correlation-mobility-energy.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Correlation of mobility to calculated energy demand change\n",
    "\n",
    "The mobility data clearly shows the impact of lockdown. A strong correlation with the difference between the \n",
    "true energy demand and the modelled (without lockdown) energy demand is expected. \n",
    "\n",
    "This is done to validate the modelling of the [`energy_forecast` notebook](data/energy_forecast.ipynb). \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Single include needed\n",
    "import brsflufight_nerc2 as bff2\n",
    "from matplotlib import pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data extraction"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": "WARNING: \"PublicData_Countries_v6.xlsx\" not found in dictionary `file_read_functions`.\nA loading function must be defined in `data_access.default_file_read_functions`.\nSuccess: historical_GHG_Sectors_GCP\nSuccess: historical_GHG_Sectors_PIK\nSuccess: historical_GHG_Sectors_UNFCCC\nSuccess: mobility_apple\nFailed: United Kingdom not in mobility_citymapper\nSuccess: mobility_google\nSuccess: uk_energy_daily\nSuccess: uk_energy_demand_reduction\n"
    }
   ],
   "source": [
    "data_sets = bff2.load_data_files()\n",
    "\n",
    "country = 'United Kingdom'\n",
    "d_uk = data_sets.get_country(country)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data smoothing\n",
    "\n",
    "Mobility and energy are noisy datasets we smooth other a 14 day period to avoid analysing this noise."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 1080x432 with 3 Axes>",
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\r\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\r\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\r\n<!-- Created with matplotlib (https://matplotlib.org/) -->\r\n<svg height=\"382.114063pt\" version=\"1.1\" viewBox=\"0 0 877.4875 382.114063\" width=\"877.4875pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\r\n <defs>\r\n  <style type=\"text/css\">\r\n*{stroke-linecap:butt;stroke-linejoin:round;}\r\n  </style>\r\n </defs>\r\n <g id=\"figure_1\">\r\n  <g id=\"patch_1\">\r\n   <path d=\"M 0 382.114063 \r\nL 877.4875 382.114063 \r\nL 877.4875 0 \r\nL 0 0 \r\nz\r\n\" style=\"fill:none;\"/>\r\n  </g>\r\n  <g id=\"axes_1\">\r\n   <g id=\"patch_2\">\r\n    <path d=\"M 33.2875 333.36 \r\nL 279.463971 333.36 \r\nL 279.463971 7.2 \r\nL 33.2875 7.2 \r\nz\r\n\" style=\"fill:#ffffff;\"/>\r\n   </g>\r\n   <g id=\"matplotlib.axis_1\">\r\n    <g id=\"xtick_1\">\r\n     <g id=\"line2d_1\">\r\n      <defs>\r\n       <path d=\"M 0 0 \r\nL 0 3.5 \r\n\" id=\"m307135a13f\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n      </defs>\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"33.2875\" xlink:href=\"#m307135a13f\" y=\"333.36\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_2\">\r\n     <g id=\"line2d_2\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"63.858434\" xlink:href=\"#m307135a13f\" y=\"333.36\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_1\">\r\n      <!-- Feb -->\r\n      <defs>\r\n       <path d=\"M 9.8125 72.90625 \r\nL 51.703125 72.90625 \r\nL 51.703125 64.59375 \r\nL 19.671875 64.59375 \r\nL 19.671875 43.109375 \r\nL 48.578125 43.109375 \r\nL 48.578125 34.8125 \r\nL 19.671875 34.8125 \r\nL 19.671875 0 \r\nL 9.8125 0 \r\nz\r\n\" id=\"DejaVuSans-70\"/>\r\n       <path d=\"M 56.203125 29.59375 \r\nL 56.203125 25.203125 \r\nL 14.890625 25.203125 \r\nQ 15.484375 15.921875 20.484375 11.0625 \r\nQ 25.484375 6.203125 34.421875 6.203125 \r\nQ 39.59375 6.203125 44.453125 7.46875 \r\nQ 49.3125 8.734375 54.109375 11.28125 \r\nL 54.109375 2.78125 \r\nQ 49.265625 0.734375 44.1875 -0.34375 \r\nQ 39.109375 -1.421875 33.890625 -1.421875 \r\nQ 20.796875 -1.421875 13.15625 6.1875 \r\nQ 5.515625 13.8125 5.515625 26.8125 \r\nQ 5.515625 40.234375 12.765625 48.109375 \r\nQ 20.015625 56 32.328125 56 \r\nQ 43.359375 56 49.78125 48.890625 \r\nQ 56.203125 41.796875 56.203125 29.59375 \r\nz\r\nM 47.21875 32.234375 \r\nQ 47.125 39.59375 43.09375 43.984375 \r\nQ 39.0625 48.390625 32.421875 48.390625 \r\nQ 24.90625 48.390625 20.390625 44.140625 \r\nQ 15.875 39.890625 15.1875 32.171875 \r\nz\r\n\" id=\"DejaVuSans-101\"/>\r\n       <path d=\"M 48.6875 27.296875 \r\nQ 48.6875 37.203125 44.609375 42.84375 \r\nQ 40.53125 48.484375 33.40625 48.484375 \r\nQ 26.265625 48.484375 22.1875 42.84375 \r\nQ 18.109375 37.203125 18.109375 27.296875 \r\nQ 18.109375 17.390625 22.1875 11.75 \r\nQ 26.265625 6.109375 33.40625 6.109375 \r\nQ 40.53125 6.109375 44.609375 11.75 \r\nQ 48.6875 17.390625 48.6875 27.296875 \r\nz\r\nM 18.109375 46.390625 \r\nQ 20.953125 51.265625 25.265625 53.625 \r\nQ 29.59375 56 35.59375 56 \r\nQ 45.5625 56 51.78125 48.09375 \r\nQ 58.015625 40.1875 58.015625 27.296875 \r\nQ 58.015625 14.40625 51.78125 6.484375 \r\nQ 45.5625 -1.421875 35.59375 -1.421875 \r\nQ 29.59375 -1.421875 25.265625 0.953125 \r\nQ 20.953125 3.328125 18.109375 8.203125 \r\nL 18.109375 0 \r\nL 9.078125 0 \r\nL 9.078125 75.984375 \r\nL 18.109375 75.984375 \r\nz\r\n\" id=\"DejaVuSans-98\"/>\r\n      </defs>\r\n      <g transform=\"translate(54.735778 347.958438)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-70\"/>\r\n       <use x=\"57.441406\" xlink:href=\"#DejaVuSans-101\"/>\r\n       <use x=\"118.964844\" xlink:href=\"#DejaVuSans-98\"/>\r\n      </g>\r\n      <!-- 2020 -->\r\n      <defs>\r\n       <path d=\"M 19.1875 8.296875 \r\nL 53.609375 8.296875 \r\nL 53.609375 0 \r\nL 7.328125 0 \r\nL 7.328125 8.296875 \r\nQ 12.9375 14.109375 22.625 23.890625 \r\nQ 32.328125 33.6875 34.8125 36.53125 \r\nQ 39.546875 41.84375 41.421875 45.53125 \r\nQ 43.3125 49.21875 43.3125 52.78125 \r\nQ 43.3125 58.59375 39.234375 62.25 \r\nQ 35.15625 65.921875 28.609375 65.921875 \r\nQ 23.96875 65.921875 18.8125 64.3125 \r\nQ 13.671875 62.703125 7.8125 59.421875 \r\nL 7.8125 69.390625 \r\nQ 13.765625 71.78125 18.9375 73 \r\nQ 24.125 74.21875 28.421875 74.21875 \r\nQ 39.75 74.21875 46.484375 68.546875 \r\nQ 53.21875 62.890625 53.21875 53.421875 \r\nQ 53.21875 48.921875 51.53125 44.890625 \r\nQ 49.859375 40.875 45.40625 35.40625 \r\nQ 44.1875 33.984375 37.640625 27.21875 \r\nQ 31.109375 20.453125 19.1875 8.296875 \r\nz\r\n\" id=\"DejaVuSans-50\"/>\r\n       <path d=\"M 31.78125 66.40625 \r\nQ 24.171875 66.40625 20.328125 58.90625 \r\nQ 16.5 51.421875 16.5 36.375 \r\nQ 16.5 21.390625 20.328125 13.890625 \r\nQ 24.171875 6.390625 31.78125 6.390625 \r\nQ 39.453125 6.390625 43.28125 13.890625 \r\nQ 47.125 21.390625 47.125 36.375 \r\nQ 47.125 51.421875 43.28125 58.90625 \r\nQ 39.453125 66.40625 31.78125 66.40625 \r\nz\r\nM 31.78125 74.21875 \r\nQ 44.046875 74.21875 50.515625 64.515625 \r\nQ 56.984375 54.828125 56.984375 36.375 \r\nQ 56.984375 17.96875 50.515625 8.265625 \r\nQ 44.046875 -1.421875 31.78125 -1.421875 \r\nQ 19.53125 -1.421875 13.0625 8.265625 \r\nQ 6.59375 17.96875 6.59375 36.375 \r\nQ 6.59375 54.828125 13.0625 64.515625 \r\nQ 19.53125 74.21875 31.78125 74.21875 \r\nz\r\n\" id=\"DejaVuSans-48\"/>\r\n      </defs>\r\n      <g transform=\"translate(51.133434 359.15625)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_3\">\r\n     <g id=\"line2d_3\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"110.519334\" xlink:href=\"#m307135a13f\" y=\"333.36\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_2\">\r\n      <!-- Mar -->\r\n      <defs>\r\n       <path d=\"M 9.8125 72.90625 \r\nL 24.515625 72.90625 \r\nL 43.109375 23.296875 \r\nL 61.8125 72.90625 \r\nL 76.515625 72.90625 \r\nL 76.515625 0 \r\nL 66.890625 0 \r\nL 66.890625 64.015625 \r\nL 48.09375 14.015625 \r\nL 38.1875 14.015625 \r\nL 19.390625 64.015625 \r\nL 19.390625 0 \r\nL 9.8125 0 \r\nz\r\n\" id=\"DejaVuSans-77\"/>\r\n       <path d=\"M 34.28125 27.484375 \r\nQ 23.390625 27.484375 19.1875 25 \r\nQ 14.984375 22.515625 14.984375 16.5 \r\nQ 14.984375 11.71875 18.140625 8.90625 \r\nQ 21.296875 6.109375 26.703125 6.109375 \r\nQ 34.1875 6.109375 38.703125 11.40625 \r\nQ 43.21875 16.703125 43.21875 25.484375 \r\nL 43.21875 27.484375 \r\nz\r\nM 52.203125 31.203125 \r\nL 52.203125 0 \r\nL 43.21875 0 \r\nL 43.21875 8.296875 \r\nQ 40.140625 3.328125 35.546875 0.953125 \r\nQ 30.953125 -1.421875 24.3125 -1.421875 \r\nQ 15.921875 -1.421875 10.953125 3.296875 \r\nQ 6 8.015625 6 15.921875 \r\nQ 6 25.140625 12.171875 29.828125 \r\nQ 18.359375 34.515625 30.609375 34.515625 \r\nL 43.21875 34.515625 \r\nL 43.21875 35.40625 \r\nQ 43.21875 41.609375 39.140625 45 \r\nQ 35.0625 48.390625 27.6875 48.390625 \r\nQ 23 48.390625 18.546875 47.265625 \r\nQ 14.109375 46.140625 10.015625 43.890625 \r\nL 10.015625 52.203125 \r\nQ 14.9375 54.109375 19.578125 55.046875 \r\nQ 24.21875 56 28.609375 56 \r\nQ 40.484375 56 46.34375 49.84375 \r\nQ 52.203125 43.703125 52.203125 31.203125 \r\nz\r\n\" id=\"DejaVuSans-97\"/>\r\n       <path d=\"M 41.109375 46.296875 \r\nQ 39.59375 47.171875 37.8125 47.578125 \r\nQ 36.03125 48 33.890625 48 \r\nQ 26.265625 48 22.1875 43.046875 \r\nQ 18.109375 38.09375 18.109375 28.8125 \r\nL 18.109375 0 \r\nL 9.078125 0 \r\nL 9.078125 54.6875 \r\nL 18.109375 54.6875 \r\nL 18.109375 46.1875 \r\nQ 20.953125 51.171875 25.484375 53.578125 \r\nQ 30.03125 56 36.53125 56 \r\nQ 37.453125 56 38.578125 55.875 \r\nQ 39.703125 55.765625 41.0625 55.515625 \r\nz\r\n\" id=\"DejaVuSans-114\"/>\r\n      </defs>\r\n      <g transform=\"translate(101.08574 347.958438)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-77\"/>\r\n       <use x=\"86.279297\" xlink:href=\"#DejaVuSans-97\"/>\r\n       <use x=\"147.558594\" xlink:href=\"#DejaVuSans-114\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_4\">\r\n     <g id=\"line2d_4\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"160.398227\" xlink:href=\"#m307135a13f\" y=\"333.36\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_3\">\r\n      <!-- Apr -->\r\n      <defs>\r\n       <path d=\"M 34.1875 63.1875 \r\nL 20.796875 26.90625 \r\nL 47.609375 26.90625 \r\nz\r\nM 28.609375 72.90625 \r\nL 39.796875 72.90625 \r\nL 67.578125 0 \r\nL 57.328125 0 \r\nL 50.6875 18.703125 \r\nL 17.828125 18.703125 \r\nL 11.1875 0 \r\nL 0.78125 0 \r\nz\r\n\" id=\"DejaVuSans-65\"/>\r\n       <path d=\"M 18.109375 8.203125 \r\nL 18.109375 -20.796875 \r\nL 9.078125 -20.796875 \r\nL 9.078125 54.6875 \r\nL 18.109375 54.6875 \r\nL 18.109375 46.390625 \r\nQ 20.953125 51.265625 25.265625 53.625 \r\nQ 29.59375 56 35.59375 56 \r\nQ 45.5625 56 51.78125 48.09375 \r\nQ 58.015625 40.1875 58.015625 27.296875 \r\nQ 58.015625 14.40625 51.78125 6.484375 \r\nQ 45.5625 -1.421875 35.59375 -1.421875 \r\nQ 29.59375 -1.421875 25.265625 0.953125 \r\nQ 20.953125 3.328125 18.109375 8.203125 \r\nz\r\nM 48.6875 27.296875 \r\nQ 48.6875 37.203125 44.609375 42.84375 \r\nQ 40.53125 48.484375 33.40625 48.484375 \r\nQ 26.265625 48.484375 22.1875 42.84375 \r\nQ 18.109375 37.203125 18.109375 27.296875 \r\nQ 18.109375 17.390625 22.1875 11.75 \r\nQ 26.265625 6.109375 33.40625 6.109375 \r\nQ 40.53125 6.109375 44.609375 11.75 \r\nQ 48.6875 17.390625 48.6875 27.296875 \r\nz\r\n\" id=\"DejaVuSans-112\"/>\r\n      </defs>\r\n      <g transform=\"translate(151.748227 347.958438)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-65\"/>\r\n       <use x=\"68.408203\" xlink:href=\"#DejaVuSans-112\"/>\r\n       <use x=\"131.884766\" xlink:href=\"#DejaVuSans-114\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_5\">\r\n     <g id=\"line2d_5\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"208.668123\" xlink:href=\"#m307135a13f\" y=\"333.36\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_4\">\r\n      <!-- May -->\r\n      <defs>\r\n       <path d=\"M 32.171875 -5.078125 \r\nQ 28.375 -14.84375 24.75 -17.8125 \r\nQ 21.140625 -20.796875 15.09375 -20.796875 \r\nL 7.90625 -20.796875 \r\nL 7.90625 -13.28125 \r\nL 13.1875 -13.28125 \r\nQ 16.890625 -13.28125 18.9375 -11.515625 \r\nQ 21 -9.765625 23.484375 -3.21875 \r\nL 25.09375 0.875 \r\nL 2.984375 54.6875 \r\nL 12.5 54.6875 \r\nL 29.59375 11.921875 \r\nL 46.6875 54.6875 \r\nL 56.203125 54.6875 \r\nz\r\n\" id=\"DejaVuSans-121\"/>\r\n      </defs>\r\n      <g transform=\"translate(198.330623 347.958438)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-77\"/>\r\n       <use x=\"86.279297\" xlink:href=\"#DejaVuSans-97\"/>\r\n       <use x=\"147.558594\" xlink:href=\"#DejaVuSans-121\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_6\">\r\n     <g id=\"line2d_6\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"258.547016\" xlink:href=\"#m307135a13f\" y=\"333.36\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_5\">\r\n      <!-- Jun -->\r\n      <defs>\r\n       <path d=\"M 9.8125 72.90625 \r\nL 19.671875 72.90625 \r\nL 19.671875 5.078125 \r\nQ 19.671875 -8.109375 14.671875 -14.0625 \r\nQ 9.671875 -20.015625 -1.421875 -20.015625 \r\nL -5.171875 -20.015625 \r\nL -5.171875 -11.71875 \r\nL -2.09375 -11.71875 \r\nQ 4.4375 -11.71875 7.125 -8.046875 \r\nQ 9.8125 -4.390625 9.8125 5.078125 \r\nz\r\n\" id=\"DejaVuSans-74\"/>\r\n       <path d=\"M 8.5 21.578125 \r\nL 8.5 54.6875 \r\nL 17.484375 54.6875 \r\nL 17.484375 21.921875 \r\nQ 17.484375 14.15625 20.5 10.265625 \r\nQ 23.53125 6.390625 29.59375 6.390625 \r\nQ 36.859375 6.390625 41.078125 11.03125 \r\nQ 45.3125 15.671875 45.3125 23.6875 \r\nL 45.3125 54.6875 \r\nL 54.296875 54.6875 \r\nL 54.296875 0 \r\nL 45.3125 0 \r\nL 45.3125 8.40625 \r\nQ 42.046875 3.421875 37.71875 1 \r\nQ 33.40625 -1.421875 27.6875 -1.421875 \r\nQ 18.265625 -1.421875 13.375 4.4375 \r\nQ 8.5 10.296875 8.5 21.578125 \r\nz\r\nM 31.109375 56 \r\nz\r\n\" id=\"DejaVuSans-117\"/>\r\n       <path d=\"M 54.890625 33.015625 \r\nL 54.890625 0 \r\nL 45.90625 0 \r\nL 45.90625 32.71875 \r\nQ 45.90625 40.484375 42.875 44.328125 \r\nQ 39.84375 48.1875 33.796875 48.1875 \r\nQ 26.515625 48.1875 22.3125 43.546875 \r\nQ 18.109375 38.921875 18.109375 30.90625 \r\nL 18.109375 0 \r\nL 9.078125 0 \r\nL 9.078125 54.6875 \r\nL 18.109375 54.6875 \r\nL 18.109375 46.1875 \r\nQ 21.34375 51.125 25.703125 53.5625 \r\nQ 30.078125 56 35.796875 56 \r\nQ 45.21875 56 50.046875 50.171875 \r\nQ 54.890625 44.34375 54.890625 33.015625 \r\nz\r\n\" id=\"DejaVuSans-110\"/>\r\n      </defs>\r\n      <g transform=\"translate(250.734516 347.958438)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-74\"/>\r\n       <use x=\"29.492188\" xlink:href=\"#DejaVuSans-117\"/>\r\n       <use x=\"92.871094\" xlink:href=\"#DejaVuSans-110\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_7\">\r\n     <g id=\"line2d_7\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"279.463971\" xlink:href=\"#m307135a13f\" y=\"333.36\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_8\">\r\n     <g id=\"line2d_8\">\r\n      <defs>\r\n       <path d=\"M 0 0 \r\nL 0 2 \r\n\" id=\"m3e848f8cdd\" style=\"stroke:#000000;stroke-width:0.6;\"/>\r\n      </defs>\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"44.550476\" xlink:href=\"#m3e848f8cdd\" y=\"333.36\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_9\">\r\n     <g id=\"line2d_9\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"55.813452\" xlink:href=\"#m3e848f8cdd\" y=\"333.36\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_10\">\r\n     <g id=\"line2d_10\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"67.076427\" xlink:href=\"#m3e848f8cdd\" y=\"333.36\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_11\">\r\n     <g id=\"line2d_11\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"78.339403\" xlink:href=\"#m3e848f8cdd\" y=\"333.36\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_12\">\r\n     <g id=\"line2d_12\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"89.602379\" xlink:href=\"#m3e848f8cdd\" y=\"333.36\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_13\">\r\n     <g id=\"line2d_13\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"100.865355\" xlink:href=\"#m3e848f8cdd\" y=\"333.36\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_14\">\r\n     <g id=\"line2d_14\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"112.12833\" xlink:href=\"#m3e848f8cdd\" y=\"333.36\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_15\">\r\n     <g id=\"line2d_15\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"123.391306\" xlink:href=\"#m3e848f8cdd\" y=\"333.36\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_16\">\r\n     <g id=\"line2d_16\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"134.654282\" xlink:href=\"#m3e848f8cdd\" y=\"333.36\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_17\">\r\n     <g id=\"line2d_17\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"145.917258\" xlink:href=\"#m3e848f8cdd\" y=\"333.36\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_18\">\r\n     <g id=\"line2d_18\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"157.180234\" xlink:href=\"#m3e848f8cdd\" y=\"333.36\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_19\">\r\n     <g id=\"line2d_19\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"168.443209\" xlink:href=\"#m3e848f8cdd\" y=\"333.36\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_20\">\r\n     <g id=\"line2d_20\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"179.706185\" xlink:href=\"#m3e848f8cdd\" y=\"333.36\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_21\">\r\n     <g id=\"line2d_21\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"190.969161\" xlink:href=\"#m3e848f8cdd\" y=\"333.36\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_22\">\r\n     <g id=\"line2d_22\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"202.232137\" xlink:href=\"#m3e848f8cdd\" y=\"333.36\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_23\">\r\n     <g id=\"line2d_23\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"213.495112\" xlink:href=\"#m3e848f8cdd\" y=\"333.36\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_24\">\r\n     <g id=\"line2d_24\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"224.758088\" xlink:href=\"#m3e848f8cdd\" y=\"333.36\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_25\">\r\n     <g id=\"line2d_25\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"236.021064\" xlink:href=\"#m3e848f8cdd\" y=\"333.36\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_26\">\r\n     <g id=\"line2d_26\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"247.28404\" xlink:href=\"#m3e848f8cdd\" y=\"333.36\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_27\">\r\n     <g id=\"line2d_27\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"269.809991\" xlink:href=\"#m3e848f8cdd\" y=\"333.36\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"text_6\">\r\n     <!