67943\" xlink:href=\"#mee2ab0f866\" y=\"239.758125\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_32\">\n     <g id=\"line2d_37\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"298.15538\" xlink:href=\"#mee2ab0f866\" y=\"239.758125\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_33\">\n     <g id=\"line2d_38\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"308.750316\" xlink:href=\"#mee2ab0f866\" y=\"239.758125\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_34\">\n     <g id=\"line2d_39\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"317.226266\" xlink:href=\"#mee2ab0f866\" y=\"239.758125\"/>\n      </g>\n     </g>\n     <g id=\"text_6\">\n      <!-- Jul -->\n      <g transform=\"translate(311.193453 252.756562)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-74\"/>\n       <use x=\"29.492188\" xlink:href=\"#DejaVuSans-117\"/>\n       <use x=\"92.871094\" xlink:href=\"#DejaVuSans-108\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_35\">\n     <g id=\"line2d_40\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"325.702215\" xlink:href=\"#mee2ab0f866\" y=\"239.758125\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_36\">\n     <g id=\"line2d_41\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"336.297152\" xlink:href=\"#mee2ab0f866\" y=\"239.758125\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_37\">\n     <g id=\"line2d_42\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"344.773101\" xlink:href=\"#mee2ab0f866\" y=\"239.758125\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_38\">\n     <g id=\"line2d_43\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"353.249051\" xlink:href=\"#mee2ab0f866\" y=\"239.758125\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_7\">\n     <!-- time -->\n     <g transform=\"translate(183.028906 279.2325)scale(0.1 -0.1)\">\n      <defs>\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 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 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 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      <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     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_2\">\n    <g id=\"ytick_1\">\n     <g id=\"line2d_44\">\n      <path clip-path=\"url(#p84e06626fe)\" d=\"M 26.925 229.874489 \nL 361.725 229.874489 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_45\">\n      <defs>\n       <path d=\"M 0 0 \nL -3.5 0 \n\" id=\"m175e76becb\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"26.925\" xlink:href=\"#m175e76becb\" y=\"229.874489\"/>\n      </g>\n     </g>\n     <g id=\"text_8\">\n      <!-- 0 -->\n      <g transform=\"translate(13.5625 233.673707)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_46\">\n      <path clip-path=\"url(#p84e06626fe)\" d=\"M 26.925 192.577748 \nL 361.725 192.577748 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_47\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"26.925\" xlink:href=\"#m175e76becb\" y=\"192.577748\"/>\n      </g>\n     </g>\n     <g id=\"text_9\">\n      <!-- 10 -->\n      <g transform=\"translate(7.2 196.376966)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=\"ytick_3\">\n     <g id=\"line2d_48\">\n      <path clip-path=\"url(#p84e06626fe)\" d=\"M 26.925 155.281007 \nL 361.725 155.281007 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_49\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"26.925\" xlink:href=\"#m175e76becb\" y=\"155.281007\"/>\n      </g>\n     </g>\n     <g id=\"text_10\">\n      <!-- 20 -->\n      <g transform=\"translate(7.2 159.080225)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=\"ytick_4\">\n     <g id=\"line2d_50\">\n      <path clip-path=\"url(#p84e06626fe)\" d=\"M 26.925 117.984266 \nL 361.725 117.984266 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_51\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"26.925\" xlink:href=\"#m175e76becb\" y=\"117.984266\"/>\n      </g>\n     </g>\n     <g id=\"text_11\">\n      <!-- 30 -->\n      <g transform=\"translate(7.2 121.783484)scale(0.1 -0.1)\">\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       <use xlink:href=\"#DejaVuSans-51\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_5\">\n     <g id=\"line2d_52\">\n      <path clip-path=\"url(#p84e06626fe)\" d=\"M 26.925 80.687525 \nL 361.725 80.687525 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_53\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"26.925\" xlink:href=\"#m175e76becb\" y=\"80.687525\"/>\n      </g>\n     </g>\n     <g id=\"text_12\">\n      <!-- 40 -->\n      <g transform=\"translate(7.2 84.486743)scale(0.1 -0.1)\">\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       <use xlink:href=\"#DejaVuSans-52\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_6\">\n     <g id=\"line2d_54\">\n      <path clip-path=\"url(#p84e06626fe)\" d=\"M 26.925 43.390784 \nL 361.725 43.390784 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_55\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"26.925\" xlink:href=\"#m175e76becb\" y=\"43.390784\"/>\n      </g>\n     </g>\n     <g id=\"text_13\">\n      <!-- 50 -->\n      <g transform=\"translate(7.2 47.190002)scale(0.1 -0.1)\">\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       <use xlink:href=\"#DejaVuSans-53\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"line2d_56\">\n    <path clip-path=\"url(#p84e06626fe)\" d=\"M 26.925 226.144815 \nL 31.162975 207.496444 \nL 35.400949 226.144815 \nL 39.638924 222.41514 \nL 43.876899 229.874489 \nL 48.114873 229.874489 \nL 52.352848 229.874489 \nL 56.590823 226.144815 \nL 60.828797 229.874489 \nL 65.066772 207.496444 \nL 69.304747 226.144815 \nL 73.542722 214.955792 \nL 77.780696 222.41514 \nL 82.018671 226.144815 \nL 86.256646 218.685466 \nL 90.49462 229.874489 \nL 94.732595 229.874489 \nL 98.97057 229.874489 \nL 103.208544 226.144815 \nL 107.446519 229.874489 \nL 111.684494 99.335895 \nL 115.922468 229.874489 \nL 120.160443 229.874489 \nL 124.398418 211.226118 \nL 128.636392 106.795243 \nL 132.874367 214.955792 \nL 137.112342 203.76677 \nL 141.350316 229.874489 \nL 145.588291 207.496444 \nL 149.826266 222.41514 \nL 154.064241 159.010681 \nL 158.302215 222.41514 \nL 162.54019 218.685466 \nL 166.778165 188.848074 \nL 171.016139 226.144815 \nL 175.254114 65.768828 \nL 179.492089 162.740355 \nL 183.730063 222.41514 \nL 187.968038 200.037096 \nL 192.206013 218.685466 \nL 196.443987 185.118399 \nL 200.681962 32.201761 \nL 204.919937 144.091984 \nL 209.157911 166.470029 \nL 213.395886 214.955792 \nL 217.633861 203.76677 \nL 221.871835 203.76677 \nL 226.10981 203.76677 \nL 230.347785 200.037096 \nL 234.585759 200.037096 \nL 238.823734 188.848074 \nL 243.061709 222.41514 \nL 247.299684 218.685466 \nL 251.537658 214.955792 \nL 255.775633 226.144815 \nL 260.013608 229.874489 \nL 264.251582 229.874489 \nL 268.489557 203.76677 \nL 272.727532 226.144815 \nL 276.965506 214.955792 \nL 281.203481 218.685466 \nL 285.441456 229.874489 \nL 289.67943 162.740355 \nL 293.917405 218.685466 \nL 298.15538 177.659051 \nL 302.393354 196.307422 \nL 306.631329 207.496444 \nL 310.869304 192.577748 \nL 315.107278 203.76677 \nL 319.345253 188.848074 \nL 323.583228 226.144815 \nL 327.821203 207.496444 \nL 332.059177 211.226118 \nL 336.297152 222.41514 \nL 340.535127 200.037096 \nL 344.773101 229.874489 \nL 349.011076 226.144815 \nL 353.249051 218.685466 \nL 357.487025 226.144815 \nL 361.725 222.41514 \n\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"patch_3\">\n    <path d=\"M 26.925 239.758125 \nL 26.925 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 361.725 239.758125 \nL 361.725 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 26.925 239.758125 \nL 361.725 239.758125 \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 26.925 22.318125 \nL 361.725 22.318125 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"text_14\">\n    <!-- flume Scrobbles -->\n    <g transform=\"translate(146.086875 16.318125)scale(0.12 -0.12)\">\n     <defs>\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 id=\"DejaVuSans-32\"/>\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      <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 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 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 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     <use xlink:href=\"#DejaVuSans-102\"/>\n     <use x=\"35.205078\" xlink:href=\"#DejaVuSans-108\"/>\n     <use x=\"62.988281\" xlink:href=\"#DejaVuSans-117\"/>\n     <use x=\"126.367188\" xlink:href=\"#DejaVuSans-109\"/>\n     <use x=\"223.779297\" xlink:href=\"#DejaVuSans-101\"/>\n     <use x=\"285.302734\" xlink:href=\"#DejaVuSans-32\"/>\n     <use x=\"317.089844\" xlink:href=\"#DejaVuSans-83\"/>\n     <use x=\"380.566406\" xlink:href=\"#DejaVuSans-99\"/>\n     <use x=\"435.546875\" xlink:href=\"#DejaVuSans-114\"/>\n     <use x=\"474.410156\" xlink:href=\"#DejaVuSans-111\"/>\n     <use x=\"535.591797\" xlink:href=\"#DejaVuSans-98\"/>\n     <use x=\"599.068359\" xlink:href=\"#DejaVuSans-98\"/>\n     <use x=\"662.544922\" xlink:href=\"#DejaVuSans-108\"/>\n     <use x=\"690.328125\" xlink:href=\"#DejaVuSans-101\"/>\n     <use x=\"751.851562\" xlink:href=\"#DejaVuSans-115\"/>\n    </g>\n   </g>\n  </g>\n </g>\n <defs>\n  <clipPath id=\"p84e06626fe\">\n   <rect height=\"217.44\" width=\"334.8\" x=\"26.925\" y=\"22.318125\"/>\n  </clipPath>\n </defs>\n</svg>\n",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "filtered_artist = scrobbles[scrobbles[\"artist\"].str.lower() == artist_name]\n",
    "# resample by day and mean\n",
    "filtered_artist = filtered_artist.resample(\"2W\").count()\n",
    "\n",
    "filtered_artist[\"energy\"].plot()\n",
    "\n",
    "plt.title(f\"{artist_name} Scrobbles\")\n",
    "plt.grid()\n",
    "plt.show()"
   ]
  },
  {
   "source": [
    "## Average Descriptor\n",
    "\n",
    "Below presents the average descriptor for the artist. \"*All Listened Tracks*\" describes the descriptor based on the listening activity for this artist. This takes into account how many times a track is listened to. \"*Distinct Tracks*\" takes only the distinct set of tracks that have been listened to and takes that average.\n",
    "\n",
    "The difference between them could be described as which features are preferred for an artist. If the blue bar is higher than the red, it would indicate that tracks from this artist which have a higher value for this are listened to more. "
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 720x480 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=\"263.63625pt\" version=\"1.1\" viewBox=\"0 0 372.103125 263.63625\" width=\"372.103125pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n <metadata>\n  <rdf:RDF xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n   <cc:Work>\n    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n    <dc:date>2021-02-04T10:03:43.059576</dc:date>\n    <dc:format>image/svg+xml</dc:format>\n    <dc:creator>\n     <cc:Agent>\n      <dc:title>Matplotlib v3.3.4, https://matplotlib.org/</dc:title>\n     </cc:Agent>\n    </dc:creator>\n   </cc:Work>\n  </rdf:RDF>\n </metadata>\n <defs>\n  <style type=\"text/css\">*{stroke-linecap:butt;stroke-linejoin:round;}</style>\n </defs>\n <g id=\"figure_1\">\n  <g id=\"patch_1\">\n   <path d=\"M 0 263.63625 \nL 372.103125 263.63625 \nL 372.103125 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 30.103125 239.758125 \nL 364.903125 239.758125 \nL 364.903125 22.318125 \nL 30.103125 22.318125 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g id=\"patch_3\">\n    <path clip-path=\"url(#p90e11885db)\" d=\"M 45.321307 239.758125 \nL 61.2209 239.758125 \nL 61.2209 196.456847 \nL 45.321307 196.456847 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_4\">\n    <path clip-path=\"url(#p90e11885db)\" d=\"M 90.748715 239.758125 \nL 106.648308 239.758125 \nL 106.648308 117.681096 \nL 90.748715 117.681096 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_5\">\n    <path clip-path=\"url(#p90e11885db)\" d=\"M 136.176124 239.758125 \nL 152.075717 239.758125 \nL 152.075717 95.871519 \nL 136.176124 95.871519 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_6\">\n    <path clip-path=\"url(#p90e11885db)\" d=\"M 181.603532 239.758125 \nL 197.503125 239.758125 \nL 197.503125 203.762859 \nL 181.603532 203.762859 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_7\">\n    <path clip-path=\"url(#p90e11885db)\" d=\"M 227.03094 239.758125 \nL 242.930533 239.758125 \nL 242.930533 186.446669 \nL 227.03094 186.446669 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_8\">\n    <path clip-path=\"url(#p90e11885db)\" d=\"M 272.458349 239.758125 \nL 288.357942 239.758125 \nL 288.357942 208.269016 \nL 272.458349 208.269016 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_9\">\n    <path clip-path=\"url(#p90e11885db)\" d=\"M 317.885757 239.758125 \nL 333.78535 239.758125 \nL 333.78535 168.173426 \nL 317.885757 168.173426 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_10\">\n    <path clip-path=\"url(#p90e11885db)\" d=\"M 61.2209 239.758125 \nL 77.120493 239.758125 \nL 77.120493 201.518651 \nL 61.2209 201.518651 \nz\n\" style=\"fill:#ff0000;\"/>\n   </g>\n   <g id=\"patch_11\">\n    <path clip-path=\"url(#p90e11885db)\" d=\"M 106.648308 239.758125 \nL 122.547901 239.758125 \nL 122.547901 120.39692 \nL 106.648308 120.39692 \nz\n\" style=\"fill:#ff0000;\"/>\n   </g>\n   <g id=\"patch_12\">\n    <path clip-path=\"url(#p90e11885db)\" d=\"M 152.075717 239.758125 \nL 167.97531 239.758125 \nL 167.97531 93.494876 \nL 152.075717 93.494876 \nz\n\" style=\"fill:#ff0000;\"/>\n   </g>\n   <g id=\"patch_13\">\n    <path clip-path=\"url(#p90e11885db)\" d=\"M 197.503125 239.758125 \nL 213.402718 239.758125 \nL 213.402718 209.432133 \nL 197.503125 209.432133 \nz\n\" style=\"fill:#ff0000;\"/>\n   </g>\n   <g id=\"patch_14\">\n    <path clip-path=\"url(#p90e11885db)\" d=\"M 242.930533 239.758125 \nL 258.830126 239.758125 \nL 258.830126 182.903199 \nL 242.930533 182.903199 \nz\n\" style=\"fill:#ff0000;\"/>\n   </g>\n   <g id=\"patch_15\">\n    <path clip-path=\"url(#p90e11885db)\" d=\"M 288.357942 239.758125 \nL 304.257535 239.758125 \nL 304.257535 206.897265 \nL 288.357942 206.897265 \nz\n\" style=\"fill:#ff0000;\"/>\n   </g>\n   <g id=\"patch_16\">\n    <path clip-path=\"url(#p90e11885db)\" d=\"M 333.78535 239.758125 \nL 349.684943 239.758125 \nL 349.684943 174.154808 \nL 333.78535 174.154808 \nz\n\" style=\"fill:#ff0000;\"/>\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=\"m98b0b01535\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"61.2209\" xlink:href=\"#m98b0b01535\" y=\"239.758125\"/>\n      </g>\n     </g>\n     <g id=\"text_1\">\n      <!-- acoust -->\n      <g transform=\"translate(44.61465 254.356563)scale(0.1 -0.1)\">\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 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 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 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       <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      </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=\"106.648308\" xlink:href=\"#m98b0b01535\" y=\"239.758125\"/>\n      </g>\n     </g>\n     <g id=\"text_2\">\n      <!-- dancea -->\n      <g transform=\"translate(88.351433 254.356563)scale(0.1 -0.1)\">\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 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       <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      </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=\"152.075717\" xlink:href=\"#m98b0b01535\" y=\"239.758125\"/>\n      </g>\n     </g>\n     <g id=\"text_3\">\n      <!-- energy -->\n      <g transform=\"translate(134.652279 254.356563)scale(0.1 -0.1)\">\n       <defs>\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 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        <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       <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=\"225.789062\" xlink:href=\"#DejaVuSans-103\"/>\n       <use x=\"289.265625\" xlink:href=\"#DejaVuSans-121\"/>\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=\"197.503125\" xlink:href=\"#m98b0b01535\" y=\"239.758125\"/>\n      </g>\n     </g>\n     <g id=\"text_4\">\n      <!-- instru -->\n      <g transform=\"translate(183.15625 254.356563)scale(0.1 -0.1)\">\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       </defs>\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      </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=\"242.930533\" xlink:href=\"#m98b0b01535\" y=\"239.758125\"/>\n      </g>\n     </g>\n     <g id=\"text_5\">\n      <!-- livene -->\n      <g transform=\"translate(227.871158 254.356563)scale(0.1 -0.1)\">\n       <defs>\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 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       <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      </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=\"288.357942\" xlink:href=\"#m98b0b01535\" y=\"239.758125\"/>\n      </g>\n     </g>\n     <g id=\"text_6\">\n      <!-- speech -->\n      <g transform=\"translate(270.507942 254.356563)scale(0.1 -0.1)\">\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 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       <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      </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=\"333.78535\" xlink:href=\"#m98b0b01535\" y=\"239.758125\"/>\n      </g>\n     </g>\n     <g id=\"text_7\">\n      <!-- valenc -->\n      <g transform=\"translate(317.378319 254.356563)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-118\"/>\n       <use x=\"59.179688\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"120.458984\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"148.242188\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"209.765625\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"273.144531\" xlink:href=\"#DejaVuSans-99\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_2\">\n    <g id=\"ytick_1\">\n     <g id=\"line2d_8\">\n      <path clip-path=\"url(#p90e11885db)\" d=\"M 30.103125 239.758125 \nL 364.903125 239.758125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_9\">\n      <defs>\n       <path d=\"M 0 0 \nL -3.5 0 \n\" id=\"me976a1dcea\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"30.103125\" xlink:href=\"#me976a1dcea\" y=\"239.758125\"/>\n      </g>\n     </g>\n     <g id=\"text_8\">\n      <!-- 0.0 -->\n      <g transform=\"translate(7.2 243.557344)scale(0.1 -0.1)\">\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        <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       <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=\"ytick_2\">\n     <g id=\"line2d_10\">\n      <path clip-path=\"url(#p90e11885db)\" d=\"M 30.103125 196.270125 \nL 364.903125 196.270125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_11\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"30.103125\" xlink:href=\"#me976a1dcea\" y=\"196.270125\"/>\n      </g>\n     </g>\n     <g id=\"text_9\">\n      <!-- 0.2 -->\n      <g transform=\"translate(7.2 200.069344)scale(0.1 -0.1)\">\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       <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=\"ytick_3\">\n     <g id=\"line2d_12\">\n      <path clip-path=\"url(#p90e11885db)\" d=\"M 30.103125 152.782125 \nL 364.903125 152.782125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_13\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"30.103125\" xlink:href=\"#me976a1dcea\" y=\"152.782125\"/>\n      </g>\n     </g>\n     <g id=\"text_10\">\n      <!-- 0.4 -->\n      <g transform=\"translate(7.2 156.581344)scale(0.1 -0.1)\">\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       <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_4\">\n     <g id=\"line2d_14\">\n      <path clip-path=\"url(#p90e11885db)\" d=\"M 30.103125 109.294125 \nL 364.903125 109.294125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_15\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"30.103125\" xlink:href=\"#me976a1dcea\" y=\"109.294125\"/>\n      </g>\n     </g>\n     <g id=\"text_11\">\n      <!