-- date -->\r\n     <defs>\r\n      <path d=\"M 45.40625 46.390625 \r\nL 45.40625 75.984375 \r\nL 54.390625 75.984375 \r\nL 54.390625 0 \r\nL 45.40625 0 \r\nL 45.40625 8.203125 \r\nQ 42.578125 3.328125 38.25 0.953125 \r\nQ 33.9375 -1.421875 27.875 -1.421875 \r\nQ 17.96875 -1.421875 11.734375 6.484375 \r\nQ 5.515625 14.40625 5.515625 27.296875 \r\nQ 5.515625 40.1875 11.734375 48.09375 \r\nQ 17.96875 56 27.875 56 \r\nQ 33.9375 56 38.25 53.625 \r\nQ 42.578125 51.265625 45.40625 46.390625 \r\nz\r\nM 14.796875 27.296875 \r\nQ 14.796875 17.390625 18.875 11.75 \r\nQ 22.953125 6.109375 30.078125 6.109375 \r\nQ 37.203125 6.109375 41.296875 11.75 \r\nQ 45.40625 17.390625 45.40625 27.296875 \r\nQ 45.40625 37.203125 41.296875 42.84375 \r\nQ 37.203125 48.484375 30.078125 48.484375 \r\nQ 22.953125 48.484375 18.875 42.84375 \r\nQ 14.796875 37.203125 14.796875 27.296875 \r\nz\r\n\" id=\"DejaVuSans-100\"/>\r\n      <path d=\"M 18.3125 70.21875 \r\nL 18.3125 54.6875 \r\nL 36.8125 54.6875 \r\nL 36.8125 47.703125 \r\nL 18.3125 47.703125 \r\nL 18.3125 18.015625 \r\nQ 18.3125 11.328125 20.140625 9.421875 \r\nQ 21.96875 7.515625 27.59375 7.515625 \r\nL 36.8125 7.515625 \r\nL 36.8125 0 \r\nL 27.59375 0 \r\nQ 17.1875 0 13.234375 3.875 \r\nQ 9.28125 7.765625 9.28125 18.015625 \r\nL 9.28125 47.703125 \r\nL 2.6875 47.703125 \r\nL 2.6875 54.6875 \r\nL 9.28125 54.6875 \r\nL 9.28125 70.21875 \r\nz\r\n\" id=\"DejaVuSans-116\"/>\r\n     </defs>\r\n     <g transform=\"translate(145.100735 372.834375)scale(0.1 -0.1)\">\r\n      <use xlink:href=\"#DejaVuSans-100\"/>\r\n      <use x=\"63.476562\" xlink:href=\"#DejaVuSans-97\"/>\r\n      <use x=\"124.755859\" xlink:href=\"#DejaVuSans-116\"/>\r\n      <use x=\"163.964844\" xlink:href=\"#DejaVuSans-101\"/>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"matplotlib.axis_2\">\r\n    <g id=\"ytick_1\">\r\n     <g id=\"line2d_28\">\r\n      <defs>\r\n       <path d=\"M 0 0 \r\nL -3.5 0 \r\n\" id=\"md6fc6b1dc1\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n      </defs>\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"33.2875\" xlink:href=\"#md6fc6b1dc1\" y=\"306.208874\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_7\">\r\n      <!-- 20 -->\r\n      <g transform=\"translate(13.5625 310.008093)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_2\">\r\n     <g id=\"line2d_29\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"33.2875\" xlink:href=\"#md6fc6b1dc1\" y=\"254.466924\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_8\">\r\n      <!-- 40 -->\r\n      <defs>\r\n       <path d=\"M 37.796875 64.3125 \r\nL 12.890625 25.390625 \r\nL 37.796875 25.390625 \r\nz\r\nM 35.203125 72.90625 \r\nL 47.609375 72.90625 \r\nL 47.609375 25.390625 \r\nL 58.015625 25.390625 \r\nL 58.015625 17.1875 \r\nL 47.609375 17.1875 \r\nL 47.609375 0 \r\nL 37.796875 0 \r\nL 37.796875 17.1875 \r\nL 4.890625 17.1875 \r\nL 4.890625 26.703125 \r\nz\r\n\" id=\"DejaVuSans-52\"/>\r\n      </defs>\r\n      <g transform=\"translate(13.5625 258.266143)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-52\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_3\">\r\n     <g id=\"line2d_30\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"33.2875\" xlink:href=\"#md6fc6b1dc1\" y=\"202.724974\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_9\">\r\n      <!-- 60 -->\r\n      <defs>\r\n       <path d=\"M 33.015625 40.375 \r\nQ 26.375 40.375 22.484375 35.828125 \r\nQ 18.609375 31.296875 18.609375 23.390625 \r\nQ 18.609375 15.53125 22.484375 10.953125 \r\nQ 26.375 6.390625 33.015625 6.390625 \r\nQ 39.65625 6.390625 43.53125 10.953125 \r\nQ 47.40625 15.53125 47.40625 23.390625 \r\nQ 47.40625 31.296875 43.53125 35.828125 \r\nQ 39.65625 40.375 33.015625 40.375 \r\nz\r\nM 52.59375 71.296875 \r\nL 52.59375 62.3125 \r\nQ 48.875 64.0625 45.09375 64.984375 \r\nQ 41.3125 65.921875 37.59375 65.921875 \r\nQ 27.828125 65.921875 22.671875 59.328125 \r\nQ 17.53125 52.734375 16.796875 39.40625 \r\nQ 19.671875 43.65625 24.015625 45.921875 \r\nQ 28.375 48.1875 33.59375 48.1875 \r\nQ 44.578125 48.1875 50.953125 41.515625 \r\nQ 57.328125 34.859375 57.328125 23.390625 \r\nQ 57.328125 12.15625 50.6875 5.359375 \r\nQ 44.046875 -1.421875 33.015625 -1.421875 \r\nQ 20.359375 -1.421875 13.671875 8.265625 \r\nQ 6.984375 17.96875 6.984375 36.375 \r\nQ 6.984375 53.65625 15.1875 63.9375 \r\nQ 23.390625 74.21875 37.203125 74.21875 \r\nQ 40.921875 74.21875 44.703125 73.484375 \r\nQ 48.484375 72.75 52.59375 71.296875 \r\nz\r\n\" id=\"DejaVuSans-54\"/>\r\n      </defs>\r\n      <g transform=\"translate(13.5625 206.524193)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-54\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_4\">\r\n     <g id=\"line2d_31\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"33.2875\" xlink:href=\"#md6fc6b1dc1\" y=\"150.983025\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_10\">\r\n      <!-- 80 -->\r\n      <defs>\r\n       <path d=\"M 31.78125 34.625 \r\nQ 24.75 34.625 20.71875 30.859375 \r\nQ 16.703125 27.09375 16.703125 20.515625 \r\nQ 16.703125 13.921875 20.71875 10.15625 \r\nQ 24.75 6.390625 31.78125 6.390625 \r\nQ 38.8125 6.390625 42.859375 10.171875 \r\nQ 46.921875 13.96875 46.921875 20.515625 \r\nQ 46.921875 27.09375 42.890625 30.859375 \r\nQ 38.875 34.625 31.78125 34.625 \r\nz\r\nM 21.921875 38.8125 \r\nQ 15.578125 40.375 12.03125 44.71875 \r\nQ 8.5 49.078125 8.5 55.328125 \r\nQ 8.5 64.0625 14.71875 69.140625 \r\nQ 20.953125 74.21875 31.78125 74.21875 \r\nQ 42.671875 74.21875 48.875 69.140625 \r\nQ 55.078125 64.0625 55.078125 55.328125 \r\nQ 55.078125 49.078125 51.53125 44.71875 \r\nQ 48 40.375 41.703125 38.8125 \r\nQ 48.828125 37.15625 52.796875 32.3125 \r\nQ 56.78125 27.484375 56.78125 20.515625 \r\nQ 56.78125 9.90625 50.3125 4.234375 \r\nQ 43.84375 -1.421875 31.78125 -1.421875 \r\nQ 19.734375 -1.421875 13.25 4.234375 \r\nQ 6.78125 9.90625 6.78125 20.515625 \r\nQ 6.78125 27.484375 10.78125 32.3125 \r\nQ 14.796875 37.15625 21.921875 38.8125 \r\nz\r\nM 18.3125 54.390625 \r\nQ 18.3125 48.734375 21.84375 45.5625 \r\nQ 25.390625 42.390625 31.78125 42.390625 \r\nQ 38.140625 42.390625 41.71875 45.5625 \r\nQ 45.3125 48.734375 45.3125 54.390625 \r\nQ 45.3125 60.0625 41.71875 63.234375 \r\nQ 38.140625 66.40625 31.78125 66.40625 \r\nQ 25.390625 66.40625 21.84375 63.234375 \r\nQ 18.3125 60.0625 18.3125 54.390625 \r\nz\r\n\" id=\"DejaVuSans-56\"/>\r\n      </defs>\r\n      <g transform=\"translate(13.5625 154.782243)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-56\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_5\">\r\n     <g id=\"line2d_32\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"33.2875\" xlink:href=\"#md6fc6b1dc1\" y=\"99.241075\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_11\">\r\n      <!-- 100 -->\r\n      <defs>\r\n       <path d=\"M 12.40625 8.296875 \r\nL 28.515625 8.296875 \r\nL 28.515625 63.921875 \r\nL 10.984375 60.40625 \r\nL 10.984375 69.390625 \r\nL 28.421875 72.90625 \r\nL 38.28125 72.90625 \r\nL 38.28125 8.296875 \r\nL 54.390625 8.296875 \r\nL 54.390625 0 \r\nL 12.40625 0 \r\nz\r\n\" id=\"DejaVuSans-49\"/>\r\n      </defs>\r\n      <g transform=\"translate(7.2 103.040294)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_6\">\r\n     <g id=\"line2d_33\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"33.2875\" xlink:href=\"#md6fc6b1dc1\" y=\"47.499125\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_12\">\r\n      <!-- 120 -->\r\n      <g transform=\"translate(7.2 51.298344)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"line2d_34\">\r\n    <path clip-path=\"url(#p3e39e74888)\" d=\"M 44.550476 85.620007 \r\nL 46.159472 85.285532 \r\nL 50.986462 84.82355 \r\nL 52.595458 83.847845 \r\nL 54.204455 83.101282 \r\nL 55.813452 82.624517 \r\nL 57.422448 83.073564 \r\nL 60.640441 83.485651 \r\nL 65.467431 83.00519 \r\nL 67.076427 83.034757 \r\nL 68.685424 81.752296 \r\nL 71.903417 80.9466 \r\nL 73.512413 80.142752 \r\nL 75.12141 79.200309 \r\nL 76.730407 79.715881 \r\nL 78.339403 78.876922 \r\nL 79.9484 75.585764 \r\nL 81.557396 73.249985 \r\nL 83.166393 70.710933 \r\nL 84.775389 68.676366 \r\nL 86.384386 66.351674 \r\nL 87.993382 65.603264 \r\nL 89.602379 64.463093 \r\nL 92.820372 64.437222 \r\nL 94.429369 64.291236 \r\nL 96.038365 64.324498 \r\nL 97.647362 63.781208 \r\nL 99.256358 62.602231 \r\nL 100.865355 62.775936 \r\nL 102.474351 65.355642 \r\nL 104.083348 67.373578 \r\nL 105.692344 69.585546 \r\nL 108.910337 72.891487 \r\nL 110.519334 73.000515 \r\nL 112.12833 73.636201 \r\nL 113.737327 74.981492 \r\nL 115.346324 75.984916 \r\nL 116.95532 77.356078 \r\nL 118.564317 80.205581 \r\nL 123.391306 92.965516 \r\nL 125.000303 97.69436 \r\nL 126.609299 104.795943 \r\nL 129.827292 120.531039 \r\nL 131.436289 129.733715 \r\nL 133.045285 140.510824 \r\nL 136.263279 159.045529 \r\nL 141.090268 194.076677 \r\nL 144.308261 217.582306 \r\nL 145.917258 227.099129 \r\nL 147.526254 235.64579 \r\nL 149.135251 242.211474 \r\nL 153.96224 260.040271 \r\nL 155.571237 264.697047 \r\nL 157.180234 268.354094 \r\nL 158.78923 271.591662 \r\nL 160.398227 272.007445 \r\nL 162.007223 271.913201 \r\nL 163.61622 271.384694 \r\nL 165.225216 271.852219 \r\nL 166.834213 271.456763 \r\nL 168.443209 271.504809 \r\nL 170.052206 272.07397 \r\nL 171.661202 271.273818 \r\nL 174.879196 269.102504 \r\nL 179.706185 266.757485 \r\nL 184.533175 263.848848 \r\nL 186.142171 263.052392 \r\nL 187.751168 260.966083 \r\nL 189.360164 259.618944 \r\nL 190.969161 257.689708 \r\nL 192.578157 255.457413 \r\nL 197.405147 253.821998 \r\nL 199.014144 252.694762 \r\nL 200.62314 251.329144 \r\nL 203.841133 249.593941 \r\nL 207.059126 247.367189 \r\nL 208.668123 246.114295 \r\nL 210.277119 246.400724 \r\nL 211.886116 245.561765 \r\nL 213.495112 244.93347 \r\nM 239.239057 193.599912 \r\nL 247.28404 175.251847 \r\nL 248.893036 172.082653 \r\nL 250.502033 169.255325 \r\nL 252.111029 168.575288 \r\nL 255.329022 166.322665 \r\nL 258.547016 163.744807 \r\nL 260.156012 162.955742 \r\nL 261.765009 162.347774 \r\nL 263.374005 162.525175 \r\nL 266.591998 163.240323 \r\nL 268.200995 162.301576 \r\nL 269.809991 161.924599 \r\nL 269.809991 161.924599 \r\n\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;\"/>\r\n   </g>\r\n   <g id=\"line2d_35\">\r\n    <path clip-path=\"url(#p3e39e74888)\" d=\"M 44.550476 80.087314 \r\nL 46.159472 79.383254 \r\nL 47.768469 79.111609 \r\nL 49.377465 78.429724 \r\nL 50.986462 77.575981 \r\nL 52.595458 75.977525 \r\nL 54.204455 75.190308 \r\nL 55.813452 74.096335 \r\nL 57.422448 74.06492 \r\nL 60.640441 74.571252 \r\nL 63.858434 74.428962 \r\nL 65.467431 73.796971 \r\nL 67.076427 73.876432 \r\nL 68.685424 73.331294 \r\nL 70.29442 72.926598 \r\nL 71.903417 72.738109 \r\nL 75.12141 72.908118 \r\nL 76.730407 72.965404 \r\nL 78.339403 72.176339 \r\nL 79.9484 69.347163 \r\nL 83.166393 64.816047 \r\nL 86.384386 60.983447 \r\nL 89.602379 59.176174 \r\nL 91.211375 58.961815 \r\nL 92.820372 58.911921 \r\nL 94.429369 59.139216 \r\nL 99.256358 58.963663 \r\nL 100.865355 60.066875 \r\nL 102.474351 62.912682 \r\nL 104.083348 65.361185 \r\nL 105.692344 68.286453 \r\nL 107.301341 70.812569 \r\nL 108.910337 73.007906 \r\nL 110.519334 74.643322 \r\nL 112.12833 76.066225 \r\nL 115.346324 79.301945 \r\nL 116.95532 81.809582 \r\nL 118.564317 85.832518 \r\nL 121.78231 96.951494 \r\nL 123.391306 103.709362 \r\nL 125.000303 111.561203 \r\nL 126.609299 121.898505 \r\nL 129.827292 145.239668 \r\nL 131.436289 159.415115 \r\nL 133.045285 175.671326 \r\nL 136.263279 201.771444 \r\nL 139.481272 230.868899 \r\nL 142.699265 257.070653 \r\nL 144.308261 270.547583 \r\nL 145.917258 280.125387 \r\nL 147.526254 288.370837 \r\nL 149.135251 294.50041 \r\nL 152.353244 304.298118 \r\nL 153.96224 308.444865 \r\nL 155.571237 311.340567 \r\nL 157.180234 313.796461 \r\nL 158.78923 315.943752 \r\nL 160.398227 316.668139 \r\nL 162.007223 317.089467 \r\nL 170.052206 318.525306 \r\nL 171.661202 318.534545 \r\nL 174.879196 318.351601 \r\nL 178.097189 318.253661 \r\nL 181.315182 317.81755 \r\nL 187.751168 316.679227 \r\nL 189.360164 316.272683 \r\nL 190.969161 315.6333 \r\nL 192.578157 315.219365 \r\nL 197.405147 315.095554 \r\nL 199.014144 314.807277 \r\nL 202.232137 313.994189 \r\nL 207.059126 312.800429 \r\nL 210.277119 311.889401 \r\nL 211.886116 311.235235 \r\nL 213.495112 310.850866 \r\nM 239.239057 293.380566 \r\nL 240.848054 291.929944 \r\nL 244.066047 288.655417 \r\nL 247.28404 285.103702 \r\nL 250.502033 281.989946 \r\nL 256.938019 278.539866 \r\nL 258.547016 277.593728 \r\nL 263.374005 276.327898 \r\nL 264.983002 276.128322 \r\nL 266.591998 275.642317 \r\nL 268.200995 274.988151 \r\nL 269.809991 274.465188 \r\nL 269.809991 274.465188 \r\n\" style=\"fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:1.5;\"/>\r\n   </g>\r\n   <g id=\"line2d_36\">\r\n    <path clip-path=\"url(#p3e39e74888)\" d=\"M 44.550476 44.274493 \r\nL 46.159472 43.389336 \r\nL 50.986462 39.224109 \r\nL 52.595458 36.520592 \r\nL 54.204455 34.437979 \r\nL 55.813452 34.208836 \r\nL 59.031445 35.184541 \r\nL 62.249438 34.613532 \r\nL 63.858434 34.127527 \r\nL 65.467431 33.377269 \r\nL 67.076427 36.832892 \r\nL 68.685424 37.43162 \r\nL 70.29442 37.766095 \r\nL 71.903417 37.753159 \r\nL 73.512413 37.527712 \r\nL 75.12141 35.661306 \r\nL 76.730407 38.666035 \r\nL 78.339403 39.503146 \r\nL 79.9484 35.55967 \r\nL 81.557396 32.943006 \r\nL 83.166393 30.731038 \r\nL 84.775389 29.282263 \r\nL 86.384386 27.275415 \r\nL 87.993382 27.292046 \r\nL 89.602379 23.237695 \r\nL 91.211375 22.736906 \r\nL 92.820372 22.025455 \r\nL 96.038365 22.468957 \r\nL 97.647362 25.283349 \r\nL 99.256358 23.448358 \r\nL 100.865355 22.201008 \r\nL 102.474351 26.000345 \r\nL 104.083348 28.80365 \r\nL 105.692344 32.408955 \r\nL 107.301341 36.400477 \r\nL 108.910337 37.94904 \r\nL 110.519334 37.370638 \r\nL 112.12833 37.313353 \r\nL 113.737327 37.9398 \r\nL 115.346324 39.286939 \r\nL 116.95532 41.051709 \r\nL 118.564317 44.209815 \r\nL 120.173313 48.132964 \r\nL 123.391306 59.649244 \r\nL 125.000303 65.523803 \r\nL 126.609299 75.186612 \r\nL 128.218296 86.377657 \r\nL 129.827292 96.73159 \r\nL 131.436289 112.68659 \r\nL 133.045285 134.870951 \r\nL 134.654282 145.816221 \r\nL 136.263279 155.976123 \r\nL 142.699265 208.608773 \r\nL 144.308261 226.158534 \r\nL 147.526254 241.875151 \r\nL 149.135251 246.284304 \r\nL 150.744247 249.601333 \r\nL 153.96224 255.346537 \r\nL 155.571237 257.150114 \r\nL 157.180234 258.146146 \r\nL 158.78923 259.759386 \r\nL 160.398227 258.933363 \r\nL 162.007223 258.384529 \r\nL 163.61622 257.414367 \r\nL 165.225216 256.608671 \r\nL 166.834213 255.320666 \r\nL 168.443209 254.337569 \r\nL 170.052206 253.858956 \r\nL 171.661202 252.618997 \r\nL 173.270199 250.743352 \r\nL 174.879196 249.168918 \r\nL 176.488192 248.856618 \r\nL 178.097189 248.967494 \r\nL 181.315182 246.125383 \r\nL 182.924178 245.402843 \r\nL 184.533175 244.506599 \r\nL 186.142171 243.987331 \r\nL 189.360164 242.180059 \r\nL 190.969161 240.483662 \r\nL 192.578157 239.685358 \r\nL 197.405147 245.277184 \r\nL 199.014144 245.170005 \r\nL 200.62314 243.723078 \r\nL 202.232137 244.536166 \r\nL 203.841133 244.778244 \r\nL 205.45013 244.720958 \r\nL 207.059126 244.199843 \r\nL 210.277119 242.839769 \r\nL 211.886116 241.714381 \r\nL 213.495112 242.719654 \r\nM 239.239057 201.398163 \r\nL 242.45705 195.067166 \r\nL 245.675043 188.778671 \r\nL 247.28404 186.58703 \r\nL 248.893036 184.077545 \r\nL 250.502033 182.416259 \r\nL 252.111029 183.866882 \r\nL 253.720026 184.280817 \r\nL 255.329022 184.365822 \r\nL 256.938019 184.271578 \r\nL 258.547016 184.957158 \r\nL 260.156012 186.302449 \r\nL 261.765009 186.5242 \r\nL 266.591998 192.688884 \r\nL 268.200995 192.631598 \r\nL 269.809991 193.108363 \r\nL 269.809991 193.108363 \r\n\" style=\"fill:none;stroke:#2ca02c;stroke-linecap:square;stroke-width:1.5;\"/>\r\n   </g>\r\n   <g id=\"patch_3\">\r\n    <path d=\"M 33.2875 333.36 \r\nL 33.2875 7.2 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_4\">\r\n    <path d=\"M 279.463971 333.36 \r\nL 279.463971 7.2 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_5\">\r\n    <path d=\"M 33.2875 333.36 \r\nL 279.463971 333.36 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_6\">\r\n    <path d=\"M 33.2875 7.2 \r\nL 279.463971 7.2 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"legend_1\">\r\n    <g id=\"patch_7\">\r\n     <path d=\"M 202.124908 59.234375 \r\nL 272.463971 59.234375 \r\nQ 274.463971 59.234375 274.463971 57.234375 \r\nL 274.463971 14.2 \r\nQ 274.463971 12.2 272.463971 12.2 \r\nL 202.124908 12.2 \r\nQ 200.124908 12.2 200.124908 14.2 \r\nL 200.124908 57.234375 \r\nQ 200.124908 59.234375 202.124908 59.234375 \r\nz\r\n\" style=\"fill:#ffffff;opacity:0.8;stroke:#cccccc;stroke-linejoin:miter;\"/>\r\n    </g>\r\n    <g id=\"line2d_37\">\r\n     <path d=\"M 204.124908 20.298438 \r\nL 224.124908 20.298438 \r\n\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;\"/>\r\n    </g>\r\n    <g id=\"line2d_38\"/>\r\n    <g id=\"text_13\">\r\n     <!-- driving -->\r\n     <defs>\r\n      <path d=\"M 9.421875 54.6875 \r\nL 18.40625 54.6875 \r\nL 18.40625 0 \r\nL 9.421875 0 \r\nz\r\nM 9.421875 75.984375 \r\nL 18.40625 75.984375 \r\nL 18.40625 64.59375 \r\nL 9.421875 64.59375 \r\nz\r\n\" id=\"DejaVuSans-105\"/>\r\n      <path d=\"M 2.984375 54.6875 \r\nL 12.5 54.6875 \r\nL 29.59375 8.796875 \r\nL 46.6875 54.6875 \r\nL 56.203125 54.6875 \r\nL 35.6875 0 \r\nL 23.484375 0 \r\nz\r\n\" id=\"DejaVuSans-118\"/>\r\n      <path d=\"M 45.40625 27.984375 \r\nQ 45.40625 37.75 41.375 43.109375 \r\nQ 37.359375 48.484375 30.078125 48.484375 \r\nQ 22.859375 48.484375 18.828125 43.109375 \r\nQ 14.796875 37.75 14.796875 27.984375 \r\nQ 14.796875 18.265625 18.828125 12.890625 \r\nQ 22.859375 7.515625 30.078125 7.515625 \r\nQ 37.359375 7.515625 41.375 12.890625 \r\nQ 45.40625 18.265625 45.40625 27.984375 \r\nz\r\nM 54.390625 6.78125 \r\nQ 54.390625 -7.171875 48.1875 -13.984375 \r\nQ 42 -20.796875 29.203125 -20.796875 \r\nQ 24.46875 -20.796875 20.265625 -20.09375 \r\nQ 16.0625 -19.390625 12.109375 -17.921875 \r\nL 12.109375 -9.1875 \r\nQ 16.0625 -11.328125 19.921875 -12.34375 \r\nQ 23.78125 -13.375 27.78125 -13.375 \r\nQ 36.625 -13.375 41.015625 -8.765625 \r\nQ 45.40625 -4.15625 45.40625 5.171875 \r\nL 45.40625 9.625 \r\nQ 42.625 4.78125 38.28125 2.390625 \r\nQ 33.9375 0 27.875 0 \r\nQ 17.828125 0 11.671875 7.65625 \r\nQ 5.515625 15.328125 5.515625 27.984375 \r\nQ 5.515625 40.671875 11.671875 48.328125 \r\nQ 17.828125 56 27.875 56 \r\nQ 33.9375 56 38.28125 53.609375 \r\nQ 42.625 51.21875 45.40625 46.390625 \r\nL 45.40625 54.6875 \r\nL 54.390625 54.6875 \r\nz\r\n\" id=\"DejaVuSans-103\"/>\r\n     </defs>\r\n     <g transform=\"translate(232.124908 23.798438)scale(0.1 -0.1)\">\r\n      <use xlink:href=\"#DejaVuSans-100\"/>\r\n      <use x=\"63.476562\" xlink:href=\"#DejaVuSans-114\"/>\r\n      <use x=\"104.589844\" xlink:href=\"#DejaVuSans-105\"/>\r\n      <use x=\"132.373047\" xlink:href=\"#DejaVuSans-118\"/>\r\n      <use x=\"191.552734\" xlink:href=\"#DejaVuSans-105\"/>\r\n      <use x=\"219.335938\" xlink:href=\"#DejaVuSans-110\"/>\r\n      <use x=\"282.714844\" xlink:href=\"#DejaVuSans-103\"/>\r\n     </g>\r\n    </g>\r\n    <g id=\"line2d_39\">\r\n     <path d=\"M 204.124908 34.976563 \r\nL 224.124908 34.976563 \r\n\" style=\"fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:1.5;\"/>\r\n    </g>\r\n    <g id=\"line2d_40\"/>\r\n    <g id=\"text_14\">\r\n     <!-- transit -->\r\n     <defs>\r\n      <path d=\"M 44.28125 53.078125 \r\nL 44.28125 44.578125 \r\nQ 40.484375 46.53125 36.375 47.5 \r\nQ 32.28125 48.484375 27.875 48.484375 \r\nQ 21.1875 48.484375 17.84375 46.4375 \r\nQ 14.5 44.390625 14.5 40.28125 \r\nQ 14.5 37.15625 16.890625 35.375 \r\nQ 19.28125 33.59375 26.515625 31.984375 \r\nL 29.59375 31.296875 \r\nQ 39.15625 29.25 43.1875 25.515625 \r\nQ 47.21875 21.78125 47.21875 15.09375 \r\nQ 47.21875 7.46875 41.1875 3.015625 \r\nQ 35.15625 -1.421875 24.609375 -1.421875 \r\nQ 20.21875 -1.421875 15.453125 -0.5625 \r\nQ 10.6875 0.296875 5.421875 2 \r\nL 5.421875 11.28125 \r\nQ 10.40625 8.6875 15.234375 7.390625 \r\nQ 20.0625 6.109375 24.8125 6.109375 \r\nQ 31.15625 6.109375 34.5625 8.28125 \r\nQ 37.984375 10.453125 37.984375 14.40625 \r\nQ 37.984375 18.0625 35.515625 20.015625 \r\nQ 33.0625 21.96875 24.703125 23.78125 \r\nL 21.578125 24.515625 \r\nQ 13.234375 26.265625 9.515625 29.90625 \r\nQ 5.8125 33.546875 5.8125 39.890625 \r\nQ 5.8125 47.609375 11.28125 51.796875 \r\nQ 16.75 56 26.8125 56 \r\nQ 31.78125 56 36.171875 55.265625 \r\nQ 40.578125 54.546875 44.28125 53.078125 \r\nz\r\n\" id=\"DejaVuSans-115\"/>\r\n     </defs>\r\n     <g transform=\"translate(232.124908 38.476563)scale(0.1 -0.1)\">\r\n      <use xlink:href=\"#DejaVuSans-116\"/>\r\n      <use x=\"39.208984\" xlink:href=\"#DejaVuSans-114\"/>\r\n      <use x=\"80.322266\" xlink:href=\"#DejaVuSans-97\"/>\r\n      <use x=\"141.601562\" xlink:href=\"#DejaVuSans-110\"/>\r\n      <use x=\"204.980469\" xlink:href=\"#DejaVuSans-115\"/>\r\n      <use x=\"257.080078\" xlink:href=\"#DejaVuSans-105\"/>\r\n      <use x=\"284.863281\" xlink:href=\"#DejaVuSans-116\"/>\r\n     </g>\r\n    </g>\r\n    <g id=\"line2d_41\">\r\n     <path d=\"M 204.124908 49.654688 \r\nL 224.124908 49.654688 \r\n\" style=\"fill:none;stroke:#2ca02c;stroke-linecap:square;stroke-width:1.5;\"/>\r\n    </g>\r\n    <g id=\"line2d_42\"/>\r\n    <g id=\"text_15\">\r\n     <!