-- 0.6 -->\n      <g transform=\"translate(7.2 113.093344)scale(0.1 -0.1)\">\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       <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_16\">\n      <path clip-path=\"url(#p90e11885db)\" d=\"M 30.103125 65.806125 \nL 364.903125 65.806125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_17\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"30.103125\" xlink:href=\"#me976a1dcea\" y=\"65.806125\"/>\n      </g>\n     </g>\n     <g id=\"text_12\">\n      <!-- 0.8 -->\n      <g transform=\"translate(7.2 69.605344)scale(0.1 -0.1)\">\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       <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_6\">\n     <g id=\"line2d_18\">\n      <path clip-path=\"url(#p90e11885db)\" d=\"M 30.103125 22.318125 \nL 364.903125 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_19\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"30.103125\" xlink:href=\"#me976a1dcea\" y=\"22.318125\"/>\n      </g>\n     </g>\n     <g id=\"text_13\">\n      <!-- 1.0 -->\n      <g transform=\"translate(7.2 26.117344)scale(0.1 -0.1)\">\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       <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>\n   <g id=\"patch_17\">\n    <path d=\"M 30.103125 239.758125 \nL 30.103125 22.318125 \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 364.903125 239.758125 \nL 364.903125 22.318125 \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 30.103125 239.758125 \nL 364.903125 239.758125 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_20\">\n    <path d=\"M 30.103125 22.318125 \nL 364.903125 22.318125 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"text_14\">\n    <!-- flume Average Descriptor -->\n    <g transform=\"translate(120.763125 16.318125)scale(0.12 -0.12)\">\n     <defs>\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 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 id=\"DejaVuSans-32\"/>\n      <path d=\"M 34.1875 63.1875 \nL 20.796875 26.90625 \nL 47.609375 26.90625 \nz\nM 28.609375 72.90625 \nL 39.796875 72.90625 \nL 67.578125 0 \nL 57.328125 0 \nL 50.6875 18.703125 \nL 17.828125 18.703125 \nL 11.1875 0 \nL 0.78125 0 \nz\n\" id=\"DejaVuSans-65\"/>\n      <path d=\"M 19.671875 64.796875 \nL 19.671875 8.109375 \nL 31.59375 8.109375 \nQ 46.6875 8.109375 53.6875 14.9375 \nQ 60.6875 21.78125 60.6875 36.53125 \nQ 60.6875 51.171875 53.6875 57.984375 \nQ 46.6875 64.796875 31.59375 64.796875 \nz\nM 9.8125 72.90625 \nL 30.078125 72.90625 \nQ 51.265625 72.90625 61.171875 64.09375 \nQ 71.09375 55.28125 71.09375 36.53125 \nQ 71.09375 17.671875 61.125 8.828125 \nQ 51.171875 0 30.078125 0 \nL 9.8125 0 \nz\n\" id=\"DejaVuSans-68\"/>\n     </defs>\n     <use xlink:href=\"#DejaVuSans-102\"/>\n     <use x=\"35.205078\" xlink:href=\"#DejaVuSans-108\"/>\n     <use x=\"62.988281\" xlink:href=\"#DejaVuSans-117\"/>\n     <use x=\"126.367188\" xlink:href=\"#DejaVuSans-109\"/>\n     <use x=\"223.779297\" xlink:href=\"#DejaVuSans-101\"/>\n     <use x=\"285.302734\" xlink:href=\"#DejaVuSans-32\"/>\n     <use x=\"317.089844\" xlink:href=\"#DejaVuSans-65\"/>\n     <use x=\"379.623047\" xlink:href=\"#DejaVuSans-118\"/>\n     <use x=\"438.802734\" xlink:href=\"#DejaVuSans-101\"/>\n     <use x=\"500.326172\" xlink:href=\"#DejaVuSans-114\"/>\n     <use x=\"541.439453\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"602.71875\" xlink:href=\"#DejaVuSans-103\"/>\n     <use x=\"666.195312\" xlink:href=\"#DejaVuSans-101\"/>\n     <use x=\"727.71875\" xlink:href=\"#DejaVuSans-32\"/>\n     <use x=\"759.505859\" xlink:href=\"#DejaVuSans-68\"/>\n     <use x=\"836.507812\" xlink:href=\"#DejaVuSans-101\"/>\n     <use x=\"898.03125\" xlink:href=\"#DejaVuSans-115\"/>\n     <use x=\"950.130859\" xlink:href=\"#DejaVuSans-99\"/>\n     <use x=\"1005.111328\" xlink:href=\"#DejaVuSans-114\"/>\n     <use x=\"1046.224609\" xlink:href=\"#DejaVuSans-105\"/>\n     <use x=\"1074.007812\" xlink:href=\"#DejaVuSans-112\"/>\n     <use x=\"1137.484375\" xlink:href=\"#DejaVuSans-116\"/>\n     <use x=\"1176.693359\" xlink:href=\"#DejaVuSans-111\"/>\n     <use x=\"1237.875\" xlink:href=\"#DejaVuSans-114\"/>\n    </g>\n   </g>\n   <g id=\"legend_1\">\n    <g id=\"patch_21\">\n     <path d=\"M 233.307813 59.674375 \nL 357.903125 59.674375 \nQ 359.903125 59.674375 359.903125 57.674375 \nL 359.903125 29.318125 \nQ 359.903125 27.318125 357.903125 27.318125 \nL 233.307813 27.318125 \nQ 231.307813 27.318125 231.307813 29.318125 \nL 231.307813 57.674375 \nQ 231.307813 59.674375 233.307813 59.674375 \nz\n\" style=\"fill:#ffffff;opacity:0.8;stroke:#cccccc;stroke-linejoin:miter;\"/>\n    </g>\n    <g id=\"patch_22\">\n     <path d=\"M 235.307813 38.916562 \nL 255.307813 38.916562 \nL 255.307813 31.916562 \nL 235.307813 31.916562 \nz\n\" style=\"fill:#1f77b4;\"/>\n    </g>\n    <g id=\"text_15\">\n     <!-- All Listened Tracks -->\n     <g transform=\"translate(263.307813 38.916562)scale(0.1 -0.1)\">\n      <defs>\n       <path d=\"M 9.8125 72.90625 \nL 19.671875 72.90625 \nL 19.671875 8.296875 \nL 55.171875 8.296875 \nL 55.171875 0 \nL 9.8125 0 \nz\n\" id=\"DejaVuSans-76\"/>\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 9.078125 75.984375 \nL 18.109375 75.984375 \nL 18.109375 31.109375 \nL 44.921875 54.6875 \nL 56.390625 54.6875 \nL 27.390625 29.109375 \nL 57.625 0 \nL 45.90625 0 \nL 18.109375 26.703125 \nL 18.109375 0 \nL 9.078125 0 \nz\n\" id=\"DejaVuSans-107\"/>\n      </defs>\n      <use xlink:href=\"#DejaVuSans-65\"/>\n      <use x=\"68.408203\" xlink:href=\"#DejaVuSans-108\"/>\n      <use x=\"96.191406\" xlink:href=\"#DejaVuSans-108\"/>\n      <use x=\"123.974609\" xlink:href=\"#DejaVuSans-32\"/>\n      <use x=\"155.761719\" xlink:href=\"#DejaVuSans-76\"/>\n      <use x=\"211.474609\" xlink:href=\"#DejaVuSans-105\"/>\n      <use x=\"239.257812\" xlink:href=\"#DejaVuSans-115\"/>\n      <use x=\"291.357422\" xlink:href=\"#DejaVuSans-116\"/>\n      <use x=\"330.566406\" xlink:href=\"#DejaVuSans-101\"/>\n      <use x=\"392.089844\" xlink:href=\"#DejaVuSans-110\"/>\n      <use x=\"455.46875\" xlink:href=\"#DejaVuSans-101\"/>\n      <use x=\"516.992188\" xlink:href=\"#DejaVuSans-100\"/>\n      <use x=\"580.46875\" xlink:href=\"#DejaVuSans-32\"/>\n      <use x=\"612.255859\" xlink:href=\"#DejaVuSans-84\"/>\n      <use x=\"658.589844\" xlink:href=\"#DejaVuSans-114\"/>\n      <use x=\"699.703125\" xlink:href=\"#DejaVuSans-97\"/>\n      <use x=\"760.982422\" xlink:href=\"#DejaVuSans-99\"/>\n      <use x=\"815.962891\" xlink:href=\"#DejaVuSans-107\"/>\n      <use x=\"873.873047\" xlink:href=\"#DejaVuSans-115\"/>\n     </g>\n    </g>\n    <g id=\"patch_23\">\n     <path d=\"M 235.307813 53.594687 \nL 255.307813 53.594687 \nL 255.307813 46.594687 \nL 235.307813 46.594687 \nz\n\" style=\"fill:#ff0000;\"/>\n    </g>\n    <g id=\"text_16\">\n     <!-- Distinct Tracks -->\n     <g transform=\"translate(263.307813 53.594687)scale(0.1 -0.1)\">\n      <use xlink:href=\"#DejaVuSans-68\"/>\n      <use x=\"77.001953\" xlink:href=\"#DejaVuSans-105\"/>\n      <use x=\"104.785156\" xlink:href=\"#DejaVuSans-115\"/>\n      <use x=\"156.884766\" xlink:href=\"#DejaVuSans-116\"/>\n      <use x=\"196.09375\" xlink:href=\"#DejaVuSans-105\"/>\n      <use x=\"223.876953\" xlink:href=\"#DejaVuSans-110\"/>\n      <use x=\"287.255859\" xlink:href=\"#DejaVuSans-99\"/>\n      <use x=\"342.236328\" xlink:href=\"#DejaVuSans-116\"/>\n      <use x=\"381.445312\" xlink:href=\"#DejaVuSans-32\"/>\n      <use x=\"413.232422\" xlink:href=\"#DejaVuSans-84\"/>\n      <use x=\"459.566406\" xlink:href=\"#DejaVuSans-114\"/>\n      <use x=\"500.679688\" xlink:href=\"#DejaVuSans-97\"/>\n      <use x=\"561.958984\" xlink:href=\"#DejaVuSans-99\"/>\n      <use x=\"616.939453\" xlink:href=\"#DejaVuSans-107\"/>\n      <use x=\"674.849609\" xlink:href=\"#DejaVuSans-115\"/>\n     </g>\n    </g>\n   </g>\n  </g>\n </g>\n <defs>\n  <clipPath id=\"p90e11885db\">\n   <rect height=\"217.44\" width=\"334.8\" x=\"30.103125\" y=\"22.318125\"/>\n  </clipPath>\n </defs>\n</svg>\n",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "filtered_artist = scrobbles[scrobbles[\"artist\"].str.lower() == artist_name]\n",
    "filtered_artist_no_dup = filtered_artist.drop_duplicates(['uri'])\n",
    "\n",
    "filtered_artist_no_dup = filtered_artist_no_dup.loc[:, float_headers].mean()\n",
    "filtered_artist_dup = filtered_artist.loc[:, float_headers].mean()\n",
    "\n",
    "x = np.arange(len(float_headers))\n",
    "width = 0.35\n",
    "plt.bar(x - width/2, filtered_artist_no_dup, width, label='All Listened Tracks')\n",
    "plt.bar(x + width/2, filtered_artist_dup, width, label='Distinct Tracks', color=(1, 0, 0))\n",
    "\n",
    "plt.title(f\"{artist_name} Average Descriptor\")\n",
    "plt.legend(['All Listened Tracks', 'Distinct Tracks'])\n",
    "plt.xticks(x, labels=[i[:6] for i in float_headers])\n",
    "plt.ylim([0, 1])\n",
    "plt.grid(axis='y')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 720x480 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=\"288.512187pt\" version=\"1.1\" viewBox=\"0 0 372.103125 288.512187\" width=\"372.103125pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n <metadata>\n  <rdf:RDF xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n   <cc:Work>\n    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n    <dc:date>2021-02-04T10:04:26.738451</dc:date>\n    <dc:format>image/svg+xml</dc:format>\n    <dc:creator>\n     <cc:Agent>\n      <dc:title>Matplotlib v3.3.4, https://matplotlib.org/</dc:title>\n     </cc:Agent>\n    </dc:creator>\n   </cc:Work>\n  </rdf:RDF>\n </metadata>\n <defs>\n  <style type=\"text/css\">*{stroke-linecap:butt;stroke-linejoin:round;}</style>\n </defs>\n <g id=\"figure_1\">\n  <g id=\"patch_1\">\n   <path d=\"M 0 288.512187 \nL 372.103125 288.512187 \nL 372.103125 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 30.103125 239.758125 \nL 364.903125 239.758125 \nL 364.903125 22.318125 \nL 30.103125 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      <path clip-path=\"url(#pa4f821c720)\" d=\"M 48.703125 239.758125 \nL 48.703125 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_2\">\n      <defs>\n       <path d=\"M 0 0 \nL 0 3.5 \n\" id=\"ma99c74aed6\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"48.703125\" xlink:href=\"#ma99c74aed6\" y=\"239.758125\"/>\n      </g>\n     </g>\n     <g id=\"text_1\">\n      <!-- Jan -->\n      <g transform=\"translate(40.995312 254.356562)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 9.8125 72.90625 \nL 19.671875 72.90625 \nL 19.671875 5.078125 \nQ 19.671875 -8.109375 14.671875 -14.0625 \nQ 9.671875 -20.015625 -1.421875 -20.015625 \nL -5.171875 -20.015625 \nL -5.171875 -11.71875 \nL -2.09375 -11.71875 \nQ 4.4375 -11.71875 7.125 -8.046875 \nQ 9.8125 -4.390625 9.8125 5.078125 \nz\n\" id=\"DejaVuSans-74\"/>\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 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       </defs>\n       <use xlink:href=\"#DejaVuSans-74\"/>\n       <use x=\"29.492188\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"90.771484\" xlink:href=\"#DejaVuSans-110\"/>\n      </g>\n      <!-- 2018 -->\n      <g transform=\"translate(35.978125 265.554375)scale(0.1 -0.1)\">\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 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        <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 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       <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-56\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_2\">\n     <g id=\"line2d_3\">\n      <path clip-path=\"url(#pa4f821c720)\" d=\"M 160.303125 239.758125 \nL 160.303125 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_4\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"160.303125\" xlink:href=\"#ma99c74aed6\" y=\"239.758125\"/>\n      </g>\n     </g>\n     <g id=\"text_2\">\n      <!-- Jan -->\n      <g transform=\"translate(152.595312 254.356562)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-74\"/>\n       <use x=\"29.492188\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"90.771484\" xlink:href=\"#DejaVuSans-110\"/>\n      </g>\n      <!-- 2019 -->\n      <g transform=\"translate(147.578125 265.554375)scale(0.1 -0.1)\">\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       <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-57\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_3\">\n     <g id=\"line2d_5\">\n      <path clip-path=\"url(#pa4f821c720)\" d=\"M 271.903125 239.758125 \nL 271.903125 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_6\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"271.903125\" xlink:href=\"#ma99c74aed6\" y=\"239.758125\"/>\n      </g>\n     </g>\n     <g id=\"text_3\">\n      <!-- Jan -->\n      <g transform=\"translate(264.195312 254.356562)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-74\"/>\n       <use x=\"29.492188\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"90.771484\" xlink:href=\"#DejaVuSans-110\"/>\n      </g>\n      <!-- 2020 -->\n      <g transform=\"translate(259.178125 265.554375)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      </g>\n     </g>\n    </g>\n    <g id=\"xtick_4\">\n     <g id=\"line2d_7\">\n      <defs>\n       <path d=\"M 0 0 \nL 0 2 \n\" id=\"me6c3a5f355\" style=\"stroke:#000000;stroke-width:0.6;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"30.103125\" xlink:href=\"#me6c3a5f355\" y=\"239.758125\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_5\">\n     <g id=\"line2d_8\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"39.403125\" xlink:href=\"#me6c3a5f355\" y=\"239.758125\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_6\">\n     <g id=\"line2d_9\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"58.003125\" xlink:href=\"#me6c3a5f355\" y=\"239.758125\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_7\">\n     <g id=\"line2d_10\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"67.303125\" xlink:href=\"#me6c3a5f355\" y=\"239.758125\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_8\">\n     <g id=\"line2d_11\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"76.603125\" xlink:href=\"#me6c3a5f355\" y=\"239.758125\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_9\">\n     <g id=\"line2d_12\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"85.903125\" xlink:href=\"#me6c3a5f355\" y=\"239.758125\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_10\">\n     <g id=\"line2d_13\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"95.203125\" xlink:href=\"#me6c3a5f355\" y=\"239.758125\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_11\">\n     <g id=\"line2d_14\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"104.503125\" xlink:href=\"#me6c3a5f355\" y=\"239.758125\"/>\n      </g>\n     </g>\n     <g id=\"text_4\">\n      <!-- Jul -->\n      <g transform=\"translate(98.470312 252.756562)scale(0.1 -0.1)\">\n       <defs>\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       </defs>\n       <use xlink:href=\"#DejaVuSans-74\"/>\n       <use x=\"29.492188\" xlink:href=\"#DejaVuSans-117\"/>\n       <use x=\"92.871094\" xlink:href=\"#DejaVuSans-108\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_12\">\n     <g id=\"line2d_15\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"113.803125\" xlink:href=\"#me6c3a5f355\" y=\"239.758125\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_13\">\n     <g id=\"line2d_16\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"123.103125\" xlink:href=\"#me6c3a5f355\" y=\"239.758125\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_14\">\n     <g id=\"line2d_17\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"132.403125\" xlink:href=\"#me6c3a5f355\" y=\"239.758125\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_15\">\n     <g id=\"line2d_18\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"141.703125\" xlink:href=\"#me6c3a5f355\" y=\"239.758125\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_16\">\n     <g id=\"line2d_19\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"151.003125\" xlink:href=\"#me6c3a5f355\" y=\"239.758125\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_17\">\n     <g id=\"line2d_20\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"169.603125\" xlink:href=\"#me6c3a5f355\" y=\"239.758125\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_18\">\n     <g id=\"line2d_21\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"178.903125\" xlink:href=\"#me6c3a5f355\" y=\"239.758125\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_19\">\n     <g id=\"line2d_22\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"188.203125\" xlink:href=\"#me6c3a5f355\" y=\"239.758125\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_20\">\n     <g id=\"line2d_23\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"197.503125\" xlink:href=\"#me6c3a5f355\" y=\"239.758125\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_21\">\n     <g id=\"line2d_24\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"206.803125\" xlink:href=\"#me6c3a5f355\" y=\"239.758125\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_22\">\n     <g id=\"line2d_25\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"216.103125\" xlink:href=\"#me6c3a5f355\" y=\"239.758125\"/>\n      </g>\n     </g>\n     <g id=\"text_5\">\n      <!-- Jul -->\n      <g transform=\"translate(210.070312 252.756562)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-74\"/>\n       <use x=\"29.492188\" xlink:href=\"#DejaVuSans-117\"/>\n       <use x=\"92.871094\" xlink:href=\"#DejaVuSans-108\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_23\">\n     <g id=\"line2d_26\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"225.403125\" xlink:href=\"#me6c3a5f355\" y=\"239.758125\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_24\">\n     <g id=\"line2d_27\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"234.703125\" xlink:href=\"#me6c3a5f355\" y=\"239.758125\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_25\">\n     <g id=\"line2d_28\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"244.003125\" xlink:href=\"#me6c3a5f355\" y=\"239.758125\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_26\">\n     <g id=\"line2d_29\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"253.303125\" xlink:href=\"#me6c3a5f355\" y=\"239.758125\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_27\">\n     <g id=\"line2d_30\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"262.603125\" xlink:href=\"#me6c3a5f355\" y=\"239.758125\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_28\">\n     <g id=\"line2d_31\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"281.203125\" xlink:href=\"#me6c3a5f355\" y=\"239.758125\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_29\">\n     <g id=\"line2d_32\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"290.503125\" xlink:href=\"#me6c3a5f355\" y=\"239.758125\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_30\">\n     <g id=\"line2d_33\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"299.803125\" xlink:href=\"#me6c3a5f355\" y=\"239.758125\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_31\">\n     <g id=\"line2d_34\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"309.103125\" xlink:href=\"#me6c3a5f355\" y=\"239.758125\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_32\">\n     <g id=\"line2d_35\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"318.403125\" xlink:href=\"#me6c3a5f355\" y=\"239.758125\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_33\">\n     <g id=\"line2d_36\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"327.703125\" xlink:href=\"#me6c3a5f355\" y=\"239.758125\"/>\n      </g>\n     </g>\n     <g id=\"text_6\">\n      <!-- Jul -->\n      <g transform=\"translate(321.670312 252.756562)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-74\"/>\n       <use x=\"29.492188\" xlink:href=\"#DejaVuSans-117\"/>\n       <use x=\"92.871094\" xlink:href=\"#DejaVuSans-108\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_34\">\n     <g id=\"line2d_37\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"337.003125\" xlink:href=\"#me6c3a5f355\" y=\"239.758125\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_35\">\n     <g id=\"line2d_38\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"346.303125\" xlink:href=\"#me6c3a5f355\" y=\"239.758125\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_36\">\n     <g id=\"line2d_39\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"355.603125\" xlink:href=\"#me6c3a5f355\" y=\"239.758125\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_37\">\n     <g id=\"line2d_40\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"364.903125\" xlink:href=\"#me6c3a5f355\" y=\"239.758125\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_7\">\n     <!