-- walking -->\r\n     <defs>\r\n      <path d=\"M 4.203125 54.6875 \r\nL 13.1875 54.6875 \r\nL 24.421875 12.015625 \r\nL 35.59375 54.6875 \r\nL 46.1875 54.6875 \r\nL 57.421875 12.015625 \r\nL 68.609375 54.6875 \r\nL 77.59375 54.6875 \r\nL 63.28125 0 \r\nL 52.6875 0 \r\nL 40.921875 44.828125 \r\nL 29.109375 0 \r\nL 18.5 0 \r\nz\r\n\" id=\"DejaVuSans-119\"/>\r\n      <path d=\"M 9.421875 75.984375 \r\nL 18.40625 75.984375 \r\nL 18.40625 0 \r\nL 9.421875 0 \r\nz\r\n\" id=\"DejaVuSans-108\"/>\r\n      <path d=\"M 9.078125 75.984375 \r\nL 18.109375 75.984375 \r\nL 18.109375 31.109375 \r\nL 44.921875 54.6875 \r\nL 56.390625 54.6875 \r\nL 27.390625 29.109375 \r\nL 57.625 0 \r\nL 45.90625 0 \r\nL 18.109375 26.703125 \r\nL 18.109375 0 \r\nL 9.078125 0 \r\nz\r\n\" id=\"DejaVuSans-107\"/>\r\n     </defs>\r\n     <g transform=\"translate(232.124908 53.154688)scale(0.1 -0.1)\">\r\n      <use xlink:href=\"#DejaVuSans-119\"/>\r\n      <use x=\"81.787109\" xlink:href=\"#DejaVuSans-97\"/>\r\n      <use x=\"143.066406\" xlink:href=\"#DejaVuSans-108\"/>\r\n      <use x=\"170.849609\" xlink:href=\"#DejaVuSans-107\"/>\r\n      <use x=\"228.759766\" xlink:href=\"#DejaVuSans-105\"/>\r\n      <use x=\"256.542969\" xlink:href=\"#DejaVuSans-110\"/>\r\n      <use x=\"319.921875\" xlink:href=\"#DejaVuSans-103\"/>\r\n     </g>\r\n    </g>\r\n   </g>\r\n  </g>\r\n  <g id=\"axes_2\">\r\n   <g id=\"patch_8\">\r\n    <path d=\"M 328.699265 333.36 \r\nL 574.875735 333.36 \r\nL 574.875735 7.2 \r\nL 328.699265 7.2 \r\nz\r\n\" style=\"fill:#ffffff;\"/>\r\n   </g>\r\n   <g id=\"matplotlib.axis_3\">\r\n    <g id=\"xtick_28\">\r\n     <g id=\"line2d_43\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"328.699265\" xlink:href=\"#m307135a13f\" y=\"333.36\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_29\">\r\n     <g id=\"line2d_44\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"359.992884\" xlink:href=\"#m307135a13f\" y=\"333.36\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_16\">\r\n      <!-- Mar -->\r\n      <g transform=\"translate(350.55929 347.958438)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-77\"/>\r\n       <use x=\"86.279297\" xlink:href=\"#DejaVuSans-97\"/>\r\n       <use x=\"147.558594\" xlink:href=\"#DejaVuSans-114\"/>\r\n      </g>\r\n      <!-- 2020 -->\r\n      <g transform=\"translate(347.267884 359.15625)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_30\">\r\n     <g id=\"line2d_45\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"424.666363\" xlink:href=\"#m307135a13f\" y=\"333.36\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_17\">\r\n      <!-- Apr -->\r\n      <g transform=\"translate(416.016363 347.958438)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-65\"/>\r\n       <use x=\"68.408203\" xlink:href=\"#DejaVuSans-112\"/>\r\n       <use x=\"131.884766\" xlink:href=\"#DejaVuSans-114\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_31\">\r\n     <g id=\"line2d_46\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"487.253602\" xlink:href=\"#m307135a13f\" y=\"333.36\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_18\">\r\n      <!-- May -->\r\n      <g transform=\"translate(476.916102 347.958438)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-77\"/>\r\n       <use x=\"86.279297\" xlink:href=\"#DejaVuSans-97\"/>\r\n       <use x=\"147.558594\" xlink:href=\"#DejaVuSans-121\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_32\">\r\n     <g id=\"line2d_47\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"551.927081\" xlink:href=\"#m307135a13f\" y=\"333.36\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_19\">\r\n      <!-- Jun -->\r\n      <g transform=\"translate(544.114581 347.958438)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-74\"/>\r\n       <use x=\"29.492188\" xlink:href=\"#DejaVuSans-117\"/>\r\n       <use x=\"92.871094\" xlink:href=\"#DejaVuSans-110\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_33\">\r\n     <g id=\"line2d_48\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"574.875735\" xlink:href=\"#m307135a13f\" y=\"333.36\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_34\">\r\n     <g id=\"line2d_49\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"332.871747\" xlink:href=\"#m3e848f8cdd\" y=\"333.36\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_35\">\r\n     <g id=\"line2d_50\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"347.475436\" xlink:href=\"#m3e848f8cdd\" y=\"333.36\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_36\">\r\n     <g id=\"line2d_51\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"362.079125\" xlink:href=\"#m3e848f8cdd\" y=\"333.36\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_37\">\r\n     <g id=\"line2d_52\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"376.682814\" xlink:href=\"#m3e848f8cdd\" y=\"333.36\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_38\">\r\n     <g id=\"line2d_53\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"391.286503\" xlink:href=\"#m3e848f8cdd\" y=\"333.36\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_39\">\r\n     <g id=\"line2d_54\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"405.890192\" xlink:href=\"#m3e848f8cdd\" y=\"333.36\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_40\">\r\n     <g id=\"line2d_55\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"420.493881\" xlink:href=\"#m3e848f8cdd\" y=\"333.36\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_41\">\r\n     <g id=\"line2d_56\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"435.09757\" xlink:href=\"#m3e848f8cdd\" y=\"333.36\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_42\">\r\n     <g id=\"line2d_57\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"449.701259\" xlink:href=\"#m3e848f8cdd\" y=\"333.36\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_43\">\r\n     <g id=\"line2d_58\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"464.304948\" xlink:href=\"#m3e848f8cdd\" y=\"333.36\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_44\">\r\n     <g id=\"line2d_59\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"478.908637\" xlink:href=\"#m3e848f8cdd\" y=\"333.36\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_45\">\r\n     <g id=\"line2d_60\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"493.512326\" xlink:href=\"#m3e848f8cdd\" y=\"333.36\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_46\">\r\n     <g id=\"line2d_61\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"508.116014\" xlink:href=\"#m3e848f8cdd\" y=\"333.36\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_47\">\r\n     <g id=\"line2d_62\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"522.719703\" xlink:href=\"#m3e848f8cdd\" y=\"333.36\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_48\">\r\n     <g id=\"line2d_63\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"537.323392\" xlink:href=\"#m3e848f8cdd\" y=\"333.36\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_49\">\r\n     <g id=\"line2d_64\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"566.53077\" xlink:href=\"#m3e848f8cdd\" y=\"333.36\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"text_20\">\r\n     <!-- date -->\r\n     <g transform=\"translate(440.5125 372.834375)scale(0.1 -0.1)\">\r\n      <use xlink:href=\"#DejaVuSans-100\"/>\r\n      <use x=\"63.476562\" xlink:href=\"#DejaVuSans-97\"/>\r\n      <use x=\"124.755859\" xlink:href=\"#DejaVuSans-116\"/>\r\n      <use x=\"163.964844\" xlink:href=\"#DejaVuSans-101\"/>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"matplotlib.axis_4\">\r\n    <g id=\"ytick_7\">\r\n     <g id=\"line2d_65\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"328.699265\" xlink:href=\"#md6fc6b1dc1\" y=\"324.879469\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_21\">\r\n      <!-- −80 -->\r\n      <defs>\r\n       <path d=\"M 10.59375 35.5 \r\nL 73.1875 35.5 \r\nL 73.1875 27.203125 \r\nL 10.59375 27.203125 \r\nz\r\n\" id=\"DejaVuSans-8722\"/>\r\n      </defs>\r\n      <g transform=\"translate(300.594577 328.678687)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-8722\"/>\r\n       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-56\"/>\r\n       <use x=\"147.412109\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_8\">\r\n     <g id=\"line2d_66\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"328.699265\" xlink:href=\"#md6fc6b1dc1\" y=\"281.548286\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_22\">\r\n      <!-- −60 -->\r\n      <g transform=\"translate(300.594577 285.347505)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-8722\"/>\r\n       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-54\"/>\r\n       <use x=\"147.412109\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_9\">\r\n     <g id=\"line2d_67\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"328.699265\" xlink:href=\"#md6fc6b1dc1\" y=\"238.217104\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_23\">\r\n      <!-- −40 -->\r\n      <g transform=\"translate(300.594577 242.016323)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-8722\"/>\r\n       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-52\"/>\r\n       <use x=\"147.412109\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_10\">\r\n     <g id=\"line2d_68\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"328.699265\" xlink:href=\"#md6fc6b1dc1\" y=\"194.885921\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_24\">\r\n      <!-- −20 -->\r\n      <g transform=\"translate(300.594577 198.68514)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-8722\"/>\r\n       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"147.412109\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_11\">\r\n     <g id=\"line2d_69\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"328.699265\" xlink:href=\"#md6fc6b1dc1\" y=\"151.554739\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_25\">\r\n      <!-- 0 -->\r\n      <g transform=\"translate(315.336765 155.353958)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_12\">\r\n     <g id=\"line2d_70\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"328.699265\" xlink:href=\"#md6fc6b1dc1\" y=\"108.223557\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_26\">\r\n      <!-- 20 -->\r\n      <g transform=\"translate(308.974265 112.022775)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_13\">\r\n     <g id=\"line2d_71\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"328.699265\" xlink:href=\"#md6fc6b1dc1\" y=\"64.892374\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_27\">\r\n      <!-- 40 -->\r\n      <g transform=\"translate(308.974265 68.691593)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-52\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_14\">\r\n     <g id=\"line2d_72\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"328.699265\" xlink:href=\"#md6fc6b1dc1\" y=\"21.561192\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_28\">\r\n      <!-- 60 -->\r\n      <g transform=\"translate(308.974265 25.360411)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-54\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"line2d_73\">\r\n    <path clip-path=\"url(#p3641ece336)\" d=\"M 343.302954 150.161951 \r\nL 345.389195 148.150146 \r\nL 347.475436 145.983587 \r\nL 349.561677 146.912112 \r\nL 351.647919 147.685883 \r\nL 353.73416 148.3049 \r\nL 355.820401 149.233426 \r\nL 357.906643 149.233426 \r\nL 359.992884 148.614409 \r\nL 362.079125 147.840638 \r\nL 364.165366 147.376375 \r\nL 366.251608 147.531129 \r\nL 368.337849 147.685883 \r\nL 370.42409 148.150146 \r\nL 372.510332 148.614409 \r\nL 374.596573 150.316705 \r\nL 376.682814 153.102281 \r\nL 378.769055 154.185561 \r\nL 380.855297 156.816383 \r\nL 382.941538 160.37573 \r\nL 385.027779 163.470814 \r\nL 387.11402 168.577704 \r\nL 389.200262 176.315415 \r\nL 391.286503 185.600668 \r\nL 393.372744 192.564608 \r\nL 395.458986 203.242649 \r\nL 397.545227 214.539708 \r\nL 399.631468 225.836766 \r\nL 401.717709 237.288578 \r\nL 403.803951 248.585637 \r\nL 405.890192 260.037449 \r\nL 407.976433 271.024999 \r\nL 410.062674 280.155498 \r\nL 412.148916 288.512226 \r\nL 414.235157 296.868954 \r\nL 416.321398 304.297157 \r\nL 418.40764 309.094538 \r\nL 420.493881 313.118148 \r\nL 422.580122 317.451266 \r\nL 424.666363 317.760774 \r\nL 426.752605 317.760774 \r\nL 428.838846 317.296512 \r\nL 430.925087 317.60602 \r\nL 433.011329 317.296512 \r\nL 435.09757 317.915529 \r\nL 437.183811 318.534545 \r\nL 439.270052 318.070283 \r\nL 441.356294 317.60602 \r\nL 443.442535 317.296512 \r\nL 445.528776 317.141757 \r\nL 447.615017 317.141757 \r\nL 449.701259 316.832249 \r\nL 451.7875 316.522741 \r\nL 453.873741 316.367986 \r\nL 455.959983 316.213232 \r\nL 458.046224 316.367986 \r\nL 460.132465 315.594215 \r\nL 462.218706 315.129953 \r\nL 464.304948 313.427656 \r\nL 466.391189 312.034868 \r\nL 468.47743 312.499131 \r\nL 470.563671 312.653885 \r\nL 472.649913 312.808639 \r\nL 474.736154 312.653885 \r\nL 476.822395 312.189622 \r\nL 478.908637 312.034868 \r\nL 480.994878 311.72536 \r\nL 483.081119 311.415851 \r\nL 485.16736 310.951589 \r\nL 487.253602 310.177817 \r\nL 489.339843 310.487326 \r\nL 491.426084 310.487326 \r\nL 493.512326 310.796834 \r\nL 495.598567 310.487326 \r\nL 497.684808 309.558801 \r\nL 499.771049 308.785029 \r\nL 501.857291 307.70175 \r\nL 503.943532 306.927979 \r\nL 506.029773 306.308962 \r\nL 508.116014 305.535191 \r\nL 510.202256 304.606665 \r\nL 512.288497 303.67814 \r\nL 514.374738 302.904369 \r\nL 516.46098 302.440106 \r\nL 518.547221 301.047318 \r\nL 520.633462 300.118793 \r\nL 522.719703 298.726005 \r\nL 524.805945 298.261742 \r\nL 526.892186 297.023708 \r\nL 528.978427 295.940429 \r\nL 531.064668 294.857149 \r\nL 533.15091 293.77387 \r\nL 535.237151 293.000099 \r\nL 537.323392 291.916819 \r\nL 539.409634 290.83354 \r\nL 541.495875 290.059768 \r\nL 543.582116 289.75026 \r\nL 545.668357 289.285997 \r\nL 547.754599 288.821735 \r\nL 549.84084 288.512226 \r\nL 551.927081 287.893209 \r\nL 554.013323 286.655176 \r\nL 556.099564 286.345667 \r\nL 558.185805 286.345667 \r\nL 560.272046 286.190913 \r\nL 562.358288 286.036159 \r\n\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;\"/>\r\n   </g>\r\n   <g id=\"line2d_74\">\r\n    <path clip-path=\"url(#p3641ece336)\" d=\"M 343.302954 154.185561 \r\nL 345.389195 152.947527 \r\nL 347.475436 151.709493 \r\nL 349.561677 151.245231 \r\nL 351.647919 150.626214 \r\nL 353.73416 149.852443 \r\nL 355.820401 149.233426 \r\nL 357.906643 148.150146 \r\nL 359.992884 147.531129 \r\nL 362.079125 146.912112 \r\nL 364.165366 146.138341 \r\nL 366.251608 145.983587 \r\nL 368.337849 145.209816 \r\nL 370.42409 143.662274 \r\nL 372.510332 142.114731 \r\nL 374.596573 141.186206 \r\nL 376.682814 140.412435 \r\nL 378.769055 137.936367 \r\nL 380.855297 135.150791 \r\nL 382.941538 132.210461 \r\nL 385.027779 128.805868 \r\nL 387.11402 128.186851 \r\nL 389.200262 128.341606 \r\nL 391.286503 130.817673 \r\nL 393.372744 132.674724 \r\nL 395.458986 137.162596 \r\nL 397.545227 141.959977 \r\nL 399.631468 147.995392 \r\nL 401.717709 154.185561 \r\nL 403.803951 161.304255 \r\nL 405.890192 169.506229 \r\nL 407.976433 177.553448 \r\nL 410.062674 185.445914 \r\nL 412.148916 193.802642 \r\nL 414.235157 202.468878 \r\nL 416.321398 208.659047 \r\nL 418.40764 214.384954 \r\nL 420.493881 218.563318 \r\nL 422.580122 222.122665 \r\nL 424.666363 222.896436 \r\nL 426.752605 223.05119 \r\nL 428.838846 221.813156 \r\nL 430.925087 222.432173 \r\nL 433.011329 221.348894 \r\nL 435.09757 223.979715 \r\nL 437.183811 225.372503 \r\nL 439.270052 224.753486 \r\nL 441.356294 223.979715 \r\nL 443.442535 223.205944 \r\nL 445.528776 223.205944 \r\nL 447.615017 223.360698 \r\nL 449.701259 223.205944 \r\nL 451.7875 223.05119 \r\nL 453.873741 222.896436 \r\nL 455.959983 223.05119 \r\nL 458.046224 224.13447 \r\nL 460.132465 223.05119 \r\nL 462.218706 223.05119 \r\nL 464.304948 219.02758 \r\nL 466.391189 217.17053 \r\nL 468.47743 218.253809 \r\nL 470.563671 218.718072 \r\nL 472.649913 218.872826 \r\nL 474.736154 218.408563 \r\nL 476.822395 217.325284 \r\nL 478.908637 216.861021 \r\nL 480.994878 216.396758 \r\nL 483.081119 215.932496 \r\nL 485.16736 215.00397 \r\nL 487.253602 213.14692 \r\nL 489.339843 213.456428 \r\nL 491.426084 212.992165 \r\nL 493.512326 212.992165 \r\nL 495.598567 212.373149 \r\nL 497.684808 210.825606 \r\nL 499.771049 209.742327 \r\nL 501.857291 208.659047 \r\nL 503.943532 207.730522 \r\nL 506.029773 206.956751 \r\nL 508.116014 205.718717 \r\nL 510.202256 204.635437 \r\nL 512.288497 203.552158 \r\nL 514.374738 202.623633 \r\nL 516.46098 202.778387 \r\nL 518.547221 201.230845 \r\nL 520.633462 200.302319 \r\nL 522.719703 198.445269 \r\nL 524.805945 198.13576 \r\nL 526.892186 196.742972 \r\nL 528.978427 195.504938 \r\nL 531.064668 194.11215 \r\nL 533.15091 192.719362 \r\nL 535.237151 191.326574 \r\nL 537.323392 189.779032 \r\nL 539.409634 188.695753 \r\nL 541.495875 188.23149 \r\nL 543.582116 188.695753 \r\nL 545.668357 188.850507 \r\nL 547.754599 188.695753 \r\nL 549.84084 188.540998 \r\nL 551.927081 188.23149 \r\nL 554.013323 187.302965 \r\nL 556.099564 187.767227 \r\nL 558.185805 188.386244 \r\nL 560.272046 189.160015 \r\nL 562.358288 189.933786 \r\n\" style=\"fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:1.5;\"/>\r\n   </g>\r\n   <g id=\"line2d_75\">\r\n    <path clip-path=\"url(#p3641ece336)\" d=\"M 343.302954 153.721298 \r\nL 345.389195 150.471459 \r\nL 347.475436 143.971782 \r\nL 349.561677 145.519324 \r\nL 351.647919 146.912112 \r\nL 353.73416 147.840638 \r\nL 355.820401 148.3049 \r\nL 357.906643 146.44785 \r\nL 359.992884 144.281291 \r\nL 362.079125 141.186206 \r\nL 364.165366 139.174401 \r\nL 366.251608 139.019647 \r\nL 368.337849 138.40063 \r\nL 370.42409 138.864893 \r\nL 372.510332 134.996037 \r\nL 374.596573 132.674724 \r\nL 376.682814 134.996037 \r\nL 378.769055 132.674724 \r\nL 380.855297 133.448495 \r\nL 382.941538 134.222266 \r\nL 385.027779 134.067512 \r\nL 387.11402 136.543579 \r\nL 389.200262 137.317351 \r\nL 391.286503 136.543579 \r\nL 393.372744 137.007842 \r\nL 395.458986 139.793418 \r\nL 397.545227 143.198011 \r\nL 399.631468 145.674079 \r\nL 401.717709 151.554739 \r\nL 403.803951 160.066221 \r\nL 405.890192 167.958687 \r\nL 407.976433 177.553448 \r\nL 410.062674 181.731812 \r\nL 412.148916 185.755422 \r\nL 414.235157 189.779032 \r\nL 416.321398 194.576413 \r\nL 418.40764 200.766582 \r\nL 420.493881 208.349539 \r\nL 422.580122 211.599377 \r\nL 424.666363 210.516098 \r\nL 426.752605 210.825606 \r\nL 428.838846 211.135115 \r\nL 430.925087 209.897081 \r\nL 433.011329 207.266259 \r\nL 435.09757 204.325929 \r\nL 437.183811 202.468878 \r\nL 439.270052 200.766582 \r\nL 441.356294 197.207235 \r\nL 443.442535 194.576413 \r\nL 445.528776 195.814447 \r\nL 447.615017 197.207235 \r\nL 449.701259 194.576413 \r\nL 