-- time -->\n     <g transform=\"translate(186.207031 279.2325)scale(0.1 -0.1)\">\n      <defs>\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 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 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 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      <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     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_2\">\n    <g id=\"ytick_1\">\n     <g id=\"line2d_41\">\n      <path clip-path=\"url(#pa4f821c720)\" d=\"M 30.103125 239.758125 \nL 364.903125 239.758125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_42\">\n      <defs>\n       <path d=\"M 0 0 \nL -3.5 0 \n\" id=\"m4e120feb37\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"30.103125\" xlink:href=\"#m4e120feb37\" y=\"239.758125\"/>\n      </g>\n     </g>\n     <g id=\"text_8\">\n      <!-- 0.0 -->\n      <g transform=\"translate(7.2 243.557344)scale(0.1 -0.1)\">\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       <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=\"ytick_2\">\n     <g id=\"line2d_43\">\n      <path clip-path=\"url(#pa4f821c720)\" d=\"M 30.103125 196.270125 \nL 364.903125 196.270125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_44\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"30.103125\" xlink:href=\"#m4e120feb37\" y=\"196.270125\"/>\n      </g>\n     </g>\n     <g id=\"text_9\">\n      <!-- 0.2 -->\n      <g transform=\"translate(7.2 200.069344)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=\"ytick_3\">\n     <g id=\"line2d_45\">\n      <path clip-path=\"url(#pa4f821c720)\" d=\"M 30.103125 152.782125 \nL 364.903125 152.782125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_46\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"30.103125\" xlink:href=\"#m4e120feb37\" y=\"152.782125\"/>\n      </g>\n     </g>\n     <g id=\"text_10\">\n      <!-- 0.4 -->\n      <g transform=\"translate(7.2 156.581344)scale(0.1 -0.1)\">\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       <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_4\">\n     <g id=\"line2d_47\">\n      <path clip-path=\"url(#pa4f821c720)\" d=\"M 30.103125 109.294125 \nL 364.903125 109.294125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_48\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"30.103125\" xlink:href=\"#m4e120feb37\" y=\"109.294125\"/>\n      </g>\n     </g>\n     <g id=\"text_11\">\n      <!-- 0.6 -->\n      <g transform=\"translate(7.2 113.093344)scale(0.1 -0.1)\">\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       <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_49\">\n      <path clip-path=\"url(#pa4f821c720)\" d=\"M 30.103125 65.806125 \nL 364.903125 65.806125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_50\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"30.103125\" xlink:href=\"#m4e120feb37\" y=\"65.806125\"/>\n      </g>\n     </g>\n     <g id=\"text_12\">\n      <!-- 0.8 -->\n      <g transform=\"translate(7.2 69.605344)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_6\">\n     <g id=\"line2d_51\">\n      <path clip-path=\"url(#pa4f821c720)\" d=\"M 30.103125 22.318125 \nL 364.903125 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_52\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"30.103125\" xlink:href=\"#m4e120feb37\" y=\"22.318125\"/>\n      </g>\n     </g>\n     <g id=\"text_13\">\n      <!-- 1.0 -->\n      <g transform=\"translate(7.2 26.117344)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>\n   <g id=\"line2d_53\">\n    <path clip-path=\"url(#pa4f821c720)\" d=\"M 30.103125 189.08218 \nL 39.403125 160.392525 \nM 58.003125 111.033645 \nL 67.303125 192.822148 \nL 76.603125 192.910677 \nL 85.903125 201.738741 \nM 104.503125 179.309805 \nL 113.803125 191.671766 \nM 132.403125 199.842505 \nL 141.703125 195.076923 \nL 151.003125 192.418719 \nL 160.303125 178.726341 \nL 169.603125 202.392049 \nL 178.903125 204.187614 \nL 188.203125 211.170978 \nL 197.503125 198.804062 \nL 206.803125 213.424081 \nL 216.103125 206.753839 \nL 225.403125 202.37729 \nL 234.703125 204.396945 \nL 244.003125 187.65149 \nL 253.303125 214.531979 \nL 262.603125 218.470749 \nL 271.903125 213.341883 \nL 281.203125 192.982432 \nL 290.503125 208.315975 \nL 299.803125 201.191943 \nL 309.103125 204.287863 \nL 318.403125 203.102857 \nL 327.703125 202.282341 \nL 337.003125 212.697717 \nL 346.303125 189.920877 \nL 355.603125 221.036541 \nL 364.903125 231.328701 \n\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:3;\"/>\n   </g>\n   <g id=\"line2d_54\">\n    <path clip-path=\"url(#pa4f821c720)\" d=\"M 30.103125 139.891039 \nL 39.403125 126.181965 \nM 58.003125 118.209165 \nL 67.303125 128.273531 \nL 76.603125 112.628205 \nL 85.903125 125.384685 \nM 104.503125 124.080045 \nL 113.803125 128.863725 \nM 132.403125 128.890242 \nL 141.703125 139.328025 \nL 151.003125 126.961125 \nL 160.303125 130.630425 \nL 169.603125 132.876481 \nL 178.903125 113.475389 \nL 188.203125 119.016799 \nL 197.503125 124.340973 \nL 206.803125 111.033645 \nL 216.103125 120.963405 \nL 225.403125 115.193997 \nL 234.703125 118.548915 \nL 244.003125 123.301839 \nL 253.303125 114.139931 \nL 262.603125 73.416525 \nL 271.903125 114.675765 \nL 281.203125 115.251981 \nL 290.503125 109.707261 \nL 299.803125 125.205617 \nL 309.103125 114.440205 \nL 318.403125 120.664958 \nL 327.703125 121.253325 \nL 337.003125 120.872805 \nL 346.303125 118.450765 \nL 355.603125 124.025685 \nL 364.903125 138.576045 \n\" style=\"fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:3;\"/>\n   </g>\n   <g id=\"line2d_55\">\n    <path clip-path=\"url(#pa4f821c720)\" d=\"M 30.103125 87.953942 \nL 39.403125 97.262445 \nM 58.003125 94.073325 \nL 67.303125 98.546376 \nL 76.603125 85.556925 \nL 85.903125 89.996325 \nM 104.503125 91.246605 \nL 113.803125 101.050043 \nM 132.403125 88.950226 \nL 141.703125 89.235285 \nL 151.003125 92.116365 \nL 160.303125 100.071045 \nL 169.603125 75.452554 \nL 178.903125 91.695743 \nL 188.203125 96.278788 \nL 197.503125 87.952389 \nL 206.803125 88.027921 \nL 216.103125 95.533279 \nL 225.403125 101.118381 \nL 234.703125 91.518405 \nL 244.003125 88.374108 \nL 253.303125 95.533279 \nL 262.603125 62.761965 \nL 271.903125 97.090305 \nL 281.203125 100.074669 \nL 290.503125 89.006973 \nL 299.803125 106.173221 \nL 309.103125 97.233453 \nL 318.403125 108.565061 \nL 327.703125 102.363225 \nL 337.003125 88.365525 \nL 346.303125 97.020845 \nL 355.603125 113.697285 \nL 364.903125 78.417645 \n\" style=\"fill:none;stroke:#2ca02c;stroke-linecap:square;stroke-width:3;\"/>\n   </g>\n   <g id=\"line2d_56\">\n    <path clip-path=\"url(#pa4f821c720)\" d=\"M 30.103125 210.296776 \nL 39.403125 174.069429 \nM 58.003125 239.718116 \nL 67.303125 194.703834 \nL 76.603125 235.503938 \nL 85.903125 206.086454 \nM 104.503125 239.692676 \nL 113.803125 202.534121 \nM 132.403125 224.368594 \nL 141.703125 238.834653 \nL 151.003125 236.530065 \nL 160.303125 210.748572 \nL 169.603125 236.028781 \nL 178.903125 187.099269 \nL 188.203125 218.149435 \nL 197.503125 223.891519 \nL 206.803125 194.448243 \nL 216.103125 201.709478 \nL 225.403125 216.483994 \nL 234.703125 230.171566 \nL 244.003125 228.453821 \nL 253.303125 215.226371 \nL 262.603125 239.758125 \nL 271.903125 216.124102 \nL 281.203125 167.024402 \nL 290.503125 193.828328 \nL 299.803125 207.43067 \nL 309.103125 186.855524 \nL 318.403125 226.382111 \nL 327.703125 237.051621 \nL 337.003125 225.358406 \nL 346.303125 217.436422 \nL 355.603125 239.44732 \nL 364.903125 239.17756 \n\" style=\"fill:none;stroke:#d62728;stroke-linecap:square;stroke-width:3;\"/>\n   </g>\n   <g id=\"line2d_57\">\n    <path clip-path=\"url(#pa4f821c720)\" d=\"M 30.103125 210.341599 \nL 39.403125 216.441309 \nM 58.003125 202.575885 \nL 67.303125 215.814875 \nL 76.603125 213.658077 \nL 85.903125 201.195141 \nM 104.503125 219.579693 \nL 113.803125 195.918493 \nM 132.403125 198.012297 \nL 141.703125 191.763681 \nL 151.003125 200.107941 \nL 160.303125 205.156173 \nL 169.603125 200.958922 \nL 178.903125 155.076652 \nL 188.203125 178.626422 \nL 197.503125 185.253527 \nL 206.803125 150.917577 \nL 216.103125 167.776166 \nL 225.403125 202.867255 \nL 234.703125 203.073279 \nL 244.003125 202.326401 \nL 253.303125 169.587131 \nL 262.603125 166.045965 \nL 271.903125 196.085301 \nL 281.203125 204.602426 \nL 290.503125 159.569515 \nL 299.803125 178.292953 \nL 309.103125 183.535389 \nL 318.403125 206.975847 \nL 327.703125 202.247007 \nL 337.003125 195.264465 \nL 346.303125 200.826701 \nL 355.603125 185.322021 \nL 364.903125 192.051789 \n\" style=\"fill:none;stroke:#9467bd;stroke-linecap:square;stroke-width:3;\"/>\n   </g>\n   <g id=\"line2d_58\">\n    <path clip-path=\"url(#pa4f821c720)\" d=\"M 30.103125 215.578797 \nL 39.403125 212.534637 \nM 58.003125 229.451469 \nL 67.303125 214.513341 \nL 76.603125 210.179037 \nL 85.903125 225.983301 \nM 104.503125 227.733693 \nL 113.803125 215.553325 \nM 132.403125 210.56707 \nL 141.703125 220.155909 \nL 151.003125 208.767489 \nL 160.303125 216.104277 \nL 169.603125 211.751853 \nL 178.903125 191.249756 \nL 188.203125 214.724568 \nL 197.503125 215.607064 \nL 206.803125 192.880636 \nL 216.103125 206.478415 \nL 225.403125 220.304493 \nL 234.703125 215.917188 \nL 244.003125 207.986708 \nL 253.303125 185.258342 \nL 262.603125 145.389165 \nL 271.903125 201.067395 \nL 281.203125 219.453578 \nL 290.503125 190.272043 \nL 299.803125 208.156419 \nL 309.103125 210.708141 \nL 318.403125 227.113349 \nL 327.703125 216.535533 \nL 337.003125 201.469659 \nL 346.303125 228.313533 \nL 355.603125 231.038781 \nL 364.903125 213.962493 \n\" style=\"fill:none;stroke:#8c564b;stroke-linecap:square;stroke-width:3;\"/>\n   </g>\n   <g id=\"line2d_59\">\n    <path clip-path=\"url(#pa4f821c720)\" d=\"M 30.103125 171.696299 \nL 39.403125 186.840477 \nM 58.003125 144.519405 \nL 67.303125 172.60644 \nL 76.603125 148.252125 \nL 85.903125 167.839845 \nM 104.503125 159.087885 \nL 113.803125 174.7212 \nM 132.403125 170.998294 \nL 141.703125 178.086705 \nL 151.003125 153.380085 \nL 160.303125 171.410391 \nL 169.603125 174.545892 \nL 178.903125 173.264617 \nL 188.203125 178.23503 \nL 197.503125 180.934082 \nL 206.803125 174.484068 \nL 216.103125 183.790104 \nL 225.403125 174.32753 \nL 234.703125 161.887425 \nL 244.003125 176.264501 \nL 253.303125 179.402994 \nL 262.603125 103.205805 \nL 271.903125 177.146277 \nL 281.203125 185.037175 \nL 290.503125 168.394317 \nL 299.803125 183.726395 \nL 309.103125 177.338349 \nL 318.403125 183.097098 \nL 327.703125 173.303025 \nL 337.003125 179.736531 \nL 346.303125 168.945165 \nL 355.603125 182.283297 \nL 364.903125 184.021005 \n\" style=\"fill:none;stroke:#e377c2;stroke-linecap:square;stroke-width:3;\"/>\n   </g>\n   <g id=\"patch_3\">\n    <path d=\"M 30.103125 239.758125 \nL 30.103125 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 364.903125 239.758125 \nL 364.903125 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 30.103125 239.758125 \nL 364.903125 239.758125 \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 30.103125 22.318125 \nL 364.903125 22.318125 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"text_14\">\n    <!-- flume Characteristics Over Time -->\n    <g transform=\"translate(100.693125 16.318125)scale(0.12 -0.12)\">\n     <defs>\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 id=\"DejaVuSans-32\"/>\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 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 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 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 39.40625 66.21875 \nQ 28.65625 66.21875 22.328125 58.203125 \nQ 16.015625 50.203125 16.015625 36.375 \nQ 16.015625 22.609375 22.328125 14.59375 \nQ 28.65625 6.59375 39.40625 6.59375 \nQ 50.140625 6.59375 56.421875 14.59375 \nQ 62.703125 22.609375 62.703125 36.375 \nQ 62.703125 50.203125 56.421875 58.203125 \nQ 50.140625 66.21875 39.40625 66.21875 \nz\nM 39.40625 74.21875 \nQ 54.734375 74.21875 63.90625 63.9375 \nQ 73.09375 53.65625 73.09375 36.375 \nQ 73.09375 19.140625 63.90625 8.859375 \nQ 54.734375 -1.421875 39.40625 -1.421875 \nQ 24.03125 -1.421875 14.8125 8.828125 \nQ 5.609375 19.09375 5.609375 36.375 \nQ 5.609375 53.65625 14.8125 63.9375 \nQ 24.03125 74.21875 39.40625 74.21875 \nz\n\" id=\"DejaVuSans-79\"/>\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      <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     </defs>\n     <use xlink:href=\"#DejaVuSans-102\"/>\n     <use x=\"35.205078\" xlink:href=\"#DejaVuSans-108\"/>\n     <use x=\"62.988281\" xlink:href=\"#DejaVuSans-117\"/>\n     <use x=\"126.367188\" xlink:href=\"#DejaVuSans-109\"/>\n     <use x=\"223.779297\" xlink:href=\"#DejaVuSans-101\"/>\n     <use x=\"285.302734\" xlink:href=\"#DejaVuSans-32\"/>\n     <use x=\"317.089844\" xlink:href=\"#DejaVuSans-67\"/>\n     <use x=\"386.914062\" xlink:href=\"#DejaVuSans-104\"/>\n     <use x=\"450.292969\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"511.572266\" xlink:href=\"#DejaVuSans-114\"/>\n     <use x=\"552.685547\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"613.964844\" xlink:href=\"#DejaVuSans-99\"/>\n     <use x=\"668.945312\" xlink:href=\"#DejaVuSans-116\"/>\n     <use x=\"708.154297\" xlink:href=\"#DejaVuSans-101\"/>\n     <use x=\"769.677734\" xlink:href=\"#DejaVuSans-114\"/>\n     <use x=\"810.791016\" xlink:href=\"#DejaVuSans-105\"/>\n     <use x=\"838.574219\" xlink:href=\"#DejaVuSans-115\"/>\n     <use x=\"890.673828\" xlink:href=\"#DejaVuSans-116\"/>\n     <use x=\"929.882812\" xlink:href=\"#DejaVuSans-105\"/>\n     <use x=\"957.666016\" xlink:href=\"#DejaVuSans-99\"/>\n     <use x=\"1012.646484\" xlink:href=\"#DejaVuSans-115\"/>\n     <use x=\"1064.746094\" xlink:href=\"#DejaVuSans-32\"/>\n     <use x=\"1096.533203\" xlink:href=\"#DejaVuSans-79\"/>\n     <use x=\"1175.244141\" xlink:href=\"#DejaVuSans-118\"/>\n     <use x=\"1234.423828\" xlink:href=\"#DejaVuSans-101\"/>\n     <use x=\"1295.947266\" xlink:href=\"#DejaVuSans-114\"/>\n     <use x=\"1337.060547\" xlink:href=\"#DejaVuSans-32\"/>\n     <use x=\"1368.847656\" xlink:href=\"#DejaVuSans-84\"/>\n     <use x=\"1426.806641\" xlink:href=\"#DejaVuSans-105\"/>\n     <use x=\"1454.589844\" xlink:href=\"#DejaVuSans-109\"/>\n     <use x=\"1552.001953\" xlink:href=\"#DejaVuSans-101\"/>\n    </g>\n   </g>\n   <g id=\"legend_1\">\n    <g id=\"patch_7\">\n     <path d=\"M 34.156125 86.440566 \nL 102.860808 86.440566 \nQ 104.018808 86.440566 104.018808 85.282566 \nL 104.018808 26.371125 \nQ 104.018808 25.213125 102.860808 25.213125 \nL 34.156125 25.213125 \nQ 32.998125 25.213125 32.998125 26.371125 \nL 32.998125 85.282566 \nQ 32.998125 86.440566 34.156125 86.440566 \nz\n\" style=\"fill:#ffffff;opacity:0.8;stroke:#cccccc;stroke-linejoin:miter;\"/>\n    </g>\n    <g id=\"line2d_60\">\n     <path d=\"M 35.314125 29.90212 \nL 46.894125 29.90212 \n\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:3;\"/>\n    </g>\n    <g id=\"line2d_61\"/>\n    <g id=\"text_15\">\n     <!-- acousticness -->\n     <g transform=\"translate(51.526125 31.92862)scale(0.0579 -0.0579)\">\n      <defs>\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      </defs>\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 id=\"line2d_62\">\n     <path d=\"M 35.314125 38.400755 \nL 46.894125 38.400755 \n\" style=\"fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:3;\"/>\n    </g>\n    <g id=\"line2d_63\"/>\n    <g id=\"text_16\">\n     <!-- danceability -->\n     <g transform=\"translate(51.526125 40.427255)scale(0.0579 -0.0579)\">\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 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 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      <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 id=\"line2d_64\">\n     <path d=\"M 35.314125 46.899389 \nL 46.894125 46.899389 \n\" style=\"fill:none;stroke:#2ca02c;stroke-linecap:square;stroke-width:3;\"/>\n    </g>\n    <g id=\"line2d_65\"/>\n    <g id=\"text_17\">\n     <!-- energy -->\n     <g transform=\"translate(51.526125 48.925889)scale(0.0579 -0.0579)\">\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      <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=\"225.789062\" xlink:href=\"#DejaVuSans-103\"/>\n      <use x=\"289.265625\" xlink:href=\"#DejaVuSans-121\"/>\n     </g>\n    </g>\n    <g id=\"line2d_66\">\n     <path d=\"M 35.314125 55.398023 \nL 46.894125 55.398023 \n\" style=\"fill:none;stroke:#d62728;stroke-linecap:square;stroke-width:3;\"/>\n    </g>\n    <g id=\"line2d_67\"/>\n    <g id=\"text_18\">\n     <!-- instrumentalness -->\n     <g transform=\"translate(51.526125 57.424523)scale(0.0579 -0.0579)\">\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 id=\"line2d_68\">\n     <path d=\"M 35.314125 63.896658 \nL 46.894125 63.896658 \n\" style=\"fill:none;stroke:#9467bd;stroke-linecap:square;stroke-width:3;\"/>\n    </g>\n    <g id=\"line2d_69\"/>\n    <g id=\"text_19\">\n     <!-- liveness -->\n     <g transform=\"translate(51.526125 65.923158)scale(0.0579 -0.0579)\">\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 id=\"line2d_70\">\n     <path d=\"M 35.314125 72.395292 \nL 46.894125 72.395292 \n\" style=\"fill:none;stroke:#8c564b;stroke-linecap:square;stroke-width:3;\"/>\n    </g>\n    <g id=\"line2d_71\"/>\n    <g id=\"text_20\">\n     <!-- speechiness -->\n     <g transform=\"translate(51.526125 74.421792)scale(0.0579 -0.0579)\">\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      <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 id=\"line2d_72\">\n     <path d=\"M 35.314125 80.893927 \nL 46.894125 80.893927 \n\" style=\"fill:none;stroke:#e377c2;stroke-linecap:square;stroke-width:3;\"/>\n    </g>\n    <g id=\"line2d_73\"/>\n    <g id=\"text_21\">\n     <!-- valence -->\n     <g transform=\"translate(51.526125 82.920427)scale(0.0579 -0.0579)\">\n      <use xlink:href=\"#DejaVuSans-118\"/>\n      <use x=\"59.179688\" xlink:href=\"#DejaVuSans-97\"/>\n      <use x=\"120.458984\" xlink:href=\"#DejaVuSans-108\"/>\n      <use x=\"148.242188\" xlink:href=\"#DejaVuSans-101\"/>\n      <use x=\"209.765625\" xlink:href=\"#DejaVuSans-110\"/>\n      <use x=\"273.144531\" xlink:href=\"#DejaVuSans-99\"/>\n      <use x=\"328.125\" xlink:href=\"#DejaVuSans-101\"/>\n     </g>\n    </g>\n   </g>\n  </g>\n </g>\n <defs>\n  <clipPath id=\"pa4f821c720\">\n   <rect height=\"217.44\" width=\"334.8\" x=\"30.103125\" y=\"22.318125\"/>\n  </clipPath>\n </defs>\n</svg>\n",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "filtered_artist = scrobbles[scrobbles[\"artist\"].str.lower() == artist_name]\n",
    "# select only descriptor float columns\n",
    "filtered_artist = filtered_artist.loc[:, float_headers]\n",
    "# resample by day and mean\n",
    "filtered_artist = filtered_artist.resample(\"1M\").mean()\n",
    "\n",
    "# filtered_playlist[\"energy\"].plot()\n",
    "filtered_artist.plot(lw=3)\n",
    "\n",
    "plt.title(f\"{artist_name} Characteristics Over Time\")\n",
    "plt.legend(loc = \"upper left\", fontsize = \"xx-small\")\n",
    "plt.ylim([0, 1])\n",
    "plt.grid()\n",
    "plt.show()"
   ]
  },
  {
   "source": [
    "# Artist Listening Time"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "limit = 35\n",
    "artists = fmnet.top_artists(period=fmnet.Range.OVERALL, limit=limit)\n",
    "\n",
    "filtered_artists = [scrobbles[scrobbles[\"artist\"] == i.name] for i in artists]\n",
    "\n",
    "### STATS ###\n",
    "# total time listening to artists \n",
    "artists_time = [i[\"duration_ms\"].sum() for i in filtered_artists]\n",
    "# total number of tracks\n",
    "artists_track_count = np.array([i.drop_duplicates([\"uri\"]).count()[0] for i in filtered_artists])\n",
    "# average length of artist's tracks (ms)\n",
    "artists_average_track_length = np.array([i.drop_duplicates([\"uri\"])[\"duration_ms\"].mean() for i in filtered_artists])\n",
    "\n",
    "fig_size = (7,(5/20)*limit)"
   ]
  },
  {
   "source": [
    "For these charts the ordering is left as retrieved from the API, i.e by most played."