451.7875 191.790837 \r\nL 453.873741 190.398049 \r\nL 455.959983 188.076736 \r\nL 458.046224 185.136405 \r\nL 460.132465 182.969846 \r\nL 462.218706 180.803287 \r\nL 464.304948 177.24394 \r\nL 466.391189 174.458364 \r\nL 468.47743 179.410499 \r\nL 470.563671 183.279355 \r\nL 472.649913 186.993456 \r\nL 474.736154 185.29116 \r\nL 476.822395 180.803287 \r\nL 478.908637 182.196075 \r\nL 480.994878 181.26755 \r\nL 483.081119 180.958041 \r\nL 485.16736 178.636728 \r\nL 487.253602 177.089186 \r\nL 489.339843 174.30361 \r\nL 491.426084 171.672788 \r\nL 493.512326 176.005906 \r\nL 495.598567 176.779677 \r\nL 497.684808 169.19672 \r\nL 499.771049 163.470814 \r\nL 501.857291 154.340315 \r\nL 503.943532 147.685883 \r\nL 506.029773 144.126536 \r\nL 508.116014 136.698334 \r\nL 510.202256 131.746199 \r\nL 512.288497 124.47275 \r\nL 514.374738 116.42553 \r\nL 516.46098 111.009133 \r\nL 518.547221 111.009133 \r\nL 520.633462 111.937658 \r\nL 522.719703 100.176337 \r\nL 524.805945 77.891729 \r\nL 526.892186 68.76123 \r\nL 528.978427 59.630731 \r\nL 531.064668 52.047774 \r\nL 533.15091 44.92908 \r\nL 535.237151 38.274648 \r\nL 537.323392 32.084479 \r\nL 539.409634 26.203819 \r\nL 541.495875 22.025455 \r\nL 543.582116 32.548742 \r\nL 545.668357 37.500877 \r\nL 547.754599 38.274648 \r\nL 549.84084 39.048419 \r\nL 551.927081 41.524487 \r\nL 554.013323 55.761875 \r\nL 556.099564 57.309417 \r\nL 558.185805 67.523196 \r\nL 560.272046 77.117958 \r\nL 562.358288 86.557965 \r\n\" style=\"fill:none;stroke:#2ca02c;stroke-linecap:square;stroke-width:1.5;\"/>\r\n   </g>\r\n   <g id=\"line2d_76\">\r\n    <path clip-path=\"url(#p3641ece336)\" d=\"M 343.302954 157.280645 \r\nL 345.389195 155.733103 \r\nL 347.475436 153.876052 \r\nL 349.561677 153.566544 \r\nL 351.647919 153.257035 \r\nL 353.73416 152.947527 \r\nL 355.820401 152.638019 \r\nL 357.906643 152.019002 \r\nL 359.992884 151.864247 \r\nL 362.079125 152.019002 \r\nL 364.165366 152.173756 \r\nL 366.251608 152.947527 \r\nL 368.337849 153.721298 \r\nL 370.42409 154.959332 \r\nL 372.510332 156.35212 \r\nL 374.596573 158.363925 \r\nL 376.682814 161.613764 \r\nL 378.769055 164.089831 \r\nL 380.855297 168.113441 \r\nL 382.941538 173.065576 \r\nL 385.027779 178.32722 \r\nL 387.11402 184.672143 \r\nL 389.200262 191.636083 \r\nL 391.286503 199.064285 \r\nL 393.372744 206.801997 \r\nL 395.458986 216.08725 \r\nL 397.545227 225.682012 \r\nL 399.631468 235.276774 \r\nL 401.717709 244.871535 \r\nL 403.803951 254.002035 \r\nL 405.890192 263.132534 \r\nL 407.976433 271.953524 \r\nL 410.062674 278.917464 \r\nL 412.148916 284.952879 \r\nL 414.235157 290.524031 \r\nL 416.321398 295.476166 \r\nL 418.40764 299.499776 \r\nL 420.493881 303.213877 \r\nL 422.580122 306.154208 \r\nL 424.666363 306.927979 \r\nL 426.752605 307.237487 \r\nL 428.838846 307.237487 \r\nL 430.925087 307.856504 \r\nL 433.011329 307.237487 \r\nL 435.09757 306.61847 \r\nL 437.183811 307.392241 \r\nL 439.270052 306.927979 \r\nL 441.356294 306.308962 \r\nL 443.442535 305.844699 \r\nL 445.528776 305.689945 \r\nL 447.615017 305.535191 \r\nL 449.701259 304.916174 \r\nL 451.7875 304.297157 \r\nL 453.873741 303.987649 \r\nL 455.959983 303.523386 \r\nL 458.046224 303.059123 \r\nL 460.132465 301.666335 \r\nL 462.218706 300.892564 \r\nL 464.304948 299.809284 \r\nL 466.391189 297.952234 \r\nL 468.47743 298.261742 \r\nL 470.563671 298.261742 \r\nL 472.649913 298.106988 \r\nL 474.736154 297.487971 \r\nL 476.822395 296.249937 \r\nL 478.908637 295.940429 \r\nL 480.994878 295.321412 \r\nL 483.081119 294.857149 \r\nL 485.16736 294.083378 \r\nL 487.253602 293.309607 \r\nL 489.339843 293.619116 \r\nL 491.426084 293.154853 \r\nL 493.512326 293.77387 \r\nL 495.598567 293.464361 \r\nL 497.684808 292.071573 \r\nL 499.771049 290.988294 \r\nL 501.857291 289.75026 \r\nL 503.943532 288.66698 \r\nL 506.029773 287.893209 \r\nL 508.116014 286.500421 \r\nL 510.202256 285.72665 \r\nL 512.288497 284.643371 \r\nL 514.374738 283.714845 \r\nL 516.46098 283.095828 \r\nL 518.547221 281.70304 \r\nL 520.633462 281.238778 \r\nL 522.719703 278.76271 \r\nL 524.805945 278.143693 \r\nL 526.892186 277.060414 \r\nL 528.978427 275.977134 \r\nL 531.064668 275.048609 \r\nL 533.15091 273.965329 \r\nL 535.237151 272.572541 \r\nL 537.323392 271.024999 \r\nL 539.409634 269.786965 \r\nL 541.495875 268.85844 \r\nL 543.582116 269.013194 \r\nL 545.668357 268.703686 \r\nL 547.754599 268.239423 \r\nL 549.84084 267.929915 \r\nL 551.927081 267.77516 \r\nL 554.013323 266.846635 \r\nL 556.099564 266.537127 \r\nL 558.185805 267.001389 \r\nL 560.272046 267.465652 \r\nL 562.358288 268.084669 \r\n\" style=\"fill:none;stroke:#d62728;stroke-linecap:square;stroke-width:1.5;\"/>\r\n   </g>\r\n   <g id=\"line2d_77\">\r\n    <path clip-path=\"url(#p3641ece336)\" d=\"M 343.302954 164.244585 \r\nL 345.389195 163.625568 \r\nL 347.475436 163.006552 \r\nL 349.561677 160.685238 \r\nL 351.647919 158.363925 \r\nL 353.73416 156.042612 \r\nL 355.820401 153.876052 \r\nL 357.906643 151.399985 \r\nL 359.992884 150.935722 \r\nL 362.079125 150.626214 \r\nL 364.165366 150.316705 \r\nL 366.251608 150.471459 \r\nL 368.337849 150.626214 \r\nL 370.42409 150.780968 \r\nL 372.510332 151.245231 \r\nL 374.596573 151.554739 \r\nL 376.682814 152.32851 \r\nL 378.769055 153.876052 \r\nL 380.855297 156.506874 \r\nL 382.941538 160.220976 \r\nL 385.027779 164.39934 \r\nL 387.11402 169.041966 \r\nL 389.200262 173.065576 \r\nL 391.286503 177.862957 \r\nL 393.372744 184.826897 \r\nL 395.458986 193.802642 \r\nL 397.545227 203.706912 \r\nL 399.631468 213.765937 \r\nL 401.717709 223.360698 \r\nL 403.803951 231.872181 \r\nL 405.890192 239.764646 \r\nL 407.976433 249.049899 \r\nL 410.062674 257.406627 \r\nL 412.148916 264.525322 \r\nL 414.235157 271.179753 \r\nL 416.321398 277.369922 \r\nL 418.40764 282.322057 \r\nL 420.493881 286.036159 \r\nL 422.580122 289.905014 \r\nL 424.666363 291.762065 \r\nL 426.752605 292.69059 \r\nL 428.838846 293.309607 \r\nL 430.925087 295.476166 \r\nL 433.011329 295.476166 \r\nL 435.09757 295.940429 \r\nL 437.183811 298.106988 \r\nL 439.270052 298.106988 \r\nL 441.356294 298.106988 \r\nL 443.442535 297.952234 \r\nL 445.528776 297.79748 \r\nL 447.615017 297.333217 \r\nL 449.701259 296.559446 \r\nL 451.7875 296.095183 \r\nL 453.873741 295.63092 \r\nL 455.959983 295.011904 \r\nL 458.046224 294.392887 \r\nL 460.132465 292.071573 \r\nL 462.218706 291.143048 \r\nL 464.304948 289.595506 \r\nL 466.391189 286.80993 \r\nL 468.47743 286.190913 \r\nL 470.563671 285.72665 \r\nL 472.649913 285.262388 \r\nL 474.736154 284.643371 \r\nL 476.822395 283.8696 \r\nL 478.908637 283.405337 \r\nL 480.994878 282.941074 \r\nL 483.081119 282.476812 \r\nL 485.16736 282.012549 \r\nL 487.253602 281.548286 \r\nL 489.339843 283.405337 \r\nL 491.426084 282.941074 \r\nL 493.512326 282.476812 \r\nL 495.598567 282.012549 \r\nL 497.684808 281.393532 \r\nL 499.771049 280.619761 \r\nL 501.857291 279.84599 \r\nL 503.943532 279.226973 \r\nL 506.029773 278.298448 \r\nL 508.116014 277.215168 \r\nL 510.202256 276.441397 \r\nL 512.288497 275.667626 \r\nL 514.374738 275.048609 \r\nL 516.46098 274.429592 \r\nL 518.547221 271.489262 \r\nL 520.633462 270.405982 \r\nL 522.719703 269.013194 \r\nL 524.805945 271.334507 \r\nL 526.892186 270.870245 \r\nL 528.978427 270.405982 \r\nL 531.064668 269.941719 \r\nL 533.15091 269.322703 \r\nL 535.237151 267.465652 \r\nL 537.323392 265.453847 \r\nL 539.409634 264.525322 \r\nL 541.495875 263.751551 \r\nL 543.582116 262.977779 \r\nL 545.668357 262.204008 \r\nL 547.754599 261.430237 \r\nL 549.84084 260.192203 \r\nL 551.927081 258.95417 \r\nL 554.013323 255.085314 \r\nL 556.099564 254.002035 \r\nL 558.185805 253.073509 \r\nL 560.272046 252.144984 \r\nL 562.358288 251.371213 \r\n\" style=\"fill:none;stroke:#9467bd;stroke-linecap:square;stroke-width:1.5;\"/>\r\n   </g>\r\n   <g id=\"line2d_78\">\r\n    <path clip-path=\"url(#p3641ece336)\" d=\"M 343.302954 148.614409 \r\nL 345.389195 148.923917 \r\nL 347.475436 149.233426 \r\nL 349.561677 149.542934 \r\nL 351.647919 149.852443 \r\nL 353.73416 150.161951 \r\nL 355.820401 150.471459 \r\nL 357.906643 150.935722 \r\nL 359.992884 151.090476 \r\nL 362.079125 151.245231 \r\nL 364.165366 151.245231 \r\nL 366.251608 151.090476 \r\nL 368.337849 150.935722 \r\nL 370.42409 150.626214 \r\nL 372.510332 150.471459 \r\nL 374.596573 150.161951 \r\nL 376.682814 149.697688 \r\nL 378.769055 149.078671 \r\nL 380.855297 147.995392 \r\nL 382.941538 146.602604 \r\nL 385.027779 145.055062 \r\nL 387.11402 143.043257 \r\nL 389.200262 141.34096 \r\nL 391.286503 139.793418 \r\nL 393.372744 137.317351 \r\nL 395.458986 133.758003 \r\nL 397.545227 129.889148 \r\nL 399.631468 126.020292 \r\nL 401.717709 121.996682 \r\nL 403.803951 119.211106 \r\nL 405.890192 117.199302 \r\nL 407.976433 113.639954 \r\nL 410.062674 110.54487 \r\nL 412.148916 107.759294 \r\nL 414.235157 104.973718 \r\nL 416.321398 102.49765 \r\nL 418.40764 101.259617 \r\nL 420.493881 100.331091 \r\nL 422.580122 98.783549 \r\nL 424.666363 98.319286 \r\nL 426.752605 98.164532 \r\nL 428.838846 98.164532 \r\nL 430.925087 97.545515 \r\nL 433.011329 97.70027 \r\nL 435.09757 97.545515 \r\nL 437.183811 96.926498 \r\nL 439.270052 96.926498 \r\nL 441.356294 97.081253 \r\nL 443.442535 97.236007 \r\nL 445.528776 97.236007 \r\nL 447.615017 97.236007 \r\nL 449.701259 97.390761 \r\nL 451.7875 97.70027 \r\nL 453.873741 97.855024 \r\nL 455.959983 97.855024 \r\nL 458.046224 97.855024 \r\nL 460.132465 98.628795 \r\nL 462.218706 98.783549 \r\nL 464.304948 99.093058 \r\nL 466.391189 100.021583 \r\nL 468.47743 100.331091 \r\nL 470.563671 100.331091 \r\nL 472.649913 100.485846 \r\nL 474.736154 100.795354 \r\nL 476.822395 101.104862 \r\nL 478.908637 101.104862 \r\nL 480.994878 101.259617 \r\nL 483.081119 101.414371 \r\nL 485.16736 101.723879 \r\nL 487.253602 102.033388 \r\nL 489.339843 101.569125 \r\nL 491.426084 101.723879 \r\nL 493.512326 101.723879 \r\nL 495.598567 101.878634 \r\nL 497.684808 102.033388 \r\nL 499.771049 102.342896 \r\nL 501.857291 102.961913 \r\nL 503.943532 103.426176 \r\nL 506.029773 103.735684 \r\nL 508.116014 104.045193 \r\nL 510.202256 104.354701 \r\nL 512.288497 104.818964 \r\nL 514.374738 105.283226 \r\nL 516.46098 105.592735 \r\nL 518.547221 106.52126 \r\nL 520.633462 106.830769 \r\nL 522.719703 107.295031 \r\nL 524.805945 107.295031 \r\nL 526.892186 107.759294 \r\nL 528.978427 108.223557 \r\nL 531.064668 108.378311 \r\nL 533.15091 108.687819 \r\nL 535.237151 109.152082 \r\nL 537.323392 109.616345 \r\nL 539.409634 110.080607 \r\nL 541.495875 110.54487 \r\nL 543.582116 110.54487 \r\nL 545.668357 110.699624 \r\nL 547.754599 111.009133 \r\nL 549.84084 111.163887 \r\nL 551.927081 111.318641 \r\nL 554.013323 112.092412 \r\nL 556.099564 112.247166 \r\nL 558.185805 112.401921 \r\nL 560.272046 112.556675 \r\nL 562.358288 112.711429 \r\n\" style=\"fill:none;stroke:#8c564b;stroke-linecap:square;stroke-width:1.5;\"/>\r\n   </g>\r\n   <g id=\"patch_9\">\r\n    <path d=\"M 328.699265 333.36 \r\nL 328.699265 7.2 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_10\">\r\n    <path d=\"M 574.875735 333.36 \r\nL 574.875735 7.2 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_11\">\r\n    <path d=\"M 328.699265 333.36 \r\nL 574.875735 333.36 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_12\">\r\n    <path d=\"M 328.699265 7.2 \r\nL 574.875735 7.2 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"legend_2\">\r\n    <g id=\"patch_13\">\r\n     <path d=\"M 257.900735 104.9375 \r\nL 567.875735 104.9375 \r\nQ 569.875735 104.9375 569.875735 102.9375 \r\nL 569.875735 14.2 \r\nQ 569.875735 12.2 567.875735 12.2 \r\nL 257.900735 12.2 \r\nQ 255.900735 12.2 255.900735 14.2 \r\nL 255.900735 102.9375 \r\nQ 255.900735 104.9375 257.900735 104.9375 \r\nz\r\n\" style=\"fill:#ffffff;opacity:0.8;stroke:#cccccc;stroke-linejoin:miter;\"/>\r\n    </g>\r\n    <g id=\"line2d_79\">\r\n     <path d=\"M 259.900735 20.298438 \r\nL 279.900735 20.298438 \r\n\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;\"/>\r\n    </g>\r\n    <g id=\"line2d_80\"/>\r\n    <g id=\"text_29\">\r\n     <!-- retail_and_recreation_percent_change_from_baseline -->\r\n     <defs>\r\n      <path d=\"M 50.984375 -16.609375 \r\nL 50.984375 -23.578125 \r\nL -0.984375 -23.578125 \r\nL -0.984375 -16.609375 \r\nz\r\n\" id=\"DejaVuSans-95\"/>\r\n      <path d=\"M 48.78125 52.59375 \r\nL 48.78125 44.1875 \r\nQ 44.96875 46.296875 41.140625 47.34375 \r\nQ 37.3125 48.390625 33.40625 48.390625 \r\nQ 24.65625 48.390625 19.8125 42.84375 \r\nQ 14.984375 37.3125 14.984375 27.296875 \r\nQ 14.984375 17.28125 19.8125 11.734375 \r\nQ 24.65625 6.203125 33.40625 6.203125 \r\nQ 37.3125 6.203125 41.140625 7.25 \r\nQ 44.96875 8.296875 48.78125 10.40625 \r\nL 48.78125 2.09375 \r\nQ 45.015625 0.34375 40.984375 -0.53125 \r\nQ 36.96875 -1.421875 32.421875 -1.421875 \r\nQ 20.0625 -1.421875 12.78125 6.34375 \r\nQ 5.515625 14.109375 5.515625 27.296875 \r\nQ 5.515625 40.671875 12.859375 48.328125 \r\nQ 20.21875 56 33.015625 56 \r\nQ 37.15625 56 41.109375 55.140625 \r\nQ 45.0625 54.296875 48.78125 52.59375 \r\nz\r\n\" id=\"DejaVuSans-99\"/>\r\n      <path d=\"M 30.609375 48.390625 \r\nQ 23.390625 48.390625 19.1875 42.75 \r\nQ 14.984375 37.109375 14.984375 27.296875 \r\nQ 14.984375 17.484375 19.15625 11.84375 \r\nQ 23.34375 6.203125 30.609375 6.203125 \r\nQ 37.796875 6.203125 41.984375 11.859375 \r\nQ 46.1875 17.53125 46.1875 27.296875 \r\nQ 46.1875 37.015625 41.984375 42.703125 \r\nQ 37.796875 48.390625 30.609375 48.390625 \r\nz\r\nM 30.609375 56 \r\nQ 42.328125 56 49.015625 48.375 \r\nQ 55.71875 40.765625 55.71875 27.296875 \r\nQ 55.71875 13.875 49.015625 6.21875 \r\nQ 42.328125 -1.421875 30.609375 -1.421875 \r\nQ 18.84375 -1.421875 12.171875 6.21875 \r\nQ 5.515625 13.875 5.515625 27.296875 \r\nQ 5.515625 40.765625 12.171875 48.375 \r\nQ 18.84375 56 30.609375 56 \r\nz\r\n\" id=\"DejaVuSans-111\"/>\r\n      <path d=\"M 54.890625 33.015625 \r\nL 54.890625 0 \r\nL 45.90625 0 \r\nL 45.90625 32.71875 \r\nQ 45.90625 40.484375 42.875 44.328125 \r\nQ 39.84375 48.1875 33.796875 48.1875 \r\nQ 26.515625 48.1875 22.3125 43.546875 \r\nQ 18.109375 38.921875 18.109375 30.90625 \r\nL 18.109375 0 \r\nL 9.078125 0 \r\nL 9.078125 75.984375 \r\nL 18.109375 75.984375 \r\nL 18.109375 46.1875 \r\nQ 21.34375 51.125 25.703125 53.5625 \r\nQ 30.078125 56 35.796875 56 \r\nQ 45.21875 56 50.046875 50.171875 \r\nQ 54.890625 44.34375 54.890625 33.015625 \r\nz\r\n\" id=\"DejaVuSans-104\"/>\r\n      <path d=\"M 37.109375 75.984375 \r\nL 37.109375 68.5 \r\nL 28.515625 68.5 \r\nQ 23.6875 68.5 21.796875 66.546875 \r\nQ 19.921875 64.59375 19.921875 59.515625 \r\nL 19.921875 54.6875 \r\nL 34.71875 54.6875 \r\nL 34.71875 47.703125 \r\nL 19.921875 47.703125 \r\nL 19.921875 0 \r\nL 10.890625 0 \r\nL 10.890625 47.703125 \r\nL 2.296875 47.703125 \r\nL 2.296875 54.6875 \r\nL 10.890625 54.6875 \r\nL 10.890625 58.5 \r\nQ 10.890625 67.625 15.140625 71.796875 \r\nQ 19.390625 75.984375 28.609375 75.984375 \r\nz\r\n\" id=\"DejaVuSans-102\"/>\r\n      <path d=\"M 52 44.1875 \r\nQ 55.375 50.25 60.0625 53.125 \r\nQ 64.75 56 71.09375 56 \r\nQ 79.640625 56 84.28125 50.015625 \r\nQ 88.921875 44.046875 88.921875 33.015625 \r\nL 88.921875 0 \r\nL 79.890625 0 \r\nL 79.890625 32.71875 \r\nQ 79.890625 40.578125 77.09375 44.375 \r\nQ 74.3125 48.1875 68.609375 48.1875 \r\nQ 61.625 48.1875 57.5625 43.546875 \r\nQ 53.515625 38.921875 53.515625 30.90625 \r\nL 53.515625 0 \r\nL 44.484375 0 \r\nL 44.484375 32.71875 \r\nQ 44.484375 40.625 41.703125 44.40625 \r\nQ 38.921875 48.1875 33.109375 48.1875 \r\nQ 26.21875 48.1875 22.15625 43.53125 \r\nQ 18.109375 38.875 18.109375 30.90625 \r\nL 18.109375 0 \r\nL 9.078125 0 \r\nL 9.078125 54.6875 \r\nL 18.109375 54.6875 \r\nL 18.109375 46.1875 \r\nQ 21.1875 51.21875 25.484375 53.609375 \r\nQ 29.78125 56 35.6875 56 \r\nQ 41.65625 56 45.828125 52.96875 \r\nQ 50 49.953125 52 44.1875 \r\nz\r\n\" id=\"DejaVuSans-109\"/>\r\n     </defs>\r\n     <g transform=\"translate(287.900735 23.798438)scale(0.1 -0.1)\">\r\n      <use xlink:href=\"#DejaVuSans-114\"/>\r\n      <use x=\"41.082031\" xlink:href=\"#DejaVuSans-101\"/>\r\n      <use x=\"102.605469\" xlink:href=\"#DejaVuSans-116\"/>\r\n      <use x=\"141.814453\" xlink:href=\"#DejaVuSans-97\"/>\r\n      <use x=\"203.09375\" xlink:href=\"#DejaVuSans-105\"/>\r\n      <use x=\"230.876953\" xlink:href=\"#DejaVuSans-108\"/>\r\n      <use x=\"258.660156\" xlink:href=\"#DejaVuSans-95\"/>\r\n      <use x=\"308.660156\" xlink:href=\"#DejaVuSans-97\"/>\r\n      <use x=\"369.939453\" xlink:href=\"#DejaVuSans-110\"/>\r\n      <use x=\"433.318359\" xlink:href=\"#DejaVuSans-100\"/>\r\n      <use x=\"496.794922\" xlink:href=\"#DejaVuSans-95\"/>\r\n      <use x=\"546.794922\" xlink:href=\"#DejaVuSans-114\"/>\r\n      <use x=\"587.876953\" xlink:href=\"#DejaVuSans-101\"/>\r\n      <use x=\"649.400391\" xlink:href=\"#DejaVuSans-99\"/>\r\n      <use x=\"704.380859\" xlink:href=\"#DejaVuSans-114\"/>\r\n      <use x=\"745.462891\" xlink:href=\"#DejaVuSans-101\"/>\r\n      <use x=\"806.986328\" xlink:href=\"#DejaVuSans-97\"/>\r\n      <use x=\"868.265625\" xlink:href=\"#DejaVuSans-116\"/>\r\n      <use x=\"907.474609\" xlink:href=\"#DejaVuSans-105\"/>\r\n      <use x=\"935.257812\" xlink:href=\"#DejaVuSans-111\"/>\r\n      <use x=\"996.439453\" xlink:href=\"#DejaVuSans-110\"/>\r\n      <use x=\"1059.818359\" xlink:href=\"#DejaVuSans-95\"/>\r\n      <use x=\"1109.818359\" xlink:href=\"#DejaVuSans-112\"/>\r\n      <use x=\"1173.294922\" xlink:href=\"#DejaVuSans-101\"/>\r\n      <use x=\"1234.818359\" xlink:href=\"#DejaVuSans-114\"/>\r\n      <use x=\"1275.900391\" xlink:href=\"#DejaVuSans-99\"/>\r\n      <use x=\"1330.880859\" xlink:href=\"#DejaVuSans-101\"/>\r\n      <use x=\"1392.404297\" xlink:href=\"#DejaVuSans-110\"/>\r\n      <use x=\"1455.783203\" xlink:href=\"#DejaVuSans-116\"/>\r\n      <use x=\"1494.992188\" xlink:href=\"#DejaVuSans-95\"/>\r\n      <use x=\"1544.992188\" xlink:href=\"#DejaVuSans-99\"/>\r\n      <use x=\"1599.972656\" xlink:href=\"#DejaVuSans-104\"/>\r\n      <use x=\"1663.351562\" xlink:href=\"#DejaVuSans-97\"/>\r\n      <use x=\"1724.630859\" xlink:href=\"#DejaVuSans-110\"/>\r\n      <use x=\"1788.009766\" xlink:href=\"#DejaVuSans-103\"/>\r\n      <use x=\"1851.486328\" xlink:href=\"#DejaVuSans-101\"/>\r\n      <use x=\"1913.009766\" xlink:href=\"#DejaVuSans-95\"/>\r\n      <use x=\"1963.009766\" xlink:href=\"#DejaVuSans-102\"/>\r\n      <use x=\"1998.214844\" xlink:href=\"#DejaVuSans-114\"/>\r\n      <use x=\"2039.296875\" xlink:href=\"#DejaVuSans-111\"/>\r\n      <use x=\"2100.478516\" xlink:href=\"#DejaVuSans-109\"/>\r\n      <use x=\"2197.890625\" xlink:href=\"#DejaVuSans-95\"/>\r\n      <use x=\"2247.890625\" xlink:href=\"#DejaVuSans-98\"/>\r\n      <use x=\"2311.367188\" xlink:href=\"#DejaVuSans-97\"/>\r\n      <use x=\"2372.646484\" xlink:href=\"#DejaVuSans-115\"/>\r\n      <use x=\"2424.746094\" xlink:href=\"#DejaVuSans-101\"/>\r\n      <use x=\"2486.269531\" xlink:href=\"#DejaVuSans-108\"/>\r\n      <use x=\"2514.052734\" xlink:href=\"#DejaVuSans-105\"/>\r\n      <use x=\"2541.835938\" xlink:href=\"#DejaVuSans-110\"/>\r\n      <use x=\"2605.214844\" xlink:href=\"#DejaVuSans-101\"/>\r\n     </g>\r\n    </g>\r\n    <g id=\"line2d_81\">\r\n     <path d=\"M 259.900735 35.254688 \r\nL 279.900735 35.254688 \r\n\" style=\"fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:1.5;\"/>\r\n    </g>\r\n    <g id=\"line2d_82\"/>\r\n    <g id=\"text_30\">\r\n     <!