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 840x1050 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=\"535.524375pt\" version=\"1.1\" viewBox=\"0 0 512.242188 535.524375\" width=\"512.242188pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n <metadata>\n  <rdf:RDF xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n   <cc:Work>\n    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n    <dc:date>2021-02-03T15:58:40.650686</dc:date>\n    <dc:format>image/svg+xml</dc:format>\n    <dc:creator>\n     <cc:Agent>\n      <dc:title>Matplotlib v3.3.4, https://matplotlib.org/</dc:title>\n     </cc:Agent>\n    </dc:creator>\n   </cc:Work>\n  </rdf:RDF>\n </metadata>\n <defs>\n  <style type=\"text/css\">*{stroke-linecap:butt;stroke-linejoin:round;}</style>\n </defs>\n <g id=\"figure_1\">\n  <g id=\"patch_1\">\n   <path d=\"M -0 535.524375 \nL 512.242188 535.524375 \nL 512.242188 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 114.442188 497.968125 \nL 505.042188 497.968125 \nL 505.042188 22.318125 \nL 114.442188 22.318125 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g id=\"patch_3\">\n    <path clip-path=\"url(#p5e403c3952)\" d=\"M 114.442188 53.879018 \nL 482.416142 53.879018 \nL 482.416142 43.93858 \nL 114.442188 43.93858 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_4\">\n    <path clip-path=\"url(#p5e403c3952)\" d=\"M 114.442188 66.304567 \nL 486.442188 66.304567 \nL 486.442188 56.364128 \nL 114.442188 56.364128 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_5\">\n    <path clip-path=\"url(#p5e403c3952)\" d=\"M 114.442188 78.730116 \nL 436.48022 78.730116 \nL 436.48022 68.789677 \nL 114.442188 68.789677 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_6\">\n    <path clip-path=\"url(#p5e403c3952)\" d=\"M 114.442188 91.155664 \nL 386.650119 91.155664 \nL 386.650119 81.215225 \nL 114.442188 81.215225 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_7\">\n    <path clip-path=\"url(#p5e403c3952)\" d=\"M 114.442188 103.581213 \nL 211.859026 103.581213 \nL 211.859026 93.640774 \nL 114.442188 93.640774 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_8\">\n    <path clip-path=\"url(#p5e403c3952)\" d=\"M 114.442188 116.006761 \nL 274.209163 116.006761 \nL 274.209163 106.066322 \nL 114.442188 106.066322 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_9\">\n    <path clip-path=\"url(#p5e403c3952)\" d=\"M 114.442188 128.43231 \nL 317.697746 128.43231 \nL 317.697746 118.491871 \nL 114.442188 118.491871 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_10\">\n    <path clip-path=\"url(#p5e403c3952)\" d=\"M 114.442188 140.857859 \nL 270.449894 140.857859 \nL 270.449894 130.91742 \nL 114.442188 130.91742 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_11\">\n    <path clip-path=\"url(#p5e403c3952)\" d=\"M 114.442188 153.283407 \nL 305.891725 153.283407 \nL 305.891725 143.342968 \nL 114.442188 143.342968 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_12\">\n    <path clip-path=\"url(#p5e403c3952)\" d=\"M 114.442188 165.708956 \nL 246.971046 165.708956 \nL 246.971046 155.768517 \nL 114.442188 155.768517 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_13\">\n    <path clip-path=\"url(#p5e403c3952)\" d=\"M 114.442188 178.134504 \nL 235.327407 178.134504 \nL 235.327407 168.194065 \nL 114.442188 168.194065 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_14\">\n    <path clip-path=\"url(#p5e403c3952)\" d=\"M 114.442188 190.560053 \nL 250.286501 190.560053 \nL 250.286501 180.619614 \nL 114.442188 180.619614 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_15\">\n    <path clip-path=\"url(#p5e403c3952)\" d=\"M 114.442188 202.985601 \nL 223.926002 202.985601 \nL 223.926002 193.045163 \nL 114.442188 193.045163 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_16\">\n    <path clip-path=\"url(#p5e403c3952)\" d=\"M 114.442188 215.41115 \nL 238.241047 215.41115 \nL 238.241047 205.470711 \nL 114.442188 205.470711 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_17\">\n    <path clip-path=\"url(#p5e403c3952)\" d=\"M 114.442188 227.836699 \nL 313.180449 227.836699 \nL 313.180449 217.89626 \nL 114.442188 217.89626 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_18\">\n    <path clip-path=\"url(#p5e403c3952)\" d=\"M 114.442188 240.262247 \nL 223.606604 240.262247 \nL 223.606604 230.321808 \nL 114.442188 230.321808 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_19\">\n    <path clip-path=\"url(#p5e403c3952)\" d=\"M 114.442188 252.687796 \nL 252.571701 252.687796 \nL 252.571701 242.747357 \nL 114.442188 242.747357 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_20\">\n    <path clip-path=\"url(#p5e403c3952)\" d=\"M 114.442188 265.113344 \nL 171.96065 265.113344 \nL 171.96065 255.172906 \nL 114.442188 255.172906 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_21\">\n    <path clip-path=\"url(#p5e403c3952)\" d=\"M 114.442188 277.538893 \nL 204.65673 277.538893 \nL 204.65673 267.598454 \nL 114.442188 267.598454 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_22\">\n    <path clip-path=\"url(#p5e403c3952)\" d=\"M 114.442188 289.964442 \nL 233.609796 289.964442 \nL 233.609796 280.024003 \nL 114.442188 280.024003 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_23\">\n    <path clip-path=\"url(#p5e403c3952)\" d=\"M 114.442188 302.38999 \nL 265.911129 302.38999 \nL 265.911129 292.449551 \nL 114.442188 292.449551 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_24\">\n    <path clip-path=\"url(#p5e403c3952)\" d=\"M 114.442188 314.815539 \nL 196.352505 314.815539 \nL 196.352505 304.8751 \nL 114.442188 304.8751 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_25\">\n    <path clip-path=\"url(#p5e403c3952)\" d=\"M 114.442188 327.241087 \nL 191.467978 327.241087 \nL 191.467978 317.300649 \nL 114.442188 317.300649 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_26\">\n    <path clip-path=\"url(#p5e403c3952)\" d=\"M 114.442188 339.666636 \nL 248.807881 339.666636 \nL 248.807881 329.726197 \nL 114.442188 329.726197 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_27\">\n    <path clip-path=\"url(#p5e403c3952)\" d=\"M 114.442188 352.092185 \nL 209.54687 352.092185 \nL 209.54687 342.151746 \nL 114.442188 342.151746 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_28\">\n    <path clip-path=\"url(#p5e403c3952)\" d=\"M 114.442188 364.517733 \nL 219.560255 364.517733 \nL 219.560255 354.577294 \nL 114.442188 354.577294 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_29\">\n    <path clip-path=\"url(#p5e403c3952)\" d=\"M 114.442188 376.943282 \nL 216.489375 376.943282 \nL 216.489375 367.002843 \nL 114.442188 367.002843 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_30\">\n    <path clip-path=\"url(#p5e403c3952)\" d=\"M 114.442188 389.36883 \nL 196.950825 389.36883 \nL 196.950825 379.428391 \nL 114.442188 379.428391 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_31\">\n    <path clip-path=\"url(#p5e403c3952)\" d=\"M 114.442188 401.794379 \nL 227.300394 401.794379 \nL 227.300394 391.85394 \nL 114.442188 391.85394 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_32\">\n    <path clip-path=\"url(#p5e403c3952)\" d=\"M 114.442188 414.219928 \nL 225.901796 414.219928 \nL 225.901796 404.279489 \nL 114.442188 404.279489 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_33\">\n    <path clip-path=\"url(#p5e403c3952)\" d=\"M 114.442188 426.645476 \nL 197.868986 426.645476 \nL 197.868986 416.705037 \nL 114.442188 416.705037 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_34\">\n    <path clip-path=\"url(#p5e403c3952)\" d=\"M 114.442188 439.071025 \nL 213.370853 439.071025 \nL 213.370853 429.130586 \nL 114.442188 429.130586 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_35\">\n    <path clip-path=\"url(#p5e403c3952)\" d=\"M 114.442188 451.496573 \nL 191.49941 451.496573 \nL 191.49941 441.556134 \nL 114.442188 441.556134 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_36\">\n    <path clip-path=\"url(#p5e403c3952)\" d=\"M 114.442188 463.922122 \nL 190.767163 463.922122 \nL 190.767163 453.981683 \nL 114.442188 453.981683 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_37\">\n    <path clip-path=\"url(#p5e403c3952)\" d=\"M 114.442188 476.34767 \nL 172.776902 476.34767 \nL 172.776902 466.407232 \nL 114.442188 466.407232 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"matplotlib.axis_1\">\n    <g id=\"xtick_1\">\n     <g id=\"line2d_1\">\n      <path clip-path=\"url(#p5e403c3952)\" d=\"M 114.442188 497.968125 \nL 114.442188 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_2\">\n      <defs>\n       <path d=\"M 0 0 \nL 0 3.5 \n\" id=\"m07878791b8\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"114.442188\" xlink:href=\"#m07878791b8\" y=\"497.968125\"/>\n      </g>\n     </g>\n     <g id=\"text_1\">\n      <!-- 0 -->\n      <g transform=\"translate(111.260937 512.566562)scale(0.1 -0.1)\">\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       <use xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_2\">\n     <g id=\"line2d_3\">\n      <path clip-path=\"url(#p5e403c3952)\" d=\"M 197.281417 497.968125 \nL 197.281417 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_4\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"197.281417\" xlink:href=\"#m07878791b8\" y=\"497.968125\"/>\n      </g>\n     </g>\n     <g id=\"text_2\">\n      <!-- 20 -->\n      <g transform=\"translate(190.918917 512.566562)scale(0.1 -0.1)\">\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       <use xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_3\">\n     <g id=\"line2d_5\">\n      <path clip-path=\"url(#p5e403c3952)\" d=\"M 280.120646 497.968125 \nL 280.120646 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_6\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"280.120646\" xlink:href=\"#m07878791b8\" y=\"497.968125\"/>\n      </g>\n     </g>\n     <g id=\"text_3\">\n      <!-- 40 -->\n      <g transform=\"translate(273.758146 512.566562)scale(0.1 -0.1)\">\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       <use xlink:href=\"#DejaVuSans-52\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_4\">\n     <g id=\"line2d_7\">\n      <path clip-path=\"url(#p5e403c3952)\" d=\"M 362.959875 497.968125 \nL 362.959875 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_8\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"362.959875\" xlink:href=\"#m07878791b8\" y=\"497.968125\"/>\n      </g>\n     </g>\n     <g id=\"text_4\">\n      <!-- 60 -->\n      <g transform=\"translate(356.597375 512.566562)scale(0.1 -0.1)\">\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       <use xlink:href=\"#DejaVuSans-54\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_5\">\n     <g id=\"line2d_9\">\n      <path clip-path=\"url(#p5e403c3952)\" d=\"M 445.799104 497.968125 \nL 445.799104 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_10\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"445.799104\" xlink:href=\"#m07878791b8\" y=\"497.968125\"/>\n      </g>\n     </g>\n     <g id=\"text_5\">\n      <!-- 80 -->\n      <g transform=\"translate(439.436604 512.566562)scale(0.1 -0.1)\">\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       <use xlink:href=\"#DejaVuSans-56\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_6\">\n     <!-- Time (Hours) -->\n     <g transform=\"translate(277.369531 526.244687)scale(0.1 -0.1)\">\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 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 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 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 id=\"DejaVuSans-32\"/>\n       <path d=\"M 31 75.875 \nQ 24.46875 64.65625 21.28125 53.65625 \nQ 18.109375 42.671875 18.109375 31.390625 \nQ 18.109375 20.125 21.3125 9.0625 \nQ 24.515625 -2 31 -13.1875 \nL 23.1875 -13.1875 \nQ 15.875 -1.703125 12.234375 9.375 \nQ 8.59375 20.453125 8.59375 31.390625 \nQ 8.59375 42.28125 12.203125 53.3125 \nQ 15.828125 64.359375 23.1875 75.875 \nz\n\" id=\"DejaVuSans-40\"/>\n       <path d=\"M 9.8125 72.90625 \nL 19.671875 72.90625 \nL 19.671875 43.015625 \nL 55.515625 43.015625 \nL 55.515625 72.90625 \nL 65.375 72.90625 \nL 65.375 0 \nL 55.515625 0 \nL 55.515625 34.71875 \nL 19.671875 34.71875 \nL 19.671875 0 \nL 9.8125 0 \nz\n\" id=\"DejaVuSans-72\"/>\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 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 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 8.015625 75.875 \nL 15.828125 75.875 \nQ 23.140625 64.359375 26.78125 53.3125 \nQ 30.421875 42.28125 30.421875 31.390625 \nQ 30.421875 20.453125 26.78125 9.375 \nQ 23.140625 -1.703125 15.828125 -13.1875 \nL 8.015625 -13.1875 \nQ 14.5 -2 17.703125 9.0625 \nQ 20.90625 20.125 20.90625 31.390625 \nQ 20.90625 42.671875 17.703125 53.65625 \nQ 14.5 64.65625 8.015625 75.875 \nz\n\" id=\"DejaVuSans-41\"/>\n      </defs>\n      <use xlink:href=\"#DejaVuSans-84\"/>\n      <use x=\"57.958984\" xlink:href=\"#DejaVuSans-105\"/>\n      <use x=\"85.742188\" xlink:href=\"#DejaVuSans-109\"/>\n      <use x=\"183.154297\" xlink:href=\"#DejaVuSans-101\"/>\n      <use x=\"244.677734\" xlink:href=\"#DejaVuSans-32\"/>\n      <use x=\"276.464844\" xlink:href=\"#DejaVuSans-40\"/>\n      <use x=\"315.478516\" xlink:href=\"#DejaVuSans-72\"/>\n      <use x=\"390.673828\" xlink:href=\"#DejaVuSans-111\"/>\n      <use x=\"451.855469\" xlink:href=\"#DejaVuSans-117\"/>\n      <use x=\"515.234375\" xlink:href=\"#DejaVuSans-114\"/>\n      <use x=\"556.347656\" xlink:href=\"#DejaVuSans-115\"/>\n      <use x=\"608.447266\" xlink:href=\"#DejaVuSans-41\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_2\">\n    <g id=\"ytick_1\">\n     <g id=\"line2d_11\">\n      <defs>\n       <path d=\"M 0 0 \nL -3.5 0 \n\" id=\"ma70de3f89f\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"114.442188\" xlink:href=\"#ma70de3f89f\" y=\"48.908799\"/>\n      </g>\n     </g>\n     <g id=\"text_7\">\n      <!-- Freddie Gibbs -->\n      <g transform=\"translate(39.1375 52.708018)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 9.8125 72.90625 \nL 51.703125 72.90625 \nL 51.703125 64.59375 \nL 19.671875 64.59375 \nL 19.671875 43.109375 \nL 48.578125 43.109375 \nL 48.578125 34.8125 \nL 19.671875 34.8125 \nL 19.671875 0 \nL 9.8125 0 \nz\n\" id=\"DejaVuSans-70\"/>\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 59.515625 10.40625 \nL 59.515625 29.984375 \nL 43.40625 29.984375 \nL 43.40625 38.09375 \nL 69.28125 38.09375 \nL 69.28125 6.78125 \nQ 63.578125 2.734375 56.6875 0.65625 \nQ 49.8125 -1.421875 42 -1.421875 \nQ 24.90625 -1.421875 15.25 8.5625 \nQ 5.609375 18.5625 5.609375 36.375 \nQ 5.609375 54.25 15.25 64.234375 \nQ 24.90625 74.21875 42 74.21875 \nQ 49.125 74.21875 55.546875 72.453125 \nQ 61.96875 70.703125 67.390625 67.28125 \nL 67.390625 56.78125 \nQ 61.921875 61.421875 55.765625 63.765625 \nQ 49.609375 66.109375 42.828125 66.109375 \nQ 29.4375 66.109375 22.71875 58.640625 \nQ 16.015625 51.171875 16.015625 36.375 \nQ 16.015625 21.625 22.71875 14.15625 \nQ 29.4375 6.6875 42.828125 6.6875 \nQ 48.046875 6.6875 52.140625 7.59375 \nQ 56.25 8.5 59.515625 10.40625 \nz\n\" id=\"DejaVuSans-71\"/>\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       <use xlink:href=\"#DejaVuSans-70\"/>\n       <use x=\"50.269531\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"89.132812\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"150.65625\" xlink:href=\"#DejaVuSans-100\"/>\n       <use x=\"214.132812\" xlink:href=\"#DejaVuSans-100\"/>\n       <use x=\"277.609375\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"305.392578\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"366.916016\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"398.703125\" xlink:href=\"#DejaVuSans-71\"/>\n       <use x=\"476.193359\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"503.976562\" xlink:href=\"#DejaVuSans-98\"/>\n       <use x=\"567.453125\" xlink:href=\"#DejaVuSans-98\"/>\n       <use x=\"630.929688\" xlink:href=\"#DejaVuSans-115\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_2\">\n     <g id=\"line2d_12\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"114.442188\" xlink:href=\"#ma70de3f89f\" y=\"61.334348\"/>\n      </g>\n     </g>\n     <g id=\"text_8\">\n      <!-- Kendrick Lamar -->\n      <g transform=\"translate(29.509375 65.133566)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 9.8125 72.90625 \nL 19.671875 72.90625 \nL 19.671875 42.09375 \nL 52.390625 72.90625 \nL 65.09375 72.90625 \nL 28.90625 38.921875 \nL 67.671875 0 \nL 54.6875 0 \nL 19.671875 35.109375 \nL 19.671875 0 \nL 9.8125 0 \nz\n\" id=\"DejaVuSans-75\"/>\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 9.078125 75.984375 \nL 18.109375 75.984375 \nL 18.109375 31.109375 \nL 44.921875 54.6875 \nL 56.390625 54.6875 \nL 27.390625 29.109375 \nL 57.625 0 \nL 45.90625 0 \nL 18.109375 26.703125 \nL 18.109375 0 \nL 9.078125 0 \nz\n\" id=\"DejaVuSans-107\"/>\n        <path d=\"M 9.8125 72.90625 \nL 19.671875 72.90625 \nL 19.671875 8.296875 \nL 55.171875 8.296875 \nL 55.171875 0 \nL 9.8125 0 \nz\n\" id=\"DejaVuSans-76\"/>\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       </defs>\n       <use xlink:href=\"#DejaVuSans-75\"/>\n       <use x=\"60.576172\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"122.099609\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"185.478516\" xlink:href=\"#DejaVuSans-100\"/>\n       <use x=\"248.955078\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"290.068359\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"317.851562\" xlink:href=\"#DejaVuSans-99\"/>\n       <use x=\"372.832031\" xlink:href=\"#DejaVuSans-107\"/>\n       <use x=\"430.742188\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"462.529297\" xlink:href=\"#DejaVuSans-76\"/>\n       <use x=\"518.242188\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"579.521484\" xlink:href=\"#DejaVuSans-109\"/>\n       <use x=\"676.933594\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"738.212891\" xlink:href=\"#DejaVuSans-114\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_3\">\n     <g id=\"line2d_13\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"114.442188\" xlink:href=\"#ma70de3f89f\" y=\"73.759896\"/>\n      </g>\n     </g>\n     <g id=\"text_9\">\n      <!-- Gorgon City -->\n      <g transform=\"translate(48.05625 77.559115)scale(0.1 -0.1)\">\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        <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 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       <use xlink:href=\"#DejaVuSans-71\"/>\n       <use x=\"77.490234\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"138.671875\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"178.035156\" xlink:href=\"#DejaVuSans-103\"/>\n       <use x=\"241.511719\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"302.693359\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"366.072266\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"397.859375\" xlink:href=\"#DejaVuSans-67\"/>\n       <use x=\"467.683594\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"495.466797\" xlink:href=\"#DejaVuSans-116\"/>\n       <use x=\"534.675781\" xlink:href=\"#DejaVuSans-121\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_4\">\n     <g id=\"line2d_14\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"114.442188\" xlink:href=\"#ma70de3f89f\" y=\"86.185445\"/>\n      </g>\n     </g>\n     <g id=\"text_10\">\n      <!-- Deaf Havana -->\n      <g transform=\"translate(42.601562 89.984663)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 19.671875 64.796875 \nL 19.671875 8.109375 \nL 31.59375 8.109375 \nQ 46.6875 8.109375 53.6875 14.9375 \nQ 60.6875 21.78125 60.6875 36.53125 \nQ 60.6875 51.171875 53.6875 57.984375 \nQ 46.6875 64.796875 31.59375 64.796875 \nz\nM 9.8125 72.90625 \nL 30.078125 72.90625 \nQ 51.265625 72.90625 61.171875 64.09375 \nQ 71.09375 55.28125 71.09375 36.53125 \nQ 71.09375 17.671875 61.125 8.828125 \nQ 51.171875 0 30.078125 0 \nL 9.8125 0 \nz\n\" id=\"DejaVuSans-68\"/>\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 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       <use xlink:href=\"#DejaVuSans-68\"/>\n       <use x=\"77.001953\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"138.525391\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"199.804688\" xlink:href=\"#DejaVuSans-102\"/>\n       <use x=\"235.009766\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"266.796875\" xlink:href=\"#DejaVuSans-72\"/>\n       <use x=\"341.992188\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"403.271484\" xlink:href=\"#DejaVuSans-118\"/>\n       <use x=\"462.451172\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"523.730469\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"587.109375\" xlink:href=\"#DejaVuSans-97\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_5\">\n     <g id=\"line2d_15\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"114.442188\" xlink:href=\"#ma70de3f89f\" y=\"98.610993\"/>\n      </g>\n     </g>\n     <g id=\"text_11\">\n      <!-- Knxwledge -->\n      <g transform=\"translate(52.66875 102.410212)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 54.890625 54.6875 \nL 35.109375 28.078125 \nL 55.90625 0 \nL 45.3125 0 \nL 29.390625 21.484375 \nL 13.484375 0 \nL 2.875 0 \nL 24.125 28.609375 \nL 4.6875 54.6875 \nL 15.28125 54.6875 \nL 29.78125 35.203125 \nL 44.28125 54.6875 \nz\n\" id=\"DejaVuSans-120\"/>\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        <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       <use xlink:href=\"#DejaVuSans-75\"/>\n       <use x=\"65.576172\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"128.955078\" xlink:href=\"#DejaVuSans-120\"/>\n       <use x=\"188.134766\" xlink:href=\"#DejaVuSans-119\"/>\n       <use x=\"269.921875\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"297.705078\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"359.228516\" xlink:href=\"#DejaVuSans-100\"/>\n       <use x=\"422.705078\" xlink:href=\"#DejaVuSans-103\"/>\n       <use x=\"486.181641\" xlink:href=\"#DejaVuSans-101\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_6\">\n     <g id=\"line2d_16\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"114.442188\" xlink:href=\"#ma70de3f89f\" y=\"111.036542\"/>\n      </g>\n     </g>\n     <g id=\"text_12\">\n      <!-- Death Grips -->\n      <g transform=\"translate(47.829687 114.835761)scale(0.1 -0.1)\">\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        <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       <use xlink:href=\"#DejaVuSans-68\"/>\n       <use x=\"77.001953\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"138.525391\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"199.804688\" xlink:href=\"#DejaVuSans-116\"/>\n       <use x=\"239.013672\" xlink:href=\"#DejaVuSans-104\"/>\n       <use x=\"302.392578\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"334.179688\" xlink:href=\"#DejaVuSans-71\"/>\n       <use x=\"411.669922\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"452.783203\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"480.566406\" xlink:href=\"#DejaVuSans-112\"/>\n       <use x=\"544.042969\" xlink:href=\"#DejaVuSans-115\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_7\">\n     <g id=\"line2d_17\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"114.442188\" xlink:href=\"#ma70de3f89f\" y=\"123.462091\"/>\n      </g>\n     </g>\n     <g id=\"text_13\">\n      <!-- Eminem -->\n      <g transform=\"translate(66.373437 127.261309)scale(0.1 -0.1)\">\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       </defs>\n       <use xlink:href=\"#DejaVuSans-69\"/>\n       <use x=\"63.183594\" xlink:href=\"#DejaVuSans-109\"/>\n       <use x=\"160.595703\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"188.378906\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"251.757812\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"313.28125\" xlink:href=\"#DejaVuSans-109\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_8\">\n     <g id=\"line2d_18\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"114.442188\" xlink:href=\"#ma70de3f89f\" y=\"135.887639\"/>\n      </g>\n     </g>\n     <g id=\"text_14\">\n      <!