-- grocery_and_pharmacy_percent_change_from_baseline -->\r\n     <g transform=\"translate(287.900735 38.754688)scale(0.1 -0.1)\">\r\n      <use xlink:href=\"#DejaVuSans-103\"/>\r\n      <use x=\"63.476562\" xlink:href=\"#DejaVuSans-114\"/>\r\n      <use x=\"104.558594\" xlink:href=\"#DejaVuSans-111\"/>\r\n      <use x=\"165.740234\" xlink:href=\"#DejaVuSans-99\"/>\r\n      <use x=\"220.720703\" xlink:href=\"#DejaVuSans-101\"/>\r\n      <use x=\"282.244141\" xlink:href=\"#DejaVuSans-114\"/>\r\n      <use x=\"323.357422\" xlink:href=\"#DejaVuSans-121\"/>\r\n      <use x=\"382.537109\" xlink:href=\"#DejaVuSans-95\"/>\r\n      <use x=\"432.537109\" xlink:href=\"#DejaVuSans-97\"/>\r\n      <use x=\"493.816406\" xlink:href=\"#DejaVuSans-110\"/>\r\n      <use x=\"557.195312\" xlink:href=\"#DejaVuSans-100\"/>\r\n      <use x=\"620.671875\" xlink:href=\"#DejaVuSans-95\"/>\r\n      <use x=\"670.671875\" xlink:href=\"#DejaVuSans-112\"/>\r\n      <use x=\"734.148438\" xlink:href=\"#DejaVuSans-104\"/>\r\n      <use x=\"797.527344\" xlink:href=\"#DejaVuSans-97\"/>\r\n      <use x=\"858.806641\" xlink:href=\"#DejaVuSans-114\"/>\r\n      <use x=\"899.904297\" xlink:href=\"#DejaVuSans-109\"/>\r\n      <use x=\"997.316406\" xlink:href=\"#DejaVuSans-97\"/>\r\n      <use x=\"1058.595703\" xlink:href=\"#DejaVuSans-99\"/>\r\n      <use x=\"1113.576172\" xlink:href=\"#DejaVuSans-121\"/>\r\n      <use x=\"1172.755859\" xlink:href=\"#DejaVuSans-95\"/>\r\n      <use x=\"1222.755859\" xlink:href=\"#DejaVuSans-112\"/>\r\n      <use x=\"1286.232422\" xlink:href=\"#DejaVuSans-101\"/>\r\n      <use x=\"1347.755859\" xlink:href=\"#DejaVuSans-114\"/>\r\n      <use x=\"1388.837891\" xlink:href=\"#DejaVuSans-99\"/>\r\n      <use x=\"1443.818359\" xlink:href=\"#DejaVuSans-101\"/>\r\n      <use x=\"1505.341797\" xlink:href=\"#DejaVuSans-110\"/>\r\n      <use x=\"1568.720703\" xlink:href=\"#DejaVuSans-116\"/>\r\n      <use x=\"1607.929688\" xlink:href=\"#DejaVuSans-95\"/>\r\n      <use x=\"1657.929688\" xlink:href=\"#DejaVuSans-99\"/>\r\n      <use x=\"1712.910156\" xlink:href=\"#DejaVuSans-104\"/>\r\n      <use x=\"1776.289062\" xlink:href=\"#DejaVuSans-97\"/>\r\n      <use x=\"1837.568359\" xlink:href=\"#DejaVuSans-110\"/>\r\n      <use x=\"1900.947266\" xlink:href=\"#DejaVuSans-103\"/>\r\n      <use x=\"1964.423828\" xlink:href=\"#DejaVuSans-101\"/>\r\n      <use x=\"2025.947266\" xlink:href=\"#DejaVuSans-95\"/>\r\n      <use x=\"2075.947266\" xlink:href=\"#DejaVuSans-102\"/>\r\n      <use x=\"2111.152344\" xlink:href=\"#DejaVuSans-114\"/>\r\n      <use x=\"2152.234375\" xlink:href=\"#DejaVuSans-111\"/>\r\n      <use x=\"2213.416016\" xlink:href=\"#DejaVuSans-109\"/>\r\n      <use x=\"2310.828125\" xlink:href=\"#DejaVuSans-95\"/>\r\n      <use x=\"2360.828125\" xlink:href=\"#DejaVuSans-98\"/>\r\n      <use x=\"2424.304688\" xlink:href=\"#DejaVuSans-97\"/>\r\n      <use x=\"2485.583984\" xlink:href=\"#DejaVuSans-115\"/>\r\n      <use x=\"2537.683594\" xlink:href=\"#DejaVuSans-101\"/>\r\n      <use x=\"2599.207031\" xlink:href=\"#DejaVuSans-108\"/>\r\n      <use x=\"2626.990234\" xlink:href=\"#DejaVuSans-105\"/>\r\n      <use x=\"2654.773438\" xlink:href=\"#DejaVuSans-110\"/>\r\n      <use x=\"2718.152344\" xlink:href=\"#DejaVuSans-101\"/>\r\n     </g>\r\n    </g>\r\n    <g id=\"line2d_83\">\r\n     <path d=\"M 259.900735 50.210938 \r\nL 279.900735 50.210938 \r\n\" style=\"fill:none;stroke:#2ca02c;stroke-linecap:square;stroke-width:1.5;\"/>\r\n    </g>\r\n    <g id=\"line2d_84\"/>\r\n    <g id=\"text_31\">\r\n     <!-- parks_percent_change_from_baseline -->\r\n     <g transform=\"translate(287.900735 53.710938)scale(0.1 -0.1)\">\r\n      <use xlink:href=\"#DejaVuSans-112\"/>\r\n      <use x=\"63.476562\" xlink:href=\"#DejaVuSans-97\"/>\r\n      <use x=\"124.755859\" xlink:href=\"#DejaVuSans-114\"/>\r\n      <use x=\"165.869141\" xlink:href=\"#DejaVuSans-107\"/>\r\n      <use x=\"223.779297\" xlink:href=\"#DejaVuSans-115\"/>\r\n      <use x=\"275.878906\" xlink:href=\"#DejaVuSans-95\"/>\r\n      <use x=\"325.878906\" xlink:href=\"#DejaVuSans-112\"/>\r\n      <use x=\"389.355469\" xlink:href=\"#DejaVuSans-101\"/>\r\n      <use x=\"450.878906\" xlink:href=\"#DejaVuSans-114\"/>\r\n      <use x=\"491.960938\" xlink:href=\"#DejaVuSans-99\"/>\r\n      <use x=\"546.941406\" xlink:href=\"#DejaVuSans-101\"/>\r\n      <use x=\"608.464844\" xlink:href=\"#DejaVuSans-110\"/>\r\n      <use x=\"671.84375\" xlink:href=\"#DejaVuSans-116\"/>\r\n      <use x=\"711.052734\" xlink:href=\"#DejaVuSans-95\"/>\r\n      <use x=\"761.052734\" xlink:href=\"#DejaVuSans-99\"/>\r\n      <use x=\"816.033203\" xlink:href=\"#DejaVuSans-104\"/>\r\n      <use x=\"879.412109\" xlink:href=\"#DejaVuSans-97\"/>\r\n      <use x=\"940.691406\" xlink:href=\"#DejaVuSans-110\"/>\r\n      <use x=\"1004.070312\" xlink:href=\"#DejaVuSans-103\"/>\r\n      <use x=\"1067.546875\" xlink:href=\"#DejaVuSans-101\"/>\r\n      <use x=\"1129.070312\" xlink:href=\"#DejaVuSans-95\"/>\r\n      <use x=\"1179.070312\" xlink:href=\"#DejaVuSans-102\"/>\r\n      <use x=\"1214.275391\" xlink:href=\"#DejaVuSans-114\"/>\r\n      <use x=\"1255.357422\" xlink:href=\"#DejaVuSans-111\"/>\r\n      <use x=\"1316.539062\" xlink:href=\"#DejaVuSans-109\"/>\r\n      <use x=\"1413.951172\" xlink:href=\"#DejaVuSans-95\"/>\r\n      <use x=\"1463.951172\" xlink:href=\"#DejaVuSans-98\"/>\r\n      <use x=\"1527.427734\" xlink:href=\"#DejaVuSans-97\"/>\r\n      <use x=\"1588.707031\" xlink:href=\"#DejaVuSans-115\"/>\r\n      <use x=\"1640.806641\" xlink:href=\"#DejaVuSans-101\"/>\r\n      <use x=\"1702.330078\" xlink:href=\"#DejaVuSans-108\"/>\r\n      <use x=\"1730.113281\" xlink:href=\"#DejaVuSans-105\"/>\r\n      <use x=\"1757.896484\" xlink:href=\"#DejaVuSans-110\"/>\r\n      <use x=\"1821.275391\" xlink:href=\"#DejaVuSans-101\"/>\r\n     </g>\r\n    </g>\r\n    <g id=\"line2d_85\">\r\n     <path d=\"M 259.900735 65.167188 \r\nL 279.900735 65.167188 \r\n\" style=\"fill:none;stroke:#d62728;stroke-linecap:square;stroke-width:1.5;\"/>\r\n    </g>\r\n    <g id=\"line2d_86\"/>\r\n    <g id=\"text_32\">\r\n     <!-- transit_stations_percent_change_from_baseline -->\r\n     <g transform=\"translate(287.900735 68.667188)scale(0.1 -0.1)\">\r\n      <use xlink:href=\"#DejaVuSans-116\"/>\r\n      <use x=\"39.208984\" xlink:href=\"#DejaVuSans-114\"/>\r\n      <use x=\"80.322266\" xlink:href=\"#DejaVuSans-97\"/>\r\n      <use x=\"141.601562\" xlink:href=\"#DejaVuSans-110\"/>\r\n      <use x=\"204.980469\" xlink:href=\"#DejaVuSans-115\"/>\r\n      <use x=\"257.080078\" xlink:href=\"#DejaVuSans-105\"/>\r\n      <use x=\"284.863281\" xlink:href=\"#DejaVuSans-116\"/>\r\n      <use x=\"324.072266\" xlink:href=\"#DejaVuSans-95\"/>\r\n      <use x=\"374.072266\" xlink:href=\"#DejaVuSans-115\"/>\r\n      <use x=\"426.171875\" xlink:href=\"#DejaVuSans-116\"/>\r\n      <use x=\"465.380859\" xlink:href=\"#DejaVuSans-97\"/>\r\n      <use x=\"526.660156\" xlink:href=\"#DejaVuSans-116\"/>\r\n      <use x=\"565.869141\" xlink:href=\"#DejaVuSans-105\"/>\r\n      <use x=\"593.652344\" xlink:href=\"#DejaVuSans-111\"/>\r\n      <use x=\"654.833984\" xlink:href=\"#DejaVuSans-110\"/>\r\n      <use x=\"718.212891\" xlink:href=\"#DejaVuSans-115\"/>\r\n      <use x=\"770.3125\" xlink:href=\"#DejaVuSans-95\"/>\r\n      <use x=\"820.3125\" xlink:href=\"#DejaVuSans-112\"/>\r\n      <use x=\"883.789062\" xlink:href=\"#DejaVuSans-101\"/>\r\n      <use x=\"945.3125\" xlink:href=\"#DejaVuSans-114\"/>\r\n      <use x=\"986.394531\" xlink:href=\"#DejaVuSans-99\"/>\r\n      <use x=\"1041.375\" xlink:href=\"#DejaVuSans-101\"/>\r\n      <use x=\"1102.898438\" xlink:href=\"#DejaVuSans-110\"/>\r\n      <use x=\"1166.277344\" xlink:href=\"#DejaVuSans-116\"/>\r\n      <use x=\"1205.486328\" xlink:href=\"#DejaVuSans-95\"/>\r\n      <use x=\"1255.486328\" xlink:href=\"#DejaVuSans-99\"/>\r\n      <use x=\"1310.466797\" xlink:href=\"#DejaVuSans-104\"/>\r\n      <use x=\"1373.845703\" xlink:href=\"#DejaVuSans-97\"/>\r\n      <use x=\"1435.125\" xlink:href=\"#DejaVuSans-110\"/>\r\n      <use x=\"1498.503906\" xlink:href=\"#DejaVuSans-103\"/>\r\n      <use x=\"1561.980469\" xlink:href=\"#DejaVuSans-101\"/>\r\n      <use x=\"1623.503906\" xlink:href=\"#DejaVuSans-95\"/>\r\n      <use x=\"1673.503906\" xlink:href=\"#DejaVuSans-102\"/>\r\n      <use x=\"1708.708984\" xlink:href=\"#DejaVuSans-114\"/>\r\n      <use x=\"1749.791016\" xlink:href=\"#DejaVuSans-111\"/>\r\n      <use x=\"1810.972656\" xlink:href=\"#DejaVuSans-109\"/>\r\n      <use x=\"1908.384766\" xlink:href=\"#DejaVuSans-95\"/>\r\n      <use x=\"1958.384766\" xlink:href=\"#DejaVuSans-98\"/>\r\n      <use x=\"2021.861328\" xlink:href=\"#DejaVuSans-97\"/>\r\n      <use x=\"2083.140625\" xlink:href=\"#DejaVuSans-115\"/>\r\n      <use x=\"2135.240234\" xlink:href=\"#DejaVuSans-101\"/>\r\n      <use x=\"2196.763672\" xlink:href=\"#DejaVuSans-108\"/>\r\n      <use x=\"2224.546875\" xlink:href=\"#DejaVuSans-105\"/>\r\n      <use x=\"2252.330078\" xlink:href=\"#DejaVuSans-110\"/>\r\n      <use x=\"2315.708984\" xlink:href=\"#DejaVuSans-101\"/>\r\n     </g>\r\n    </g>\r\n    <g id=\"line2d_87\">\r\n     <path d=\"M 259.900735 80.123438 \r\nL 279.900735 80.123438 \r\n\" style=\"fill:none;stroke:#9467bd;stroke-linecap:square;stroke-width:1.5;\"/>\r\n    </g>\r\n    <g id=\"line2d_88\"/>\r\n    <g id=\"text_33\">\r\n     <!-- workplaces_percent_change_from_baseline -->\r\n     <g transform=\"translate(287.900735 83.623438)scale(0.1 -0.1)\">\r\n      <use xlink:href=\"#DejaVuSans-119\"/>\r\n      <use x=\"81.787109\" xlink:href=\"#DejaVuSans-111\"/>\r\n      <use x=\"142.96875\" xlink:href=\"#DejaVuSans-114\"/>\r\n      <use x=\"184.082031\" xlink:href=\"#DejaVuSans-107\"/>\r\n      <use x=\"241.992188\" xlink:href=\"#DejaVuSans-112\"/>\r\n      <use x=\"305.46875\" xlink:href=\"#DejaVuSans-108\"/>\r\n      <use x=\"333.251953\" xlink:href=\"#DejaVuSans-97\"/>\r\n      <use x=\"394.53125\" xlink:href=\"#DejaVuSans-99\"/>\r\n      <use x=\"449.511719\" xlink:href=\"#DejaVuSans-101\"/>\r\n      <use x=\"511.035156\" xlink:href=\"#DejaVuSans-115\"/>\r\n      <use x=\"563.134766\" xlink:href=\"#DejaVuSans-95\"/>\r\n      <use x=\"613.134766\" xlink:href=\"#DejaVuSans-112\"/>\r\n      <use x=\"676.611328\" xlink:href=\"#DejaVuSans-101\"/>\r\n      <use x=\"738.134766\" xlink:href=\"#DejaVuSans-114\"/>\r\n      <use x=\"779.216797\" xlink:href=\"#DejaVuSans-99\"/>\r\n      <use x=\"834.197266\" xlink:href=\"#DejaVuSans-101\"/>\r\n      <use x=\"895.720703\" xlink:href=\"#DejaVuSans-110\"/>\r\n      <use x=\"959.099609\" xlink:href=\"#DejaVuSans-116\"/>\r\n      <use x=\"998.308594\" xlink:href=\"#DejaVuSans-95\"/>\r\n      <use x=\"1048.308594\" xlink:href=\"#DejaVuSans-99\"/>\r\n      <use x=\"1103.289062\" xlink:href=\"#DejaVuSans-104\"/>\r\n      <use x=\"1166.667969\" xlink:href=\"#DejaVuSans-97\"/>\r\n      <use x=\"1227.947266\" xlink:href=\"#DejaVuSans-110\"/>\r\n      <use x=\"1291.326172\" xlink:href=\"#DejaVuSans-103\"/>\r\n      <use x=\"1354.802734\" xlink:href=\"#DejaVuSans-101\"/>\r\n      <use x=\"1416.326172\" xlink:href=\"#DejaVuSans-95\"/>\r\n      <use x=\"1466.326172\" xlink:href=\"#DejaVuSans-102\"/>\r\n      <use x=\"1501.53125\" xlink:href=\"#DejaVuSans-114\"/>\r\n      <use x=\"1542.613281\" xlink:href=\"#DejaVuSans-111\"/>\r\n      <use x=\"1603.794922\" xlink:href=\"#DejaVuSans-109\"/>\r\n      <use x=\"1701.207031\" xlink:href=\"#DejaVuSans-95\"/>\r\n      <use x=\"1751.207031\" xlink:href=\"#DejaVuSans-98\"/>\r\n      <use x=\"1814.683594\" xlink:href=\"#DejaVuSans-97\"/>\r\n      <use x=\"1875.962891\" xlink:href=\"#DejaVuSans-115\"/>\r\n      <use x=\"1928.0625\" xlink:href=\"#DejaVuSans-101\"/>\r\n      <use x=\"1989.585938\" xlink:href=\"#DejaVuSans-108\"/>\r\n      <use x=\"2017.369141\" xlink:href=\"#DejaVuSans-105\"/>\r\n      <use x=\"2045.152344\" xlink:href=\"#DejaVuSans-110\"/>\r\n      <use x=\"2108.53125\" xlink:href=\"#DejaVuSans-101\"/>\r\n     </g>\r\n    </g>\r\n    <g id=\"line2d_89\">\r\n     <path d=\"M 259.900735 95.079688 \r\nL 279.900735 95.079688 \r\n\" style=\"fill:none;stroke:#8c564b;stroke-linecap:square;stroke-width:1.5;\"/>\r\n    </g>\r\n    <g id=\"line2d_90\"/>\r\n    <g id=\"text_34\">\r\n     <!-- residential_percent_change_from_baseline -->\r\n     <g transform=\"translate(287.900735 98.579688)scale(0.1 -0.1)\">\r\n      <use xlink:href=\"#DejaVuSans-114\"/>\r\n      <use x=\"41.082031\" xlink:href=\"#DejaVuSans-101\"/>\r\n      <use x=\"102.605469\" xlink:href=\"#DejaVuSans-115\"/>\r\n      <use x=\"154.705078\" xlink:href=\"#DejaVuSans-105\"/>\r\n      <use x=\"182.488281\" xlink:href=\"#DejaVuSans-100\"/>\r\n      <use x=\"245.964844\" xlink:href=\"#DejaVuSans-101\"/>\r\n      <use x=\"307.488281\" xlink:href=\"#DejaVuSans-110\"/>\r\n      <use x=\"370.867188\" xlink:href=\"#DejaVuSans-116\"/>\r\n      <use x=\"410.076172\" xlink:href=\"#DejaVuSans-105\"/>\r\n      <use x=\"437.859375\" xlink:href=\"#DejaVuSans-97\"/>\r\n      <use x=\"499.138672\" xlink:href=\"#DejaVuSans-108\"/>\r\n      <use x=\"526.921875\" xlink:href=\"#DejaVuSans-95\"/>\r\n      <use x=\"576.921875\" xlink:href=\"#DejaVuSans-112\"/>\r\n      <use x=\"640.398438\" xlink:href=\"#DejaVuSans-101\"/>\r\n      <use x=\"701.921875\" xlink:href=\"#DejaVuSans-114\"/>\r\n      <use x=\"743.003906\" xlink:href=\"#DejaVuSans-99\"/>\r\n      <use x=\"797.984375\" xlink:href=\"#DejaVuSans-101\"/>\r\n      <use x=\"859.507812\" xlink:href=\"#DejaVuSans-110\"/>\r\n      <use x=\"922.886719\" xlink:href=\"#DejaVuSans-116\"/>\r\n      <use x=\"962.095703\" xlink:href=\"#DejaVuSans-95\"/>\r\n      <use x=\"1012.095703\" xlink:href=\"#DejaVuSans-99\"/>\r\n      <use x=\"1067.076172\" xlink:href=\"#DejaVuSans-104\"/>\r\n      <use x=\"1130.455078\" xlink:href=\"#DejaVuSans-97\"/>\r\n      <use x=\"1191.734375\" xlink:href=\"#DejaVuSans-110\"/>\r\n      <use x=\"1255.113281\" xlink:href=\"#DejaVuSans-103\"/>\r\n      <use x=\"1318.589844\" xlink:href=\"#DejaVuSans-101\"/>\r\n      <use x=\"1380.113281\" xlink:href=\"#DejaVuSans-95\"/>\r\n      <use x=\"1430.113281\" xlink:href=\"#DejaVuSans-102\"/>\r\n      <use x=\"1465.318359\" xlink:href=\"#DejaVuSans-114\"/>\r\n      <use x=\"1506.400391\" xlink:href=\"#DejaVuSans-111\"/>\r\n      <use x=\"1567.582031\" xlink:href=\"#DejaVuSans-109\"/>\r\n      <use x=\"1664.994141\" xlink:href=\"#DejaVuSans-95\"/>\r\n      <use x=\"1714.994141\" xlink:href=\"#DejaVuSans-98\"/>\r\n      <use x=\"1778.470703\" xlink:href=\"#DejaVuSans-97\"/>\r\n      <use x=\"1839.75\" xlink:href=\"#DejaVuSans-115\"/>\r\n      <use x=\"1891.849609\" xlink:href=\"#DejaVuSans-101\"/>\r\n      <use x=\"1953.373047\" xlink:href=\"#DejaVuSans-108\"/>\r\n      <use x=\"1981.15625\" xlink:href=\"#DejaVuSans-105\"/>\r\n      <use x=\"2008.939453\" xlink:href=\"#DejaVuSans-110\"/>\r\n      <use x=\"2072.318359\" xlink:href=\"#DejaVuSans-101\"/>\r\n     </g>\r\n    </g>\r\n   </g>\r\n  </g>\r\n  <g id=\"axes_3\">\r\n   <g id=\"patch_14\">\r\n    <path d=\"M 624.111029 333.36 \r\nL 870.2875 333.36 \r\nL 870.2875 7.2 \r\nL 624.111029 7.2 \r\nz\r\n\" style=\"fill:#ffffff;\"/>\r\n   </g>\r\n   <g id=\"matplotlib.axis_5\">\r\n    <g id=\"xtick_50\">\r\n     <g id=\"line2d_91\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"624.111029\" xlink:href=\"#m307135a13f\" y=\"333.36\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_35\">\r\n      <!-- Jan -->\r\n      <g transform=\"translate(616.403217 347.958438)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-74\"/>\r\n       <use x=\"29.492188\" xlink:href=\"#DejaVuSans-97\"/>\r\n       <use x=\"90.771484\" xlink:href=\"#DejaVuSans-110\"/>\r\n      </g>\r\n      <!-- 2020 -->\r\n      <g transform=\"translate(611.386029 359.15625)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_51\">\r\n     <g id=\"line2d_92\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"645.019168\" xlink:href=\"#m307135a13f\" y=\"333.36\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_36\">\r\n      <!-- Feb -->\r\n      <g transform=\"translate(635.896512 347.958438)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-70\"/>\r\n       <use x=\"57.441406\" xlink:href=\"#DejaVuSans-101\"/>\r\n       <use x=\"118.964844\" xlink:href=\"#DejaVuSans-98\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_52\">\r\n     <g id=\"line2d_93\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"664.578394\" xlink:href=\"#m307135a13f\" y=\"333.36\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_37\">\r\n      <!-- Mar -->\r\n      <g transform=\"translate(655.144801 347.958438)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-77\"/>\r\n       <use x=\"86.279297\" xlink:href=\"#DejaVuSans-97\"/>\r\n       <use x=\"147.558594\" xlink:href=\"#DejaVuSans-114\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_53\">\r\n     <g id=\"line2d_94\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"685.486533\" xlink:href=\"#m307135a13f\" y=\"333.36\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_38\">\r\n      <!-- Apr -->\r\n      <g transform=\"translate(676.836533 347.958438)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-65\"/>\r\n       <use x=\"68.408203\" xlink:href=\"#DejaVuSans-112\"/>\r\n       <use x=\"131.884766\" xlink:href=\"#DejaVuSans-114\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_54\">\r\n     <g id=\"line2d_95\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"705.720216\" xlink:href=\"#m307135a13f\" y=\"333.36\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_39\">\r\n      <!-- May -->\r\n      <g transform=\"translate(695.382716 347.958438)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-77\"/>\r\n       <use x=\"86.279297\" xlink:href=\"#DejaVuSans-97\"/>\r\n       <use x=\"147.558594\" xlink:href=\"#DejaVuSans-121\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_55\">\r\n     <g id=\"line2d_96\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"726.628354\" xlink:href=\"#m307135a13f\" y=\"333.36\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_40\">\r\n      <!-- Jun -->\r\n      <g transform=\"translate(718.815854 347.958438)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-74\"/>\r\n       <use x=\"29.492188\" xlink:href=\"#DejaVuSans-117\"/>\r\n       <use x=\"92.871094\" xlink:href=\"#DejaVuSans-110\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_56\">\r\n     <g id=\"line2d_97\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"746.862037\" xlink:href=\"#m307135a13f\" y=\"333.36\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_41\">\r\n      <!-- Jul -->\r\n      <g transform=\"translate(740.829224 347.958438)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-74\"/>\r\n       <use x=\"29.492188\" xlink:href=\"#DejaVuSans-117\"/>\r\n       <use x=\"92.871094\" xlink:href=\"#DejaVuSans-108\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_57\">\r\n     <g id=\"line2d_98\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"767.770175\" xlink:href=\"#m307135a13f\" y=\"333.36\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_42\">\r\n      <!-- Aug -->\r\n      <g transform=\"translate(758.006894 347.958438)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-65\"/>\r\n       <use x=\"68.408203\" xlink:href=\"#DejaVuSans-117\"/>\r\n       <use x=\"131.787109\" xlink:href=\"#DejaVuSans-103\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_58\">\r\n     <g id=\"line2d_99\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"788.678314\" xlink:href=\"#m307135a13f\" y=\"333.36\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_43\">\r\n      <!