-- Kanye West -->\n      <g transform=\"translate(48.760937 139.686858)scale(0.1 -0.1)\">\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       </defs>\n       <use xlink:href=\"#DejaVuSans-75\"/>\n       <use x=\"63.826172\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"125.105469\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"188.484375\" xlink:href=\"#DejaVuSans-121\"/>\n       <use x=\"247.664062\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"309.1875\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"340.974609\" xlink:href=\"#DejaVuSans-87\"/>\n       <use x=\"433.976562\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"495.5\" xlink:href=\"#DejaVuSans-115\"/>\n       <use x=\"547.599609\" xlink:href=\"#DejaVuSans-116\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_9\">\n     <g id=\"line2d_19\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"114.442188\" xlink:href=\"#ma70de3f89f\" y=\"148.313188\"/>\n      </g>\n     </g>\n     <g id=\"text_15\">\n      <!-- Dawn Wall -->\n      <g transform=\"translate(54.985937 152.112406)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-68\"/>\n       <use x=\"77.001953\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"138.28125\" xlink:href=\"#DejaVuSans-119\"/>\n       <use x=\"220.068359\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"283.447266\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"315.234375\" xlink:href=\"#DejaVuSans-87\"/>\n       <use x=\"407.736328\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"469.015625\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"496.798828\" xlink:href=\"#DejaVuSans-108\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_10\">\n     <g id=\"line2d_20\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"114.442188\" xlink:href=\"#ma70de3f89f\" y=\"160.738736\"/>\n      </g>\n     </g>\n     <g id=\"text_16\">\n      <!-- Lower Than Atlantis -->\n      <g transform=\"translate(8.479687 164.537955)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 34.1875 63.1875 \nL 20.796875 26.90625 \nL 47.609375 26.90625 \nz\nM 28.609375 72.90625 \nL 39.796875 72.90625 \nL 67.578125 0 \nL 57.328125 0 \nL 50.6875 18.703125 \nL 17.828125 18.703125 \nL 11.1875 0 \nL 0.78125 0 \nz\n\" id=\"DejaVuSans-65\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-76\"/>\n       <use x=\"53.962891\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"115.144531\" xlink:href=\"#DejaVuSans-119\"/>\n       <use x=\"196.931641\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"258.455078\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"299.568359\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"331.355469\" xlink:href=\"#DejaVuSans-84\"/>\n       <use x=\"392.439453\" xlink:href=\"#DejaVuSans-104\"/>\n       <use x=\"455.818359\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"517.097656\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"580.476562\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"612.263672\" xlink:href=\"#DejaVuSans-65\"/>\n       <use x=\"678.921875\" xlink:href=\"#DejaVuSans-116\"/>\n       <use x=\"718.130859\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"745.914062\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"807.193359\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"870.572266\" xlink:href=\"#DejaVuSans-116\"/>\n       <use x=\"909.78125\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"937.564453\" xlink:href=\"#DejaVuSans-115\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_11\">\n     <g id=\"line2d_21\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"114.442188\" xlink:href=\"#ma70de3f89f\" y=\"173.164285\"/>\n      </g>\n     </g>\n     <g id=\"text_17\">\n      <!-- Flume -->\n      <g transform=\"translate(76.68125 176.963504)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-70\"/>\n       <use x=\"57.519531\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"85.302734\" xlink:href=\"#DejaVuSans-117\"/>\n       <use x=\"148.681641\" xlink:href=\"#DejaVuSans-109\"/>\n       <use x=\"246.09375\" xlink:href=\"#DejaVuSans-101\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_12\">\n     <g id=\"line2d_22\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"114.442188\" xlink:href=\"#ma70de3f89f\" y=\"185.589833\"/>\n      </g>\n     </g>\n     <g id=\"text_18\">\n      <!-- Disclosure -->\n      <g transform=\"translate(55.773438 189.389052)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-68\"/>\n       <use x=\"77.001953\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"104.785156\" xlink:href=\"#DejaVuSans-115\"/>\n       <use x=\"156.884766\" xlink:href=\"#DejaVuSans-99\"/>\n       <use x=\"211.865234\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"239.648438\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"300.830078\" xlink:href=\"#DejaVuSans-115\"/>\n       <use x=\"352.929688\" xlink:href=\"#DejaVuSans-117\"/>\n       <use x=\"416.308594\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"455.171875\" xlink:href=\"#DejaVuSans-101\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_13\">\n     <g id=\"line2d_23\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"114.442188\" xlink:href=\"#ma70de3f89f\" y=\"198.015382\"/>\n      </g>\n     </g>\n     <g id=\"text_19\">\n      <!-- Converge -->\n      <g transform=\"translate(59.49375 201.814601)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-67\"/>\n       <use x=\"69.824219\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"131.005859\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"194.384766\" xlink:href=\"#DejaVuSans-118\"/>\n       <use x=\"253.564453\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"315.087891\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"354.451172\" xlink:href=\"#DejaVuSans-103\"/>\n       <use x=\"417.927734\" xlink:href=\"#DejaVuSans-101\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_14\">\n     <g id=\"line2d_24\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"114.442188\" xlink:href=\"#ma70de3f89f\" y=\"210.440931\"/>\n      </g>\n     </g>\n     <g id=\"text_20\">\n      <!-- Stormzy -->\n      <g transform=\"translate(66.210938 214.240149)scale(0.1 -0.1)\">\n       <defs>\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        <path d=\"M 5.515625 54.6875 \nL 48.1875 54.6875 \nL 48.1875 46.484375 \nL 14.40625 7.171875 \nL 48.1875 7.171875 \nL 48.1875 0 \nL 4.296875 0 \nL 4.296875 8.203125 \nL 38.09375 47.515625 \nL 5.515625 47.515625 \nz\n\" id=\"DejaVuSans-122\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-83\"/>\n       <use x=\"63.476562\" xlink:href=\"#DejaVuSans-116\"/>\n       <use x=\"102.685547\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"163.867188\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"203.230469\" xlink:href=\"#DejaVuSans-109\"/>\n       <use x=\"300.642578\" xlink:href=\"#DejaVuSans-122\"/>\n       <use x=\"353.132812\" xlink:href=\"#DejaVuSans-121\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_15\">\n     <g id=\"line2d_25\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"114.442188\" xlink:href=\"#ma70de3f89f\" y=\"222.866479\"/>\n      </g>\n     </g>\n     <g id=\"text_21\">\n      <!-- LSB -->\n      <g transform=\"translate(88.660938 226.665698)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 19.671875 34.8125 \nL 19.671875 8.109375 \nL 35.5 8.109375 \nQ 43.453125 8.109375 47.28125 11.40625 \nQ 51.125 14.703125 51.125 21.484375 \nQ 51.125 28.328125 47.28125 31.5625 \nQ 43.453125 34.8125 35.5 34.8125 \nz\nM 19.671875 64.796875 \nL 19.671875 42.828125 \nL 34.28125 42.828125 \nQ 41.5 42.828125 45.03125 45.53125 \nQ 48.578125 48.25 48.578125 53.8125 \nQ 48.578125 59.328125 45.03125 62.0625 \nQ 41.5 64.796875 34.28125 64.796875 \nz\nM 9.8125 72.90625 \nL 35.015625 72.90625 \nQ 46.296875 72.90625 52.390625 68.21875 \nQ 58.5 63.53125 58.5 54.890625 \nQ 58.5 48.1875 55.375 44.234375 \nQ 52.25 40.28125 46.1875 39.3125 \nQ 53.46875 37.75 57.5 32.78125 \nQ 61.53125 27.828125 61.53125 20.40625 \nQ 61.53125 10.640625 54.890625 5.3125 \nQ 48.25 0 35.984375 0 \nL 9.8125 0 \nz\n\" id=\"DejaVuSans-66\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-76\"/>\n       <use x=\"55.712891\" xlink:href=\"#DejaVuSans-83\"/>\n       <use x=\"119.189453\" xlink:href=\"#DejaVuSans-66\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_16\">\n     <g id=\"line2d_26\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"114.442188\" xlink:href=\"#ma70de3f89f\" y=\"235.292028\"/>\n      </g>\n     </g>\n     <g id=\"text_22\">\n      <!-- Run the Jewels -->\n      <g transform=\"translate(34.079688 239.091247)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 44.390625 34.1875 \nQ 47.5625 33.109375 50.5625 29.59375 \nQ 53.5625 26.078125 56.59375 19.921875 \nL 66.609375 0 \nL 56 0 \nL 46.6875 18.703125 \nQ 43.0625 26.03125 39.671875 28.421875 \nQ 36.28125 30.8125 30.421875 30.8125 \nL 19.671875 30.8125 \nL 19.671875 0 \nL 9.8125 0 \nL 9.8125 72.90625 \nL 32.078125 72.90625 \nQ 44.578125 72.90625 50.734375 67.671875 \nQ 56.890625 62.453125 56.890625 51.90625 \nQ 56.890625 45.015625 53.6875 40.46875 \nQ 50.484375 35.9375 44.390625 34.1875 \nz\nM 19.671875 64.796875 \nL 19.671875 38.921875 \nL 32.078125 38.921875 \nQ 39.203125 38.921875 42.84375 42.21875 \nQ 46.484375 45.515625 46.484375 51.90625 \nQ 46.484375 58.296875 42.84375 61.546875 \nQ 39.203125 64.796875 32.078125 64.796875 \nz\n\" id=\"DejaVuSans-82\"/>\n        <path d=\"M 9.8125 72.90625 \nL 19.671875 72.90625 \nL 19.671875 5.078125 \nQ 19.671875 -8.109375 14.671875 -14.0625 \nQ 9.671875 -20.015625 -1.421875 -20.015625 \nL -5.171875 -20.015625 \nL -5.171875 -11.71875 \nL -2.09375 -11.71875 \nQ 4.4375 -11.71875 7.125 -8.046875 \nQ 9.8125 -4.390625 9.8125 5.078125 \nz\n\" id=\"DejaVuSans-74\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-82\"/>\n       <use x=\"64.982422\" xlink:href=\"#DejaVuSans-117\"/>\n       <use x=\"128.361328\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"191.740234\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"223.527344\" xlink:href=\"#DejaVuSans-116\"/>\n       <use x=\"262.736328\" xlink:href=\"#DejaVuSans-104\"/>\n       <use x=\"326.115234\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"387.638672\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"419.425781\" xlink:href=\"#DejaVuSans-74\"/>\n       <use x=\"448.917969\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"510.441406\" xlink:href=\"#DejaVuSans-119\"/>\n       <use x=\"592.228516\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"653.751953\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"681.535156\" xlink:href=\"#DejaVuSans-115\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_17\">\n     <g id=\"line2d_27\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"114.442188\" xlink:href=\"#ma70de3f89f\" y=\"247.717576\"/>\n      </g>\n     </g>\n     <g id=\"text_23\">\n      <!-- Chase &amp; Status -->\n      <g transform=\"translate(30.6125 251.516795)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 24.3125 39.203125 \nQ 19.875 35.25 17.796875 31.3125 \nQ 15.71875 27.390625 15.71875 23.09375 \nQ 15.71875 15.96875 20.890625 11.234375 \nQ 26.078125 6.5 33.890625 6.5 \nQ 38.53125 6.5 42.578125 8.03125 \nQ 46.625 9.578125 50.203125 12.703125 \nz\nM 31.203125 44.671875 \nL 56 19.28125 \nQ 58.890625 23.640625 60.5 28.59375 \nQ 62.109375 33.546875 62.40625 39.109375 \nL 71.484375 39.109375 \nQ 70.90625 32.671875 68.359375 26.359375 \nQ 65.828125 20.0625 61.28125 13.921875 \nL 74.90625 0 \nL 62.59375 0 \nL 55.609375 7.171875 \nQ 50.53125 2.828125 44.96875 0.703125 \nQ 39.40625 -1.421875 33.015625 -1.421875 \nQ 21.234375 -1.421875 13.765625 5.296875 \nQ 6.296875 12.015625 6.296875 22.515625 \nQ 6.296875 28.765625 9.5625 34.25 \nQ 12.84375 39.75 19.390625 44.578125 \nQ 17.046875 47.65625 15.8125 50.703125 \nQ 14.59375 53.765625 14.59375 56.6875 \nQ 14.59375 64.59375 20.015625 69.40625 \nQ 25.4375 74.21875 34.421875 74.21875 \nQ 38.484375 74.21875 42.5 73.34375 \nQ 46.53125 72.46875 50.6875 70.703125 \nL 50.6875 61.8125 \nQ 46.4375 64.109375 42.578125 65.296875 \nQ 38.71875 66.5 35.40625 66.5 \nQ 30.28125 66.5 27.078125 63.78125 \nQ 23.875 61.078125 23.875 56.78125 \nQ 23.875 54.296875 25.3125 51.78125 \nQ 26.765625 49.265625 31.203125 44.671875 \nz\n\" id=\"DejaVuSans-38\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-67\"/>\n       <use x=\"69.824219\" xlink:href=\"#DejaVuSans-104\"/>\n       <use x=\"133.203125\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"194.482422\" xlink:href=\"#DejaVuSans-115\"/>\n       <use x=\"246.582031\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"308.105469\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"339.892578\" xlink:href=\"#DejaVuSans-38\"/>\n       <use x=\"417.871094\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"449.658203\" xlink:href=\"#DejaVuSans-83\"/>\n       <use x=\"513.134766\" xlink:href=\"#DejaVuSans-116\"/>\n       <use x=\"552.34375\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"613.623047\" xlink:href=\"#DejaVuSans-116\"/>\n       <use x=\"652.832031\" xlink:href=\"#DejaVuSans-117\"/>\n       <use x=\"716.210938\" xlink:href=\"#DejaVuSans-115\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_18\">\n     <g id=\"line2d_28\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"114.442188\" xlink:href=\"#ma70de3f89f\" y=\"260.143125\"/>\n      </g>\n     </g>\n     <g id=\"text_24\">\n      <!-- J Dilla -->\n      <g transform=\"translate(79.151562 263.942344)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-74\"/>\n       <use x=\"29.492188\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"61.279297\" xlink:href=\"#DejaVuSans-68\"/>\n       <use x=\"138.28125\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"166.064453\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"193.847656\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"221.630859\" xlink:href=\"#DejaVuSans-97\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_19\">\n     <g id=\"line2d_29\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"114.442188\" xlink:href=\"#ma70de3f89f\" y=\"272.568674\"/>\n      </g>\n     </g>\n     <g id=\"text_25\">\n      <!-- Zeal &amp; Ardor -->\n      <g transform=\"translate(44.023438 276.367892)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 5.609375 72.90625 \nL 62.890625 72.90625 \nL 62.890625 65.375 \nL 16.796875 8.296875 \nL 64.015625 8.296875 \nL 64.015625 0 \nL 4.5 0 \nL 4.5 7.515625 \nL 50.59375 64.59375 \nL 5.609375 64.59375 \nz\n\" id=\"DejaVuSans-90\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-90\"/>\n       <use x=\"68.505859\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"130.029297\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"191.308594\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"219.091797\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"250.878906\" xlink:href=\"#DejaVuSans-38\"/>\n       <use x=\"328.857422\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"360.644531\" xlink:href=\"#DejaVuSans-65\"/>\n       <use x=\"429.052734\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"468.416016\" xlink:href=\"#DejaVuSans-100\"/>\n       <use x=\"531.892578\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"593.074219\" xlink:href=\"#DejaVuSans-114\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_20\">\n     <g id=\"line2d_30\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"114.442188\" xlink:href=\"#ma70de3f89f\" y=\"284.994222\"/>\n      </g>\n     </g>\n     <g id=\"text_26\">\n      <!-- Mallory Knox -->\n      <g transform=\"translate(43.182812 288.793441)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 9.8125 72.90625 \nL 24.515625 72.90625 \nL 43.109375 23.296875 \nL 61.8125 72.90625 \nL 76.515625 72.90625 \nL 76.515625 0 \nL 66.890625 0 \nL 66.890625 64.015625 \nL 48.09375 14.015625 \nL 38.1875 14.015625 \nL 19.390625 64.015625 \nL 19.390625 0 \nL 9.8125 0 \nz\n\" id=\"DejaVuSans-77\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-77\"/>\n       <use x=\"86.279297\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"147.558594\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"175.341797\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"203.125\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"264.306641\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"305.419922\" xlink:href=\"#DejaVuSans-121\"/>\n       <use x=\"364.599609\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"396.386719\" xlink:href=\"#DejaVuSans-75\"/>\n       <use x=\"461.962891\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"525.341797\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"583.398438\" xlink:href=\"#DejaVuSans-120\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_21\">\n     <g id=\"line2d_31\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"114.442188\" xlink:href=\"#ma70de3f89f\" y=\"297.419771\"/>\n      </g>\n     </g>\n     <g id=\"text_27\">\n      <!-- My Nu Leng -->\n      <g transform=\"translate(48.484375 301.21899)scale(0.1 -0.1)\">\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       </defs>\n       <use xlink:href=\"#DejaVuSans-77\"/>\n       <use x=\"86.279297\" xlink:href=\"#DejaVuSans-121\"/>\n       <use x=\"145.458984\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"177.246094\" xlink:href=\"#DejaVuSans-78\"/>\n       <use x=\"252.050781\" xlink:href=\"#DejaVuSans-117\"/>\n       <use x=\"315.429688\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"347.216797\" xlink:href=\"#DejaVuSans-76\"/>\n       <use x=\"401.179688\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"462.703125\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"526.082031\" xlink:href=\"#DejaVuSans-103\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_22\">\n     <g id=\"line2d_32\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"114.442188\" xlink:href=\"#ma70de3f89f\" y=\"309.845319\"/>\n      </g>\n     </g>\n     <g id=\"text_28\">\n      <!-- Apollo Brown -->\n      <g transform=\"translate(41.9 313.644538)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-65\"/>\n       <use x=\"68.408203\" xlink:href=\"#DejaVuSans-112\"/>\n       <use x=\"131.884766\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"193.066406\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"220.849609\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"248.632812\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"309.814453\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"341.601562\" xlink:href=\"#DejaVuSans-66\"/>\n       <use x=\"410.205078\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"449.068359\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"510.25\" xlink:href=\"#DejaVuSans-119\"/>\n       <use x=\"592.037109\" xlink:href=\"#DejaVuSans-110\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_23\">\n     <g id=\"line2d_33\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"114.442188\" xlink:href=\"#ma70de3f89f\" y=\"322.270868\"/>\n      </g>\n     </g>\n     <g id=\"text_29\">\n      <!-- Denzel Curry -->\n      <g transform=\"translate(42.607812 326.070087)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-68\"/>\n       <use x=\"77.001953\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"138.525391\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"201.904297\" xlink:href=\"#DejaVuSans-122\"/>\n       <use x=\"254.394531\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"315.917969\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"343.701172\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"375.488281\" xlink:href=\"#DejaVuSans-67\"/>\n       <use x=\"445.3125\" xlink:href=\"#DejaVuSans-117\"/>\n       <use x=\"508.691406\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"548.054688\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"589.167969\" xlink:href=\"#DejaVuSans-121\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_24\">\n     <g id=\"line2d_34\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"114.442188\" xlink:href=\"#ma70de3f89f\" y=\"334.696417\"/>\n      </g>\n     </g>\n     <g id=\"text_30\">\n      <!-- Alix Perez -->\n      <g transform=\"translate(58.840625 338.495635)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 19.671875 64.796875 \nL 19.671875 37.40625 \nL 32.078125 37.40625 \nQ 38.96875 37.40625 42.71875 40.96875 \nQ 46.484375 44.53125 46.484375 51.125 \nQ 46.484375 57.671875 42.71875 61.234375 \nQ 38.96875 64.796875 32.078125 64.796875 \nz\nM 9.8125 72.90625 \nL 32.078125 72.90625 \nQ 44.34375 72.90625 50.609375 67.359375 \nQ 56.890625 61.8125 56.890625 51.125 \nQ 56.890625 40.328125 50.609375 34.8125 \nQ 44.34375 29.296875 32.078125 29.296875 \nL 19.671875 29.296875 \nL 19.671875 0 \nL 9.8125 0 \nz\n\" id=\"DejaVuSans-80\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-65\"/>\n       <use x=\"68.408203\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"96.191406\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"123.974609\" xlink:href=\"#DejaVuSans-120\"/>\n       <use x=\"183.154297\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"214.941406\" xlink:href=\"#DejaVuSans-80\"/>\n       <use x=\"271.619141\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"333.142578\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"372.005859\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"433.529297\" xlink:href=\"#DejaVuSans-122\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_25\">\n     <g id=\"line2d_35\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"114.442188\" xlink:href=\"#ma70de3f89f\" y=\"347.121965\"/>\n      </g>\n     </g>\n     <g id=\"text_31\">\n      <!-- Have Mercy -->\n      <g transform=\"translate(48.459375 350.921184)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-72\"/>\n       <use x=\"75.195312\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"136.474609\" xlink:href=\"#DejaVuSans-118\"/>\n       <use x=\"195.654297\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"257.177734\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"288.964844\" xlink:href=\"#DejaVuSans-77\"/>\n       <use x=\"375.244141\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"436.767578\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"475.630859\" xlink:href=\"#DejaVuSans-99\"/>\n       <use x=\"530.611328\" xlink:href=\"#DejaVuSans-121\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_26\">\n     <g id=\"line2d_36\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"114.442188\" xlink:href=\"#ma70de3f89f\" y=\"359.547514\"/>\n      </g>\n     </g>\n     <g id=\"text_32\">\n      <!-- J. Cole -->\n      <g transform=\"translate(76.103125 363.346732)scale(0.1 -0.1)\">\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       <use xlink:href=\"#DejaVuSans-74\"/>\n       <use x=\"29.492188\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"61.279297\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"93.066406\" xlink:href=\"#DejaVuSans-67\"/>\n       <use x=\"162.890625\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"224.072266\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"251.855469\" xlink:href=\"#DejaVuSans-101\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_27\">\n     <g id=\"line2d_37\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"114.442188\" xlink:href=\"#ma70de3f89f\" y=\"371.973062\"/>\n      </g>\n     </g>\n     <g id=\"text_33\">\n      <!-- The Streets -->\n      <g transform=\"translate(50.075 375.772281)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-84\"/>\n       <use x=\"61.083984\" xlink:href=\"#DejaVuSans-104\"/>\n       <use x=\"124.462891\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"185.986328\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"217.773438\" xlink:href=\"#DejaVuSans-83\"/>\n       <use x=\"281.25\" xlink:href=\"#DejaVuSans-116\"/>\n       <use x=\"320.458984\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"359.322266\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"420.845703\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"482.369141\" xlink:href=\"#DejaVuSans-116\"/>\n       <use x=\"521.578125\" xlink:href=\"#DejaVuSans-115\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_28\">\n     <g id=\"line2d_38\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"114.442188\" xlink:href=\"#ma70de3f89f\" y=\"384.398611\"/>\n      </g>\n     </g>\n     <g id=\"text_34\">\n      <!