-- Sep -->\r\n      <defs>\r\n       <path d=\"M 53.515625 70.515625 \r\nL 53.515625 60.890625 \r\nQ 47.90625 63.578125 42.921875 64.890625 \r\nQ 37.9375 66.21875 33.296875 66.21875 \r\nQ 25.25 66.21875 20.875 63.09375 \r\nQ 16.5 59.96875 16.5 54.203125 \r\nQ 16.5 49.359375 19.40625 46.890625 \r\nQ 22.3125 44.4375 30.421875 42.921875 \r\nL 36.375 41.703125 \r\nQ 47.40625 39.59375 52.65625 34.296875 \r\nQ 57.90625 29 57.90625 20.125 \r\nQ 57.90625 9.515625 50.796875 4.046875 \r\nQ 43.703125 -1.421875 29.984375 -1.421875 \r\nQ 24.8125 -1.421875 18.96875 -0.25 \r\nQ 13.140625 0.921875 6.890625 3.21875 \r\nL 6.890625 13.375 \r\nQ 12.890625 10.015625 18.65625 8.296875 \r\nQ 24.421875 6.59375 29.984375 6.59375 \r\nQ 38.421875 6.59375 43.015625 9.90625 \r\nQ 47.609375 13.234375 47.609375 19.390625 \r\nQ 47.609375 24.75 44.3125 27.78125 \r\nQ 41.015625 30.8125 33.5 32.328125 \r\nL 27.484375 33.5 \r\nQ 16.453125 35.6875 11.515625 40.375 \r\nQ 6.59375 45.0625 6.59375 53.421875 \r\nQ 6.59375 63.09375 13.40625 68.65625 \r\nQ 20.21875 74.21875 32.171875 74.21875 \r\nQ 37.3125 74.21875 42.625 73.28125 \r\nQ 47.953125 72.359375 53.515625 70.515625 \r\nz\r\n\" id=\"DejaVuSans-83\"/>\r\n      </defs>\r\n      <g transform=\"translate(779.253314 347.958438)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-83\"/>\r\n       <use x=\"63.476562\" xlink:href=\"#DejaVuSans-101\"/>\r\n       <use x=\"125\" xlink:href=\"#DejaVuSans-112\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_59\">\r\n     <g id=\"line2d_100\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"808.911996\" xlink:href=\"#m307135a13f\" y=\"333.36\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_44\">\r\n      <!-- Oct -->\r\n      <defs>\r\n       <path d=\"M 39.40625 66.21875 \r\nQ 28.65625 66.21875 22.328125 58.203125 \r\nQ 16.015625 50.203125 16.015625 36.375 \r\nQ 16.015625 22.609375 22.328125 14.59375 \r\nQ 28.65625 6.59375 39.40625 6.59375 \r\nQ 50.140625 6.59375 56.421875 14.59375 \r\nQ 62.703125 22.609375 62.703125 36.375 \r\nQ 62.703125 50.203125 56.421875 58.203125 \r\nQ 50.140625 66.21875 39.40625 66.21875 \r\nz\r\nM 39.40625 74.21875 \r\nQ 54.734375 74.21875 63.90625 63.9375 \r\nQ 73.09375 53.65625 73.09375 36.375 \r\nQ 73.09375 19.140625 63.90625 8.859375 \r\nQ 54.734375 -1.421875 39.40625 -1.421875 \r\nQ 24.03125 -1.421875 14.8125 8.828125 \r\nQ 5.609375 19.09375 5.609375 36.375 \r\nQ 5.609375 53.65625 14.8125 63.9375 \r\nQ 24.03125 74.21875 39.40625 74.21875 \r\nz\r\n\" id=\"DejaVuSans-79\"/>\r\n      </defs>\r\n      <g transform=\"translate(800.266684 347.958438)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-79\"/>\r\n       <use x=\"78.710938\" xlink:href=\"#DejaVuSans-99\"/>\r\n       <use x=\"133.691406\" xlink:href=\"#DejaVuSans-116\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_60\">\r\n     <g id=\"line2d_101\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"829.820135\" xlink:href=\"#m307135a13f\" y=\"333.36\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_45\">\r\n      <!-- Nov -->\r\n      <defs>\r\n       <path d=\"M 9.8125 72.90625 \r\nL 23.09375 72.90625 \r\nL 55.421875 11.921875 \r\nL 55.421875 72.90625 \r\nL 64.984375 72.90625 \r\nL 64.984375 0 \r\nL 51.703125 0 \r\nL 19.390625 60.984375 \r\nL 19.390625 0 \r\nL 9.8125 0 \r\nz\r\n\" id=\"DejaVuSans-78\"/>\r\n      </defs>\r\n      <g transform=\"translate(820.06076 347.958438)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-78\"/>\r\n       <use x=\"74.804688\" xlink:href=\"#DejaVuSans-111\"/>\r\n       <use x=\"135.986328\" xlink:href=\"#DejaVuSans-118\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_61\">\r\n     <g id=\"line2d_102\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"850.053817\" xlink:href=\"#m307135a13f\" y=\"333.36\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_46\">\r\n      <!-- Dec -->\r\n      <defs>\r\n       <path d=\"M 19.671875 64.796875 \r\nL 19.671875 8.109375 \r\nL 31.59375 8.109375 \r\nQ 46.6875 8.109375 53.6875 14.9375 \r\nQ 60.6875 21.78125 60.6875 36.53125 \r\nQ 60.6875 51.171875 53.6875 57.984375 \r\nQ 46.6875 64.796875 31.59375 64.796875 \r\nz\r\nM 9.8125 72.90625 \r\nL 30.078125 72.90625 \r\nQ 51.265625 72.90625 61.171875 64.09375 \r\nQ 71.09375 55.28125 71.09375 36.53125 \r\nQ 71.09375 17.671875 61.125 8.828125 \r\nQ 51.171875 0 30.078125 0 \r\nL 9.8125 0 \r\nz\r\n\" id=\"DejaVuSans-68\"/>\r\n      </defs>\r\n      <g transform=\"translate(840.378036 347.958438)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-68\"/>\r\n       <use x=\"77.001953\" xlink:href=\"#DejaVuSans-101\"/>\r\n       <use x=\"138.525391\" xlink:href=\"#DejaVuSans-99\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_62\">\r\n     <g id=\"line2d_103\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"870.2875\" xlink:href=\"#m307135a13f\" y=\"333.36\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_63\">\r\n     <g id=\"line2d_104\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"627.48331\" xlink:href=\"#m3e848f8cdd\" y=\"333.36\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_64\">\r\n     <g id=\"line2d_105\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"632.204502\" xlink:href=\"#m3e848f8cdd\" y=\"333.36\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_65\">\r\n     <g id=\"line2d_106\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"636.925695\" xlink:href=\"#m3e848f8cdd\" y=\"333.36\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_66\">\r\n     <g id=\"line2d_107\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"641.646888\" xlink:href=\"#m3e848f8cdd\" y=\"333.36\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_67\">\r\n     <g id=\"line2d_108\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"646.36808\" xlink:href=\"#m3e848f8cdd\" y=\"333.36\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_68\">\r\n     <g id=\"line2d_109\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"651.089273\" xlink:href=\"#m3e848f8cdd\" y=\"333.36\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_69\">\r\n     <g id=\"line2d_110\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"655.810465\" xlink:href=\"#m3e848f8cdd\" y=\"333.36\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_70\">\r\n     <g id=\"line2d_111\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"660.531658\" xlink:href=\"#m3e848f8cdd\" y=\"333.36\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_71\">\r\n     <g id=\"line2d_112\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"665.252851\" xlink:href=\"#m3e848f8cdd\" y=\"333.36\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_72\">\r\n     <g id=\"line2d_113\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"669.974043\" xlink:href=\"#m3e848f8cdd\" y=\"333.36\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_73\">\r\n     <g id=\"line2d_114\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"674.695236\" xlink:href=\"#m3e848f8cdd\" y=\"333.36\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_74\">\r\n     <g id=\"line2d_115\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"679.416428\" xlink:href=\"#m3e848f8cdd\" y=\"333.36\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_75\">\r\n     <g id=\"line2d_116\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"684.137621\" xlink:href=\"#m3e848f8cdd\" y=\"333.36\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_76\">\r\n     <g id=\"line2d_117\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"688.858813\" xlink:href=\"#m3e848f8cdd\" y=\"333.36\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_77\">\r\n     <g id=\"line2d_118\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"693.580006\" xlink:href=\"#m3e848f8cdd\" y=\"333.36\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_78\">\r\n     <g id=\"line2d_119\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"698.301199\" xlink:href=\"#m3e848f8cdd\" y=\"333.36\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_79\">\r\n     <g id=\"line2d_120\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"703.022391\" xlink:href=\"#m3e848f8cdd\" y=\"333.36\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_80\">\r\n     <g id=\"line2d_121\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"707.743584\" xlink:href=\"#m3e848f8cdd\" y=\"333.36\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_81\">\r\n     <g id=\"line2d_122\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"712.464776\" xlink:href=\"#m3e848f8cdd\" y=\"333.36\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_82\">\r\n     <g id=\"line2d_123\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"717.185969\" xlink:href=\"#m3e848f8cdd\" y=\"333.36\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_83\">\r\n     <g id=\"line2d_124\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"721.907162\" xlink:href=\"#m3e848f8cdd\" y=\"333.36\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_84\">\r\n     <g id=\"line2d_125\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"731.349547\" xlink:href=\"#m3e848f8cdd\" y=\"333.36\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_85\">\r\n     <g id=\"line2d_126\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"736.070739\" xlink:href=\"#m3e848f8cdd\" y=\"333.36\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_86\">\r\n     <g id=\"line2d_127\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"740.791932\" xlink:href=\"#m3e848f8cdd\" y=\"333.36\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_87\">\r\n     <g id=\"line2d_128\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"745.513124\" xlink:href=\"#m3e848f8cdd\" y=\"333.36\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_88\">\r\n     <g id=\"line2d_129\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"750.234317\" xlink:href=\"#m3e848f8cdd\" y=\"333.36\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_89\">\r\n     <g id=\"line2d_130\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"754.95551\" xlink:href=\"#m3e848f8cdd\" y=\"333.36\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_90\">\r\n     <g id=\"line2d_131\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"759.676702\" xlink:href=\"#m3e848f8cdd\" y=\"333.36\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_91\">\r\n     <g id=\"line2d_132\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"764.397895\" xlink:href=\"#m3e848f8cdd\" y=\"333.36\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_92\">\r\n     <g id=\"line2d_133\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"769.119087\" xlink:href=\"#m3e848f8cdd\" y=\"333.36\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_93\">\r\n     <g id=\"line2d_134\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"773.84028\" xlink:href=\"#m3e848f8cdd\" y=\"333.36\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_94\">\r\n     <g id=\"line2d_135\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"778.561473\" xlink:href=\"#m3e848f8cdd\" y=\"333.36\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_95\">\r\n     <g id=\"line2d_136\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"783.282665\" xlink:href=\"#m3e848f8cdd\" y=\"333.36\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_96\">\r\n     <g id=\"line2d_137\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"788.003858\" xlink:href=\"#m3e848f8cdd\" y=\"333.36\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_97\">\r\n     <g id=\"line2d_138\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"792.72505\" xlink:href=\"#m3e848f8cdd\" y=\"333.36\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_98\">\r\n     <g id=\"line2d_139\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"797.446243\" xlink:href=\"#m3e848f8cdd\" y=\"333.36\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_99\">\r\n     <g id=\"line2d_140\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"802.167436\" xlink:href=\"#m3e848f8cdd\" y=\"333.36\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_100\">\r\n     <g id=\"line2d_141\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"806.888628\" xlink:href=\"#m3e848f8cdd\" y=\"333.36\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_101\">\r\n     <g id=\"line2d_142\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"811.609821\" xlink:href=\"#m3e848f8cdd\" y=\"333.36\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_102\">\r\n     <g id=\"line2d_143\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"816.331013\" xlink:href=\"#m3e848f8cdd\" y=\"333.36\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_103\">\r\n     <g id=\"line2d_144\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"821.052206\" xlink:href=\"#m3e848f8cdd\" y=\"333.36\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_104\">\r\n     <g id=\"line2d_145\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"825.773398\" xlink:href=\"#m3e848f8cdd\" y=\"333.36\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_105\">\r\n     <g id=\"line2d_146\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"830.494591\" xlink:href=\"#m3e848f8cdd\" y=\"333.36\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_106\">\r\n     <g id=\"line2d_147\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"835.215784\" xlink:href=\"#m3e848f8cdd\" y=\"333.36\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_107\">\r\n     <g id=\"line2d_148\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"839.936976\" xlink:href=\"#m3e848f8cdd\" y=\"333.36\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_108\">\r\n     <g id=\"line2d_149\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"844.658169\" xlink:href=\"#m3e848f8cdd\" y=\"333.36\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_109\">\r\n     <g id=\"line2d_150\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"849.379361\" xlink:href=\"#m3e848f8cdd\" y=\"333.36\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_110\">\r\n     <g id=\"line2d_151\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"854.100554\" xlink:href=\"#m3e848f8cdd\" y=\"333.36\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_111\">\r\n     <g id=\"line2d_152\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"858.821747\" xlink:href=\"#m3e848f8cdd\" y=\"333.36\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_112\">\r\n     <g id=\"line2d_153\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"863.542939\" xlink:href=\"#m3e848f8cdd\" y=\"333.36\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_113\">\r\n     <g id=\"line2d_154\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"868.264132\" xlink:href=\"#m3e848f8cdd\" y=\"333.36\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"text_47\">\r\n     <!-- timestamp -->\r\n     <g transform=\"translate(720.229733 372.834375)scale(0.1 -0.1)\">\r\n      <use xlink:href=\"#DejaVuSans-116\"/>\r\n      <use x=\"39.208984\" xlink:href=\"#DejaVuSans-105\"/>\r\n      <use x=\"66.992188\" xlink:href=\"#DejaVuSans-109\"/>\r\n      <use x=\"164.404297\" xlink:href=\"#DejaVuSans-101\"/>\r\n      <use x=\"225.927734\" xlink:href=\"#DejaVuSans-115\"/>\r\n      <use x=\"278.027344\" xlink:href=\"#DejaVuSans-116\"/>\r\n      <use x=\"317.236328\" xlink:href=\"#DejaVuSans-97\"/>\r\n      <use x=\"378.515625\" xlink:href=\"#DejaVuSans-109\"/>\r\n      <use x=\"475.927734\" xlink:href=\"#DejaVuSans-112\"/>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"matplotlib.axis_6\">\r\n    <g id=\"ytick_15\">\r\n     <g id=\"line2d_155\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"624.111029\" xlink:href=\"#md6fc6b1dc1\" y=\"323.641719\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_48\">\r\n      <!-- 0 -->\r\n      <g transform=\"translate(610.748529 327.440938)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_16\">\r\n     <g id=\"line2d_156\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"624.111029\" xlink:href=\"#md6fc6b1dc1\" y=\"284.800219\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_49\">\r\n      <!-- 5000 -->\r\n      <defs>\r\n       <path d=\"M 10.796875 72.90625 \r\nL 49.515625 72.90625 \r\nL 49.515625 64.59375 \r\nL 19.828125 64.59375 \r\nL 19.828125 46.734375 \r\nQ 21.96875 47.46875 24.109375 47.828125 \r\nQ 26.265625 48.1875 28.421875 48.1875 \r\nQ 40.625 48.1875 47.75 41.5 \r\nQ 54.890625 34.8125 54.890625 23.390625 \r\nQ 54.890625 11.625 47.5625 5.09375 \r\nQ 40.234375 -1.421875 26.90625 -1.421875 \r\nQ 22.3125 -1.421875 17.546875 -0.640625 \r\nQ 12.796875 0.140625 7.71875 1.703125 \r\nL 7.71875 11.625 \r\nQ 12.109375 9.234375 16.796875 8.0625 \r\nQ 21.484375 6.890625 26.703125 6.890625 \r\nQ 35.15625 6.890625 40.078125 11.328125 \r\nQ 45.015625 15.765625 45.015625 23.390625 \r\nQ 45.015625 31 40.078125 35.4375 \r\nQ 35.15625 39.890625 26.703125 39.890625 \r\nQ 22.75 39.890625 18.8125 39.015625 \r\nQ 14.890625 38.140625 10.796875 36.28125 \r\nz\r\n\" id=\"DejaVuSans-53\"/>\r\n      </defs>\r\n      <g transform=\"translate(591.661029 288.599437)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-53\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_17\">\r\n     <g id=\"line2d_157\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"624.111029\" xlink:href=\"#md6fc6b1dc1\" y=\"245.958718\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_50\">\r\n      <!-- 10000 -->\r\n      <g transform=\"translate(585.298529 249.757937)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"254.492188\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_18\">\r\n     <g id=\"line2d_158\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"624.111029\" xlink:href=\"#md6fc6b1dc1\" y=\"207.117217\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_51\">\r\n      <!-- 15000 -->\r\n      <g transform=\"translate(585.298529 210.916436)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-53\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"254.492188\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_19\">\r\n     <g id=\"line2d_159\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"624.111029\" xlink:href=\"#md6fc6b1dc1\" y=\"168.275717\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_52\">\r\n      <!-- 20000 -->\r\n      <g transform=\"translate(585.298529 172.074935)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"254.492188\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_20\">\r\n     <g id=\"line2d_160\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"624.111029\" xlink:href=\"#md6fc6b1dc1\" y=\"129.434216\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_53\">\r\n      <!-- 25000 -->\r\n      <g transform=\"translate(585.298529 133.233435)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-53\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"254.492188\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_21\">\r\n     <g id=\"line2d_161\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"624.111029\" xlink:href=\"#md6fc6b1dc1\" y=\"90.592715\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_54\">\r\n      <!