-- The Chainsmokers -->\n      <g transform=\"translate(15.13125 388.19783)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-84\"/>\n       <use x=\"61.083984\" xlink:href=\"#DejaVuSans-104\"/>\n       <use x=\"124.462891\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"185.986328\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"217.773438\" xlink:href=\"#DejaVuSans-67\"/>\n       <use x=\"287.597656\" xlink:href=\"#DejaVuSans-104\"/>\n       <use x=\"350.976562\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"412.255859\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"440.039062\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"503.417969\" xlink:href=\"#DejaVuSans-115\"/>\n       <use x=\"555.517578\" xlink:href=\"#DejaVuSans-109\"/>\n       <use x=\"652.929688\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"714.111328\" xlink:href=\"#DejaVuSans-107\"/>\n       <use x=\"768.396484\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"829.919922\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"871.033203\" xlink:href=\"#DejaVuSans-115\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_29\">\n     <g id=\"line2d_39\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"114.442188\" xlink:href=\"#ma70de3f89f\" y=\"396.824159\"/>\n      </g>\n     </g>\n     <g id=\"text_35\">\n      <!-- Dusky -->\n      <g transform=\"translate(76.848438 400.623378)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-68\"/>\n       <use x=\"77.001953\" xlink:href=\"#DejaVuSans-117\"/>\n       <use x=\"140.380859\" xlink:href=\"#DejaVuSans-115\"/>\n       <use x=\"192.480469\" xlink:href=\"#DejaVuSans-107\"/>\n       <use x=\"246.765625\" xlink:href=\"#DejaVuSans-121\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_30\">\n     <g id=\"line2d_40\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"114.442188\" xlink:href=\"#ma70de3f89f\" y=\"409.249708\"/>\n      </g>\n     </g>\n     <g id=\"text_36\">\n      <!-- Wu-Tang Clan -->\n      <g transform=\"translate(40.207813 413.048927)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 4.890625 31.390625 \nL 31.203125 31.390625 \nL 31.203125 23.390625 \nL 4.890625 23.390625 \nz\n\" id=\"DejaVuSans-45\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-87\"/>\n       <use x=\"95.251953\" xlink:href=\"#DejaVuSans-117\"/>\n       <use x=\"158.630859\" xlink:href=\"#DejaVuSans-45\"/>\n       <use x=\"185.589844\" xlink:href=\"#DejaVuSans-84\"/>\n       <use x=\"230.173828\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"291.453125\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"354.832031\" xlink:href=\"#DejaVuSans-103\"/>\n       <use x=\"418.308594\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"450.095703\" xlink:href=\"#DejaVuSans-67\"/>\n       <use x=\"519.919922\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"547.703125\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"608.982422\" xlink:href=\"#DejaVuSans-110\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_31\">\n     <g id=\"line2d_41\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"114.442188\" xlink:href=\"#ma70de3f89f\" y=\"421.675257\"/>\n      </g>\n     </g>\n     <g id=\"text_37\">\n      <!-- Jid -->\n      <g transform=\"translate(95.365625 425.474475)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-74\"/>\n       <use x=\"29.492188\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"57.275391\" xlink:href=\"#DejaVuSans-100\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_32\">\n     <g id=\"line2d_42\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"114.442188\" xlink:href=\"#ma70de3f89f\" y=\"434.100805\"/>\n      </g>\n     </g>\n     <g id=\"text_38\">\n      <!-- The Notorious B.I.G. -->\n      <g transform=\"translate(7.2 437.900024)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 9.8125 72.90625 \nL 19.671875 72.90625 \nL 19.671875 0 \nL 9.8125 0 \nz\n\" id=\"DejaVuSans-73\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-84\"/>\n       <use x=\"61.083984\" xlink:href=\"#DejaVuSans-104\"/>\n       <use x=\"124.462891\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"185.986328\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"217.773438\" xlink:href=\"#DejaVuSans-78\"/>\n       <use x=\"292.578125\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"353.759766\" xlink:href=\"#DejaVuSans-116\"/>\n       <use x=\"392.96875\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"454.150391\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"495.263672\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"523.046875\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"584.228516\" xlink:href=\"#DejaVuSans-117\"/>\n       <use x=\"647.607422\" xlink:href=\"#DejaVuSans-115\"/>\n       <use x=\"699.707031\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"731.494141\" xlink:href=\"#DejaVuSans-66\"/>\n       <use x=\"800.097656\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"831.884766\" xlink:href=\"#DejaVuSans-73\"/>\n       <use x=\"861.376953\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"893.164062\" xlink:href=\"#DejaVuSans-71\"/>\n       <use x=\"970.654297\" xlink:href=\"#DejaVuSans-46\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_33\">\n     <g id=\"line2d_43\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"114.442188\" xlink:href=\"#ma70de3f89f\" y=\"446.526354\"/>\n      </g>\n     </g>\n     <g id=\"text_39\">\n      <!-- clipping. -->\n      <g transform=\"translate(65.048438 450.325573)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-99\"/>\n       <use x=\"54.980469\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"82.763672\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"110.546875\" xlink:href=\"#DejaVuSans-112\"/>\n       <use x=\"174.023438\" xlink:href=\"#DejaVuSans-112\"/>\n       <use x=\"237.5\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"265.283203\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"328.662109\" xlink:href=\"#DejaVuSans-103\"/>\n       <use x=\"392.138672\" xlink:href=\"#DejaVuSans-46\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_34\">\n     <g id=\"line2d_44\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"114.442188\" xlink:href=\"#ma70de3f89f\" y=\"458.951902\"/>\n      </g>\n     </g>\n     <g id=\"text_40\">\n      <!-- Moose Blood -->\n      <g transform=\"translate(43.810938 462.751121)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-77\"/>\n       <use x=\"86.279297\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"147.460938\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"208.642578\" xlink:href=\"#DejaVuSans-115\"/>\n       <use x=\"260.742188\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"322.265625\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"354.052734\" xlink:href=\"#DejaVuSans-66\"/>\n       <use x=\"422.65625\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"450.439453\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"511.621094\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"572.802734\" xlink:href=\"#DejaVuSans-100\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_35\">\n     <g id=\"line2d_45\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"114.442188\" xlink:href=\"#ma70de3f89f\" y=\"471.377451\"/>\n      </g>\n     </g>\n     <g id=\"text_41\">\n      <!-- Flying Lotus -->\n      <g transform=\"translate(47.36875 475.17667)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-70\"/>\n       <use x=\"57.519531\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"85.302734\" xlink:href=\"#DejaVuSans-121\"/>\n       <use x=\"144.482422\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"172.265625\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"235.644531\" xlink:href=\"#DejaVuSans-103\"/>\n       <use x=\"299.121094\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"330.908203\" xlink:href=\"#DejaVuSans-76\"/>\n       <use x=\"384.871094\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"446.052734\" xlink:href=\"#DejaVuSans-116\"/>\n       <use x=\"485.261719\" xlink:href=\"#DejaVuSans-117\"/>\n       <use x=\"548.640625\" xlink:href=\"#DejaVuSans-115\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"patch_38\">\n    <path d=\"M 114.442188 497.968125 \nL 114.442188 22.318125 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_39\">\n    <path d=\"M 505.042188 497.968125 \nL 505.042188 22.318125 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_40\">\n    <path d=\"M 114.442188 497.968125 \nL 505.042188 497.968125 \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 114.442188 22.318125 \nL 505.042188 22.318125 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"text_42\">\n    <!-- Time Listened (Since Nov 17) -->\n    <g transform=\"translate(221.65375 16.318125)scale(0.12 -0.12)\">\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 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     <use xlink:href=\"#DejaVuSans-84\"/>\n     <use x=\"57.958984\" xlink:href=\"#DejaVuSans-105\"/>\n     <use x=\"85.742188\" xlink:href=\"#DejaVuSans-109\"/>\n     <use x=\"183.154297\" xlink:href=\"#DejaVuSans-101\"/>\n     <use x=\"244.677734\" xlink:href=\"#DejaVuSans-32\"/>\n     <use x=\"276.464844\" xlink:href=\"#DejaVuSans-76\"/>\n     <use x=\"332.177734\" xlink:href=\"#DejaVuSans-105\"/>\n     <use x=\"359.960938\" xlink:href=\"#DejaVuSans-115\"/>\n     <use x=\"412.060547\" xlink:href=\"#DejaVuSans-116\"/>\n     <use x=\"451.269531\" xlink:href=\"#DejaVuSans-101\"/>\n     <use x=\"512.792969\" xlink:href=\"#DejaVuSans-110\"/>\n     <use x=\"576.171875\" xlink:href=\"#DejaVuSans-101\"/>\n     <use x=\"637.695312\" xlink:href=\"#DejaVuSans-100\"/>\n     <use x=\"701.171875\" xlink:href=\"#DejaVuSans-32\"/>\n     <use x=\"732.958984\" xlink:href=\"#DejaVuSans-40\"/>\n     <use x=\"771.972656\" xlink:href=\"#DejaVuSans-83\"/>\n     <use x=\"835.449219\" xlink:href=\"#DejaVuSans-105\"/>\n     <use x=\"863.232422\" xlink:href=\"#DejaVuSans-110\"/>\n     <use x=\"926.611328\" xlink:href=\"#DejaVuSans-99\"/>\n     <use x=\"981.591797\" xlink:href=\"#DejaVuSans-101\"/>\n     <use x=\"1043.115234\" xlink:href=\"#DejaVuSans-32\"/>\n     <use x=\"1074.902344\" xlink:href=\"#DejaVuSans-78\"/>\n     <use x=\"1149.707031\" xlink:href=\"#DejaVuSans-111\"/>\n     <use x=\"1210.888672\" xlink:href=\"#DejaVuSans-118\"/>\n     <use x=\"1270.068359\" xlink:href=\"#DejaVuSans-32\"/>\n     <use x=\"1301.855469\" xlink:href=\"#DejaVuSans-49\"/>\n     <use x=\"1365.478516\" xlink:href=\"#DejaVuSans-55\"/>\n     <use x=\"1429.101562\" xlink:href=\"#DejaVuSans-41\"/>\n    </g>\n   </g>\n  </g>\n </g>\n <defs>\n  <clipPath id=\"p5e403c3952\">\n   <rect height=\"475.65\" width=\"390.6\" x=\"114.442188\" 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=fig_size)\n",
    "plt.barh(np.arange(len(artists))[::-1], np.array(artists_time) / (1000 * 60 * 60) )\n",
    "plt.yticks(np.arange(len(artists))[::-1], labels=[i.name for i in artists])\n",
    "plt.xlabel(\"Time (Hours)\")\n",
    "plt.grid(axis=\"x\")\n",
    "plt.title(\"Time Listened (Since Nov 17)\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 840x1050 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=\"535.524375pt\" version=\"1.1\" viewBox=\"0 0 516.936215 535.524375\" width=\"516.936215pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n <metadata>\n  <rdf:RDF xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n   <cc:Work>\n    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n    <dc:date>2021-02-03T15:58:42.189015</dc:date>\n    <dc:format>image/svg+xml</dc:format>\n    <dc:creator>\n     <cc:Agent>\n      <dc:title>Matplotlib v3.3.4, https://matplotlib.org/</dc:title>\n     </cc:Agent>\n    </dc:creator>\n   </cc:Work>\n  </rdf:RDF>\n </metadata>\n <defs>\n  <style type=\"text/css\">*{stroke-linecap:butt;stroke-linejoin:round;}</style>\n </defs>\n <g id=\"figure_1\">\n  <g id=\"patch_1\">\n   <path d=\"M -0 535.524375 \nL 516.936215 535.524375 \nL 516.936215 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 114.442188 497.968125 \nL 505.042188 497.968125 \nL 505.042188 22.318125 \nL 114.442188 22.318125 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g id=\"patch_3\">\n    <path clip-path=\"url(#peae25bd765)\" d=\"M 114.442188 53.879018 \nL 308.316517 53.879018 \nL 308.316517 43.93858 \nL 114.442188 43.93858 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_4\">\n    <path clip-path=\"url(#peae25bd765)\" d=\"M 114.442188 66.304567 \nL 354.056091 66.304567 \nL 354.056091 56.364128 \nL 114.442188 56.364128 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_5\">\n    <path clip-path=\"url(#peae25bd765)\" d=\"M 114.442188 78.730116 \nL 348.000615 78.730116 \nL 348.000615 68.789677 \nL 114.442188 68.789677 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_6\">\n    <path clip-path=\"url(#peae25bd765)\" d=\"M 114.442188 91.155664 \nL 255.302103 91.155664 \nL 255.302103 81.215225 \nL 114.442188 81.215225 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_7\">\n    <path clip-path=\"url(#peae25bd765)\" d=\"M 114.442188 103.581213 \nL 173.254025 103.581213 \nL 173.254025 93.640774 \nL 114.442188 93.640774 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_8\">\n    <path clip-path=\"url(#peae25bd765)\" d=\"M 114.442188 116.006761 \nL 217.486864 116.006761 \nL 217.486864 106.066322 \nL 114.442188 106.066322 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_9\">\n    <path clip-path=\"url(#peae25bd765)\" d=\"M 114.442188 128.43231 \nL 178.514671 128.43231 \nL 178.514671 118.491871 \nL 114.442188 118.491871 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_10\">\n    <path clip-path=\"url(#peae25bd765)\" d=\"M 114.442188 140.857859 \nL 189.294592 140.857859 \nL 189.294592 130.91742 \nL 114.442188 130.91742 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_11\">\n    <path clip-path=\"url(#peae25bd765)\" d=\"M 114.442188 153.283407 \nL 486.442188 153.283407 \nL 486.442188 143.342968 \nL 114.442188 143.342968 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_12\">\n    <path clip-path=\"url(#peae25bd765)\" d=\"M 114.442188 165.708956 \nL 267.695078 165.708956 \nL 267.695078 155.768517 \nL 114.442188 155.768517 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_13\">\n    <path clip-path=\"url(#peae25bd765)\" d=\"M 114.442188 178.134504 \nL 237.851792 178.134504 \nL 237.851792 168.194065 \nL 114.442188 168.194065 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_14\">\n    <path clip-path=\"url(#peae25bd765)\" d=\"M 114.442188 190.560053 \nL 230.47473 190.560053 \nL 230.47473 180.619614 \nL 114.442188 180.619614 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_15\">\n    <path clip-path=\"url(#peae25bd765)\" d=\"M 114.442188 202.985601 \nL 192.853054 202.985601 \nL 192.853054 193.045163 \nL 114.442188 193.045163 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_16\">\n    <path clip-path=\"url(#peae25bd765)\" d=\"M 114.442188 215.41115 \nL 306.804503 215.41115 \nL 306.804503 205.470711 \nL 114.442188 205.470711 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_17\">\n    <path clip-path=\"url(#peae25bd765)\" d=\"M 114.442188 227.836699 \nL 352.316384 227.836699 \nL 352.316384 217.89626 \nL 114.442188 217.89626 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_18\">\n    <path clip-path=\"url(#peae25bd765)\" d=\"M 114.442188 240.262247 \nL 258.9925 240.262247 \nL 258.9925 230.321808 \nL 114.442188 230.321808 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_19\">\n    <path clip-path=\"url(#peae25bd765)\" d=\"M 114.442188 252.687796 \nL 227.429577 252.687796 \nL 227.429577 242.747357 \nL 114.442188 242.747357 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_20\">\n    <path clip-path=\"url(#peae25bd765)\" d=\"M 114.442188 265.113344 \nL 231.516554 265.113344 \nL 231.516554 255.172906 \nL 114.442188 255.172906 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_21\">\n    <path clip-path=\"url(#peae25bd765)\" d=\"M 114.442188 277.538893 \nL 240.364318 277.538893 \nL 240.364318 267.598454 \nL 114.442188 267.598454 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_22\">\n    <path clip-path=\"url(#peae25bd765)\" d=\"M 114.442188 289.964442 \nL 238.79205 289.964442 \nL 238.79205 280.024003 \nL 114.442188 280.024003 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_23\">\n    <path clip-path=\"url(#peae25bd765)\" d=\"M 114.442188 302.38999 \nL 271.735923 302.38999 \nL 271.735923 292.449551 \nL 114.442188 292.449551 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_24\">\n    <path clip-path=\"url(#peae25bd765)\" d=\"M 114.442188 314.815539 \nL 185.559645 314.815539 \nL 185.559645 304.8751 \nL 114.442188 304.8751 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_25\">\n    <path clip-path=\"url(#peae25bd765)\" d=\"M 114.442188 327.241087 \nL 197.563008 327.241087 \nL 197.563008 317.300649 \nL 114.442188 317.300649 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_26\">\n    <path clip-path=\"url(#peae25bd765)\" d=\"M 114.442188 339.666636 \nL 194.342068 339.666636 \nL 194.342068 329.726197 \nL 114.442188 329.726197 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_27\">\n    <path clip-path=\"url(#peae25bd765)\" d=\"M 114.442188 352.092185 \nL 246.824073 352.092185 \nL 246.824073 342.151746 \nL 114.442188 342.151746 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_28\">\n    <path clip-path=\"url(#peae25bd765)\" d=\"M 114.442188 364.517733 \nL 213.916977 364.517733 \nL 213.916977 354.577294 \nL 114.442188 354.577294 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_29\">\n    <path clip-path=\"url(#peae25bd765)\" d=\"M 114.442188 376.943282 \nL 206.059975 376.943282 \nL 206.059975 367.002843 \nL 114.442188 367.002843 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_30\">\n    <path clip-path=\"url(#peae25bd765)\" d=\"M 114.442188 389.36883 \nL 232.100605 389.36883 \nL 232.100605 379.428391 \nL 114.442188 379.428391 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_31\">\n    <path clip-path=\"url(#peae25bd765)\" d=\"M 114.442188 401.794379 \nL 258.54589 401.794379 \nL 258.54589 391.85394 \nL 114.442188 391.85394 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_32\">\n    <path clip-path=\"url(#peae25bd765)\" d=\"M 114.442188 414.219928 \nL 230.169738 414.219928 \nL 230.169738 404.279489 \nL 114.442188 404.279489 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_33\">\n    <path clip-path=\"url(#peae25bd765)\" d=\"M 114.442188 426.645476 \nL 316.104209 426.645476 \nL 316.104209 416.705037 \nL 114.442188 416.705037 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_34\">\n    <path clip-path=\"url(#peae25bd765)\" d=\"M 114.442188 439.071025 \nL 223.79983 439.071025 \nL 223.79983 429.130586 \nL 114.442188 429.130586 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_35\">\n    <path clip-path=\"url(#peae25bd765)\" d=\"M 114.442188 451.496573 \nL 192.717636 451.496573 \nL 192.717636 441.556134 \nL 114.442188 441.556134 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_36\">\n    <path clip-path=\"url(#peae25bd765)\" d=\"M 114.442188 463.922122 \nL 241.212573 463.922122 \nL 241.212573 453.981683 \nL 114.442188 453.981683 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"patch_37\">\n    <path clip-path=\"url(#peae25bd765)\" d=\"M 114.442188 476.34767 \nL 193.211351 476.34767 \nL 193.211351 466.407232 \nL 114.442188 466.407232 \nz\n\" style=\"fill:#1f77b4;\"/>\n   </g>\n   <g id=\"matplotlib.axis_1\">\n    <g id=\"xtick_1\">\n     <g id=\"line2d_1\">\n      <path clip-path=\"url(#peae25bd765)\" d=\"M 114.442188 497.968125 \nL 114.442188 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_2\">\n      <defs>\n       <path d=\"M 0 0 \nL 0 3.5 \n\" id=\"m9b88b735ea\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"114.442188\" xlink:href=\"#m9b88b735ea\" y=\"497.968125\"/>\n      </g>\n     </g>\n     <g id=\"text_1\">\n      <!-- 0 -->\n      <g transform=\"translate(111.260937 512.566562)scale(0.1 -0.1)\">\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       <use xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_2\">\n     <g id=\"line2d_3\">\n      <path clip-path=\"url(#peae25bd765)\" d=\"M 192.228493 497.968125 \nL 192.228493 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_4\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"192.228493\" xlink:href=\"#m9b88b735ea\" y=\"497.968125\"/>\n      </g>\n     </g>\n     <g id=\"text_2\">\n      <!-- 5 -->\n      <g transform=\"translate(189.047243 512.566562)scale(0.1 -0.1)\">\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       <use xlink:href=\"#DejaVuSans-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_3\">\n     <g id=\"line2d_5\">\n      <path clip-path=\"url(#peae25bd765)\" d=\"M 270.014798 497.968125 \nL 270.014798 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_6\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"270.014798\" xlink:href=\"#m9b88b735ea\" y=\"497.968125\"/>\n      </g>\n     </g>\n     <g id=\"text_3\">\n      <!-- 10 -->\n      <g transform=\"translate(263.652298 512.566562)scale(0.1 -0.1)\">\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       <use xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_4\">\n     <g id=\"line2d_7\">\n      <path clip-path=\"url(#peae25bd765)\" d=\"M 347.801104 497.968125 \nL 347.801104 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_8\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"347.801104\" xlink:href=\"#m9b88b735ea\" y=\"497.968125\"/>\n      </g>\n     </g>\n     <g id=\"text_4\">\n      <!-- 15 -->\n      <g transform=\"translate(341.438604 512.566562)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_5\">\n     <g id=\"line2d_9\">\n      <path clip-path=\"url(#peae25bd765)\" d=\"M 425.587409 497.968125 \nL 425.587409 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_10\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"425.587409\" xlink:href=\"#m9b88b735ea\" y=\"497.968125\"/>\n      </g>\n     </g>\n     <g id=\"text_5\">\n      <!-- 20 -->\n      <g transform=\"translate(419.224909 512.566562)scale(0.1 -0.1)\">\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       <use xlink:href=\"#DejaVuSans-50\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_6\">\n     <g id=\"line2d_11\">\n      <path clip-path=\"url(#peae25bd765)\" d=\"M 503.373715 497.968125 \nL 503.373715 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"line2d_12\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"503.373715\" xlink:href=\"#m9b88b735ea\" y=\"497.968125\"/>\n      </g>\n     </g>\n     <g id=\"text_6\">\n      <!-- 25 -->\n      <g transform=\"translate(497.011215 512.566562)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=\"text_7\">\n     <!