-- 30000 -->\r\n      <defs>\r\n       <path d=\"M 40.578125 39.3125 \r\nQ 47.65625 37.796875 51.625 33 \r\nQ 55.609375 28.21875 55.609375 21.1875 \r\nQ 55.609375 10.40625 48.1875 4.484375 \r\nQ 40.765625 -1.421875 27.09375 -1.421875 \r\nQ 22.515625 -1.421875 17.65625 -0.515625 \r\nQ 12.796875 0.390625 7.625 2.203125 \r\nL 7.625 11.71875 \r\nQ 11.71875 9.328125 16.59375 8.109375 \r\nQ 21.484375 6.890625 26.8125 6.890625 \r\nQ 36.078125 6.890625 40.9375 10.546875 \r\nQ 45.796875 14.203125 45.796875 21.1875 \r\nQ 45.796875 27.640625 41.28125 31.265625 \r\nQ 36.765625 34.90625 28.71875 34.90625 \r\nL 20.21875 34.90625 \r\nL 20.21875 43.015625 \r\nL 29.109375 43.015625 \r\nQ 36.375 43.015625 40.234375 45.921875 \r\nQ 44.09375 48.828125 44.09375 54.296875 \r\nQ 44.09375 59.90625 40.109375 62.90625 \r\nQ 36.140625 65.921875 28.71875 65.921875 \r\nQ 24.65625 65.921875 20.015625 65.03125 \r\nQ 15.375 64.15625 9.8125 62.3125 \r\nL 9.8125 71.09375 \r\nQ 15.4375 72.65625 20.34375 73.4375 \r\nQ 25.25 74.21875 29.59375 74.21875 \r\nQ 40.828125 74.21875 47.359375 69.109375 \r\nQ 53.90625 64.015625 53.90625 55.328125 \r\nQ 53.90625 49.265625 50.4375 45.09375 \r\nQ 46.96875 40.921875 40.578125 39.3125 \r\nz\r\n\" id=\"DejaVuSans-51\"/>\r\n      </defs>\r\n      <g transform=\"translate(585.298529 94.391934)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-51\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"254.492188\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_22\">\r\n     <g id=\"line2d_162\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"624.111029\" xlink:href=\"#md6fc6b1dc1\" y=\"51.751215\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_55\">\r\n      <!-- 35000 -->\r\n      <g transform=\"translate(585.298529 55.550433)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-51\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-53\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"254.492188\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_23\">\r\n     <g id=\"line2d_163\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"624.111029\" xlink:href=\"#md6fc6b1dc1\" y=\"12.909714\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_56\">\r\n      <!-- 40000 -->\r\n      <g transform=\"translate(585.298529 16.708933)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-52\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"254.492188\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"line2d_164\">\r\n    <path clip-path=\"url(#p72a26f2df5)\" d=\"M 628.832222 67.594494 \r\nL 629.506678 65.289238 \r\nL 631.530046 61.757222 \r\nL 632.878959 58.482296 \r\nL 633.553415 55.968493 \r\nL 634.902327 52.41155 \r\nL 636.251239 49.111617 \r\nL 636.925695 48.599653 \r\nL 637.600151 47.726632 \r\nL 638.274607 47.512351 \r\nL 638.949063 47.048838 \r\nL 639.623519 47.157609 \r\nL 640.297975 48.648417 \r\nL 642.321344 55.293968 \r\nL 642.9958 57.143586 \r\nL 643.670256 58.204302 \r\nL 644.344712 59.730935 \r\nL 645.693624 64.261296 \r\nL 647.042536 66.352345 \r\nL 647.716992 67.086893 \r\nL 648.391448 66.835812 \r\nL 649.065905 65.856258 \r\nL 649.740361 64.470507 \r\nL 650.414817 63.924163 \r\nL 651.763729 64.649612 \r\nL 652.438185 65.453819 \r\nL 653.112641 66.508775 \r\nL 653.787097 68.105055 \r\nL 654.461553 68.793418 \r\nL 655.136009 68.761319 \r\nL 655.810465 68.872011 \r\nL 656.484921 68.723435 \r\nL 657.159378 68.396513 \r\nL 657.833834 68.314085 \r\nL 658.50829 68.38005 \r\nL 659.182746 67.965373 \r\nL 659.857202 68.415784 \r\nL 660.531658 68.408147 \r\nL 661.206114 67.523066 \r\nL 661.88057 66.426041 \r\nL 662.555026 64.988519 \r\nL 663.229482 62.227287 \r\nL 663.903938 61.377859 \r\nL 664.578394 60.883171 \r\nL 665.252851 61.771682 \r\nL 665.927307 62.451399 \r\nL 666.601763 63.964402 \r\nL 667.950675 69.107618 \r\nL 668.625131 70.24926 \r\nL 669.299587 70.274362 \r\nL 669.974043 70.4861 \r\nL 670.648499 71.759444 \r\nL 672.671867 78.519639 \r\nL 674.02078 81.340593 \r\nL 674.695236 81.914086 \r\nL 675.369692 83.697274 \r\nL 676.044148 86.493431 \r\nL 677.39306 89.377613 \r\nL 678.067516 93.209448 \r\nL 678.741972 95.615748 \r\nL 680.090884 99.271908 \r\nL 680.76534 100.372598 \r\nL 681.439797 102.586258 \r\nL 682.114253 106.933962 \r\nL 682.788709 109.401822 \r\nL 683.463165 111.214406 \r\nL 684.137621 113.467087 \r\nL 684.812077 116.280492 \r\nL 685.486533 117.304981 \r\nL 686.160989 118.90839 \r\nL 687.509901 123.356693 \r\nL 688.858813 127.082148 \r\nL 689.53327 130.622143 \r\nL 690.882182 136.226636 \r\nL 691.556638 137.745396 \r\nL 692.231094 139.654265 \r\nL 692.90555 139.399076 \r\nL 694.254462 140.617181 \r\nL 694.928918 141.51806 \r\nL 695.603374 142.761144 \r\nL 696.27783 143.052982 \r\nL 696.952286 142.606533 \r\nL 697.626743 142.327514 \r\nL 698.301199 142.258005 \r\nL 699.650111 139.077609 \r\nL 700.999023 136.980696 \r\nL 701.673479 136.74539 \r\nL 702.347935 137.607972 \r\nL 703.022391 136.289673 \r\nL 703.696847 135.980779 \r\nL 705.045759 135.714041 \r\nL 705.720216 135.979502 \r\nL 707.069128 137.797378 \r\nL 707.743584 137.765017 \r\nL 708.41804 138.40812 \r\nL 709.092496 139.974249 \r\nL 711.79032 142.086961 \r\nL 712.464776 143.905656 \r\nL 713.139232 144.32774 \r\nL 713.813689 144.292235 \r\nL 714.488145 144.466705 \r\nL 715.162601 144.50948 \r\nL 716.511513 144.175367 \r\nL 717.185969 144.587372 \r\nL 717.860425 146.445053 \r\nL 719.209337 148.259124 \r\nL 719.883793 149.153436 \r\nL 721.232705 151.5414 \r\nL 721.907162 152.330481 \r\nL 723.256074 152.516407 \r\nL 724.604986 150.783895 \r\nL 725.279442 150.466085 \r\nL 726.628354 149.241949 \r\nL 727.30281 146.557806 \r\nL 728.651722 142.979118 \r\nL 729.326178 142.226745 \r\nL 730.000635 140.581134 \r\nL 732.024003 137.129237 \r\nL 732.698459 135.398961 \r\nL 734.047371 133.27831 \r\nL 735.396283 129.676897 \r\nL 736.070739 128.708921 \r\nL 736.745195 129.311799 \r\nL 737.419651 128.831513 \r\nL 738.094108 128.804782 \r\nL 738.768564 127.821443 \r\nL 739.44302 127.357194 \r\nL 740.117476 125.102808 \r\nL 740.791932 123.288605 \r\nL 742.140844 124.28882 \r\nL 742.8153 124.443651 \r\nL 743.489756 125.074414 \r\nL 744.838668 125.451994 \r\nL 745.513124 124.949878 \r\nL 746.187581 125.071529 \r\nL 746.862037 125.564719 \r\nL 747.536493 125.713652 \r\nL 748.210949 125.715748 \r\nL 748.885405 125.161441 \r\nL 750.234317 125.605027 \r\nL 752.932141 125.15901 \r\nL 753.606598 124.944876 \r\nL 754.281054 124.500587 \r\nL 754.95551 125.19296 \r\nL 755.629966 125.613222 \r\nL 756.304422 125.691582 \r\nL 756.978878 125.461159 \r\nL 757.653334 124.677272 \r\nL 758.32779 124.280964 \r\nL 759.002246 124.087601 \r\nL 759.676702 124.473264 \r\nL 762.374527 128.803433 \r\nL 763.723439 130.119048 \r\nL 764.397895 130.165672 \r\nL 765.072351 130.523661 \r\nL 766.421263 133.15791 \r\nL 767.095719 134.671976 \r\nL 767.770175 135.636381 \r\nL 768.444631 136.344994 \r\nL 769.119087 136.890278 \r\nL 769.793544 136.059438 \r\nL 770.468 134.86891 \r\nL 771.142456 134.252038 \r\nL 771.816912 132.723773 \r\nL 772.491368 132.714488 \r\nL 773.165824 132.452577 \r\nL 773.84028 132.904276 \r\nL 774.514736 132.625427 \r\nL 775.189192 131.480623 \r\nL 775.863648 130.017857 \r\nL 776.538104 129.130217 \r\nL 777.21256 128.65317 \r\nL 778.561473 126.432331 \r\nL 779.235929 125.787514 \r\nL 779.910385 125.992511 \r\nL 780.584841 125.300578 \r\nL 781.259297 125.485226 \r\nL 781.933753 125.465207 \r\nL 782.608209 125.962955 \r\nL 783.282665 125.679418 \r\nL 783.957121 125.579846 \r\nL 785.98049 125.992384 \r\nL 786.654946 125.506061 \r\nL 787.329402 125.275205 \r\nL 788.003858 124.872138 \r\nL 788.678314 124.78579 \r\nL 789.35277 123.828835 \r\nL 790.701682 125.204823 \r\nL 792.050594 124.326654 \r\nL 792.72505 124.2764 \r\nL 793.399506 123.389302 \r\nL 794.073963 122.246758 \r\nL 794.748419 122.20984 \r\nL 795.422875 121.775539 \r\nL 796.097331 121.930359 \r\nL 796.771787 122.436168 \r\nL 797.446243 123.281335 \r\nL 798.120699 122.472548 \r\nL 798.795155 122.440489 \r\nL 800.144067 120.867845 \r\nL 800.818523 120.768103 \r\nL 801.492979 120.416823 \r\nL 802.167436 119.431422 \r\nL 803.516348 119.010978 \r\nL 804.86526 117.657458 \r\nL 805.539716 116.34988 \r\nL 806.214172 115.354466 \r\nL 806.888628 113.844304 \r\nL 807.563084 113.92898 \r\nL 808.23754 113.293227 \r\nL 808.911996 113.114039 \r\nL 809.586452 112.32754 \r\nL 810.260909 111.105185 \r\nL 812.284277 106.773191 \r\nL 813.633189 105.031217 \r\nL 814.982101 104.227778 \r\nL 815.656557 103.302287 \r\nL 817.679925 101.779302 \r\nL 818.354382 101.46563 \r\nL 819.028838 101.361703 \r\nL 820.37775 100.491565 \r\nL 821.726662 101.045886 \r\nL 823.075574 100.22646 \r\nL 823.75003 99.03636 \r\nL 824.424486 98.359212 \r\nL 825.098942 98.509926 \r\nL 825.773398 98.403692 \r\nL 827.122311 97.411647 \r\nL 827.796767 95.814324 \r\nL 828.471223 93.87444 \r\nL 829.145679 92.757323 \r\nL 829.820135 91.362737 \r\nL 830.494591 89.598006 \r\nL 831.169047 88.241758 \r\nL 831.843503 88.174007 \r\nL 832.517959 87.718439 \r\nL 833.192415 87.097505 \r\nL 833.866871 86.752171 \r\nL 835.89024 83.08978 \r\nL 836.564696 82.400059 \r\nL 837.239152 81.217669 \r\nL 837.913608 80.858865 \r\nL 838.588064 79.902315 \r\nL 839.26252 79.911621 \r\nL 839.936976 80.188325 \r\nL 840.611432 79.945201 \r\nL 841.285888 79.41453 \r\nL 842.634801 78.993167 \r\nL 843.309257 78.562002 \r\nL 844.658169 78.467154 \r\nL 846.007081 77.135752 \r\nL 846.681537 77.693727 \r\nL 847.355993 77.169257 \r\nL 848.030449 76.906754 \r\nL 848.704905 77.366254 \r\nL 849.379361 78.100149 \r\nL 850.053817 78.649525 \r\nL 850.728274 77.917431 \r\nL 851.40273 76.212593 \r\nL 852.077186 74.8262 \r\nL 852.751642 72.948916 \r\nL 854.100554 70.70362 \r\nL 854.77501 69.769616 \r\nL 855.449466 68.331013 \r\nL 856.123922 66.466571 \r\nL 856.798378 66.633587 \r\nL 857.472834 67.125173 \r\nL 858.821747 65.543248 \r\nL 859.496203 65.690127 \r\nL 860.170659 67.645001 \r\nL 860.845115 71.284387 \r\nL 862.194027 82.48769 \r\nL 862.868483 85.835005 \r\nL 864.217395 91.357971 \r\nL 865.566307 98.293101 \r\nL 866.240763 101.863808 \r\nL 866.240763 101.863808 \r\n\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;\"/>\r\n   </g>\r\n   <g id=\"line2d_165\">\r\n    <path clip-path=\"url(#p72a26f2df5)\" d=\"M 628.832222 51.467278 \r\nL 629.506678 47.893492 \r\nL 630.181134 47.263109 \r\nL 630.85559 46.238677 \r\nL 632.878959 41.212013 \r\nL 633.553415 38.595941 \r\nL 634.227871 37.66986 \r\nL 634.902327 38.194905 \r\nL 635.576783 39.123567 \r\nL 636.251239 40.278085 \r\nL 636.925695 40.287314 \r\nL 637.600151 40.41838 \r\nL 638.274607 41.568472 \r\nL 638.949063 41.655484 \r\nL 639.623519 42.050435 \r\nL 640.297975 43.411739 \r\nL 642.321344 49.717125 \r\nL 642.9958 51.314994 \r\nL 643.670256 51.023473 \r\nL 644.344712 50.326862 \r\nL 645.019168 48.899788 \r\nL 645.693624 46.61468 \r\nL 646.36808 43.877478 \r\nL 647.716992 36.154615 \r\nL 648.391448 33.204195 \r\nL 651.089273 25.021537 \r\nL 651.763729 24.189438 \r\nL 652.438185 22.504262 \r\nL 653.112641 22.025455 \r\nL 655.136009 23.805589 \r\nL 655.810465 24.802183 \r\nL 657.833834 31.135066 \r\nL 658.50829 32.044333 \r\nL 659.182746 32.724756 \r\nL 659.857202 33.661457 \r\nL 660.531658 36.217424 \r\nL 661.206114 37.41459 \r\nL 662.555026 42.009899 \r\nL 663.229482 43.424968 \r\nL 665.927307 51.087144 \r\nL 667.276219 55.088397 \r\nL 667.950675 57.872803 \r\nL 668.625131 61.597551 \r\nL 669.299587 64.173831 \r\nL 669.974043 64.411217 \r\nL 670.648499 65.35179 \r\nL 671.322955 64.616574 \r\nL 671.997411 64.476336 \r\nL 672.671867 64.626414 \r\nL 673.346324 64.514995 \r\nL 674.02078 64.962658 \r\nL 674.695236 64.673538 \r\nL 675.369692 65.250572 \r\nL 676.044148 65.538474 \r\nL 676.718604 66.458272 \r\nL 678.067516 67.128822 \r\nL 678.741972 67.96375 \r\nL 680.090884 70.950527 \r\nL 680.76534 73.750699 \r\nL 681.439797 75.766684 \r\nL 682.114253 77.201737 \r\nL 682.788709 78.353051 \r\nL 684.137621 81.831496 \r\nL 684.812077 82.772098 \r\nL 686.835445 86.507571 \r\nL 687.509901 87.118784 \r\nL 688.858813 87.895656 \r\nL 689.53327 88.433148 \r\nL 690.207726 89.997694 \r\nL 690.882182 90.88404 \r\nL 692.90555 95.532141 \r\nL 693.580006 95.375783 \r\nL 694.254462 95.972479 \r\nL 694.928918 97.061561 \r\nL 695.603374 96.153313 \r\nL 696.27783 94.187625 \r\nL 696.952286 92.915842 \r\nL 697.626743 92.027367 \r\nL 698.301199 90.074606 \r\nL 698.975655 87.42591 \r\nL 699.650111 84.028608 \r\nL 700.324567 82.463747 \r\nL 702.347935 76.855407 \r\nL 703.022391 77.235323 \r\nL 703.696847 76.74488 \r\nL 704.371303 76.539218 \r\nL 705.720216 78.809143 \r\nL 706.394672 79.23645 \r\nL 707.069128 79.366075 \r\nL 707.743584 80.965653 \r\nL 709.766952 87.458936 \r\nL 710.441408 88.372656 \r\nL 711.115864 88.549593 \r\nL 711.79032 87.951556 \r\nL 712.464776 86.602887 \r\nL 713.139232 86.237435 \r\nL 713.813689 85.596399 \r\nL 714.488145 85.949648 \r\nL 715.162601 86.92872 \r\nL 715.837057 88.35829 \r\nL 716.511513 89.203181 \r\nL 717.185969 89.625588 \r\nL 717.860425 90.960402 \r\nL 718.534881 92.714026 \r\nL 719.209337 92.563663 \r\nL 719.883793 92.596582 \r\nL 720.558249 93.647386 \r\nL 721.232705 95.485691 \r\nL 721.907162 96.878743 \r\nL 722.581618 97.942281 \r\nL 723.256074 98.525864 \r\nL 723.93053 97.761248 \r\nL 724.604986 97.876841 \r\nL 725.953898 99.271576 \r\nL 726.628354 100.473834 \r\nL 727.30281 100.582246 \r\nL 727.977266 99.232126 \r\nL 728.651722 100.349969 \r\nL 729.326178 101.059969 \r\nL 730.000635 100.96294 \r\nL 730.675091 101.490209 \r\nL 732.024003 102.764993 \r\nL 732.698459 103.120594 \r\nL 733.372915 104.034097 \r\nL 734.721827 103.722444 \r\nL 735.396283 103.966525 \r\nL 736.070739 103.708942 \r\nL 736.745195 103.181882 \r\nL 737.419651 102.816647 \r\nL 738.094108 101.897355 \r\nL 738.768564 102.000911 \r\nL 739.44302 102.652824 \r\nL 740.117476 102.240894 \r\nL 740.791932 101.414561 \r\nL 741.466388 101.029914 \r\nL 742.140844 100.855938 \r\nL 742.8153 101.184574 \r\nL 743.489756 101.915188 \r\nL 744.838668 102.336774 \r\nL 745.513124 101.776094 \r\nL 746.187581 101.911933 \r\nL 746.862037 102.462644 \r\nL 747.536493 102.628948 \r\nL 748.210949 102.631288 \r\nL 748.885405 102.012332 \r\nL 750.234317 102.507653 \r\nL 752.257685 102.138756 \r\nL 753.606598 101.770508 \r\nL 754.281054 101.274401 \r\nL 754.95551 102.047526 \r\nL 755.629966 102.516805 \r\nL 756.304422 102.604304 \r\nL 756.978878 102.347006 \r\nL 757.653334 101.471693 \r\nL 758.32779 101.029162 \r\nL 759.002246 100.813247 \r\nL 759.676702 101.243891 \r\nL 762.374527 106.079095 \r\nL 763.723439 107.548151 \r\nL 764.397895 107.600213 \r\nL 765.072351 107.999955 \r\nL 766.421263 110.941441 \r\nL 767.095719 112.632095 \r\nL 767.770175 113.708981 \r\nL 768.444631 114.500241 \r\nL 769.119087 115.109122 \r\nL 769.793544 114.181379 \r\nL 770.468 112.851999 \r\nL 771.142456 112.16318 \r\nL 771.816912 110.45667 \r\nL 772.491368 110.446303 \r\nL 773.165824 110.153845 \r\nL 773.84028 110.658226 \r\nL 774.514736 110.346855 \r\nL 775.189192 109.06853 \r\nL 775.863648 107.43516 \r\nL 776.538104 106.443993 \r\nL 777.21256 105.911307 \r\nL 778.561473 103.431448 \r\nL 779.235929 102.711425 \r\nL 779.910385 102.94033 \r\nL 780.584841 102.167696 \r\nL 781.259297 102.37388 \r\nL 781.933753 102.351526 \r\nL 782.608209 102.907328 \r\nL 783.282665 102.590721 \r\nL 783.957121 102.479535 \r\nL 785.98049 102.940189 \r\nL 786.654946 102.397145 \r\nL 787.329402 102.139363 \r\nL 788.003858 101.689286 \r\nL 788.678314 101.592867 \r\nL 789.35277 100.524301 \r\nL 790.701682 102.060772 \r\nL 792.050594 101.080181 \r\nL 792.72505 101.024065 \r\nL 793.399506 100.033504 \r\nL 794.073963 98.757703 \r\nL 794.748419 98.716479 \r\nL 795.422875 98.231525 \r\nL 796.097331 98.404401 \r\nL 796.771787 98.969204 \r\nL 797.446243 99.912944 \r\nL 798.120699 99.009826 \r\nL 798.795155 98.974028 \r\nL 800.144067 97.217964 \r\nL 800.818523 97.106589 \r\nL 801.492979 96.714338 \r\nL 802.167436 95.614008 \r\nL 803.516348 95.144527 \r\nL 804.86526 93.633144 \r\nL 805.539716 92.173061 \r\nL 806.214172 91.06155 \r\nL 806.888628 89.375256 \r\nL 807.563084 89.469808 \r\nL 808.23754 88.759906 \r\nL 808.911996 88.55982 \r\nL 809.586452 87.68159 \r\nL 810.260909 86.316669 \r\nL 812.284277 81.479427 \r\nL 813.633189 79.534283 \r\nL 814.982101 78.637138 \r\nL 815.656557 77.603705 \r\nL 817.679925 75.903091 \r\nL 818.354382 75.552835 \r\nL 819.028838 75.436786 \r\nL 819.703294 74.875484 \r\nL 820.37775 74.465163 \r\nL 821.726662 75.084135 \r\nL 823.075574 74.169138 \r\nL 823.75003 72.840233 \r\nL 824.424486 72.084108 \r\nL 825.098942 72.2524 \r\nL 825.773398 72.133777 \r\nL 827.122311 71.026028 \r\nL 827.796767 69.242407 \r\nL 828.471223 67.076271 \r\nL 829.145679 65.828863 \r\nL 829.820135 64.271623 \r\nL 830.494591 62.30107 \r\nL 831.169047 60.78664 \r\nL 831.843503 60.710987 \r\nL 832.517959 60.202286 \r\nL 833.192415 59.508932 \r\nL 833.866871 59.12332 \r\nL 835.89024 55.033779 \r\nL 836.564696 54.263614 \r\nL 837.239152 52.943319 \r\nL 837.913608 52.542667 \r\nL 838.588064 51.474553 \r\nL 839.26252 51.484944 \r\nL 839.936976 51.793921 \r\nL 840.611432 51.52244 \r\nL 841.285888 50.929876 \r\nL 842.634801 50.459368 \r\nL 843.309257 49.977916 \r\nL 844.658169 49.872004 \r\nL 846.007081 48.385318 \r\nL 846.681537 49.008371 \r\nL 847.355993 48.42273 \r\nL 848.030449 48.129611 \r\nL 848.704905 48.642704 \r\nL 849.379361 49.462194 \r\nL 850.053817 50.075644 \r\nL 850.728274 49.258165 \r\nL 851.40273 47.354489 \r\nL 852.077186 45.8064 \r\nL 852.751642 43.710164 \r\nL 854.100554 41.202996 \r\nL 854.77501 40.160058 \r\nL 855.449466 38.55367 \r\nL 856.123922 36.471775 \r\nL 856.798378 36.658271 \r\nL 857.472834 37.207193 \r\nL 858.821747 35.440766 \r\nL 859.496203 35.604777 \r\nL 860.170659 37.787653 \r\nL 860.845115 41.851508 \r\nL 862.194027 54.361474 \r\nL 862.868483 58.099194 \r\nL 864.217395 64.266315 \r\nL 864.891851 67.888088 \r\nL 865.566307 72.869042 \r\nL 866.240763 76.905644 \r\nL 866.240763 76.905644 \r\n\" style=\"fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:1.5;\"/>\r\n   </g>\r\n   <g id=\"line2d_166\">\r\n    <path clip-path=\"url(#p72a26f2df5)\" d=\"M 628.832222 307.514503 \r\nL 629.506678 306.245973 \r\nL 630.181134 306.803329 \r\nL 630.85559 306.910489 \r\nL 631.530046 306.408951 \r\nL 632.204502 306.48156 \r\nL 633.553415 306.269167 \r\nL 634.227871 307.016219 \r\nL 635.576783 312.154834 \r\nL 636.251239 314.808187 \r\nL 636.925695 315.329381 \r\nL 637.600151 316.333468 \r\nL 638.274607 317.697841 \r\nL 638.949063 318.248365 \r\nL 639.623519 318.534545 \r\nL 640.972432 318.358746 \r\nL 641.646888 318.528408 \r\nL 642.321344 318.064877 \r\nL 642.9958 317.813127 \r\nL 643.670256 316.460891 \r\nL 644.344712 314.237647 \r\nL 645.019168 310.669447 \r\nL 645.693624 305.995103 \r\nL 646.36808 302.232461 \r\nL 647.716992 292.709441 \r\nL 648.391448 290.010102 \r\nL 650.414817 286.488302 \r\nL 651.089273 284.343971 \r\nL 651.763729 283.181545 \r\nL 652.438185 280.692163 \r\nL 653.112641 279.158399 \r\nL 653.787097 278.144284 \r\nL 654.461553 278.102834 \r\nL 655.136009 278.685989 \r\nL 655.810465 279.571892 \r\nL 657.833834 286.462701 \r\nL 658.50829 287.306002 \r\nL 659.182746 288.401102 \r\nL 659.857202 288.887392 \r\nL 660.531658 291.450996 \r\nL 661.206114 293.533243 \r\nL 662.555026 300.6631 \r\nL 663.229482 304.8394 \r\nL 663.903938 307.525445 \r\nL 664.578394 309.670189 \r\nL 665.927307 312.277465 \r\nL 666.601763 312.858868 \r\nL 667.276219 312.360263 \r\nL 667.950675 312.406904 \r\nL 669.299587 317.541189 \r\nL 669.974043 317.566836 \r\nL 670.648499 317.234065 \r\nL 671.997411 311.874855 \r\nL 672.671867 309.748494 \r\nL 673.346324 308.223126 \r\nL 675.369692 305.195017 \r\nL 676.044148 302.686762 \r\nL 676.718604 302.048926 \r\nL 677.39306 301.076025 \r\nL 678.067516 297.561093 \r\nL 678.741972 295.989721 \r\nL 679.416428 295.574253 \r\nL 680.090884 295.320339 \r\nL 680.76534 297.01982 \r\nL 681.439797 296.822146 \r\nL 682.114253 293.909495 \r\nL 682.788709 292.592949 \r\nL 683.463165 292.479726 \r\nL 684.137621 292.006129 \r\nL 684.812077 290.133326 \r\nL 685.486533 290.381633 \r\nL 686.160989 289.922095 \r\nL 686.835445 288.935389 \r\nL 688.858813 284.455228 \r\nL 689.53327 281.452725 \r\nL 690.207726 280.311629 \r\nL 690.882182 278.299123 \r\nL 691.556638 278.360111 \r\nL 692.231094 278.296167 \r\nL 692.90555 279.774784 \r\nL 693.580006 279.072674 \r\nL 694.254462 278.997017 \r\nL 694.928918 279.185221 \r\nL 696.27783 274.776362 \r\nL 696.952286 273.951028 \r\nL 697.626743 273.341572 \r\nL 698.301199 271.45832 \r\nL 698.975655 270.329552 \r\nL 699.650111 268.592718 \r\nL 700.324567 268.040657 \r\nL 700.999023 267.188526 \r\nL 701.673479 265.768944 \r\nL 702.347935 262.889154 \r\nL 703.022391 264.587369 \r\nL 704.371303 264.305777 \r\nL 705.045759 265.513361 \r\nL 705.720216 266.471361 \r\nL 707.069128 265.210417 \r\nL 708.41804 268.420395 \r\nL 709.092496 269.346565 \r\nL 709.766952 270.581592 \r\nL 710.441408 270.867422 \r\nL 711.115864 270.683856 \r\nL 711.79032 269.506314 \r\nL 712.464776 266.33895 \r\nL 713.139232 265.551414 \r\nL 713.813689 264.945883 \r\nL 714.488145 265.124662 \r\nL 715.162601 266.06096 \r\nL 715.837057 267.644699 \r\nL 716.511513 268.669533 \r\nL 717.185969 268.679936 \r\nL 717.860425 268.157068 \r\nL 718.534881 268.922421 \r\nL 719.883793 267.084865 \r\nL 720.558249 266.82886 \r\nL 722.581618 269.110862 \r\nL 723.256074 269.651176 \r\nL 723.93053 269.776079 \r\nL 725.279442 271.755023 \r\nL 725.953898 273.072011 \r\nL 726.628354 274.873604 \r\nL 727.30281 277.66616 \r\nL 727.977266 278.058174 \r\nL 728.651722 281.012571 \r\nL 730.000635 284.023524 \r\nL 732.024003 289.277475 \r\nL 733.372915 293.275292 \r\nL 734.047371 294.215416 \r\nL 734.721827 295.741833 \r\nL 735.396283 297.931348 \r\nL 736.070739 298.641741 \r\nL 736.745195 297.511802 \r\nL 737.419651 297.626854 \r\nL 738.094108 296.734292 \r\nL 739.44302 298.93735 \r\nL 740.117476 300.779805 \r\nL 740.791932 301.767675 \r\nL 741.466388 300.869254 \r\nL 742.140844 300.208837 \r\nL 743.489756 300.482493 \r\nL 747.536493 300.557015 \r\nL 753.606598 300.467351 \r\nL 754.281054 300.415533 \r\nL 756.304422 300.554441 \r\nL 759.676702 300.412346 \r\nL 763.048983 300.988315 \r\nL 764.397895 301.076261 \r\nL 765.746807 301.260784 \r\nL 767.770175 301.714319 \r\nL 769.119087 301.860563 \r\nL 773.165824 301.342987 \r\nL 774.514736 301.363147 \r\nL 778.561473 300.640836 \r\nL 780.584841 300.508838 \r\nL 785.98049 300.589524 \r\nL 789.35277 300.337185 \r\nL 790.701682 300.497669 \r\nL 796.097331 300.115762 \r\nL 797.446243 300.273328 \r\nL 800.144067 299.991838 \r\nL 801.492979 299.939235 \r\nL 802.841892 299.80255 \r\nL 804.86526 299.617405 \r\nL 806.888628 299.172671 \r\nL 808.23754 299.108398 \r\nL 809.586452 298.995769 \r\nL 814.307645 298.092558 \r\nL 817.005469 297.829278 \r\nL 820.37775 297.615317 \r\nL 822.401118 297.636793 \r\nL 823.75003 297.445593 \r\nL 825.098942 297.384194 \r\nL 827.122311 297.2561 \r\nL 831.169047 296.186601 \r\nL 833.192415 296.053146 \r\nL 834.541328 295.867905 \r\nL 835.89024 295.585718 \r\nL 839.26252 295.215043 \r\nL 840.611432 295.218959 \r\nL 843.309257 295.057633 \r\nL 845.332625 294.965121 \r\nL 846.007081 294.891285 \r\nL 846.681537 294.956363 \r\nL 848.030449 294.864576 \r\nL 850.728274 294.982454 \r\nL 853.426098 294.269854 \r\nL 856.798378 293.666404 \r\nL 857.472834 293.723739 \r\nL 859.496203 293.556369 \r\nL 860.170659 293.784371 \r\nL 860.845115 294.20884 \r\nL 862.194027 295.515503 \r\nL 863.542939 296.211032 \r\nL 864.891851 296.928357 \r\nL 865.566307 298.21766 \r\nL 866.240763 298.683555 \r\nL 866.240763 298.683555 \r\n\" style=\"fill:none;stroke:#2ca02c;stroke-linecap:square;stroke-width:1.5;\"/>\r\n   </g>\r\n   <g id=\"patch_15\">\r\n    <path d=\"M 624.111029 333.36 \r\nL 624.111029 7.2 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_16\">\r\n    <path d=\"M 870.2875 333.36 \r\nL 870.2875 7.2 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_17\">\r\n    <path d=\"M 624.111029 333.36 \r\nL 870.2875 333.36 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_18\">\r\n    <path d=\"M 624.111029 7.2 \r\nL 870.2875 7.2 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"legend_3\">\r\n    <g id=\"patch_19\">\r\n     <path d=\"M 668.310938 194.214375 \r\nL 863.2875 194.214375 \r\nQ 865.2875 194.214375 865.2875 192.214375 \r\nL 865.2875 148.345625 \r\nQ 865.2875 146.345625 863.2875 146.345625 \r\nL 668.310938 146.345625 \r\nQ 666.310938 146.345625 666.310938 148.345625 \r\nL 666.310938 192.214375 \r\nQ 666.310938 194.214375 668.310938 194.214375 \r\nz\r\n\" style=\"fill:#ffffff;opacity:0.8;stroke:#cccccc;stroke-linejoin:miter;\"/>\r\n    </g>\r\n    <g id=\"line2d_167\">\r\n     <path d=\"M 670.310938 154.444063 \r\nL 690.310938 154.444063 \r\n\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;\"/>\r\n    </g>\r\n    <g id=\"line2d_168\"/>\r\n    <g id=\"text_57\">\r\n     <!-- energy_demand_with_corona -->\r\n     <g transform=\"translate(698.310938 157.944063)scale(0.1 -0.1)\">\r\n      <use xlink:href=\"#DejaVuSans-101\"/>\r\n      <use x=\"61.523438\" xlink:href=\"#DejaVuSans-110\"/>\r\n      <use x=\"124.902344\" xlink:href=\"#DejaVuSans-101\"/>\r\n      <use x=\"186.425781\" xlink:href=\"#DejaVuSans-114\"/>\r\n      <use x=\"227.523438\" xlink:href=\"#DejaVuSans-103\"/>\r\n      <use x=\"291\" xlink:href=\"#DejaVuSans-121\"/>\r\n      <use x=\"350.179688\" xlink:href=\"#DejaVuSans-95\"/>\r\n      <use x=\"400.179688\" xlink:href=\"#DejaVuSans-100\"/>\r\n      <use x=\"463.65625\" xlink:href=\"#DejaVuSans-101\"/>\r\n      <use x=\"525.179688\" xlink:href=\"#DejaVuSans-109\"/>\r\n      <use x=\"622.591797\" xlink:href=\"#DejaVuSans-97\"/>\r\n      <use x=\"683.871094\" xlink:href=\"#DejaVuSans-110\"/>\r\n      <use x=\"747.25\" xlink:href=\"#DejaVuSans-100\"/>\r\n      <use x=\"810.726562\" xlink:href=\"#DejaVuSans-95\"/>\r\n      <use x=\"860.726562\" xlink:href=\"#DejaVuSans-119\"/>\r\n      <use x=\"942.513672\" xlink:href=\"#DejaVuSans-105\"/>\r\n      <use x=\"970.296875\" xlink:href=\"#DejaVuSans-116\"/>\r\n      <use x=\"1009.505859\" xlink:href=\"#DejaVuSans-104\"/>\r\n      <use x=\"1072.884766\" xlink:href=\"#DejaVuSans-95\"/>\r\n      <use x=\"1122.884766\" xlink:href=\"#DejaVuSans-99\"/>\r\n      <use x=\"1177.865234\" xlink:href=\"#DejaVuSans-111\"/>\r\n      <use x=\"1239.046875\" xlink:href=\"#DejaVuSans-114\"/>\r\n      <use x=\"1280.128906\" xlink:href=\"#DejaVuSans-111\"/>\r\n      <use x=\"1341.310547\" xlink:href=\"#DejaVuSans-110\"/>\r\n      <use x=\"1404.689453\" xlink:href=\"#DejaVuSans-97\"/>\r\n     </g>\r\n    </g>\r\n    <g id=\"line2d_169\">\r\n     <path d=\"M 670.310938 169.400313 \r\nL 690.310938 169.400313 \r\n\" style=\"fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:1.5;\"/>\r\n    </g>\r\n    <g id=\"line2d_170\"/>\r\n    <g id=\"text_58\">\r\n     <!-- energy_demand_without_corona -->\r\n     <g transform=\"translate(698.310938 172.900313)scale(0.1 -0.1)\">\r\n      <use xlink:href=\"#DejaVuSans-101\"/>\r\n      <use x=\"61.523438\" xlink:href=\"#DejaVuSans-110\"/>\r\n      <use x=\"124.902344\" xlink:href=\"#DejaVuSans-101\"/>\r\n      <use x=\"186.425781\" xlink:href=\"#DejaVuSans-114\"/>\r\n      <use x=\"227.523438\" xlink:href=\"#DejaVuSans-103\"/>\r\n      <use x=\"291\" xlink:href=\"#DejaVuSans-121\"/>\r\n      <use x=\"350.179688\" xlink:href=\"#DejaVuSans-95\"/>\r\n      <use x=\"400.179688\" xlink:href=\"#DejaVuSans-100\"/>\r\n      <use x=\"463.65625\" xlink:href=\"#DejaVuSans-101\"/>\r\n      <use x=\"525.179688\" xlink:href=\"#DejaVuSans-109\"/>\r\n      <use x=\"622.591797\" xlink:href=\"#DejaVuSans-97\"/>\r\n      <use x=\"683.871094\" xlink:href=\"#DejaVuSans-110\"/>\r\n      <use x=\"747.25\" xlink:href=\"#DejaVuSans-100\"/>\r\n      <use x=\"810.726562\" xlink:href=\"#DejaVuSans-95\"/>\r\n      <use x=\"860.726562\" xlink:href=\"#DejaVuSans-119\"/>\r\n      <use x=\"942.513672\" xlink:href=\"#DejaVuSans-105\"/>\r\n      <use x=\"970.296875\" xlink:href=\"#DejaVuSans-116\"/>\r\n      <use x=\"1009.505859\" xlink:href=\"#DejaVuSans-104\"/>\r\n      <use x=\"1072.884766\" xlink:href=\"#DejaVuSans-111\"/>\r\n      <use x=\"1134.066406\" xlink:href=\"#DejaVuSans-117\"/>\r\n      <use x=\"1197.445312\" xlink:href=\"#DejaVuSans-116\"/>\r\n      <use x=\"1236.654297\" xlink:href=\"#DejaVuSans-95\"/>\r\n      <use x=\"1286.654297\" xlink:href=\"#DejaVuSans-99\"/>\r\n      <use x=\"1341.634766\" xlink:href=\"#DejaVuSans-111\"/>\r\n      <use x=\"1402.816406\" xlink:href=\"#DejaVuSans-114\"/>\r\n      <use x=\"1443.898438\" xlink:href=\"#DejaVuSans-111\"/>\r\n      <use x=\"1505.080078\" xlink:href=\"#DejaVuSans-110\"/>\r\n      <use x=\"1568.458984\" xlink:href=\"#DejaVuSans-97\"/>\r\n     </g>\r\n    </g>\r\n    <g id=\"line2d_171\">\r\n     <path d=\"M 670.310938 184.356563 \r\nL 690.310938 184.356563 \r\n\" style=\"fill:none;stroke:#2ca02c;stroke-linecap:square;stroke-width:1.5;\"/>\r\n    </g>\r\n    <g id=\"line2d_172\"/>\r\n    <g id=\"text_59\">\r\n     <!-- energy_demand_reduction -->\r\n     <g transform=\"translate(698.310938 187.856563)scale(0.1 -0.1)\">\r\n      <use xlink:href=\"#DejaVuSans-101\"/>\r\n      <use x=\"61.523438\" xlink:href=\"#DejaVuSans-110\"/>\r\n      <use x=\"124.902344\" xlink:href=\"#DejaVuSans-101\"/>\r\n      <use x=\"186.425781\" xlink:href=\"#DejaVuSans-114\"/>\r\n      <use x=\"227.523438\" xlink:href=\"#DejaVuSans-103\"/>\r\n      <use x=\"291\" xlink:href=\"#DejaVuSans-121\"/>\r\n      <use x=\"350.179688\" xlink:href=\"#DejaVuSans-95\"/>\r\n      <use x=\"400.179688\" xlink:href=\"#DejaVuSans-100\"/>\r\n      <use x=\"463.65625\" xlink:href=\"#DejaVuSans-101\"/>\r\n      <use x=\"525.179688\" xlink:href=\"#DejaVuSans-109\"/>\r\n      <use x=\"622.591797\" xlink:href=\"#DejaVuSans-97\"/>\r\n      <use x=\"683.871094\" xlink:href=\"#DejaVuSans-110\"/>\r\n      <use x=\"747.25\" xlink:href=\"#DejaVuSans-100\"/>\r\n      <use x=\"810.726562\" xlink:href=\"#DejaVuSans-95\"/>\r\n      <use x=\"860.726562\" xlink:href=\"#DejaVuSans-114\"/>\r\n      <use x=\"901.808594\" xlink:href=\"#DejaVuSans-101\"/>\r\n      <use x=\"963.332031\" xlink:href=\"#DejaVuSans-100\"/>\r\n      <use x=\"1026.808594\" xlink:href=\"#DejaVuSans-117\"/>\r\n      <use x=\"1090.1875\" xlink:href=\"#DejaVuSans-99\"/>\r\n      <use x=\"1145.167969\" xlink:href=\"#DejaVuSans-116\"/>\r\n      <use x=\"1184.376953\" xlink:href=\"#DejaVuSans-105\"/>\r\n      <use x=\"1212.160156\" xlink:href=\"#DejaVuSans-111\"/>\r\n      <use x=\"1273.341797\" xlink:href=\"#DejaVuSans-110\"/>\r\n     </g>\r\n    </g>\r\n   </g>\r\n  </g>\r\n </g>\r\n <defs>\r\n  <clipPath id=\"p3e39e74888\">\r\n   <rect height=\"326.16\" width=\"246.176471\" x=\"33.2875\" y=\"7.2\"/>\r\n  </clipPath>\r\n  <clipPath id=\"p3641ece336\">\r\n   <rect height=\"326.16\" width=\"246.176471\" x=\"328.699265\" y=\"7.2\"/>\r\n  </clipPath>\r\n  <clipPath id=\"p72a26f2df5\">\r\n   <rect height=\"326.16\" width=\"246.176471\" x=\"624.111029\" y=\"7.2\"/>\r\n  </clipPath>\r\n </defs>\r\n</svg>\r\n",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "fig, axs = plt.subplots(1,3)\n",
    "fig.set_size_inches(15,6)\n",
    "for i, data_source in enumerate(['mobility_apple', 'mobility_google', 'uk_energy_demand_reduction']):\n",
    "    d_uk[data_source][data_sets[data_source].data_columns] = \\\n",
    "        d_uk[data_source][data_sets[data_source].data_columns].rolling(14, center=True).mean()\n",
    "    \n",
    "    d_uk[data_source][data_sets[data_source].data_columns].plot(ax=axs[i])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Correlation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": "Linear regression failed for: 'retail_and_recreation_percent_change_from_baseline' fit to  'energy_demand_reduction':\n  Message: Input contains NaN, infinity or a value too large for dtype('float64').\nLinear regression failed for: 'grocery_and_pharmacy_percent_change_from_baseline' fit to  'energy_demand_reduction':\n  Message: Input contains NaN, infinity or a value too large for dtype('float64').\nLinear regression failed for: 'parks_percent_change_from_baseline' fit to  'energy_demand_reduction':\n  Message: Input contains NaN, infinity or a value too large for dtype('float64').\nLinear regression failed for: 'transit_stations_percent_change_from_baseline' fit to  'energy_demand_reduction':\n  Message: Input contains NaN, infinity or a value too large for dtype('float64').\nLinear regression failed for: 'workplaces_percent_change_from_baseline' fit to  'energy_demand_reduction':\n  Message: Input contains NaN, infinity or a value too large for dtype('float64').\nLinear regression failed for: 'residential_percent_change_from_baseline' fit to  'energy_demand_reduction':\n  Message: Input contains NaN, infinity or a value too large for dtype('float64').\nLinear regression failed for: 'driving' fit to  'energy_demand_reduction':\n  Message: Input contains NaN, infinity or a value too large for dtype('float64').\nLinear regression failed for: 'transit' fit to  'energy_demand_reduction':\n  Message: Input contains NaN, infinity or a value too large for dtype('float64').\nLinear regression failed for: 'walking' fit to  'energy_demand_reduction':\n  Message: Input contains NaN, infinity or a value too large for dtype('float64').\n"
    }
   ],
   "source": [
    "to_correlate = {\n",
    "    'uk_energy_demand_reduction': ['energy_demand_reduction'],  # Carbon power generation\n",
    "    'mobility_google': data_sets['mobility_google'].data_columns,\n",
    "    'mobility_apple': data_sets['mobility_apple'].data_columns,\n",
    "\n",
    "}\n",
    "\n",
    "correlation_dict = bff2.correlate(\n",
    "    selector=to_correlate,  # datasets defined above\n",
    "    data_sets=d_uk,  # UK data\n",
    "    main_compare='uk_energy_demand_reduction',  # reference dataset, the other are correlated to it\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": "=====================================================================\nPearson correlation coefficients in dataset 'mobility_google'\n\t on data from 2020 to 2020 (inclusive)\n_________________________________________________________\n"
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<pandas.io.formats.style.Styler at 0x2ad74ee8dc8>",
      "text/html": "<style  type=\"text/css\" >\n    #T_636d361e_b27e_11ea_bf64_f8e4e3d5f2f4row0_col0 {\n            background-color:  #fdf5fa;\n            color:  #000000;\n        }    #T_636d361e_b27e_11ea_bf64_f8e4e3d5f2f4row1_col0 {\n            background-color:  #fff7fb;\n            color:  #000000;\n        }    #T_636d361e_b27e_11ea_bf64_f8e4e3d5f2f4row2_col0 {\n            background-color:  #569dc8;\n            color:  #000000;\n        }    #T_636d361e_b27e_11ea_bf64_f8e4e3d5f2f4row3_col0 {\n            background-color:  #f7f0f7;\n            color:  #000000;\n        }    #T_636d361e_b27e_11ea_bf64_f8e4e3d5f2f4row4_col0 {\n            background-color:  #fff7fb;\n            color:  #000000;\n        }    #T_636d361e_b27e_11ea_bf64_f8e4e3d5f2f4row5_col0 {\n            background-color:  #023858;\n            color:  #f1f1f1;\n        }</style><table id=\"T_636d361e_b27e_11ea_bf64_f8e4e3d5f2f4\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >energy_demand_reduction</th>    </tr></thead><tbody>\n                <tr>\n                        <th id=\"T_636d361e_b27e_11ea_bf64_f8e4e3d5f2f4level0_row0\" class=\"row_heading level0 row0\" >retail_and_recreation_percent_change_from_baseline</th>\n                        <td id=\"T_636d361e_b27e_11ea_bf64_f8e4e3d5f2f4row0_col0\" class=\"data row0 col0\" >-0.557</td>\n            </tr>\n            <tr>\n                        <th id=\"T_636d361e_b27e_11ea_bf64_f8e4e3d5f2f4level0_row1\" class=\"row_heading level0 row1\" >grocery_and_pharmacy_percent_change_from_baseline</th>\n                        <td id=\"T_636d361e_b27e_11ea_bf64_f8e4e3d5f2f4row1_col0\" class=\"data row1 col0\" >-0.570</td>\n            </tr>\n            <tr>\n                        <th id=\"T_636d361e_b27e_11ea_bf64_f8e4e3d5f2f4level0_row2\" class=\"row_heading level0 row2\" >parks_percent_change_from_baseline</th>\n                        <td id=\"T_636d361e_b27e_11ea_bf64_f8e4e3d5f2f4row2_col0\" class=\"data row2 col0\" >0.059</td>\n            </tr>\n            <tr>\n                        <th id=\"T_636d361e_b27e_11ea_bf64_f8e4e3d5f2f4level0_row3\" class=\"row_heading level0 row3\" >transit_stations_percent_change_from_baseline</th>\n                        <td id=\"T_636d361e_b27e_11ea_bf64_f8e4e3d5f2f4row3_col0\" class=\"data row3 col0\" >-0.507</td>\n            </tr>\n            <tr>\n                        <th id=\"T_636d361e_b27e_11ea_bf64_f8e4e3d5f2f4level0_row4\" class=\"row_heading level0 row4\" >workplaces_percent_change_from_baseline</th>\n                        <td id=\"T_636d361e_b27e_11ea_bf64_f8e4e3d5f2f4row4_col0\" class=\"data row4 col0\" >-0.573</td>\n            </tr>\n            <tr>\n                        <th id=\"T_636d361e_b27e_11ea_bf64_f8e4e3d5f2f4level0_row5\" class=\"row_heading level0 row5\" >residential_percent_change_from_baseline</th>\n                        <td id=\"T_636d361e_b27e_11ea_bf64_f8e4e3d5f2f4row5_col0\" class=\"data row5 col0\" >0.555</td>\n            </tr>\n    </tbody></table>"
     },
     "metadata": {}
    },
    {
     "output_type": "stream",
     "name": "stdout",
     "text": "=====================================================================\n\n=====================================================================\nPearson correlation coefficients in dataset 'mobility_apple'\n\t on data from 2020 to 2020 (inclusive)\n_________________________________________________________\n"
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<pandas.io.formats.style.Styler at 0x2ad759f9c88>",
      "text/html": "<style  type=\"text/css\" >\n    #T_636e471c_b27e_11ea_8538_f8e4e3d5f2f4row0_col0 {\n            background-color:  #03446a;\n            color:  #f1f1f1;\n        }    #T_636e471c_b27e_11ea_8538_f8e4e3d5f2f4row1_col0 {\n            background-color:  #fff7fb;\n            color:  #000000;\n        }    #T_636e471c_b27e_11ea_8538_f8e4e3d5f2f4row2_col0 {\n            background-color:  #023858;\n            color:  #f1f1f1;\n        }</style><table id=\"T_636e471c_b27e_11ea_8538_f8e4e3d5f2f4\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >energy_demand_reduction</th>    </tr></thead><tbody>\n                <tr>\n                        <th id=\"T_636e471c_b27e_11ea_8538_f8e4e3d5f2f4level0_row0\" class=\"row_heading level0 row0\" >driving</th>\n                        <td id=\"T_636e471c_b27e_11ea_8538_f8e4e3d5f2f4row0_col0\" class=\"data row0 col0\" >-0.432</td>\n            </tr>\n            <tr>\n                        <th id=\"T_636e471c_b27e_11ea_8538_f8e4e3d5f2f4level0_row1\" class=\"row_heading level0 row1\" >transit</th>\n                        <td id=\"T_636e471c_b27e_11ea_8538_f8e4e3d5f2f4row1_col0\" class=\"data row1 col0\" >-0.493</td>\n            </tr>\n            <tr>\n                        <th id=\"T_636e471c_b27e_11ea_8538_f8e4e3d5f2f4level0_row2\" class=\"row_heading level0 row2\" >walking</th>\n                        <td id=\"T_636e471c_b27e_11ea_8538_f8e4e3d5f2f4row2_col0\" class=\"data row2 col0\" >-0.429</td>\n            </tr>\n    </tbody></table>"
     },
     "metadata": {}
    },
    {
     "output_type": "stream",
     "name": "stdout",
     "text": "=====================================================================\n\n"
    }
   ],
   "source": [
    "bff2.display_correlations(correlation_dict, display_fun=display)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Outcomes \n",
    "\n",
    "These correlation in the range $[-0.429 , -0.570]$ indicates that mobility and energy demand reduction are negatively correlated for the lockdown period. \n",
    "\n",
    "This is expected as there was a sharp decrease in mobility as the \"energy demand reduction\" increases.\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6-final"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}