-- Average plays per song -->\n     <g transform=\"translate(250.9375 526.244687)scale(0.1 -0.1)\">\n      <defs>\n       <path d=\"M 34.1875 63.1875 \nL 20.796875 26.90625 \nL 47.609375 26.90625 \nz\nM 28.609375 72.90625 \nL 39.796875 72.90625 \nL 67.578125 0 \nL 57.328125 0 \nL 50.6875 18.703125 \nL 17.828125 18.703125 \nL 11.1875 0 \nL 0.78125 0 \nz\n\" id=\"DejaVuSans-65\"/>\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       <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 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 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       <path id=\"DejaVuSans-32\"/>\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 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 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       <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 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 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      </defs>\n      <use xlink:href=\"#DejaVuSans-65\"/>\n      <use x=\"62.533203\" xlink:href=\"#DejaVuSans-118\"/>\n      <use x=\"121.712891\" xlink:href=\"#DejaVuSans-101\"/>\n      <use x=\"183.236328\" xlink:href=\"#DejaVuSans-114\"/>\n      <use x=\"224.349609\" xlink:href=\"#DejaVuSans-97\"/>\n      <use x=\"285.628906\" xlink:href=\"#DejaVuSans-103\"/>\n      <use x=\"349.105469\" xlink:href=\"#DejaVuSans-101\"/>\n      <use x=\"410.628906\" xlink:href=\"#DejaVuSans-32\"/>\n      <use x=\"442.416016\" xlink:href=\"#DejaVuSans-112\"/>\n      <use x=\"505.892578\" xlink:href=\"#DejaVuSans-108\"/>\n      <use x=\"533.675781\" xlink:href=\"#DejaVuSans-97\"/>\n      <use x=\"594.955078\" xlink:href=\"#DejaVuSans-121\"/>\n      <use x=\"654.134766\" xlink:href=\"#DejaVuSans-115\"/>\n      <use x=\"706.234375\" xlink:href=\"#DejaVuSans-32\"/>\n      <use x=\"738.021484\" xlink:href=\"#DejaVuSans-112\"/>\n      <use x=\"801.498047\" xlink:href=\"#DejaVuSans-101\"/>\n      <use x=\"863.021484\" xlink:href=\"#DejaVuSans-114\"/>\n      <use x=\"904.134766\" xlink:href=\"#DejaVuSans-32\"/>\n      <use x=\"935.921875\" xlink:href=\"#DejaVuSans-115\"/>\n      <use x=\"988.021484\" xlink:href=\"#DejaVuSans-111\"/>\n      <use x=\"1049.203125\" xlink:href=\"#DejaVuSans-110\"/>\n      <use x=\"1112.582031\" xlink:href=\"#DejaVuSans-103\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_2\">\n    <g id=\"ytick_1\">\n     <g id=\"line2d_13\">\n      <defs>\n       <path d=\"M 0 0 \nL -3.5 0 \n\" id=\"mc7d576ebdc\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"114.442188\" xlink:href=\"#mc7d576ebdc\" y=\"48.908799\"/>\n      </g>\n     </g>\n     <g id=\"text_8\">\n      <!-- Freddie Gibbs -->\n      <g transform=\"translate(39.1375 52.708018)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 9.8125 72.90625 \nL 51.703125 72.90625 \nL 51.703125 64.59375 \nL 19.671875 64.59375 \nL 19.671875 43.109375 \nL 48.578125 43.109375 \nL 48.578125 34.8125 \nL 19.671875 34.8125 \nL 19.671875 0 \nL 9.8125 0 \nz\n\" id=\"DejaVuSans-70\"/>\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 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 59.515625 10.40625 \nL 59.515625 29.984375 \nL 43.40625 29.984375 \nL 43.40625 38.09375 \nL 69.28125 38.09375 \nL 69.28125 6.78125 \nQ 63.578125 2.734375 56.6875 0.65625 \nQ 49.8125 -1.421875 42 -1.421875 \nQ 24.90625 -1.421875 15.25 8.5625 \nQ 5.609375 18.5625 5.609375 36.375 \nQ 5.609375 54.25 15.25 64.234375 \nQ 24.90625 74.21875 42 74.21875 \nQ 49.125 74.21875 55.546875 72.453125 \nQ 61.96875 70.703125 67.390625 67.28125 \nL 67.390625 56.78125 \nQ 61.921875 61.421875 55.765625 63.765625 \nQ 49.609375 66.109375 42.828125 66.109375 \nQ 29.4375 66.109375 22.71875 58.640625 \nQ 16.015625 51.171875 16.015625 36.375 \nQ 16.015625 21.625 22.71875 14.15625 \nQ 29.4375 6.6875 42.828125 6.6875 \nQ 48.046875 6.6875 52.140625 7.59375 \nQ 56.25 8.5 59.515625 10.40625 \nz\n\" id=\"DejaVuSans-71\"/>\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       <use xlink:href=\"#DejaVuSans-70\"/>\n       <use x=\"50.269531\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"89.132812\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"150.65625\" xlink:href=\"#DejaVuSans-100\"/>\n       <use x=\"214.132812\" xlink:href=\"#DejaVuSans-100\"/>\n       <use x=\"277.609375\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"305.392578\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"366.916016\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"398.703125\" xlink:href=\"#DejaVuSans-71\"/>\n       <use x=\"476.193359\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"503.976562\" xlink:href=\"#DejaVuSans-98\"/>\n       <use x=\"567.453125\" xlink:href=\"#DejaVuSans-98\"/>\n       <use x=\"630.929688\" xlink:href=\"#DejaVuSans-115\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_2\">\n     <g id=\"line2d_14\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"114.442188\" xlink:href=\"#mc7d576ebdc\" y=\"61.334348\"/>\n      </g>\n     </g>\n     <g id=\"text_9\">\n      <!-- Kendrick Lamar -->\n      <g transform=\"translate(29.509375 65.133566)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 9.8125 72.90625 \nL 19.671875 72.90625 \nL 19.671875 42.09375 \nL 52.390625 72.90625 \nL 65.09375 72.90625 \nL 28.90625 38.921875 \nL 67.671875 0 \nL 54.6875 0 \nL 19.671875 35.109375 \nL 19.671875 0 \nL 9.8125 0 \nz\n\" id=\"DejaVuSans-75\"/>\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 9.078125 75.984375 \nL 18.109375 75.984375 \nL 18.109375 31.109375 \nL 44.921875 54.6875 \nL 56.390625 54.6875 \nL 27.390625 29.109375 \nL 57.625 0 \nL 45.90625 0 \nL 18.109375 26.703125 \nL 18.109375 0 \nL 9.078125 0 \nz\n\" id=\"DejaVuSans-107\"/>\n        <path d=\"M 9.8125 72.90625 \nL 19.671875 72.90625 \nL 19.671875 8.296875 \nL 55.171875 8.296875 \nL 55.171875 0 \nL 9.8125 0 \nz\n\" id=\"DejaVuSans-76\"/>\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       <use xlink:href=\"#DejaVuSans-75\"/>\n       <use x=\"60.576172\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"122.099609\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"185.478516\" xlink:href=\"#DejaVuSans-100\"/>\n       <use x=\"248.955078\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"290.068359\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"317.851562\" xlink:href=\"#DejaVuSans-99\"/>\n       <use x=\"372.832031\" xlink:href=\"#DejaVuSans-107\"/>\n       <use x=\"430.742188\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"462.529297\" xlink:href=\"#DejaVuSans-76\"/>\n       <use x=\"518.242188\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"579.521484\" xlink:href=\"#DejaVuSans-109\"/>\n       <use x=\"676.933594\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"738.212891\" xlink:href=\"#DejaVuSans-114\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_3\">\n     <g id=\"line2d_15\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"114.442188\" xlink:href=\"#mc7d576ebdc\" y=\"73.759896\"/>\n      </g>\n     </g>\n     <g id=\"text_10\">\n      <!-- Gorgon City -->\n      <g transform=\"translate(48.05625 77.559115)scale(0.1 -0.1)\">\n       <defs>\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 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       <use xlink:href=\"#DejaVuSans-71\"/>\n       <use x=\"77.490234\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"138.671875\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"178.035156\" xlink:href=\"#DejaVuSans-103\"/>\n       <use x=\"241.511719\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"302.693359\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"366.072266\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"397.859375\" xlink:href=\"#DejaVuSans-67\"/>\n       <use x=\"467.683594\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"495.466797\" xlink:href=\"#DejaVuSans-116\"/>\n       <use x=\"534.675781\" xlink:href=\"#DejaVuSans-121\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_4\">\n     <g id=\"line2d_16\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"114.442188\" xlink:href=\"#mc7d576ebdc\" y=\"86.185445\"/>\n      </g>\n     </g>\n     <g id=\"text_11\">\n      <!-- Deaf Havana -->\n      <g transform=\"translate(42.601562 89.984663)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 19.671875 64.796875 \nL 19.671875 8.109375 \nL 31.59375 8.109375 \nQ 46.6875 8.109375 53.6875 14.9375 \nQ 60.6875 21.78125 60.6875 36.53125 \nQ 60.6875 51.171875 53.6875 57.984375 \nQ 46.6875 64.796875 31.59375 64.796875 \nz\nM 9.8125 72.90625 \nL 30.078125 72.90625 \nQ 51.265625 72.90625 61.171875 64.09375 \nQ 71.09375 55.28125 71.09375 36.53125 \nQ 71.09375 17.671875 61.125 8.828125 \nQ 51.171875 0 30.078125 0 \nL 9.8125 0 \nz\n\" id=\"DejaVuSans-68\"/>\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 9.8125 72.90625 \nL 19.671875 72.90625 \nL 19.671875 43.015625 \nL 55.515625 43.015625 \nL 55.515625 72.90625 \nL 65.375 72.90625 \nL 65.375 0 \nL 55.515625 0 \nL 55.515625 34.71875 \nL 19.671875 34.71875 \nL 19.671875 0 \nL 9.8125 0 \nz\n\" id=\"DejaVuSans-72\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-68\"/>\n       <use x=\"77.001953\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"138.525391\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"199.804688\" xlink:href=\"#DejaVuSans-102\"/>\n       <use x=\"235.009766\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"266.796875\" xlink:href=\"#DejaVuSans-72\"/>\n       <use x=\"341.992188\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"403.271484\" xlink:href=\"#DejaVuSans-118\"/>\n       <use x=\"462.451172\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"523.730469\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"587.109375\" xlink:href=\"#DejaVuSans-97\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_5\">\n     <g id=\"line2d_17\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"114.442188\" xlink:href=\"#mc7d576ebdc\" y=\"98.610993\"/>\n      </g>\n     </g>\n     <g id=\"text_12\">\n      <!-- Knxwledge -->\n      <g transform=\"translate(52.66875 102.410212)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 54.890625 54.6875 \nL 35.109375 28.078125 \nL 55.90625 0 \nL 45.3125 0 \nL 29.390625 21.484375 \nL 13.484375 0 \nL 2.875 0 \nL 24.125 28.609375 \nL 4.6875 54.6875 \nL 15.28125 54.6875 \nL 29.78125 35.203125 \nL 44.28125 54.6875 \nz\n\" id=\"DejaVuSans-120\"/>\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       <use xlink:href=\"#DejaVuSans-75\"/>\n       <use x=\"65.576172\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"128.955078\" xlink:href=\"#DejaVuSans-120\"/>\n       <use x=\"188.134766\" xlink:href=\"#DejaVuSans-119\"/>\n       <use x=\"269.921875\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"297.705078\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"359.228516\" xlink:href=\"#DejaVuSans-100\"/>\n       <use x=\"422.705078\" xlink:href=\"#DejaVuSans-103\"/>\n       <use x=\"486.181641\" xlink:href=\"#DejaVuSans-101\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_6\">\n     <g id=\"line2d_18\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"114.442188\" xlink:href=\"#mc7d576ebdc\" y=\"111.036542\"/>\n      </g>\n     </g>\n     <g id=\"text_13\">\n      <!-- Death Grips -->\n      <g transform=\"translate(47.829687 114.835761)scale(0.1 -0.1)\">\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       <use xlink:href=\"#DejaVuSans-68\"/>\n       <use x=\"77.001953\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"138.525391\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"199.804688\" xlink:href=\"#DejaVuSans-116\"/>\n       <use x=\"239.013672\" xlink:href=\"#DejaVuSans-104\"/>\n       <use x=\"302.392578\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"334.179688\" xlink:href=\"#DejaVuSans-71\"/>\n       <use x=\"411.669922\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"452.783203\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"480.566406\" xlink:href=\"#DejaVuSans-112\"/>\n       <use x=\"544.042969\" xlink:href=\"#DejaVuSans-115\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_7\">\n     <g id=\"line2d_19\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"114.442188\" xlink:href=\"#mc7d576ebdc\" y=\"123.462091\"/>\n      </g>\n     </g>\n     <g id=\"text_14\">\n      <!-- Eminem -->\n      <g transform=\"translate(66.373437 127.261309)scale(0.1 -0.1)\">\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       </defs>\n       <use xlink:href=\"#DejaVuSans-69\"/>\n       <use x=\"63.183594\" xlink:href=\"#DejaVuSans-109\"/>\n       <use x=\"160.595703\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"188.378906\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"251.757812\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"313.28125\" xlink:href=\"#DejaVuSans-109\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_8\">\n     <g id=\"line2d_20\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"114.442188\" xlink:href=\"#mc7d576ebdc\" y=\"135.887639\"/>\n      </g>\n     </g>\n     <g id=\"text_15\">\n      <!-- Kanye West -->\n      <g transform=\"translate(48.760937 139.686858)scale(0.1 -0.1)\">\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       </defs>\n       <use xlink:href=\"#DejaVuSans-75\"/>\n       <use x=\"63.826172\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"125.105469\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"188.484375\" xlink:href=\"#DejaVuSans-121\"/>\n       <use x=\"247.664062\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"309.1875\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"340.974609\" xlink:href=\"#DejaVuSans-87\"/>\n       <use x=\"433.976562\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"495.5\" xlink:href=\"#DejaVuSans-115\"/>\n       <use x=\"547.599609\" xlink:href=\"#DejaVuSans-116\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_9\">\n     <g id=\"line2d_21\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"114.442188\" xlink:href=\"#mc7d576ebdc\" y=\"148.313188\"/>\n      </g>\n     </g>\n     <g id=\"text_16\">\n      <!-- Dawn Wall -->\n      <g transform=\"translate(54.985937 152.112406)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-68\"/>\n       <use x=\"77.001953\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"138.28125\" xlink:href=\"#DejaVuSans-119\"/>\n       <use x=\"220.068359\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"283.447266\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"315.234375\" xlink:href=\"#DejaVuSans-87\"/>\n       <use x=\"407.736328\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"469.015625\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"496.798828\" xlink:href=\"#DejaVuSans-108\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_10\">\n     <g id=\"line2d_22\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"114.442188\" xlink:href=\"#mc7d576ebdc\" y=\"160.738736\"/>\n      </g>\n     </g>\n     <g id=\"text_17\">\n      <!-- Lower Than Atlantis -->\n      <g transform=\"translate(8.479687 164.537955)scale(0.1 -0.1)\">\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       </defs>\n       <use xlink:href=\"#DejaVuSans-76\"/>\n       <use x=\"53.962891\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"115.144531\" xlink:href=\"#DejaVuSans-119\"/>\n       <use x=\"196.931641\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"258.455078\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"299.568359\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"331.355469\" xlink:href=\"#DejaVuSans-84\"/>\n       <use x=\"392.439453\" xlink:href=\"#DejaVuSans-104\"/>\n       <use x=\"455.818359\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"517.097656\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"580.476562\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"612.263672\" xlink:href=\"#DejaVuSans-65\"/>\n       <use x=\"678.921875\" xlink:href=\"#DejaVuSans-116\"/>\n       <use x=\"718.130859\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"745.914062\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"807.193359\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"870.572266\" xlink:href=\"#DejaVuSans-116\"/>\n       <use x=\"909.78125\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"937.564453\" xlink:href=\"#DejaVuSans-115\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_11\">\n     <g id=\"line2d_23\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"114.442188\" xlink:href=\"#mc7d576ebdc\" y=\"173.164285\"/>\n      </g>\n     </g>\n     <g id=\"text_18\">\n      <!-- Flume -->\n      <g transform=\"translate(76.68125 176.963504)scale(0.1 -0.1)\">\n       <defs>\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       </defs>\n       <use xlink:href=\"#DejaVuSans-70\"/>\n       <use x=\"57.519531\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"85.302734\" xlink:href=\"#DejaVuSans-117\"/>\n       <use x=\"148.681641\" xlink:href=\"#DejaVuSans-109\"/>\n       <use x=\"246.09375\" xlink:href=\"#DejaVuSans-101\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_12\">\n     <g id=\"line2d_24\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"114.442188\" xlink:href=\"#mc7d576ebdc\" y=\"185.589833\"/>\n      </g>\n     </g>\n     <g id=\"text_19\">\n      <!-- Disclosure -->\n      <g transform=\"translate(55.773438 189.389052)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-68\"/>\n       <use x=\"77.001953\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"104.785156\" xlink:href=\"#DejaVuSans-115\"/>\n       <use x=\"156.884766\" xlink:href=\"#DejaVuSans-99\"/>\n       <use x=\"211.865234\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"239.648438\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"300.830078\" xlink:href=\"#DejaVuSans-115\"/>\n       <use x=\"352.929688\" xlink:href=\"#DejaVuSans-117\"/>\n       <use x=\"416.308594\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"455.171875\" xlink:href=\"#DejaVuSans-101\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_13\">\n     <g id=\"line2d_25\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"114.442188\" xlink:href=\"#mc7d576ebdc\" y=\"198.015382\"/>\n      </g>\n     </g>\n     <g id=\"text_20\">\n      <!-- Converge -->\n      <g transform=\"translate(59.49375 201.814601)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-67\"/>\n       <use x=\"69.824219\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"131.005859\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"194.384766\" xlink:href=\"#DejaVuSans-118\"/>\n       <use x=\"253.564453\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"315.087891\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"354.451172\" xlink:href=\"#DejaVuSans-103\"/>\n       <use x=\"417.927734\" xlink:href=\"#DejaVuSans-101\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_14\">\n     <g id=\"line2d_26\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"114.442188\" xlink:href=\"#mc7d576ebdc\" y=\"210.440931\"/>\n      </g>\n     </g>\n     <g id=\"text_21\">\n      <!-- Stormzy -->\n      <g transform=\"translate(66.210938 214.240149)scale(0.1 -0.1)\">\n       <defs>\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        <path d=\"M 5.515625 54.6875 \nL 48.1875 54.6875 \nL 48.1875 46.484375 \nL 14.40625 7.171875 \nL 48.1875 7.171875 \nL 48.1875 0 \nL 4.296875 0 \nL 4.296875 8.203125 \nL 38.09375 47.515625 \nL 5.515625 47.515625 \nz\n\" id=\"DejaVuSans-122\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-83\"/>\n       <use x=\"63.476562\" xlink:href=\"#DejaVuSans-116\"/>\n       <use x=\"102.685547\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"163.867188\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"203.230469\" xlink:href=\"#DejaVuSans-109\"/>\n       <use x=\"300.642578\" xlink:href=\"#DejaVuSans-122\"/>\n       <use x=\"353.132812\" xlink:href=\"#DejaVuSans-121\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_15\">\n     <g id=\"line2d_27\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"114.442188\" xlink:href=\"#mc7d576ebdc\" y=\"222.866479\"/>\n      </g>\n     </g>\n     <g id=\"text_22\">\n      <!-- LSB -->\n      <g transform=\"translate(88.660938 226.665698)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 19.671875 34.8125 \nL 19.671875 8.109375 \nL 35.5 8.109375 \nQ 43.453125 8.109375 47.28125 11.40625 \nQ 51.125 14.703125 51.125 21.484375 \nQ 51.125 28.328125 47.28125 31.5625 \nQ 43.453125 34.8125 35.5 34.8125 \nz\nM 19.671875 64.796875 \nL 19.671875 42.828125 \nL 34.28125 42.828125 \nQ 41.5 42.828125 45.03125 45.53125 \nQ 48.578125 48.25 48.578125 53.8125 \nQ 48.578125 59.328125 45.03125 62.0625 \nQ 41.5 64.796875 34.28125 64.796875 \nz\nM 9.8125 72.90625 \nL 35.015625 72.90625 \nQ 46.296875 72.90625 52.390625 68.21875 \nQ 58.5 63.53125 58.5 54.890625 \nQ 58.5 48.1875 55.375 44.234375 \nQ 52.25 40.28125 46.1875 39.3125 \nQ 53.46875 37.75 57.5 32.78125 \nQ 61.53125 27.828125 61.53125 20.40625 \nQ 61.53125 10.640625 54.890625 5.3125 \nQ 48.25 0 35.984375 0 \nL 9.8125 0 \nz\n\" id=\"DejaVuSans-66\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-76\"/>\n       <use x=\"55.712891\" xlink:href=\"#DejaVuSans-83\"/>\n       <use x=\"119.189453\" xlink:href=\"#DejaVuSans-66\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_16\">\n     <g id=\"line2d_28\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"114.442188\" xlink:href=\"#mc7d576ebdc\" y=\"235.292028\"/>\n      </g>\n     </g>\n     <g id=\"text_23\">\n      <!-- Run the Jewels -->\n      <g transform=\"translate(34.079688 239.091247)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 44.390625 34.1875 \nQ 47.5625 33.109375 50.5625 29.59375 \nQ 53.5625 26.078125 56.59375 19.921875 \nL 66.609375 0 \nL 56 0 \nL 46.6875 18.703125 \nQ 43.0625 26.03125 39.671875 28.421875 \nQ 36.28125 30.8125 30.421875 30.8125 \nL 19.671875 30.8125 \nL 19.671875 0 \nL 9.8125 0 \nL 9.8125 72.90625 \nL 32.078125 72.90625 \nQ 44.578125 72.90625 50.734375 67.671875 \nQ 56.890625 62.453125 56.890625 51.90625 \nQ 56.890625 45.015625 53.6875 40.46875 \nQ 50.484375 35.9375 44.390625 34.1875 \nz\nM 19.671875 64.796875 \nL 19.671875 38.921875 \nL 32.078125 38.921875 \nQ 39.203125 38.921875 42.84375 42.21875 \nQ 46.484375 45.515625 46.484375 51.90625 \nQ 46.484375 58.296875 42.84375 61.546875 \nQ 39.203125 64.796875 32.078125 64.796875 \nz\n\" id=\"DejaVuSans-82\"/>\n        <path d=\"M 9.8125 72.90625 \nL 19.671875 72.90625 \nL 19.671875 5.078125 \nQ 19.671875 -8.109375 14.671875 -14.0625 \nQ 9.671875 -20.015625 -1.421875 -20.015625 \nL -5.171875 -20.015625 \nL -5.171875 -11.71875 \nL -2.09375 -11.71875 \nQ 4.4375 -11.71875 7.125 -8.046875 \nQ 9.8125 -4.390625 9.8125 5.078125 \nz\n\" id=\"DejaVuSans-74\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-82\"/>\n       <use x=\"64.982422\" xlink:href=\"#DejaVuSans-117\"/>\n       <use x=\"128.361328\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"191.740234\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"223.527344\" xlink:href=\"#DejaVuSans-116\"/>\n       <use x=\"262.736328\" xlink:href=\"#DejaVuSans-104\"/>\n       <use x=\"326.115234\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"387.638672\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"419.425781\" xlink:href=\"#DejaVuSans-74\"/>\n       <use x=\"448.917969\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"510.441406\" xlink:href=\"#DejaVuSans-119\"/>\n       <use x=\"592.228516\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"653.751953\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"681.535156\" xlink:href=\"#DejaVuSans-115\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_17\">\n     <g id=\"line2d_29\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"114.442188\" xlink:href=\"#mc7d576ebdc\" y=\"247.717576\"/>\n      </g>\n     </g>\n     <g id=\"text_24\">\n      <!-- Chase &amp; Status -->\n      <g transform=\"translate(30.6125 251.516795)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 24.3125 39.203125 \nQ 19.875 35.25 17.796875 31.3125 \nQ 15.71875 27.390625 15.71875 23.09375 \nQ 15.71875 15.96875 20.890625 11.234375 \nQ 26.078125 6.5 33.890625 6.5 \nQ 38.53125 6.5 42.578125 8.03125 \nQ 46.625 9.578125 50.203125 12.703125 \nz\nM 31.203125 44.671875 \nL 56 19.28125 \nQ 58.890625 23.640625 60.5 28.59375 \nQ 62.109375 33.546875 62.40625 39.109375 \nL 71.484375 39.109375 \nQ 70.90625 32.671875 68.359375 26.359375 \nQ 65.828125 20.0625 61.28125 13.921875 \nL 74.90625 0 \nL 62.59375 0 \nL 55.609375 7.171875 \nQ 50.53125 2.828125 44.96875 0.703125 \nQ 39.40625 -1.421875 33.015625 -1.421875 \nQ 21.234375 -1.421875 13.765625 5.296875 \nQ 6.296875 12.015625 6.296875 22.515625 \nQ 6.296875 28.765625 9.5625 34.25 \nQ 12.84375 39.75 19.390625 44.578125 \nQ 17.046875 47.65625 15.8125 50.703125 \nQ 14.59375 53.765625 14.59375 56.6875 \nQ 14.59375 64.59375 20.015625 69.40625 \nQ 25.4375 74.21875 34.421875 74.21875 \nQ 38.484375 74.21875 42.5 73.34375 \nQ 46.53125 72.46875 50.6875 70.703125 \nL 50.6875 61.8125 \nQ 46.4375 64.109375 42.578125 65.296875 \nQ 38.71875 66.5 35.40625 66.5 \nQ 30.28125 66.5 27.078125 63.78125 \nQ 23.875 61.078125 23.875 56.78125 \nQ 23.875 54.296875 25.3125 51.78125 \nQ 26.765625 49.265625 31.203125 44.671875 \nz\n\" id=\"DejaVuSans-38\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-67\"/>\n       <use x=\"69.824219\" xlink:href=\"#DejaVuSans-104\"/>\n       <use x=\"133.203125\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"194.482422\" xlink:href=\"#DejaVuSans-115\"/>\n       <use x=\"246.582031\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"308.105469\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"339.892578\" xlink:href=\"#DejaVuSans-38\"/>\n       <use x=\"417.871094\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"449.658203\" xlink:href=\"#DejaVuSans-83\"/>\n       <use x=\"513.134766\" xlink:href=\"#DejaVuSans-116\"/>\n       <use x=\"552.34375\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"613.623047\" xlink:href=\"#DejaVuSans-116\"/>\n       <use x=\"652.832031\" xlink:href=\"#DejaVuSans-117\"/>\n       <use x=\"716.210938\" xlink:href=\"#DejaVuSans-115\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_18\">\n     <g id=\"line2d_30\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"114.442188\" xlink:href=\"#mc7d576ebdc\" y=\"260.143125\"/>\n      </g>\n     </g>\n     <g id=\"text_25\">\n      <!-- J Dilla -->\n      <g transform=\"translate(79.151562 263.942344)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-74\"/>\n       <use x=\"29.492188\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"61.279297\" xlink:href=\"#DejaVuSans-68\"/>\n       <use x=\"138.28125\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"166.064453\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"193.847656\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"221.630859\" xlink:href=\"#DejaVuSans-97\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_19\">\n     <g id=\"line2d_31\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"114.442188\" xlink:href=\"#mc7d576ebdc\" y=\"272.568674\"/>\n      </g>\n     </g>\n     <g id=\"text_26\">\n      <!-- Zeal &amp; Ardor -->\n      <g transform=\"translate(44.023438 276.367892)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 5.609375 72.90625 \nL 62.890625 72.90625 \nL 62.890625 65.375 \nL 16.796875 8.296875 \nL 64.015625 8.296875 \nL 64.015625 0 \nL 4.5 0 \nL 4.5 7.515625 \nL 50.59375 64.59375 \nL 5.609375 64.59375 \nz\n\" id=\"DejaVuSans-90\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-90\"/>\n       <use x=\"68.505859\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"130.029297\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"191.308594\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"219.091797\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"250.878906\" xlink:href=\"#DejaVuSans-38\"/>\n       <use x=\"328.857422\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"360.644531\" xlink:href=\"#DejaVuSans-65\"/>\n       <use x=\"429.052734\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"468.416016\" xlink:href=\"#DejaVuSans-100\"/>\n       <use x=\"531.892578\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"593.074219\" xlink:href=\"#DejaVuSans-114\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_20\">\n     <g id=\"line2d_32\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"114.442188\" xlink:href=\"#mc7d576ebdc\" y=\"284.994222\"/>\n      </g>\n     </g>\n     <g id=\"text_27\">\n      <!-- Mallory Knox -->\n      <g transform=\"translate(43.182812 288.793441)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 9.8125 72.90625 \nL 24.515625 72.90625 \nL 43.109375 23.296875 \nL 61.8125 72.90625 \nL 76.515625 72.90625 \nL 76.515625 0 \nL 66.890625 0 \nL 66.890625 64.015625 \nL 48.09375 14.015625 \nL 38.1875 14.015625 \nL 19.390625 64.015625 \nL 19.390625 0 \nL 9.8125 0 \nz\n\" id=\"DejaVuSans-77\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-77\"/>\n       <use x=\"86.279297\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"147.558594\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"175.341797\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"203.125\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"264.306641\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"305.419922\" xlink:href=\"#DejaVuSans-121\"/>\n       <use x=\"364.599609\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"396.386719\" xlink:href=\"#DejaVuSans-75\"/>\n       <use x=\"461.962891\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"525.341797\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"583.398438\" xlink:href=\"#DejaVuSans-120\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_21\">\n     <g id=\"line2d_33\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"114.442188\" xlink:href=\"#mc7d576ebdc\" y=\"297.419771\"/>\n      </g>\n     </g>\n     <g id=\"text_28\">\n      <!-- My Nu Leng -->\n      <g transform=\"translate(48.484375 301.21899)scale(0.1 -0.1)\">\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       </defs>\n       <use xlink:href=\"#DejaVuSans-77\"/>\n       <use x=\"86.279297\" xlink:href=\"#DejaVuSans-121\"/>\n       <use x=\"145.458984\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"177.246094\" xlink:href=\"#DejaVuSans-78\"/>\n       <use x=\"252.050781\" xlink:href=\"#DejaVuSans-117\"/>\n       <use x=\"315.429688\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"347.216797\" xlink:href=\"#DejaVuSans-76\"/>\n       <use x=\"401.179688\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"462.703125\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"526.082031\" xlink:href=\"#DejaVuSans-103\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_22\">\n     <g id=\"line2d_34\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"114.442188\" xlink:href=\"#mc7d576ebdc\" y=\"309.845319\"/>\n      </g>\n     </g>\n     <g id=\"text_29\">\n      <!-- Apollo Brown -->\n      <g transform=\"translate(41.9 313.644538)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-65\"/>\n       <use x=\"68.408203\" xlink:href=\"#DejaVuSans-112\"/>\n       <use x=\"131.884766\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"193.066406\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"220.849609\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"248.632812\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"309.814453\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"341.601562\" xlink:href=\"#DejaVuSans-66\"/>\n       <use x=\"410.205078\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"449.068359\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"510.25\" xlink:href=\"#DejaVuSans-119\"/>\n       <use x=\"592.037109\" xlink:href=\"#DejaVuSans-110\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_23\">\n     <g id=\"line2d_35\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"114.442188\" xlink:href=\"#mc7d576ebdc\" y=\"322.270868\"/>\n      </g>\n     </g>\n     <g id=\"text_30\">\n      <!-- Denzel Curry -->\n      <g transform=\"translate(42.607812 326.070087)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-68\"/>\n       <use x=\"77.001953\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"138.525391\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"201.904297\" xlink:href=\"#DejaVuSans-122\"/>\n       <use x=\"254.394531\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"315.917969\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"343.701172\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"375.488281\" xlink:href=\"#DejaVuSans-67\"/>\n       <use x=\"445.3125\" xlink:href=\"#DejaVuSans-117\"/>\n       <use x=\"508.691406\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"548.054688\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"589.167969\" xlink:href=\"#DejaVuSans-121\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_24\">\n     <g id=\"line2d_36\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"114.442188\" xlink:href=\"#mc7d576ebdc\" y=\"334.696417\"/>\n      </g>\n     </g>\n     <g id=\"text_31\">\n      <!-- Alix Perez -->\n      <g transform=\"translate(58.840625 338.495635)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 19.671875 64.796875 \nL 19.671875 37.40625 \nL 32.078125 37.40625 \nQ 38.96875 37.40625 42.71875 40.96875 \nQ 46.484375 44.53125 46.484375 51.125 \nQ 46.484375 57.671875 42.71875 61.234375 \nQ 38.96875 64.796875 32.078125 64.796875 \nz\nM 9.8125 72.90625 \nL 32.078125 72.90625 \nQ 44.34375 72.90625 50.609375 67.359375 \nQ 56.890625 61.8125 56.890625 51.125 \nQ 56.890625 40.328125 50.609375 34.8125 \nQ 44.34375 29.296875 32.078125 29.296875 \nL 19.671875 29.296875 \nL 19.671875 0 \nL 9.8125 0 \nz\n\" id=\"DejaVuSans-80\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-65\"/>\n       <use x=\"68.408203\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"96.191406\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"123.974609\" xlink:href=\"#DejaVuSans-120\"/>\n       <use x=\"183.154297\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"214.941406\" xlink:href=\"#DejaVuSans-80\"/>\n       <use x=\"271.619141\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"333.142578\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"372.005859\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"433.529297\" xlink:href=\"#DejaVuSans-122\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_25\">\n     <g id=\"line2d_37\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"114.442188\" xlink:href=\"#mc7d576ebdc\" y=\"347.121965\"/>\n      </g>\n     </g>\n     <g id=\"text_32\">\n      <!-- Have Mercy -->\n      <g transform=\"translate(48.459375 350.921184)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-72\"/>\n       <use x=\"75.195312\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"136.474609\" xlink:href=\"#DejaVuSans-118\"/>\n       <use x=\"195.654297\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"257.177734\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"288.964844\" xlink:href=\"#DejaVuSans-77\"/>\n       <use x=\"375.244141\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"436.767578\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"475.630859\" xlink:href=\"#DejaVuSans-99\"/>\n       <use x=\"530.611328\" xlink:href=\"#DejaVuSans-121\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_26\">\n     <g id=\"line2d_38\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"114.442188\" xlink:href=\"#mc7d576ebdc\" y=\"359.547514\"/>\n      </g>\n     </g>\n     <g id=\"text_33\">\n      <!-- J. Cole -->\n      <g transform=\"translate(76.103125 363.346732)scale(0.1 -0.1)\">\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       <use xlink:href=\"#DejaVuSans-74\"/>\n       <use x=\"29.492188\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"61.279297\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"93.066406\" xlink:href=\"#DejaVuSans-67\"/>\n       <use x=\"162.890625\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"224.072266\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"251.855469\" xlink:href=\"#DejaVuSans-101\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_27\">\n     <g id=\"line2d_39\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"114.442188\" xlink:href=\"#mc7d576ebdc\" y=\"371.973062\"/>\n      </g>\n     </g>\n     <g id=\"text_34\">\n      <!-- The Streets -->\n      <g transform=\"translate(50.075 375.772281)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-84\"/>\n       <use x=\"61.083984\" xlink:href=\"#DejaVuSans-104\"/>\n       <use x=\"124.462891\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"185.986328\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"217.773438\" xlink:href=\"#DejaVuSans-83\"/>\n       <use x=\"281.25\" xlink:href=\"#DejaVuSans-116\"/>\n       <use x=\"320.458984\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"359.322266\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"420.845703\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"482.369141\" xlink:href=\"#DejaVuSans-116\"/>\n       <use x=\"521.578125\" xlink:href=\"#DejaVuSans-115\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_28\">\n     <g id=\"line2d_40\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"114.442188\" xlink:href=\"#mc7d576ebdc\" y=\"384.398611\"/>\n      </g>\n     </g>\n     <g id=\"text_35\">\n      <!-- The Chainsmokers -->\n      <g transform=\"translate(15.13125 388.19783)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-84\"/>\n       <use x=\"61.083984\" xlink:href=\"#DejaVuSans-104\"/>\n       <use x=\"124.462891\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"185.986328\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"217.773438\" xlink:href=\"#DejaVuSans-67\"/>\n       <use x=\"287.597656\" xlink:href=\"#DejaVuSans-104\"/>\n       <use x=\"350.976562\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"412.255859\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"440.039062\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"503.417969\" xlink:href=\"#DejaVuSans-115\"/>\n       <use x=\"555.517578\" xlink:href=\"#DejaVuSans-109\"/>\n       <use x=\"652.929688\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"714.111328\" xlink:href=\"#DejaVuSans-107\"/>\n       <use x=\"768.396484\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"829.919922\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"871.033203\" xlink:href=\"#DejaVuSans-115\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_29\">\n     <g id=\"line2d_41\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"114.442188\" xlink:href=\"#mc7d576ebdc\" y=\"396.824159\"/>\n      </g>\n     </g>\n     <g id=\"text_36\">\n      <!-- Dusky -->\n      <g transform=\"translate(76.848438 400.623378)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-68\"/>\n       <use x=\"77.001953\" xlink:href=\"#DejaVuSans-117\"/>\n       <use x=\"140.380859\" xlink:href=\"#DejaVuSans-115\"/>\n       <use x=\"192.480469\" xlink:href=\"#DejaVuSans-107\"/>\n       <use x=\"246.765625\" xlink:href=\"#DejaVuSans-121\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_30\">\n     <g id=\"line2d_42\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"114.442188\" xlink:href=\"#mc7d576ebdc\" y=\"409.249708\"/>\n      </g>\n     </g>\n     <g id=\"text_37\">\n      <!-- Wu-Tang Clan -->\n      <g transform=\"translate(40.207813 413.048927)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 4.890625 31.390625 \nL 31.203125 31.390625 \nL 31.203125 23.390625 \nL 4.890625 23.390625 \nz\n\" id=\"DejaVuSans-45\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-87\"/>\n       <use x=\"95.251953\" xlink:href=\"#DejaVuSans-117\"/>\n       <use x=\"158.630859\" xlink:href=\"#DejaVuSans-45\"/>\n       <use x=\"185.589844\" xlink:href=\"#DejaVuSans-84\"/>\n       <use x=\"230.173828\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"291.453125\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"354.832031\" xlink:href=\"#DejaVuSans-103\"/>\n       <use x=\"418.308594\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"450.095703\" xlink:href=\"#DejaVuSans-67\"/>\n       <use x=\"519.919922\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"547.703125\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"608.982422\" xlink:href=\"#DejaVuSans-110\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_31\">\n     <g id=\"line2d_43\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"114.442188\" xlink:href=\"#mc7d576ebdc\" y=\"421.675257\"/>\n      </g>\n     </g>\n     <g id=\"text_38\">\n      <!-- Jid -->\n      <g transform=\"translate(95.365625 425.474475)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-74\"/>\n       <use x=\"29.492188\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"57.275391\" xlink:href=\"#DejaVuSans-100\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_32\">\n     <g id=\"line2d_44\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"114.442188\" xlink:href=\"#mc7d576ebdc\" y=\"434.100805\"/>\n      </g>\n     </g>\n     <g id=\"text_39\">\n      <!-- The Notorious B.I.G. -->\n      <g transform=\"translate(7.2 437.900024)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 9.8125 72.90625 \nL 19.671875 72.90625 \nL 19.671875 0 \nL 9.8125 0 \nz\n\" id=\"DejaVuSans-73\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-84\"/>\n       <use x=\"61.083984\" xlink:href=\"#DejaVuSans-104\"/>\n       <use x=\"124.462891\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"185.986328\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"217.773438\" xlink:href=\"#DejaVuSans-78\"/>\n       <use x=\"292.578125\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"353.759766\" xlink:href=\"#DejaVuSans-116\"/>\n       <use x=\"392.96875\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"454.150391\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"495.263672\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"523.046875\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"584.228516\" xlink:href=\"#DejaVuSans-117\"/>\n       <use x=\"647.607422\" xlink:href=\"#DejaVuSans-115\"/>\n       <use x=\"699.707031\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"731.494141\" xlink:href=\"#DejaVuSans-66\"/>\n       <use x=\"800.097656\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"831.884766\" xlink:href=\"#DejaVuSans-73\"/>\n       <use x=\"861.376953\" xlink:href=\"#DejaVuSans-46\"/>\n       <use x=\"893.164062\" xlink:href=\"#DejaVuSans-71\"/>\n       <use x=\"970.654297\" xlink:href=\"#DejaVuSans-46\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_33\">\n     <g id=\"line2d_45\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"114.442188\" xlink:href=\"#mc7d576ebdc\" y=\"446.526354\"/>\n      </g>\n     </g>\n     <g id=\"text_40\">\n      <!-- clipping. -->\n      <g transform=\"translate(65.048438 450.325573)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-99\"/>\n       <use x=\"54.980469\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"82.763672\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"110.546875\" xlink:href=\"#DejaVuSans-112\"/>\n       <use x=\"174.023438\" xlink:href=\"#DejaVuSans-112\"/>\n       <use x=\"237.5\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"265.283203\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"328.662109\" xlink:href=\"#DejaVuSans-103\"/>\n       <use x=\"392.138672\" xlink:href=\"#DejaVuSans-46\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_34\">\n     <g id=\"line2d_46\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"114.442188\" xlink:href=\"#mc7d576ebdc\" y=\"458.951902\"/>\n      </g>\n     </g>\n     <g id=\"text_41\">\n      <!-- Moose Blood -->\n      <g transform=\"translate(43.810938 462.751121)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-77\"/>\n       <use x=\"86.279297\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"147.460938\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"208.642578\" xlink:href=\"#DejaVuSans-115\"/>\n       <use x=\"260.742188\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"322.265625\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"354.052734\" xlink:href=\"#DejaVuSans-66\"/>\n       <use x=\"422.65625\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"450.439453\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"511.621094\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"572.802734\" xlink:href=\"#DejaVuSans-100\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_35\">\n     <g id=\"line2d_47\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"114.442188\" xlink:href=\"#mc7d576ebdc\" y=\"471.377451\"/>\n      </g>\n     </g>\n     <g id=\"text_42\">\n      <!-- Flying Lotus -->\n      <g transform=\"translate(47.36875 475.17667)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-70\"/>\n       <use x=\"57.519531\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"85.302734\" xlink:href=\"#DejaVuSans-121\"/>\n       <use x=\"144.482422\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"172.265625\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"235.644531\" xlink:href=\"#DejaVuSans-103\"/>\n       <use x=\"299.121094\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"330.908203\" xlink:href=\"#DejaVuSans-76\"/>\n       <use x=\"384.871094\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"446.052734\" xlink:href=\"#DejaVuSans-116\"/>\n       <use x=\"485.261719\" xlink:href=\"#DejaVuSans-117\"/>\n       <use x=\"548.640625\" xlink:href=\"#DejaVuSans-115\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"patch_38\">\n    <path d=\"M 114.442188 497.968125 \nL 114.442188 22.318125 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_39\">\n    <path d=\"M 505.042188 497.968125 \nL 505.042188 22.318125 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_40\">\n    <path d=\"M 114.442188 497.968125 \nL 505.042188 497.968125 \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 114.442188 22.318125 \nL 505.042188 22.318125 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"text_43\">\n    <!-- Normalised listening time -->\n    <g transform=\"translate(232.785625 16.318125)scale(0.12 -0.12)\">\n     <use xlink:href=\"#DejaVuSans-78\"/>\n     <use x=\"74.804688\" xlink:href=\"#DejaVuSans-111\"/>\n     <use x=\"135.986328\" xlink:href=\"#DejaVuSans-114\"/>\n     <use x=\"175.349609\" xlink:href=\"#DejaVuSans-109\"/>\n     <use x=\"272.761719\" xlink:href=\"#DejaVuSans-97\"/>\n     <use x=\"334.041016\" xlink:href=\"#DejaVuSans-108\"/>\n     <use x=\"361.824219\" xlink:href=\"#DejaVuSans-105\"/>\n     <use x=\"389.607422\" xlink:href=\"#DejaVuSans-115\"/>\n     <use x=\"441.707031\" xlink:href=\"#DejaVuSans-101\"/>\n     <use x=\"503.230469\" xlink:href=\"#DejaVuSans-100\"/>\n     <use x=\"566.707031\" xlink:href=\"#DejaVuSans-32\"/>\n     <use x=\"598.494141\" xlink:href=\"#DejaVuSans-108\"/>\n     <use x=\"626.277344\" xlink:href=\"#DejaVuSans-105\"/>\n     <use x=\"654.060547\" xlink:href=\"#DejaVuSans-115\"/>\n     <use x=\"706.160156\" xlink:href=\"#DejaVuSans-116\"/>\n     <use x=\"745.369141\" xlink:href=\"#DejaVuSans-101\"/>\n     <use x=\"806.892578\" xlink:href=\"#DejaVuSans-110\"/>\n     <use x=\"870.271484\" xlink:href=\"#DejaVuSans-105\"/>\n     <use x=\"898.054688\" xlink:href=\"#DejaVuSans-110\"/>\n     <use x=\"961.433594\" xlink:href=\"#DejaVuSans-103\"/>\n     <use x=\"1024.910156\" xlink:href=\"#DejaVuSans-32\"/>\n     <use x=\"1056.697266\" xlink:href=\"#DejaVuSans-116\"/>\n     <use x=\"1095.90625\" xlink:href=\"#DejaVuSans-105\"/>\n     <use x=\"1123.689453\" xlink:href=\"#DejaVuSans-109\"/>\n     <use x=\"1221.101562\" xlink:href=\"#DejaVuSans-101\"/>\n    </g>\n   </g>\n  </g>\n </g>\n <defs>\n  <clipPath id=\"peae25bd765\">\n   <rect height=\"475.65\" width=\"390.6\" x=\"114.442188\" 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=fig_size)\n",
    "plt.barh(np.arange(len(artists))[::-1], np.array(artists_time) / (artists_track_count * artists_average_track_length) )\n",
    "plt.yticks(np.arange(len(artists))[::-1], labels=[i.name for i in artists])\n",
    "plt.xlabel(\"Average plays per song\")\n",
    "plt.grid(axis=\"x\")\n",
    "plt.title(\"Normalised listening time\")\n",
    "plt.show()"
   ]
  },
  {
   "source": [
    "# Imports & Setup"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from datetime import datetime\n",
    "\n",
    "from google.cloud import bigquery\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib as mpl\n",
    "mpl.rcParams['figure.dpi'] = 120\n",
    "\n",
    "from analysis.net import get_spotnet, get_fmnet, get_playlist, track_frame\n",
    "from analysis.query import *\n",
    "from analysis import float_headers, days_since\n",
    "\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "client = bigquery.Client()\n",
    "spotnet = get_spotnet()\n",
    "fmnet = get_fmnet()\n",
    "cache = 'query.csv'\n",
    "first_day = datetime(year=2017, month=11, day=3)"
   ]
  },
  {
   "source": [
    "## Read Scrobble Frame"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "scrobbles = get_query(cache=cache)"
   ]
  },
  {
   "source": [
    "## Write Scrobble Frame"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "scrobbles.reset_index().to_csv(cache, sep='\\t')"
   ]
  }
 ]
}